From a6f2ce86491091cab0bb2c326baaa0f311bf74d7 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Petr=20Veli=C4=8Dka?= Date: Mon, 24 Mar 2025 10:37:49 +0100 Subject: [PATCH] prednaska 24.3.2025 -- PDF --- skripta.pdf | Bin 228939 -> 240437 bytes skripta.tex | 2 ++ stochasticke-konvergence.tex | 28 +++++++++++++++++ stochasticke-nerovnosti.tex | 58 +++++++++++++++++++++++++++++++++++ stredni-hodnota.tex | 5 +-- 5 files changed, 91 insertions(+), 2 deletions(-) create mode 100644 stochasticke-konvergence.tex create mode 100644 stochasticke-nerovnosti.tex diff --git a/skripta.pdf b/skripta.pdf index 879776161749af4250523fe77ae24a13d5ba2bbe..399dc81c7efc9e57169d52d3c8eb4c96cfe2ae60 100644 GIT binary patch delta 71893 zcmY(qQ;?uN*sa~RjcFUxwrxz?_Ozz$e%iKeW7@{FZQHhu|NXwb5B7hM9Nei?s#2+> zu9daMKMSDeOk5- z&v&3Rt)y^0UbtX4JUzmPGgst4_mh|UT5k7mt{gw5P>bl0JG;8FFUxZu zOHaila26DfnYZUMvpbaLPk|)thw_-uOJ}NxvRID+?^78xAWB=GJ6i&-uupM(Yb=S6S?BoZg%B#sPnTmc3`%{s@OesYov0H zr&={pmGEj@;3jT~=AP&L&C>R7g_vY3Kk=+M@4%)$4Qf>Wdpy1p+og!CAk$zzqBsmO zGT23Wf!QyuM7yv0J`7BR6|;2#hWn0GmCxnAz(=DNWGN_7W1NRvT*>x-rGl@tPvj6a zEU@vzo;0W5F9?F;a=?N>f|CR_W3UKxcg3|0rD=-*LnXe|gnp zQN%a(KE63lYxv5b`& zi@ba5Tj?M@$Img)#pX-dUAv=_n>w?UeX84#|I4Iv1{82Ogt!-%={occE3{3`GhD|% z6lsF-D;K_KyQ1){PWn(BmAwo)-C)RRZZXT_CgWb+d!o*Jj>0`X$Pp3NkM3fMI^wON z+ZZ-qkESHxlHI z^~k+E2BahOrRwS*wvM`T7_&7ilOC51-p(<3fAkp(Zf|w-j!L{CNCd;Lw5qMaKvb=m zNDheep+9PpjAEWC4&ONBr0lMj{o^#hHL4ii*h&zQb*fsk0ZFu_Ox%_2L=~ML4!Xvj zHx#4scBvaK+@+hoH?V59WP%?Wd9ld)nZ9NG3b?CAxYQ>{NZc{Y=UtOog2C7Gqg6gLs8?ao4=~!?AHUVwkG2n}5ZP zXH_k_1-5NwA?_Tto)1Y;Bps$I*?6M+IuIFw&rLt8p7nD$dOTtDpK5M@AyO!dWN*wA z7Vx08?X)zw$mt^d%dycaCcuJ@=+tOOa4yhCYyn0U9h1E#^Nh0;0)$r6n;p|TxDN!! ziGi=6XVz1-kmNiWW)`OOW`&@}=<^~4or17IHs+%Tt>szU9>%S0+WI|b$0T>Kb&_kY zEu{l$6wTKq#BZ9p6u|*>f(8WU2`vp<5@;C}Qh++B%FzqFY}bC>knECj)HfzMtvt{hG#* zBEBE*`|6)-mK=Q~a9RD!3K#8qmpERyk&DLbOZ*$xP^1{^S1Ns;7T$dExKJkpe}N)C zwc1E)ypp-wr%phhaJRf|^nNq60FA%k!rv)BPBerspT0?9A3V6no~0g*xzD0GB2)$j~u^nmq5~VD_CDK-6r4WVKEa zh-dk_7lPzcQR&aUJ(ra0gR}(mm3mo+xtu++Cjm6~T4mK1Qw&{-}#yyd)Qg8w& zQdmWH7GQt;Bdv)*fRR8$!V{#<*I4_>ljfxACykvQ$zi4xUynmIZk)Lx^A*PfBV*p{ z^3kIHE9)9}56Up5X#!+5ngYB`RQ!D+I-#JH>GC+cM+p4!YMYk{P$mwhH>Fc5UDdUfz7B8NpAHh!188>2oF|4B`O2pco$y6iH!|I!KN=+E99#jvt2= zQjExN%JESUXjv`=As%!&XiWk@YWm_I>-%!=I_LqK6FTIt9UUKsE%6sAyZDrbgAoX|!#$ zEGgL>=|~sI%%@S?OgK@{s5E;{yeg#l1P^`6XEw9fhFY*-V0-n;VT$;BX=p$^V$!fs z+A-B%*F3iU{AYHf(MZ(J6xlS0-tS6SD;E+YW?f^1QRdRwAA>0rULOahv7?J@d9TVt znV9*7rZ}1jxIl5;XpyjCGCdNwNJ13x2&1ggxBFDJPhek_Ed3GNOwA_KnqmdD*PfaW ztpv`?{s%?)D407iIHYw6K^g%m$c{II%37Z1Jc*?fO%mg*xNh5#F`9^AvKmvnR4Hj;n-4qyDynrx#`|avag^OdBS6GU94n_N@wwRBf@!n=@ zi}-B@thE1J=`07yGTp&+^Y#d;8^o!iueG;m4@mLOYT}`_bF?|laJ6z$m5oYonDeU7 z`-5e-Zoay=IFGqAUeU#@&eWukfzLNe2qn+MyXUHL`@%Lw-Sb*zbkMqo`B)od+^{u? zF_OGs$VWx|ZkFnr8^sUXJChN}kHmp={H}@u9DdX)boX1(mTZ<&hxYxs^wK+*l(+xA zPCs8fAH7p-(O`va90A?}dHSQIw(*ayYQZL2+fR6Yq~95M^W9r+NoO1Rp6?CjOlm*)jU}NQkaHhH&9ri9ZB2!gJPl$=>-`|~&H5byI=*5ZZ zfKd*5$df9^#Hx{;dE%wt765AYKheJ8$|e5(1Pw9tFe^hDnP-;SAG#=9CXZCsUOCug zQsR1}+P2mr-Bo5gzkhots9%@xU?W>--lu!H)hzqo@-_0Qky5!3^McMrtF=vQ4%Q!6 zXr{)Q(;GDvy}6#Ym%29O!9$J@$=Ua}B)vQM|c)RqFkYt0>|qtwxb za=~dBi{R#*kt}|eaR@<0XK`}dc}C}h>`;$-b(h#XBA~5b^*=oDfZ{_8L4*{LTKCty zBfM*0%~(LG>x8qG=y#z7VLkCc2#m`!zSe@vdy%(Ztc}ZO*zrB(0_IF; zBh5E7D!!|N$BgiOG$1>(MR_n_(i3@z9AXO83KMLm}6CsY+j7{O?MNR)hP+XgjS zg@(oAU`$1$G%n4gVLdp*!f9}Outm>SQOh>LUGV8Ln3~dGJ(>D{NAet=>xShWny-;d#F(p1+3h!owJyo&q1N!+fr?o--|Ee{Oqn85S;0vWWqefG<5X!nGs+l;BWW0i}?41SX;V2+DD)-(lTAbajX!syr*eEtM_gm;(bE_ z_#hQVVMsQvkU>)x*VI>1Fow6j5$MRX(t$fWaqg89x}cQo2Fxw1Gwcbj z61thK%1YG@VAFMrv|qfXBM0b5$7M$1H=qZb`xeyN`=E`*CHe5#H@juGInn9eQmnyI z+48v#Z�&N;+=b<~$Vp%Jw|}du7A}R0RjkJwG#9)nn)!yzfI05-rai9jYqLSFx@y!dW?e_jZL87mhr<+j0L2%ss=)w~u zdqrr;zK*<4VD}^`EP?6ia=yh)`OF<4r=jq5c{wdeO1X;7n8_o&Vh3iZXiiay)UFIw zzlMCG#sw9TaSjk$_>3T)ldLM(0#n;Im3hZM-&+9Caxv(OJ{pTOWe+Y|G-32pkpf<$ z-{@C&wezB)X201P5-sE@e*%No{;=g;NkiCic?#(O-~Ehlwb&wIn%=9}OP7nA*?YW~ z6P;%{%F?2H_b?Sxy^SC<+58e~;RLq{)RIrd{e8??C!b@sJ%IgzeJ@`87dd?R1>+hI z3bQ_1ZUed{T&yw0dzS-=O=)yt2o_p(!Of$ho~kje!*z2$0_SV9gNM5A$hn#S(5FvD zTRj)}eLa@Z`NzmLR!A+aX#yn$SCx`~x_rq;P$2p99yF*OEB4rBZn-q4$*li!O#7FZI1QIaqLSw17qB)m$pNv9F=TF;t?9PO*SqY zho03Ahf!;CZ(b0#>HZo3(S+!9Hs3|CTJ<_Z@lTZs z)36AG5grS*h-`u79S+axvH5r4y-=yKESPkwYgF%1*ad6@9a&`%(&Xpt?~sS$WrV^P z9Aavj7GzdL%43zO5J6WS_nlNyeXqa9gEC#-IF2wzx02ieXznWmtMYo z{(LgA@7^Q23MrAB(T-!CWzeNoHz8-m+WGh78mpd>*>UPT1~>RM)|zPwEUMAv_PMF2sF5dKhRSZ1!vo)Pq7gWL4x=8p%?g%hiZl`+Eg zc^@vdd7Bx8>Xh2KoD5C(9P#h56`vRwk`H)z*0Tx1!h${ezwMolRW9i}rX+e~!_f;_1LOmUaChI> zcg;Mz?u_7`^c{Ci&!yC&w&W%9hX_(0wZ6BD$W8V3zl4VIIE=iy#vaa%B_{$arL0)b$+UeE~23vHQb{XKbjEVT0_mWz&K z!Rd*f=Y1EQlR^mWeDkNhxPr!X#Y}@GnhT872A7;hZ>8ezCI$+`Ze?VF4&}OzN-tSI zGo#R?qiF+-*g2_+ZPzbG>G;eri5Mi50e-~h_Y=`2xVzb~bLw^vCPo#1)XNh^4FmEe z@QldpJ#9Df!_~N9YeMp6@3~TVU&|6xtf}oXp(ET9P1j`n#>hNRYm~Ap${#47cdue4 zGAWIY2urZ5kP^-to%H&m8mhS&=>3f|-twhUQuzSnvNoRR)}!UI6YQhqG`g9ZGi6^y zCMDqt#nGB_;;P0k5nn`QT+P-Yh|Kt_i2u4~>DpvkkT88QjH*MA92+{wP}Z)j08vH* zSTf1@?F$D862NugRc1oRSZ@O5v0d$B<*o{ zvIRziXu`c((gWco1}t?E&3)U0U&gC>3woM_G3D^NTbU)}7~EN_8|e3JuyJ)!@g^j! zD4Qs!#~2)+1R#h6-CSo`OAx$DYMs?p8vjvX3(jJ;iHu2Luk2uW-}!;tScLJElB~{f zO@&uY@>)r)435b0*Mp{nVX9t(#V%u~+X7)y`35F6U?Flj#DkuytTR3<(}sQKVw2@6 zFTB5sr@BR;<`=RKwSNt!ILtqZ?Km^jab9!y=uN2lza3S+ZvEsd-noEZIE^c06Fbf0 zb%Fa7EJPiK(P(D)+NKGXyph3ep(E85L{ZJQFe!zxzsOi?^~*@Tc(Bw}kl-9W)&(F( za~D=iOPK1gfCZjr9+liBeWL^mkc9-+Y_Dawc5Uk9yA1_>1lvbF~};xmYu%@GFHTY#A4oh zmXnATY3nw0p^%;}Q_lu!LbuYVio#Ud?Elfj79sA|wOip7g)!^mi6u_*m6+ALav9x+ z#=2VD{`>fn8YYGYM!P?qJ#_ijQA>o*)F&0%@W$J6S*3f}e7T|7m75ca4rq(&=jaW! zT-3*2wJQsJ-zf|H+_A!aU$uVC%i;@8l0R-o#@={rCb!95M`m;wO%9jH#a={!%+*tx zRC~-Z!j~010AEFd_-*`Z0T1CB%nJ*V@bx#9L&Y9Z3~V&A=B3?{LjplT)QDyW5`3G@J`{nl3$WeMQ3?bh(@Z5nG(=(*#laoT*%4aZm-`#LGuRIc0fyDKS|LhR`!FQ zN=aXjY4^8HDzzgTV;{&R){)q*>O(_<7^jV}c(Fdonu9hYY{aBxDZrl#?`K~~(1dx} znr4?pH5-#D&b!!|?mWC8fZ*v}u^W-e@5uA-=hYU=q0%4rVd7FRRS~Dy#rj*a>ixTf zzg|2nL|407_efKr24QeZS48jT>c+iq{M$Lay_v{?_WwApV}i{nM9qKbWV-DIq#XTi zEA<$nTtQRLSYFoe!3A!O)SOop>0PYGD#2hIz8)9;ec};~3#Yo(%+gBn?67tH_2@~Z zN#oxcH<0;|$DJ$IoXUm1qgC9~JBCu8_xU2O*0S)4I?8-@)_X8ewiw-~B-@!Udi%11 zBgTHdg-d2sN^$06VYm4Zlk6rZdcBmYmR#Xe|s#en1rLqP|4pQZQD{*R^rZShpr^`>}xO(rnAE`bWg= zFhV%P#_cM@SrmTd=FZ2@rs~tg!^B?(K z*r`Vp-q0Y#@{3$o%RinQx1i8yJhWk`_>66%WU$W?_?=f?N}80G14WyrKo#KZ@9yu; z`6{`(D05z?MKujJ!<)~Y)O}mj&~XZp*`7Csy>pxE41l(Nj}tH64xUm$n>LAvW&NB( zZ|c0wu!7e1X)YIeR5+pHg~`+w$scPW%Se*!GS|zd~E z&Q1jTQNoA_Dcatbbj--j?b+jnypbT&(u^^i37cqDMK-tfwA#(NP5fzkH22G!sfziL zRYA=)-i8wQ<?v224sMV1yq2xO}*xz=i|%Bl@oM! z3vdGF3YsAMTI2O%YD;u^@ASOy^W3jUoZY3YdUd6k9RQC<d42R3 zQeJCyg+gD8KIrd#eSR{oLQUAB@HXk2IwjSKa7?{HTOSs7^?t@MZ<*1((wM!MHu>-` zwe(`czeX4MDA$oQz4L2hj{X~ybgr)({==E8r&xUGOpB#ZDv-1M+&@NN&<7HOBBm}| zNOY&XLd8p(Do5^kuvnT53-~*T=b+H6auSAED!7naTQTbd7I&R&8jhwej!duO5x%*M z{Jo0nfrSJgMe3nIg$dNSsoh4M?Q^Y5<}cI7(jmj6f0)iL#3+96XkZ-9qjBx%nG(Y3 zP`sBw43Xhb{aXE8>f**P%adB7;*pB7AzN)o6l0#yW{hg2`AL;h2MmtXJ$jp7p`(FL zWoNVJaOR{FVXv>!hGN8WptuhpJ3SaYxeVYhK#vumhZD@47O%#2#jTp*9Uudl zl+p}}VhG8~-5Q%52G*D4MvdffhSTp5KIMkdG?6&|eB(Rv5}r@=dEJU?{XxV|wQ6Kx zx9Q#KJzr1B{0$p|GTpV{LFBMAAJ>uT#wpKhI?IA+?RxJuui%&?)`-_$oxRtoG6GUl z`7~9?R@#7Ofymt1bA3qq^V4?>kDrlaHOr=NJ7$F!GpTit0a&l`{?XcaEDH`Iodvq{ zBaM8Qg-K1Eu5q>xfvyaXR9g_UXKF3=p`Y)nyqLV;N zl|1cIy%Y^Bg48$hIf&Vgk6PZKGUwGMOJC(3P>&Qb$__-jg*l``mh5kBK zvwxTxpzKoOaKTtIiz#fT>HYWvC@D+M}6?o7b3I6C}9mQZVic zmL`Yn<#b#e;b6yCgKD?Xywb@ED;wkpN~Bq|q91EfB=9!94Lm14%dN3oG=qe$rJ}y@ zqE-9CKY>Ztdo?y3j2DVO?;<)|G3d7OP37VWRR*8Fh>B{F;lfL%tV;Td9G^5RV}U>f^-r40TAunzFA z63vFZ^Dbl?%DjYNp~DL?rsf1Z1ZyN2Yb1WONB{#AO!N7#2X~k0jK}Gr02a#I!$*5i zFzf8|MT$QmH5raA_X%=4qnwJZSR}}tLV={z7&g3cf6UV)ANBc}u1mdU_m4QnPozNR z#7TZTLb5C9__Xm>x@Dz5+|#daq73Ua@$Ju$jo;BmRD%z35gA;ozh7&5&gE}(sGlZE zLaA;_wtGEvV=Rcs7((|CM$?4Ru&NEnV&}H0sMhuAZFnn8rVg!jQnHBh;q!7Bv~py> z^VtjBx4E##9QkEy+%IyaH#eB>U3luX{awtw{({Wi@ch3j8YfHYZZ{YOI42WJBBKWu z5aqqbkI+wx6k>J9M>bl@cLT5SDDGb*}&U?uZc!)fAb+cow(!RtFNSMbXB+wOV&dJbuX%UG(@%WaK0t!FlP zGiR0@{_d({Ki0n5<<6HD!0BUUptce|X#N?+}Dt1>xNdizobG{Qx6;NYAx-6fXU9llEbwvnRzbPMEEXsXVxY|run>0lbK$uvseX@rsOsI{A`=4Rb#=lkOAI41FhXO0;y zutGo0CmAYYn1dMNCJb5ab23{*S;ELUtH(Z&u9ma>yb1v5124@G^%>$_f zp$+?YGWK`2BPaUm;#9p`@iL#e(M~q*0)3(>XnsTsIAvpb>aK|x86+tI+sOCN%(z0a zb$9Qg`<$06MLVS81el1P*a@|U)bWvpHht9id*mBal3!Q8$P+q=;CL~lw?>Ygu6H$$ zWJ$=M*7BNYZE3av(wdV)X#cA9b)q@(i$lux@Y%f)W7hR6hqAluZrqwW<9^nZkzu(k zEVCU2;W;^zsD1C(ai_%qcdG%9v=e$49udJK#<<~s%2$O+_fSo_+=-?FU2xW@w5m@@&Wdh5;h~h@!;MvgXRm1sEura5L{qwmsxP)HMWjR29G&PYB~bUo zYFY9^n8#>XV;iE(DovI@p4@G2ySsKpvX8kADG|Yg&M!za;;Li;_%4POy~h>n6}A4% zB=2B>ANbK)oxg_DH$4((hMYRQw5R?wW$kisdtEc>KIEEK-RB&q=P?{_La_22a97F7 zv4Maw>K7;pDj%YfPekLX{rDxM2ucTu%=Z#Sg$z%k5-el=;5mw$G6lgJ2Qr0X<$bcwP~J-7_i*^vVQvYql*()3uzG_W=--2 zWieflo-9yssu5%r5e&Bs8{HU};LJ1N#7Siu?QTBHmpjy231@AMzIoZFk?S4TT?eOo zH3e~=TVKzP%oQ;fqkP~niz(dK)q^P82)|GATwz9-6a{sx1_i=QXO&~v9OwN5e^LJ7 zY6)n^#-Snt5kzb)Z)f^dR2%#oHNx)9fkEYD?(g&vjPzC29g4!D*?CY1L!m*1F(EF2 zup}<9U#%6A3nxODz}9Eu+3kK>W`gjKQ{!QgWpC5wtfs;7L&sZ(K9XZwCX$lNve4ep zf|{D8$3sM>M!2J^ex82YzP3*Tt1)nN(kL9mhf+@9{6QRi%R_rjWu>t+`phI&86d}k zPLK`%B_JV42kG>8b&CFE04;l80~|J?T#986UMS#x7fcE!B<=+^iFjs{K`G$=78k@m z$ga>ya-U?4>G^8im@ht_F4Dj?%3vWnB-m6i_I4WLpW?B9PFWyysohR7ZQ%?LX*I_M zm&Yhj3v30HM9U7Cb*P?Dwu((z_n#F$1sO(Hs|Hgul~Mzp)iW#aoXke zFqQLAorX3}O-oiJE;YgB=)5+T9F33~3L7;W$qr9$#zHpRMwnh_U zObB%jK0@RHd#~#tG3f`N8m0`>16S;GG9%{^rSMXI`1`cZ*9e61NkBh^uoL0ieT6wW z(Scs-r_G6_H-7w#I0E9%cPCy`u=3tkl!yInO&|=7G})bt?coo_NEO}G<|pM5T%kcg zwhaqyrH4}oHKa~Q7D^<5xsV-^TPMAz4>>W$S>oX0HUQ&U#y<$M%TP)7MZ{@)ZYoeW zQ0!NHXOFX?!NS93MO;P~;6Ki0>w@MfKXP6Kef? z&2p7c5#S(Vo-38_paQeQ41sZ<6}wReUxhIUW}Lb;u|E6SU!fLLO(4v7ll2Jvo!bmf zdNL=g1}`pU;nu{zMItEUJLcU`Zn!TayQF2Ni=ToyVcKO+ z zQvW=bOI(^3Bs&CReAQAwh8VtL!>#oWoQ#J5N0Y{998*!ncrx%yS6Y)~Xdm=@FZ5<^ zOLChlHw(5AGhVYbi`uV7*2lEk{Jn;`+q#~*+2K*X*3^$jbHCZIuoqhunFmM$tJ#uc zi_lHvDbnlYT4R=6=;k)YFodZZk`0+k(omFy&Gny^^;pc|F zdF<%1thQODqnkC?_}TJi!>=W6W)|8-3x}L^Ea)Zi3m9wxBH9?wPBu30a@ID&!>_x{ zZ_vGX_2T~(15zcy!N|e6nV3@jzrYAoxjFw|Nnlb}Cw7y|(RaFLX8%ES!Bp)Qiyq1g zS8i#9RC7YkZxhG&#?uSU#P+%83by|J{2r5nAlaQd`^uG(B{hUR6GkyC62km#;!zFHc)Ju6-emk*aFL${{f}PX9t7zCWWx?* z4h8e(sKA8u&#zt|2%!sSIVj_}DJnt`d}=y#X<lAaO>-e3Yo=MKfpCO z$xj%wuP(65kNzqT6jbRNC~jRri= zNr@eJ>pDC=#~LJ7xIzuI8?(EF7YsU>RL;C z8a(C`%tt4rsxL@Bt)Fx}A(+^+hT>wo3=mx^f>E%lH;QDq`xS{t1*;%ky+AL3Gt!Hl zy_L^dCRzI?>*ptm$d?BGfPwvz{&cnx)`}%gZFv(h?|_>n_DO;92Ypg_)~JzMB)+Hm z&BL^`uDT2CXKZaPxpJ@hr(1941i@6rxA(=*InorKX=OOfg_SU@jylaV=!%XFg&+nge@`6GN>% zZ?ynxPg6}XwY(#Pfc+3hKL7_?*IqlRr>#v4MRV0tOb(5TsyyHb(imlgPpLc3wExex z4oK)$X&`y^vTk}UeFD;T$Tzf=HzvD4dsgyNA4yTX%Q-XF&x}NTf^*jZ35`Bbj!*B# zzQ+Ans5wlObJ9w+>S{qRB~QQpCl&wr62_}Tgf91odkRCIbb|M0?Z0Tn%wajagUlzs z1TJK*{?7q5L{p#aU9suHn?>R()i^3ufX6329nhwHm;i>&Ke7e{TPr<`7R%J#8$)dwlLEr2?d98*L&N7`PZ48#`yicG(4!DJ0o zP@Mc}uIKGmFil@KWP;uCiME68;3rQ^)!Y)N16CL(ksbCRzN>%2&p{jI=DIlnl$0Zt zOa~K2+jKIHY5r(TVJY!vbrd*Fr!PEFP@K|~^D&r%p$_XybDW)DndRnB{_pV-aCW$| zcXDNMbX#Aqq-gFav}^OIkj$OVfKnA#n%)$Bpq`RaypNN8K!nTbXpmPSk_mLdUL-)i zCT&X0L+mNZn0G_Fi|n0~#Ovw?8i)xKyT_##S*<@4(S0O#y|^#+c_`1QUL`G3wgSAR z?|jp69ipQu%~~qeEwX+0vQ%~_@nB?Ht3Clk;a`Y_Ym`8Bc++~EaasO2sBA5Bga zdn{d)K~PB#sgh61TzSJQ;H`UcKpw2{yjQ7z4Nl3uY$@bIYmM&j` z?K_*_27Za8rcg<5*-8>~gB+yC%x}>4Q&D%k{$_tpayE4Zl)f*3=MrSDlLm+R=(w+T z$F_=#?sfN%<}&P09}-3iu#Q7k&>2o~jeRPgIv)qRMW6ZA*a=3L=2e53cE)gqrKnGl zIwJL@+=QTqx#ELZ<~in38SoVLazZXt&m;7$b5K^#l*;L78*GI=ba0~ zfR>^=*MHUslZbo(UW)%x_QLm$NoiJa`23&gsrOpLGp*)7Guha;->1m-+yA=WAMPsc z?Y2MepWSK%xAbhcQo7o|o|mufIX>UG@o;Rrf6v5jH&36)2nO~ygiJ^B^6zwK)cBe) zxt)YY%2@s8X^gZg6ztHeXpBovp)VRWJz-k2Sqo^sm_vjIHaF%F)36b8XzDPIU^#Z?a2NYh=Si-nM7Rt8FeKeU zfkQ298T!E3%q@s4<@KLl19%DhU6z7asxL+D^viHGhP4%MQeir z4q0*IEeaj7{_Y)Fw@Oawot{i9m4s!JrJ0w;=~=);&WikQg7P$;4V)d|0;l}7;t~=E zShU;Pi9tic6WU-QxbL93)p1%U<9Ca5LR zLzsTTY-2(#<@MY_Z;cXXv5pl!B55@Zn|lmkH=nt`AgzMyk};Tuq`%9*WdQJ64p7C5 za>2*9;0lM&;?R;e8$0l!19|)xau!=)C(%7sQS+rJ1v$%>VX%bbKliW;h_g(G^S#_M z7LqLTWbn!Yl-%kGxJ$hf^gYcy#RXmJsGkGJimLX~w&bGq)}S9&l`VVy!!Hh;I5-QY z9*D6H97}eV&4CmKn*>BC?P!ch(Apd{$y7V-la&8zEE+~C_?n7pD^_61wUR)pMSZhl z8gCiS^rDDyMeh;EFIoxw35#Qf0=-o^j`4=*l7RXz5&4=6SLU6>+I-BE-c3V4$Dr(9 z5cHKx6O{k9ZzVr48;o3lr24nL`W%>=&U_I|84lUn!@Zi2|lnE?U!3@GE8d#P{YpQ-AY-E!|nlbBI48E6Xj9Y7G#X;BZ*G zp>S_c93H*=6nSulzwpb|-(S7HKz=-0`eQzshK3{Neg z4?FmT8<$_m5_BFPZRNsZLO`afz1EYU_l`2dChkK)EBDNCPd|9T;p>`cwXO0^DcwbQ z1>H)BlCFOC8`9#46~jnUAP_a=0G`QwJg)u2&{IGZwIm5koS5z_j==V&fI%<{bvK1g zj%H2(Pz~8lBeBOBVi3joNAsz5P8h!-0P!#<0$PB!0X`v9%Aay`fi*u>`bCoAi8#z; zmjuV3ou_Qc93+t+i~<*I0#SIV=Gm$GjV0i&Z#f%C6pY2!s>Ii)a6#ku(45F4vd5tp z-fnzwgv%7}I5JM}osW&cBVufG0@mNUD5#naINr;d(LOg>Ya&~bPw1l_H(3fa#>3-- zb`)tj-fP8A;CsS0+*6!8&)>#PP@ql@i_G_$eu7Kh&!qZ(;p`~_U(@-%LWRKD1R{~I z@AH*f3#X|~vj+jO#XP_FV;&K8j2S`Pn(vS|*IIbbDhRy@8Pf)Z5ag5$G(_00(WxIG z^vQSY=Qpisb}s-*gsM*GPcv#OgkUw{EhHo+D6>uFhrv2D?`L(o!X(vO@khaLrErIr z7zG8=d1m^A5&H8ju?};e=F)D197{Bhm6)9KXi<@pa~lCAEDj0kB=xK;Mge?E_{IvM zlAtuH#IQE%8npUvp zN&j>>!{%vT@BpOR$+oYlKF6L-N4goER<13OLhm0HC9CFneS`i>ZXR!-?v~R-gFmFs zFPQ!Meo*_A)i_c zzaii7UwJ;guLP`IroH{Wx(7Z3To2Q}zCrOx75*eLGoyoXvZZdAg5#tbf`h?>bFy)y zf?|UG0NB{M{$F9JNlQMKoEx?4p3XZ6+-@D!b!E=7Xz}k3h)AUwa*rj_y;7hAo=f2= zA;fpiGfP8zJ#F@sIpj|@3zxy=$gtyDz3ktAdW$o%$ocB&aAWth2m5uC!YrKX%4C1G zt{^CSQ!@SDQ|_%)QokAdGk25D4bVJbW&eWa$RLjFwF;r9EWM#o(p8uVKXb(5iyTk( zJd!cZI*aHtu>Ol;2s1@`Ae?12sFKYrG4i)B6v9buS5Q?WJ|*Y~&sa)*xp605k9Fm6 z&lm&;Gz|xX5RL^NY7tE@>PGT|84g{klSU}AZvdkV;hvo35D#4dE10DL1He?JCkYZs z*N1c{Wc&Z9_@>}om}tur+jer|+ z?Otp7LDZE&QTTIPlHr0bOL9YIpd=xYoxqv|Qm6^Drr^6ENnHU+$E*LFg10ZsPeLjV zFS)a3rU$JOyUPJZ$NotL=KKd4FIdRb z1i~SNl>6teusJXH0bCd$kRa?%LU0-kUMb_i4;Q%{HdJY+2&o$yk17L0g54x_jFv?d zJZg%SK~+`IkAiqIT!pmHO1y}Wo5`F3cob)FR4|n64dz-}RCBR!twh|BoUtzc3Nk*3 zSrEFvg*RRI>`f|Z6Bpb7zT`MKYL;h zi0}!Ilcc;s1sI>KA=4&F5WZg!ODb3ZhGQrqett{>iy6j9CQFplS{F##+b4Fg4k`B^8Uxlye=LlSr|a^ln# z2h2QXq~|}H>=A81Nqs&_I2mYopfD!5d@!vzmVbMnhM;W(>^=C&AK?;qm6ku&@*>~r z@+yi5F#Jq7ks<|HxKfyS8S8jo`P#xz;G8n3>?$#+V9CpKh{a|g-${Rs4*evk#n2?= z>+?7|o3OVJm*st@=d7Y&;Vqc_#1hgQ!MKNUT5u*f^0o;9RUp|M1jIY^Apd4@?_q%M z!BJH~XR;zASkjV{#k#Dm*~oNiD6)awp#I@FQip&2hk$jF@yN)$f1UykTdFlU zRJALzchD=qXvKhOSYI%U{Y!*&SJIH;#v(wUo2Di6=Z3Hm5+~FJfcZU5uR%w_Pr1XonyY>Z zlC5BZPIiJHr3hSL*F6BC&YtY_soC>we;?NZ4(VUYXf96c;ct6=-XC7n?Eb2b`47ZH z4Dra%5eF9{QsPn`fq-#55Q-5V|0%**(XAqcqaHSq?dtAGAJszJzm{LHCo$ncw zu{~z@dS{F?8hu!Ma6M)ZcAq+E^iISlYninn#CWE;o~$qRYASA>Ie8F%OZD+ky|>Vd z0;#40bkL3V&l^=<(;RYecT_gejh2sEt*07!y{>c^>4(@I2yLYr>Ak3cAH&Rt`f~?g zC~b{~!c9*)`B<(U>1D*)=+jLb>D+9bCV02_`_SuI@9L7)Z0wfvouz`mImqf&*Hkia z9Zp^x_Tj$*T|D-*x16W|AWjs!hy8sR>`Zp?Pd)Ws%~0Umc{lW3 z{j)b-whvRT1Ft8Ej}*Zh5w4~%-b|)?s(EDND{ri?oho>b{C$A9oc}v!y!+p^3c0L( zu`o%ioON;r+dmD}x$m6+tyemHH>dN5lfPZt4u2XG*v{e9u-3I+imx`QON_A6P5}-0 zx>_EB?+^NRe?FC7!y3`_as{~_DjNmlc0wL(9=5P)3%hORjZV8!TNk~RM<058fZtt= z>4qb(H%FtYg7otODBiJdDSqmA|;qnfegQT?SuHprc?PGuL zqR>FJb(MUn3J9s+3TT1#1FYM%>o}p2%<|O1NB{I=b;ry=Njr&*&7cu{ZXGAAEB(o) zJsrvkI3RSFeO#{WB#@1ji{;KyynnXxeR@1Cr7Km-mCfZ1&MQTfWe8HdAJ_#mq57%{ zjsxE59i$G`2djPgxZzs+eZP4{;N#o+zPlV<3@x2Sc;)>$dA{r<0POnkZ1c(NZXz$_ z%Kmz0^qgIXnqUUe_doLFSioDH-VvnULEJ$`-c5v#>%kJ3^)9Use82oev2W|wP)|KB z*9NAuF9f_V;x0ZgonY?Lr4hE)opotFEU8HR+Hn-i%JTX0d^>$W|6nx#_6|CN3u5+u zem&oxn_70WYs~hxu%2lw^!-p?kM>wU3A1mhukcO)cc# z1)N6UScI9yP)dEZ*&FP8YP9v7^fxsv1k_g5@orx4E$ehSjnB9r1HxXv3jiH=h6A=z z2(pnfJN;R&47C%UWHHs@#MB4IX9nDlC~O2dB?7OD=lA=YfK`N2F)hY(Sd@Y9 z?Dw{%MSj*32;%I>+wttyaC6oY5C-U!Vs{FE)TeJ6yF_{-%sM$7b*Rf12F<>!F#vOKj9T*evhrVf+Jo&TDzrtQR6D5qYGUM`%d}&A7O3F z8_n5dEYbBoj~d~Tkt6YDtBtA4hSLkq&NFd_>3moHtZ94!22Z2QLdh4&DdpCqgk(}N z_s6hq8-80FaZyTgMXJ1eNugV!oNL|EGrtpCZzRiwQ{n`rH1o8pGG8mbLn}QKN~PIO zPtVehF4O)J_C#lN`YStQ!IRsnQ>80i{yM|#i~M&h>Guy4vj}`*y*dgoBlG`iIr#~I zLx55dI)LF)qvCl?w-l9YFu%i>Q+B1$yJOiC7tA1$j$RMWr^>iv1qMH&hX z-J6}x#x=Mo)0$ar3%>80Swm%xm@2v&alRu=)BI!xxV%xFl^xZlQdk5lA2pL3XzkiYo&Ds$R@LLI*X9srdM zO)GWRTHa3IDQ)a7A7}oc+L5*BCm$}nwOdNS4>~1*nv~e8zOd|gH4!OUQgck%c_T4Q zkCi)!tN9%U32t~S{-BvoqFpuWI1OerkW5D%L*VCyOsD!|QU)Uc;4sYVgAmE%P|~*m zYDiaQ0@q09P%>9R&qHhirkukLf~NvA2%!hDK?D&&P70hO>T5#c9Kwgp;Jru+#bnLT zLpDHxrm82M!Z7N&@7U@ep|{ajv2Vom3b%m(8}Mc@%_UCR&!JqEup3MgViGc)!AVMZ z{d?VnWj2xZ`nM2_1ZR*_zhTVyDz&yUl%a5b?b~{P+$OqY6=A{cTY31F;6ZEt`F}#4 zn%xgf);dNGoCOTR!bJZ+a^6TP;9j8A%>iJzcpRKo$A7?@z^Pfoz~lfXhX0QMt`k3P z8%U2B^gl5zsi2|{V-|-D=Z}}qY=JIvGo+(bWJn>5RIY+ z&9yY8siBVwpw>RAG=wzkiVB#6d>d2kZ3M7BCx9O3r`~=Cb$nD_?&uOs4#tPbmDZGK z?Xj~1#M}}g<9FFqytGuauokG-DN4&eRt6mQc{w{NwDiZ2RmG-)u!zA znpf7xxfw=dF?CI0izMAShN*?WNML?s82DBk|B8fji)I#H1H_3G=|s~HwFEJ1>WeYs z!|-j1y@;t>CxprsDZ2weR3?@M`g1D$_=^)4|3Q$GW4wlm%Q)NX$7wPw+hq)_FT2!q z4-AiwtJDjlA>v(?!m3p%Rs;eoOE%L(D!GfifkBk9M3ln>E?tbh$HX`|IKWG)LGuEwIoGh3)Ksb zs87UTi**Y`my*fjHph9UN|uah$^V^5*x<**utB~@2N3^bRmVlz3}XwIq8U~9)Y6SF zBgHr~J~uyy4>5IRQmfXkT2c*Gtybl(ZN-Z73kSH!2ch^5>~tIc4D|`R+PkTP_z=rs zP!Lolf}39M92*Xt358_Z7j+|OR{iH}Q1l}2D?W3Z%zBFE>L6#41?y5-Ip$sx--5OF zpTPl4BEX!#MQn=6J(7mj-+L@jN2BxUT{wL7nm&F+WDZYVOgktDGAbE1r^u*5fM%5Y zA)+WD1QpLX&^N0Fl#1hrq#MB{!CX@a-CY>jOkaF)j;3Vy(qra2lhUP8=mC7XZw#e*@T6J7mMTK)kW2gz zT&_A`YL5QofcBv_svxIyHPc>c@wxN>NXxlYcx#MZFfknWpS9k~v+gMbMAu|@(6kl5UXn(-YHmAuV|;i?<~SE} zmJAM@Jb7sCps%vtngiJZy7%Cob<A`VA4W#uBWATGwU z?8<2w>Ocol{k3GRX!wOZkIv;!|yDATnZVY9V;fv6}fW&Sxh^81X-G z!<*w?#;En%>DDD^iSfBAeaU^@wKD}*pqh}*{lxeheQ&x@cK+TKr9Xph`B@YrhtWiG7+I|ZP;aTh4cl9ggq_jmQ9uVyP#r)Or~6{kwzU@xU@kZD^{dAjBSsk|#`n}4V+SYfkXQ#Xz8>jRrbpxeA7Bb>@qpm6T#_;JCLU4??0hI zvn0wFRdhDVnX&EuvpGDh>i}22K^mX=XyANfwzX5ad8l@$(!F{1qHH@9oWB|eX9vr0 zAs0d>*IvwC0d34qk&YL1IhH&i(!1o3I>&YTivuo|W1Pr_rA(KCu*6;?QeX<|RAGW8 zR6bG>tUT8sVR#k1uDfW)_L4mCUfwS-jUwaZ7LAiJV_Re0|q6e4XoT`%odT0-w5(StUf++?E8*w zjSnYB9jk8#IApq%e*jx9LVqxI*4Itrbq1~>3pe4&^9v7|%rWw|h;$NkHvazZ$DiBm zX!&&$#!I2CC8S8tz=3ZDOVrN~A@f9g?np8|**CqRsbM=<*V??=?T|(NO1uQ<{U<1b zck>aZn89fw0|#e#i*I5r&C17P}NJRwAVVJ=Dy;k6@LtXJr zv0sTZ8lwa&Y451dC(36ap`_S0n>ju=r%dhUKN%NF8V|KR*{!<0wnD*nLHPbm-A#lm z!1JAC6|esz)(ptn!_Fff#GEq!?qjPGu&Ub7^FG>2kvolNFy=OpNYZ{uSo-_8D_!Yo7aD!X;67Lq z#GhO$SMtH)bMY3*Cd?C!@G!=2LLhQo_SU8iGDeKqiTF~bY8Jc*3NQ>)Q=8_N!C{@KY9h*Fr;wc+tare*l1&E@Lm z0fd7}DYw}rj$~yA5&{I%=EaNmI_|IZk7iW&Ytqb4z*U_<5&%v1vUsPCaZ~C--#m&W?>{;$M%zY*A4Nk%2 z@J8Z15J$Pwc6@3_UAkxX;=r|Ayt_U2e;fPYb)++a5k#_0;Q#&_uYbP@Fu)+ynGYvC z5dp>x7J>^JgF4yTJj|ArN-tzLvb7gV!1w`g_3rR#}3487~5POO>~_HJ2PT;G9AfTV|FnL)flR^y=q~O z{MPppE4{zsMCRgzWmVLC5@OTq9q8n0Q9{j>;o@l(L%u(J*grqttzNgrCI#H`?yORw z@LX#=_@;}WUAigR(UqphL~q9yQ2Zr2V7qnC*cRFP_vs)8K=g9pY467$nhsqL8GGTD z$#o{-g275QsZ-igVtaAU*oe`#LO?}ROes*WoeZ=7z0B=6P1^4H+~uUJ?oy_uQt@P+ z!tOGZ<*rO>2R75!DBjCDWC6U{=@a)$nYvTGu))xKt&A;aIDs_Aj&suq)+|xm4_o); zv(W+9rsYe}SF9lOoQ7FxoEqF+2ED&_tu`uHg`uiV?f;Q&vkpi>Ns=Umkf#%=wO|KL zFOc_){Zr~569J3QK_CMjiyM)JmeWpf^T#dV`duUE<|?aqxz5l)&mOTkusD|{YXnMT z{~fr6vsL1MF~QXwFf%AS8$ClREDx{%03A}Ki27oJ_CJfU+S}j_RxShWv z7v<$K{c@s{&24pGj!#r8OjtxIa2MRv1^HUqT8hQgY z7+O1XKvF7^@v;ycdQ2pji%iP~AZMmy;w59(GfSo+W+Ic4{7S^AXQO9hQlpARWyceu zmdF8a+PAj0Bort$5*HW`&0;bU<1;Cw!_?6-(K6Ffa8T|&H7n>1HIyZ-hxk><;J#Sc zXh?aqFf+00nQ6#anUarq4KcZ*hH+4N#Ss}pSbXNBS1N^4gQ^a!F;RyBC~ygJbmr@v zEjc#&9_xLq4KmhDn*%KkHr8C5{jLq7bs>#8#`D$~R;ZVhD~nb0Rc7i&>P8xe>W3P$ z4P*^u^*Kf|rZNUHCg0)Dz?UK`%qz|-lT{p5?NzJlkLtCJCynTJ=nd%g=#43LDGe$0 zDUGUistv03s*NjkD-A1v`jtl32G)Ak#_cMPKy_G!i9}U2GTY1k1%^ z=|yhN_tX1)rPwPsvCm1a(M!xU7Mn*_&V2AQFUcbViqF-y+Wb!|yEJ&h{alg+gxMiE z0|8&KnCwORbMzjpc8%w0lADf_BZj;f@TlaKWn+e_zig>eINNX_ewnd*YetA9eLHvS z{G6n)e>@`=E~7sHm%kJ#GL>X{qai@^j>_(0D!suxFQwEuyLexp#*n3_{&!;j0X?q= z^y`e8d8l7f2_J1FYvht@9)|acPA?uo!{-VBhwadP2^-ozm37$Nee&eoFDX7LH>Qr# zZQ5myp7XH?*&|@3!qo?4nmF%`wEQ@k>NcX|PkrYqrFIJN_lY*!r_zq$!qsysDF0;E zF1Z8d&L*E9d(x1HYzJ>&KC)cylz^ALv!rn5(;N@$*_)MuAcH_p&>K94tP`HpN`;h2nWYN)ta3Bi?i!?$e0l!=+8Ny(3J&m zq$=*yt%MC&_mTyuye@;mQ<4YI7C{sIVr7JbC`M&65oJgGh4}qw| zIF$$2za2|hxn6mQ{W05^gMMz*>m3|PHVut(tM!Y%pK;|hFD%2WRw!Rgpqvp-=ZW{py><_-N=QJQ zmjeS@o0R3Dau^fW51#OC#S*a>JDbq#kz8F=KC`tp7dZ35{v*m`OKEkN_6fJ6<`I9J z%w0e~qKB(p{h`uP(-OEiSid#DCr01ZzOrmZ)v6rRuu;~?Z{*MOhYe(OfYF^vwM`N^ zKLVdV8DI3@NLzMJ3i0gRy&*T4>>mxfHXsHNF{PS;rV0}VaZJE=FAy^Mr6q9Yzxhd! zV)#jRh$Q#GUcPStt6)p;pD?b0ifl#V5A8f(n}x-SF6EQ=am3Xk2WgsI7-mJ1?;%b_ z6Q6oWsfPc!1Vr<4jtQ7dA>w0C$qX2wZ5jZf@^=u=H%BWIltoN1CM3a0Ulc4&-jM;` z_QSr*KIwzowC$*w)lU7wM%dcd5n(o4NQR7s140=628iwb#toftyIg^({4P#zh6Yy; z_7xJ7!HTx1B$W%E5^5aZcx*&I`;K^o|59~;U?PE<&X~xeT#XgfuI`EHR)c>B=5J;x z>5(1GP{vK@p|lu3$*$+0@zFgI`sMDo<%|9@_3)!z%0LL?>IUBX!d}2uTB=Suq&~ zkhcdHQq5;UpR`LV%lGrXkrBHm4*t9H$$=ni%oI;S%39EuI&bozcHkwDTi#<}$GtswEm0(^bfrox);g-sD?D-yRM7`3U^Pt~SGA$F6gzx71Ea={#)o*q>}tJ1FVR8u z?XttSYxl5)@dl%K0*~N7>{13?6W^M55*twM<pn>n@ zWzC0C&iMm9Ns`VC()LJ;#w{sWW^Rzx1uomx6EZm7Q*aS z$IpE=$I&#>-~X=td5kCf#14;xPqA~Y;|n+zB08<&Ig8%JB`bAfoHb`yhiuoODkM`E z=vIv?{bi2fo5b1#KNW{q!52Y7kL^aKDyzx1!66^opNDRTkp{-VlvzpW=yh8{nZqrv zOALYi?{mR`$rq845P=NP)p^L&oFJV(;KHeKd+A(BZw*-gY1!voTiS2w< zaqYm#V(CE$x5t;Go0y!M8bkLRDsiRSZpeULgN+&lyzxAswq+p6HYtg2>% z@g2`2M#~3C*Zzw;mc$V7UPw8smh#g~b9!KhJM*{efuK89O)#JUN*1nOqvt|L2pnI! zRB7Zx)DHL#)r{p(yV-EW-U$XN)!eP&U6VCFWIkVMyYewNvH#+!kNq!QC=C*EPadgXR&ccyR zQY&?WNO&77C$8#Pm-7{51GnWRosBp%giW^}Z%3ZGBoF87aBH<+Fi}S*E$K5a>Qj9WY2)%E^nPNU@58uQ zu^slOg$@GlNH}3x`Vg*g`0VF0h`T#wV%hVY3Gy>6Iv0imw;JM{5m&?%q{EPWn4? zW!qwJQB^LjoC=Bl)WU}ebGI%VfFZaisirsI!YL1>u1Uc1kE23k!9iDch!4Nj#qWyg zLaSi2Pz;#J25ae)p*?L#FfE&Wrmy!nvF+9xxM^=X!IbZu(9fTt%lUea-mB?j{hI(B zC-VV*HCXZeAt)v*q+}wbBE@(F!&$4_ungjI zeBe1%NF>@#WX2hM{05GI5MZanytJGbw#|dL4S^$v(zH&7o51D9Fasa3Q0ez40+#+U zENn{b^}YaO2-S8`0uK5QQgMqVZa|0M`tA~70h4p$B-pWapsXOcTqtY7W%S#}UY#xo)Oi-dHFRD2E#Gk-U-x9<=vgw8-vkW)I+O|X#c=`P zbo>tM0}L)zEeG@Vr{?Rk^3LtzVxW;-*^loa0=!2J0yWdU zG=6^FknuLye&}$gO1s|X0tUq%Gg|F1vrBM+#IkU!j0qg?Us{z3hCDGr^^vbCuh-|= z>F8m8k+oJMNH+?|6&vsV6Sfz||es4irPs5k&0xcll)r`u;JF7xxL<~TnIoa!IIcXFhm zxWl0WHun2p=>EfVeSdJ?n!Ij#(>qMbCsw?%8`Lup5W76~rPwXHn%Y5cY}VrgzTPm1 z;*sgJV6nI%aHrpHNs=Vo0ByNHEG&&)Y9|3P z$esKrl;Q1Hn3DUM5Zpl$w@DCU4WgO3j}h`;f8`U~&EmgpkGyHI6_S|~!HLXW&OIf1 zTfSwF68KQtA*P(aRh)blpG)QxWD&+ea4k{dGA_p@8vJo5lPp&>`lJpTH6kP&UDkn= zG4(}%_fK*n*xz`c{%%77bY@l#gwT$MNV%A-4z>9;WK4-|7~40hlaE*5QWUMqiv0`SJji6?1N>~z9b#bD1wuY4*w9?1bLP%tX@=c4rl~hS8~(BAq>QhA^Ul{ zDzoJyfohv?yq?7up7QZM9|Mj?Oahk9|5%be)zR-hWL1-`qA}J1@PuQH^9mPFE*2E^ zq~P$1lfGMY&s-9Y)kjCk+sNaW)-7FiLhkr}tOUuv)b$>9goh%442r(($FImQt7rLt z{N(f`wp8W+q7g<&5kG(r31HitD&P@h?}_f84?t}IzstrOP|Ab-ZZnKEX>b!FOwIj# zP1n5oRk-rEht_2SWV5TKWYQCnIVDN4#`NXzGz`Sm&YqzSQ?%YA*t4^QX>r-9&x@%~ zK0+$t@(ah>CwL^sN`{X%+e>g0SAcEp({M}ng1m?~-EiRyAAql@%@IQ_%zTeHGNfmW z_>E5}-N3u{-_UF0DxyCrJ@L$A*^hi1{ay|z5{xtH4S zq0`_63da`!!Vow1V>^~HLtMninvdPRp25sn#S_V@{nrsd(fmt3H<~VXW|Jd(EO3ZW zb=FU zlaiDsT&oC7cJ&XuVQq5?+d6v!1IL3u*BT$il5TI9(nn3uCOABy0!OUR0RqDt(kE=U zZ=NFjyK|#9-i|7Y)xA*k6t81S$ib^L*jgrFmrSg*3)jOlTjiGE3R^)3wVb81`FV={ zk}n6qniR{@MQZd5)x``~cgK|-IcLYfI5?*`!g^ws+&VI!ZCet%R z@(jV8gxU3RNTWXuj8!{yV4jj0O&mQy%1o8fx>vM!@dz4|_M+hwx?o6QPdPjTMwmV- zPzd{h57yRlN8^(`wE9Jw*L&IK0sYB7aJ>ceD&g{sIB(;v+j zxp0-n?S|MZR0X{@Bfxb+>M606WDUnc+kf)({nQ=kFn@lhetmb`UxLo$GxB1Od=~+% zU4Y@hCXAcqlS{$^wV@m3DcpZo9$b+2Yl+zJRXkNruC6@<^AePMbd2HGcIucjBBYPy zL08d17Xni|Jj0nXugGm*{!+D#ox}BV^)Va!Nx-nx9++L}={1HGy&%GqX0F*|mk@+| z7w(NR`(_@f14$Q_NN2L!GMv24eFFo^T2ygtL}AuBr9nQK<3$sSR6DUF18};Mr9G(Y z!Ey=$x4*inXEAaJ!9T-)CjY)J+7s2c=ZUMU=zH`~ZKB^QrY&TLKida=O#bI<{Q0c3 z=@9nE)p9rwU%hbr#ik`G0rm$N2)wmEU1Q3PyK~p@F)h1g+XakMy>2=4gsx_|gq-}$R zEj5&M2~nK@eoz9*MsNuODx!xDq}-M9L=+Fz0smFPnfLW9+PkZV!C8Ti{p6dcEkKbR zCt!wr#uOGUpOGJQR@A&JIz90?HxJCLrMzUHi7F+2pbw|+f59kY)j1zBN%-B zwt$s?Ty@g_yRhukW8n`O=7MU{bQlwTa763w(XTM7H*oB!3^t%xY z%tXuu_1>R3Lu8u0*A>ikf$s*3+82JFd{x&LO+}KVM4)WfA9dAHK3M=vdBuC3MvzJavJjL_>sYQ z&FFpM!&yD8sX*ub9Rfr9D6<%HL+ z*Rlt#=}uh*1tB3NCyy)kZg-d_NrCLl0-_bPJd_4zzYM~Rsr{C zTE2AO6he$oVKv|jd4h22Z)H^QU+-IjPfe8>)~}(Hc6TzQ1dT2F64SjCnNd=BrXZ-p z@J+?bmW0@lz0Z5huc;v;nB8LPy}07j1mX(P^FD$uPg}<}u5B-AS~D-|h`r74qJb2D zt2GVzxa!FgbOQuAVsIaUofa0Zhef{)b@!;TgM85ju`2*f)|KVupNr`N3(Eo9?u|Sm z{n?vXl;LZG+gpK#N!+5V?B`s%YHDN_j>S7K?{iTbUJ`kfn19`pPd1>~p*cUs+rg<| z@pZ&3r0Emctbt zIT4y>Zxrz*h_6%y*c3GcR{fp4@KS1 zDFMFwjg&S6Q^%h?n;l2gr@$%Yr4|rg=IS~R9#0niZ;ZTR1(=$oA{NHWC2vXbhDN>E z4uRA1#)z>hSqR@b{v#VZ{v+t4`}z&hYaW+<@^%2s1E3WCQA&3pbYB_Wc1B5NvYT^E zoGuTlEap!{!mT9A3%iWm_~JR;H6Gq?&6AsX-+O_1h}^G=Vsnr1-&0PU99|2e^uYaX z?4@P7r~D#c69{DpW}i^=O_V^$nl`* z`LraU!Ovy$;0dxC2dAdmG;?hcWKbb}31d`jG-`D z_;DQ^je4lB)jpx;O5f*hfYR#c?E~Q`s%!$>AG8E*m=Cbh3Qz;{@w_ZWOg>4h_3j?C zV!v_BO1b&zR*K_tC5VeBFifxSIj+0(xGQ~QEP>BqP%4U>MXJ&vU_1f*l##T`UtqyAB?PJHs%MZ& zBb6MXAFC}dFRwt^AIZ_(3pcXXYQkAEP7lw3bDdvC`0_I;IUN*oH6TFJ4wQ;n_H+%y z9%xaAaWN}xE70JG)pp=?CQ@`3cAYHsC>c}IP%Vni6E2N6d4O2@d-A@(@^`#eqvZYo z_%DJDOQ!)wF0T2-Eg7cU5bt$}%6ZG<&x!||#!C?~XM_JWovH7emz_IezwMC5vx&F( zy*tGZY>V@k6iq1WlaMFc_ohjo={i76qN7!oA!4pJy%4R3Y|~-!c{JFTlg9smC;B$Z zB7rDU?b1{b7i}#QT5nK^2Z|qWrJ@)a6&S%lzSsfAyt})2u6)ec$G&mG!zmamA`vjr zCiD#vUe28vyP+Qj)m+G~Fqj2oL@cZ{I!}jcgXNk6 zNK2&tr~{({WH)x(C$D${1d%>zB~(QWY;QP4QdD0;B@}(#5j1=|AjBW2tk=+6XZDs^ zN>$8MZ<))Ul-8^AaUi z5_PfjuyDQ)f93s)Gw%l9H_-%z>KuHjv$x(QD%rjPx6UzF0)gV3b~d+Z)NLqV_jvwe zKYPaqUqb_EdEe1{)LRKfxq%qlUWCQ((4i8-&0V)A-5kMd52JS!+?H2bkG!N-Gl$}S zIY@iZ+Ebf7GI*@DJ$P{y#B8L4SrY^8?8sr-C*Q2a=- zSg!Ub=xz*GmDUz2{^Q{vFC>2Hq>8P>$a0cOvDR&B59 zCcsyn)GKHW{!Sy;8G1=&n3j6rqVq;T({iL5L}Z7qYPhV=5oz_ydTH;rIhhob=YS&M z#GIQd7&7)f(|%fK8^b#YD~92o0dB z!i|eu;DpN&CAzyIcL-%Cdc?&kZ8SZQ8k6b~*WW zuI2Vgl$-Eoeq=>0uZxmANT~8KgYdEM-)$UxekbZRv+%iV!jzL29Vz0HQb(uV=a8mwA4s|GTipo z^O{8%BigNeuFI;-sU^GE$1N^R#+RQOt$*4y83Zn`n7^}TCc;iF`|S%Z;5JW_PJWtn zx0Z$bZNJ?cFgYP!gYT=a4_3U^c2*D*8is^}98xJ2v|%`zji{^&D741-Xjy?PHHy2l z(qdPQHTX|wHt>mk@?C{kqz6-gsvoZx)n+Z#^vh{KcPdLP^g|+?AevAx`>q?wy^iiD zw`zg!Rj#r3_|6mfHbjgDoR6N^n6!oUn3^}i4!Ncga(N)qje{zSvq>NhcpQH zlszhI0>2o0&1#A{tE6#&W<8Zqa*gb+B)Wo4|BDBV{|4bD3FZwo&$f4?aqIB6*R0Xk zg1*TFlXAgX{DDecu;-8TghW5BIqmZ&>1A2`VI{TLFn@h=6Aai-(Ts>7fo6O~Z`3?fwS%(_jPy^S_i0 z2QOgK)c^SMh^bn7z;J+N$X|f~R3aqtqJIlflAUJ>eu)B>u#RJY?fA016fhbgKkTm# zt-KE()$PZc< z>)rXfQ$|0e#&>fGypkhkblfLKoty>fZbK`4cgWqi-X;lIGsOX6Z$7eJa{H9J5w`4| zdYD|nGr>E0!;@wji{jsyqjqjizQ~LdP7zAlN?gu2ysXtQ(Y+n!#3rekL#8#Nt)U#Oh-vpOD65!jehOkA*EvAt&d8%W`fivdC;BDC$A4a=F9keHh2ZoaKbv$Q8ZC>mb_jU?+)n=(Y}9xI6g-4 z|F4{dnLbs|8JH4s)=S5ug-=%IK#0P(x&2Z3K~{6}Vy zVO)H)ZaW;L?pb_^n3npB$}$;c&SatSa>EHpurkw& z*(HSw)Mp}>=#P+(_zyQKL4*>qx!6UyMSia{`4IISBBbLA5=n;~VVaE^W8Q5c~!%Mr}6OcMcw4%^3P_nsM)kQdY6?dtVHAzQnDFI^)%{) zM2CeSm2*%#S_LUGQj$r=p})nP247p&#f)|@Nt9qrht0 z(DB@QO)LiC0O<;8_3RvKNzAa|agbOwlXed(U>bvD>q>FjVhT@YG^QkM5kApJqnv_~ zA#SPIQgQ{Q^VIV6CtORS?gU+_;)Tp|X-^!|;sRFj7^C@FUUc9MtSq*709UdXBP+)XXCjO7RvbczEN%wN(^lR5 z;0*jKZv&^TGA=d|frI7IA#tPVOY}oDCu4-q6W$6kM!A@X!3TIGd%Qzgn3@_we;#&3 zP`6hbK*W-QqAZlt0M}A1^G5>kCh-9b+X2Bdo zvsZU-j)Bk{tjGdXDTHu;e9T#m2n%1S7r8TF;Vo^eS-lJ$;%-x1qqqkWN{q-~PLUkT zXdg0o!s0>5yH|M!(+@-&xp~sJIKL#bZ4Rah=y&t7tk}Zu96Sc5J6u&W2lb@SY}O3% zOIsg!X_@1p`DeQ?%m}5}ge)hFatGao9XmREc?6Ei! zz}giq66UQF;p7fqx%x+Sgxd?>S2+$&X{)g&zq%-q{}Q@ze4bz%#ls&(V`%1hnPsc> zDH})%B42fE=jIsUEsuV~DN;-OE)!vm%luntr~NU`?eFv3d71T!G%gmIudy8;W;jl} zJCHAO?8xGsl(?UVc@83rBf%3ydr@d0AcT%MI@}-XVSfQ((IBTs;8EE$Q2wS zz!dxwZ}#@3orr!94&`jh)asT&dzx-R3pNiTdsN=WICh`PH@P23R{sl4VO2GaN2F(m zu;E@q&aVH@o;L;3i>rgw!|&t*ewi1R&Y_AIw{DrAWMk>trWfe{q3WE11Bu#h9a|II zwr$(a#I}u|*tRv%#P%c;+qUgYtbhLRJ9X-ui>}%iUHf8Jb@jVzt@SL8Te)tFIKx}rmGU)h*{W(G znd20(MfCoDe2FnEHNl7Yuy?2*52*(Up>%tIC6Y(O=!q{_u@HXHFW`ngC!FjW-@lCS z(rb;Xm-rPS>V=WEqwLsc+TiX>fx9yiz+zR$hOjVU&YtTsyG=VxfXMc+Kl#4gTw}|_ zoQ(CGQ{r&mmsTHOcBOq!+Wv4BA1IAX=!ir(9Ynu#zp3 z^?`-A2iYa~k0ohSEk(urg9I0U(u>H@lv!IC9JiLj$SB(>gNT{?52So*YlA9GK)2lf zWpklszyXZS$JZF~k0SDAS5IoHJ06nu=2LIIzvkKLCt5+Vvk<*h<=}nP4+?VjOT}c$_TDMx=YSa`waMQC#Dq41eW7MYPdQuP{Z4s9-74ILKg0{m0DRHwlE6=< zJN)=wYHE;XUEv{`#}SV)JWV14eVk4Ff<^ek6$e{(Kh-v_N|~*0&YLhP6D}Tw*-5h} zURvDQ9XUXRrPF2u=?Cu+bU=k`!5vQZFrz_omw6fdPYy{`TmSP#~?NK%C=N)C22i+ z$e>CaSNI3C&YIU}2eP1J;e{ysC}Pg#YZ5dsib1aw4sK#yz~7FKNl(qN9bz1QZo5bd z6+m7l<{1eUjBMYSc9E9NiQEWBanNiV=}-rn3@PhfV6^pGKec`O0Pmzty*k|L8$Tbk zb2$4X8RPr06xflXYpa?MKym^<@{o~$qq{YkJL9gwW+)Mw5zSNh`{e41f)M<=_Cx>J zL==Fy=i3?$6IRfcaW!o;nCR^XKj4WF)zcHZ(D(b>#^0J)zLrI|MZ(Sc+T_TXou#j- zL#}oyB%&TzjhG$;Aci~_r?+YvYjlZ8Nw>krdMhl6w0P2@S=Zhuuza`5qjG-CbLFB1 zip+;~zic260tnpHM2snegQ?fFf9E{x4o?toDP;0`YwT#fW*nteT>VXvO=1-Vcis4= z;9#>BcB(vNRoN?sa1NQy)MR=5MwI*8>rwRlHj6iY^U8_)U-x#2lFKSSCiJ#V>ngm! z^XN_6b<&p@Uel^vAWIr(;da9nR{Zb51dfN}_%Q0q&o~Hg9i;08smt^~!w^jcXel5o zZjgGV^f^INROz@3oDGkkkh~E=1xSPc3Jlxv*cfxiF+ocEkU>eFU6^WLB8)jUIL2ME z61`@g3q_T|0i#-&t4{YrOx#ViOXsyw*4KL7$XqyDr-@x1Lr3wL_CC91km7ks&-&l~ zvlWN(j&ugoKqm(^qwM1CFhd-sM`a`WFW*0{;+t##C40RT34YA0)4U9aRJVI55l92-qS~f?p*)g zs42ouvM|LWMT*1N)6U4uU=3d-IlAn0JG5lS&H(bT`P}>FR_8-y>b!vf>8)QI&9Ai+ zNuFMM2KvwVl;A^EZx4<@&&{F2t~GZG;h5v7ZBkCI99;e=j*glJ5z!`NnsL zA1JQC1+o=FV8Szsv(g(;g#Vh@N91>YD5nc#+`kZL(AuaSd_gxc2^_AZVq}e8zimv6 zsP;KDQ{mW+Sa4;1mmeN(A4&!SF(t1T)nUPQ{(4nrazD1w4p4?Al1hWW35E-xdWRi9 zCZ9T#sv1^&ODJE?Xl8RJB+B2L68A2(QIpUCnjB)T=unaJR1Z$@#y!(J+%=RD8G9;| z{>-n46WZ)1VbldjLctU}{grBT4Cko|W!`m&W|NxXyAa78aB;?NMBe%q-QT?t{u=Jg zmov4gf|-wXW*0;6cmX$etuH)@#Z50{vh$G6MPW3Hd(VNBn!AP&OI1dRw$yvKG4Y}Y zSZ0^@nW+-&lx$C_Oyahu1!%g#fBI1Lxb0>{w-0U(d#NTklnKoXw-8D$q-vcg50zSm(hlL(T!d- zio1(Ih^fv(M(A`m7VufSiGIO)hRnL;E6A*XOixSLN+Wg86B*BsK4ut*x6Amj*wf}W zB`^#6sk1EMkrsaA9!aZ_=Dc(H6awK*ue-J~O3c+6l8z296Gv{D)ZN?M+Z_n}p=%pd z23wC7l2|x36!7LZ>nPl6s?k1YDqK4j+xB@!O znfN>~^_85m3u)csD4|0IG5IrcqR+H1?~RCtUD09RgZL&+7r@~mO?u-`Z^*nzbtX*~ zc^=DL+1GE#pc%R+`EE5f!!@owN&gVCzi$i*r`8sMXGF(Ql!z*4%l-idu=$Os3iLi0 z9v&7kQtRS*NY>NoM*>e@VfT+GeBhZFz84r2r62q@p0NWuo9LAcYAENc$m>xLNS5O| zI%LC(D_%0H)jSP0_1E<06hx0-SL1^JXe!Bl9YJIlV56^*Di|a#TG6v&;5}Fr8<>)9 zNrx(MjGvkRZf?#lK#&FO%`qvjDnx)SH#*j=pYzKy*taW$26O@M#9JP4Y_ZqR8mT|q zToU^B&kpy?gg(GV6XFeDT`)C43BkM{FQ@oBmnb%oCq65og9(c_Mf<9S%Q&cWmUL~C zOTgDg{RVgJ*RqLFujn0ykzup6MlqmZ86DZ-Nw(*31S zP0rJ)K>krdqHjKG$<7AH46rEX1rO3vlb^8p|0)I;d zb2Zf>5GVNtas_HX{=Gtftr+v`2WOCtklW9z(Us<(svCy33BSsTKD_T|bAH7tZi4s( z(N1bDB%+Nu(rs7dmrTe8lT#u!qp5o)M;3-9Mg{no-3LFnJ?#HdT1CZ0lW6mW5?~B21T}2yC5E z^B|DBsrF_49hA>0;<H4qRhzzREYKE)>g?zf=|1EBKluF4_L6t|4r zCvDR!EK36Fq z3m51ASHxhh?ysz-g$cxCB|%F>No!(0P;fV!=z;dwNVuKP%pwI5HQ5Z7;Ie?p!YF`M zUc5>DRe!c3jq-(03N)Vb!=l4xSR_uC}xF zWV%juAHQE+=lNR6k^@CnSx9SbhrvH5M{B9b%c}ma(z!(1zgDyk9NNbokV1UsXjL#Uxzn!dmlOAA28huL>-fN4|-pKpK$LGx=5ZWOd>iF`-eOg%d zo>vyL9CbTK@0?k3@I<*e+mETnTIU#*UE3kp>9fwZ!UnTl&mB%L%;IgR4Ihy)v1_!t z94Qv9KgLGHX^+L}7-qV7#5+$V0R+Ku%3V<2em>W<0nKo0W=^(W-G1?Rzh9Y{C-(gQ z68!-|5Le-kJlL^ce68Z}=1UzX4qVIyfey!m2%`B}yS$SS)07XTQQKE6sik%W=3yKCx5YOyq_x$XfjYzxtO3LiqBfH`i{Gu|V zr3)d!3NWwJQ^|gP`}#2fstPThDV>IDqaq@rgOj1tSlyIX86NpZBxm)$8=j^Yq*og9 zmkjOL>W+05M9Url^5>-Dy_^6-e%y=d1sYeAm~S`|ocT}Ww?V|2n#CVA31lBX4NVq; zH1~fbv!c`2e`~rV*x{zR!6R>3I(@qMi}JS+@R1gSJ@SJcku!HG9^>&3HbTGQuA-^q`HAp3mJ=i+k=5#2Q#C(mT0gJ0 zr95ErP>**v_eTqU!!Nv3O1a^T59-=i>}Of^p^by7s@GfeltD0J!p2sW0> z7=p7L&u=@v<

kmIAE}*-=p|Zn}Glj&S7sn9kF4rJ278yL8MdRw8l+x0t5&rzg79 z=w4KjMDd<{Z%jx}o9}G$b=+hw86k-YspEjDV4G2my(dSfo@}S5lm7OWRVU2F!6An; zt9D-3rx6s7tZZMjTrZqWT0F)ZIWJoXf+VlXUHP)awr|K;8A4tk(N8k1)=?ShzR&6g zH*L+blTK|FPfXoaHeIO}UHv-G+Xc#;zy|33Wc(OAe3F2;;p6G;Fxv|&J0fG4`y=2V zfX$xB(_@uD5$XHu(nZu&Ubg%3kB|O`u0vL3^iuy6f8mOjt0t=|P3H7^&EyAZV?_3z zgx*+V2SE)KSHF;5rCmK$F5_o(89Mbt=ilj!jN|~&Ld6fxRFh;TqJp2EP4ZivMR`|{ z%cz^YJd-Xm_*Kc=G>PNAa?Uc~rw(wp_vGl#N)iXKq-r0dT0 zxBpZ>wKNT!Dy0rXy-uQ8FS%YS8!qyuMvrYIuhnl3v}_grtul5=zs`Pi1r!k6p94Wig5fz1?K5djjpX1?S4cpC0Dzq6PV2Q5*hi6Tw7faQ3mDAQTy4s6KEM z2)|xHtXtO-lPlDY&3N5w9Kz=Z6SIrH?qS71bdW!%#E`w+V_KoUXzbmDr8+TV8uAU% zzV0^h%(o=SwO+@Km`4KQQ1RRfW?RI9<*60y@=jrpV_gLh42U@^EP+qA0aN720EdKk zT3)3HhdYJ7lZD}FvZFGSrrPS4LK&YVESC4TEsVLG3;bYQK`@Qt3f5wt9!liLpk1dq z$xgwI#X}pnKAIDD_3TZ^Y6|-sNOn$rBBS6355dB3t~Rz8CPn4RZQxRdE}GDgv7C^T zJ75xYmm;8k+ACim+~9SIeg74D{>v=`qbn>y8)3FdH% zQV3tKEr;#G34T!RKG+UBmscv7hslIoJJ{J~hzn&*{ju-r#2mn342C78=qSuRN(EY% zhoB0#xE^P|i-eTz>kGnMT#%1S^B(8VFci%y=~s0lfseW#m`C!Gc-=|g7k zQn(@kFwY(M`_V4D+mSYm7)_k#nzt*imje1RCdkc{(YF})lGf^jv+Z@AV%voiD)Zg+aX=}7YR*;kfn3hw7gc1Y z=|RkU>W0~G9#^cn?YxPP=u;3DslkQJ0}P&B^%0T0B+>_gBpMpkGr6%rGE-7oN>d3* z4D*A;dT7?N;}ACmb|qkcVJo*k`cdpyD#F2+`GzaqqY3>mp9t-w!wAmY!OYdo#oRc# zLmLk49}@U~#W#SHlZE5|MZ#6NK-7oEl&pr@GQt1ClDcwno;p;H^J zcFy?AWLcc2vA^A!J3eyirT?T0Z9u1vhJhTw5pN@fV~l|(+l$zb0eH*qCqC4~y9Jlq zJ&(4^l&0^SczC{^dbZyJuAe@_73HK0W`Wbc_1T<^`oBHy9n)%c?(e#ug)nic@5x{v zf};}aE1Fi=ee7N%RuCjFb|I!FHDJG_@mV4zi=X1+4VPo04a%~CC{r)bgc;OOA)>c+Fx|qyQ2C~9RM7r zXeR0j+Ex9GbgHq*Z%!|b76SJNRXR#c$9J?Zp)Zg@DL6bmikTnp_xBd1`~tR1_cU^H zt}mfHI_5OC4G@s+B|2d5QZll%c>62U{#kaQh}pV1jmoj-E$WQ8YSwH!?LQ~tEt2E-Ae^*G0Rx# z(vK+4OhI6PbS)_)wJH7d-0Jji%r_m_mtrq63bLQioDBL>%k%th-~=a<9gz;DvBj|^ z3Pp)-@b++*Dr=@q6-}p2!`3~8lcke|0&>22ocWJn_Bi%D_K=sYP5(Bu0+{ACXH~5$ zt!=Grt*x6Lnh=}Z)+E;`*DTgB*EH8SJ5nDfU~qHOgyH90Pt&Cq*kB~pz!Hs!UhYPU z5@!>GC)AG~R7g!ozxf%RSq)hYXTX{&lIspTNTbH;30%zu@7?YXMN>{>p*#=HMUqkZ z=)~8D5z+!Hy$0$0l-}1&fZ^w1c+c9W^c`6`6%V&9cVY&kb)76>Y@*8RIZ;7tEvt#Y z73=xZWj8g>_Yf&4Tt$W-iWF6T?N;_nl)*}X%60k6d=ghFxQId-rCM@%N*SYIJj@-Y zpVQ6X!cuc8vrA!wzxeR&x9Ku8C(S=m)pTc=8%9BK^Ep>ZN2%KmNplfOmI&TXZTE`iW}Ei6sdp8XZ$z0`1=}WsDCqY zouGl=9u5)*Y^h4)^L+U#Ks32jnS+bRU9e@6|ArdRY`Mfgv1cfwqx#H*# z^9FcAIiM_P+JII9l4WygA{^@28kl7aHf}$V`=DymgzcKrAhXA@YG@Kx$RFK^;aX1a zUkKLF%($BL`0y`_!t7Qgl+`Si*=en3hl;PAd#&BF@Oz{{J?<~#XVJw$oF9d6by=-% zymhQ@B8fjPSH4NwL7kZslx0|!S1?)^^dTb(Lu7(dwaL`|BeDA=Pf$3{@lxww2(8fe zJl~iR|8w`t1x;Aj;fi+rs4)k}6?3nz2%sfSrb|^${r)Y*mj~3zcftZ;mG&2Ph-z{D zsmLqMnNC^@6uS{|NPstZ8T45veJrKzjn92LLD9z;VH<4OHftsr9n-1b3^;=^Al0_) z3Pm3x1;?8Mcn50^Cfg@hje`|^$B0Xq(cU(7Y?jJ_uG%eCT4}-5BGQgDYVM3ugGN=z z6))4ov>hlqUZGg6ZPuh|7cyq2;t1Oa2$qCI^)C@As^uI(ASSix-noKq z4g$A{)u!7Ny)?TovmGd)u<!bjmt zH{JUNp#1pQ8i&B0{wpTXcGj)v3Le*5jsJ^V%rtYgSL0%W7VBaQ0#5Yk4@o%8+` z^)d;iCd+PH6P_i8mOIa|C!Z!5`#r@qUqabA=y-I=4 zm$CJ2)}iTOKxWhgl@_D1^><1$i++rI273k>fc(KBy*(doBPeRU%?yP#oKfX*8h8O` zK$8zHQKo)FnwTXkAW7lWBBH2epHH>n2dfL4-=~#YSYic<@9>$HTlr%p#TCI8_Z#pV z02l0I@LY60;O3(ZZIYx-iG-hfb~Wa?6+I5p%ZX;5S$3sOSW16_!aR+-KUsk`Q>~Kn zgJXyu7dS=#I3aZ80-uz^sPgByoPiQQ)>*+DZ8l44PJq=L1k+Lg=^Lov+w|l?bb>*0 zwb#uqC4{NnUX~WE8=CirBnKj|lWb@2S4IiLvvUyox+2dmkGNz8FL~tfRFafetDGZvKaZM} zH=)R!U>2yjrTma&Nq9!6EMuRb+q;*&Uk^>JNt5P--bP_Em)qw$l)|Cz353K04l9^S zZJK!rtY9>{$BsTucyaH224@K*Fb*jO6%Kv5Cue4i22NkrgXKi)9fRG(@%-Xgtl~K8 zH#o}(_(NK!G@?TbK{I_|RHRl}o4-S@QdshX{S5Z8}@!U8*am##w?e zHaM%+9S3vkd1mihx2%ivJ6As-qx?o9LT4?j)&g^n^FV0-37fK?cJ3PXoChd$N-FZ~ z@a{Rt;~tEv{4Hg(kR)sR8B zvz&r@b%qpkOl&z`by!cx3QmZzVC`}6q4E5zDl0ckQU`TU)-Yk_mF~@Kd}b_!!NXt{y4Gn77;3Vt zsK;(|-OCec2oHFn8`=pErqj{X@6IU(>oy=UY>B9LDl;q|G8V9=fz*(XEcdn|<$&sz z&I@At4t)0eV)X;Sk5}JV@W+7I8b-b?(uv|BFqTYQe<*?2kFB^o$>Nz1x#drn15V9< zDHVR&K!_SeNE^{JP`V}7jB3z{x0e|-G3*lmRvfF3PI?MSYZ8>yhTZBn8TJuzKlKP! z6`U+i#Mq*vL~I=AcT=p8QK&j2vmhbKBR2SRLRyHd5ph@`zf3JYfjB`;u1sxWlP_O^ zU~7$Rf(SGu+BC2o{^7B}|LydIvt#Tv?Ili1GlT=w2Sclt^F&x`f~GuK&nQ?%xX_F^)BRCr8sKYA zO#JX1=$AY~&J~1ZYRcJJ=P>!i95)%aY0lH35LYSO)JAfkyo&x4=9%{!N*`P>il*ou zI?2tXDDeWvHi=ybF}q2~B~&?hvq6cL>Zq7XOM^5(We5hLgd_?sjW^=aW@8;L2jzjS z>$dW2_XLKz|3jRZ6IPxZ8#-*A6T!2H+Xr>l1Vi9&XT)fPKj9nOc>S;yA7aQlJW2Xo z5h)$9f?i;cp4GrNoN;+hq zj#CVPeS`lXMdv4K5XbDl_>xPMWC&*R-RcFd)*z-C=Tsa#!+oO`=fu@5Fx0@JDD*@{ zTl}=4!7K`U(+Rkc=${|s;^z2}Y}`F! zpaS^o_X27}MxV|-h{LY|a^eikm! zCOd*l=q=B&nD~(_jAr&Ze|+rCp_+4J`OrB$=r|mHaC0)_3J|7uHqRdhxPNpuxN^?{ z+Xdu*QE(MR4G#m1)kKtHLrt2at0W%a*tQcF!7L-51lvCmi*mp7C4;M0gS1LytSoV# zSEotFe14Z7>I^@r|FyDA@0&e}pZ%RD+IM%P4*yqq;gOvH7ex=8oR`&f5UH-%ps z1|w@}N>9flhK|;nTYy?!8W7#TNbA%F=q7K34_Y^@fq`2orlU=8F^S}7+OJu{jr z*h%Cm3PMKsLBhC~@)F^MdbpzBEMoU~h%KP7G@X+PFAU#PhNG&2nG_FbTP^AJB6=|E zbhVi=JS!^J4pG)QY)hiehHPyqRgV%D;}J`@olo#8>IAkl@i+53N2!)34~QiIF9=8z zuqdJm3eDeZ)Kz*42q(sK!&p~*8mHoLERfmVvSB)xu~~8X7q?GUA;5xRkTo!rt*cn0 z4F}c%BrsBSOC4stIurbwx5YDS&it- zkqq8OSu(9{<`f>GWBVo3u3{Djps;)K?=r82w$#sR%Q~duJs3$txtqHODt>EK`)156 zi^ol3#S(sVsW5~RV8GTgBxx6i*gp;LThf12?o6|%6L8eoASmP!hXDiiVZ0r9V(^cc z5EYD0dSTO<)X%h-hGm&bsW`i1LiT`NWtJ^yU?yCs`3v19RI)@<&0=gEC|x;;7>n-2 zH*M%4vLi$e2|o^6b{gM33Z@oTKCtSQ%p!>b@FxTVI4_hy>`zmKmy=mP5;lO2!jRR*)Adz#TfedO&Z zw))8cQY!3axV`IyjMBYn&a~$(%-!tfKe)uO&gzs;(7110d8j#jV;u1cFKMT7fmP+_ zj))Zk!9@NP{>1*br=7Vj(kF+M21!ED_X?-$s_*IZpqU2vehVsEt3`_?C?NonDooEL z`1tzKAL~D?C>d`$eYxD~bjzCW-}B*BwDoRyrC+;5$El3^_$8+bP8q%`MsNR)g|-|G zIu>2Ds`5Jcr1C@pg-Q%d2X~#R2)Xqy@-D`AyEasl>V=;BhTiP87RqxHm>*2VVEKiJ zDu(LTBe?)b=|In@4>;{VygtIY5|v?!QszM_sbs3G4_`}}R#AUUxl2|ta3+NwS`11f z-YbEiMrx{J(AWWx`z(1r*vQ}F1s|8zo<_-LmYd4NxU==sOZE;iug1m)s;7|>vgjBX z9DLclA}u1NCK%8TN;lbajtW+tZabb3RKi+@mE?iH8hb%i_J>}qQ{~)lsGT|x6itr= ze&<$od`KgxJdq5NwUu~++-><|E6;SLl?Z>|0Fvy5gF<*a1@m`f@z_q<31^YsGq_Cq zI6~X~j=4Whm0t7F~j zYBZp$j?R}0g|wPWTr_!cU+ChB`$mf!5z&dcwt7tMXcKAN$W_sRQt>Rt*VpLd8**Jb zUk&q2^Pj{jD4mRPIy$Dxy9iSIM5_=nb0i%d-3rOD^o`#_PtEx{s#Uikw@Hsb$Sz{q zNNY5uT&FEDTUV_;f|I$k8Xfmz2o}gRRGEMb9s|2K3$63X-+A4_?A$5*8_|`v&$dqT z6#W(PG~xY0Ov;NIlJpqii`0m>V_x44n)R?_o0?mk%Y%BR%{8hwx&rjOFf-2RtFK-y zZV-=Kf97cAtd9!~^FW^j<{_p0rFq3$zhLFLIj*(8Rw%}NTE7AXe`i@)anXMwDndNk}Y*LgFKE^QR`NJDUe@C-oxcQin%^VpT&N^|h0q_gVO# z%YyPU@5@8z*Y(r>>umrbzG~g=g$lF_>4UtCP#MnJxgK)(qtEoGvg2PH`x3Wka*Sp4 zyk8}m5a~Q9`JA7nJ(kMB5?b>AuAp>|b?heiLj#G8+|!;Dt2DChH2bSmM5GHv%CNsZKmmx%oq^ zQ%R#yV2=-vdkJ2=Qa_@CR^_0=i#Cs6kBq*QvY}a(gQ)XWXnO=y&3`@cS^Wnlzg65W_gao(sE`?KOBuYr4~}u7U}KHmh-z$YRAYSR2_j3eq*Nx9W3S z-z?ufzqR1S8raY55t9LTD7;~|-vl_1;h~ZWbLoq#Pt}q!=6Ad-8!H7-`9nJAF~yX1 zs}h_GUD`m{-64_kHn7Kf?PnEdYZy|GmwD-kk)MNXYK%NDU-QYI{B};h!uAAVc+Y|< zvn!{Ug22xcrQRG0rD~tVPfteStymia`2P!dqlBroCHS;Gz0vc(6Gi7 z3Ym@}8+hKX^G_fuXLKXl0=t@$PCF@l8~&!SR92&A&-c|+WjvzdX zK`^`b=IuLMgfnP~R~SdAo_BXcR3|T)KiQIcby+w>8HHKYH2D1$4X!{G{3g7WL)YBl z8DdgWj)LtEZP=dsWG7A^o>!s=k!)n#h~&-=w$kgLlp4U-2yXWF^?H2rthQmeT%IsZ z5>{4%Pu|1{U`oX7 zH1{*;dljAjP`*@x@#Sr132%gSi3({?h4yILXHtc&SZJH$<|XH(jb5C;y9yN>{&5ne z?m#9&zg`qk_D-N&b<>L^S+ncnKOUYq(_YiROwD);<)@>YT2n6p<;;z#z_?XtUOxS|#+kL(RN zxpi-r<61H|x8F@YK(~hygO(Ev1)d2DfXJ&%{#ApGF*a2 z&8p)s&aKXd2tuY&c0E&|Y@Jr$A4zf7FM*nWgD}ns#~SZwnmdM`2#6ouc1wRnh?l7v zxD7bc`$q;DyVHeT0--O}Ba2)GEp?zx(USi0AOGrqaA-&CbC~9iZq9U!>^dn2HSOr2 zD9l(XN42+K%-k9_7lzG(HDZ#==#3p%s988 zzI#@tdl^%+TtjZUsA#j3kzcTVzxBrctK4z_H=;$G3Pui)=1W*S3j5{NnX3QBP*IEL zmlXD9Lm*ZXF+S2`E9eqQ!5L7$OLc2N;ZUQSzC};X9b53N)_eL{n);!;T?ciw2~O=a z{c%Y|LLc_^W@nbYB&y z$Sd#%B}BxluSk1cGkHHZGqCCDg^FqUOkVf3u7i{dgTesSzh)ovBqV=CUai&2!cGjO z4=Q5fS~fOUSu>N@l!K-fp5)-anYTmS zAFN^>B$H+lv(v|&^Gs3l>?dz=Gbz7;`y@0q*0$}}&{3AKCUOxYWLVn77Z|b?GWpsp za(N6(n8pyEKB86BX^lK*`q0W0R<=gwOwdMFJi2`<6X^9(T5XC-lf|mA#Rgu@X+UX| zacRV(QJ^YvH8Yr_vAZhta^KQYh_4r^LGuxcZvd&0?46##)DcePD)^LU05%_{r%q*J z_qJ^qH6B^LQA5Zl&G(~o8MIc;K&aBQvXh;TgHj>($bM3Y-BY~z`Ik0_JjcbUG4n;u zlg%}F|1csK;@5~};XnXBnCM+h17oF^QWHz8f)T3^>-ad1YFmpMftrB2E_7+v zDobDA$@IK8BZ|iFiTL!rX)b+mLUk&=0d);Q0ywjNG zm)vV(cV9U%IJTln?wb)$x>|XTx_NDq^u>_p&mAh3#?-E?#;qD!3#M%-;Cjv!GS`~*H_n5moqZtUnMhTwQ={$7ud$?aTJu_Q9bM%i z!RnI=uxT?+ysao+U1i%qeiZm9BRVP_?}|wm^2hzUc$wbga^Q&7ACZwEfh_Gx6(%=N zB5=M;N>X$zcCR$s}wkl?qr6UWg) zgXeLp$v}L#6TVWkiw-yzsMPM5Uh1I({w&f`%$7naro1kjcUt88L?-{faS@#?I4lYY z7A7QPmh2fM4Am47eSJ%x^2mQ4)%kQPQvQk{BikS z$%L=O#bH$7;>q;cU|z$j8h0(QQr&an@vCO$yF?2GpKH z6(VJj+90BwLPn?1AloV2bS{OWN;&I;?{|5UK+r`EMUHN&^7J`2QyFLF!(O;yF?3kb zJ3&iNaM{zIYbrMZb6YFIdzz2RKaVPD{|A;vTRw90igV)K3;vPePoxJF0{G?KKYYJR z-a}VN5QRht;8_eWkNrG}dwcE`B&5eU6v5-$xwA!k#CE}KoV6JkTdw|k{;mqNt?Rs- z1U9#Gx`N5RRN8}+&00?qc$^!(t<+pbq{;5BzYRog)><18PDFUw=u3Mog#F~_vTPM@ z(Ws$+nLZSfcU5-Mf#RY;>Euzd$SKmn7W~b#J;X!BTctU*y4ldY(6Z}}>rVkGCiisf zwcyP89)Iv2tgrf&%;yWHK|7co-yD~#3=kQ)GIsy^{>L!2E9$e;3h&^=#fQznrZkb= z7_6EMu*p$8=InrQ4T?1R(GtaitLR+UkK#n}2k|rZ0Ac?{!ek}&=3XvCl6Imj6FarD z(+#>7Q*$*7+{D2#?}gQU^|{e@e7R`g<hbaOQvC`c^SarGdHZmF-_dhxHxWBjkaqA)w>s1o>3iJ0v$(#y z<65@4Z5E@HLbgnfm|P%bRE@I2FF+$e|B372T=V=l2-nC7D2k=_w3U7I;@U>~dPB&O zciHl%=R|s@;h)wb)L*MqdTMU9ztqflIDU|UD!fLe?ODu4;7hBb6Xt%kT~AYw^2qaf zF_=R!Dg3T<0>@DiMT@)ar8XEB7Zif^@JF zS~E{}<9AyQuR&*T7ZJpW_=a80DP&7QJEIB-m2lj01%4lChh!9&)UQSpEM!+#5uEy2 z9(Hku8t^r$nVIaL-r3Oh($O8|K&^t7`ebGqsog`s>K2^%2J8KuZrKhRErMPjpYZ3}$@DZdbGYjBVfSBdb zi}g&!qW$$R93cobW={9?X=|R@Q>0al>one?WL>{f6o7Q!-67;2&Hw~9?hfW{wA2uP zPWT+PuwJ*oRZwZIm*PMZK!fKjr+9BJvq#ohRQa{o3ChTp_wh#@?de*?o zc86xjhw)T+MVa%ybPM=zW)^!Dp=$Wf92v&LBeiz*6Dd|>N@=QE*MGYkAeZ{gqm*R-TH@4V*Wo<ThUUp|HL7{XM$8z{Ak#2;Li>IdA`rHiZBkc~8WciM%~Q>#C^55IKcet&Ag6owt~f4@!U?|d1vq+rT# zL{PhtF&7f7NaAN|+vKS%WP!c@WGFcAI-0|~F6grETKtiBpQXiFO9kk+ zB{>_a+-($J9G`EcJE7(zI%S$}E66nN9|~Yv==4-rwa`(G^{(b6cHqqIGzW1r!M0DQHoP?%Xz`!hW%2s@|YDj`Axn z@|Lj@U-vi386fKeKWN-@XOF}V^nk$Dv&}JWg^dKH+o8bnHAG(GV}!9Gr<~x^uF(1K zV{^A?1LJa?KLuB&W)^Bh)vj}sRuzr?kownX)Bpi-OT=XzGM;oR8aoDyj_cBiX6&Ks zsPCU`M?%uF-kDj40hX;ni@M!XJS5&(?{sHAhBq988ju}+)C{yVZi^3o2THeNoNzN- z2Ywz)<4lb*lfWFi^;-9Oc&o8}byADDn^p}3+%Xl#tTNzR6*ZvH&?!pBnhKL4}0mx9qTIROipeezTsicJ$9tFO%57ee| zpRFfR$9VQLIa*7bDDD+q(C7us+y7gH*4WhQ7J3Kaib5e<_&PX~`=60q0Z3C}e02WB%>UV88TxZ>f+B zrq_TsMj`+!dM93Tx-d1c&7CAYL1+N?2CS2KBb@t9o(YVAaH8M{o4~Y-flZ?nnY_gU ztT?TZ%{Jk=2OPuvR@z&S*UW9L7e;L=yXmj~j;X^OasUuhnFR@eAvh_xJ~%>sHa`te z@jTSLhX2D)E+;tY9FsVNnxwnU& ziQBlo$)sl5%?myn=N z1eIuM%i!`-)eHbUOa-6TLo*=lji?(>`EdntW&9LjwpO~l*DDOLMG z9!3WD`O`g}T9vDIK%IVe8AHvL0qXmXL2lvY{FXI?$G#fC_rc55@|gE#&!*>uuWZqY zCb@ep;r_Ze_)%6%e#yhAPvC`%rSf*$t-z-Bmn#3plRBl3o$lh&MD8(cs^e`Lkc(r$ z-%hjL)p;5&W(nHR-Hp#Yku98mRYJHL5N_vmzHPhJ@wi1fhil*ZLSdGcE>y`C+cGDN z;UcJz+bs&%wcTYc7e7Y|J^*XeeAY*_McxB-hujKy+BH`I-3rQ%&rh*?&Ir~(NHf7v z!zFN^*__9VypL zff?tiyq+=cvdwwd%ow@hY*Nrs@zc7(#atM>tq((abw-hb5KCfAO_j`z-g}U7K7Px6 z1N;Diu-@u10!amm&#@r)#9zOmSnR*W8*g8VP8b6u0a!%6WYFtmEGr9#UQxX%QdmKs zq*fmiU(b;Qk<$nU5Kd?${3@nj9vS-eIQhZVkz>-G%NtHTGN`VUzkJ*8dnH|0KhrrN z3?*1fOHeR&?+vDsm`r$zrw0IukzY&G@eY8T4rR?4z;CqX8y8avq5uz04=ZM`3zIV; z`-mHCl(;|so3Rxn;(%jq1Ek)`UdQ7K{E`fzwz9l2t(-fq(YRN2pZ;8&nNkSNb;H=vW1>msV$Rkn#@)ZBUpZ+w_s{@@ zsY++0!P0411@m3UZT6Ljr22n{qg-`vcBQ{t`eWWe+I?sS>F=EDFe93Wwk6=m zu9#LCB}R|rg*wQs6(l4)lIP!!7@0}a1h5XOIjmsaP!LNc(YZ#2CJztBgF*l9=reKJYj!kwKEX446T1eHQgXd`!v0up(Qk+PdkU0l(S55;Z^~snT z9N}xQoki?{qfJq?q>%}h$(aeBshO!5TUEZ*yW3CCFc?(JdR(Fr=dnQ=y{od)0w47(FZ_@AX%|DpF;0h~<#GkG#P*+&8G7=PGp zcg4q>Iy^zv#OR8Fg3St^s8%t3D2g?I(LfmtSXMYJ083Es>Oik0kOzbF%Gb-ye%Jxe z4U!5>8G&OdHB6XJgrz`|mRt7gRNH87z&TT9Ey^r=(R}@sAk?)uamv~C(ZkH`(c=j4 z_QJotZD%P}^xd&4x7o%ASdZBtJh&d4)K5hR{QZ^J;qVera#bxGPf%2N*l@3rP$-u| zpvWhth^B`^Xvd30`1Neyy+8xH)|I3*%lbXnslG0IbYyJoQ_?1@Yrqgw?YjMqm ziwk$js=mI?u_42n1_$AaR-kf{aakRpx{!399BOr0z2*Z+drxs$PN;tR;36S0FK@k5i%6`6cBm{h${S>=EOmcP0bqRE8$; zRZEhBudO64jz*fr8`Grd2X&>ekpONXtU4U*QlIKBO*Oy1Ge&cbiTc z0!?PVFWzDdh}I?iGWoSmerEzWzzlm1k3iL-c3nCI!)yoyr4jN}8MqJb=)Gd<(=L*_ zx~%yl+_lsAbS6~nTo(ZC>?MR0G=A=|Y7G!Cb7MiPdm6q?Yq@WF{vB2?68elgOIrMq z*r#<00qMguha;M1mY&fAgh2+W@y9Q(1{yj2G`tV$o|rda+G(Hpt7aE~-{N|J|8c|i z=?4D?#`PEVXBm1tTT4Ws;0gSL=jMmM;m>0RwW=8)Mf4LjF68Qq9kZ=Aci?K0O5$Hp zh2^7g##SJSTp+vB1aErL7Y5S!@6zn3Y5Ps(x8M|))$js-^^~<@pv`(|qxd3)2~iFj z247&51~P#1p?Z9TypJpZSumXk_5d*36z#EG_JeFcm`=USCGOYU-MWzmBIA4IMQDfz z;TEccOksEU+aJ9Sa*BPT&rDo@NhDm#icZlP28}!}5GoMj!(XAROhJ=osln>as8??` zgA754f9gS*Dzi;)3YapMvnX!@$no@%Vk~a@FVg09t5UpBoI!U0fbH??*%7(NWVtun zNRMne98(A)pzJszyy0m<%rl#ZTQ%`|=}kR5#%Z6bmbL*csM5GuY(urcl0s-(Mr#75 z5ZpH;#l*ilD{c(}+(GPr+GfxAF^T5FJmk3kBJ)Rdnf~&07nV%_Wwh%zy<;O9`{VPO z86rLihRZ)XSUeO0P{1Ir{X0_rnFKk$i`zv-}wUUrvVotY49-@0^K}IPJje&(gR4rWOvcw9mZcTe|eA8G)Czb)K ztkaWy(j|jefH_>AY2R<`X7SdI0H6ROqSLl}#4GJ13DAW==+OtdwA@b(P!c>RXRxiH zQpcd=A!755^db!xsWF~pvjLh@X}P99e=<0dTjC}!tfU$$z&yS?Yph_veW8lu?rAdE zi94zEFD*~c?gd|U5{eKt(oUhXFcsWHpoWoIO-xC^0g5M!6D{u$E72q9-wKdRYr

  • v@2?4i{s{;9u@cTd{DO9MEHzGH<))@Nh;8^s$3*{ z<0K!A&m73dVcS&57sIJsHGBE%!E#J37f&2^d*}ywe}m@Z!rwGA)2H_cAoY#9w>d+O zfJn{$0MI$#udVD65FBdjvk`Y$W!z+zb2?VuLvb{qwe{#n7f2HV@i&MvTkdDw@im3A zS2h!B7)(bT9e*p6a8|PNk51CSJ8DSMm|by<*kW8L9CPFi*pXsf)81dUyyr}h686<^ zti$OE)A<+gesrcd>qkPy0Qa4}bUd&7R9#7Z0kUb^G_-T?$Jk|j2tM!C{V)e{50n#4 z^3o?hOOD#sr1mq5@NK|5ZV8T001gfeJHPjw+VG_tq zj>1fzy$|)OCd9kt(PY|H22(@KvBJ}MWG=mE@>nlgmxm< zlxZscJ6V&Ua2|Xk*?R7t@hgq)wT=M!PK8E8`&$s+kC|@ZeqykRe_|#uTdIFNFh%o3 z!?zCo_hzRHgc88=KZ%AyuWdgOT<2eOe%JKkIJtD!pYass5_oGisBnNTb z`nigTJO&5HPrn4zbuxqMq04Jd8VA4vT`2Z0QcICN@v2B4kfRnYr==DWVG8%m(HX3S zN*VI^@7{jr)Lb(*S66NK?ATK}TmR&|0tFCVLXX+Vk9HpS5iF>rTJhv#_5Lb-7fr57a8v8%oOk#%y6bRe@FBQ;g z2El^7{R`)SfUwZ)(F`I83`Pp)r14+A!S!Ee#`fcX3>G(P8_WbJ`t$LD$zF6T{f*&ikdM+n^Rtaz|HPqu$Ziy6D41!Kg zPNafpQt~mqDqg3ORA?&bh{Y9RLK{>E0BqayeE`_6+@7Ez_17oz;Q%Ck4`r9*Y6t6Q zx_`7qZfwBZs^nS@Wn`XBtO+CXv|d1(^DcCXcnaSK;afxEOnxUuzDubvZ5&D{Mtch; zgcw3t>Y9Uby*;Hohg%j46p)-+8*%r~fb|z0&p95pvSbd#$TDSmO=Ue683Aftc{g%H zmCWRie>?Rsv^#pQz<#$nDPO$LtwZZh=rXZ1XSdCT;M)=SA2ZRw2TngzabZQZVW7=A`uLpgPgk_?zh)f= z1C0EkYp>+waI;hF9eVd^eOdjBX-D{-3LG>OG?I7MCJes(}F*dUiKAd{U za6Yn9POet4Ti{?li#@xul23C6KVWI`po%Mzg=f2?*^Cb5%xDg;BJXntl+gD7)Y1MDzD zl&pYFD)uOzL|TqgVfu$n9@WC)P#!KfB)c<}9UMUzsQic?kxCmsA43J7CHM_M3bz^^ z-zZ$So}nT(;R9D&2LfY!3udX>JK}d~^fhYspTzM`6N@PTK7r8Bp^}TcoC){B1I{Ze zSS@f^YEC)!RWn-IRsm~)!lq{`0g$I2M7{%0u^WW5J{qM9cJICg_J7n8XHH`8hv)&x zOp5Ff!x;;~3H+p|;DkV^)Zi+GOZ!0RfB`pVf-t1pC(%17Cb`Y)O)Dw5j1%vHb&4+= z_$2+vn<|k1Ow73jXM7ML#;Fff6(;>ENJV<~65R%)2Ko|W!~q5?(YDXF08p>1-OcWP z;12_((zyz&k5tJkT$A>~h*=Cp+<+ys$ZP(Me8wkf<7DT@h~7Jl-O?ZEcxvRO{$L;< zK`#s_c{>2@%Y{56ipC(S7_*KPEMbRpc>3d)EQx@#J3~-12rs+S3)^AxBjQ0=29}tZ zD2%6lhd0WgH49aAPpKN>Tg_Y@voN?9^8yaF*_&SVo{ai(y8Op;B{v%$TyJnrTic)l z<^9eeG)94^eP99dJojJ^q)k5MhJ%G_Ij&-)cXg+F7<=%%Ey);7QZsRlysn-im?B!O zx9(>Kz)z0-C!a>G(zHMNnK%y9;p`1ol(0-=jZpMMl1Nwb%G;bxIN&1rs+=7mp6ioV zgk8bwscg1@@3EoBk}wL0B7Jy4(7b223MxgHS+3C~Rqw@*shNah3Pdv^Jf(|WHj&Nw zN?@O7UFtZR(Z-GzjV?Bt@-|pW5w`)&70kS$FfHm1)!e(@9=JHGe)v1MZ!q_0J^wNL zs=$zmltdK((|>pW0C=Oz7I*XtHCtG4XYH%DQxXMzD;oHQx1_@aDEy^n3dEuB_7Fy>_PSOft6eVZElZ%|BJy!JCE#GJb50Qhy4TqFE{OcIw-WC~ zGHlne@%;!olkq^|)~I6Zbvr~(92P>7;F3~^)v3oNIfXJh?e&eml{kj`ulCL%)mH1ALYjJ1N&bpHU3HYWUR8Vxh}d$Dtp`Of5%QdKl|zOUV80{ z%NT?BO_AUB9J=;+cdQ0g7uM4RxybAh{ic^Z?U;+7&kYo4Iw&n0pex-!f%p!bF8=-S zsh^-|sW*M!Hx|rX|2IgY$LUKb8v+e>Pq%N%w#)qx5AeKh6xdNXVztts8OZ;s%SJjz zsrh#gWBsa4FC#s%2_}>ft5b$@h{bsxCIDthSUv__@BwK>8Lf|nBoBMx<0y4za~u%? z65$vRiWLWl*kp?H)eFBt~^S94|vj zPBV{b^N!P4`OO`sNUC_;@beHtGaY11a|2kQVEsJDFN~r*2IU`w_anAl@>m#!=YT#U zfY$x^yJm^}PGr`k=!%HGfd~fK76SrI0wItDo4?vh8HUOCoJB~DTzX(6iyjXqMED!L z7#vr#(QrtO#NIWqfqiTk0cEm+gp%U~s$`g4$(RFGba6>V5q~7dV?4S8*B2Jlg zvUko<;7Zg^l3$GF zfAcfoe|-UUx^jfpt>S4JBNV;4z*9Yj(NcVI3j3dj8h^ z@VnQ}!KXmb#OKr9B$Lu%+Z|y|@2Yw-6fEJt&UXS5!$7rUulIGU`f+eX)XEE#3!2rI*- zU0h3%rgTyDiD+62jQ5YrCN^py0<))nkC~tV{4aB+8$bU2+d>k3dX3O5PTEs9CMSX` z3+z>BE|QaIYGQSTZ=^FZkMFJ_ponBBWikLN)L6~!B)!ck_Uj_W0I!#~Kt z&(G9ChjgZDG4em?S#>UWl|9U59cM{9P9DXtzs5S-iCA9guhvKb%m8NEHzz>dmNr)V zuLtF}u&ff^4N9_OZ5z*^!$0F?QUwh_(SZM(1M!{vvi(mCs8aJ$NnFMT2*>FG+gw`G zHQaT@Ygr2vFH|`-HD(!|iwjoTh*tPfgFzvo5D~{AbqVq3#DRhMdxtXmBdLIaH5Nr^ zZSq!Gx4UZdG}?x`*etuaF22<*XI~1f&)WdL8%blIxQ@4+u03*&pWb}|-N$#OCl(RI z`}AWQiCxU}e|Hz|?`>iyZGLg~t)|esn>9HAw?`Qzy3^qgvUopUS-h@2o&bi#$raJA zyU3lGUtLkkx;L3I)f14K@8qn2V?%9gEbYS%(GyTKEv3d{)k_L1Ws^rM#>v5hVRp+m zAcJG8^}DZ-ch{1V9{QpIN)D}L>MArcnA9+XO7Q`7QbCL(j^sw7jrNO)!7#z^w`|rb zG>ca84MvTX9Xn-^gvjM&5kk8R4#6!QN|}`2YHH<3S4fhBeJ?m_)59viRjO6O#)D7m zcpW^bM_mnB9!SXZ9X-I4f*6lgZ^}oC<2|F+L~M$)^O}^_%f9OiS!uF7v)4rBxATU@6lvQe(#*Wo`A>rTnSJ7s--ajjQ9{k8T%~Am&)p^Xl z^z}UKi;)swwvUIu%%+7*x`*rx^u0#x7QF%YkDi2=;1yL><|xDPnFHfMhBQOawiXFuXQkcK1dP*iwLA)zF~x1%ODBNAT9 ziY1Av586A7C7r*CD)_gG&GEWD63`+NBnv<~Fx zc!LSZ0DU1bJajH{cxJM$X`Wja!h_L9Q+Q2tpMv@=9cDi-K5*Qky3_9mEE83deJM^F z`#og>UI;=~L(SBoE^OzRA(5V0F|Hnmz#0c-esbW*xa5jkF}7IJKKB|Uq*YPO_zP09 zsa+qtQoQT;IBM!Px!#LhBZ6B~QbuqJ_;U0OiMv1NVSoOjlZM9gRr0^g5G(&#wwR15 zi+6Jnw~-*>D&2ZGN@)9*)CyIC=mI$bzo;DrI2#I}uvEMK+{2>+FI+dVF}z^!UY-TN z4DV{o&NnKP>3HDIEO9{55!m{Rsp5wS6@?R7E0vs+qnZFsWoH)#bz1s0AMXT7sYl2K zej;TdObTiyov0a$Q6ISN*ZC|>u;t$R29tw6B?jwR4r*FQ;t^k2L4k&ig;yxQp#*gV zh*u08EUi)MPV0aeza@@np^{ddE@EqbRDPR)1Gu^$z+UsRtu6vM0g2OMU)LS1{;LX;v(0+4X$2?%uKb&2 zh|_`@*MY0-0ZV8fjE+KRcGPW_^fMW)nMBeIMvTmM{)p@I=O$>gz`VA+Klf#+VX8PW zaTFT8HczXaORn~PgsoK5?Bd;S-Ye()JX}5(bk4$&U7~itfunF#(x5ed&}BR{B)tyT z_Z54+KKB^z{MPeRLYj&m)gf^JAwda;bGYjvac}QSNOX6oOo~)w=M+z6{N|Gsl3o=% zTQK@DchWCRXD|d$PZCh$?7uU2*RONGYF1L8a$ZUHj$P#q%(lR4|I#c?-_*uwQ(4f| zpVR{{mI|tE7u%Wg?lgMjowzdgepI{gP!`1qkZurpp*1tF%fye|ydM@D7E+MsA z%Dl3|mX`zno>e-!dYDuBnO@`HVrW5rcXKaLu=zvF0?^M}h~# zLr}Bk-YIm}7*}2{Xv>HAPT5fDDgG1|ES;;lRENirXZx(%z4TlOr27*fT`(ADON&70 z>Is<(`JnDfL$2iU7|00@@#h372EV{CB=XL*$;P$wB8b@}nARP96S8E&ho!IkZxEmZ zIuqw$mn|sJE?zJYU~DX8(8zs(&|Z~zV__RMr=ucsA|bZ(FLNY8te?kEo;mNm(de(8#lA00AfN+*hbOH6N7nTFXT!P zqC-vF2^ZMpB*WwVR@QYE{*x|Nmttg22*HD3VzdO%V!js*u-R-sy(B^@8;h9YKc*py z)~Wj)Iho^xS`445)^2_Ccf6C-kA!q>6D~_B+RO3Klij+A@Yz*zqR+??FR}gBz5J&TfsOP3!c|>`e=$PGIqhSb zQUIZ37C{s-Cv%I<91hc1|W(Im6n5M4n2mlpu z%;ZF8G!C(zy+`TLmXZ3Hm|!}J-wwCt(^Ax*H7C{mjP(zk7_kuywWp4|46B*faC|9P z;!zem%*oxfy%p=R8HH66$$m=~iAYP9fP^ov?TPX>Lqsb)ulB4J!?cSZq5S-O5wQg1 zwc_p3Zd$BU^QyO20q{dIqu%Ap!{JH$CJ6{C#u?S7YEy2#Hy3<(fq6%13!J946tVybp1ERm+2In3qR z^RC9NEJtiN5?n83SxLQnv( z0N}_}y5*r#qhZMBi6ya6ZpO*|5Jx?UF?+b)S`fL}P+W=wh}Io0rCqi%X?Z+bLKl`B$RvsV$y>FeP|@4n!paia@A0J zDELS=3ph#OuFp@@V~hO+=X82x2vLAv_g9d^)OT&=YF9*X`J|#&0l!p%!e9su#w$(A zGfj$B^t)=bQ3JbL9zvvoXee#NZbY)7H9GVwQXo+mteD`^U26o;oZIqU7QovUQ zY$Ss6X}=IUbZwp?cQ7%D471&0L~_JWn@Yi2je0IRHNxVXTScmSL&FHDKw^Mxc}@pb4at>(s@qSf-G3^^?a7;bUS5ORf zZ+YfE6~d6zAv-5)e`|ZhpI_eNUVM=M7cr?tnThY!Otv@m@hX^_*X)c_q%rSts#TUMA9K{VR?)V z;T!f^#eCH%f9u+p{gD=ka$_7Olj|a~EFkMwBBUw~kYxF@e4r7v{dMap$`B|QmzGso zQ%&(C7>r;p7E7bLW&s%AwUaV?K)i;i7_Wf??tc?w*LcP>t!y}zeEXdvXdiQ>Flzj} zSaKvK70(wR_W{89yA_*JxCkQ+P6<;IJe6n8*HyE6995}s&$ zjPE9g2pD&gRtKY`B?t}kOh|@Sz~>z7QgO*f28G{MwgTE%j zGOoq<4WWkc+YN$ynK-`!xL`FW%wVlqiheDRsz#5pp-+-i5*V@Ap(A8QlBW#_ci#tY z_dY|!9sIC;iU$OqJ3<+dDQqZU(Ri=I$eYB44fg`!4cyBp@?W3g6dx3a8InhZ03(g= z<*8v`wfo45K-Ci)`5w6A#O}5kL_OcqPo@|A%4++?mon=0E%|I;&1-^STGC!0!0Wq? z;h5vWIYN$I8hpr^;P?(i-w{tIy`q9CvAYpqR=R< zYOUNf<4y!}wg!D~mppmV8UpK~>Z~n3N5O-ru4;x_SsIA#`UJthRa$aF{Q#ZXW87rN zGqz#ITx7xmyN^i*F~717a?gb^6;{@*ewdg38s&v6_vf-4oqXKl;wziObvWYs-Hckly;5FVkP(q#jj(TxMTQ+UD`GBDa|0k~D{6Td%x=9)U}oo_Je+e zHa0tqYMl)}bA`|7V52sQ)X_xOtBuacpGSlL`1ZP&5CfY(=cCu9elkO~GvXyH5Ea+^d;@ zx23rWZ`mi*6L#ZgU>bfDco)i7X%WEd z6KkYj%>@!aAF{t40 zgK(vlj&I?P>lyE3#;dj(ITY!APGDHn>ywVTudeIZWrfqYX;@S?u{JkcSGM|E9_adr zU9TLkQPl&_#dr8RGG4JF*vDFQ$+7|0-aDUCCR@X5W(7$i9@7?%#%EDQ+RBbLJij-& z4vQY{il56RqU8u{FO(*-#Pu^@WAenb^%35J72L5MOL+`)K`}UqR>IZYI8+BVcg1}( zkTvI5@VQpGEWK_CiPlgzy3x@wFwr*(@e8@O!un31(MQY-l1&^ME!ADknpOc5d%^BW zVaf?fhb6h+9+)hry0GO9Uztfqzoo9^0rYANkhfC%WbjQnP|<3OUk=*>UtG?Fo#TEY zaeAXI^f+?5Dl5(4hM|9V?J|)(JDPsFX78?kbiMv`_K{DeY?(mqOGVU2NVz@5EheR} z%38|sMc1?zF1Bi7ShtdldjfQbKf)c~=jS^|E=ugXXUo+@qSB>2{~F3PX&{@0(0eTZ zoL>cc@;YaVb1+LPFgJFhUy|Z7r)<^b(+^XMtV}^^!#Px~-2kndv*Jq|UqMLHMx3d^ zX;_-wn_1m)*dE3@7~qN$|b^In-Y`Jl&JkJ14YiG9VoT=S6h#7H57@M^W5(w*n05(?u=U zol!M*2*r|!?zq0Vmu_PoOSa~_hM*DRCeE}{*NIUgot3q0#X}Jdr$Zilo zcEog-`#eve)KKU*sDYS0k($ryypwwiuC5*?cDDylObetlbp{_RGa?S76Mk9$A(L{S z73J7jD%4zU3I~W5pTLU+|C=H7cx518#g(*b^UR&MqVt=ITC!}uI++%=#4r^)ttwQp zJq;8i$+!?Teza$gNH2-y@ld-8JXl6iQBYDg+N7WGJFRkm)%W_$q?|4J?HacnsQ$6& zDfkzD#Z`Eu6Snfgq+`?FPm#mwP7PfO1Kmf%S;_aoNd*Ah*U`$2n`pEd7@=SErfJvo z+pNKfC(%Y~e1t_(s&Ust`vi*@!Z3E1i7AgbatoL6rIRa_Ia0S6OjdWf z?$Tg0zHVRjG@AHDM*9suNgNOZVr*2$aYOJ!4;5gC@S{X4D&*V->pA6P(e9cC+`_}I_S-{lo-*PthSBD zUaA0L<-yy>lZX?YBlq*u4VYKU;YzM~^=U;~O}xP9{QIntOfvZ+io}`^gPMlUqOxSU zbk9o&U5T+6&~3Q^EytswqIq-E=KB!8oF-Vu$o>^AKJ6sY}fk+U#drp?orZA1%hDFJZ&dJ?&v2!5O=uJ0fln$ z;J^*C>%O4EHm;yRY-;dI?iQ4~gvQ){R&pCDJFUye&_HQVtFtT3n6$CY((9gCt1dtv z8MR7&A;`IufuGl@xgZl5z69lRa(vS%*w^d5H3zC9%5Lgs<5$}cg&n&rf2wKi%$!O+ zZ9?Of_{{iG17rd%Txes$aH+crsk4La9MvnbKC^?&V9mGEn>eN7~lPcxWdT zSJw2`nr=$>{rjR&_i~300yy zsW&G~$j-`?4^%ANi{*a{Ah`Y;kC7US1d2k4q}Ecpm^gcrTNs|_4-BKxQ%D4g$H`;> zj0eQ^3jX=u1OGy2?q)<}&}c$nuK%EO9}}n!C_58V^EW^iK>S{@{DY1|e}amAum6S3 z+|4k8pmPM@TlU1-7m8GH15ml|4d*}Tn7cX70Q4^?C_6LLKaZ80fHHos{{_z601j66 z{~<7xq-9VQ(R}6+zJMFSFu_Ag!lZ-*1f%`oX+VJUz^LO};;FNmKy6AUWXgz$um&t5 zi@b&ZsKj$3<)RP=jRas}ibXMFVGd0P1n2yjImD$4mt*_Y!Pt78o#C|Y!^MTwSsCb%1jZ@-|O4LS|nzs{*7pB65@^<5{ zOGnQ5fE_de@!Qx((n&8RRE{9H0e)K=}#72{qTtz7oG3yRPlJG?9Md z_~Q}{E012kVmXJ-OxFg_xDlF3zeXS)a}xX}6GKfQda@D_YG+1t$l4D>UpXiAt!UN` z$2-NH7v7}k3Tr|?Be5*ZA@9W7;8?jncx;t7J9IPC?>MQ@#kD4<%xe>3Tk`uT*Py^q zQ@08^rA`i5jU~Dvu_R9nlvsX#h61WuC`-;>yOGX(QPTvWrv8icw(TUdxM9s;K_vw< z70XJxp-&Y6tfhgFZs~7y(eWtY@RaL+h?j&v;y|zfny92Efq=K8SY>YyIbk?F;~fzs zjw50z{T{xjQcb^b%l^QZ-jVdEsxD}Ld<}&Z-0@jW+`m3A&3P1DaAr^AvTKfD4 z>}f2>Rf?_Mb(OWIM|*i%h^>>LM_bAI_4OzYE)Fa}u2eW{-!_$qv$XNiT%X^@7a_h3 zsm#@Jeqc!wbMu$=9>wO5Sj?mT!gpB4h<*hODV6+q4$FBPL_D?P(IN27`pCb#9=~U{ zNb_&n$&rQ4za?vgsddF(8&(P0u% zR`~eZJdaz zA9Hu`=zM~s6((c)u+pakimSFeDhr;3s@ZWWyaDd|OlZ;+dtxaPHz<-udu9nIPn!?$ zBj(JUQb^;0d7pkY-GClKr0@d)1YIib@B4m~|Hh{L(}QecXJiG#&dmDlBY4dJ;}q5g zen1EiArRm|kc+_7|G4S*wf4FRC^iD~4<<%2OGhVXB4%b*jzs_O0XS?w*#GCIyHRJ| zah2jczJ2hqqF=B9qn^c-WQjYTPgE_rll0>?cw8MsN zIuO*aUl*N^;6(V^BZACfo=A{QGl57Dvxp{!5EMiHa2RfU3Tk_0xE8@pLhub{b^=W0 zKk?mk0lBu2YGeKbrk#D8aG3}eh@gm`O0WKI7s_w}Vgga{A<^3AlbOi?6bMxNmZ1v8X@yohBJF` zuoky4q;#B5@%^Bwv1XC{ig{)ZqI1B<<@N@efHMCCn1d`4;K(|dJ|R>sI+%!HPKEUM z+?=_Xa~4ojB5anD5zbQ1Qs8MmTeUzjKNWh;1r!QfkHNW!)=Ak6QTOqsLB#aKg^plS9mIU2K;G> z0MM{6Edg2n=p}jBb=SPy+_^oNNQHqAor30&Y@Yi+(VHcH$wI<6{H@(^MN=7O@X_}fB2E!5Qftk zm+_(DrKtyL`1R1wB18#d2UQ11gbA0;1JY+Ar!Q^Y_FSrLWtI32Arp_%xAkPv6d!X-7x zvOyE6IPZQL6Agrm?gZ3<4wT&o7=Q)#1UnN*+v_yKrdWZmz%uQ$u*mlYAf7fF0#MbC zqRpYf?{->#UFT5)L96YJz)OI=g1y2)_lH2VUKzlJDJ57=*@oLK}TY9Z(v@S}xW#^o-{aOcKm3?(*`bMAT( zv4;iMtds<+CpN50`njz7q_Al$3txG*Rb-1yuIpl6rmNYemBJLuKUcT%+xa5yaXUVL zZN@Up?`AK-bQaAZ5w|lsV`f*ZoE~js3hm-4sl^mn=?Gk+-t@J_=9PiU6tH5UtE!TG zrX0`GKBv-Fm0!8Rr+z}K7XbmNw))%oZlmplp_bS^vnyXUTV_gVS>;Avr5ftoKa>Hs zIR(}Yi@3?iYg(V{thhP(6gHqIps1-Ay`nYA7O6?vwwyM}Zk(cPyo7I@f-7L?DQGcK zT_}qg)cyj!np9Bz(*j4D9Z;QG^C!Bdx)XPMm-dllU`!W!Eq@zQqy7hYC+?6|9W(ln zOb9sYrZ4+D278?;$Ey7YnojMH;Fb(V8~On?*jjk`6VKk`CP@{SswJ165_W>2hrQw8 zEJ?SUf>*w%<#v?&GsuSPa)n)*-PUK&G6~ZLHWKULC0<)oYL(wIe*mgS`Lu|pG>)sA z;RTMo*qa#u{DjKD)F(w%5k$;G3pV`?4|Z+_0l3ff$|=a>H1k?2fiDt0hNJz8c}Iui z^XKsc$M=`L^BsM+2*4QN<4&4@^Y`>stlDAL+gAllFt6Nik~58gcF|jb=dV=W;mC1E zSNpN4{>rG(#6?N1QNXOXPDJzg-Qc1X_isbPX>m-2^xM_&#Yu}12a+mZ`gXFo{#h&5 ztQ=$|hSs;&VaiH2z|+S{ez&g2cDePh9S{GdSLop@&v?D!Q=X)!w^7!GXp72L0sn~> zWZ4}y>O$6RNLw-0V4CwtH15jO7t01q%KdVi1j(aJKqebc4IntxZe)-|#cP}vj`s#P zZr@!*J(TGvP?{1igtvrCr-uPO6a3&bJEIbfj&Fm|Z5V^of!Lbg-U~m%#ivuM0oO!k z!(i?L&cyIfJJB8;M|@nw?kMau#UJ6GY-}ZJ6o^&_W~e|27AAY0wL{eOD0!)|0hwBA zhixsFza{H?+JL&UoTWpZVKb{AM5xZ1Lb&BEyPQ;ub4a9}He%mRXxOT7 zv8yA4;)yqEoDO=5_6@aQ%ozrikJEGiUtQ-F)C3UcVHHrR3Wy*mAieh*0*F-UMd`hF z2t_&(>Am+30s^6#P$dL~(4~bc5F`-kLg=02ZtiAo=H}k^VR!#C`>?z7oBh5$6{<{c zkUn2GdI7F~`i}edBhU*5)R_$L4lm2F2(sf^l3VByh1M_@Xf`{$D!4v)nSi_;Hzz!g zz{9i*dMOUJ1zhxfctKxbod`@RT^anmZsi1aTdB$=8_)JERr2m2p^r;Yww{612^q$q zx|hEY=eDNSV+jK6$VD>Of3(cH(Kw7v!>DuX*}$3j6=lTOdpG{mY?JV}anjO=TF|my zA&=$Iglzy$n-4<>^sBBZ?xXuUsI<%oPRaZ zqH;S4mvZ4-!sYbPRghbwi_IL2;%69Jtc0OdOMSRaA=f}|j2e^Di*iU-LXXKsD>PR# z8JzBu@CBuDo+UnNAWNIE9)Vt*quecVhQE3$1NzhGagZqya&Q7Ht{@a95U{dwf4t@7 zg2{=KfC~!N%SO}N5`5*5^-(cSNM!%b)Sktz^h9GtGeJw#D z;HK`R3sC^YT8hYL`h&I1%aB9}-t0RcdGK>@Jz!W^Q_^=W<}dGKE8pjSe*bzYv)Rf1 zASTO@r4Odqt+#m)R&&elMM6 zn^++d$l?BzPuLQnz-U}THF9Vc@p_fZSDlzph(E%Y^Bp&T#BrQkWT>sSOYy)w(-$yk zzpZVSnB`kD{X=XTeGRru>i83_!QhV^y?NMMzGvJCS=_eF1{-U!2GtV_RwXqDo;*py zmY~gJ5|g)E4|iz@S;Gw8VRK5?UC66-lAJiG6gqUHf(>%1s-OA%^0g1OYbJUT+)?FQ zUi=o})7oCN_9>V1k>)N;-Di_VPRAY`TNyOqr`w1wux+CVnDLJzd?$+RHJxa)ved0r zp~;)UR|uS4(@x;gbq*%0b^=ySm1wH+(yAsVcFRBBgv(PHiOS@NJY}+Bh#SHBQL?Rs zU66)%2xI%u@7zlY*7~HdcwL;-UJ!_Sur6Px9v@5b8Ya%UIU!}It~BRCx*^!GQWc#( zq4JvaPbNA6M_&0*{X8ZdLVr*V4J~ z>x9tMc^H+P4Ez=|ZWW`*-Mx1Tu!u20`@Da632Vo!Q zO6_(kEUg#M;v1DrZkI;Gj9Z#(pgFGCGQly|>ZNdkU}j|D1i8+G9g8{|HH{RdG6D$Y zq&l0Gex4*3p9iY;3g78oM6xdMGbfwGxVwGp-?wsS2t>HmnMAa%Ie=iqPU+`qEb)!ta<1u zK10NvXW}VO+S?e;3gJLTf{V)>!LoE=`^=@rQ0g=q&-mEm^z>s8c%kRql@)CoVq8&P z$$o0I9{zTbj(7OzXmB;0oniU>KrJCFBoqREaQ+}RmT2T7V}=r4!&F^IoqmXM}q82PP zhl|@cL81MO=qe8|(Qk+IU2=?NfU5DF`{R~x!3Ij)=ufqNcrSWaHV#0Nl2T(KWL*XD z;sk^B;M^RQrPb0EGdu@hgFB?OOg=Cc%v1zXLJe;I*l{%`Bf@zC048KFH$wBX{$R0= zVis8ls$+1Am*J#1dm)zZ3u--GBzqoq7Fpm#cqbWP5r@MA+KgA7xFHd%HpK>c>{WwmsmgET1 zfaMVJj<$?rXdNebVcpU9c&}uoUmEq+_?=uJAWoPpEQg7#7`=ld^ull7k`##DCh=h3jwOh zo`;lDG{_@&pJc8Y^e0=$*5-m*38|JNRXYjae?~u~T35&83V!!7TX{ciT~wBiYoT{G zLe)`@^?A@6JL0>+x*=ZUKjW4exWO|1mnTT89`N8&zE*$hrwk4$mDme56}gKpDy{)L zT5}|-c0Uncn1%B=>*<$*w3fNJ?EP1rNAZneSw3C!Z{p|ic;UULeX7Y8gqJqhKbxyP z$y&3W&ssMOt;OMqH%f%V`Y=Pve8&lOk8^2Q>P;0pj|q0RS5*q0c=@GuVPlV&dV19u z1HSPL@Vi|qU!5iW=sw)+lV)PD$kCoT>FUedk=YoL(YSwj!qoo!8fB)2cr5M-QshSX zB4y6q_;K*2vIZ+f>bv6me^&C7$7nlk{%MehKt*_Fvj1+`Lu<+Nf7JM<0+Ng$J9%+4Vs%leuYz12aevU^W7FD7y*- zyfTYX3)L0lm2L2HlG8_GkDNKPP!k8HSFNTa$YA}rX$$WrfJH{d84zI{GnUR@VW`;^ zXLnwK-z?%TCfAQTf3}v5MY3cM-I^v=Vo=sT7kgfr_BBHR_0zV1D6{&Bxr~#4HO+3* z9ZAj=i)9P4Wc1P@7wq;@f#At1(^F_>KI9{O;sagJ(pSS;V+9jhJu zL?Xm!F@7XwHKa5}2nm4y^#dsU9QuUh=25pcq*U9rKaBIj^ApLIyU$gn+`&@1+e*m= zAUH8RevpJM-xoZvIix80@Ns4BAoeIRqIk%a+0ICMQ!w}%DOO_h++}hXt z?Nxh6frV)8supVP^_FV*Gw0&J+$D}D0YdUIPwkTCt-%jD4ll=d8tUym)#F(uco0nc z!Uc`Np!N$T%~%V}an7sz*My4AJg7&N)&SZ3f~3mwd5QL~Ub~Q?k$(1pKa{2hMNWdW zP(Qpn-m9I2nJcp^+Pd@f>&m^~&$ElVuJ(731Ln9@tGJi^dYv0e@$L{ur8r(t8RzESwr`yx!baQw40m(b@A2m1M|4q1 zNt{`;;gy-nSJII)89d=d5&>Eom$OnG6W`Lh4sf$uNM3>HNPKftg-A_Zzulo#d+1Tc z6_FpnTywz9C2sVk8`mo#hy2vj-^_c{A>1c<#~-7=N#`|B+l5nbkpl9K$9lBfz)jT$ zR_D#fjWt=MWp?38To&pzb77-&j$8Z!ZBbNvNz&W18w{ zPXg;!TWMGUjm$Nbmz|k>n=AEZDXahXGyk5fjH)i+}ljALYTMeUt_IbeN?=)Lc-Kt?EJ_eq( z;i{Xz$}p^z$Fyi<(E@jASu%q{=^`Vez+Lp$prf-*xJ5F0QEKZj-`Vf(f+g)Ru`0>? z9toz9$L;+qckTx+%nJ$wrN4@a%#DiJ&Ki$~Dt|cLlMUFv2?@F96~FA?_R}x9#{KBy zFAuO?neDczo&mr0`SlaX%+-kez8l7cUaJ{hFWEk}(9FAbdh>Jjg1oIc=#>^0j96Tx zF&38#V>hOw9m+S`PG9X2Z^)U9+P1IsaHIPZ=&JGkV&f%{_eSiV=xVr+zW z-R_8=>h>0Szh%jXZUZ~>!_>)O`cBoR9`o#6c-_8>nbw&i3^9!GNQq*%)oH=n2bOur z+y9E(;e(!>mu(mE)56K~(i0iaw#FP9ipZy>-+H&&<(EEj`z9kf^T~8p%xv9IaJOgs zm*0?9Ua2Sa>k`47Oq%x+v!q*I(8j}mXz<zLAi zSu(3uyuW`A?d2WRf}Zoz8|K}ejk3&lSu*<86%xGmyV{A+YC>>0;{9^~+PZ(9) zRYw{!nEQS+lH)dv<)*HFPX+4jIfWJ%Jyj)rEjHV1QFOAuIV_6?F55n6JyFv6DB}h? zP%3V@SGX`Kf(pJK(UJhyh$PZlpxLIK_3n=b3 z%1CzdKO@)wHaPuH_$nmHD8TriF)R?s|31Lej^9w%&Yu6Bf(g)0*jmzBOwd}y)?QRt zLQ+J+NgFxA$Na`md&*Q=lEA z*j{Al`dx86xJ9j8jNlPV5{_S9Pe`6kzQV3`NfX7x`__DjSd>~ zz8#f3J%_G;=~lFXrtmKjdU@=`h6oU%1PCr|EWl&!lcTZJO-qvBV!Z8mgF64dtA81R zclX_CAIZx&W{^bEPeBPXc1t$U1i^6{@1Am8*lPE~JBQ}xfH z7UNecd~Ef@CfkTFh~DobKVKXn2cgJ{rDkq5PpsWVJ7#jv#3Jp6=o)DHDZbaPa!$0O z?Ju~ajX<%EQ{#}bJ)vz;YbLt_!Rme) zD|pFAasA^0aKx&J`38wC;bcuqbI>r$69O|akDBNuSH5hQQHrzu*E;T5b$8l?23&@A1PD@uZTlEMFR?qBxQ&=L7g zq1~Y(fz&~s{2|~2nJMnW{d;8HVg4yDs%ai8jGc*q)PET1sWI$*nO^0bq~rk6XuuQS z-y}auMJ`;*D7zkC3w#^(E?fb)2@L??@iv4PE4GF8fNLMj2Pp(^?2O0;QP{6gne!6)>Z`NeVLNm9`QHGMko5@1DQR`q*`L2@l6(ydqb@`gEzKax zvf-u-%uV;N)xDmJ_0t4~fay)FU0maLjS3UJ9RX#d9EFnJg8(a^vAgx0cKs%E2^WYB zr8g?>eLv+;BU^h2y3hB8AtunGXOlWrxg<2cZ=9bkS^oOy7>cScD@KY;-A198bVo`j z{HA6t)Em+rIJd61ZhVUYsn7pBr!6D|l*8uZ7Cfcudq1>M`mNG~N01?H#RfA5hXhAo}%_+di);LD6;O&jmEf2RJP$uq>=%u|Rk5bxDy`xg_PzGM$grOQf3^3&S4L(ixhOf;zwx_HB8y$#}M zFNAieJy_EG>g#0Iqo@P?VKb!1La$dK$6jLrlzt?v?Z4(|v0`g{kL7f`TH zd{mG_pePN5`rLWEji~vO1OPJqe!Skd2vagnX<^kBY7vvffPt$r+yNNDjqCf5UO(6J z(k8`Ab)VQD_k$M#4_`e!go61^mX>}UH^-$Lypqd7O>?_l(k7PnuaXbc)YXT*EVb1R zdq>`+lU+9s6GJrwAp^f+7!bW&Izijsp505UIz7FAWnvUVEu`RX?`+3DFU`C!I+BpW zS(iSf-<*!mY?bY~P5@xNIOD#q94RBq;yi~u&ZJQQ(b@#u+2SxoRga!?qnrojRdYC} z+Bi?fTxv+$kZNU)1|w_>2f=B((^HzTjK3|}qT*t!*b}!aA*u1}aS)UV5I(nLiaesF zYkhKtf#XH(^2CBfXCN@T3p_mNk(xrfc-VDwFvY!s9?s9%=K+mYB_3(HW0ea$)v8IV z1lN=NxAA|eA9zll=GQl?P~i96{Y5dakVR8*M^)9gOlrZj59-fKf3F9w@nB_TwNPapHJB|3VG;(X9`Py#hFg2zm{ zlOF+HVK-(J)&RnBZj$6Q;Q~;B${R~gQK4EXl#{EnuszdQG@Ud(MjBI|t6OPw^a+%H zSkoR<33NLv(_a6!vgBVJhW5iA+yzbvGnB0Q^QWR42M&jhqo%p&5a7*BNQ*>`EZ6;v zBUl8lI$bgvnhH_h{FkU%-Psv4Q{4uZSOObtIM<6gP=F&VG0|6q&bUIQvTl``#If~V zZC~zV1(b@ujWWr_L^t#rXnoGDFibgYM6$uD!T`8VM4(YjQoX;iK0+r98w zlA-$+i&9Z^7U%!dok2Bj!E=uk);rA&=oae!W>mW-53uVKVKx7f-H;QE0M+9a|EYmoSD?IE3`o4E4y2&eP zBira&JB~m59fk&>Hj_6@+?7T2YrbzB?E|*uQGoR!?EREN=V55VUq_y~UY_0yNygBw z3NiaOYeJ`{oWEI_y@wfdgGvnt?qjVc%BCFiR-)4X%Ba_sSa?0e%OTWaB`(h88iF?Z zO0*VTFI6mq;MYkkr&O>U&jT?IJsu_W)?t7m=NubE#xPRPk`|&8@`p7W%WqOBmD(0rs*%S zLqM;Yg_vvfMgcf^u~fLKMANCR=V(+UE;rr0dN%!N%w*zt?-YNS1U`aUY#@FP{VBl3 zZ$=A~Q=l9=FtJF^1&#ODLxMfTcf7qVX`ys}MOm5GreZHQIS^COFsDer1{It?^T_}y z3|_UwGH!!<1X7G6Ox)HT&fi&kZYAS9J?BHn)VA(rFOjxMU#*Q7D8diA5xb#;k>*V` z$<*6QRxqDfZnJdQV>BR9Z|JG0q6>g25hdsXYD-Wr7qm&$Yn!hfgSiP)&>l*c*xtTI z%E*ToZ}AFO9-WY_uY;E9{LtbbzKjCdHo}JMYs~x#s`v%0OXltuD`_vorH`VV#t4zL z-;HspzqWy1+?*%fxYq;?yTWJVXrU#^PfX`2*x%Y%5H%}pO9^*)8NJ?K&FKN;=E=;U zWGlF>I7zl5RtFx9bT(KH74Ub*w&1_6#t`Io5D%hqgvqg1g<%a+t6~L&``x9G{0Uqt z;p=~Xx0i${TWXuTEdrx-yD#_MJ)+NqA>wVdO(qH$P5YXf9s-A;H*Q^+}_I}LU7!#K zMU!2!^{5EfHtD!Bl{y1}k{Ea}?IsFI%$Vg0}S|Cc$;K_6;EQ=vcL-hybqKVjufHv2789Q7oq<|fEp7@X-oj*y|3C)~8!?d_ zQyzo5L)r2A9oqrGppGR}S;1*uk3*hVgh9K?Cbi@qH$26(yr4gyk%_{BZRj@V^ zEzfx%ZO>6#Ia~NgRY5)y3w3fW=w7evPRQ%Y)3?MjgSL@d`?y#}%j(!rK4K*zS^1Oh zZ8uw=+qI?Eexcq)5FzaS4}YVbHN@qtnZ5cD)Euh#yvqt;NdxMBm2UZQ6=d|>*kj{d z)MYUgzC8gy9=Snqy9U^-f?XxHlXr|!`pPu`jVTmX9}B9fGlz6#zsggUX#S15B!=k{ ziNgMdgaeDkC6B@^NRgm$Jd1I~uY!F%^Rh@KRze32hg^4(4b*9CaxSneHV20*oakX7 zyI)vD_W~P01_4Qknhrai)J&1%CXKBhK?>8nuxj6)GBO)`{P#RT$Hj?H1C;nw(AKUU zMv(0uYk;CAF&@^6{e^@VQloPz19=8WgvBJg7tdO!Ae%h;7B1Vim8;PiisrIC*lN!g zky2`qE-);%AU8@+eccX@z3Rd?BR3@P8BV}Jw-XXzxn?<^QB`GXaFGGqYtM7@7{U(iNkX&8 z^fl2va;26@13sB@a1Ty=&%w0^zg;8R8!Z7}<;Z4Fy5gR(L8NXG4l--Ue&jUFzy-fD zl)@~ERIv3CBJzX$>n?B3QUcn9jFgtWDB9X{a0|HN7(}wR^bsWikRb zwY<7(!cGc~$|u;$LD!(;YZya)`}Y(0GpP2`X)qYsGS!0!NH3*I;f z>@&E_45n0ShU9Oc4%+P`K_ha#1f1i`ETa(P(qF*H!%K;3d`>~8%Sm-umNvWf;yZ86 z3eC#5UC%8xOPbI}UBC z5{>K~091P~n}=$I4tvU$vhIKq)V$zMRow+U33b#En0MNj>+>X9Y#{Dtye#Y+2?T(w^e+>kybAXLf$&j4qSi)!p8kS&bT#k0$3U0|JvkMm^ENDgtUMJ zVDeUx6JTk$v^r4`%GRa_;7!D|G-41kP%duvG-Q7eJatxX?*G?NPwVQ%ZM7x%?idt| zwj(MfsSVePF^!EHa)<|tF|opu*}V2Uc{PaJzVux~bG$uyOD}cP+$k%!ZZ+mY9w?J& zsqwm1XeJ+~F_M7L1B4|9qCu#!Fr9LUX^#VR$3YK~#c)vIhp>B%^8II$^HGABlbz*3 zJ63<;u-FoH&w$F@iUjZ_EGo|B~gBI^aSV+`OI67%Ts1ICejgYhCo4uMXo;FS{H zjrt1&sXvG*`gXAu(KPntwrRCB+0G1|M2zw2;JARIF?ZvE7~=7iXKrO2MgAVW_4$iK znoMiedBvq1mYIvXn&G1YYXm6xD0ev?)hF&Rv(ITjdGQ8gJfGtkk^_yKtckH408sH!Ie*W1L%Wk zxl))JtZT!!7q|0W&~0k{GCzTOj3Xjj6rh#Sgz`w~0Ar}gOJ2i}RD!sDz?8d61LyM~ z66KbR)a3ZZNTcDY_rivJzwj{)(JMcsG{*JEK@5sQo&w*nBqmx=QeNjK5nAdQx2k$uTOT5ED2}V&l;^ zO2NW&Wv=VE^$bqySxB*g0DjX~U9gYHX@@Ep#qAs3OXyBAl|aL%D!5 zAk>c6C_drYQ#;I@Qk}4*&^A+D%WxxEM|mEtVvV&ET5I7i8mx*8CuZrmBr9KlgJr)3 zPP-+smt-rtqDGO76|I#_V;svb8;(+|>_U+wdXRE9JK4Zy zVx;*6`oN_qZp#^^?GvEwqCJ$@hKxD%o zwOSrmd_~^R`!vp-uZOUWEQ4O}-@gG5S8;&$l}dpwzn7P+oz3o_i>r?lgpWFJr-#lg z3(nqQ@Z_GhH}*fi-VX*lyo&&XF5kEJ>94KcA4l(>Z^Bjwzo+M;ua}?CmDh6vKq+Hy z*W2;)@|R2S{^>F>nuH<5L-p&K z+Ro!wE{y5f?2+PdMS{KBwd~rP?X3&MRoLmBO`jP2Mvj4a8`ot^IY=jZRY zX~N$3_v6lupYC4I=jWpxdw>oA;HLt}WiMPVS3_x&v9})}%FM#ia6v`LTc%}Q*bMfb zMd=Gt&MIch&C1+5p%^eqg~cSY0|f5<-4q#|B1tX5#;rcWcM&LxfvER&5m*;LuraaU z5pN71-h>~VLGZ(oBt*^V(O(+-jO)C)w(oi0{|4CKZ142of1Mtogp9=kOy=mc2e7i$ zq1eo)0X5O{Zwhzj0)g+q#_=rI-_t6Q(sfR1n3z^c*)ql+Qo&!b~1s`sviy0-^XdbnK=t_Ko6KKX6pej zM@prr6MO?oDQZyt^Sd0c%q%+sqdt#8t&w&6=6jM~8{^^f9%4q$=u0{4s<6FVpj7YaXZ%2|^w8<_b4`mBg$6^vKhRRMF8wgAx6NPW= z`QT|be+pF{CBM7NHK7X!i}TCsMkV>*(jxnI&vFTYJWlws$U^=M*!d!^MT>=C-9knM z#~nTV%y&hcs?IWdrmm7l9e@9_x!f?GcM zPKmgPcd73pRv8Bo{)R3>^ATN>gZ;Iqn&q|9ytdTS+}WzL&}52nLi#d^-ME%dCKy5& z-fK({LYsp{aCN2#194wY`fQ1lr)mfe5MRD%N0XmN?=9y-Bln^neDf1=U%+^vB!-X4~55co7jUt$RWF7XeKYry2 z3Ga$iC%oc6r=*EmpAg;f2wRj?qqEHdZ&yd81g%=n?w;$j*Q3pPFYtq-gz{d@tDN^# zcvt;^Nie}3^euFOvx}oaP`MXh69E=L1!eS?T){`hah>x;n$1^TgAYqBuE2Bu8lir# zukX*^8>Ycl_xo_`3**jCo_gG+!RF`5WNT}s-xm#Jqet`LfLK1&7L1o2$4i7LG_y*`CD-6DG$cqQ~cT~MCm=uhM3!i3y^OV}%+o#}!Mgo8Q^@-*!J zk6Fj>xW_wk6M2~QcG?4(-Nap7x&T}_rrb}8y`${ZVmX;pVh11k+Xzmq@bfLQuI$Cc zCM#&Z!EewzHAW&HRV z{4}+_XTa312}OkcD~^X+xmicH_mtTOR83C71ja#n{;`FD@_9DSars%UwG|Lr61j+SCfju*(a)oN`V?;c@ZBw}&o* zI!vTAZmv#*EQ&BW?*bl?rr8}4tW@kXkCbUKzM+Q014NEVs`WujEK`G)ZCA{PsmiZm zTwa5@c?a=wolt?R@vV#4(fQEeLCWx{aKI$(Hbez&!q%axbv?*%pcH>8vLG3PkoQt^ z<{llZGw`x#xIW=1u0&q51azcmUGW83{r+-6Bp1<5&x3Pf&IKrQ2dAZNVq26Jb6d=C z$2V*w4p_Xq$N(M{Ib0>K1lRoYn?+LP+AZE?XfgQ5M^?0XOoIa4Pw2~yFfwrp;+3NF z_G*mN5ggoX8p=^WHp4bFUjDtrdSYl@+RaHOQK| za=s^(zP7eXYXC=Mmls@+mbnjBXUwO(_yv!9qrJMpT2QIPx>2Q1l7Rho5L>Xi3p22X z`ulPHbdpJgJ?+vp@9QBKtG3J;hO5e=#dn#rT>j>criS`kZPu!j#+MJ6L209N8aT?D z=E81l1>LB;C!c4douHVO2n5~9o3o!Hx!z{goNvbUT)-1;Q->jNrFLe9H;h^oVLVA| zr46_$CS{-Mq<{+|l@ctzAj#Ttio$VPmwPdqyXDG4`JN#HscMTj*MI zA+a|Dt;R#Uj*fc{$3-Px+0oad0NjOx9P?C{gFx+JNX?fcci3Om*K8ASRQbcETBaJb z;~L@D9DochZfqJY+Md+i2TYWjWKAW~45q#5ASTHbUt5DtQzo%rNu2jPQ)me}Zu!9G zHrVr4p!;M<(ttE{?qa~ync+4&SKAl(n6&;S1JE|&(mKpd*uUK-i9TQ!rH#&Lf?q^r zIG2p^Y7B!J2mR)1fJ}B4Ay-XgIM596HsXg}0kKWB_UMh9G0f3>s|_*BksP;*s!p~E z{)(|@$o4r^Wo*zcBTz0Q>3I^)Q-~Xp>I3JCQD?m@8U-%ekso-+YU;c8>U~)98n;21 z<>VyCF6*=2T@x@1(=b?rMiJ*DAOmgxgz4r0;tvk@Ip?Sex~PkR#}flA&~> zpTC#V#dSU+vxg6aK^sMMw_wk2D4GI57fxxF5g7gHC9b27)o{c7eNkf-%{B`4w?jtP z+F?OTcUxnOHl(03USR=`R1=o`uBRJYe&5Q#NSAs_FXWDFnmMpp5ruF)>-O;4$zLM` zdW0wO^7{8PE(#~S&Z_;=DVO{`aQ~irv z3oyi{FkwDm%u1Nt(FZ=37T`k?=g=c>$y4+~Xkpy3p^Dm%aOie9^o{zi`~64JKcp2f zFOO2q^9fp!A&;G+fGmgJkhi}UB1_r#lc3Gp>rqYzeOGUh5#qEoU}yHN!GK?1 zD3hA0z~xsKQxZnMksaBA$Ox58>|ydj5Eo*BjD_5KNDbfjEhYZlsowW3K!p9xV*a{D zNWwU*H&96PwS2AMlKz+spfmv*Fv@i@Z5V==N}N|vP{7_(@&ZM@mydvppJ7d=n$jV3 zIYCeZcZlG_k*?d~)T2sZ5Y&Ykpf4~q>{pgu9I(8Rx>sh`^twWA3xCwXW}Nv-KfR;j zV6Unz@x2ZKGCo%Omn1*5-@xU$4?4MytJf9?oexhxzZe%Mn>|<2ytft&bTYo%q&s94 z>Nga+zt`STMt$xadnUBSNWdYZTmVfEQXff!=L||HlYRg`z||w+n8Di0*@?|b>0QIS zPd*=^m4K!mcf7%ZU+-^Mwq41<7YWcq%f18{X9>`OejxtDJ_&JWFD^u{hnLbH!ZcEO z{3K>(R1h}Sv^!Q1a$we^01#XN3p)$j|JzAv)|QLg>VV&R(Xd=&s7UzNBK9Zh6Cqp| zi`w6NqF+bo7#o#CCQ3)kkedJgAXx8l@wL-(LCuef_NDj3OAJf44Xz4BEBo7rR#uW9 zD1#v9R1jajPeV)_tPPDlJElz(s5$J*tn0Z@Ov4oTQ4s)ueXInpp=T;35^Xys0%y4; zV;Ce)hQt1=ICMmpoatmI#0rTaq2f3#1n)f1k8-FC9cqzn!xW@zUqJDaBOF2>T3g{Z zu%JAkCLE+dA*RV-Q9#TedX2G50D@V@c{XHjiQNvD zi$fzaUVZ@_>4I5oG^RvPP}BIAmTR7OwhR2`j?zbg3XK-`2SQv@pN+BoWR+WWjrKt6fqPd@ zrL@pfQj^lXZ5K-}T@io(JfW=v650!8T^$7=d34)l{+pxREfExE#rj2qj>{y4mIw_zbwPVF;g#Q@h79nuO-?$M^#p2R8xe} zRR#Y(Hy6YZYF=78F;Fb!u#9B@VsLXAgI*||PJ(VtU>BByACMJl+hEGRaXV&K)Hde6mT*`zDxo08|n5Lucn?Gmud?wxe@ zeqY^qNX}oCq9ja()#mYk9ca9iT{+?-ja(dsJYim@Vcr(d47%BpFhY;XfII=f1MU-} z?h|1j$GIllFjiMGoWWvdF6=sMY>^)>9CN1j1^LoYm}S!3<~$npD@5_DOvJ_J9v$&F zL`5&MSAOpW4AnRF^T^n`cEwT?FjLOFHS2k?Tt3`+A;-FQO$jRFpi3UAibedgScxXtzpOyp8~vj}F|TcQifYdy-9Xs!XzCljH7;BqBbu^D^Di=a7^#rpNz@3fo=9sJ0SF5};>CAw&J066C1UIIS zz8U9$T9fCiC#O^`HH%t&wEwEl_p_nM*3mf>&jl~*Qv8}a{!Qh zQ9WPd3Sws`++C#K2gt4*2MZ$a?i0H?zUP>a>yR$aruv4=tVp4z1he8GgkBuqZjMp& zH6v&zD2(~x7_j+}8RRurADk?kqastVIwjdP60rAWA1HQp96%8tlxy7jC!fDINGgpP z;H$W!V%HnvQMziFl@LlZVVDy?poaY5k#`Cuxu_P&qqeSj8XO)J+k&iCyZ-jBXIf5L z9Sg%3u&Hj55bNL6QL*^6F?GboradZ2BLbSvZD&cm(Sha-EPzsVzl7Wu@Y6u~0w%iR zc@6~x8VAO*0C411eFhVJRhvb}o}HQTlB#skkmyq&sD=acY17w-^#<{9I7|Rn@9KbS zX$>6z3vr?B>Gpa7y?dK3j!SjoX7C%V0dWO=q(Q(xh5hISByqtDaUGV)eDVmqoHX7k z)N|WJzq{k(?(y~U)L=vR_Q?kDI5}FXP^v*FPsm?P1}III=O(Xy4cmbMJD=5-PIml( z_>q?W^SYwH^9A(PyZN>Ez?gUA_xW^iwzW7qi^%+Q{B+Tox9!8t$17)WhPRNX@Z*`u zzyGw=f!oG3@&E1`M)iFhIz0zti)YNZlGj#>jc#seN z5VlsD0cl*HB<{i+q{ZTi0njxxkXAY-Jt7q737f$St!C56y+}A|xZ7MY zh{a>PkaIhIp z06;6%5>NYR3t98|O)EGsYxH(YKX5_0G{mZ2h_TnITKMIyInTUeuhblRC1XslIF&s< zT~xoj>ky>2#!{!h@t?X7T+_Qr+qeb?)G%xIFjPC&HmTdQQ|=%y=xTSe#cMGZlX^{? zX&RMf#Y;05OLJyczHNwP3UGvFc7Ti&3m7u2ii%tO2xq@sD7M;_Et*`?yM3GRuZq?=jO?G4e&tbJZzSK(X**=ezlncv z@!H`XW|@DmDE*J&!hFQ{yDn7b!IV zTo~G1+X-YmnFq}#d?T8%c9OxEC9yIi19PSAx&c$PqVa=-0)w(~asQXoQM3*UfHeLq zxtabqw#yX)8ThYcP7~Vum*RzsfKdEb{@(#tF82RdMCv6@S_cWDg}(3))9Fah-DL_Q zp)ev@{wJ=|#N*15Br?*)wtKw3iK7sxd>-;X@P4h8{92A3`2OpwHb<4IzMOgeC89yb z;A)pbuBX(xY#IKerh$-}b2+(Jc`3Onu=eI7$G@$-OG*`9fIBElx%kbHVeXlcQ+;aNdyHbo*KZYXSCReU0mLw}^j z5Q9@e5eec#Fajtg5)oRY_pFH{IPt+LUR3ZDu~R-4Y+#J=d)Ag@?pZMiT0g^w#0QmG*!T6>^Ma=)rmo?x$OojqO_BOh{Evf|!#jl6 z1*2&HDScq>v;@$9RMm=uWP|*pitT@hOylwcL2M0_0;vW5FNFP{uvJqAMCU&Q$A6hD z1%Ubg<1#_cK8Oh^F)7vp^LQb+aU#u_d&M2=H#rcN}(iw$P;uR6PF3Z5nk<; zZ01?MdU3C~g5r6fZ~+9!gb!cjmidptN5vmeO|gNYG87J75PJ_@z7j1AhK<$s&&+ZK9K3|>p02{gW~u}zJ_gXAGkN@eP}e}ahX zrAGaa)#Bz#>(c>Y1!LjhWKFYD0HFYoN~bj;h>7XY2Z{@hFhLL_kxd1_3mq#F`9~sy zgGVaQ)2P`jYh28oC|cRkYT8{Wx*72Du5|Xhch@YxSk$_O`p)q0d|$ulA)8rAMTiz6 zPioX??LGCwy)0j3=S-oxe1`9tjR;l*r>S%a4=FV4?w~!G&{HZWkC`-aug3z=NS=(7 zxqHZi_i%I~kt0s`I2t$`oGW>gX;KzwxfDxuQPD2TVW3obxTl>Rot>TH!k0uLAtB1q zRlfdEXY1*mtkdddXX~QNr~%LS`%O3wTbJ-q36`kB1~G+b1RFT|YZs+=FiBR&X5XA* zVPc--s}6ICib68vn%9QIszU;(|AG&JiQYinYS6_&Y0&a3R)C<1FgjsHUL#kGX}SqE z8M_4o1YO${KcFHDsY7wZzk)JF<4P zGaE`wm#`wySw@uIm$=U1t$Eo4_RB(+jA=4(9E2jMWX?s-+bom9Td@E}cLl@9^)Vhv zZA;G4C9Oy35!%iH^8aGcYeP$OPM770VQD)x%Vq1~2d^w(==4_&NHMNG%F8X~oy=t^xP`JXVG+_RN^5;)E=l!K7EdbH;qbXe7;H_ae@IwN2c$by42Z2c~5@ zDq7oG820r85ejQsU=tB{L%Zc@pSxRYM`>+T$hQRASo_!KBQNt?J zTQdA4cx&$C1P!tjw&GJF+{Xh~a>emG$}``xB+*5jhCb3nE>MxoP{+LR-J}59jbosIzbXTnC5VO= z@tZQz=GN%3Oz3~|SHVlIuousC7Kc1G<&|U%3_Ar8+SqSLIN%qA@kTYcu4UInTYkvRQ5!ltcCb!jxeJ`AvXnLRG z%ZQO>+mhW**tK1^^ylIB!GA7#ABbf|Zr#O&uqYbV@I}n)M5RR7BuNYIv`#6Qsmoq7 z^7lfpnCIxqy#0uR<~S|39>8D|;e3=EnW4-DcOXJ+EyWOCtd$6}r9do4%$ z{URN?k>r7e7?UZZD4OR$TLGB?({;y6+mpo8)2Fx{=tDEdW@$rneAW~(#f=bSK_1lA zRFxLbrbq<1m>zDSllP$=;=&yL{K7>I8T>WZHz0=}s~Lx)fX97e48w%2rG@Q0C*mG+ zyi%T*q$LRAPq!w&Oq8X7|#?!@C|jYAx1P zEH^bf1cre)ht963gNrET>OBxBJit9H(;*I*iy3>51^K#|LY_bpHiqmEYPcMp4PsoOH)KEPk%&1)H|d&05x7e z0{pA!RFVo5YJODS`XA@6=F=qrBY)iP|lWse3$-r3I&h?F18`2`*~LVV?u zwTd*ZEP+{T&!kF7W3yAVhB{P|p_8lvxKq8rHhkyLxS=w zRi7q&fJF$6MeR&Sx#`U6M&wfQss5veC`jepY4zYCrUl>fZ3b0$uJ^D!TJaT{-{b~x z$@kFgKbxb)$NJqqNC!Qxo((VotsPJcDe>1Baz5;6iSeM0jdbAgmj_H}O@ zNz>Vd_W*R-V2&CmQdQW0&B~j3mP9kPpA{<2;pqu zaslHFF;3RuVH@NUJVLjkFSW_k*`8^YK{hgmBK6d2=|MfQAgpM(wrwKZ#M`bD@W5g8 zsnCG=3Gry;)OJBC?6h6S&de0vA6MLrJ$(l0-=ARcl7e~qyJXS@OqKP?shkin+70Qq ztJ2oaFda`n#Y`QaN<}$Zf+JbE3qw2`Z=k5X>~*fg1s%gLmRWJ-`CS*0&>c*48?7|* z>JWDyU{-hC7~B|&Cn8VHG`$=H4-XwfEG2Zt@4}!UA=7>d&Z0n2D9f+P`eW|vV30Le z=6$-;yPs=|bakuKA`}VERdECWTLHqy9x)WZfb21X*EU)H-X}e2@!^S!CO&|cDLiaQ zE5^w9eN*(>KP&ua>WCQGr9lXBwTF2otAFnh*B!lV#!S_^W0&L7+@8S0HLfzy#8A82 z`D!5Iy;i|FR-zax?id4LwgNesGuSqX zZ6UN`pK)>$2G(A<9jJt`T1Hn=w4Qjz)CVeIPzS`dXEe5d9_2b1O&(VsGiRc5m_oQEcdl%wGqre4`DyxC+Wt;QWfW$Rk)x*m(oN=`Fv-QPY zl4Hc#@3+mft2Y^ZuDL_No4YN8oPCVFtf8sGO6creVEI%r zd1{rd$+mg}m-BqjD+9U@lYRMyM2*Yl?2EJGabL(yr~b;~!jB%G!0=`$`qwEyfhZQM zwyr?A!KGnVn*o^PP>jHoCn~c-jya`1qC)lOMc(d%K&z=A8jA+t3LGQ)o&wuS!2j3w zY3sOBJrGw!{D%vko_j5dF~7U$8%{)=-W;_ba-e6aNtiPoy|S{#&EaM5UPM?VGpN#c zQusk50Fjl^L7R&rin#S|um*alCgF&~|jrURu=FLRUi3OspF)A%N zH*i*~qjh+VELB9+0vd%N(9o#;W5vSy5yAEO;dz0QPEG@-({C?!yilBj2!auczhj*m zCLUG+2^1R>#ea;_!f>Ois~K0c<90)}W~!T820Bf?VZWP`DF0V~{_l__fb0MJ`%o`Y zL1B;yZusU4jXMxYJMn2YzCxO9s~83%9R6DGB1W37y5YLcK|!CF%hB?w^5fH%GB=~6 z!cHJ!Eem%YUe0)DV`kopt21>d7NI*P8AESJex>%-K5iOoda484Ad~d%a`x)^?QEuM zr8)71a3cjEEhgceYRgCp?fX?zIeo-7U*GZ}bm&Pobh-5_m*O`vXWUj@k9&d49~l~qu&_T-Q;jY<-djjxYVjO>PuR)d&_ zg$0?TF4Yi=!K!|lUQeO5wZ={c6R5!$>QX*IusrDBe3#{ z{>u(_k1Ki%W)=}1ywxtLUK16BiTOWYzyZvZ_M!tK1OO_Cauw5C6H_(4dg@-|y!N{x z^Y^Q{p8fI#F!d#S&vMUt=00S5GiITq3>Y`A8PWc&)@n4pYjjCt(Bm?5zRkh@RsTjP z*B#kE)ktR!l9j;~o-t%Z0FS(>iFRK*C#2AzdC5os)iV+e)zjlH;As{^%!n#XV9GaT z?h+Qe3*f`~9vUkhjRsr~pFLpIp7T4g({S?}rzu>ay?W+kSl zW#%WR;Ui||A!g>IWu_Eb5mqftr!2T#JnOhd(`mz~V!^*k>gPs+>7 zN@bXljaEPskB%Y0WHwuGN}~|v74W=o3SXlJ)MrG@E0rV56a_=qQ!5GI=N*PGTg^w* z3p)+1VnYiXy+5AhPEJqfprs_TQ`58h9k)Rvw?_;FhpW|V)n{O7r^clD;DlasK)Mp^eEE*fLsz_avhSm>ib_wkTff1W%E<#S5cJsJOjnT}63Mugd z=82%+0#mC^F4iDY)8K7MH-1}B@Mp_#2Z7FTQY`89@Fs9w>#p`p8`TnV4uTb_- z_Eh#*_S`2r8xk9o3+}(Bf6@M`{>{^5tkXA@Gm*3Cp2{4|ob-xek9*>=;kN;{A+|xb zVYY#`p|-)c;kE&{A-6%dVYh*|p|`;Y*znnq+MwF7ZcJx#h7X&E)J?2nUlKyvo$yX1 zgz_R8!@RlIh5S0|iT|J}e_I+A;S#|>q{hD=p6fCi3~LUXf#T!tB8L;VZ38@foe*l? z_8AatJ}DlGgb~K>)BBmelBN-;-NO!8gb{ku-PPX^?7WMfq83uVDG(r;&Ji~Om`TX@ zuM$?o+r@pqRlgP+^Y{h4o=%fyCG*}+(z{JuM&t-eEnJPd5yyR|L`?ZScCic`Ng)W6((8b7PiRe@3D zu8fgtBEG6?hg;8IUEQ^cYo)*?m7{Icmy3$f>Ll_*S8OznGbro_AO3saI5zUK)fWAy zP%%HYm5i};Fdbdl;3iod@SMA7uT}w zF8bc|!I}j3?|`ng5uKmsLMFcVHgaDEM-vF&wlvH~PjSO?stB8ECZ2PdN>@%5c-H6oJ^b?v@Dnj4UM)i*Me(4lxJx>t)Vr(?% z*R!7AuRPReM0{$yfYekNntl~?7M<+v!7EE;6R)%u5Qc%88tYyc8y#)RCP6hdDHE&8 z7qoP$G!WO~UN~(%qivGANPNMP3u{_QJ>Cy|dcUFltSG&!RAU?Tf1J?Jx?(`F#TzM7 z*!NGqEyOfXu5IRh zkkU)`!rlf02)J&E>ySO2QTlyqr!PnQ>$q37elUY)MQt^U7rqgkZ_S=jW zfRqtj%k%os6A-X#X$ekL7mAWgGoI0e?JTM{AY?THi#6Y) z1g0PAdZy@_mOBxl)4X?8m}aEDtb=7Nv22ba%_V?f#fxT3r%3YJhbj~6Z> z=hINP(ws7STv)LTd&)rIp(1SgU*MioqRp_Zu>V11GE(3_TOtS8lh){f8E)&LqTCj8 z6JTO5DSu1e=A=%MrPj}{6$wkb2DNJj?&y*c+B5s`$IJt5oHa-d*N!Ha(~)B4rC?S^L1cAE7(KC{{V?Re=8?fxQyBJOuwEL{Za0sk-*fPy8d(UeZz^ zA7{|Ds~_BAqO64m!e-89iI#o@F@W7iT8Hd1O~afh3wCKD<|$O9!kQ|>j?(t-w`4Q| zZh^7pS?dT+Yz8O+ws4*LKL6$Zq#3vjL1}BHJt&{{6($@i8CKsNjgtJ6jboJK0U#w_ zevar{>yw>xU7o6+n3~BHguqN>-B_0hefIOs0_uZITM*r4#s{^>IeYN%QSlguffA3T zP0oA?oUURu>h3Xr0?BL&x!nkoDCA*(2;k}ISEiXnqt>oSHJPiZdV1r4maw2VMX5I}{C9JY za_igqrFTNnGq`Ewg#=~B^i0A#GZSYWG+}K?u~bhp86?~I?%f*ZPA%UE{_ekN3)DDc zF`!xB6HEO7>T{)r_<$gG*Ez(oj&r6X3Nlv9nqJggKu=IatlLb>!)orU5A0)VLyXr( zkzH?8HSLx2;})UFCY+^0H0qy`MksBd_PE0+!?`Nr7lR1gPQUDxZppI3QxqgsVBlGd z?i({_`t;a5Lj}pz|5LtDIhiofQylDa+Ec&ST!z|=w9BE~#!c@*s)dj1qk3+*u(7q_ z4zcX$E*tQvfUJ6^2CqV!0vg;9$xjdNL-M*^DvA~T=igaS_B2nWUFj5j_>^}@9aY{M zpWj{ur*xU4!>(#GF}I^ia;r&_beEbgp@xJ!n%2r1Dk8bhn|%xlnduOd6I(8aO;{(g zzP8J8D=3-jCRD8HLvib|C)goqdq^-FMPNzkX#P^?=tiayND&cP0z_5j`~iqrk(T$( zsKI&EDjpph64Lu@T~$+vwrT{pN9=0|rQ%#=#WH3q0{Wf!Jo$tXCmr`a=Pg;=nl<_2#9 zBz;~*w>PG}n2-N51N@PQVhFcjA0tTk&1KnI`5L)dS*fX6y15!gMg|5<#QFOzsi(_C zYgUEv!L2ynC#;^s}f zVa%iKP`;=TtY@CO@$NS^_HP*^G2*0^w`LC{eu1{>xhF8{6_qa%ggR4{q*%mQ1FI67 zi1YqqOs-J27*e8rs?rH=swBve&$_JBPKa&O^ZNLM<1)_H*MVet6Q2@ydw*Q%hWid=S3At(mWlrwyLtLu#pM#6FFIy zYxODkt*;;N%|2AYbtqq6kH5S3SLC)fI;;~Hz2U=5YPNr55!}8NCj4;5Af_p};E|U2 z7b(~jKPlIX&u6X{fITd((YtV~mbuERkY-Zkeb&^K zFKR~w=^-)Hc7ldZAMjP5YVK*?CKkh_M&nUKHqpVsT3Xalt9b#!rimoF+ zb#_Pa`R&e&nr3t5Qut=*$49IZchAVqFn`ky@SAwsoO#Ub!Qvi6BGJ(lQJFg$od*nS z&)SOGqB!y~{8mxwrB_La`YQw;JstnitibBgr<7FVb>o80$f$?hQ9xNul29_)`m|D< zDIhc~r_=2Nxp0At%EBb-KN(Y?y3RFZ^dGqXIq0)lv4V7hpDzyo5`xRV_33aTO8Q|7 zfIb%$cp3+OSurvraS|_n0{Xc>qZrLt6Yzv$kvnBz>$#x*Klc#O!`~A>hM(Lslm^T6 zKTojk3YOY&nr@+!)_z|1X+?%4i6!vi2rEoq?jTeoST<%|iL*zzCc~l^Xk9Ev->$Vo zcwzDku=P2IJXECpqj+&lNR|nPEvZ890Y(bQ9x0Pf$q6UyTF_sJVRp+Js@~(vlaHrR z;qt+3NMFcR`SfDa6hTj=8DVXub0x(vPg~9kI4dGvt*2LQ3AKWn6(DSGE?#rl$rwCtGaM0HdYtU15~Veo}5`i!)sVNidi z%wU8C_^QI^pg|eguY4cJ5+CyO-|vN74p>Fb-F|SO`DkbSClu05zJSG90}zX(Sm)-g zUEQrK>q^7oR3`%Tm>zk@U1|;v4z|#w&+Rz67{y+R{&A3?1=Q5NF_M}L|6*PUXg7OK zep<042L6=Skvq^)C&D5Rm!f!s?GwkgK2*fT$GH~Yy8Q*W5A-V^t4FU0`ge_Own0yr z0A*nXd|Ryg3TyBcY>BNY0_8I+rDanxFa)JZ@MiVpaW%{(bdNp|ER(f<5;=;Bq*#bK zsgDa7uKt6|VRI^n`bUHmW{W2GSNdvkGPWRG-13NOP6IuOSA1cREZ!i`80-;)&1^#V z_zILKDh0Az%Gc`Iscy%t1{MpCCBF5m3mRs6b@N&mm%P;AErz99!2ZX3>s`~xtWjIu z+N}HU&p`{Yd9(tLWlk>kvab7~?2?Cc4@d9#UWnb?>bImlfdj+FUGQZ0UC1h9VjYBB zc7=5IgqlaBes{+W=J_of=Aha~ft0B>@JzcBdfovT2;)Xtp}P+IjA%YkV-0)sO**ujp4i=z!SORwkatFlN7#~ec$!lQWkQc{W8_f_&bHeZ{vGEo@k8Zvv+ z#&YBtk;?I){GAcej37XX^Ydi-d)wFZW%kRcIrRv!iT6exARu_)oLyGI^xBoz5g57O zOH-txI88!DgKj!-X+aMY4{a#@{R*M>=kH>6XD}PVZ=J$urn-mhB?9gdq4_PL#uP z_4&Ia%>Psk7`aC&*BYYVE5wo{#Uu<*cIKTK4)x-N^@bFPMODVcNs<-Wz3g4}GClc% zNE~0)3CSZFxgYQ}!l#^i+dEkH!bfmjygO|08ag&#)a*vrHy|WoT{MiIN$`oGh&#gW z{3FKJVTE4QCq}Z0X*e9e@VWtrKc@S8A_W5F?b{!~4Z2i3i-9N9v*p&s_L*66{J1{} zWx&D8(S*Htg_O&n56PyK$>nq5UP;d-jUkwtj}ii!>XT+|1n z_{i}w?KW4~H+yKTVOcMukGcBjTMl>A37yZ1A8or}mq>Iw5>30n_--9upW+@q?Lo2e zmeK^ENj0ZjAg>9hVI9RiR>}+)8ua4GV1$M8jT?k!RH|h@vy(>!PAhY?DRKPk3PG;8 za!egj!pUBQSiq~YI-R>|JYe5~sVFEqXXmyHOkNB!quJ?!HelrYi6dIt2I;SIVY(nQKep4LVr6bmDO z6&t*64?FgsUp&N(divqVw=yM+CTu|qq^EpS)1)-j;*)o_e!+%f%`{f0SN#v#_7qZc zt}W(P^eAe-iT)E}L}Zh0`PDEXqxC@&;uRn8OPX48{=`%#D!ZnrOW3Xi3$<|7zLP97D|E*U#_Gc1C z0_`M1a1ixFy$$6n7MtQ9^@Xut;d#Vl4ntdJ+BJ2?F_5G#N1CbUKay!IaRC)S8hMz@L5p{CR#6_# zK-qP??mvfb=IbQ^e|O&}nWk0X6r8&JohhS?{4D9fp%yeF%;& z!X1F&#}7@QiUo0E;`JorgwX-b-mh9Zy;zEnBI{D8jv2~^7W;?jHkKD)3q*38e}#zE zZX7A_T^Ei_>064P{Qh?PcnVqxhQ5!OCB9w;8)DI;)0>m-ZP~K&;10fmoSqVj{2Y0V zgE9Qq7!>P*YD#*Vy)z5iVufJ%hiXS(LRo2GQ77?b$QwN*NQKM$&>3lQKYXP zLY4LAd$=B$=w=sD3=XNVYnvc zW)h?gli!pdrsKW=Ji|&edD{?$0Z}+c5Uf-&z!Z#ur`MUvq=PYDd{no%6iS<&imm^cy_)=st{*`LgMUDz4Rps zasQwv+ZjY&`7kkN88_iGr-9LvCk<&2>l+xX+c2Z@>1_v2`$DMG&?&dW4WAoc3?xex z@SE|E9?t((ohcs;Ltem87x9{U_QmnMuHSiGpQ5q#zV-xl7rok&ArP7tyrP>w+<6qj z>_R548>MHxqJN`Z77S*H;vdoVjh8^poyJf2U0&;*elj2q8s{Bv?`gJQXDkW1(xI%X z>bQ*`!*~K|>6lumXxeZ``}Vrtp!2H6na$m;JFC4+jW*%LC}|ODBUP?$_w=8{Pwxh^ zYKr*>y&F=|qbCZ6NPl%3`=chFGjnT|7*J^Whx*((q55#qR4>D=lx3Kle z7i9eM`nGRbiv2F>(s`y7Ex6wLrWd>bx8Xa!Jv_g%wOG$^{W zYL?J!O%go&X3n&M)q74*2vFzqbDdo0h}TzZU`riEXSj{zDDBPULv$}$aNFEEerdtH z-)!lj?w~Xvrs;L=pn@Pd>DTU{n1Ir?z_^HgPp~&eD8<0zV~m@MilMuPm`3nVO(W`A zH6%){+~NUUaY@-*kN%-Gqix3a?Rlpg50N-pDLO3+yJ7Wj5AQH?7?%o$X&5N!l;YgJ z2-R+K>-8{Sm5rz>#Y9m-sd^9pv5b%6q%F}(OYSLYR84PV>ojJGj3m7jBS1q-OONVL zqEOEe+Vn=Z4M)W|I~E__Wl0^~JIJ*BbY%SXm>_XGbiT)`pLaCQP@5*Qr&XCxkuGPP zp*xocm5PUy_jILy`IxG%dRc6dNJX;s1LP8D?&liYkF%Y&IN<#sNF`QOE@%AmdT82) zO_n>+;h?B;peEI-T%=>N3P8tOgan6M@Ox-gbMZ{@y-$MNGtLR@?usY12F12(> zRhIfBh%0@m?-VhGgHuz3=ya#;g?KGun-z!Or_rH`CK&{t^2;KZ6tYCUS5I9^x}#cT ztyv=hGI64ViE3m-d=wM;ayQ}aKN#cM$Ba|L2Nx=uikUhV5i@N{zwQv><>Hx{55{45 z-MRc4lT}bw)WS-m$LyUET)q`V;ZIn0Oq9QDy0u4U4+QMY=)O|m-p&u;N?HY&L1Cy^ zG*J+Q)UIoEF_g0bda*aA-@*ravII|(a?S-G>6@OQq=4kcZpY;1m1JRre>!<}5i^%( zE~y;d#~?Y4Pvn=!1NZVuJbqd13Ms5J60_0T@} zc+_6(C?7xbhF@tqEn+jMhH6a=1^?VQ`GpJ6aWk>c9ZrP=m@T$Rj+itM77$&ZFcSem**xP-744HKTB3(or9bvb73w z0Z3zh>fNQg`*-7hns84KdPUrM2!^ME+!k=?Lty44 z&~$1?8wg)i{Gi$tKa_Gw?rKF%7&y8=f1pU;BYG2Ruv}Xk6+-^mu2?9qW}}5i9f|J} ztk+-ndwq-qa0T)_lBW+#m}B$y7*-AGu84##7X$*U!(T2DJ44TC_c2%Y*mGNn?Vt9S z`-^_3YZR#wdCOG$Kc6{rWsNVy+syat5(u-5%9pHe{NE$WHr+DI!_W+pKs5|B)oMx7By%+CwmR}&b1RFK5(<8q+5(l zhuKxl>Fhmdq+g$J^!j2RkH+p${?hu5xm1lbi8T2WA(g}rCL9*lm=d~clY;{R*ekEP z7vRC6;nCB265kbOx)vSm0-vL;O7vOys$8+3@sesL=&X1@SL1@IX+}mz-&z^NVR}SFM)OS4i-0D$~LjlQ} z(_~h89@O5zBWH}p@mKU1rJu*@iuUPi%56ySf;W<|XWAGQJIa&1SUe{aSO#WysyrrX zU3+kll_VGjP58}%>yPSx#4Q`Z=(nYR|K_Op=i{jHWnh~?qofttW-N;evq>}6nc0Ul zeJTP7(4PW(Lmwznu&s_?438@ei0{Y*N9#7#4hGSCqj3dz|pI$zsow)7X=-9^+Y z^{A*TGNG9#E1eMvzBU-Zu{orY0#rUP8&5XCttF-};~i~6fiUh3x9=qWy%17iKg0q} zGOB0#q>x{3>xx?8=!;xO35`)pe5_I@8Vu!k~{k*mH05_G%e+-gG(GI%_RX~=bNeBCgYu*TG)=VguRxh?CNvP}9 z`|pSraE|f9g#Blt<=UlRw|D-x^MKvQuAO-gpGxgh;)P*Xm?xC%B3ciZCHECD?sHal z>W&lHP?=~Jx?wZ3sR3$8ecztL$OJ-_;E)KHe9vWn8Nv`zquV4%Oh$-*V)BE>bdGkYuQwHJ@6yx*}S7PEg=aYU6)Y@63vVyjb6sAIp zjOxg0%Et1x5UYAzv-hTb9wb%yca^FKdV6I3kRxFIn;Mvq`+S2#)l5wNEkp;EAyW!99htFd+u$G8_*Tr{-iO_(^sKC*we@JIk=Lp9 zwCM>I#;Br@-QOeNlXIc|WZ_bR@8~dBmJK)m$mnor!zz7k=brG-|7kTQhfyeYStu4; zI0!1ngj5aR5E@p5hx8BW#20RQWc%Up?>AV4;xIi(=cQ81OC}~2> zLe*kbb2K9iH%>{U2%^s6)no^jJ4^3<6^=D1)RR8o#hu<%SBX+6H`SXNvMoCoC zThTen)+T($V6@D=@Xiv;zGQ0HqHmV$r0d@|8x9js-bSB-c9~7Bo1orwnoCy@M+Yeu zJ5_KhX*ul5p*yS|VVl!{;vUC(ij!okZ3f%wnpP@*Uq&sB5nztJnibpAY>dZkTuhkT zm{@7eq#?s?s-`$DX&-i>#g}oBu5Ft@7E9tfjmi^do3^%Ux6Yk@k@uF6D)9XLr(BoK+ z5$*VT(sM(8a_RcKWBc{2Yx{3ygPp?+T4K>n-({hiPSeik`AEZ-Q$Z;vAd~6K{i-LQ z)Lm>Hi^cd=m%HmYYE0HQLmR6ULmip9Ce5eJY0#X8! zAUDLqS%>fCBdL`rRH7azZ00>u+lj?UlPsbRi|8XOqzgBSkZC9Y($F9`bLqyTB6y0k zs8)=9{swZfyu^H_bc`o}B-Ss{&q+3qmW@h`F&$%Kc%5hBJB_yQ-+zd1>MKWSa~JbC zYB83%>V!%{ugy*gQWW#A9YS8lBD+bqAS7{2p|EC8QK!tz8Wt6ICcTDzR96s37;D=t+|;=2Fvn z~+i@(PZVqi-;M_OoyDG?Sj`lzUe65KLWVGf3c!jkVIoucwq*fOZmhvm^ zmRy(A&mn-$M8pM>a|Ii=R7Hk@?25>FWIR!YqBJ!uYnHEosi_Q$8SFT-v0Dt>uX|pIZcTE6; z4_f&HONVufCLQ*Ei$*7HAQFC@@Q>0$cEO3EOvLQf!@$>Hbqh@3Q0?>%**kx?beX}{fy4GyS@2i@kT>`QZFdn(#Esr0-oKaRox-K`Bj zicoa&oh&7lIT`MrTK)jt>l)AsNQq_ z9je>)1>{B?_cmE&y(W{JRsM5q2M0egyWI;V06%`1?G{e@m$y|QGKVwNN3j0Fpa?LC zOe7H4ewal$w9|Xky?fMz5L|q70o&jk1SY~3{grm&`LTtJeH#YjX3^C0!u|U%)&&FP zT=0x(1xw?oGe_UX-VZ9~?}-Xqy6HR?WGX^%&mjZ4gWLD zauCL2(H2fz(%d~0N-Te}*5TCrv3dmNg%@At1JE`@0(bF-lq;If`myV3m);;0Q5BaB z!?uGL|7p2X_d*Rn!F$ob`48H%YMzZ}JwoawzO5hGrvH(Z=F9MLI!Hv2GK7F!tUJgU z+Onzt$Q3D{3pEksb3-H^LH@!?@6w3!#QY&&D6e#O8h+E&TFYVrGw!e-@OVLqt?2!-Ou(0U$s z2dGexB;b8w^ye*$n6C}b?vVjsI_ai=CSu*cR!=~M)QX=@!6BK&gNq?J;jDxY zTEOA$*bpDUAgS7aRX%HK!1UL7T6gzwE{(+FOW6N2!U0!KIrOshjXyn;UoW0w}b-B|XCi^YTMD?)ko+q&sqIW8ZB$3@Ti$^8M2=^-VRnqm5N zJMRB9{xtNR>DMo-3#letqd^$pUI|(aC*4IRrAKsCX7deNCEcL0W#CN@_&oq3|Kn4T zWNH19_NF>kuPdb%Psw_R%VT59A|1u;Cz~#Z?3A}TNL*q{R?Uy$7{X={)Hchn@|PP2 z`wJ_d@H4r1jbL8vkT6IQN%^FA8>OXn`i&827N@x}x{NIazgeQ8rk!4@t_J zy+T-g^s_nFWY;RB;e+%gWjRe}=B1&OIU26d8xysKR_!K;^6cxMIuz|a_bWWT*71i2 zb(63)mZ}?dD1S$Fs1rl@4}n=#I}K2sJ~ED!{S`O*T8I%ntrH9&X!4lZSFKKGW{{9u z%X4k_@^LM9&&*FUT<0gnriSA<6Hv_#QBptETfceQxHkOd$&|nSv0O zrBp8nMyCyd-+g&NJ9w=VB4RqbtpH|uY<=S7!L0;Z?BG6~Bb@-W<=_q}D(5kd*O&{yi}&>}bWn(0y?g|7j5eO!pcyStJ$ z#=F!GlB**Gn>JnNaaU`7;gK=>oS!pCZS7L=IqeY3F@5+z40$fjpZ{9#<119<^aefj zfS7f|yhW34EoZ&(l9OiFvh@+4orhjAia_3*sfkih-<(4=$cP$3h;}tsK=S)Fm^A6; z+(|ds`u3)0x@*YXpQ_v*VM%P0R(yTtOXTz1a zeb1_ zR7;2V{lGv4MN6)oAJz8aP+ZSYoc(^i!_t7>OGBCFLg(>qR#+@K3cN4O=$l! zA3smPdx^QLC9K-dhrpnOZiNopC!@?#$A{MLoJV*{u#wu2BS)a`b(rBV4tEX;t<|(+ zT28hSY<^{?vFML4_pJa#-&Z8_EkB1}$gaTUixqxg!s`#`*;k?n{}HgSNPT`pr^^@I zM{G1GZPZS#sN0wX4p-7aGFPu&T$7(v2OOH|Fzi2Ba3_3LpPufX%!dLoC2yA1;XwBu zy=*hMpF?PeD8mv-rNKT3!v%1?qfVZa&m78RjY?4xDpoUEnw$lR@{eaE-^y^+%)NnT zhnQp(7YOIO4WFcjp1xi9$QP7Ra>!H)U{X&+c8T0Vq3cZ!puI>NHfW=ZqVE81W_Z zwK5AqX7@JDFPsd}XcCzw`LFV)qNk7;bU}#-@ISo@ZSxgsb|5kx>3#e4ZSw$rp07Fa zw!z`;F!-8W7^80H6}mGSwX zQi_tcQte#Fx%-m?2$|PH1Xm*^{CLaSVETmS)6TJ(d*oh5jnZ*eq~53B3B>UdlUdKq zW7CXBr9+}oWW$*zOl}M=jz580SO=Jtf#)P8WcOpN_El5OUIFn{)+Mhr{iTjf4($MNuU!M z%aRa6ToDY0;LcZ_{bG0~EWfzwJHMv%&-ri=i~#Ewk2k$#53+^gI02Af%)+GcD@VGS zM@H4kBlOqX*@&&$?WuESnqrng$+)&1COUgy@0tar`L+iC@R@z+!BE zUvQW~Sl3i$bFd63%bt|mD+zyQjYZ@+|HpxMmi=d7aN73Y+|S1E;PaPf;(kN+`_EG0 zmbyl?47s>cb5Z5&i9f&)Hvdnmg3Zrb1O$#$jrx2Zn$14R1UR;*WXhTB2TDWDX6YVv zrg7itg7t4r9q-<5QH3%c854>zvEKwwPa23)u9ME2gxe7Ao;se^TrjzKC%i}yoBXw3 z*=Tk_sLEE+9B;###SLrfCQI3|KC!W0WC)zgjE)I!D=YRvF4RC%s$NDrRoJKZ;?D6xhn-ux)(LmX^N-B4=5+d=hjliSM#6eruv*fGkEKIl=`eO zqhQQG7U#52fhS-GKZRIAEZPzC-_J^xmc+wL&cw&^F!8k$I$k%|tUz0w=aXZXZne zt=ysybNYj!Fo+(s4Ib%d{ z4?=3%4+=vv>~#l3ll5wT|DO3$GR;=(81uFH%|WiT%^Gs#4A}{!#Im;9 zMq*s@J1{B!q`=q`X)=u}wjqm_dXpq!ax9*T=qunr#A_5P;<@wckobl~N@@<4Qg~ld z4>dU2#F*~T!eKHos)jau+=4S0g_d90{A0|IeKY@j3H8B(jhh3LmH4H?%4kPw!~anG zELu}Y!>q!;l&+uQT|tZDO_44gkNvNT0a zbwG$5sP6lHmG4J^x?g|izx!}YXV+cG*g3p!|C3ZIl!obHl5VUzl!YhOFc9k8_ERvv zYvtypP@zZebqAG;hhyp4(u*_o^ln9b+?cp98Fi(E$#@@~Au)aI?ampf`T3fl(~qAx z*i9C`DHR8egcJ|G8jCOUjZ|1i^rn>El}-7-&6@uR6I1~A|3ONqjQKY@L9SXp97t-Jhv>pjh5u=BHf{*{Ru++v$>znyTg zhLLeEeMCTEyDc9q*0T{>$PIN@?sbu%cb+sUUp9SpcjAd=r3mqVnO=a$Ymm-O1B{I} zxfb}a^Kr-$;D5RD3rizxRHbK;{oMAYipet&KS+ zafoR|Bg!0pu!wsTqM?88?v8u2Gkp9`)uhyw0rQEF5m&?`B%N-t0-O>b6wbco=Plan)*B^gwp+J<5mcP@ zV7=-l;g{Yuo?w~UL^=QO!}aNbvI8t!tp5kCqM+`ptfqzAmoAqCCjl!WX1B7kl8ZRTy}=5ywTj~xRake_EKNNeTbpz*)J8?QXG z1-(1>Gs*Wpr$f7iqYfaMb`|Lk`FjG%R6_lpDlMd{WQe%e6Y+!bIhfjolcK=-Z_VIv zs-6aHsXnD14pnlkwB`xX${}@=`@&jH>B5oi>ThqgPEkrdIt5i4b{?I3e(Ngz^jhU{ z_itjY_g-E)K&p_BK2~9D|LQLEhx(+=#Y?KDD}lI%A;C#TdY2@I&8)@ecn5`4wa1m0LuY?Rw8LIWC>Uuk&03Y2@H&%7Sqr7 zKEF}Q!opb^Z}_-Wf06uRaZyi}Pig$i#t!4YZ_o6-E%HFu4WAzxYJ!i<=`L!Sju=H@ z_5&(ZVXkud*Y6Cn;QtJhOF^28ApZ&N;zK0oJUm23WrX^SO+071ZwjPdJ+XV2+Qjsi zp#iE-*;dTeG#81Vj4XKh4YRv(oauj@>l-Dg6rS|y)HyUc8osA}(&OFd(*uTfh;Vvg z9HT&jV-C8cT>9j{`~>QUejKX1up&d@&iy!Try+r4CEr1?E`LHB24e;(zU6A)-nzjj zatQ!Q|GUuNYR`a^I$jT(L_FRex;)8=VFrlo(cj)0)V+SjVPX19&e zK7&-FyALowcCA@*6b1j(AD~GYXqEL_4`_w5)Y}*|e4-YYD>ze=DVQ_xyER)7Gx7~8 zgMxP)MDK%OfGEAeky9Au6mH0W!TftLZn(M^Ivqc&J*d^*l%UjTgD zwRx@gI|TZ(T&tT*KluD>6dr*kUk|rV9C7bn6K)(Hf&>Jk@Gn=*Ib6Gww@}DFu{Y#&+m7jC`)9wKq z=G@EgdW)fbB5o2AS}dcDb>*ZP*aEf>PMw_hR`^`)d;Ga@XFxwjZ6T`3iJ5l3RIWur zH#!%K8g%>h`*jsoiih3j-bF!?B)wnd`!bSE;Q`oPOke21^5`68wLcJsoy{4a2kSdl z6o%S#6M;$Y`n{@N^PFZ6IRuS{kJXt>x=^wCGL+(xpSJs!A|)D+`&Iw4M}XaSrOX8lilxX8 z=~Pfsnw{L0t*agRcY&5xEXco)ziHJr`)wfXz%aVYH;PrRmn}qLyD#S9n@;HS-TJMc zKLd4(-LcH*^R?rQu|xaSxB)zfYNAAF2c%2xPN}+nv-vJ(P_v<95VY3Qxez7g}(D&L3wj!RM*@Is#pQ`lUsq`fChsf4Lx8m>vw^Yg8 zSSQ`jj;I5*;R2g*f@aPj9gI6LAKRh+VGfHD*k(k2{uhWZ6p#4Vyue&#Masunc`!fF z$N4cgnu&aBZr1Z^%OtSB$kNOEncm(3*2&xQGv)KK^Y-MoecEeUlHc9zmwmz~Ivx9| zaPd_Lr408DrN_+_KT|ARH+&wIM}z15RQISM>dO}KyM#xfP&Vf4+&(LjP<|UV+5zbG zp;XzKwP40yq1#%_6YZm8oTXcoiYx_OB$E7 zmO-q!Ef@O;gjK%RLyM{EI#=k(ZjnP60$^MN50i5Tl`|R+!SDbY?r(9?Hxl#@SH=I$ zasLAz1OD%FT!SP9$6#jou$#{)d_D!Vzhq{q$f|*wqI#<~_N4|i?F0+Z)TQCyAM4Jm zgNT2UZ{J%E)|jdqS+~hQYYDOllW^(U>l$#CMwzaOeAD>R&hC2y` z&Iv>QwSM{R*5pS&buKW4f6)Tc;&4=&myTo+x4pk7wy#)4j4~IA7naZl{)rDxnmL-Z zT7{GG&+m-1{^WDTY!Yj5 z>I002NJiBj4D?ctsZ&)5&Bh>HBk-w@bGS*;I!IT#jZkL^u#z(Tqo4sEU2gw&@|jFH zlaqMTeF`>f6Iw2KilbN_tbl}*DOZ!{q4;##Gi?<^3>Gy*47Sm+ERHO8-k)V`HY--; zDpPKZ3Qr-8OTVpOt}FTsw?A-`RiFmcdSB94*G zW=6i<^w>4yD{X$S?E7PMt-B_Rr|;l+#hh@*pdaNK*+q2~{7-;DS(yJnfEB>O!_D>o zui$ERV7!twIu)g1gtV)O=iTt{v9{(!K)BG?)rU$+$1K*ZYm#IIo6p+|=g8Op`TxI@f9NkfyS2TYze5D_@6xYIbS@ z#S+sp&CGt1J{1~{7WQ72H8hjdS;XS5HR!*!1UYujnSj;v<;P8~z(+6DM2JRFP`97+ zM$Bc`!ZH8-*jA?X%XHqC^oA(~Pf^h2)Izg)=Kg0+l03^>A-BDT&VQP)c3S(9Prn9j zZpRh+N_8Jc3z^{_^P=uh&uRH&%!r3Y&13b$2wKi%C#)x^B`TMNl8weOCxO9Ya%61W z7P2*Qy57$Y4R6h2<*6pJrjkC(-dMqMd!jSeo$A72#+30Kh=js87lh_XW%f z>Pm7=X-&D#Y<-@2X;YplgQ>u*?u<`hOHxZ%3y{_l*OJ!~Xm7sF7dC7`(J*j{|Gduf zgdeq-B2KZLnv&h@cp1_Favi+odcdjnP`Nr%9xsJv*nybjOLeX~QvPW0@A0XJ3w_JU zSoP^JG3d?MXt#y?iZPbHC?MIatR=(e?V@W82 z{sq(B_OX^%Hi|^Y`wRC{0Q)WpY0>2;e9Ujga_#b8ycLiFoq4*-|9uAL!px8ro_jpIN_%X&Z95>06+JPUtjg5?LA5zL!^6-9 zl5w`7_y7Q(QO!#rZ?>Al2BB0L48x*!`YIyR0QpzNxMRV8W2M>PmLs^dqe*<$6M(kh zewD?$NO91(6N>jT_jlYx82y^)-%ZP(n2I{>?|=9}owBzvS8b_>9DCnMvf`)<6fbFg z@)U7=#8GfMsip$xdh^lp1K+*FnP0ejx5ULoe=&mwXWjo<>T^Dg^XOy5`42dvywK8_wIh`1i>hLE&gV|ZbvX7S+M z`G8&LdKEz)Y?)&P$XewFkycW)3K#q4*szgzL(A%>>7GeK`}c?&tGi1GJ^Q>|ZyQ4E!}#Gi_z%3-}$J3W{sGAB-HvFha$q4OPE=gyC>(bwk)U#N9@ z?UQuad*NJ1b!D16F8ajRb}&1$=-J~;dkd)bKk&V{fiRlqEySi(@~mYeCCnle8YfUU zKTelG=gvwY-*~$-nL5>&AOJ88tRLA0fgg!P+g^KJ)u(M%CfM8HY4f%BB6?+vlOv0F zj<*6{e|dv8>@>i?p5XZepSYoVqP}OuR-J9ra&#DXS^>zVlmRKx`yYSH zE^f2ygwZS1woLdf5b~58^{KQpa1kiMOn)$F9MoE)UV_i|9t$OoU26`{rCY91%@l$; zI`7{kt>MB93p@$NFC!_^rmewtwZDSo#M}&yzx3W6a#^uVPIR5gd_@J)oH@aQ1 zyB63)5#OBKACxkSwgM_tXLbI$9iMBc77e05!W1~$rG$()Cp>c3wUN`(qr=GE^ODaNDNCfa1i^Ou@q9NOiq`s88POJGH$Wkr_*t~m0#=BuE7w7G6vuPp)h1c)G^kZ_ zr&*fV$!@4*!3@xhqEv2NEok&i9h&<}KuAdUuOK<>yOn8+q5rGSFK7hx$$PcvNJ%If z?$%G0y*J3Pxs&S~o5u`O_V}odhStbfIrH#`s_Yr-8URtd-P-!wfM9&_s>JH;&;qQM zjJeiF#f$`+AB|_v|0zGvLr?tUNbe`A-t*816nkh23kZd1P1iTb>#yT zwxZDJN7>GrAMokh%QC=iPE5A1x~ihh(wz|QGG7Yzy6_*(-BHFWm}O~wl2G@P1FF_9 zyPWYSI{+70l_q9hixuSdX~CEk?`5@>&Yt7{yu^-_h5hvos$a-R?}xBUj&0#=?vk+N zO(LHi85SfT(!g9m3bTl3Q^{F#lq)*&uGr+xRZ^6><(QQ>lgZ_a`Hc|!aED>oFn(DS zXf}iC1=ez>BKY$EsCviX&VsdzH?}6WZQHi(Ol)(K{3muYv2EM7ZQHh!n{(bfLMi>gQR%`7Kk1iI#mK-dG@abflA#cNLw;-@CB1$kOb<;L}d>W$L-=yjZ6n+xTWWFh7azm~pJDK*idrPYI2asDQ7 z|AhayhP(>_b_jX5<8Ako0oj#sCqD+otfJY1e{|e?54{CY&6$OI6Yd2AN&bZ8;53 zL^)RnSw9t3p&R{TrF3G5^NJQFVDN>tWuN{)DSAmmgkBl;moxrQCA(7wKw8$SsShtd zo!ADAlLdN=Y3#@$5sLeC!ch_AzBB`obbbmGcPc=^CmQi6$ujiCTK zQcMgZ|9*5r2MQTu2_zc*+3_!IN3L6ieZX#OQ##)8-@7-Wz1fup7jRk*)qm6IDN>?G z%CNmsIx>>y{s?Vhv`c*rIF;gxKt_?d2r)QY6UlV)fGe%J4qkIKf&vI1NdMaKzoIF0 zT8|f{lRsc>puG&c*YFE{QPtU{AP7Jh^;p+#j>4=ZzE^MrdXCO7*xGHt0dAJ`ez!wm zI02yr;W{`pn7}WB`;heN!vg7BP_Rpf=!1e^O(OYJHdaQ$0wTSlVA_d-y)ah-& z&G+J-!nwB_0*Fa;xw)E5fX$;RsC$B)BDhXLRwru=99!;?wP~l|B?G{G7=kQ$ ztM{k0@083mcs2!tLVr9XMhrGW4 zC*-Vt!JTS6WOA>ajqDTWB@FejJ3edHe&`ayK zQDC1TP*~kt{m~l3-Md`tbW0_Jc3bk2ZZO)pV)fNi$}pY<^YPXOCJ7(EW`AY2(!$$X zpk*6skzo$$&QH^1I!9=LwytfL^45U`9_-#V}FXN$_c9j2|w}_Odm*<^JR3D{GU=CD@ZXgPw z-`W~>qICWs#~zN8^OYa~%X`Sm1v!{Y1fCCl?36=dg4|#dv8@8EwlvOVA5GD;id{q7 z>hIh#k~Z>p0c3BLlZ+Df?U-7*i5d=v#;CF*Ojb%F*RZ0wGKgh+Xp{%o<%~$dDimE{ zvXDvw5xu$n-%tairCDm{LNwx;oqMr-3)rdJ&np~GsCS#rSm`M@` z6!FaOsDI1p6Tj;8S(pmNf6Ks=oQr+l{nDBHvk*qREf79C)A1suPl<~l4%+_P2R(Z= z9*9bq%T+!~Q1v$@!x*hpRu#pd_!Z0QsT;YHiD2ct#Ugj3e)+r+&C@*-!R7Ls6u?Lx z9^r5QalnaWzSdm|AXhYj9$PHcaE~HoWx)sO(C6O6zl2c_gxRKivf;EBxQw5APmrlI*ADTeaI z^6I8=x4J<)5ynb6ksbPDn>Ocswke(|hjSUyM zWI~!{j17%q3STqb5tfn6RpMwtK5bKr3|V*qkt|FY6v9RUlJ2di$Rxqim=-!d`g`XCvJnGE|8kOyCQMw}rSW(timJbS!_c$Ma%E-x`UPKWw z#v`f;%;R~wig*H9+*Wx*h1ZH(m(efL?6wnuICa>UpDS$kp5tN`JLlgY$d1|`8J}NF z@(V;3SM5D{3ieyZ2wd7}XNm$(@x3|tG}#8f_C9ql;loyT!xGQeVuXzeq0Y&o{AP+&;$n8xmofdB+Hp?=uS*RR6a^gq$z=^P^n9z%MI~m9;ESx##oe<; zi4j9P_!f84u3p@$Gj5NQmvuqBdb_e5qgVBb(oxl)R^r*cpQ z+Q_VN6cZr;fx+bM3@y{^t>@Jak&$tLcIWkSpTe)G8_tT!sZHrPZsP~I4uSaDTbpAp zgf>prq~)B@Bxsp&nR1^*+e_P8cHk{;n`5j4FYr~T{i%#(fRRk;76zFPw@6h<`{ewQ zr7PRBug$&oraD8*509QleR?GjphNc@pteKNWdGQpzq-B-sTv?dQXo`Ojz$L{VM2>3 z;IG1hhUFJoJm$J}L011MZlFa=g0}96)71H6-41jN_(rPsI$gt1C$;huv$TF(;t(+; z?H)Yr%ggYcmFkre-2cO)G?qQH{h}T-DE9UBbIv_XiH|;Qi&g9}Y~lu`3y{#qBK@o` zZwrMWQ!$^5SL`Co*!~Oykd6XQ0-6%_=nyfdTkZG1(5LNmNDmG~JS_<4&ax!^@DAN{fI<`?eelZSp0`qJ57w2|xxcHnd zJD8SY-UW~wWoj6LbYzwlwpQn%S65XhIy9Ql3}&V_6BG2bQ)NZUGtYpsm6;ddCrjbA z%kMkhHG=8=pP+d=O!fQGi(D|YMBfe%!5KKb$I5qNpDz@FMI3SSlDO*l!uT}eg(lYd zo!VgJ`JwF;r2uSdUUSa~6a%l+;^a8N$9xVQp*ianJvR-XWWL{so=-g5xJnWWTL-J4 zNe;)=YCTI87vDm_&W3=;@I2W`NEvMA9V5*|r8qguZOvbk{*{FENfBhNt~62>%OzH> zP2lo@2v4AkX9-AUV+*a?x#}fjb28yKs9i!;D8DqmpCMOGOYOJO);)KiQtKclu?pT% zunt|zC5g0nU}U}RKrj=W(w+&bo(Vuje7b5JD-BVDzv0015)lD6Yx=Cl52T05T*r^12=m7bo&rSHu}N%YMSdxUKB2O=}=q$sZDY?VWQ|wqcgU;G4o- zSJ<^KURV{As7Y!B28T3$wu(ynBnjvXv@-^V*Sf1_wSh za?qnLx6Q6`v|%ElZwHxeB^6ARP7Y|quF-y5b=UGvfu#*&1)TyLf z4)+Gtx!GU1T&73%e^9%EsaObG@FY~wbELfH#PU^2vkxRK;4o!fG@UlB(3X=_K0Yt( zwT;k3hQHcS3eVFCb0QE!Br8boPca!>wN3(VMD-;o*cH97xj=k0VqRlclxTV|*=WU5 zsC?C`vYasj%BZA25QWj!KdGfDTr>D?xZ2*ZAho{6 zRM1eXMuA8Y1PcMl(`&E@)Y^DR$%*O*RXpVUlzQ(4r)?-5J6qf6`V8ohIaJ zP+UftUOM*(q@yx-R~M-tf*f`ARkvV9&3n8a$qeAd z6EMt$fJH}fXA>4Se9Lfs;ffX*CSC~L#9ISYQY?Pw)NtxDEM}j)2^+N_sJ@-X!~UHQ z+1$}w3^JMXMe(QO}buc?v+1*cX1!lpkZNIhK{I*T?Q!(ic(zl zSpWtd;BJ$~qgKjwQ5h1v(&}CQTLoxG0muszBIudqzY^SO>jdN?>c_BV39RDt zxH=6R-6-pGVS-sPGJDD07LBdJC<<1#7IfxF?4g1_o}@uaFWBYBKlu+@-Gem|)Uyhr zG@N}5C8NnRHzmQAmzmLP*T_=FNhMcPZaQ6tZ^5HSbavTFn5!Vx4*V^ZThKzT0+6}x zw6j?Jj?s`h(gA1m3Q%sc6C3nG3K*exvT?E|++AqQVTtY8j%p_kfK&)vy@kC+^u)IH zWm-^l)h~=;wL&P)?<(wMnLB&r;dR@i=1&x{Wq>Q!dEg()g;hmyD03|!Tm~Q0g@G}) zlLJ=`P0NXuj}6{eXxY>!g>$}DCw%7Y4J>HgJ-D4ZfId1nZzI?3sv1wqh^&%*wI3#* z0s23)p83CKeR6vf2q~b?JvNmODVu_KxWt<#uL$2W^6#A)reKzT-$b*Spl1LjOK9mq z`H2aURgrquJ{2`jV(GDF^Ockw&3ofdH1)CPj5`+xBj313`7)OKJcLw zgO{=6V+Q@lmk%+3?&kvQv#dkggLU|U>w?yCAuUn@Mhfx~Ah)ALS^Q5l8rb4w$maIg zw*x?hV9!8kSb$^;i-`A>h_P40Lo|gJ4E8>#u+Ph={vX)|5;b_cgDNN4hg=J>H^m3- z10w-@u-xzI8pWp2N;4)KSe9C1^(pL?@(WC!etxs%726^YxM$3Lrd8uMiO^x-7!rIu zs#we50D4sB}c+)^EnAh&PFVpkN{5ejmTlf2ORYg9XDBgXEYH z#)#kqAdIL)Pkw4ANaZuWgTC1i@FAh_BD9;J#$!OCOr}T!0lnQ3d66RQHn^nBCh+Kw zQE;FR!NB)hcE7!4?YIB2A;ItGXkyN@Afu2(-HuA(0>)F~l5pdH*}Ayzzlz#uoA|e9 z$1X6qD-;#tO%?x@=XzHHPY&XWm@p%rmhuPfb6)FFt8 zw|{uQD=*mGQt*r#=QTWk)&GJ+F_nBe}@vqB|N_=l3=EtX5R|4OjH8*|s1D(Hii_2>f`MyE3cyBL%(6}c4+VJnAcS&Q3t<~sNYlQe`~d;YP(@Tht8 zy6VGXrUai`vQDk4zt3T;5+>O+qe2Rn0w#6s_^})tI6MoKV zm204)`GM2^b__Btt^(eAuW9-+f9MP}`g@v}eFtYyRC%tC(+_V;?ZQwtm}rZ-;EEWq zW>M%>BTl)za-<>c#(?s$N!u4n|rRF5f) z-SCde4O7N>rYGW5j!Rh|1R8Ia+R>eD+ofQPUDzKcieKS|`7icUx~I{zeMT*z`SQz` z4Zy0-H{qA;aa%$44*CND*yF1Ljew&C8(z!}U8p^FXJ|yrS$UZt@XzHQ?B;&&)x;YR z{^q1C*bvj25_fVC_1O{)7-?x!O5})f=`vS!!SAG}ZZlwzCA8v`s?}Q^6zk%jRx0l#4Bp22{(C@9~^5 zc%~(D7yhG}jjbR2nNUTwL%sD(+1T7UwQ07fmbT&$f8j|f$g~MN&Q>J1x}vooFA{9H zAr6I>XX&I9>r;MBjAV~_Dd33N2b`YnA4$@cGE`=koF9vssJQk7I!nr+t(sza`SBDR z>rS)Bu7)WnB~e~>y@g>t$4lL`q@IFRE*`&u2iwuYojZEN?*YURM_z>pCoND6V2Rx_ zoy0>s+*yRB$St`dbXk2K)26VGp9bT7qdXdEP-r9~40Le%Eb+4-E`V4a99PXE^)d#a z;dJSP+^c0{lo8 z%(C;@JN+_Zj&`U{a}g}Qs@)RNXJ^|l<)Em_$t$1Y5|8gCkRMC|DjH9l4&pJatag_K zEz!9kx^LsD2qhz`0Z4>c>b(b~zW#7S&v{TN_rfMw@slE|#_i1LbkN(32G@1w~OzvxZJD2v`HCXN0w7JjYSc%Kg3$~V3_vXCOV0qX^%)9 zcFJQ3P47$!7%Cz~XL?tc{D?j{Q*}#>IvM*t9ddV((zOauwf}W?F1P4V3$fX^ViBY@;vzcoJIBEMhe29j>|3t^&&h?W6N`auUNVg{b}3$fZ7Rn(UDuzhSCmO`eE<`_ zm~+JlswHj*;#=D(`1XUC=|cMD6kL`B?P#7ha%@wjEnWk*+-4G(shMNiJGIT`W3=&+ zX4%%-Jv5~m7Pswr!EFV62|Jok&FPHmDONrhps^vAj@XzP_r_;)QGjzsbmybnRjp7p zI}-)IvO)n!I47|6GW;${IciTz6skQ#S@wG>4lrGkl>61aM2k#<6uN6?o^9hHf{w%U*sPnZcb=3xw9W{#ak z?9D9n+p!7H4Ju%8QDI(}8%@jmOwB9@$jf^htIxZnT(`C6}Cqil_(L(A1pNB97E^;e)YSEe66;6LLaG*54NUXwrI)Iz?Pyc-<#!Z2}QXA0XB!pl#!Ct}p4dxyMQQuVwc?Rbr4l?s`~0 zdO>u2S!>>DzuJws4n%&ZT2A-gjhU5TAet?hnwlL@bU9I9fo{rizDDf>+S^!$Z$!z; zp7JKU@iFi%J<|m;wCSQN3g&*39E3?le{{-4w~0_J#S=M8|!3VbMxXT zoR2Y||5*QNw2r?w0vy`1@q=t1t7%Q41L_~g(vmV_IB-)(=cT&<9s@FYl#RbkRy#!4 zMbJ^H-`n>;^x&)hti$Ah9q@m>NM&t$AJ)euPiqBJy#zV|Wh+W$VQgGwEY73^x_@EM zxavEfHa5>1xU1(qIKW3+>U}#2PJ2$u=&=9mrq>;9siyS2QbV|Ly_VsGo|0_YsQoS~ zSoL%kDDJgAj%Zc`Jd@JSbeUPZ2u65t+BP%s(Q(*4mX090VuBqreXDq%%UpB>W@ipg z#~6P&>biq9HsXEULo^7>sC%B8jW5ATqHr`HuwGkRa(c0UL?yO)*7&bTuUXKOj*`Vo zxEoUQ#fsLms|dQCcxiK^{3hzuI$D-ort4}wk6Z4~z+cV;B>(tmUkmpsNp(~iN6Osx zyPSyiE>nNfxL=%ANktD&+tA?EjF}5}jJD!DbIM%hO$E0?ER#F%+rEHQ&bad@Lq<5h z;p~^%6Km62i13c0K$RMCTm+}E5~6lFG3GsCi#-zx_bEb?lij3zN-}dx^@57Fc*yEA z`(AK^8&!$`UZGRkRrTsl^ozcHrfWUe!** zcdV}(3y)np*5TzaF0YE(s>&y2=dUx_dx@8*Irby34;9G_&1V85>>;hjsV-xJoGkSz+$%&i&rkK~23ljpUo6 zw8Sa0T>ca3qaP*8xnHOOj4|`%r0-^zD3Tw*xXtl40|#aFs)xIEHtcNxAX6wd9yPY8 zz5g|wE{-(bMSZr;y02Jj2MA<^2kKMMaY&nlS6_GI-3QI=Oh=cirmx{XY~(4e*8bl6 zYXyOBl1ek|BjaS_I2R>4Ujhq3WsFr|nhIXB2Ke?kP?^g7u$(}q2E#~gtTC&Qtau&D z9L8}vz|(@2KVm@bc5Ah{obbuS)8ec*zpLk{k7lp(6=mCB;qoM-VA=xrJkN}G=g-QZ z^|9M5Ou9PtVhwr6JXpkh7qrv7Iz3JF3VQZDQ&LHK{{m_X{b9BJxBiapzejqopS)A1 zi@ZY1MSQ?oco9(qtUj)Sr2E2kWR} z1nasDw%e3z5@lh9T_Uotqkn!fg127iv@S(r*jbw^b-n)lT|8aM-4FNErz@YSUu)ck zsZ?jlQ+s+kg=~~YD_4D{T$KLAS=cOl2H_>cOW%I+uZbl$&)^T3vwr&rKMAr|-?} z+gogGEO(H!M)B+u{zj_=d)~tHsPDv?<|X4F)ulY8bJI&0G#VWokgBTz(c-GU-Gugn z{dp!3%=ccH$>?^_6fQaQQ$o_xc|+!&)@kB&A6Po$NP z>C`?N8021(c>8ex06P>}PoeaI}*9Xnw4`8Ql$ zl=#hDHip15BT03)*}G_tefVGkjH3WaUh<#}vXUND>h!zk zKL01?PB%0Fa{zaPQ{x4$GBnBv!{e`({Q~1whaJ?~mIxM->Pk5>FUI0}J z0@Fu`$IJJQE#2amFS_k$Zl$G{E8;3hSFtbdHl+R#Qc&Ol8B~udHEVXq+YlhV+v|L8 z;?-k>04}y#9M4w;$-et#Lm))JL2kWQGCUP50F`%kNq0QMNy%A!c%$_uQ7rFSKl3nT z?%|x0Qn30Kl$ic-e*|B_k{J{keFAg}nwH+%;Nr1G7HrGgDlR^-_ZV@SagdrK`8C}1 zZD{XoOAPoMVJw^*z!&?w{t|$(raTQ2P)^_rq_GFj!4$+U6N~y49ca#Az@LC?fbV@i zSiWx$5>O`afl(%kgD--*MLVdx5){;#IdO_V+uHp7hNucYL9u+;?#{uh#ZVd0=>=QGzBL4=k{H8&q*(IuPfQQ_;1p1;)S|-~U^PoF zO2p-7hx)Y~kRI5Aciqe5K;w(OxNCc2NoDmG-mMgR_*be3c=3m`D`EDk$5kLdKk6Ms zXpoc~Dhw@L*7F9O(qrbDc3vwTxs9=u?|a<9V)il(-qMT0oL9)BGeD%`zzog8hz9GB zOZn0-1@Zl_8a?-3xC4N{*4?xHE0;w0VUh;G*}K|H<=RV$tHh)C zyS*9yZKNhW=-sf}K3fA6K6r=#kN4sNh{qW5Pe2?}K>+M%vN`CiA+zge@(qk-mxe_X z7aTnaI%?Lh^$>BL)z2o!K7B;vV?xT&p4T7~>e#kWFp4eHvKPR!gJJCT*quZjE6lgj z->qYTUqaaOS=zj7o$pZ5=TzE4m0GGXU92oXc#FE!(FxAX&q3 zpkpz#rtIbyR%@bw8CNaO!slRX{1mLdtCmIccz)KwsulfPQ6e~Kh{uF}{ z;fdB2`?}igH(`LuM)5Mu_#H#s9(s2L9JFW+Q1LXaseFdKK8!31zXfL3>2R$ts8@nFBEHxSO=ZFKO3^>Xvv=QGGr_*f?*Ellv`~#O?@AfmSR2V?8+jC(BsT8@E0pxmQfHWy6 zUJU*jcwnd33ha{VnIa>-#H|_8-YY=0W6vfcNn<@dvKKeq@^ndkIz9Y=PVoExUFYZX4Ec0v$1x zl>smEev<6mJnkH7+MrRucKlx`rMeSneD!Q3XGdh_#wim}&PoIpmBR4@oZ}!(Zaw-{ z%Fsn$rB)){)>#d$*!7h1kwO}p(RS#~j^}M+w31){Cvoim1&RaMS^ob8=6e6+6apEM zg0DZ(oOO-if${!}|R$WYSC zDWDZ;XT2K0@GCdNg;zm|^PfWwFQS5`zP-NWQimh?HVQ_KDIG6Zz#7&%m~h7Dde)Vw z;>#w^#yw`OVTm@b{Nb2wZ7Mu-Z<_3B7;m6`2~Ffgeg~?0%W{jW7|2zpPMvK)%PjbQ(D*&S;F2M~7U{UP z=)Qi6ugEhmWp1ABzLn{-?Fr!DK7QwAEmT%wl{>y(X+AHsJyg)R*wU{pC4D|zrG9N) zMC5Y?7-v0Dl2sNJ4x>w*4bDj~8l#GB>SaYV<4+B4`>7@yS3LB9Hi#O z#m!weG-yABAhKaKo+DH&+fmc3*D2{}D=QamE^Xupc;|e{*@|`6mI88Hw@PeW);8%N z5jZgE)?Bykn6Y)bwRCNmQ^U{F;l=3QM0A$z7t#=L(i;-tgCTtW^b6T~j;D)Xjz3Pq zuf0}893^K;xWapd=iN8W@|427p_M61*~34AH6~H#h5uaju%K#-&L)Jv{p)HxF(^wc zd%hQz6+N5mUWOv}RR<(k1zUFL4`4agHoR=9PbJ- zXbzC&Nqi(?BEf!18CAMO1PEbX%9F^l;IT9M;f*SxUl?LH5DBw@mM0XiaYyft)m;1RrERVOYxsg`?rgLHj`@IOxWQUpoWp-~gh=Yo%S!y1OwaiXV zejMD1wM5qh*J#C6le0t)LZDm2#A$#`ePXZnFL}LOyK42M#j8azFoQq0-}JY*z*w_7 z9KWVs_J^{@IU>MbTIagX7&45Kj2i$uN&=$B&s$ZF`{o&;IWCeBWWBAv zAN5z@rUBhoI7Q%izC?Q!l7Osvqk0bs-ALmX6g$)+L7VJ3@bX*<2SEuKMVLKlTNWGS zIQ8=Bsq#Ni&#ue*1brbZt3)Fu#h4$I6G4PPwKU z2TB_lxBTH$$*M>u(p+kJ!}`(M*xiQd{j&R8O2GFQ0umYVoJTC>r|O3!lP`(g!HAuu zfWSq7IwdIs3wpb7d@#Qp+)&4`2Wd?G41#OB*Mz>qU&P7f3Xfd0w^v368~9!>&S+8& z8mJbHFOdP{D|jIzIFQ&b%qMApZsCiz8(@{M-@r|Q1(w9&%Zrlw;kg$`ng**>iftZ3 zA8=wPQJ}Wu_^W&;!t)H@;LtQwi~Ah^KqXppcNi|$v`-5QAn5tw59Ciscv|#;ct!85 zifC&nR04EMm*(1H+$R107I3A9>w(!uE=bb z#)e>J=?aB@B6Nx(OD>F>@?gM3du*OAwO8;ENvqu=(rG|JOX=+JzZ6tX_fCp;mm=Ua z-nkA(-z$Xsis%qvFz5?kmJst+D-b~Wrru+|bsjv2_D+PQrhfA|Aq_b9b$(~p2Z-Re z3Ub1ydK<3Dzy@y~?^pto3Bs)M9ZO+>k)4P8(VJ-Dd zEnA02g(eswa==kkdo#{TC&g1dxu};|W7VbU9-+L>Ro}Z-3eR@ z1)oIRx2e)OWpFzEHl+Xj#XH_P2-txiz;84~Kv;q8&jjW~fGWrMKt6?bf5#ztufnRU zvbb!-V0@IiQ?LisPs8C+kc%a=Vt(Hqx^P}R;Nm#H(FJEu_O01#MU1dYET?-8b) zjEE>j34w<{paFeZ9|C!B5Tc)GPJ0l=yZxY43rp@Y_as8kg|La zw*R(QoByAfas5~Bo5z=aGPgmP8UOP}4q*Ks?N{uT|KZbi9@BW^3YVPzLkcOGJ5i-9 z`MY!pIyXQUYk}N)nhQ{fSL1OAB@yU0f9Ik(H@21gdy$@D#UyB7L7uT83zOU5tC@5y zgoD;ZE5;^0T~`DI}Bz4-V?`p2>bjR9mC7%_mF?Yp-XdX=8qrcO{I zOhGs8cR4@w6}*P?8~Wb{1+kHMhVE4BferP~-JE&wJz7cyZm+H+hph7Y)TEY>CjR#z zqH1Vxm0ud`sCw1Dq)fLd)v{B|3{D)ZWqIxCTx=+n&hyZ5`J5Y?9eSfY1Ztwl+f z{6F4G$2-ka3U!$Wr6mJYnEyY{fBdriJu9${sy5>(pa246MFhSTp7t%QC<^NIGNn18 z2UE7<6T^Sfni-G3xrAf#RY|3UB(I|BH@trbi<*v4M9D$TR-Q_~`PiLGynlIJpB=!1 zA-sz>V*>&oPSV4x>ibKT0)lBtfM#PbGBWjcRiQTb$JyT-Kq^&9GOozrQQ9!?Lr|z8 znMUsklP{85&^d92W|`TDNB1~GDyp3Qr9b|(Uqt%ubWg-xI6bC2UPKHpM$^PpTlRE$ z{GhC%yda%bwun8*doZj!oByf2Jeny|dy88(tU_t-@&eU@xk&tHJte0LfWRe>>3~oH zn3!1qCn>=;UPl&H19RBigv&WxlHs%g$|GQ@jG4;6D9yN$#fa_t-=Oyx=S}$_#O@$2iY!f;UvHIK5koT#h!muV|7KX zCaJW|e!vWOKYcFM`D~?Z-6ci((%Z{ebOW@S~mH&iCK z_a`U_Txam|^)+a3%PYRHs_ZUOQ`fSRZBaw}v5z*1U3D?F0s-K-FVU!Oy&tmPv})7T zG4^)U0U!!j9Y(t^e%RN&QlGHPK1p(Tw)cPuN#&B(jfR{ffq<_)b)cNa^lxwm+Am z_R$32;S5!Kt}6iZhEX>ZXOt8pAZ7m4T}qhZaM>OA)>yfpF1n|HF+`G`7X1-zH0~mt zjA0-+>VVE}2!jz;8;onpub&HK7l&_-DgS7{>!As->*PQGE1)HZd%u~AzKUw^921@Gz$*JYRY;VRoQn-(U-pDpM0G-pb zX8sD4;{|Xltzv=`jwrMN^^1yh^v~N4wX9)dM7-(VqFo3ckv)Nl7!l@G6ms^PM$v`B zVw?UE%NujH7sAla8iCKJQvn8qgRTPUjMD-b|4oD8T1o0_jmncmyF%6E1Cfp$Fk3#DrTs7hj_qoNV#!p zyh7MlX{C5fBnVd>|GXnIR_qH>lwC#RyLD6rw5np}l~5Llyf0#5cj_O7A|Ah6y=PN? z_uf%)peIthJJyJmY~;fxR~q@u;P>gtWr^gR((IxV@v6a$5HgK=zq|#_DZ(_46j$m& zF#`Y`V+VV}l|G}(Y4Cmo4rk~7E&qCjiH^d~7q095^J-B$P296S(+-NC3bCcw=Cj^_r2c|7C*p9@Ze5g!u8n4i_oaS%{mnj|OD4iSH)&ad!A-t+@}^@K ze7wZ+>#(Fw{_Mh|)aPcoA|I0P(%2+Ps%Brb3tE@7+T7E&mfeD-atPn$D4d>~qQy>Cl zsbo^XzYSZxj@J=5sWDKNZ5vU^F8Sf9~~pi zwbTZxJonE*{@%*c5MRE>sSiB5_GOXtA$p*SSiy+7M>_`ApsC9HvGB%-{QdxWH!b~% zU>Y=l3{c+XlggJf9K465d~{w*&Xof}{kbX;Jp4)fVg8?mg7(iqQpE^puzPxQQ?6Z} zMZ(|9{SuKgfh!6-38wbzZ`%io68~r#M)Qi>^5fbPx;m0-4ZfFC z1yor`PgWjM(l6-AoGXs*z$>5E-rb(v3{YS(U?`&b&2{G|7lVM!S%B)|a38>=NnA%Q z)WVUihYe{N{pSettkMYd*WizuT~g_Xa@Adpf8G_0pioKjP*LR)33_?sAU)WS*mRA~ z-kF|RRcqto(nzCbW#xtx0fU#Wyuh)8wB6Qm0_yJJ6f8X=LzMHQt(_DMuDuluL;!lR z{Qz-jKi-iz{YmVGu7E&a#4_N8=qhq2xy4zYV7fGuj{3r%fsy)__!ueJV-^u;f%UK1 zN)@V!AovQTW)2+)l41@9tsv+{uTuXME|(*L3RZ=jAaCsKj(MF$!u^9ca-lLXt0}Rk z*r1X!k|NY=^-tVT=+sq+Dv)D*GGUmJij6(N0s<2 z+LJ2AY!2a^0v!Du;!OMMMctQy>aiHd*@~Z#*QGpyX+2lN5Uw=h$(iCstd!gvmHh}= z_MC$XeNsGt%|oQi&}DA6wr1b!<;WH%P1MUN%=g=h@BZkux!IupBu2lAw2)v_NLg>& zt}7*aAU@{0({Oga92#(Kb7t!H2s&r)bH$SWud=#4KVCGfoEkS(h^6^~f8soW!q@y@ z3T}hC!rE=@fMDpQ&dHBJF3nBkp}-*ZLoro1^k1l>k(i?>D)XiMJdu*4`i%c5V_V>5 zM4f<}dl-50vCC=PMivEA@F*Q~p$)XD4CCO6&MN_T1~AOe7n@ul2g05V6$gS3z^CGj zr7cJbg`u)ckE3lPefmd?W{jnI^ZXcK78}I3oV9=Z!aXvsN45UTUt#keM#4gyiWT9r zfU6I@x{_20F7I%^&WYvPO3eR5vHZDB1ZpdK`+fh5NdR~3;MAKs4;73(i*pi&NPp?D zDlOz!yD~c;qd1U1gNg&@BV0KKVAkNK_sYk@uPsqSGxL7zQZ-(=dnFf_h*axnOstD+ z3l>*(Qfc`vJTS-zqJomyUwPxO>1&{HSD=xcHX0tQ${;?n=3w<~2CQ#x#1bV^|4(Pr z8cV5h$?}558I~2+e@5G_*S?pQUDVef%{94Z2x(^n+xCC_<^+bBU07I?6qQlnS3DW5 zOCjoem&2;n7gQWyKsL*f$xLOyD9H>8ARGXu|J~OslK`sm$7sXbNIlJeHUD74s&5rc zG+N>1=^Q&&+J&Px?o?|hQdZe91>wvgS~5 zZAv#!mnd3ywA*Z(lK0VnTC3;VnbLYTaG(0}xaOL6&N}9O_Pu%rY`r^$j!63V?@lOe zXC~J2>_0Y4OxW5_*i{IOYA1`@rk2M1PC}AJ4#_3P0S zNtXNxS(rFkMKH7#ErYtllyr-b{a1Pz-GKUUo?C=iA(OoyZrm>|QE#wbBH}QbjHA#5 zD2iu8QjR*Bvp=)Yv(cUr$FA|hL#P7xB7?&gdM#v;dHhEoyA3{(5hjvD=_Lrgg#Y@p zdn_o2-9j0FV^1BTvWj})Na>tH81hQGs$cLN5a=b>aj+*52z~UcV-WQ#JE!#bCU5P* zUfGZ|0|xf_i_chAoB@w{|c&N0;7?AfzG51B5iZ9t1bb z1&`{-cR0K;aWOkrMDiMevxW+SrAvCVi)u&bj1U7L*DNvQhNeG2hEh+Vr#e%4bdQ!N zvOS`aSfhboNwLM+q?uo5fYjh2Cm*3*<+wQxLxz&X0R|k>3Klj&;x(~bR*EVH*U|L- zey7yUwOG(*YdOFyrOlR|36Qi)NjqTSmpma!Kw+U4kS#fhtP@)gil2;zmypb;b%79lppK&+wteSj0uNr+f|D9M7^aG5%UTcU4*q!9 zw)D7>0394NeHdr_O^F9vRGwZ_yIh0Y3%{j!LyFE}Z?ps$YAe^dGW=OXh@*EH8pHUN zgX=Bn_c#D#m7b;beW!pL7chxK2My8{*I`7oit%_9 zbm1{&yn!jggF2uAdB7yKyNHML;(KQ){HgQ8>xnJtHwwVPmdpzev>TqotLiy2qc_YA z*Lhh5Vxp{#`?yDY)LO7=lJEUKBs+&=7P||D|L;GL?)(hnzX-Z-h{367EHa+#7*i>D z0LCsWmi8QeA=@G*m;7E;STE&EU<^}Wf)+~wTP8mQIPNed*U-(x8-U+o17~IBLHg!4 z`Vzf5rW@}I?ZiM3m&KsZl`Ndd%>_TM-=h|BV$RITSj13F3!?FMT#b9gibkBh{d)!g zo<8g3Zr-)bCBLmJM<`CuyX1v20i<*tU}CwqUcn#JiK30t+1Q)+J506Vkw~{t5t)}4 zAV()B311|or-5b(>^L~$y-Z_)-4Ox-qZ`r-k z-{Ar5Tc>G9%>Jp8`ih4P@#v#JpmR1q2LphB>r-h4hlDu1S$>yvCx;4=);_eSFF3ET-xwf>VXZW7K(-1Z(uVj$w=yzeYvBX65o~N?|%G8)EKyVeG{) z(DX5#7+@ZkA&Ug0b4QteHug8#|4`1tY|N_9W(!OI`a2af4l;cPx3gcF=G1y zUR@k=SV5n`;*W_jBU4*wP<^BZ_~az9hAa`XUSxyNo8+63pHfDakqM8MP1ww_1JZUO z4$SI~`SLs8UIU@OyX%UjyZDH@7$4)}*la<#tTgXxnGI^+mNfQDL&UC+UD}OItNm~m z?l3eSZ^u0ANgi&ZhB+y9@!zA>!Q zsBL>{=bCIzwr$(CZ5w-XO|Ge(G1<1Jshw?2O}6c~=Y9Ts@2~Iwy6$@&>o{(lxUMsF zt4H-g)8^SKP}8}VC;egb4okREiU9e8i1M8)c5MF=v!Y|z(m_F>wr=uUFkgc}{#{F4 zi-Hl5{u0A0@M;zk0Rb{qNU^qIlSlWXu_H^5Mn%_T4H^4xjlG++~=un4+jMy&#t>WG+@$^{GKUuEWMoZd?$YYsK2re^)sXRi4}(b zcF3J>nOYX}r&C27w{u6#gBfFA_3kkI{%f&i#YF|wntH`{ z(Q%l3XFm5p0pJlYp6-aZA3L&U=`>R72SC|ZVbTd;5aSLO)+x`_&^S+N6R*1#UPE$1 zV*vUJl5&w{yAbE}|^#2zr zfSzTd>3*9$ZKlXt3|yxZbU{n;d4qr4$RUg!x|zV^1E=c! zw0K0uh=0NZ6>Wujacbo58s1EPq>}BC3r7kD9OJzl#;6G0Rx7O*tBZW{ul@TJ6u6N) zEfS#`Wy!Z7fB&9r`DX<5PApeoE+gdH{_*^H;ZVVBPVgrQI5I`Xi1*1u+1=*3?HxY9!Eh5+pTf2MWLkQcZ!x z1UWuJ(zfbB15A-2I6$8>YAHcm7yv0q4(|Wfm}3F}C?FZ|r++P$9H0Q|8~m(cj0DiN zVp9Mf0T7)3@wQQdIA{RukerWX*5>Y-hvOnSJ3d8WwSK5#g1LWk)ly(^NmFNq2Fma^Z z6f8WCE0(Lkaf2Ky`vy@wbV31O%}$%jlUu%9vz>g!Vwv&+jV507=tA&loyZa#ujPxxaCO}%8btfE*AY5K-HyBwo-&C-dYi#YAq@Pqzq;#XuO727&}k>(Bv@d zTTxpKl%r6>6G$;*Lma$1uZ4!a6S6c|{1&{QvU)jes*WnQv$w&*1GiVqVvo~d+^i{Z z6d_TlX7E>RR|sfwRTPWprUQQ4oMg#SRNL@aNg_5;m}IFk)NIj&zY^QzOtyO^P9)9E zAk?;iJMxcwzdfnEP(Lt_BtY5N{C7VB!7x{b*1G{(=%l>#cRwR!nPo0g=w)1NU7pq# zj-QoVaa;Rj5vc+x)+k=Q+_rWT*12OzA0AL)`v^&_G2@VZ-P~onoaYT^RU9@7OFj2z z*Uhl?hlsH+M69Z9J7l#Z8jjX|%FiYc%R-%iALMMU4TKrhQk;4%UHB^wSk}Mi5HpKG zE_DRG0UNh-zqjZo2L&6P@FYCs*Ge zL7I?+RtAAryekaTO&9=qZb}l-K}6ii$Qc~2P7!3=N|D>86OO*}Ie|P8mH>rok-Oc2 zkWYJA8gTQE>9JnNDs`w}=~h-jLC--INY_nvq#;j?s7b+jGG9OU6~Lh&nyv@#*c2la z9*;J`R_WsQiIIN!mrLk&Y2bqp$!?CgLlXP-W$*^E7#05g60@jod5vzUhQBb`JYy+E zyJWoZiZBRwUq(347~>9mEor(9Zwzba%EGNH3l#-Ncy|WCR))!9I04)qNiqck%Rqa+ z$=f|R2=U|ujhlyX#aFQ_H}&XKugARULFX2Q-Jm$K@?w;n@_WyU!`Et#+>q}be&}!d z@+dD#OHZR(9YB_culy(R`tlv5zW~^4f*nx)jTeP4^LdXB5N7~>)e+1EY;TB!M>>{Qv&?x)mS zfk8-PIUwrwGKtuZtp3SYk8~jc(Z4Fwi6Q|W``7vt&y+|`A2Wdu^_YD?LS~(3C@WvM z=s_lO4FbZe-9L}kGRKBp%k>XWt~{G0#{NXjbCJyCH>7FTs{Xd}1w|pN*a_-@iXe_^z3F*9?2Chi}4$eE%yAsC6bqRg{kq6Dt;+ zz|7;ZP@nH&Bg}@P@QqO;g1j^t?U?ZpYnFF3dHybM{{moY_yW80g!f*Pt#nOE4KDPS zDjk7-_!^U#w%EgS9z?(5Bwix!Af2(0T#f4=PngwrLdhwKU70kfE7smkJ<+1mFpBG5 zGm|V&5SF{}oQDhvT*pu77qQAzZO@%3tJBfP?8@2oP6%Y8Evwf%J`^u&NZoTzVbnUw z!iudf7+DojMs3PD+4H!kKCOC(;0J|MGB3cLdL*mm?MNykT)*X+mx{z0|Ff3muC0q9 zT+l{jW8Fm7H@T;dm#*kdH#E@a3D7s#E!$x5`N3@r2j@*|@jA8+MWOl?PivGaaA;CpvMWSN6R5Ycl*-yYzR3Q4 znX4loIc*UI{)NU5APz!m3_m}PeoK?AjZSdp%^2kAIG$H`&MChruFXanGTK=W*8SDV zB9FA@H2k98fsUa*i;jM3+ueO%6I6iwZr=4HJT^8q0Fg z8iIuX`%rls?c==bn(Fv^V_jy^>zO7Ci9tr!pY5}D;18&m`xdSj(V=%zXhMdqZxtwF zFA_KxqL1Cd{$}q21EU}KUMMlExTkZJSI(?|muqnw@<@o^Ik1)Ot=vYFij$nA_Np1e zQsT<&tm{YAnqs0i8Eh9Fk8{L#GUWG7XGYJL-+WJx%K9nEBWfG%Cm4B|JfDbGZ6pIG zW0rk|fL8pb_f92!A)|2~$ZU8zgi220VAzVP#p6H)MMY0T{j9MQU|S0FKfHjuK0rbA z26KJrFN^@bT8|%oHGT2+X79Epd!-GhgD_NEWhHL?LLg4g+Qn=&gC``;&^EXB$-!Oy zhhMAk-okhfEd#M$XBMLh;oxE_ke{R4o)#Ywa7uL99Y$f~oX%2y?Tix3W3xsmN3Na+ zcTb|Wnq-kpkrMmlUOGM*BYssS5aY(GkmBi4cU~kfbaVcXN8cDTv{wqD1g>BYM3UVX zDioFeE&_$5JXOi0%31bVBgu_a6G3Vur8WgiRDzZT1XXQy}-uj+vQjbl>p}wShy|s=58QS<}x9Lpg=A zHii0bbWYaNqJObgg9D_-3cFQw!ub7ezy;V2KCCx9B6uXtE{)Wr0)%J3P?jB>jpwnY zDt<`rHl(>oo*8}?qCch;>8+v_29%t8n2{F@ZnPWSaA!rXi5k<$DHPw{A6KV0G5?jk ze(^UQ$>wzDcH`IY?8s6^D&j2FWTAeZ)ZmzVfCVw>H@WJH3B=6RtEx32X1HU0CLA4% zNc))vGzr?OC&hE!$uRPy{3MDLDvz>plU?tSlpkB2Wc`Wr8dt>E18j|YJ@dyyK?#g< za*w@(rft?p7rf(rB~%(P-g_ey^sU6BobGLer(e~Vi$P-pVb?EXUG%&0(D4q*PDJd{ zq)h50IOsaOQlcB--6T3xwxqVq0`L4C6&Dy7!ho{K8k(ow6t~NF@o0YG7|q{hUUMK6 zSG-}SX@AzTWXLg4N!8WCDu++HB0gjN(HVv#X?4j6t7Gk*4e5%V4LNe(Bmwkecidc{+f=n5 zElev{#Wb4w&1h*XTd=Hakbc!OhqMn(>6_v!RPs49Nn$sy{K-^!;`c;Ym^pKt5cH(J zFllfDAR98pqM-W&(V%+6fxd?S)W9lz{EsKs>)3?b3F19$R{d^-R8P4a+20TAg#3+NGiulRBMfqZaXu)-32C% zaRV;ipZ{fD-GnAwv;Bb;h9A8`Fhx)vvwDF8Y8ZQTVGLi=l{9z*{I0OVp|abN3ROD99OvMdxkr(0Zoq&NuPj#_r|$HP}1V3 z3dIfD^85rs8r%SM5)&EB%Jg=fqjN1{@;SnNhOeo zpvo8kOY1y0AdUo*i!}+20u-qYFaU6JvHurIebWIzqk!IaKGBzgH9!g^xCe>#AM{1j zI%N%*CH`Fa>1}zU0*yuhlt2bIkYE3MLCr|O4FHmp`@cBLIR?NC;NW2cU9m&rBJpxE zOWC@)dwk zO`C=2WC(8%OF>tk zNfRJU41j28{%SZBLfL)GN@a=0N{4R*>sQD(j~~`jl#@^yZ3Dho$qcR#kd1?sLg2*2 z`~?x>Xl~T5W?WnLD8NHLsV^McO*-KzbhPg@{28&C9Av#MBfh{0qoSBqfpCrmt%ntn zydfomH@$1C>^@Tczhs7d{sF4F`N%Mj6gpseG{#R3KG9@0PYC*J?BXwEI^91J?CLg> zAnS3<3`UXcnuy;%Q$WmQRlYsee`81`r4_###aM!(#k%}LRO|&)8Ri1yn2@4LwTL##2uAo7zE8u1V4@5V z!sDX_f2 zPsY;nA~yHk9W5a&wwAQoeT8mih3!m8c)pvM}dMsVp!~yt3Hz?Vg5(s zRJt$r@dXanBm_DG5o1)Yn=3T{mms<5^jW9x)A#n6X%CNt74q9)Fn!{@@ z=1?-TN7A>mS4Ld$$DrF?;IM-FGI_gX!BQ?DmPyiQO2!sbi6$=p`yb`4XW0$p4wu9l zS0~@EXg(ha<46bC%4|%1AODhS~=N`@Er}0A&XN4fot7zggO(k>K zmPrimuC`REV5iz%1B+HVVnqgculuohl{?}4Stw{>-!&65Rr}Wu5%6ZBdyz-HzGtYK z5nE{S8K@s4=`B`l{g6K_al!8SBT+)zCyjj}o&r1F=pvBj#XSH-Bxo*vOD=STMM7Wa zb)XskXMrGJYLP2|?db3;Dz2oQ%tS`zr?h@!(|`%7go8SIPo4I!%JV0OY04YVR9}XS znh3>ZpK1q*Yt7O>U*y&NX(fChFCM|%&&r^oUq&(BBfq{)c8FCl z*zSF79CR8k@LeDSPUco2NAW&qPn9DK}zA7SEXV4^80f)g3@jVXin)lH-9?&Z2EYTi~43xW=X%~ zex0vc3hlc=uz@|1SM|F;_xLALB2T&*)*>wb)MR0+H{g#1WFP*bqS|win2(!v*L!hh*zm4#^gOK3D;wM$*z1Tq6!uHJ`_nx)AFOq7xI zjhtKqlx!m@Rc6GbUqHgBVn4O(fbT=d#<@-p13#zt5aL!9nQZ7mEtoH5Fl#bi&fqQ+ z8`3|H9yu>V$hY$FgP{8iT1}G>dEW+x<>06+Mi0^(80r-pmRzSLJIX3}A<)$>#k*5b z^z9eDWt2A-h%7avCVHyPNY{-t^nm{+E(qc6(aAh#?|X(UGDq`V@=>xllq4SI=mYA7 zM4#VWf(zxY?vAX2O#aK@9i(N=4;nFWW|%l9oV5DaKf#MKJQ<{0D&+IT!@Dza6ygUG zN)Mr1z~DrrJJJ!JbMbP)%C+fW{gsRX@ors#{PFDq{%D9X@_SlSO|9#SsK5@47m3^z zZ`%<}Xp!S;QXt>IMivq9WKu}nF918qV?YXtsa<{&@yxeM|J!-p92=->I*i-hfUD(l z8Dd{*NppnfdBNOIRgi=xhFWSyDJ`i_g=Rw&*dHY))G8xm)d_>W!ZxX_+!H zeML=%{V+;~(M)7GfR9@=Ge$WCU&yGtVVFPu=HlJ0gCb~DYasibRc1%#QDcftkMXAo z9Vw(F-UDg4OU|W?cUg|))IHv_R7p1t5PSyHH2RI$5yv0cVn{>qBjT&Ii%?QaiqHl; za89R^J@|mekpTsM+lHlI5)-2F2F=~$Fl=@k-p_EG zJYg-~Xq|ZGOVX8A+F49TY_Ys~mB)B9X3?;_FzIoO>({OomLu0UZf{8DPy=u~41aLd zb(is;2$H|tG4sMyBH4;Z(j(c9Vwq}r0CN>Vr8(&EP-9<24$&fs(#iT)-2dgr{2@Ve zWe^=e=TmX1N6a4^_$|_;>ws1eak!gg((e(wzhfJ(Nz32)B!id^w~`Q#}`c5f58^7dewD_mzkD2@kzZ7v?UNbVMMDnHj*;14s;fVBw*@=(|aak zPO_G*AJ*(jhLuPkyualpc$jVf%#-%d5m zHhme5;%lkI%f#kafBlXCFqnx^cV1cO7$^wEBHm6WSw)aA77{S}8^;Uf2IqlFN<8YbMi^^!fr!6l3L}e9?-3hI? zIJ1e(_)ezJu;2(l zC`#v2TQ^S(;Rs~ZNF1B*`axYQ#*Fd!0$08i_HFNH(~(|R7|Fk4{V>m_Wh%W_Y?~vB z9!@R3*B`6I^qoVs55QhR=A~qzVsqQlR;ECWKMmN7E;pV{HgeAFd~<2tDu z@6~+Xm$R+SD(IwT#F;hyv*7sy*)O^I*~q@A9fboyJ^px-If$r;B3 zm4GdXNHi;;pzBriWL=Rn?omhS6!5HWWR*j6Qf6z_;gqG|{q?EZ^~MDy=Z(?Fvd~|H z0?~icxM@&1*y;xSK4AiL!;kk zr8DDEFJKJZ)rNEPs*h|Z;PffuEm%NZ-@LX&6~77ty+f1QvcJ~6=P>(}G!P!>VHT2} zx@!HqH%`orwu#~YS>G4QCQfXLdJA)*-eofg$4+@6nlAS@}dPzL`G z25pH8FeZhxNje>G@20)21m*M^55im(NvePQM7y5;exQd3l^I;%LunL4eig}sR=OSM zL%$Kt?#je80DGnTO4|chC2tU2@WpJPxeYD+QTUUbLvJ->pfaO-C$}5T@om2l#WGYCk848x| zbjfe9pmx8t4Jq8-Lsf-( zM!^gpe4`f!-k_U+KD&f{y<;J*eXygb?tuwkj^epFfn0hu*ZKYVu@sV3s388xmRwzb^jj zAtWEI=FcKiThgqMX%V```V1u%5aFz<2Ae^GLpf*inHES+>SlEWZdQNa0o#Dfe}Ok> zMaDtrZf`3k`0^i?M89y_VMeL&uL?oOIbwM`!*GfC7g0)^M_S-L@3Nz zJ*Jw)kxzj;rn(dM5;yo?nKpsgmSG|XsZqzdNU2XmRiWDmGE6i^$QL!(1||9Kf&{T` ze_U-=48UYgI%>GsH%B&?-DGN-^n98*vI`_y^A#;6>uYAUWcat*>>Ux74yU}uPCiPu zTuuG`%&^WzdG2t5hdkoX7I->~N9>GjEYA-P2*N^5RWn|eCS!#5igZ9t`NWb&$nC(y z$tv{pn7lEuW3qJvI*GUVc5^t6SWm>jtJ?=2ID7K1zt1 zc+WWKtA`Zo)sKs-IO-;TBU#uEx^~I-ERBC%=ll9*#+36a#N$g}{ zmkq2Gt!si@rgc-6BfGmFaGZIZmLt*Gm9hM)PvE*)Vu_xI;AW@sbf~h_5Q&mnbL;1E zR}8EsFeLs8iE{W+a!_ll@%uj9FN{5e9U&L2ls1e{hjZ%Ye6{~l#??epjIJz&$;=1d0`|4f0@!@;@9_H;yMCPH~p*`85wBg~IUZ8ld5?>wK zdW>`jxu&-|Z^X>qbogIKH{K&Z8~~rZxI8E= z)vivID5h@(>mL|pTjIkrUy7fJ%c%zVj7|Q1KpaO{j3cBpe6~WZkOL4wSw#S3F&17{ z9#$4J9&>gM9(HaH_D{PAHy4YUsX4b5uPM7FhmgSkZw2V22=GbG@$iC>iUE{B_Wv9I z#<^(gqGXLbcy%DeEEXlon0;xXMO!Rq7Inceg-05M%Vub_Yn8m~x+n3)Z3B5B8)7>n@Wt zvckfeGa>g2xEi$wntfMZr(qIU$kgM=8UQ0TmT*mAyV3%x%EcSw2q~COa86EUwJ&K4 zT`2+u-Fn)R7Q8H2q|ft7=xhE(+}#~{&m|1O^T-<50&|JxzMIp5Cu$uP;Uy0jEf?TumbTFiD@Y<8wLLaJ8N`)zE=)jqS9MS`UPt%!H9MWJxKRZSB%&C!y0l|^F z9^N;cT{zbd;?^GMH(NJ(2TJtoVJ-bezj(rt)?5bkyKQ0T{$pRapE9!~i_&w(m?PP? ziu#%IKr-Ld#er!9G+I7eMgC0tU7c7A+P{vKXS&@=@k7XDmI;o{@MQ8Wx|`AO z@x#yHMT%=i0XOTUADxRQ5>OJz*7_+D>XF$DZb2b;w6~&U-fMa(a_Y*vTQO4$BM8_} zcfp)|oOhDB_pK%TxnT1$Z^o~}`@&0=McRe1K;2q#ScUuxS)~D{bcIbs|G6SF?aaG$ zrIZN2h>hF8VLK|T8SBIsbFTeqYcu0a(Ou=?{t?|>G#-SZ=?C(Jp=h2AqbXtNQd9W1 zFXMxXx3$|R9Dot$e+=1*dE!AB2mkbMLxfpF~6caM$+2hnQ!k5=5`g>*yiU$`bGO2o}=SovERh6d#R)FIG6S|W%#*f=B*by zkW|;(|L+!T;RaEl)sMP#Ay5FJa=wuK1aRc#>WdOMw9Nm4G&>^l3XT{IstaqB%sy8!VhHT_~Y`NVG)RUIJx=L$hrUz+l1rI z-r}#nr*~Z8Qu&N;wDezL{+Saf&q0cLW4Oijt;fRBcFi+h5doz-@vx+whn2mEQCWA_-JJyvUsfs~?4eMxQt@1}NJwy|tk;i`ije>gJc#pC&sSGfm)!#eXKUME-Dnq4(C)Y#YBTbtXRWLY~i@Wb?x| z1vnKMF{@&l>w|q%(cUk157&BF{R7OkUj_pY2#k-iRJOCyPuBMA`K`&XfXR`Mihk*w zTibW-7u?|bMGkCdyTIOzn^sQ6fh_$)ZbU2HIgKvKqqMB()~k%(j)yAF3GiCpF1Ivd zbu{Y5GHEYw_te8U`-y&(H`AhX#kuaBS{GtLko#UeXZ1iQ_9^!Q)?yR(#q&du`-vn5 z?FP~NfwQvioK%;8ul_j=a3fT0Om+M1F?CPkDoC!0kZ~i=n~^&DK|6D=W&2Irinp2S z!-`i5GFWEpuf1FQo) zWiahi+Kzp0VsYBb))&I4P!~94@D>l`&_5oA-_bfzlIZC;yXzl1fH+7y5K<+82#JlG Pot+bbl2TGx3gLeMpQi>| diff --git a/skripta.tex b/skripta.tex index 79bbd14..1e4ce8c 100644 --- a/skripta.tex +++ b/skripta.tex @@ -45,5 +45,7 @@ \include{nahodne-jevy} \include{nahodne-veliciny} \include{stredni-hodnota} +\include{stochasticke-nerovnosti} +\include{stochasticke-konvergence} \end{document} diff --git a/stochasticke-konvergence.tex b/stochasticke-konvergence.tex new file mode 100644 index 0000000..b64853b --- /dev/null +++ b/stochasticke-konvergence.tex @@ -0,0 +1,28 @@ +\section{Stochastické konvergence} + +V této kapitole budeme studovat druhy konvergence v pravděpodobnostních prostorech, které jsou často jiné, neboť náš prostor je vždy normovaný na $1$. + +\begin{definition} + Nechť $X_1, X_2, \dots$ je posloupnost náhodných veličin a nechť $X$ je jiná náhodná veličina. Nechť $F_n$ označuje distribuční funkci $X_n$ a nechť $F$ označuje distribuční funkci $X$. Potom $X_n$ \textit{konverguje k $X$ v pravděpodobnosti} (předpokládáme, že $X_i, X$ všechny ``žijí" na stejném pravděpodobnostním prostoru) , značíme $X_n \overset{P}{\underset{n \rightarrow \infty}{\longrightarrow}}$, pokud pro každé $\varepsilon > 0$, + $$ P[|X_n - X| > \varepsilon] \overset{n \rightarrow \infty}{\rightarrow} 0. $$ + Dále $X_n$ \textit{konverguje k $X$ v distribuci}, značíme $X_n \overset{P}{\underset{n \rightarrow \infty}{\longrightarrow}} X$, pokud + $$ \lim_{n \rightarrow \infty} F_n(x) = F(x) $$ + pro všechna $x$ kde je $F$ spojitá. + $X_n$ \textit{konverguje k $X$ v $\mathbb{L}^p$} pro $p \geq 1$, značíme $X_n \overset{\mathbb{L}^p}{\underset{n \rightarrow \infty}{\longrightarrow}} X$, pokud + $$ \E |X_n - X|^p \overset{n \rightarrow \infty}\rightarrow 0. $$ + $X_n$ \textit{konverguje k $X$ skoro jistě}, značíme $X_n \overset{P-s.j.}{\underset{n \rightarrow \infty}{\longrightarrow}} X$, pokud + $$ P[\lim_{n \rightarrow \infty} X_n = X] \equiv P[\omega \in \Omega: \lim_{n \rightarrow \infty} X_n(\omega) = X(\omega)]=1.$$ +\end{definition} + +\begin{theorem}[Implikace mezi typy konvergence] + Platí následující implikace + \begin{enumerate}[(i)] + \item $X_n \overset{P-\text{s.j.}}{\longrightarrow} X \implies X_n \overset{P}{\rightarrow} X$; + \item pro $p \geq 1$ platí $X_n \overset{\mathbb{L}_p}{\rightarrow} X \implies X_n \overset{P}{\rightarrow} X$; + \item pro $p \geq q \geq 1$ platí $X_n \overset{\mathbb{L}_p}{\rightarrow} \implies X_n \overset{\mathbb{L}_q}{\rightarrow} X$; + \item $X_n \overset{P}{\rightarrow} X \implies X_n \overset{D}{\rightarrow} X$; + \item Pokud $X_n \overset{D}{\rightarrow} X$ a $P[X = c] = 1$ pro nějaké $c \in \R$, pak $X_n \overset{P}{\rightarrow} X$. + \end{enumerate} +\end{theorem} + +\hfill \textit{konec 11. přednášky (24.3.2025)} diff --git a/stochasticke-nerovnosti.tex b/stochasticke-nerovnosti.tex new file mode 100644 index 0000000..ee93943 --- /dev/null +++ b/stochasticke-nerovnosti.tex @@ -0,0 +1,58 @@ +\section{Stochastické nerovnosti} + +V této kapitole budeme studovat užitečné nerovnosti, které budeme moci aplikovat pro odhady některých statistických veličin. Začneme odhady pro hodnoty pravděpodobnosti samotné (tzv. nerovnosti Markovovského typu) + +\begin{theorem}[Markovova nerovnost] + \label{thm-markov-inequality} + Nechť $X$ je nezáporná náhodná veličina a předpokládejme, že $\E X$ existuje. Potom pro každé $\varepsilon > 0$ platí + $$ P[X \geq \varepsilon] \leq \frac{\E X}{\varepsilon}. $$ +\end{theorem} + +\begin{proof} + Z předpokladu máme, že $X \geq 0$, tedy $P[X \geq 0] = 1$ a $P[X < 0] = 1 - 1 = 0$. Z toho plyne, že + $$ \int_{\{\omega\in\Omega: X(\omega) < 0\}} dP(\omega) = 0. $$ + Potom pro $\varepsilon > 0$ máme, že pravděpodobnost + $$ P[X \geq \varepsilon] = \int_{\{\omega\in\Omega: X(\omega) \geq \varepsilon\}} dP(\omega) \leq \int_{\{\omega \in \Omega: X(\omega) \geq \varepsilon\}} \frac{X(\omega)}{\varepsilon} dP(\omega) \leq $$ + $$ \int_\Omega \frac{X(\omega)}{\varepsilon} dP(\omega) = \frac{1}{\varepsilon} \int_\Omega X(\omega)dP(\omega) = \frac{\E X}{\varepsilon},$$ + kde první nerovnost +\end{proof} + +\begin{corollary}[Zobecněná Markovova nerovnost] + \label{thm-generalized-markov} + Nechť $X$ je nezáporná náhodná veličina a předpokládejme, že $\E X^r$ existuje pro nějaké $r > 0$. Potom pro každé $\varepsilon > 0$ platí + $$ P[X \geq \varepsilon] \leq \frac{\E X^r}{\varepsilon^r}. $$ +\end{corollary} + +\begin{proof} + Nechť $Y := X^r$, $\tilde{\varepsilon} = \varepsilon^r$, poté použijeme předchozí větu pro $P[Y \leq \tilde{\varepsilon}]$. +\end{proof} + +\begin{theorem}[Čebyševova nerovnost] + Nechť $X$ je náhodná veličina a předpokládejme, že $\E[X]$ existuje, potom pro každé $\varepsilon > 0$ platí + $$ P[|X - \E X| \geq \varepsilon] \leq \frac{\Var[X]}{\varepsilon^2}. $$ +\end{theorem} + +\begin{proof} + Položme $Y = |X - \E X| \geq 0$ a $\tilde{\varepsilon} = \varepsilon^2$, potom stačí aplikovat Větu \ref{thm-markov-inequality}. +\end{proof} + +Dále si uvedeme několik nerovnosti, které přímo poskytují odhad pro střední hodnotu. + +\begin{theorem}[Cauchy-Schwarzova nerovnost] + \label{thm-cauchy-schwarz} + Pokud mají náhodné veličiny $X$ a $Y$ konečné rozptyly, potom + $$ |\E XY| \leq \sqrt{\E X^2 \E Y^2} \text{ a } |\Cov(X, Y)| \leq \sqrt{\Var X \Var Y}.$$ +\end{theorem} + +\begin{proof} + Plyne z důkazu vlastnosti (ii) ve Větě \ref{thm-props-cov-corr} o vlastnostech kovariance a korelace. +\end{proof} + +\begin{theorem}[Jensenova nerovnost] + \label{thm-jensen-inequality} + Pokud je $g$ konvexní, pak $\E g(X) \geq g(\E X)$. Dále, pokud je $g$ konkávní $\E g(X) \leq g(\E X)$. +\end{theorem} + +\begin{proof} + Nechť máme $t(x) = a + tx$ tečna k funkci $g$ v bodě $\E X$. Pokud $g$ je konvexní, pak $t(x) \leq g(x)$ pro všechna $x \in \R$. Také platí $t(\E X) = g(\E X)$. Potom $E[g(X)] \geq E[t(X)] = E[a + bX] = a + b\E X= t(\E X) = g(\E X)$. Pro konkávní $g$ se tvrzení dokáže analogicky. +\end{proof} diff --git a/stredni-hodnota.tex b/stredni-hodnota.tex index 2a807d6..16b917d 100644 --- a/stredni-hodnota.tex +++ b/stredni-hodnota.tex @@ -179,6 +179,7 @@ Dále si všimneme, že z pravidla líného statistika (Věta \ref{thm-lazy-stat Dále si zformulujeme několik vlastností kovariance a korelace. \begin{theorem} + \label{thm-props-cov-corr} Pro náhodné veličiny $X$ a $Y$ platí následující tvrzení (jsou-li příslušné matematické objekty dobře definovány). \begin{enumerate}[(i)] \item $\Cov(X, Y) = \E (XY) - \E X \E Y$; @@ -193,14 +194,14 @@ Dále si zformulujeme několik vlastností kovariance a korelace. $$ \Cov(X, Y) = \E [(X - \E X) (Y - \E Y)] = \E (XY) - \E X \E Y, $$ kde druhá rovnost se získá roznásobením závorek analogicky s důkazem předchozí věty. Z tohoto okamžitě plyne vlastnost (iv), neboť nezávislost $X$ a $Y$ implikuje, že $\E (XY) = \E X \E Y$. - K důkazu vlastnosti (ii) použijeme Cauchyovu-Schwarzovu nerovnost. Definujeme funkci $g(a) := \E (aX - Y)^2$, potom + K důkazu vlastnosti (ii) použijeme Cauchyovu-Schwarzovu nerovnost (Věta \ref{thm-cauchy-schwarz}), kterou si zde dokážeme. Definujeme funkci $g(a) := \E (aX - Y)^2$, potom $$ 0 \leq \E (aX - Y)^2 = \E (a^2X^2 - 2aXY + Y^2) = a^2\E X^2 - 2a\E XY + \E Y. $$ Funkci $g(a)$ můžeme zderivovat, dostáváme $$ g'(a) = 2a\E X^2 - 2\E XY, $$ svého minima tedy funkce $g$ nabývá v bodě $\frac{\E XY}{\E X^2}$ (bez újmy na obecnosti $\E X^2 \neq 0$, v opačném případě máme $X = 0$ skoro jistě, z čehož vlastnosti z věty plynou triviálně). Dosadíme tuto hodnotu do předpisu funkce $g(a)$ a dostáváme. $$ g\left(\frac{\E XY}{\E X^2}\right) = \frac{(\E XY)^2}{\E X^2} - 2 \frac{(\E XY^2)}{\E X^2} + \E Y^2 \geq 0. $$ - Z toho již plyne, že $(\E XY)^2 \leq (\E X^2)(\E Y^2)$, z čehož už plyne požadované tvrzení. + Z toho již plyne, že $(\E XY)^2 \leq (\E X^2)(\E Y^2)$ (dokázali jsme Cauchy-Schwarze!), z čehož plyne požadované tvrzení. Vlastnost (iii) budeme dokazovat po implikacích. Nejdříve předpokládejme, že $Y = aX + b$ pro nějaká $a, b \in \R$. Potom máme $$ \Cov (X, Y) = \Cov(X, aX + b) = \E [X(aX + b)] - \E X \E (aX + b) = $$