From cb6d21f145e3c1a8a331e928123046dc478939ce Mon Sep 17 00:00:00 2001 From: Yangwook Kang Date: Wed, 22 Jul 2026 10:33:56 -0700 Subject: [PATCH] =?UTF-8?q?report(1H):=20tighten=20=C2=A75=20GQA=20(mappin?= =?UTF-8?q?g=20tie,=20taxonomy=20bridge,=20dedup,=20Summary)?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - Soften short-context claim: 1-kv-/8-kv-per-cube are tied at 8K and separate as context grows (1-kv faster at the large end). - Add a bridge noting the six-case placement taxonomy (ยง5.1) is the long-context lens; short context turns on head-to-CUBE distribution. - Remove caption-duplicating numbers from the long-context conclusion. - Reduce the closing subsection to a GQA-scoped Summary; defer the cross-cutting hardware-investment thesis to the Discussion. Co-Authored-By: Claude Opus 4.8 (1M context) --- docs/report/1H-codesign-paper/build/main.pdf | Bin 3011532 -> 3011735 bytes .../1H-codesign-paper/sections/05-gqa.tex | 89 +++++++++--------- 2 files changed, 46 insertions(+), 43 deletions(-) diff --git a/docs/report/1H-codesign-paper/build/main.pdf b/docs/report/1H-codesign-paper/build/main.pdf index d6f1319a6ccbcd713673de282cac4b716cea4cbf..803e2464b82e4ad2d182cc52c465f5b62195aa1a 100644 GIT binary patch delta 77187 zcmY(KQ;aTL(52fxZS%Bk+qP}n#@n`S+qP}nwocnU-#?Q~W-jVt*G?)sbx|u>&#vjS zHsG|2Heml?;9!to&|t7&@L-5w$Y7{o=wO&&*kHKeKf&<92*HTKNWsX#D8Z<~Xu;^s z7?N6PAiLD009Fhzfiaq zX<*}cF?9(cNF2X?5(y(z=o{C$2?jW=EIT%Ql~Kxz-}i@|yy&iC+Ass-b{{_i{4hPdFJt;Vg5P#Z(;%hU{yg`RLC_!Nd-unSOWVM% zTk?|WH2L3;FO2hL1YfW7F>U?TC|=P&^1T42lMYNiUET2ew)iR4>!lE%A*9Lh+khf3 z3&UF$0Mpku-d&iCe7bu#icDUW_xz59gUokHGllvTz4KU=sZHHK%`Gw3la1^xW)`-V zK)y+@y6*leHSHJ5C9Z<7a;-a49%H*6jBL*=`%hi*_lFB?my~dxu#%9XGERh9j-i*FR;j_mnLkL29=tN2{1`+4Th-G2P;iwdTe;>zvwqUItnnAWO6KQ;biuwPVHhYkRl3@Tx==(Mv%M>(2G$ zCieAvmS%{pjfPZYE`>c1kc3k=oh1W06CSPS-Fu7VK_8Y_0kP&Lsh$%`z_&1)&kE__ zAa`_U^{{Iow-MoP_GqJa4|9u@ZSUyr@jR{?)01CpK|;KXZs|?1aXXC`<9_T0h<(9m zDat5fxr~)`a@FDxYlV2VOPydE{>xg+Q&C)Dg3x|%%^`u9BsMe;SzXyr7S3haLY()fP#!SG928{ft;U6PPPg z%53+KsEeqr9lWPuef@2_I@iM$pcX+j1?hd7gUb@^&nAY}rv-0M5!M>M^JKFj=xVjH zNeB6A7&YsAGv2BZ*mjiQ+i+*=;(K=|S_YP&y$)_yI`;r$cy~UM`q=6SyFvOb%lyhR zX;2kprv_r1k`3UmC=R*`-+m&^?x1!xz*x zwj(r02)f+vLFdB`qKLIO3*hJ*K~=iT#(3w$4t44oFT10Jt%HMG{Cd!dLSD#^lz0-% zK_?v9+BA`T6{#CMc0s9C^hH*S`bf0vIVBB4kKA$fZro&M&KNov!O9%8fjDSewaswN z_rVp;wE9|qmG^V$GodvCV92DKY_8o+grM;s*yMf%SL|L?*Wm+t_{32gQYbfyqJC+J z3KcEUQN@>U_KPh~dPWo#Ee*YbcQz6D`t%CcDLYS-aY@Bg|Jb^_tk9q3^wBc^9-Zkv z=sUl70Jj4r0@zKj)!u2rjVX-HzvXys;)l>=V`b&g770#Z{^gA|F~~(chz5OFVILDEGJ9r zzny^KXF+=mTkq77Z_o~Nu6tseTDKjqMzr^om_Bm>$t|@?rFy&M34vlrC-H(sX-deT zcg{@#%`xtKLa)X&5>Xel9Fp+(MNWgy1?g3j;L5pG?bFjr-c1o}|cheSdkQI|Sz7@-w zN!MBcp`ePTf}0Qu+%{Mf7EkrIR1=RYGgLa06E>~k+90Sv8_|*ACTsO$91G%zWPx(uHidm_v3rA;EP*-mq|D`hBdLy-i@R~sxs9&tSX^%joGV#$gr<3R!oJ~im)?IKZcgq?>p<`GPNE%6*e1QUrM5MuLDj~?>)u-5M9 zp@G>RQkaX?Asw5+0zbT3GK34ZFquQQJ!wC+CcdMPC@mZ~CIntANYAkx`Y6p?a;r1| zYEZYY*4q>NmE?3a+EWxRFE4R4scc|lxKWi-qt1wdyqMjYO;EMYg0FpO&g5Z>pc>#R z{`{PBY!bNA#Z%}mm*Ak)EX)`HP>UAftrm_dK`IOT*1df~k?&epP@j^jkEb@N^jsY+ zPYrE>-@26|9il$Y!u(MoPR0{W9X$YW$9@~V;eTw4VcOG1sq`Ku$;V! z_03-DhhFOI>|hI8bzZG9CrGO@Wfl;Df~$i0yzE??JG+wjQ+ji*ml8)*Y%)`Ioz zY)#iO@OP%eyCEAVGes|@ad?X<<6JcD^{|Y=Bu=7WAuEQ$D+Oa*k2x|?$Ba|6*Yhf{s|tCK8vN`F<}9+yY?S@IHc5r+lZ3z@pf*+^f^4ddW^+sCprEJ4NM#6 z&mXX0duO7Hj=k)L1U=6p2`3eV_}mF=wt3$mF~M$It^0+SK}EPfMUgQAqejJ$N-@YK zw_=J|>>H^LvDFayS(Cz{qe}X-?eFVWXM886grv=4TU5$<#!~P;mqB5nTJ*@Zn%%j^ zB5!h@l(qvfHnF175LmO2)6$GF{;CC|gA@_qPQA=IZ;S$I9B@yw7|7c}6nVw4{zW4z zDKL@KD$H(GFnEG@;Rc(6?hTI%tt=we)?`j95HbaBFe3R8afu}yLn11QIZ8vu1mOtG zZKs9qOZ#JjfdL@&hrBaZ(OO7>exOwg+k|RT+)}b^Ge#m}j9)CDtHY&z8A8OH^Gh7& zs=U(V9e^YDIZT^U{NRI|-L|8kW?$ax&0RNgkv&gY zixR~fKP122T*1yE3J4`rDRL{oZ!;bifbNVV#xNn_5(GdbZ^BQ&>grh`Ae`VECzQyG zNyo5Q@n0*7KsNo2?#a{D!WrIQFK(%0y{L_7=I+XJ$M-i-IHFs$k@^ zZdZb|o(tG@{~STD>=3dqWud;8C@bfO-(u=PpMy5TdFdZ8*d<KJJyWxx~9@I=GZ_H}EqjdWI;i(UuqlH8KXuK>S#J3`VHAie@-v>4+6;goAIdR}fSyxyIP$TuR!O={pog z%zCq$J9&>Jq?>udM|XVz-{2D?*%~tv&ri!U!$1IzNUJl$AO&E}+_;CUU*;B9gwHT% z*kub%X1xrcBu)9~G?wN!5_B>9_wv(m2gO(r)1C$CB3ErgxXjG6Tbpu`x(bEz>1I

Zz!K={OybIl^A7 z`Gl2s+w8%3?VQu(Ie@X$vBA;ZcvN>QbWynkvUL{2G61ov6e~_9jwAvnD>|!GgyZ@F zlgJU_Cv|gWJfd6^zz+F8p-keD>;rAZ0@F?yP^d5*6bcazfx%jz-^gCAakQhR)!+@8 z?UD!in4?$%naDv58MLi6wgmn+WfIqP|zIE{Df72Z49!ntF_n~~?3uhc6yH8Va zr7rR@NdRvi*1}eHu$ecx5E6lya;c6FpROW&NPp7P*{f(#7TsJj4d4%Qd+i3t8(bLz zi&qPwajpX)q!TtHUlC#Ect+arN#Ikv;oPwSM&uuiwYq&Gh31YPseZ$+$ovfMvOn?JNCU%GV?~P!j zl)H{9Z>8i0pSXimje&%wRQN|px9&ibxb-_Fz*W9;T!GZpn+1j8jWlBu#`gW3eWE!4 z{{?W9tnSjkgl*&CHIK5ijWQ2E5trpsO7ervUGC^*p&XAQy6?Nw2O4PVGDA6lh^WNC z!i4|wl?{ooz$ooRk{ZtkOEbCOaz|4aA#8+F#2(?e&v~fiG;VCXZlhH#_8R|o3UO0D z{nvqNc;bzJC6^3rc+st~(tKy^Yf`Q}m4K9o^=pqOB$vgF!ooye@8~Ot{^&(moH%?z z)Z!k!wIYnIX<%JE9_hAs`KXl$kH1x*F}(Xp(Oy1gu39F$8oYA8cnwwXop$sZ(QerH z!IEO7gyyUy0RVQu`zONJ+Al3A3Zy>`+&=xtf_ye&))|!fg5W%k1&7H;VNlcKUw~@+ z0@NZ4kIxkPqzVzy{Lb07jFP39a(OHBpWJy)lk_;ynGv}@VhV3EL4^Iq zbiM3cd5;uc%V?xC{wWEcYOz<3N&puNvx+Co;}uS8SO~F=oNzV#Jj*eGn8~$moX4Y2 z9FRIBBC`PL>rOIBpJ+ETi0!sIZOS+hb4@MRsF+WZt+#8rp>BWSBH>lf$<5g~WuLH5 zOU@!T!n;6}kIMIWS%c&(N>Y1H)Z+?b%V(n0{O48K`=i6GU)bVVH;3okBp?NvquvIP zJI~edaG17&{M)SsQiDr`yH}VMvRr0MGikY<`WG$x4@Y*EZ*8^$3)C!zJ(Iiecx=Q4 z^xaOdgA3dtIOjfR(TQRB{>#A&D^7oZ%|zI;kEhsRMH4f!hq~CCMo?m_l2U~wKe~RP zD{S^xWn&<3juJvLPh3FXDF9TAV@MJV@`>MiHPdz>NkNrwW9Oh7U4o1o(s=?#pBVIC z30Z zG48n+zS+o~&s&=%q$C1ux>)c$T;+_u52GFq@`IaP;wfABq`=zOMS!)TemBK!P*t2J z#K5}v8d2_4Gi0|bvA^H_qW+Tdx^h?D?tTg}t;^d99#Q1GLp>lH!TgDXpwDo*=Qi)& zfI3KW0gFWaf;}WQ#)h6|XEnIDwV@_mTCUTKP3lex$2bL8Hj9_sv=vFrtmlA1w0I_a z9NA~o#J7dJQ(VoN3oz{>5XTFx6pz4}cVIri-9?hovGTdkb)#{&1`*jSaF0g7Z{g_% z{7k$Mss;oy5ag3-owF!(c+&EWVq9$x;wce{LeB?A75lX!Z`$8>d!jOL7yIkg*du%(uAcyBq|;WN{rv4VcusXv&p)z{N`UT$zN0 zv{PMQI6yBgR2ES6km|?LnnC61QtMG_2_*{0?=^bNs?6PNMg!tf4dhCz1PCB7!H-if z64hxSHP$GLH%R`1ZS@0OrEOizJb6ySQNnwo^L7qj6t%{UD?n+9hWzfpNV5Ri75blu zRbQU}K+Zo&0glc8(lKj-x2N2d>}tLZrP!xpkn7%`b1kYtAG{TW++Nt%G$fja%PdA4 zvsBc_1EOcWd;?>YmX2dd(t|}A0tMD{2ZWEt@~n!wn#7J)cCsY>xTscZHQtx)miA9P zKf<5rW4WvQO6p?~!a->I%H}HuTbxD`fR#b^PQ)(}0gII`0(>uc=*vdVCKSty-bbL` zpnRENN}6<3yyQJwh~VuK<@TsyPU}Bl5pSE&gm)oZ?b-Z`^k?tHj4qtNPVCz+2K;Gr zW_Km0O-WMiP z90h`m024-^1Xgn-NQqm7N9_lPub!XC!)5(GEe=-t%=Ms@x@)_m#92X{e_W*M&X#XZ z$)(g`B^Q(bT0!uR;9-(gJOo{QB?`|s%SM{y5pn(WPQR47hViw~fYyglx9jt~*^eM0 zuPXo3Y!{I8=%F*wA}!xCvg4re?j29-yk8$-K$Y2B^rym9^hYbcd+pQ2pyP5oC+%EN zZi2~F(PqEIGvzcSblNL|%c<%xdox<_y6Op1A@z7l(RjHYJ!j(4G;tVHbx;BvK^fB~ zoQR!U$>CQKR;t3$QTL|;NEW!`*NNu_JiIE!pMUeL{bh|xksIMGuKI7E|J;8eb<+1k z)Bf3Gpr+c9(6%u-V4Oe#bEfUr5|Dwgaij%IVv>iMdtkJgdti!6rde)b(X_1(VERL) z8Qx&Yhm}oYwv|m{4I%=wqygKJP^Z=3V8OQKZ($7}0ki(^BEalvj8;(OVgFsU)!$&N zPoycr(U1WcI9dN+D|SX#JC2l7$?r^kc}i*pA;miEZYo0z8<<#wuwi}^W4~Z_IU7j` z7CZj!TVx%c``YD{lU29JNWA27vN^|%19y$STfUFyf;{B+q6|o0u#9%$H`nhAh3^v! z;8)Jif9Lo60LEq`MSj1V!YH&|9SA6o26!zLz&{uE430@@Vn4S5UdjK+1HSd;0T!UX zzb6-M0N58wy9sZUucfrDc|38|(c!nJlN)_H7|5{#Ab@_#gZ*2OFwWc8A@065VoZZ+M?8NxV@64DZn~vze6;i z(E>gpkK^+le6hqO|KNgoc7Lyvy}*!PxER>yJ$mUx*`Y`+@+0hFnff-Z%y9~(c%-*^ zrN^R$6hm2;r0r;AAuzfHBNwvw9lEb_YVSU>Pro9h%J-tm7V8O8KK|wJ9eA?p5RQ9M z#gg`iEp?zco-u+wC*Rz<#CELD28|lf+CBMW1 zfMO{eNIIH3kY z&bBBuQvxO!s4}Rb0`NFuG@rhX7pq-O$;>^BYzsXziwf1^PEz4I%k#Cmi&lhgX67=? z_?~1vq>8k=e_=?H$lnx5Rqe_>Zcn9KQ_Zi_1W&izb+0HXMORS~ZI7j=fVF~?QVepd z=5=~MNy1J_`R=n$?X7HKDjUuPhN04 zDgvVssZ8vw02~m*v+LdBKT~Cgky|*IVmg5u4sBTsGV0PiDc>X)bZ|JT?N*{%jH+jp zbtqc5JKKd*XE$Q#)p!J*&5Al7tgI*ooB;=JO+qD_ndXw{Yi9n@IV;G3m&WI29W-hu z=8A1CegYFT>Y&-vs&|-HlSX%!C0V1L42xWGjZUj&0!%{L#6TA)Z=o#=05+`KV40%? zjFU?IA8w!$@@FFZp|m?O3uMVw$XauoXh^Fk?mBhizl;Q7y+;Bwayx@6*DitEg6ly-QH>ZmrLigH zO1|@!$A8r*%7zmQ?m1g_7`eqss4ZuxV29tl-CD1x(*;~jICOCsQ4FiZ3ZB2PApdKphG+@ynIe2&>J%{iy(T`@Q_2` zEp<0+Fi-JU%uqdeH3)6n0{Z&3Ce>=s1Z`Km4~X~}YR9r@3nlPw5)bv$W-42^jhyyd z0Z`>)-rFbQYzZDlHY^PXK$~`qV8#yWEDtS9g6k$ujttmCy6Id-Atg zNcVzGS*O)e2ZIcBj^75mZ{ik86pA&(0B>!oA7)jK13n(KbMO>_3$Rb^pNfflwu4=p zu)eA@f(+D5mU#@(2Ss}e6Y9!@P@w)h8g9~!DJTM58zfYqS%I4VOrq<038})CT;p>u z!NzEZ74!Tu?0dUPJVla;U%_RPhYULCqx$|!pi3^35?F5g(eeneNnG#G?~nBx04Pel z+`fmBusMR-;9ZiRwF-&1iY+e9BE7ias#d?K1PxJ``s3*))RdT_={?v0D)fHQctmSSY(x{0T(%dUz_V+}{QWNW;IW;&BK{ zXnJ$Mk@Ahfxwlh8NwbDy20cQ zc)e}8jiQecUG&RWVaz$m<&N3sBf=gTtWfj0KABFgsVMUi(_0GMpr8=&01nAG_EC{z zEiss}obWgMq?0Y^haC})X~;8aP6t8Kzj?%K0l-OY_mr}m@9%lm&afW-N(@MGVtg`M z1!xg5>{-?YdI=YYMOEaN9_!Ut4?S#Ymq>de}@0qu#Q?XCrxs%G8c zK&n{#e3~qjto?6xJ6ra`e|m}`Y=HlaP%OHUBBG|`f(m+ax(DgchF5cB@g(2JiDfjm zRjGSApAaC#7+(Dia+4AfztV?%^G65m|7Cl9lIL#*{Jc^j=d)6YBlve)gDS0W=4V*M zJNqgt7&3zGBN|LR0Ji=JR*>FFSyf~j%0MF!apb?rVh$?qxJ;ET!GD|6L&~aWhH74m zx&E*a352()($>8HDkV!{y90OaFLU_%O3NpJKgx);}y&WVrAQuLx zVx-R>Ml!Wg_%I>Pc0P5>taIl|Z~U=r+N}rshRL!;X2ThY>P9_Kh0Qz1MRJc$B2TPP zIx9~#JMRaZ1N3QMpsAqqu{1G^l(cZBGn=n=tYW5Mcb}nCMx)SD44mzm#~>#bI3+D$ zem;0xx+lY**G@Qgem_RtUi6dIMFIMw$<`T%s49(nvh#4#5uc4NHX5#NC_ zc1@I&4*VEmAt{{ux@|n}lz{@)#pD!ue(SLzjn%{3O#~hH3*Kjf^S93nJQF&7w2|*t zJ>~HCFmjepeYJ{XZbgTquDFjao2sNEklB_F04ZAy6`D55d?OF3OKEtPr@^+1_Z%Z= zb$=r+H4ygFfXmStNTN0PJYX3+2~2GtcAM_U7!GY1R@&TY?y&j6IS)7MaqoS5DnxFt zSDgMBGtoODF6A8!?_EF^8UY8t78p5V9)J=kBX^E>ecJss3!t6US&#c$fF;OaG~Z+e z4amnY(FNiqX0QXXmEuTI$B!2^F#|$EHN+YWFq&N0M}ARsG9R8cxA0a%qmx!{a&bUj zR!Ny&ZO~0k!ow|+qD?0vVlqbr&jPEX9V#R=$R6&VDa^Ta9669B5 zIM{kmdql;GS1L6--7cbHs_O1Brc~MI6g!Uw_bnI7EUq3dKomH~T9|C(K9|c(B4rEO zJEPE669b{y^L}^~7H|e$k|!#7G6PMJjaAgj6A?Gtj#Gt|Y3*g~r8XuEGp>Vq0o0T& zy}wNng)vnQU$%&%>72=V%MaUP&SU^fS=DjX5r;06jX2EK$&S`Sx;_3|V+p@cAsCQtb1<%LDpeE= zG=M-V=Yk3C6EH7{9z%yWW{In$xYW_nU6F68jZJIlKaPc3zt#QJ(aNtA_MNR=g)x3) zEA!N%A$`2O`~Chj-9Ym&qEDE4z~hCd1r?&>?QXpPQx<%LF1}*AUmR+2u4x>5AylB&(h{)3b72-zeCOX#&mW;<1^ zIPu#lDXf-%JTi89l0yE``onX|%LujSrkeGzu~+@7Vn5!!KwFS-!W~TK-lkRkAtgTt z1A>=Gu|WnDLs=zG^rNXhciI4LUNy#oGsvy;OXS&Bx{`Df+3VuJ2(Wvr^q=?csYB+W zt~3Q>q#>NX3e;pi>5c|chW?8=ovJ_bXAraFoHX1V^CaYL?o6LoG_n>b!iut&kVpYp zH-zl_rmL8rC>+|wTm2&qRX6pgZfubtfntF4Kzdwi3p0dJI=n@TM5ys~RBzB&sVk23 zTaV2qO>{EC@C>&v0+3DQku*a6U6-?B_@vRWt494^Zyru$_Jkr-Z6vvD+a5z_9_}DV zN}tUvQfV4K-7Xp750^}Mc@uKPDGQ-VoL^W@ejjtTAI6z)g0R6?!06a9D2>*-Gf)tN zS?qz$oti_uU6QBto!w6#ztNAaHt~TcR&qKCHFcvEF1g&k0bmE-8UHjcn;h`juKlvb zuZru8DuJjKL?@M`FV9-gYUz47nhnSSXpb&TbuQS5^!>Sv{f6Syg-))rp8;9O-iy|B zB$X}`G)j55jT&ukRa=ex10GqE-6Fc7Z8{?P{$=Q?I+OxQJ(c=(9QyPk*X}6{t%p0A zW2Xy)vFX5w0{HCZmQlXFqM#SI*E^vx5v%V|7iOHr#l@)yHw$RjNQ&rsAywx*pApT5 zw@;foX0K78|6L(TKD!sV>w`f^ZhK5!ZqPv>d$!t9lOq0jxr_UEJ@~B&I8*N4j9f(c zZf``p&0m$ptB10H4?=C1JdgjHCILr0e87NLSE7C?1=QeKL#RUt)EpcUKXE|-hh{SP zPhD=|(H}nNYHn2~2DeT-KS6$o`zG&Zi0}q*7Pcw<%T~MF8uIexj;uSOst=d^96#M> zpVx`dF`K4{ zs0eYMp`L$Ot{Khw}Jm;H(3k z;6|NCa7R>ZC(9lZ5pf-K)L}J_(G)qcQ0L`Z}+GeOlMJ=!!!aU;$_mY2DqNg^P8IVZI=%HnJ5X_Mb4yjBDC+zH|`Nu_t zLcU&_%9jV9)=IHsDAsUhJ=L0y;R(geD4CqIyjX0nVFOqduWLU9x$gVapZ%;!zE&IzY(_<=P-h}9r`G<+|I;tfsSp4dLPp~cLax+J-`Cume8U> z(aTd)M7JzaasOfMaxnbeD17mO$2Q+h5s;e*ha_3aG_6;zCYbGuuV%?zg?--8_ump@XkaQ}E6y0h6+_>Ym72hA>V0Gu)u@ltO+7EzR-IVYlt=Bp zSV{oHxJ>;DvS2DV-2qsQ?rf;`3cz04+Y+`r3A7f&{-$;U`sExs#Q@%+=;V)lJl(~W z!KmMqBE4%F{yat}3m=b~%s~v;$JT*dxzCWl?w;V^gmFE36(ePcV%X>6CFyjk+V!Dg zF9HnaAxxI2#zCQoE@0Hxoqs{d_v*d3^>8eDe^Tjq`6lcpIG#8&Pr(crg8_`Xnfy1! z$kYE>@uqOgRC2Ey(dqFZL;UlaE$)5PbgbO!2Atkm!?vUNN4#E^OrISzK(*vzLQP~U z^wyU5hR!Or_Hfs3VOx8m!e_nZ^97Oq?)!v_i-#rIsZR+_8XVDC%TA)tQi#7^1gH^R zvagi+7acgIq4U-vV3wv6j{tHP^3u3!{o=%G_&dt0RxZ6!)NN#i^039h?K9)QCE>$@ zm=^h0n%PA-Nii|V%2ovZ$;eijAjDlrCf9mex_DCC73gaLvylO?9CTVr(j4n52)~B{ z1nTQFcgcjXV}K!|<_6?jrK%^Y;49|05#JIA+gf3yWuN4W2O3BzT!0^>16II<8CQ{8 zKqj5>^eb+Gxby-o6zoKO*ff@A6Wj+4P<>V1wI)9C0ceq8=2vK23WLw%e_uZHK_pzm zS0Gi>JN9r@9EzSVcNF}MwJi=A!kEFXS1P(A?5|5+BhGyAAWmV_tsq z3x^M4^w{uHY-;MmPG&3-4HezdR)*9?S%FTt?8Mf5H3_T3VJYKHg4(g3Tu&;nz=*u2 zNS)^PYUNnJ`*w{O@C;h((Gcb%%`G^>#`_qKjoGw&rs_T})aj(9fQ zRFB`Z_zbsynK6At(ngBIl?2Etgg5IPR~nq8#Jzpc)HN;6b#x<^?Q@2x_R8mKd_lXm z7z{g??Yl>obpXezq}#nB?(aQm?p?4gwlU~p&Xza=yWmvPN?vo7$S^!Kv(72nynv>Z=LJm^9y-NgU;+4|<~ zLNI<+nDH86oADaaU%da`v)~O)24H9T|KNp=DJ1U@3cvNE9u3HZDsKgKy z)Z@B$gHJ_GZFT??^C$?=N2!=xPD-TjrtVz|8&io`ukh|^<9Ru?m&^#FRuLo42%%Nd9-v7^1Z<)V?@{g6Cf;bAtu6QpDq zw%^b92@b$G@c}(f%A)>7)b`-R-i@?fj`j)TCeR;pE5I!{jCHc$96#X;E=ErJhX?wm|$A#@AEtKa@lWnP#-HhJC83lS0kMqooGXVFka!EARL$cVX0CbR8KXnE1I)D_PC@O@hfP(mN*Ra?B5G&2I4 z%<6i@zi}tVT7RcVtA&~uV!=4K$)&S|^Gjq`iM=1AF@7_>3ezT_S)hwWS#ztrS0IQyIO|OzFxHcwYFWdp!F^|e~mmAKBSw(Y-2jy z)9<9KvAafy+_e;)_N7ruR`FFTL&+~Ijv}dLL_HI&`*wrBeJB*Fnx$KHxTSB) zxkeEHNkVG6^Jw8os{3X^e;!k;oU`!>r&}65Bb?y(QC#nkj8~&;o}$@WnTw#+LHrh8 z_93FF&t1}?#;aX2+OAOERhAJECbi3!Qcw%NWA)gQoO-Dnz(Z7!S5*KS!w;YGFqoEbw*Mh7Wl*_FDU7UL~?5 z>tx7+awf2)QPJP5`%uWN!H)!|VqpUG%@$AWm=c7rRYmL#hFEBq1aCb>;YCEe&dWdY z{mC8nopN_2oM|mI^~I6}^}5{g`?GuSm#p#c_l=tvQcLWr*m;SfdaACG9+mJVEIv~^ zANWBL&v9Sgh1W!szX`%D&v4|*wSYClf75>j+vKxUVk@d%sflUX&e&V?#@r52Lf(&~ zOZppvrP?}fuMq|-{RXW&&XZa>>4`1OAnmLCis1q9Y%Q{I_zXEI$51C_T4D|vQE>A` z8j(Y9w$<|7v_Vlw$L;6d&ZLQ5zwzcvEX<(P&JAAUgc9Nk-E}e;5bOHR3__s2M>^RO z55i#^tem?{|LXCzMOHhvdc*>>;IdUI8C!2gN&rh=rBryHrmJ{+T=hL}4Lng7J!V?% zDQf8K?C!nGnWIDaI$14ebK<6r!f*T?#WqY?>lgWLJ4AnUTUg>F&XgrXP4Y9>!-5T* z8O@ai6poGyL`9~w(LS&}#gDZ1wsl*5EPhyS)7CU@EQquJRnc(1deZ?Q<3P43QmBb$ z38gTsvQcAsY=*d>&d?>z?41>q(|UiR%Gsp8^M5@Fq_a}Mtdw>e5U3;vC!I9`JA@&_7V#5p_djOJ zHqa5TW{N)-CkCyEvvOqxRhBC1mIe*P%X5adA3>e--yJ5htoVH*wQ-E=xuhi!!Vsov zQ^}`e7u~OnDEf$n;CeqY&Vx0KVOU#LCg?X=2$%6R7}$B5E>&`MYzZODqsb5`ms%*A`{OS&csh^H)VnB1_1g3h6OUS?Bpe zz3w(xE})fLs5ABMtx{CBat+`wl*G|z>FC+&dox3l(=AC?DewaHq-=B21G}K2&(Ss=n@COwdb?wzEXx1J7Fl6CyK7+e}GGW zW3!thl}!@UnVKj-@hFHX8*>7B^2M4Jc6M-25CEl_dV=YWsibAY$NO97OU^t3Or%YA z+_O@BJjk#rQ}Ds)(kTgyY@Xnc`N}7_RE?bY)Z0@GVzqxH&XRZ~sCy~0A=Hljv&vu4 z;?afML)H;$4hvEs_}Ki^TbwX)PWsC%E8z#AdByvN!6r=-5JSF3@N49`G@H7^x{?)$ z8UO)@QEP3zoiH;G^|aL@z^pM7u8_OcB52hET9Ev;iK#6>-(GVhC2Ho(XU&39QS!wj z$Izt>a5{->u;%fInEH?!+f0q-lt1H({Z`Xe&*yzbxVs+B1wV{$+llA~&7)w(>Al&HyX<6oge?JPxYq0Yj9*p0oAYd3D1pA&(4& zO5emQ#Iv`w#G(#*UMBYA>ZvVO`G!hVD=Z&=;wiSZC*Yo%tyZhp6(b9iY)vFy@UPiU zX*rkh31I54SRc6%FF7=4VjSk#J*+W7n3dGvMpM>vGlDKY&%bPqTX@*^1n$=MX@CWR za#y#sYF;9;kwG=kCg-_@ZBnW-)4&Kn+Ez6l=unSeW?Bkf5fRpUaN#+9EJF6hG6Lu+ z!j>~)i`7XAh@eDt?Gx)@oXESK-eqG0TX-_zOe|2MDg&mrvFR9-aK`xo;-K-3`i$h) z$d8j?uOB*z?f7)ptRYOi_3%y6WkBdXwOLE4B2*75gFOR#DD9rR-&1~0RlDG$YWf%9~QkD);GC)y`A}PtK z>!0~{h+I+ImhxFK`RKv|{p>kS>SV@O6A>ko?F@7(bG63orq^z{s+unpTsNO7^2vF058bTQ7(4mee%HiCMrqyyKze>>5rW6gNU5=GU?9je7 z4c*oc-^=JNv6sAw^7)ABqDfT!`Ls@^uHxxl{eaTuye2*Upu(1eQd@$xi4q*0$D*T} zB;>c`F-p65T`f^;E&$pxq0iC9sWul&9b15MT++^cqQB^Fn+pdW~N%43?epG-e@WQGKup!SJ zyljP!pGC$^iI3UWeMle4x#K{PES8cere;TJlXB5SF!Z;dO zz8(!MWKtFJ=kvc^2wM%h!g3ig*U3}<{8x}JSJ1$Kd9DjaXF#LG4q0!MIcO>|*qu71 zA}G4bdF8$6B@4U=LO81Bb&EZHp**&;*E$6mghcQwF!F=*u#~rXpeN+t07fO(c65~%$Ul2s&3~s`sfiF3nb`O=bRPBf0TRnFDOXSIq=bV3 zaYyJBuXe}+S<)85;A|=W#nmHBo3k{^xh8#NR|$tv&2BgKQg{F%y3U-W*AwVXh1n?f zKQ&*Q(pff5e$=D*eb9G4#DRC>_2>o@Tls>g#oJ)6`T*sVam8?!hC8&IbmRm4a`a}X zxJIjZ%Y)mKmhc{^R5WID0_O8)d*@O<&1!lTko1oo=4W|NIGQUs>4t)6>VaAl@fa?7 zldj>2SyDu_x`w&%A|>^j*&~t|UNfJ$rDiJ72iY;X4QMQTDVx&*Ul~D6`KPEvs{;^F ztxtj$c>wL!z=vLv;4V4C^W=lJ8c+yi9(^?N+0Q@F-07L6alf=KFn1ZJ15GT&8I$xdCe!({PU~KZ_ayV9Yd6+CgsD>C5Sz; zD88O^cea0EbfXg(7F3;_uis(U_?|tWV}aYn}f z8GFwCx@PXGix@UU3>qR0#CT4~S)T)i4!|Xv#KzDFB2>U)9g{dN# zo2*C7L{C$g@Tr0L_yCH5c%36}41m`BT2f4HAX60jqvbAXbT4mBR8-5`hjOwA_@v65bE|0=iWL6X*Ovpv%Hy^!v1R$T* zqO10x+6)20eyIS~kx|wL41e@TX^NZh!K%iDE5zn&7t!onudJ|jvdvW9`&6pqKdSM1L_iLS2(xqE| zD&1eb9f);aXvbSlzVMqyromC63otqSph9-eMK5c{bn4!0TmFEu>U%k3c68E`r<+`( z=X|bsJfGI&B2tQIXD!A&!pyQ%z3yOlE=mRHNRNIMEZ0b{gs)>B`d?JNQ*bBI`u!c- zb|$uM+nG#k+txR>ZBK05b|$uMJNf6l=UlwMi@mFRcde?v=-Sow+3Q(PBR#^mNXNuM zAtu$L?^7*aJu2|5aT5j9vP|RjhNjMxhdF*Asd0CTpZn-8~6hVbXx_a_F?wB<4NqRcftmNTQWRPR1o*q6$7QHloSq<z z;Y3uC8r7@VObU-qYf8EKdb$Q}IpjtH+=reNKlyt=hz!zT-%A=kZ z0t>0v(ktpdQqaAF-LAVpj0br>HT(~>RkJ5BJAy)yo4DNy5>7qhCr^CeiI~svJ}-4# zGSaL2z}qG~tL9Ra_3B856LRHP_pd8JKup#}e$KBmg9{mfP_OSQg5jI9wM)gUf2m%4 z>fYqMt|xg~xEyWMu6ML$fC|knE}d)it9=vJE=%V+EWxE|+nS3Ai}rdN3Wo@*;>l*L zr^W)ZVy_V?9E|D>2Uy}64KEL?-?qC~9bTDXtVXewJZBtE zzYGFW4}RraEQdGo)FXw_$T5dv3#fer*cxST#Qbv$$s2l^0B)^lP4LS_CT*We|p%cLMS-CmLf;*R>tK*xZ0xQ_~iJ9ac-yaYYt}w zem%HLr>-Nr+S&!kDE>e>h*5=POhyRSagu?3WwkK{Y&zIr7Mb-e+o)~Nm>tH;AsR&T zJ~ociE`Sh62PACJq9$)%q#Py)nSY=+v_q`labL=h&u{m0uh-i@cv_GF%52=Q( zdX?(j!1edpH_&~wDAIos^|uY_|4_0R3<(!Zs<#`da_A3AZka_RrPl!EVq|Rjfzlq( zAY6>8@uKkL|5^DDL8eM&uqA~`eNKmwN!?Z=Ha)J}79*#97M;#4>ba+nqaeR3_RAAkK1 z`X>92?mzUq<>!e*J}}dNT=qYSC!Fl;|A$oT$i$MiIsB07MnsTy#AM3{e-Xsj>;Pp6IV(EHqd`#j$66MdCmdVFDS z(45zlzphX3pI=ZtD@pQ5rI1xO9Dwse|B^_Ara~DIZy2T{dcfDr z_W8pD;`if&&H3TA0RQJlZZH23orhfj;O&LHXNlTo%QI_zWO-XJnOT<#_T^cQ>N^5} z_60{sFD~JIeurC#=KXaO8v7l9-;u9Z(tJ`dJzv%3(=UMI^^x@L-6{z6O7&!@X8|`M z0NO)WNLBns{%;%jdnxzbDfQj^km1aZm82q+%HopaT4;#9q!S{tqQ12;@5C&19G1cu z_&SvVj^Y=vX{sU|g(RSdWpOI{omnQw+>W{DGw? z&t1z>Km2-2Q4J3J1y?on1$(SnUH$U?cC`lhJ8)u@sW_iLNOWP_PWz7exgZFQ+hOvJ zw?rQ(vd1Wp!r^v`Q4t-)K?r})adq%4w%a5ngD6~sIyvMt7!H60WM+P8Dc$?wk~Zno zqEN>Kn=&f9EK!2qh%_gw$P~YfvBgbmR&ylV+Uv0Jw+7n`1~}3nuOm=~8+IYg5pj;J zFHR#TjNOMEYF)S|jRZ+GRX)1)F!wAfm1(u#6wZ|4$7?1g-Z&e7=Gxj6R*5x<_7uf@w8PtMJbWHO3T$g9H$(3hlE@e~6 zmcN~(=gKjq?5O@d*4l(U!88m@@#tZt{X7Ni^gCZ1)!=q}L zn+PDa&h$Di^f#9OaV&l72=#jbF?yYg5@V6+9g4e?7Ex_YkmvX6+w1ib1^Atk>BP6- z`#ZcG%=!l(uf%zHo7_3tYTiq(i5>*JYG!9GkdzhsViv(B!4XD^$|Poj@N;XWy}16qkKBNe1>@%f9^y<8i4f2aSZn$|VQ}-!Q-^ zjd0Fyj{X8K^a6`u1%FDs|C{6a;kw6C;LDB8#`VZ&@LCZ#O`jb-0g-o;w*8;AGhKV{ zY&1yLb2n^C2L`jq;k}ie@(EG&X60e;DoKZ-8HY;#X_2deZ$XJwXzBXI0(Gq@RfEGy z$y2_jQJ@bQ?ZerQZY6a^Y^dtA%>tnK&vS={<5-~?igd@v@Ek!3iS35)nv&gDukF7) zj;N@5pVyBGvQ%+rP@z_Vsfk%%3W)x;X6p)`xDTx8dZs&P&&e}LE7EVwWl2#~ug%Ca z(-y)gSKw@l5ETL=4)JgEbpynJs1?$X#9xJ(fl+fs7_E&0YY!U=@^n$Qfy)5CoD7c? zd7^P$qw0#@wF4)8B;i}vMv%h~Y$*=#CLMfAvXb5g)gqpb6!mGth+_j9T z^0W|As&&8OAcnnh-v-Tqz=;8lgDa=v%P!CmYsqaSRctWc1LH%uwxZ7ut>tsRt)pG< zi&;P=^o|Jb?F_#*8m*yw&>tF$m-9y=*C{#Wh6W3qT+6QO@V6vZu`%Xf{Z!8(hOX0MPR)o!#-3BtKR zsztv0%N5GzEExIDE>A!}p9*0f-q)!;NR3wWFM^AA20Nxtb#fi&Ljo%`NUj>+bH4}a zQV#9T*_+^s*8}PJRBIDJoufO%NFA<2E8BYW&9ymAxB@kIIVQe8@?MG4zBHhs1I0LKRSjG*#Qdz7AS(-{G!Roy_LPGG z3whu*fHLjxreZ!d-_UZD5MM?>ID5UXeEHzAbw4dwO&3al`Xf7l3?Jewa9ms^sH6_k zLic$Rh@p4jq;Q2@nX$ET_yofHU$a5NFc*4*W+Ye~^VRFd&X~IM3-!fN)T6n5i z)k0R1Yy)wH0)*`;eSi7)$3hlUgGAcVxJ;HAqW5?B6No*#=_(ZJ$b-enYT?*Pg zmpkkc!O#N)kpyz->UD~-AjynhGhh2BI#?dr^w=X&jm-nVni!ib@SsL`4WbJ?YWO<% z@_hDm@5PKU+;S)7_&O(b-H>s@TFxajr{^2|5b9g~3t^_mSHmT%t!ZrRT359IESnq` ztTtrxfWUt8t|BCG4CC%22o%ej>tH9mr6bRU`nF5WKw6ch9V{(y^q=Cq>FTUq5i$%) zK^om^#=AD)9vEt%SEN;dwh+0a!HyAb595i9&t}yUz*<=eDBjVRj#BC98Rt6z`NE4X&jeO{0zs0uz-$RDhymr<$35 zjD9^q#{sPY$3!C`mMP(fNU04~Jd=KL7|6EAt>I_Ll{$i!16*3RvlNuo_Y zH*dS!NUQE5#$>-+Z=F$A=a@{lVui_DNIGpd<=-S~XL;Z$g~|G*C>WI6D;ZH(FFwMv zmr7E`8&gZ1dV6wGO2E!VqztdALE!|hPjSB%z{65=8fe;8U)yYMXYeL+ZQ(ouG?JHb z!+;D3bErhck9b^2@zfv6Q!~(tJ6EU3n9>B_J+De*v`_$w-jq|Fw4aoqE+hfNz8%JMU+?fY;kP$tuL)0Hu;WOmUY)Bm;WbP*?d6x(oBg#Bd%Hn=Czn8(LwI4Q72N~oAm zY+7N2huF!7G@*zZTpHhd%6Zv!FMz#aMnDuS>iW7Z-h>oT27V#shdA|Sh%Gf6DZgZ* zi)J4=)DKt%Hb}sq1n!-$Q-XT3SN{WGuOXDP5I&Hvmwzz?ZVz%4g7wW`G)iLPYdEs{ z8$~QHfIbKoNBx_Ca);hty%Ci6k9NoLS{srPM8z@6a>Xu5OoTd@suabwe3?x&09d5{ z%TqXl*x)lNUct54F&-h>Czca{ju;J!h5rp!#F?)O^xG15e6rSSSYd=#k&_941%NU~ zm7VmLiqg^{UYgZ6jg&s*VpPI^H*kPGu0`D0h+5YMY1r_Df`qA z8P>1^_eC9Z2d|_3(&dIOAnF!?=JDILM*mP(u1u{F%c0v>y314)!YbToQesnbUK(GV z_DztzKUa#lwnlp!s$#HZV+)zKOcc(DlN#=3in|pItelwG1ko^&h!nk=&vupAk}XO_ zM0x`zrVfq(QC0Lf*55yLM+2;2=M~kjd!)I&G$!T3rU^&xvVOgEk7yVWoyrtOiw-WE z!xD?qNX6Wb`S39}B-!zsDbPXE+w>$KtthB2b0=iOHPksE7-yG#3s@*}m$;m8mGorr# zwBd=$G?Q=+eAz?Pq9K>`8KcJ{g5=$>`t%XAMBq*|8Dh!7ywRTQpP5S!znJHZLcx zlKJ2FL8uO+Aw3wtG2Ss+qe1G6`)R|C*YQ zrqZtkg))0e_F=u!SrjSW?^GzVZuD%Vx8nmV%Yl71yJvq?P-QXR!QPclXu2~qG;+q0 zQml7=B^AMP&`c4lXjfNLFr*AkI@;EXgNOIyg()-?>BtnI*8s4f(MH>b5F!|1Hb2|`tnQ#@D8a)1 zjmvr{1Vuw@nZCgvCK{u%X4wckh#8 zvzeRzz=T~u>YUHR?3eoY*Q3xOEX4J#X(1!zi`(0I()X6a` zbd;!^q@%7?WC`QSgd`09U4Frd^+;bnHqr@a#E4Ee;D# zp++hR3KtMgv6Oh)cBtsn7lHTsCS4l9;_pDQ0lBM*4BcDQXaSIyb6X}{3o;=HpC}Q7 zK!GZ#`~i)nOB||Z_E+KunFNOh8yR>+Qdcw{?q9yc z&8$IFK{gsUQ4N9voUp~M(=3k|k?>CFLy_fe0J@$f9>T0507cD2srbPCWKbPrDmqGV<- zd~2aLQDV}D(6R#;+EL^m3qvwA+O~Aw_Q3(D+CJfkLRbjxM-Bnm(=S$`%P6n=%$Icv zv=kBoc%ae0HP(pym`+1rH~uOEz&U@7^>hAKO+)_8z|wv8KjK{5$KH<+f9K zl&=>dd1T#=%Nq?PXRZQCty~iRQbSL*J~U#I-O5F=DCcM-UGmmpV!kd(yohq3BkoV} z6;-)Q8M@@pwyNuPGVXZ z(x)izlS(x}@OcdKSmZ~i&B-Tzw^PlHu!f5#{wgo?rmY+fq@>efPNQ+ zAjTMqCwH71H(nDosLDAco3&?*9fMq^%I|lm#LB)I|C)n+xU!PnmlC!J&_-hh^BfOZ7$LtjApm3;PfI8%YW|Iy&~xesu^5ZT{9MpLF}rq_xwJmW(a zMoWU`Xt1Rtk6u7a-)+s0PAN2GEbDKuPIe{*tKQd$?L_q-w(t|;p}ioj*rsYV+YI$Q zN%(KfU?grMGvcGr7e1q^R^Az(~wjsKUI{c~k! zXbHo`^#3Kj(6%r#QMEz;*P#7FpPBwcttnG~7GeI&xnp>!7((soD1HWIi#;7xB53L< zH`Raf_5ZY-|0CBwS~{5jpEmSI`!lFpVt8n{5rCQhn;65v&h>v$wp6UKlydhyjU$5O zpU|jVAE8wbK}I^H!kiEk%nT7RlS8~&KO9nDfg@Ynqa!U*6*s~Y)pFvk`{Nl*CoO)h zz0+fg&!Qc`C)(8Sh1Y}$fP&r^$nqB)V7sM9fZ_Y=!&tkMGFvWcMPdoFuwV(m#LsuW z;^`TKQ5~Z4{_*+aUSBEcd9NuUY|HHVe0X>lzS#^^byhD`#3nfh<{H4{QS6&yMX7-;z$lg^3@zjMubJ3fC!=%V6bNgiJdj=#ujcy zf3IaI^9_ExT^Q?JhIv476O+No#ITJ0(qr|OUNi%&weBPAl^GxRtNTVybY1F+GuJSQ z(7*QqHD35buNRO)*xjR5s}kBl%mWbrFC70=3`RmuD5WghiJ2t3`WDYS<|na1O$B#+ z2|lFq&8}vS=A}dRoxc2~iTnc*HB5;qD?vU~Ouuv+slk&-msLO$-{;Lh4(}fLbk}Xw zoC4v~fhhxja_q{PfCA*i0Oh@R?UBpbezrN%6E9X~=6pp`nmfr4*I41&KZkYc-9#Oh{|a=m%}8r7AOg0nZIy?vz0f!CH5e;(Yb^}=2;P<@ zDROx>7nz{j%bWm|aNH}ydH5`U5)@Y~|8CqRp{VeT#yAR2HVOQ5=Meapu{2?-f9|4C z(5Hc5ci-ehLtyenV2aG$nLiCHwlwr=uIgc8-v5`u38ndQdK}^;=1Vx&R)&UPvLB@B zUtUOSS~@iMJT$z?QN^<3{noqLuY^mYheJW!!|qGL^8sW42y$`M&I{{uJ%&%W37K

U!k*&^4&0G7aTZ9eiYpE(XHxc-; zNdHO`=*Zguv?{Ik{&XNN?hQ+zHI8lguxo-PZ^O$}cn93}l!?)&r1(70YFl0yC&M~X z6U_oVvRyHygiZ9TA5Ajm%UE-qkh)i%!AZ&s8*91!$C6zY@RR7cAh5v_zvsV5$>z=t z^QLu5YL3$wwk&4P*xwvWD2@Gn7>8EkBDz=!vi=zY(44DpsBg7D*lF=~Ehq-&?kM*P zj87#0f?m7gd+xyyC9`CPkEu7QLER1c^{>DcAOaf9#30ZDvS`b4wAfioOBnt{*u2AF zCK~1$U{^fLPU$ApQS-0hJ4j(ZgiB~LN_#l#*I#wqV^%p459|Y)vw@A+shmS-TDMtB z`7q-E)Om_>XeM-#06qRckE}Nov3Rc={kSS3#sa0?YA$`0R1ssIl_Xy0l{07F%iWcH zO)SEQaKvA7VX*DdA%=N0`QdilSfUFtazeITmI{$E+T_^feWk%{5+hsxWY19C9qi}8 z*zQjT55zn2SKwl7?h{R=c+F{a&!Iea&pK`azudHX_R(!VqcGk``Hdj8_Vu|AY!jXN zHAQ)-*jlBdQ!!IeA*V3bafz!7;xUwAQqm7}*vBU)54-SAJo{Lt{;?g}SAzE28Ih|V#@du(GG;%BAUfR=`+T)A=-w5c9TsF66M`6j+8c zfy{agB}Pj|{q)&BqXEJK&qswcs<(S>dQGPu)SpUB1o!V({W)eDvm~@xX}iPZ_8g)pD`ub52GC%QbGs&G4ioGh=~J!+IA52jPy82I`l)uKaG;@D9@Y5)K$ z12h-{fog8bj#cdbyyS!eHln!i;urK7X*`y->DK${ZS{RIF*MRL61b5@*_rM!qK&y+J=XommK(RYYQML+>`CACzc;64!GQ@?Cz zJ3*1Z#!1V|C%Pymc;ejahOQ(vR_I4hJluQK>kaVT_kgvab zDW#BCNUf>`r#dQP2FiVi+Q3lA+$@*%}F19$Vt#hS!R)QQERrY$;B zxIA;-RC#kRGOxt5C9~>I+997)C%n6N5CT29Jvw8ju6+7r2xj>y2Dapphn6GuQHQpM zOmoh4fdR3hJED+^Xb+sKcBwmR1(eBix6!3@tPTS+LvIvp!5UlPd za>cD5ZAi{9ueDbF6Uf)p*;iR>K=xQoM-3E5Vk`6nOYdGl3%;`5Bx-DXRp6V(kT%kL%)@g~sa1qYfj(>iPwKtn1(+opp%y+NpT*m9Z;}fK8J6iqIul63nrAPQiZs zCDS>_M!r%Di@Pb;K#;leG90>+nZlJ+2g2Ro&C!dQXy~-$B77uDsQIG|n_zQxr^*jK z#Yec|Hhq@*X}Y}6ot0m#wKBH7eefGgRtX#^P-YsTn{olbx=!5ux}fvDW>L}oH&9j-F%p&I| zj<0#?jpDLRc%LIB81FLXztS#W=Idkw3GKd+by|+fTdLFMs*rD7R2gd3uuFM~uO+;h zYl(yE6&3~HwS8h4&%`0V@$jvfbzg2OWo54%D&hkjk~$)=aN9gs@8`LoXm%!JCoDf^ zzmSMIqkp0FMrWEKM)V?~MgWnAiyV!#>d;`+6enBVp+RAk5IF60jdP-!Xw2QVb!J#YmQgcEoD!k4Xei# zvEhm#5Sm@6L)Voe?E?u^Vk$aiZ)%OCu4MDw=oa>B+7Ca+$=^R(Z%aPBw(-L3(&283 zMc*`eT)T3C4{r2hC@$vKfd}poU@OBtUS3WV-^WouvkPm2OD?Oe;tqA__wa$48#w~C z#lZop$0Khw(yQ#LfTCJF4b$9%(T^)0#CDON7vr$ttSUnJ%^1P11-vzvk61>iw54et zV6`%@R?T$zBas@t^!PuEq3L)0{eOrnhh*FeE4jpZ`>LKV>L%zEwMx3a-@3l~qb zqNbY%*M+ijt0<>KbKPn?J65uYBo){{nIa9W}XQn^}ZU1*ns+YzGa>{`5H(545q}Do#)HlC+xHJG@ zC(Se|5aP-wO?1Un=d{6ND>q=9!L+_Nr>)B?9LXwGjxT+gDKSkQ&H~#`#c1h@m;*0k zu|T>7GYBq|5&bqt`q-R19=pU^G)!$8**Z`iXR}=$bv?HvI)(jKYzWFA-O`fCVP1{o z!51+VS~B-m6r z?#~9b9f?)&<`76l#$SZDVY>%`smli$ExquV^#+^5D*&J17wZKYCv%S7Gwy)rW>Z62 z?u6ONETFvdkX(#U&gv!jRib}9qSmF{MM#*bW(}GInzgjh)b(8xx@c!c&2E4yC{J@7 z03vdPW<<=~KKxJjkebAqi~FP6cCGcVkxdLk72&X@YOD7@`dcR6LXI{3q0$rL#O;F# zR#Aq;NAy_xXK9XO)Aht{so~HIFUvKk<8hUehNa^uViRCE>v($Jo~!+53NRT-!0ZaU zSq%ap0p`{agf(HY9)};5xDbG-EozHY%yMx1U-P{y_L!sJ55u3a|Y^`N(_K7OPGT?=wlNz4i*9W_sjV?&H*`g zj5kgC^77ex^)a63J3>q4zwx)*iS#s-tPBkggpdNN8sxLVU%P@R3HRAqtx4Y<<)!Wv z^bcX^3c}?vMBm9DQKR~^9%LmQI`Yl-&MkJ|v&kpVbawml6!mXZ1#g<~B$hz~bBpJz z)glkeCOHOM*b>?Zx0e8KUHRzno<|tf@;JR%m-|RIv5HXORAHTwoOS%8nhv&t?H;Yn zF=Nix5=MoYlp~?czR_}Y#MWakF3&8!L-UBHAD$!FJ-IX3J^I@3zxrp4y|1Br*C2R! z7T^$0RFd7sbL&A0x-nx>rl>xSqfsa9$(<_Ci6WPce0zW9SOCgF+|W5!ra|gZq+6^; zXWk4sRB3ur9@P%No-&wAX3|OHj51|>HO^P2LlW2flDOUhcyD^&i;&OL?naDwP!{qIPDLW=3{I8{ zYJ3PvPKI}^As@M_m*U_({k?_EO0A5TatD>wm53$#4&m2ns6gLHDc8hc%)$k&b$tlj zY7ujEbfWv6=u2&T#!;<;KQyM~DR|RvI?sk#zS1lxC4hr^QjU5AM)nKn{e^2v)8}_a z(_1mC6*_s3>P|&JKzM`sNHMx%Hw>;Uf`y6Fo(!y|?kZ(LRs;4|Bi-jY-!AE|+Ko?C z{Fai|BJK75=lw6cBB|U!IJXE_ zr%AaDU_gwqSBqIj1_$K?OhR>im5Er$C7yE5N(_gOGaYkL*02wZSKR=`dgSo3#GHsH zyjdoO1cYx#s*bh-%-ivxRC>bGnOo+T)a z+HWFj`JswXxtw-ngRxqg_zegEH)VL^!Xn#jW`L2j5vJH?^B;KDLO>K2>)R<(AX0PkT}y<_!B2P0Qwr@DO?0c&SGG0_@|N;&k_E*(3l97#+7 z5nT*zt&w-2_5}gE{)3=hOo2y-6TkDJz6WsOUt!iCDB=eompIXSfZZiE4vn@2_w+$2 zl$)*ced3bo9pg0gd4K&1lQu}-vA}ii9tb5e(L#I8D~I`atap1;{8Y?Z(M2C@gtWR< zE{z>V<5~zakj(RhH)FymsM}`-NWwKI#TgZyp|^ScfVVLjH6IA;dC}jPAz+_7#R5Ew zP~r2fQqT#7S)gJpD=Q``PHl0+M9;`hi?@Nr8q7Hz!ovQwxg>>=y zjG#;`$GG;qw!lpg%<=YDtT5u_9|4#<8P!9yOPC}r9SoEiD)*4zGrQ}HN`CLN@jlck zk9IK!zFf#35}t)$l;|ZjH-DNAR+DyN?@MBE zo!EQS7a8b$!B~Fh1OZE%+6wk?(3A-*6;#A|3#iUNw|8&mzfyTez%OP~&q~}l3Pug= z-G~o-9#hxJGM1rLJf#dZ;y|nc6mf7&_*!_?4)EffDd~d;Qh)~{??MTb#;tNH!A8+~4|;@6!C?{lU~ zS4m8Y-j#?I=yaTb(|u4(irn43u@M47#9i4ZH8LkxrVt^5l0p8CR+~we%8nJom9rbG z%hB;-N?I6b)j) zpH+p&f}@C?!2w4IC5sOB-H3>0*1kt(7H0*XAw^xRS3JeaZAyD-`3@J6l@wZ&M@TJG z(NR@u^Z<~T3(p#9in>H0PwRMkj40%pV&!Z!*^w?6g*~C0vMv~#$)qCq%qpi{y^>*~ zmj_5ShRYJ~>_@OBfOxf(P0%0KU8PhH#728rZb%7K&(I$BUk;Ygw*jUe$LN{vtn%>5XM`ZaPJ zgN+zZg0x@qTVtQkmecBeN2_w@Te?y!X4kr5YlT~@09_MkRI#90h5Oq4A_Ohy-41mt z7fNSwU7W`DBwzX+Bak`}o_pmf4$=5(P143_zt@5NmpPF9m%esu5s^I<)(H(<^szKU$bTOA_sYHpzLr$-EJbXmn6@`KTCJb8iq@7I?&QVv6s{6(4SagC?S9lXVb>DC@ zyj`&$p7IRv+60!6yL;Je#mN%p2OYJ=zn8~5#(Kzs1)7?mEre6>DI@F)u+(jlOPY&S z42!t&GtN&Q!VD-rc)mfdTY=H+15F-2Osrh_0h$J+I6h$CCXwJX%%ZR8p?lufZ73j` z5`|9*=?7a*q82wy={Yxm~I7BRMNDa=|?9X z9&$w1b2GUzlc=-T61&wrczH!vq7;EW0ll$(L=2ZhzQ2wnwgT1J#WU!pVE?L*M;}IKkn&+sII_4;m_0gxKcM(_078mX3%Ol98I{r@1iM>z4oq6hvS?!Oi%1&D z#**hP1rc{}b9Bp%grD*=mk?A+a`cP1;%7d_W(+O0&ofl11N?&9Jpp7jEVS-cr@t7IC@ui`s#=Cu{ENGrZC%(<*yj z=W=kt1$^V1f>s`Fk|sB$uPyPj-rerUT$n$7FFs5cH7Uw2N}V?%zb`qx;MLo#67?fj zL-k}*7RN(GkmBVs)q!IsY8}WQ0WE(PW}Qd6D?Jz`3%PE zj^w6+Uk7)C?U$W~pm%(CrvGqrtfjqF$SBD9yHga9JC8zrtO4@%Ie}es$Gqga7PmXQ z2qS?Us4{cz#VTgE(r8(Nzj1U49uz(>BO`_5l;kZ_LoqyW{uIsjD{vkME*VChzAFlh zEzYBxkEm?F1#Y_^u<_n~wD!D-D{JdD@6ue(MdwZx= zOAJE@hOir?eFXSKw?D-zimwU>UXQ_{m=C;>nwdU2VPSUlbo%ob%&py&7jhmDPcWO@ zEybx@ZvV>cxb~>>7RyoAn33=aOp|DBS4KT^7xXOE%3Lht-Z;GWUH|%M$zGG)t=-yn zbg=sb&V#Gj80240|F<}f9~U5Zeo4U1WLmwuoVV=4@(GxSFpl><*Ia^{rlD25GO{rv z&4$10r2UW!q>7A$)wwT@Un|QDNisj|0LF87N7(M{Q7ow#Ho?{O`)Sa{)2x*qq^{Xu zIXN&=+rF( zp0R<^r#|D(Q-@Dc$#AQM$=(%hn5`>6$IPhc67Euk$HlWCmm8!=S+s8ZHHEtrtSYpK z!U`ODa^vHxV#chw5Hlt}HIXhYr}8K{ezw=7WexCfiyTXARH0JRyH4vgAh+-o{GFQ6 zxav+#5@Go4Ovo}e>NiEO72!v_HM@5co!Ft#cQmI8v_ew6V~q*4PmtJ7j37dCHVe^= zCQg1;3Ziby2|opexg^YjfAFF~#%)tW(&J^3$3PO9Ujnu+N1G`H?=m`=<{WIJlVZL2 zOAGL~YQ*M->VdDpMM|#S`q8$>K_a=cUpTVW3izTZiSDJMc6-s<2N)4n*}-pnrI@w& z^l@F>JN3Qzc2Tw3iJhk!CyP-a`f~pg=jns1)l6wNkURNnG;cR6^nN*=VwJ$+3VqZr z0+KNb_VV2fJxA(x&0}!`?A_n}UCTA&S`tuVT86wK9)u>p=_!QokT zo>=W|@vsyMlL#rI)~&yJ3KhCUU*ImJz8j|denWDkqijAIpml9~r5=}H%xopqU6yuC zNxpZcGx;y*P(p1tCMHWWb7fO8AKndrI5qz*{mqUt<$Omkz(|GS0 zd5EF^qqo7oBhR!|x;qnuoI0mn#|&D0ScUJM)3Tu$V11&ZD#{?ATBpmo zU|`9G`(UZ?zywIXh$?ZOb@hvip>gq@W!<$Iv0FQEXpnWO@okmsF$h)XBNZph4L3Jdr{O1i-FsC%4z_s>+V@DgmH11+8%t7OiQu1i>U> zZJzs#BiZf=uj{?Q8wz~4j3xci@K>WB#9^AI-^AbLN|z8@$AU+RbE=u6g8}T*^3EBE zdOB)vO@C|`S2+mqd`O_F8qrsabKIZqJRx5io7i7JabCS$EjZ%}jihi@wq1e*$}5Bb zbwn&x`Wb)o?+*z`4_(K7*x;Eok-nXSb_|siG^W6(rcZ4co78akv$GLRq3u3?HLE-S z)BV?iU%Tbu1ad1;4#Q-7k`Le)vk&3Ozx+CYh}=x|3_Duka_qidSkEVFJ4`YQThye3 zgLe&SKh>C0p&>zV{%M1Wg6sg@A0nWXnmNGwc9WNQ)nW@r;_0g9;)x)eL_-UUlk!Dm z1mv=S8AYY|bVHQS5oUlHT9lgM4H!-X3F3;M7tyrS)8`-RCQ8y$eF6Lh^%u1}I9cy| zwPDBcNf7ShToB@K(xJnXb!$a-2a9VBa-P`_)Y-;n00Sx2D3ORLfkw0j<|DvXk=<0R zWuE87Vr~f@n!%lgivy9PpY{Gg&a4#45{H1Gxe|4PCkk;S`_Mgk&deH;p6m$(B(8P} zpEa_D3B|;9xdRA{&R%stAmO!Iw$tS^Xci2yWftHp#7Kl^N}Kom)N`t^0#F*u zQrUC1{f1$oF#T2JO552b>V+&Ts%CH?X7aqxmLT|wh4@gT;ty>rS>K1@TGQWBr7h?)C!I@G8fuid<~aVABD0-%-4}YhykciQv>*Q@RIcGRJEvv zd}$>-Su%w3R*S)|G4o4Pwjh%v!utxh``A9L(>Cg>oIS9yY#xd2(~Wet=QV|Wyd;J; zUJ>8LH8iy9MJ4xB)wcod?cRo>4RunerqdIgucEw9^aa#AlLWr_plx3tf^^IXS4H^t zGTrOtV>AfC0RR|M;LJLV=_FS{mm1{IjA^|$PMsyW;|*PN8So**RllmoCPKeLwhvG& zRauAFO&OFu``DjVNcvz|K0ToyW^>>K) z22JR76w@%rxR?o{1+to6liTR0jyanW=;;Z6O-Dl9UX9;4aFc!8%vS`2!fvALFMUWB z+cOX&wFVZtxp2*F_0u3SbQnswOMaacjDIMRE?JmB%=K;A0Iu~kdFfI1-S{9im6s-8 z2o|FLumEGl3B6#LQY!8KHiDNLu0q_okTytQ_`lU_5L36StEpR3)RmRz{`%L8GlaLM z><@F}T(fo&6%)-)oHV4t@)XfC=y=ncaLpnnbVdfuXgBL$Qh=P+=Yyl|*q zd9gDwSD>L^xEi~1yz=qra$k2`otayN39xx&EC_%ns2)*V z5uA zEjot(FrzpQ3}Yg{v%c}P&S6Y-4tuX6&lJ8wAk~Y~ot1ddW8vHccmZpjtMndx8jWHs zoqM++JD2|h|xs$;ajhq{hU3<2;&FB_bt3 z7DQ0*g`$-NUlh5u1RkUPkm+H0ObXEvcZR4Ea+MO%W~waomaaGpC_doq2MO?h}zN~c5< z3Vh{~)z@PiJE>X3i4xc|7bF)SQI?e0j9IN)zYf|-GA7;ZM0OvI%F$)gUe%mCX&LFpaB zuz>diJgSr~F?N)>Mgve76f3-gJS$x2Z1Y<$b5OPI?K&`j6G$KvrnOafFTq|%rR zs?d%HE0@_%^v-<2hqGwHJ+df{LI}ZYo4d0T--sUtSC`)aFi4o$X6 zVNRA>BAW2M7}l&>Mciqtu@{z~iWTO>t*C(B^`?HNq#k(JA;TH(L&7fAz_)NII&-V2 znV&Ag%ug-ezeT!nWEHFvZ`QMthjdV02J>?Hng_gb9P2cQr@}TPN=p02-=Yx*coxW$ zc!~f-lWMqAMd{M66Xu(IenO}iiz!K544juh-d9>7%z;Fs)~eG|ihgaLguf^Q@5#rW z=|0xD(}AFCNCkPZ{{L|TwXTPsXhdVr<#9?Opm{lI5WLa4C#Cx*4)NtNEE;YO;kLYM z)chrG>70+#0G!hLQP&lreR@|}%U+?aF+4ZYFkYWNvzsFCZ!mQaEj~#ii&9m`n-u8T z!Xw-x9iOJRk!<%XuX2Bns9Sgq$z%0U5$p?PQ-Nb3y*mhF=ttwt(V`nFmdXuaF}emG z&IDHFtSpeuX3YAw)`TpB8$5XvLq_81yk-#r%n2T70aM@H4RF7X^lA2TfU^jWXE|-Bac6{qmD1M3wTJ&>ZxOga`PSP@QJ|F^R*HabHm+NUU`f1 zoq(5Hr%OEC;Df=(u%FQ}}L@wA8B@pWxMqcghKbBzA%5BVB+8m917I%#9 zYE=0DD`jF|b#T;;^D6v(;~2goOu_&Cdl9%RRUgc@OKK%*1H+hzJx$*yYCypjSftxf zxz00uo8}23YC4w6>TfayJ>@JI_o3J3&c_Tfx|=($08geF4f)Ti2Y==l;)IUptgP3x zBH;nDXQqR>-)EJJVDzY*gDd)1iSug04F0IcEpsOksY^W0M@sfG-OUrke@zP+H2`R% zVu5F-vpTCn3`Uo>e;&wnQ`fEe%Zni|Y2OA@IO#sQ_76V?riL0UwcsS{vt^#+5N1#j z2dbA=4&=)qwo$0J!}Kb#uofm?)=nF0sAq?U-(_InLhDK5hCNe~|9=fRH}lTb?g(t+ z;IeF%Yo0L5#F!+AEOjWN${VM~efdDj({UABs6aidKP8L)Ap2yFy7c^>R^PYBvatni zuMj>{!G$xh9FZvDaC`iHyVUuJrj4VNnQT2&COhQd#zfTE2heV|A=Tumx8so2G6=Qv zDg&rL#6s>xm{Ap}W6dpOm~cTB8f&}Vvx+8zZPVHm;l+$L&)BkC(%iz&q4&Vw2bg#m ztV_(RFuiS$5zT0!{9^sRI-uJNsldU6n)Q!VL0^8U%P9FjwH*p;yGLC^UKrm5gpsF= z<1i^5g7353pqfa4_nu#>l9NmjI8j*2O^)qRS3pZlLymqIgeTbOE>V`57-LQN`K9Th zMs&@lc}|qpr~WV8-8h!GwHhFqoNFf@*GVZ(K&1O0K~lJ`u(;a4TA9cKqqPJk_)C|n z7@}EY^INy&_p0k|tlV?UGTC~zD))5*5v|a0_C?$mc}_;e$5RV~=0&Co;ugR%f{#-t`!}?lLEUxx}E(a~*ZYf1%Uh8FZ9Pa~uz_5~vhz_ROA2=6s8 zPXZT7s?z8!96@3}H{c77KBjBAsbt#OZg_J7!}Dtee_xp3F0{f?jV|@GClJ2Gu)L}L z=Tzpr#1BRZj4yqlq6{Iw{v`k|gH+~$M*pdS6u5;s@--} zR#~VoqyEoU9iXdHY)4uPEx1S$c%M(mA$T^h;Ch@lb3I7!)syCR z)^1v%@1FQyFFO!{X7=u$mw@#cr8pze>^2_1D6^~c=8&@-nJS@7;CB4?SeuZ^BuNmt z>03a%&jLXOZ!IMW-%6s78=UM z5HBn@TxD0~3S#MRrNHZ?*6`LpHqu}2A8hLR1WQG*$4x+V+)L-&2KkCK=jF3<^bpK% zV^Ay%GbNgaHfPiZ*|mCNN*F4Bv(%rXU&flbiHt|1D$l~J(An;Swlhf9f9$m%%oR=-24IHJj;yX@pp0AdSEk7`~`uxJ>x^S4zVwl zPRB`+bon@|3q-j1R8Pz!a{y7c?1R{Ftj_BH1erQuLFm|eQ66kk=O3?p_E{?EJ1E0Fj@p_p6C?q0iLNoR;_|9cy_hnyI1;l&6>t#1 zM&Ly}PRMcX*wSF)fVBw>6Xg-DKLpN9e$J z+oX!(TandSMcQ*MnJyLYc$SQm@$eAE z7#8#gIeP*)zAfyVacp~k5iAZb$+|f8?nzf# z2Ss5tMqrF~rj0%ej3C~4KA@>E`29McK>2ICNo9f&qNZV~F-*JGd zcCmJbEg?L|CF+mWz8gAeq{%cHL||04*(|twDb{8WdP&?Di=~b3-a)@Tu9CQT2DZqG z-P&BjSB=M@2VXeC(gwcw+V6VchE#pBULGE4MV7}1 z>zik<;-I_R39}KS8?$gi!RBIwV_hXNd9W0a!5x(q^`6TR`wEm<$=YF*FkL|R*YrlA zo$Xq@*NrXkgs()aj;Dn&H)3Za1}TT}P52ME=gBOB7CBQ>2I?rI_VvWWV8&$sm+>N^g@BYXMAevcn=3&dL?EK`5(g$l^v3Z7gB13!XKb*#&WKrnk_7m^}tT@y1@Ar1AFJkN!=&iv*^MXvhJQ{g zIzCmGr?xKGj~`aI@U_5ZIGH|HjDV)~(_!lqVBr}Fg#PiXjC0xkKT3#O)6L`EChK#VtWE*T}J3EN@eD-NttGW-O5JhYDa*|86o;rrYW` zhkRHh7?ztPN{zX-MHrOeyzvV({-pJ+ybDIg#v@>35pOQHrJqG4U5Y~zd07QzOacN8 ziOsNtFXZ^pILssLEdRN$CJ11v0|^okmxAuJB6hJQcwD%?j8L!$!C^<0JMCu{TAyWP zd(kJkWf!_8T1Zx*H^?wJqq3PQUfQA>>bg^Fb3aOhBWl|9^~Ea%^clLb3t000{-{7;=1j9?Sno+H?0Qd>zRR zAQ~q-Nl{yG>)9yZ4w`wqA6>->e&a`WQqxn3;<}X7Oy6(jB8k;ESK7Ed0T-nAJ5RL^d`o#Yy-_8cD_Rab z_9uG)V>4=k6Y{s35MZxQ1P<_glt)wGd~6WHJylHYeBZfWt^8E};h)c4t85|O(Q7tH zUUs#}d>7gmj@C8gaNx3B;hgsilh!^WbMPAf2Jk}sJZ9(O-GD!e7`Y!o>|CU8TVKTa zP0OY~VyL)R>!5jw6g?WOCwiBtZ5(sV%6ayuj{D34CVi!*76iWDfXzdA$zv@)-CZWH zTOkn8Cmi6s==MFEI?=CeR(Fp(_JW(;`VUzg!FQR>+_!rj8kUM(=oyuZK@DSO4@{6- z8j(L(Ye7x9=7?Oib8ZjYrHkUtOp-2KRyW}vi%`2A*}7evN1=z$qB#isj*G(@+nTFN zsfh??t4eTmTpf;rz>5ajj$i81wDumHPrkd3F{sRO3)Jo4YKLgL^HUTzUp^86%t?I^ z1zJ*|T=iK17eeojTwX&rj?d@)r%9Tw=CDewX7hZ8;IE@ANDEhk_d#h(w!&!PS4r%1 z4WwWWQqPF@XyG05rUS#|cL$x$M)|YhXwAswbP!(G81{@fU{hLOGEv`>;~)aJ>G?;R z?<3swRYLTer4Qvi#!c6YAH!{UU95&w5liWll_MqYmnz0jh}1KZwqJ$p3V?IAKh9E&b-wL@U5{+@f6sZ$AcS$fW7=7=^bib zv~b~->;okajKD9`i9YM_v1@0drk!(~PxPn>50u*EimICIEP!t0W$mK)yRjHstVp1$d+kC3mzlA?-PfxJRzK6 zZsp@~71YqmNbi4=Cd~Wk^&Lztn^UnV_{U$i4V3l{*pd4?t2LH7N$;I%xj=JhSAkqT zk20p*f-NPZMWsr&?E&~Kl1N83Vsdv zj6L7vpO_$T!{8&5eKm4S2xIzpO@d#wEl#6U0=MkH<2?;&Ui{$ApJl#$QQbxWKhdsZ z*y!4QKy;&7U7O@7wYMi7BF$v8s_Mr*I4uqD?4~8ZWqE0B@O{qRa(GJ~RrqyQu;$cp zL+^>Ijeu)(8fF=-;q zx?>jeAGCh=+2VSd?DCliL0*RqvRW_%AR4A90h_u6|B9dZcqA#%WsbD8fPWshxNY*; zb0o{YFo0#iDvQZ=J`7$u8Br;}Em*Xh>8Sq7%VUzG zv>Q%eJrQ}F7>C_to)H4=rmsey!NgxGZfc>;5clsJWNjMz_g;qFQn!lZ3=?~x!%64A z2MWw#>olOf>##wG$S*y@~`R2hFh2Np-2PyaF-$oN$yDYqo{cfn&S-|Dg{cBC|Y z5qz!u$kjzam`QZ*)uFSdUruK=a2{4E9i&I=Xl8Cz88*wJT$zL|I8 zdegGP_0i#b_7s3|PZ8N6mN}rXmHjHlJz6YBv91d5AuonKu5^ing-3q5oq}*n2=po# z1fJu?Ix=Y;7L$ZGZ8bdw8g5d00seYp49Q*xbildBu>}=LO5RGi@Cg3>MX`4yM^Sqz z;k5YJQdTj1P}ml&u@G%Bx4?Bxzg69M_U~bsp6nCx?1L&!>)kLcyM(~HGy%t8$HZP% zsqnc(EKg47txid1yO3U?h)DZK5NO$R)wqwS;Y4b|#%Cp=|sPZy0+HplD8uj|1mj$kA9AtYiuvdLw5_EMq@HUsY7Uv%>rDr2e zXmv(OwB}H&p=ZFkuWg zlRLPv-jclZ6r+$K{Q@-{{Esp*{N~uHeB9TQgdT%$3+WR%K}F?S(hWQc$&#&+Ge*76 z8a5CAzxYPlGj=LGNII(wEJdkY6u)zKCVihPtKK%Nz5>o8;i_JyKsY z|BN?|>NMsXI%dr)21I|mkpVwi_kJ&P`~V6B7@=7+$4-0xa|6!A%nQX>I#WSirTj^M zT-Z=X>%T$JyqB?lefMDJvD@{jU&_6G412QbhhmbE#Y{!D?f`1Zv)WDj6IpV$ah)}y z9&hHMK!R4MXI)fT%tzV}SI&x#{G&oG8N$m;e~Qh%w$O~{^Ukxb3^;(MpGlUngLjJ%%y%ZWApMyF zg7N&b)8c@W#p#Ik*|S^`xy-{E?Q6N9^bR6HZy3;^Ip5^l9!!5+>|L&YL8p-m<(D?H zvA+7sL~OB#w;soe+fswF@MEoEO$GTTqR+@7&q=I-tvJF(Je>sWXcw7lI!tvVuUvm3YlZYwI*r-_5ZL(QYD%5qv?InBs-mi#e$jRbo8)kPl=}e!q zT?an_F~v+eLL%9S99U4N>zi#X;!fWub92SAZO$kTOqNjD?$w% zfo1g}g`#7~tcV7+tj4ggg}(Wi2ZbY^#qJz_MT{w{3o{bM!JzL7nY zQFLU`>!Qe0$gTBT=!o=*+#)9gVPP_Ly!-dP@U7=;2fP{UAU1N7ewW?n22#(>Kfi@E zT6c$vbRm%hraScIzWSa0B{so81l+P4NlF$6X6jWVvX|c51#OxV7$$5lZm%3s9vmA~ z4M8Cepo^7k%wIF}r3+VgbEI`9U( z?c+z0DwrPCsMNXQae}1vc$34byG$^e^A_aRc_WF2ia}|5R6e{YCYiU1?f!MrIHb9$ zV$XD{PaCcfEo|I%pWUjB5irN0Ln0PBP1X@2PCz<S8^&juVNkNzD_DU~#_*?gK=y5IdbnQ6o`|L6I(GWYM+ZA*AMsJpX|!?43?h1d-&81>b?yXXDjapj13RQtfTZaa4ftZ;>GfM zJ32(E@;KUXg{a%@h^`?F8=J!%qEilkTH2+-5E`auY0BP!i z8xe6dTe%`gDAQ}F$P5G&9jOV$OwuijmMDeewU(7WZoUoUt$U&D_a*~Ga`33gIpRj5 z-Aw%;!mXdfRoG%{6qo24J{c$f5 zLD>L=`3na@`8Ed^e`*@$6t|@UzU~puKU0Uj^s${qgDZDKdPS}| z(YS2w*HPkJ*?hKZ$=Pb5?z!=*=$iMZ%O_g&L+uuaQH-h{i zGf8&s19Ys?i;Vo^Su?s+*4RrF>5SG6)P5u5 z$`ngK@Sg|3!0URjO>{EDAq_ke;gu|EkeQkz2I{jEv+;^j1{PMVr{FKsp;@sCE%u@@ zGVdswCc$JI!R1%|_@PZJXO-ldPV)$eCJk?a0AFh7J9;0u?LbEFTz)xitoc?z<&mf& z_}x5e(uMs!LU}Ajh`98}oW<(IYc@0j31m< zRw*bVLOwzHbjtN@9q&e+v+4H!*l$}ykL_)%hMNkIboLUs&|8u(+ z56yK-!|0lKpP$rcf&o>5@LJfZRZF1s1Hy{4p4;QwWWX3oc zePdqINWLp_dkY*EDb=G&(}@j7&%AQ)F-4VN_L43+nr%3s`Bz$VeS@bNNWu#OGXBH9@6V`l z6s~t5j&b(lp_G5%KCCRs*nsv=0XiP5grmF|^q1Pzyt|<5f)bulr-b0J`Z9rOl=S~T zn|9Hu0v&;FUH4Ph=y{OG2tgI2cOQ3Grao5*0Yo+tQ>~+KbYykn<8ObST0PPO7hJU{w1+3wNMhjS9wOi zJ@PKWrc_@w7f z?K$d6K_<={v?QIxTArY|sf$ql!KO9bE2*@bd}cKzqu)AhaE7pI00yJY2T6h=)_LXr z&gSl-z9A*dv!Nhse5-{SAOt_ytTA}eIAH`quC__WeP>F&A{fBw$J}=+Ub$G#D$)3z zQ??W0Bj3cq$8Bor%RitHSK;;q!&x%`8FDy?Sp*)=V4ztdU`K>o)HM-Q)CKZ-9!Xd+ zby*02*%1F3a{%W%269EUq!k-wH{GsU&Hb|e@W`FL};}LWT}rc7);9o zF$!bJYb;jquWCFdk8Rn<^6&fYP&6RjAyf6LksR9E?~&_G6q#FvWhgSM zs%hd+Y>!5<#)n2Ro`e`o5+ayC5gTfxl`MH%O%LNc^U%)BFS^~2p*AMxjc}Qg2Mj~Hdf`9yFfO4 zI);LkSIvtKxFmPL-+=7yF$2gZgkTo?VE)vutV6(VDDyp+ZW|Kc-moX@>W%jev{ z?Ghpx0Yf|+N!%8oL@zd&O zNu#hXSt;@C_gW(?jrHm^O*MY+y$!KpPF+sT-R7o?O-?g7oMs@)ccz|K7Q(!Qf>h*i zL+e?j5;}Mr&aH75g%|-a_I^L1(urs?b>-ge00Zi>YBjRla(fjR{Be4KP#mv+jOSBT z35Wv!wX40#?+uD0!9m^jm1^f_&uO!iEIXCwTG_m=tLa|5NXP~0R$ybR@Hz!(EkXUU zlkl*A@9T~KnZ0WiGmtkieS7Wp)FWi!K~RMjt^EtYli|)LHwWeVrJ}H@V^~0<>z3d- z01WqI-0kV8{-Y34WBpjs_#~zq49*JMLp?MjqosnAv3$pBiJof!ec=L2_li+9W1Z@= z>8pvtZzzEE^ z7)3RrnbW5*7u;eUcp(B26io2E@S>6}88Gv|qM&uj+buaHp~Bi=onDs<2r;5OE|g$Y zA<d5s+&I?+zI-%-A-~c+f)w^9f zYk=Y7ZV|(dC!}hbftm>QSzJLh$X=qQSasQY*iSHtHftUEEaB_^dY%oknj=_`JoX z+mvP-wNZz*smj5d1>r*P)FhQKTE>ZQ5VZ6ju7Q)bjB0!NKHu)W`wNChZG%#!U9&$0 zf_GYGGUzDoS8m|=TYv1_=dI2V}JjGF}ksm^Z8N#0bh(u#Q$Hg zglt^@Pt8saa~W)yXiU^K!6t^}XDpM^R!C-zM7HM64e@Hi+AlNf|XEXM5r%;_-%bR} zQx+Dgt~SmM-+9oCb>W`;^Euatg^;6IkQFR4r>_!}<=E^(F z)u6xc-=Zeqx>UF+gnYafV^%HkijJTYD4NNoGQ5C{1yad;(%Qp*otb~QYtbak)JBq# z=nhbko0#QtZm9s%b6)(HZS)=J-2*e(Iq|a&e*a3Wjn&4)i2vu1So)!^sLk-uwHVFc*BB1gTDoEAgK&fny zf8Sr&oX(1X*>1|Y)9^JV^s8L3?v+j1CeZ<3Yhs!j%jffxlI)##nlBQ$i{=A-t3O82 zT?`+H%;#M|8$utHwxBrBVh&c&kw0oVkAv#H>h>sb@rR(opJ-v}<`gU=Laa>TC{t(| z!JdV*?K(I;_a@`wUUVl?QvTXC>j#DkRg*EZU%ZghFQ{uc5}Ph10h-o1H3EHm@0tQ&Dv6Jq%X><<@7SQp}gN%(7q6)8Su@ykqxMk$2*g}Dnf{f#BI*9zp{{C3mm2&m|bZntu z1e#%Q!BX9u36d4tzlGwPQnJD#X4HE@CMoGJ0b-AFJkm&fI`fUH_uE^N1*%o8FC+z8 zzikKDU=P;u8E>r?ikiv8`qSSsQ0RHH#c@~T*;N)#vJ1ZiR>d@8UH!73(wTscYl~Z3 zZA{F#Y1d;pu!+6kMx=|;p%{MVPmdO`8v+%zw`=IPYf+gF3TNhd2_$r~j>xP3hEt!x zPxNl;qqL0!PL&_*rxv;P)3%6;JD>`;o=JW682SUdm0b`=czxy`Ff zx48E{ba}3~IwO<9Ap_3*!}=HW`%G$&&&&Wml!IYxPiJsQMtkfP%^=;E!Am;EH#y{^ z5fg06lOQAypEZZ_5itf*C@%9MqgOGVHu<Zsz}f%fR8P-QnN3$EXh=`tkLD03(w>bOAumq?jvw;H>YWP(=? zIjx583C#U#*}<?l>q@*1SHog_ijUkWF^$Pv08p2}oQnZV~$xrFhD`cT-K+QHMtw1;qT#)?VJ zA*@w!;U;l2X2O&hb?!4wg#jd4>xRd;Py6{ydP~1s6|DIgzV^T(k+y%we(aQAf`lVn zU`-T^;RbO?Q<>0=T9NKFUTrT`@RMgGO~?nz2$293Yg!#hYT$+|j>|EtNWtc((z*iv zA{%PU*Q@J)*bRbw9{%1l55b2SfHSu-f%ie9cG+ z?v+!nxI-eKx7U!&EWf;lhpScEIkcesFMeKp+9n>Dkg64j#xfj{^H2BdWL&Qu>z%0a zIzR(rq=Et(pY6rOUHMrMTF4GfGhF4?%Vy5+Uy_*}&Gukwz1!Yj2bet;1sfy>3E~mz zbfT}NU{ro2$3LA#+H>ksJbx z`W^&IWKixl+CWy~Lp&%lh=4|NPjBrnf!CvO65*zH54X%epN}Dzj)|u|5%F|zzsO={ zSdfdV=D!W_)V&}hZjY>TSb4(Dg0cxlL;{B@qMqj~qI3hL@#fCo#hciW#m%l+&hn)2 zD;-0?Frb?uxSxE{M`ETv{>u|x1DB8Hd1?k$opsrI98jRq)hEGR)}d%u36c1k6+UV+lU3`@JuJ3Ta)u_AfJ0_u8>LT*jz|+GO}C^uu{JktX9=CdOJ_>yl4uD1519_|C{6^1 z`B&d0r5aQ0<48BAsjNsuoMnWHxN{SXjTR2NC<+Y$Uh#x$BVEi_iOOgb6r&z@c{`VE zo2=4fAtu~^b-Hb)E&Bh*%1J3l1xQIJE7(nqpvk7`l(l0P%t|zYiC-;1A}(7d=(=R*STwV&=or=Zahl9n3_r1lM<^LO9 zLt15fRhoij z%KRkdBvq?F^by!*vS~o67kN-hkW4kHmcdG58B!V$f-je^aYBE;(z^mL9F7V+WS2Hu ztq?Pct>d6fQfwd7OnlZO$Lz%O`^8NSM?z;T;CG7$1eLH(y*zb(LysC zl|pN_HB^qW1z0sh9XVM_NFhrzeRWaHKZH(Bs=9_}#%EGVFluz$v2HZQX+VOy6M6hh)4XVF#tz!)$fSsnM6_mGsZG{gc9^=! zqiY*cRemJ`rwV`v$rX$Arqh-9N&sXxI7nF#ulJKU;zOdv0>t&HbwhwTtv4#Dg#Q{r zG1_2i|F{8w-G0@4dCKomwbVBZdbn^|2k#5p_G2=%yKzI~@{o^FTg1OH!duK!mc=gw zR0WFuQ>p~hh_qz{NRl9#R!nOj4bt1y#S{2|{ZSDZ5HcIqiw?y@zv=oWQD@ba(MY5) z5uA>3OG|$Y4%X|~u^*tU4ZWdh$|Is3Sm6PMA*7mAKy^*~lb=8KCck{{DruhbHsMU} zV;LNK6LBtzl3Rklmb1+xY>J<9R<+?|K)rcT-s!X-2_io2a3)cOvQ+WNF0ND8 zSu5x=4q^nGkY=btP#Y4LaX&qneKWBT`tILv^s0C`5qXN#EOKD|!ya>id_+PKNG0Py z5GGGvzc&DYBd?PX3lu@}7S7^*qpQ7MV4HHjRl1o+;f#UPqCia{wv^CgHRUwI=T_%n z%B`=KJ+Ke6#;HV=@rrGjH`;&VIj_KETiDltY&Ge3_$`!2`jJ&LP4p&@&O>XaZfz&B zy>7b6-I8EOq7Ss`<(V=*o;GCU&%9zya=-++*D|egE*SL|U8CjDy9&$FZ#)kP^OC5d zHZgcwZ2X&4RQz09n}J&{?wWd`T}QaWW0rg4L39!WRX|{gfmvO>l&bjlDODDN; z8Ar)1T1I;%85-c5`|3`fB}@|JWS4D>Alp{iPAf2@A5E(8)Xr-W*55fZ4t_8W)JKo?=tL2AP=du-vW@S>E}{!`!1^g`ehRW(KZ1k`=<;6{S- zaX7TQx&edDg92Yk7g^fLg7dKK_v zQT8VHh}aJ1(2+We=Fr?C6TPOI>jCdeqCOn2C9LvL;P)za`)xAXp_{Al4bRpqcP*Yd z=o;-47^fF$5?59RiyhZod66vwkt1p|X@}&_qrfi0gPhfP8E}1l{K{VPA_6J3a$}^? zHwLeZr^8k)qJ|F!2@? z<$x*w#$>xW?wGZANor<2-)Y~N|9Y`0exUAo!rIR}GFrp1uVz5o@cNlh7?RJkUb~u0 zMS)rJL^pn`eZ+EPo>*ziXcLO@5Ir;fw|H6e^PVJt5F==Q z*{=GsVi}lAtyr?8D5mR}vKyrO#$me_tu8p-~G|{3$TRr*`-m zO8&#*u~$QU{`I<(1T`5fjm4I^*fJ6IJ>atb086Ac=2V~JaSN*o_xYSvoSdGroPZER zQ5YBX6#pjf5VC>XhrLOEUvUtk#KEY7vnnWK#P(2M@L5cJ>)BQ&9BQG$01AfW4hFQNptbkjr-Y6yb7!DSVFtA0e=7`V1iPD{8cg5O8qFDqf z@FviQzFvo190!5BYRFW(k>hUv9hX*Dlojmj)hxv5r5LMedF>apqRFXnj;pRNq+v`p zLd8qwnQbbzqw5x6Y|_Z^jjN$n8mK1ijT5uT5Gk@A(v-+;;_tsEK%hFv&^|l3pG37R z7<^FIZ5aze`fCrOB3%d-wauRQrwv~ZPbKW#U;ybDwMrp&xn%4=c<^1+#EaB7WoM+{%!5zSZqsARSS2oWtXD*n}XgXi~LtT~_pU0q6u=Ah^*Wi~C;=|?n#0J55rsIku8|#efK6ld} z%9!9sz3~ZFm1>BlCU8L}-5T5fKz*l<4r6JD^7>OZS9L6RE+kqQkolH4SY){Dt6I7lxLixWm8)w186TqxL0c2fS)(nO- z%t}@V!6wulpfc5Vvdmdj4KC>V;S_3yW(qc8-%uq%io$zONW0!fO6*)Is-N8HG_r-X zkea+-<-v}YV%z1stE!aS_jDBnx)UtNWcynTxq=olo4Nth-W`B&cl$>BajZ+{-tkG| z|9(_Rwe;WSnXl4J$$9-(il z#IU{Gcz7z7_JJjv9NZJfjQ(oKiSir2u;`|^wK@bYGKA`wDY!ACj;zST*`J83y}Z|b zZ;M`8lIx*gK(Sd-x6T);ByvxiyO(d~F&w~%QeMEJIGMX|uYfdAAy5Bq_+J<3RLC(q ztNBGs&gU#CUg78$vd^V`>3w<`Gi{2AX0|seJU$MPFXF^G~&Q`j{1kByOaKig37UnEZr-0 zN)g%`f%Ga1t_K;E6Wa>4`+zH2|f(|mo z73y|Ulzz*JWv6IM$uXqr;drw@PvRX`Gi zrwiRm1RH1K$!iLkN;B=lxq5%h2ptRB4Cxz~tll-Y;YX5mrC+bxVDR zj#yE{P++vkS@Uj6y4bR&V{|8mRJIw?VXhRfg*xNpVo^Fohr*+0$Lf-#sAE=AFA{+sq}41%|v(!bHF{h7(N<``4 z!@ZN(fS1_wKWzO4P+UQ?1`M;fyE_DD3GN!)-7UBTcY-bMZi~CSyE_C31b3ISOH}$G{bGQweZp=a zFV1e6bzN&cX-0sr`5pc@gm?&0d`vo@HYKme@3!^>~ zRW)=NmaABZmJLO!ilxtj3C6$9@uHAEFHoAnzc?}Ti1zNB&g9;`SO}6W=Ds5Wu=`Ms zU9=hw%*C<{d4cVEov-G3IJ5o@u%ErB&R?s$$1C&F`vEZ&Jd|BPZq~P+tEq}KRV@AP zB%XZ3UwOgn=$Z>xc{|twR3fKAIjbv0C8awLlwNYlU{u&Go702@o6w^5DyP@)a2-jpBG`}Rv101r2O`~Tr9=LGkQ{HHqn|6fU+Y6H1is!qGj zBdt4{K2N6!FJb=?9cXD}vm-P2Z@6SqdM1bSgz|#kJB3U&+-?K9~PMU+CiX0EK;9sC>th$S>Y6CvIB$-1cFt+)Q5vu#%@!G zBkZ^Io6J@Iwu5`0)-J<;KHM07QWsFBf)ngNG+yr$1g6=_xJtQBUtR-Db#g2T>f`oR z^~`~cp8qZ{|DoP}rXm~LJYBX@#ii%~3DhBNN(>}xeaZKvC|+Rhh=eUwp)o8)_;;k{ zyV2`6x-rXrj(Qq6ZM>e#O@w-$B-12ThrkleQ2DY@lJ6L|&8fNZ+TDQ1H|qRL&qq9% z0qJl>U?{X@Aq54g!;aSt`bR1~kqeJ0=k#pGSXUv8xw>7f0g?t~J#LCk*A}1PrR76iKzHVqjQ z+RM0dmtXMP=~ug}eD-vpw>4x4h{}!PAY9Mtz`C)pvh$L9X`WtS|8$KXGv@n9J~bFb zL>}H~9*_`wEwzPCDb(V88;z2f##QTL#oOXW{6*$_gqu_FbMb+;ril;7$GGDtjy*&L z_svZ9pGN5dKGvYx8l*-lL0LJ@U*g15%DIoN_?J&mWCZ+5C8#eEph?4A5C;#tTPF6F z5>^!bk1y8p1+FDpN#By}XHLRtMpLpyPxMctw;Ze4v*)~#j2he}`10kkF0otasw8(C z?uU z<~grkNW~ArchN1d1p1sHQKx*_&E0e>n@$R6Z-~Igp^<({s;7kn8pNOTlSOHO)*z)` zJ2;-oJR-77cf>#G`LJ@jNNiM=4pvjtvN2ZFfF~rGC;ImU&PCdXspTVs1^}}z5gyb>b zSS6`mszEu12MvoLHOFa0!_bJ;4>?BIB9?zePN<34h*usx0uSLaVe6Q-bx(%+=>9=5dNqx1Fv0zh>jGkF2Ws+x+ZxSBE#w%6T#6U^~X4oY%Wz?c< z)`$sGrku-^ojjgpCGP~u#Er>u5miZ2EsLqmTwEq6w0Kd^Mu<2qHl>aKB!8%dK)O}P z_v%stEKso8-vd)EvfUrr`6cxgUk-yDWg>9~FPzrq`?c<_d-Ct)JSVHP7=|5jDl&tP zXr;7&t1_K8HOvi}XtY(@r!OUG<{~x^6;bTxId{cEnwa9pp$fjf59PVn2OV+eL!3CA znhvS>ULv4Ro{*zX#>^NLQX}|<%1@#;4RQx_5P*DX0MZuycc$~G*h`P$|`0OE+}R34wf!jMl-kj1~;Dtrjc_*gJ8{k&D^45yAD_WgBJ3&&!_LE zm~CFyXs6k;!c^B2H5-23BxKLd9Fw;53;czOzoyRaG0{kUQs?(=IgQ5?`yYbtFQz0l zXFvdOVD3H^pTm68omFSX{OHOnZ0l3|v@I55qwod|uw_(0@yrb`6P9|-I$5JwqUZ5r znO3IbGy0+(z2X+X9w^@X$9GUCayL-x5ocn_}t>8m$= zS;mJWZzJqaAWOmdRX%_wn}}Kq zTV5P$jsZ8{87*n+#XD=WZWL&W`1P{G?pF}spUJ>x#k?xPZ+w<_YPRV;76{;Lj!e+t z(PVhxGYkPi7TX^AYMK}XJkkPnSuHx0c%m&=7}~U+WX2ZzNtQ>;QYPTQWtdbI22X|Q z#aLU!#uYj|mE=t!ZE_NEN^9&#>08%>!a@jEaPz$#EO!f7FWTc|@oO zq!dvUQZM5sI5HfcIC7ol5E6Dc^&Lbbk=v^B#kvLjw@LfASxRxIKibbCdp0v;p;ina zbBz6PNuV^{AKr78Ud#lXKbyXefRBoFo*?|GQm5+AVBOq*?);SE>IyyY-vt%&axsn6 zKEF5h?Ce1>+cVfT4~pyWxoe=!44^zosCCk5n_}kgWDTJKvh2x!0G70K6+MI6J?fT|N zh1=9UEk%jH=6Vo(XIdXad_H@qSZEwnkcD*!AwgHGARr=gi~@u2iMI zz$4)nQk52F@y597nZ@dlUR-I4rYn%N7~UD zu{=EdLU2;M5fAB9RF^8J?oD2qC zHEMii7%TG!t&MWoY1=sMy1rfcdy47U#tyFy-_D6Li1le_pQoFBRw0@`jTmv`8CNj!)0s@V$n$*QuZ69M2V5#{%YqJ^fw!( zgxhEv5*HJV4sP}X>2EmB9#sEM>gF+7h>Y=WR&gYa0K8=Rtu_i({-6SvTIxgMx8g&N z7mH{M!R?V_R>u*p8#UJQTj1JNc7N4hJOfTg6DhfbLc^>a&Dx^ffk*x9vxiL|V=f0M zC#w!r5Fm_xtB7FG?8~BQ^1}oG#gQ>Z?2Gzu=f6&S{xILvVEeMx*x(~%6rv@4;vz)4|8hB#suHy0ZvyD>5Ih&_`KW|j$k~7~H zsO=F;uubbsD`2522~0IfhMcI2b~(%in2nsLf>dzx!^Ng-!#!T#^mcQ`GSf#kX@3DeMQe~Tdt=R=lOn$3L)kSeqtVpo_%QL`x zs`dW;iz6@EKq}J2w1GY2Ep8%wLoo~7imLVxrd{84Hfys*s$i*VoF1&()^zDyGfddFz` z9z@Mgkmncf8zk82URws%F>QE(skG7Gi#A?tb|2MH(;(P%Sg2%z5?)#;uKxS^qkT}P zn(FmEO10=u@7JH_LU_Syc>)Y#W%Wr3bs*T=)08e34x+vew92!c4E1W))uWLqjV3LP zTHhgG`R>wNr$o?Q(l{^QngK+Io$n@*l6ghMJr)=Cvh)wGYuIoxnkYGqA7d`Wc&w2( zLxSaRgSdDy1AFsjVmrcboR;5R&I>vqOD&U!mn}!PklT4ja@Bo&nwzd#o094?5kavt zzi{-7C2I?9t@b54*3=vupvGMe#grk@>i%SWCr2M|yG79QR)&$M0h!Utj+(QuohrDI z2bH(%KCQi>e94D-Opp42Rz{Qx9$cH=L zP4jM0O`_dTY1HDN`E?PDLk!}Fpx9M@Kd<*(a~~U~XKMK|J1(0$G<-GQ$2B1!gJWIj z8!eN74LS4??7~9Sdc!E~+Nf#WTWV3#p9`}Fsbnhu%K07sCg#1ppemLX8=4yq8Ugw=~2}-;?B7l|2JdY0t0qtZ&>gpkJ?#A7 z=8Y2ZZPQz0I-^6FmNiy%xbERmtP|z0c+!tVnd70m17g$sZ#}gGDU)afRHVrGrHZDf zH(z)yW&N!1T$Oq)Qr*?-3t(oSGF4488VcICSD-c8K$ zA98|Bgk)j|DzlT$`O|oB$`>9RJy=CPi1Fe9M80H6^RUXS<8`s{20G8pb&Y7W!-M^+ z`pkl}Hp`W2NcG)>+2cZe~c;pzxFv;oGyagJse`LUR5(t117 z-Z|#Nd|~nwvCNP$1G&Igk|VIag=8>2sbW<@4rQcKZg<$S(L*f#?v8Kl=SNSs1@XV)J zi}k(!ZaWvE$3vTdF{!pVzfAEbP-^IOTMSy1p*;0Krh>=N?|hEovM~Eg)RjVmBpl5=Z?-d-qTmTaLJ<|8D?E2p+U-5HhhVjq7G9HrD8vVpx*l~f2V|8 z^jPUcl^%{qYgQsXaQ3Goy-m`;JJj`e<7HZN`MWNcJ)A}|BGLBijwfF6`NgZLbt$H{BBD?BO~FH%~Mw2+7FJ;pu_P zI4Y%Txsy#1SNW6nJOY{V=i|^Jn#RN;%N822i(P<%d(ybVo@dsc5~$lra}VPIub11; zVdjTBhN`C;Bj5QF*c&5gVU3%JD4`l^PhFfQaXDU5cEolJ3u<-LmW;vpTo&Si@1x)sBu;RFH^fM;CR%gt7)l8Y?nJaE zW{w2uGcX}3e&Yx1XXN3)=T>@rkI)Gk`JNZ~P>oFIFK22e-{sz|NQP0ViFr!w4|dU3 zLQxV{Ex5#Cud^lp8XzXoKHn;I8eqeL*fOd>_rEv7YhIcag!~%8#uT8kGdsfpQNOp% z$#%d1Pdq5~0*a}D$I!DGsqpC?{7S?Awdtlt66(otV28qL_xCwICw5ZT-NLLv(UP6e zU#Z0-x(eyQtK0mHCKBxprv2$Gce2vA3TVV>Vg~b%_zNwGnRT)rmYi-Ljg;_{_0w<= zPEjcYVQvT-qF@RxC03hv2Q#+!?y^n&QTloy7E=$#44X#`UqshLdaA4BbMYZVj5r&F zkU0U4xREsv7^8yT^*I;DJ!gq#a- zkNS+w`Jwk1bGBL%nsh6}D90e2w%Y!0{bc>dt2C*nTj6(ME++0T{~z9MuFrxSpON6L zH6x7bc>nQq)3nlUG73S0cvyJ;-xcJ~4fGs{q#FE$dre5I1+VHZ@yNAB5=}>G-4mO; zGtFRxXV~_RtAGTUzVYvmN3UL?X20uXP|X#ofW%NLN?Vm36&;^1tHMh0gW$5RVKM`m zUrJi^!?$L5 zYHAyNJ(*z!8uETVO-Sc$2DBF8VxU>D&BO;N@)ZuKUob^JlctA@i5fd&e9yTr8p5P=-I;*{Tm>Lh zSCFGjG*``_VC5qwkU*wWcs2bYjqu0CJx)a>fh;P6#DfawCPw0k#?Ahj_m%G#v@<0? z^hpsq=@cU`$zIY}JCY~mwzrgb{{ssi8Ac!jt{k6q%Ej;Cl)J|ve=NIaFTvE?e zwjFB6ZWPT8xI0>=k-LQZE~(!M_mJr4g|xiVB{R9I`1D5N<*sIk`{mM}-{NhFw^0J` zDbex#Map4B;0EFobIQa7t07e4k9Cr=AXAlpILwIF8(vL9*-FCiYA2jP*vwejh~R*v z0kV4mO%PrKKa3`gs3KHZLvS^n^~D}k0`6xTIm=1C>T!|LStubqs_>*o$&-v$xSXj0 zQLY0fB}Lw}f@)R(L(#R+Z6=Eo?YKKa;!~J_58_ja>5$XI1WCl(+eq!bA3veAp|p^i z`c;iku>Et|b+rZVCOK~~fFym;m{uTBy{ZD_)%@hjkO=mW*+8h4FIuoo@S?jD;yYs( zR!EyBq^puBl(G8hRwDfvMRbKQ$$4r;Gtl&oRp^maj0|6e)DY>fSXE)^!}u_4N}XVXPNe;{Jv6N;#KFzN4T#|MK&FycXx`qeBj zhxx)Bl1NqUfgEOt@AQZR;hb6%;w3D?2O>_h%2t@P7&l_p^1YNGdXy80+x+T9e-@J| z9I7Y^F-mh1wPOkXX~aD`g^W0D-+1320XhT$KgFd*%&A60_SI zP+&BQj5q+Qq2~Mb$2z#Y{8gZmhQ!mrjER#pDnLi0Vkwmi)G)J30Z@ezMr#~F6?XhP z??GZ+9t2mB`?q;sOPzo;M?*DdbmCF!1jy4oa6^*?|>z55jn*aoKiSctScb+`mkh6iAk#X z_;xjlln3BqP@BAH?08xUv~=Bc7W)&DOeO;~jTmNl0zYaoy5m^U&J{h@TtvXn^*c&v zD%C!dA!zzx<+!?_4D%%!dW21XZb zoxSwO$Df-LLGPz#6S^QB*nh9JwFbWDCpKE&J6~28mTFo&?hm(eEs{!?v~Fn|*KRYT zlx|Nm@16(m_H1uXPcL(GK5n*{Ew#W)aY{AJTcri1b8&d!e}2i%aWqQIrDXPu)vB}O z>j%Ny}aIqHiB5~=9F>0pQJ~XqB)-*PTpSLhZn-ef8%M5YPI66Jib0(wptdf-u*_< z*dv~VQcYdYVh#mqb`FXZ%#Ze95eszh`m`<(h9?G`!%n(zJ9}*VEcG(m`n7>7Bf7G? z+CN?wV8%RPPg(>Ob^qKaMQ!L z+N=6DY`TICgq61-aVF%wF3mi>T{GJ@z_s`mM>UCQ!9M^j3xaPn zf>wFyPbCRUdxy`v8pPs^3`Ovq`@84g+AlDg2ICI(tYMcvZ0Y3mpZk?` zt~X}Oqt3q&gHI0dxt9WTws!Ssr)W5Ay#Ib0KO6{yn0I;Jq>w=1f1Vp&5FdloXCfc` zKfP||;)I2?Ka$*qKNy49@6`J$&+DHYs`mYW&iD)ez9t&Al^+R9nA3hoHXXP$?DF(` zJNfpb(Qy2orw&5y=PQuf|)~BbF z6EDsKJUp#`8Cm*UUAY@s&5iH&H$Ki@i_=&5peaM89E0BW9D$#%ug@FjXFh&Tz8aOQ zq{ew#PXa-VYA9sCWcgM2C1}f(;k3UrEj7D4ps_#rynGh7%T*FC-r4)%c>3chvlMtr7cX#q>}3DG#LUju`L=q;Q2KiZVM{txT;~91R>Kd4+HV+uuOuz{3YVHs z(4a-~boceS(_g2VOSvUSjTOAO?>Bp$|0GdC~XBQ7&F=A^=%CFzPh*w%yYebmn zq<^)O=Yz&fJ)@ZJrZ$2#Q?8 zrLkd#L!RowAVv$}%Us)H{^2h)5^{Bsb;2P9-O<}@LS_Lj1aJuYcuPM{P%TgU;F(7X zaf$&RZl&*CK73SOKBLB>@voupwrV~$#@&_1Z=?z?1N^zV0glbF&D;D~Fg+j?5#AQL zF36Q;uVE&Cr99D2vy9)xx+(B+yguH&Yb!LVr;P<6KE>`ed}Kbu?$u60SM}BQPyXXo z4ia*ruXFbWZg)~v6ltX+&Mph>#ypYCZ-VO$kNc_m^sxFC4o^aXUhrVSd5(x}C*>F^ zgD)|;c6i_BeI^EjpmOVX2-HAR9^Rg!frE*g5`O7pWBX%)SBn3N(*>}T;KlLejFnFtHtZ05%H+P#l4 zp+2CR=D`x4tP82Ir+l}Rr2QVVLrGS);G>AZ*%nJFcs2aYhni2;MXO-~KV`eB>Y~d) z#Kp#^tukuZz*9;ltw;^J%%)r{!Y563UW1-r)(jx(f(+p(ouGP76C!c?BzJ-v~d7036dxv|C)blK?*qpViAMhte z$j8FB@6hxrm@saiXi8;nKfsR8k%;j3p;Gz}-v)CA6Out4p=~W(TzqzY?=L2ag%W%&_MG9GCD&s4}iDkZfA)+!&r9*tb8Q zD_T5&wNNBW1$_u2faFj5@DHCaUt#S1e|&+XpFzH*fTN!xa$hPSuo*;c--)$smiTI2 zYYL}#ruyiaY1*jq{e(~3Ek~C_(J{J2l(&wrh1m7#tWUfX#89)-HiU_o+MhW0FqVS% zBf8$LWi8-W9d;6=g? zE@YBm8`-owPykeD7v$97n7ve>AW?2A`Y7G^<@Iv?KIQ%^2GTiYi>4TPsMd^x$W^Rr zz#Vev0`Dv-;fZ{cvA#I8UPcf!6_H`R$KeNaKfIQ@nG`G(aOUu7J8VQ(*+l3Bn`*Kb?sQ%dbTw$Ryk3~ux-ng806y#xVIi}}xc2|SL@GIQrH&$XNU-a?~d z0xXs*P}CDu^TvZVDXULqdBXZnVIRnB-B|Yj90Ids49UYa`A{i{5>|}s4hEq9^v&aY zen3gkYGAnMS;46^n7GbUcT?`>B70x5K7S<4+9(#9Gcn9XO~|T06Y{bX9wn#i)$bPJ=Y^uvC$*ND3PU5ni z0?+@G?}B^`%0v9(8@wE{f|-CT(S@6K{%Y2FDHNX4}EsNuMMoxf#UD&Wr6(V>-a2Uo-RFG$?#AVqVg@L&<%H))Quio zrIgToKi_W^IN5;6*Y|fhA$UGI3(qo`2{XEj_#F1WFNmS%7_N>>?fmx9sDJ+;uStU% z%qe$KfN1zW;uhF{ufmsCIK^&6FP4zu?RLgb(ENOpwzLPFk%;I>&=fiZ;>QodNUaxR zj<3Q6M^3OKNj<(GzbWh_iDK*t25Xh zx-UR^ksdjh@OWkGJrd}V@&4^vq|XNe#wb2|rtCQ5top;I=nyJ9qC(rfn(Mly@x_B$?Ze`5R^t(nfRpvop2o1>8M<|eK(%9j4PZ^F0Asz&$w zaQwJ0_AvKk0=N_ui$=?tWZ+!0Bfo9H%OB0u5{OCxMrSt%Q2t1!+&N5Gd_HewV@9ox zvnYb^)++XxaQ#@6`DW_rDXh(7=csg}L}#}#~w>tR6eaDRl7#~oRh znM_w`y}xXg5Sh4<&{II#bvP;LMzds)##Q)jp>FU7jCb5^lo~cY1?kybc95CwR(O}F zcpn>Y zzApVLOZ`9>N}0Irh%1I6a|IKXA5PVW6|@qA*d2;s$87?s%qe@O3rJ6X+vF3HtByjc+&>vTfRLw~UmvpbgwvOBjyu{-yDVJiYHa|kX>Pv6ll_;1P3Vsx3X9L0WF>_Eo)0s_Raf33 zXj2q&tyEXeBB&SS{W#%o^_k;bY-4@1SIF71X?iMl8&)jGrWv>EzIu_ktm;0n@jhB~ z8km>dTTkABbZ97MO2Ff8e*~2|ca{XT5h@8HH-TQCFkhIzXj<&iIu%Lb0SwNbDJo%*Mx zPPswYiv0BllV6h@Cth6}Y=?t2O-~gRBPGADO>p^o>KfXLwsHuEFH&X1<4wio}n+6&$tE|w}%wICYO=BC-+cjnkZKiB8hVj=2o)Fl0O(wnN`R{Aj7cR$A0 zEVz_Z2~;dyft@28=4fm%qybldNs8h)-ki2t+cVWt$C zi?N`S^XnZnROb>~?>{Tm3C$QiZ1la8%o?cD0iYVe3UTcb|o5Cx*Dvme0U|LI(hVo+~EefRC@`b>a4SBH7~ z!_p|9xT&}&-(Qhlp4&->g6nm+z=m%w(%jhUs)O#VWfCdM0FI!g$^QI(c!0DkhI<~@ z-#P_JZ-PJ?f$(pEC{cn9>m8zAH>T;WeW!V%!_h8g#$uKh?81w2h&iysu6pBP@gG{w zQvOcTwJ0`#6)dvLL;x1pW<&;XCk5Q#fR#Z&cn}vC=l|OaKCGt@x7mWx^Qd*Tj9aF; ze}x5)42`lX7DXxTB5m`ueb%Fg4}UgbgLmG0Iq681fIYrI^VQ3-2uJwvG~H6tCk4A& zS0nNpV4Ir3;VM!655s3Hvgvh2iaVfI^6&BWkCa)|T15h)>ywlS4l?f9HjrekWB^PD z00y8{O+(jNou7rC^5y5#ZyPywk)Nv`FqHzA zNQxmi3wlsx5FE6gI9;Wgd7_c7SQ_Hi^wc;c5vZP6*3g`?8C1Kt<9`ZprcjC|PxhH} z8;stfXgt|Wia8TtHPt`OUlf$IEXNV=?_STt z>r^(=OVf$NYO0x+y%*_G1=t<6S|lgzGDV@>iDnHXWz8^Ze_SU z(FcTTk#qH5NBVmtxJ#Nw7fV+i6PxmGC$LP~OL7y8+Dod%K*h4wI7ZW`54MTl&Ya>4 zucE<4TcZ8c-@y_d!~q3xifpHCk8S#|!g0U?FzD5!p*U8>owFsk)9~>-=)PdID1YmM z%2lyogLU#A%r}_DsBk2(l5h$hXknWe+V{yqmlwq2@Eiae_#N3_;h} zhTJmV4HbEku!XRM9KdBy^^k1U%Um+S^ljhNatiTDsQ5DLKz#Y^vQDi5hLv$}$Bjk+b!87D4VoB#Fb= zJQMs0bZLTIfDbr^!IF{)MBLQDAz&t)B_O$mqe+VFmqVqU=7_;p8o8#!ETEp42_M?m zO2v)HAEOLinE+Mr(NHh;JIU4|@tP9DM6JYVcJ}r4r9=x(MG^Q|ksfJ4Zf5=rCNHEf zWS_ltqv0N3eMcBHX7X zCNQB?kqm}eNWf~%3q(ko?7siC7WJk4hLuEmnRcd$3JuDiK(C^_4x9~GnyEH+6J#&i zDGxnCO|+yMjxm=)7h=W77k4H(q^+jSbZS>gXkypL;&4)#7O*fDGm1(emHaBJjTY{~ zx*dT_t(i3sFaeAAz*dkx#q;p+$4Von57!-dMj?c6=au)VE4>B{qdToqh9r3<-)_h6 zV$G6!)_{=596aTstLgbfGH42XsOTSP5Q<-t>9*r}eBr%CV7L-SnKbg2%x)`sI$w7j zK&2g>Mpju7NR)@~N4b7px0Op~cU%Bdbl^#Nyrp8=&$zuxE{?h$X=Q zjZb8yoO>CZ&F8)*amlX?AJ*`z|Kb5V>JKXy6KD|)Rt-3$+JJ4EW`ty+W$EamJ+$D& z)-SHTxPr>c6rO5F{K#-`IE8th@4=^o(rIfm`a#)10N0QjA+9k-MM?)-FOoXVR!SZi zG<=42Cu2H42hk1TH=q0ooi_pbk~bt$Wa@GHJeWGC6LOzIjrs zfVMnmreQb4^BF|G?#?8P`8CuO_|F+-R8_H^aahp=#jG)fju4k~yBH=dj2y!}_+#|P zYNg6}lV-JLFFzElVFCM56Gw{bhB)wtyqb*=j*;!#V%=p}()~lM>t|Fd7qpe+nRvIc zIY68RbNaj}B|QCGe1nkc>PWEJTL(p!AlyY_15|r# zkb)a`8f_pH*CY)&6!peEgWFvFXH}wjy4y0AgKc}^KLup!JXh2#{E>hsm^U-X2Yb2J ztBaCX^MxdYEmqwvP<)8c3wMwdWYWsE zP3|Uc&k{a$yDREYM^^+_py;Zi1#fVP;w7_jwqeWm5w2YtZra<~7Gcj}n75&>ew=OC zMS7?E)X?;#fu2ydEP@>a{=c}nZbY<{~&KJ~9^JX7gjpw($k{Ijzh+2w&p zu|wgm*QYyrGE`NLe{U^sr;lVpg~EQNQs`rS8x#;wwbrxlLB-mcg4}a6irZk*re7^k zD}vf>15wvTtcPjJZ|BoF4|)uttEs1k9_*R0q^_DAZd&EiPhL1tAZ`@j#rP#bCg+{zn?GXmJk z!BCrec4e5A^4d%;pg#bQ#{M^zyZYkG_&_qtk4E-?F$F}zs4=Iys#$-j5K#S`dhe0FQKxAqq4~Km(D!1VxXvYmsu2RX#iWN3xkU3g z7nwgI^^intp@5l{?*eFWLOwa0nPoyd>}SZS(Md|2bmoY5XO&adUo48nyYD z4*RQlT+`-h@-&?}W1-?1eaVF}1yym)kUV`W_*v&R?1jl#Y2H)Y;u49#c+JHk{jW|7 zpuS=oy|*j-0o3Dn`nzB4pv+D}SDjm1#3xu-MDM?5=EBLnfW< zydi(lr}iWvZvT{jA!W;hO7H2zG(yG}Q6IWyW5Cw|Q}Xev);{wE2SX!;-}~>%Lsw0? z=I^a62F>#(*4Ni+Wzh|Y>P&i(K%Iut?+=9Dnf#>+$C3H zo7J40T$00Bbv*(@rbRIarxoQ&$xNfn!gqT$Qub@}?9%j?foUIO#_vxywVvluBfn!n zX-|1)UqO05H;HSVOZWJ=Z$mPl3w{{c;;TK65WW#+5Yl)vauv7SGA)mr6HShY?5xMK zPRpyHS1zrm$M{(k=7I;5#m#N%b&+hP_L#h)LzTO-{(1Vf3)%FR8{*RHkR9$Tbz)}=!RhacJP z6qMFb&C_5x zb^-0+5yfL3>MkJuezDvt=;hmjwd?Yt^IZU1%Kd_b|k;`^sqaHE9F@UN}l=BNKem;*!Z ze1*?;*$qL~M0Ur-C<;R^d)Z_>Loa#xTMwwf`LvepX=|QAu615*Wr@LZ#LwmN{`HaU z3C^@NWoC)u6{feV#rfVDg(RUrvyv@nsd^^yt`#MRit=#(O1RtGGZBqM-9B{rhyp|$ zRw3SgNPh?8Bei2xJHiQVg`?OB4)mlBzak$9f{&}zZ`M~(O6O4@sf}T)*BCi9NC#03 zsG{Leg!~dsbO=cUhe-=jtKImHWcHsFu#YMKs$_rRdZK%_veV)U6EJ5UT^PgR3!MvF z{xX=)B~a7C>EjI=V8tlWYS(S=$eCevc!K?|lG}Cek^hV*`i8jm5Ipwn1BW8rSC(Q& zS9(~A82i~weq8G(aWK4~v{c)LD-Vdbn>^V07tcCdvtFo}aQ;MEyQ&1EQT?tiqthfa zmgl{o_nF&H`z_NM!s%~E&hSe1on992{k>iicv+!~)rF}Vr(MLIm*WmP7qMiRjkF8h zWSB;=l_-|+{o~GoH*M`GA`qrKl}&se974yH3$|bEz;D)vNU`X{2F&_ui++#+Qp?j< zxU~qco<2Kljl!~wj*61gei>TOxj<6zH#H08F3EO_9ht{qTEPdkvJhI|8@2TiOGtH@ zNG~=6Ouh|fCTU6F;TbHe*wAzpx9Vgz~nwa&Q=3z;5Rf#HWsi7 z@+bN*2M`kg{>%G65DcxzT)<2K7**g?HOUPmfdm@}e$qkX1O5Ym1%y9a*#&?Mfd2_1 z3lapj1HcoapRLBiKqCOSOZ@ZjPz1OK`24S3kMJp6iUKDAU~)+yGFTrONZ7g~4io`^ zrxgB=v4$it7zR8m_et|Z4)_}Y{!si>RdN7{T5mr)0RY_pA(rUXoe1bk*R_5TDt zQvq55z+X*2K|jrAXpK|@?xO(M{>PwX<4*%Vg?x_Bo*Je=W&nWWe=yq2fRfMv&i}!n zvIhEn+U@m!b}#(^)}ek5@ZZy_e*y&nU^1Woqk`rQL<0cW!4#4}j#f1vVBY_400KWC z;^ztk{vV7s2;!;MgZ>YpArQz5_=NwjF=WBO9XRk*?B~SNL<5=rL-4t=*|WRVYYKmR5`mUoYWy03JA#_*1v$|H)pDm`NCto8^DTTqI^vA_YhB|DRHhpGoBZ_>6qE zqW>SCM>!_`{}{yIYA4S$4+TzBX8K<$mdZ?Q;0U8n1e*jV*471OrY5xiP6)Wxh=~Wx zXZfl5uML#OO!%<>yPjYpOD0Z8UY7q*6lk5ZWcrQ`j`#WO`FWiYgX@f#Fu*^2m}meT z|4(6G85Kv+w2Qk2NU-265PaFi0t9yr79hC0L(st?xCL3ajH?m|9Xa>%Adf_jL6?;oWKs?r;6mUpFfBF!l)>gAKr>58aSE-lZ*n?62t5ioF zJ0z8|{kdoVQJAxy{Rkt~yZwKfrua7}gsB?s?4Z+KiD$u=+ZYyf3`3JNF@WrKh3Px#e1A=&i zGhbi>zTn8BXzKkNEA*chb7ZZTkxFb-1?zfIjV$u|k}S?2gS2$zvl;O=>Ex+Ck^Ut$ z#TZ-vdhHuUP4prR+=W*enNY<4&EPvnPzZxCoz-MlZL%2dE@Wrx;~!=gypO~$YN&o} zVBl)_uoDN`IWEqds8YL`u;BTc;8#H9dsl7V0T{yyuStuzL`hM=xRSZu(tM(t2t3m? zy+Q4$GGgx@)rfU*^Pz=n1^s!pRJ}X0voyux#Z(L=%qe0uR@H|z0uA5LpxO3+Y0QmZ zJB`0lFATQR4^Ty4WV}L*riAeCGrt=kchkVCQ{xzB-i@O+4@^ase`ACaDKC|vY1V@C z24FiuD>w;rfzM%X)7Q(@zK9b<;~M*JtaXq%XpE|6C6oR^!i9zDl_aBXQ<;y%2+CNanU#PW;ZBf}@5Z03|9HV#YwkhZZW4R?!#<6=973onX{C}#I znIcG*BA`xCtC&XxmLFtl)L^g&L?FDZWCFlgG{Hd@y@M}G12!fJX05IeGk<-RVN~Fj zV-yV=6)9vRR|;efh=AnCB1a+G#X{PdCo7FdDnH0cyifO**_W^TjF z&K2Xia$>G?jL?}?Usaz6qw%OR!3h6`Oy%Fk=g~$Dxv-d@r8B-MjC)TvLab1yN-CtV zgP8s;c}OaS*@Ejc<3+%3fn?HWq+kuEK(Pm9B>G66#24OXfnrn7m-{GE@YxVjuw!!P z;GbO8par@7XQqJM5WW?Ztt*|mJ3=e72}u4mTHlHAwc&&y zS&yAdR3M98J~!SVhVg>yU)>EK&Yo>Kgeu>iFjsT!?W3SEHyRk3 zDRYM;1PCn0CQk;p7IWuIlGgE1SHyaSq-!s#FVessubwd^EEZKQjrQN$uJKpR-tiL1fSm8$sR|CBjUcko;mJ#s;cn( za23|a?jymyNMQ;CM{A!)o_sxxW<@sQH}u3f&&yT3BmmD@yF&!2bA(}k1vXrN38g9t zpRBsMc?hSA@C*4sz4>lTeIL9|$i5ZNObvv?PXRX<|8rxA-^upv@p{F1oZ%zo-}}J3 zlE>?w@S^okF1I%a-WR`4pSqQUBc*5MD_$2pqCdT3<1+Xd!||M|>{L~?@@indM0{*& z!&jp%JH}x7qhU0s*z$QTX8{@4e5lO1_Z&ugD7pd&%kXNvYJvllgJ35+l_(pT_^K5` ztOCHFTANqQ_e93p)ry*lg^*F1YByU+^s$*z?^xKq$!bXhpN0pExvRu|H(qv(@McrB zCQEj2zDhO@Vo8QW@?PI%`|}Zp2S$;`N8ajV7K63-1)`aM_5nj`0M96h_AJs#y-Q6j zS#ia!ROI`sg6!7L?}2Tqhl(#hzWmU&aRB7IcNY>QBgL|0)Du4XJR!X1??uaTSZl0+ z1~qjY(Zz^kJTa2nzDCQ+^xlv9DaIGh3Z4$r*!Ij{EaoUHTE5Ak?8@%%)Hj3vwp;bTCCyYmC$6$S~cR%IDuGQz#yXuf((5xi2jnA-4{Qy0vu?d*t z{)~+hw4h;CmuGHXvaJ$jFy*)OCiBc$h>VG7FoR&8IWO*IC{OCO@ud4Dqd~<_ z*R|t!+j^-t09PtfT*(}6(wh)|9y1_Bvaxe8Ry#jwyFw@$!&NFZSoqR`RFk+dMyBaU z@~?^jF$TXbqsR*1u#i$^i3a6}9iieP(UQ2mola9pv&G^W((r>mu|%rz0rQYS8}ySO z%0y`51C?PB?aH-e-W4jf)Gkfi;)tVic=;J|f#8!+g+HX&zJwv)*>7oDf7t+vt_dMi zYNYu{*BVFC1l=n{1L{ecLQxXr&6Ub+~OKrzm`_Z9`K32ui0rE2vhLkVh7Rdper3>b?4Lgksb_gWAL_N-^{O;@5w z6r~)bV+{NiYn<^L#s^OSJmeQ_XW*kvE0KHIeDc#la~>Rc1SOhjlD zM3h-ZH`f4}!?`H&cSs&!$6sA~EJY4wC6#>PY7ivwBeY&bEnI`RP7^*|mKWs~QsjjZ zf@+Geelmry8bNg~rk*bPC8!uVLn z;hQ@I^|!2Xq8x^%6_sq3*{DLMWm>6uJ-<*gkI8}J5i(M#F%>$1Jk%GEQNSG&QSnLW z7jkSZnKTiAP927$W4&vQC9RrAurs;XLZ!Bhv6SFsAc;{GqeI8u&Jp1#w~0p^fZsQd z_|_Oa-Pf&{s9Mot`k^2y`)#wqlxxV%`wIyWPTIC9eYrq#sN>7M*P-DsY29Y^mXX|= zkW@(~-Gl_nHxU5vE+)Pdzy3U=HpL5hh+S=;py+KiO;}#2&ve_zOu7$B?)~DuV%X_q zuA_wUpIj1p)xSW;M%ko^H`vIEP}T6hkY%DWDZ1q;lE%hnz$(E0F=BB@Dj3>*k=sU`;f`D(;q(MR|FAqA$1<8ep)1v>@f5n) zx4>G24>^&@mLyH`xV_0TRY(L)HmTVWJA?eT<3W^PlItp7OTIbhSizXM5@~Am1J!KuBK|XZA4KPse?x1QD>)^TdA$zFxI&~h;hn( z>G@tFkrtxxBX}!q<~0+OSCYBV6c2e066P%a7pybVxR0mZs4}xr9Pp13$%Q*oA(mKY z+5P5y0;sK~C_#GZZMF-$>RQfZwOX*E6^D#?05zzr66UwC*>d?1o7<2pQ>h=os( z*jt%RIUY`|M(QAkA(CD-j;)-io;zg3s5F2{wj`RK_Ff8?_m4n2?dS^@XX2l4f12YA ze`cG0ol7n>fy0?!XQ_SGh7+dBh`CV7C{*CHLG@xNAJq2(cZ<>OG_iQ$q=v)Q?z`iQ z;RNR34ZzPi@ho$A1>>a2g4~dCt7@ z5wT{e$?gc+G&+$j!{nWh(c&#EiG_1qTTpop-h5Yys(u~T3kpVWi!2TkMlMCA1VncB zcnVT1i4e0$`lx#Pk;~*!L@o+0GV0{7?t!AAPJrQ{dK9@DCJQg;sgC;;#qN5M^g#?? z$0urYE?CC$@|o0cb6P{2#C;@CwTtn4j-DQ@49+sdk+T=j?;`39N4B3wR){lgKGUm- z8=6IN<}0Bo4!OmHmz)VZb>+#Ec%o}6<6JOF(nPPGE7FPYbS4;K!XzLdGH+gICNP60 z19D|TjMf9F1jK>uecT431iSX9tX8c4eWBi4^HL@HZ2`{U&CyM*AM2Xx#IBEgP5Q3Q zTk9sf>yn6-m3&s|v2)bJiUyy$9=-_nbHEH!h)-m?a2eZj@;=6Nzz7N?xVI#Q*Kk)f@khkXG+PLwi&O1!<;il(kvm|OtRP+9oWsb!~ zD262W-Fy@wm!L>X=BV`3`}3znn}=(^=WHKXyj%&@*8{KUk4#cmh=1?zz$S`=uR=>5 z=nJw0_C2$;-hK2>%aowhEU5Z+@E3>QD0=bR!5@ukP&Ma(m2l$Wtt0K!S56>q^_`FF zMSCE&#`@MDyJp-kryfe?fAuv$H%jEegDqv;5y76(nOX6zF^jp}#sxJuj?5#{cnueQ zUw0IC@;EbSE;Q3;^T5p=!$Lld9rst4lv%BsF`sS8laBMbb?j%;e!<9tKU;(^t?DXM z{GJ{5vl#`UH4ua9NkF9{c*OvPsG;9fxrDJI5bAX~Q&GZ+|LU%yp^RIs+D37){c%ae zV!bkihgB)2%b46M`j1@Er(+Qddi0Dp^m^P%Uz~+CEQmr@1x*Fr`X5Q?npfKS6^zd- zGmY6=?q?P+SGQ|ff*SWuDmmz_YYP9|)@u7Oy?Zb{-YL?uZSIorSepexigFVS)Amto zsO;OU6x{O|T~B#6g2;cH7o=>%XRXzBg_0Pik#Gs-gRv~>F$$XhILAg!4Kza-Md0wh zvC6v%E5R~QYQf%JoSgfEmms+&H51>=-ulh88kFKmXH2>yj)OHXx4HK;Y_Dg-Bq(yt zVVt8}2JU}Z=&k!&BOHLMUFHi`8EAGWPKf*!Y<_9w-qd-o8dL6kY3r`0ucZyIY_4k8 zdh+@)I{?bLzYWR(K0Vy^8AwbtkmRJ8^03Pg924i*G;)j77qeXT-XvSz$Zrwv@7>3$ zw4^Vbp&IwSDx_-9b-h`Q?eydiT9_d$B$0{NrVLcUmC2=GXa)Q)c1pA-@^WP+1cd{e z996y*th|GN)Xpz6r__|-u1vp27C8TTg)UtN1-P;^dqO&V1u8hCYjvP4{26{#BB#Ey zR=Q(VzaKq~=X|*Kk<%_*x%YC)Q{kA3_ez%y&CC}X9U9wk%Z2mQy&B^l_LnQVAnDx{ z#ZR#{>_qj%a)8y3t)BH)D*m}6{I>!g7`>0Ufu*7Rvlco(mKm|Fww1G~6$c!SBiZcq zUK;kNo^-sjoS$FEFW4W_431K&x%28?2`=$D#wXX(l3j@8{HRwk@b)X*Z-J7yK4mY$ zL_xLpfec0J(M?}fw#Z0gjkD;&6RA*X)J`5+Rk>)I0|lN#bNjXBQ_|b{NELj1ioY9M z=Tk9gLlI=MOszeXo^`f|QytgY#90@dk-~NB>HQOtPn6ru#4IkT==YRx>{v#J^M$W; z>KqX!^^8rzyKf$`Y8zXCGk?OhlCPoq&h~xJa1+Z<9V`ct&3PPD8Rl=7Tj9&b(hDR< z!UuaBfU$zH*2}}PiTpO(i&e2y${2mk)Ja2qs(1cZJxh%WW(_-r(?27HSFHP}_*9h3 zNJ{RxCQdgNxCK_mI_yl0)b*!_gM=@2zC9~oXeu7w-}^{j3po8u-wXhNL?Vn?x&*z%od46H6NYcmt()X(9=$xHPny&=c)em zO;OFkRz%)5&#`@p_seQ2d)^m_I)tK-zu#&XtR+pLn9Fn&+Hh+TW zaWr)_|NU{l@$1(%BX~)Vb+g`y&(SvNO=^(0N0sdp!n*|7=J@%$*Pmrkx=oN670eZ9@l+ssZg+h6yZ>;H^;?-Yn(E(wUK&A-LHv{%$-o zm7zbSp*RR$n)cZ&OeTu*RJIucreW6tE^GI;Ib%Hx+XIRzl{lD|^!v8z-R0U>no&wf zQY~WM8Bf-8_VOy!YJJsYJ5zZ3_ZQTKFv@YH#WL^)S7Drj-HYf+w|Lng=>yzSsRmIL z&>Mf*H|tQ%Q7=s+uT=qc&)I>KQqTl$yKQ(%bn*bdRi+a9=kY{Os)v zqxxX32uB^uO!3LG*ugna|xV7PP%mF?TqsS^iPa z-0u)=a>JyX=GOW7n54j6U%G{=BS5(|{o!u&;Lg=u;8+^ zK!{_uw3VVzOSsB4AXJ=jWa9txXYaZoh^oaYjn|ET^v6RF#@O>tq6Ee!P${-vD5h?r zfOq9uU2S-HBn+sdb9hy(!mGXJKc#kpn+*aPJrZxPn~wy(EqAu3IO4Ll*QHrcOgtvI~%d75gWrlOAG!F)ZJ)wrqax4npjJ~7S2#j*x61_ z@z_2-o}QO5xodf}_}f4UZ7#E3ML9@! zg$eVgu)m|smw9}NQzCeU$dR9bDQ0mv1c{%lW|RNZ(Ck#uRU* z$`W+HMO{n4ULY09=z{O~+LHw=7N25p&2FDEU{JLG8npp=Zvks`-?L`;#sEsrM68&;` zR=Bik$hr^5!X19h8{e^|vl$2TH8HKV56sHuS%c=LJxYxL#$K0bV|ORq5iuTd8FHBQ z_c=y09g&2#oAuLN-L~V~!`oPEm5CDJb-`lc#xtqT>Ix$L;A}@8r=hQK(k?!})@aAf zTajhI>#*7#{A0n(v6YVYzABpKsdJ~2C~5;*&xY>&FN3+Kh&`8@`$S=z^oEbqkL|{{ zgQ*4Y^f*re{uZ(Pv?b$DrJijf^tWyzx9cuV_`KCDatTuKG0m2tG5B7XP88gT#RJ;W zlQa2%XZ`*oVd{YSzNG0e$^N#Nz^v!mj%~^WxWV?~6!$~%vc5y7Z3E^AZA_=qbCH#jEKGGqp?KD zJUq};u|MqO*!-N*)-JAYG~C=g|2ZN1ACCbagzJAh3__FD5;wRoB%WNcsJjACuO2uX z;@pZsaOzskEYNqP{l?Ij>E!ekg9l)javQ78xq;Gn7b9%vPVE2)YoK8={jjR(Y!8h_LCiU=5N zz$}MUvdn{mmco#nh-)nBqcDzgE4`=-q0TnCJnv?Mn?aXG1#-fJQ9sdq$S#fO3aI{? z&q@UF_xz$Mp?a|~yYw}~JCl7JtifCwj)Qv1uRgNF!awfjW<^4nx#i?0D~2+#I8OFr zOeQ?>s6e9Z_v}kb%Gbb~y*vr2wmG#~+t*H~bKlG61$i%Z2Z{~$1CknJCEDi1s9W!p zF7>h{=cW>zT-_M_oLmw`_yrS1Py}DZ2F4cRBl7M_7#$rU4GrdlLDE|l+h>0Wp97(~`4xwCzsOr73!FBy>j<}OG(u9JnF|#mNn6XN#Y1CT9dfwu z2N2jmKa>VhkY7?N>wQ4}wj-*NOlpkGA!t;a72P98@cKD*tEpXK1YTNwfiu5=xV=gm zsX4t&>(^{9?osLapIvBLrBDs*dR}+GD&M|4U7u`w5!?GvuYreV!|J~ep@-Y&Uy?d3 z)0}sSC@fXReOBJOgl%s>w$E9vm9;b(jsraRtP%HKA|1}bMAsrYJ1Vn80^3g3B3|3I za}%Di!fE4CmS5>p=hQ7%Cc2BYRih^m_{iqFE47^%ETTtL^lh0~`?bDz+g%0g`$}@0 z!kg0Cv4yDf-u2AYpFhGUp6)H4{vJQEXYY@0H^%OP?lVvEvCH3>|KCU|Nq6E{&lbX) z8nDSuD$dOX;WOd4;1l3C<1*vrHsLbk7l4>?S(uyfbMr&Y!6HKcKZ(?zo9wjDp6$Pz z>>vQj^S@0Cn(ppPqWyAUg7X88_%{T^Acnw`RZ%1qIq@JgPfyQA0vcH->?4P+$d;A^ zq$0hw6npHtC61-{!4Bpv)E--&6A#<>0y)QRo~x~1mgB-aDv}#x83;oetX@Mx96p2P z2$(x`Z>`@Xahqw@VC}|>fPw5vX;A!UGo^@-&nOYZgowkA=O))TwpOBO@m~BLygI2M z&h)rZm6tTgLp0#DbM-+67y&pL6jQ099?vEjmJmw&du^{N^t^ITteoRov0V_H-j31R zC^be5%O`lEg_1$~XvR^Y>ei7G9P?D4FuC}q5Ob(hI ztp-IELkhJpp*+@fw4cA*SWG1c&Q=vz@G9xZW?9&5O(qA=9#(-eKv?e`LtssiO94{ED^3;TcHJ^5)Q+mJv7SNgcdiuTt{4;Z2E)= zs$g9%O1`aD8w~>RrVD?-HX)j{O6#*5lQ%TGWj0!qH?(7dWjb=}@$ey=_^lpyHx=T5g#Y?uv<_LF%go8wQX{*gei;^6ydDNOJw@-rxrHmRbNdod9y z9jx#ybr&BUH=AZB7iuQ>ELz^Q-o;NtZ!aZM9VNz1zw!S0M9%Ze+<6s0ME@8 zVVcFNJR^(a51Rf#B)0tX`^^-12LIYTlaO$>ZxxCSbpdR3|B4W{*#BTi%svbEXhOcy zDjZ&ey{6G>maF?`n;YUYy=>;D>w+t9G{yvBSMi$A*~*e#1f4d;F*I0gJk+psQFaEi zrm7021j(Y^Pc2gy^z1*l~oLw$V z$Mgc?E4N;bu?_Yh+BnRNh6(BBZsCnl4laemmy3qNgc_jdRAV0p-|`k5&5Q=O>gn3H z?7rNRSXEFr^-e>Lzeca%ei#)WL|1@sWX3#5pN)VDP4hNehlM{Akhv6n=1z}i**ohM?F}IWppub|2Dx?$vr!K$V>Y# z6e?&Z{=m~#hgNp8J=IO`m_0l0!3s*ou=-VQzgfgZz=qUqFE?h+Oy3K~Yhb+;qJ>?Zc#sIv* zI5itOYY%aMd2RJDi&q=lYBs~u2Vt!>^G%dvRD=7hHu+Xp;{LbqmAqhn@rDw!8o5KE ze=VwArC<;7Yc1tvlCB76131sewa{sw#x#i}TrtkJ*JgXCDZ~CA$H0amj$*4Cn(Coj z7&Hy^kp%)+MpdwK$Us0qkBu*600v?M$ zr(p6Koh-zlgGSk00qhWzGH&4o0h+o57!0x<7&HT)&2K^=u4%KP8O)Go zb%)#P)((gX?6ZYa%V@*Psxtvwc&b%turP>cVCj|(`P4FUIh*QC+Lj1`r;ZYl$Qq`v zN}Sh(c{|so((VfNnqypwG7$p*(k!H42wB5NTgesHD(Y(sWw$y*#C$tjS2%<}`>jHE ziWtF0Q)31OB9N^kDaHkq2vnCIW9_Yj0tIu*tYwIhW@|lFePF6I))6o~2x{PlrH$Y; zG1A_=*34%Rj_m8QVjd-9n!{!o2jsVC@KfooygG`NS%(iFEML^r=b>eW7#Sv{HWOUT zPbQXvFdemHrIPCz+uz2o3uBW@LAtw|ol0=<)mm4hWS5XedH@d2EgWgqkz?+iAdzee zDahbMuUHS$dt%iDB8kfO=;k=FE zPIb?JQhYKyJ_YhRnUEn={ZlAlsvEb8yWgF0_fV>?DP1$%8qi7YL-J<_y9uWkCwo;s z1E?Wu7yLsWzs82#YDgA?>=a=4bO{hgS;g^r+Wl!ay0`IJgbRTW4R3Yh9C>-^oQ#yN ziI8PpPO3n>G9*DsEM|VOR}3xmrJJ7KnHp4x2xx6h3x})|? z*tsV?|4+XfiErwnZDkCH1g+lD+kB32R#Sf^bqPTlhTiex!Sw?vS;ero?|K(Y&IjVR zj(DJjJb<`M%T77R$9ig7zT@YQ;D(9M>qFl&XTF@Gg!oU1X}hnNBV+gpODTE6B%+lr zcjRDqlNk_CPs18&tgyDp`iG_~W-KjdA1-3Mn)hu@>u8C=1ldb!4@TqfVowz0j{csY zAE`fQDB!#J0ao2k^RZ+Wz#$aQD5D;)XCmYtKLl_IxGyO#x5{HBhcXsH&6Y=B1l8Mx_1O|ZORxYc_t)hW zEN&oc#Si!UgZ3v%HG^%lc=aJg4LtuUfATm0@e6D7glg%*z5at+Z{M}2(#QABFfy~3 zzU(IO(T$(1(Uu9dLjtWP>ZF!Qu0viMzAlJO1npuu`%^DZt>#HNL8n0$3S=1rqSkhF#{&U3Q+pJ-t@YMv?Ep8$wV zs|cDwYj~|aA|Imn6D5_)-%-m~ebRsJ7xbWz)leX-=oNG|X#IzXKoAzkDB0!;# zx3c8V?>w@+bYrW|Y0gC8KnT2@aWT?P30Cf4bE6l%lyEqN_s@hDzp#nJ@D4Fd)wO-% zg@+8x9BVkO_eyr#V-p9gOvrpR-w#A zB@UDK`2x83xu*+4FMUXfnYjy?KB3Mpj=9?$FDsl=3Rvknn% z$hsg2L{cinG7iKS%f~VC41O*wt4kVU*}!pmlP(9d5y%<^)yk@4S|$L`bGTvR!XXfs zslq|?DzW&8o&Mj%ZJOaV1(Cp)*O!Ja3(FjBhj0ta6pDlFX_e4m&1OfN`h{hfTMp1B zzxY;37>EE?Q#V|_;Fl_E6Z%A>gh_DX7%H(+vfj=hB+#b5sta>}9nJ(07^eF7W! zbwwosT#zphS_2|Am?CzYt2FcC zPWz1MIBOj1VG~Ih0Oy^k98x91d-|C~{wfeCc&KK0`N%#1<-mGMuOc64Iz^3%>H_?N z`~CSE99yG$o|Ydw)K_9sZ9XC?ucngE2PIWE_7ge{F97z5zmt`we=uZjyd^K`mMbfF zX5s%jV7ojC#H_)8Kr*kcfIyIw-~wNBf)m=pF?=-UaA_Cp6t?&zquWiEUFxjEuXB}V z|7*0e%2|NF!qawnDrU`!64kQNk7v0j=I|Z)=I>1A0%w3PyUH1r-}0~t*VXhswv8^+ zRvSWvyY0;q!`jtkz7`Yr%;pgO*+!3M`!TpuVve4EDM^3O;oq_ph@cdYWnfB78p7e9 vSn))1YF8$?eTV%@CW+9Ah}6~1*v0LWi@60B4;L3d7cUr#kx@!T8teZ6-8&1p delta 76862 zcmY(qQ*@wB(}o*+V%xTD+qRR5Gclgnwrx9^*fX*1WMbRNe*gWQ?0wJ&U3ITseN@$} zuDjDu+d(If+d%_DKtsSnz(XKHAVZ)+phI9nU_;WS+wpVvmWhtEF~9su)IQX76y?B3n2y(hl6+f96rukXh}S;`Mt9&lhg6%Oe|X<%n6 zyt*Css*_1JbB5^a@m6WJlIZPWHom>L2FoW3H_!Loc-)o6x1$qz&ygg(dbJ$>HH<6; zWeZ&DadvRi%N%%l$J<8A%x8A=q{l6lVF8WImFgoj{Z^+#SD*QZrNo#; z`t14mpUpUFUIEA7||TOo#9GTxHCLjG;tVp6=8>oLY0nQv^ycZ{7%+(k+NcH=(L!+a@~f* z80x;HjKK8}IU{~)M5Lh^USzwJ4o6#6GX+KI@%EeC&{F7@MozJs6zl0d4c?mhh}IbO zUg|tmeS2?onK)6M?%&abvjEJUH-kKmCpStGJCzjSoz9e-s;*{LH?|>GXS=Ga+SWw6 z{U6GlLU@y%IO;p*EVsDJO-+qI^J?#e*ys$Cb%3LHNkN^q-%ITNWn8r{-ZmH^gee-M zJ_bBnx4k==7SgU0s-hqIUSuy^zi-F8*Vu1jR!`>c-QxRwcv9p!I@;tq&)7e1B0Zq$ zc>;o6aRII5XV{~ZTu&>`8B56eUBZD^OpkD_c>SeSc-bf^)_wcNw&%plY5iMIDTiZg z0C48Zhw}-rb&J)eFNe8BL{1Wlx;~XZ*lLL>(@fV}1awre#MP&gHt# zD%q_LeL^o?WqDxHbz~VnVNvvYRD&F%tC(+M_ z6v&jf+T53LmniFi>}gzGec7zZ^K{dU1ZXFu?kD+ptYJXyV`%+b@dXRv8*P4RQ z7OPqf5U++XbKln!?HeKT1O}=b{;o?GG@Ug5qg{5c$>FbVb?^=jMeKp#7NLn`OIJ0ZIcO z2>aMf(P=`crQbdbzU)vc4856<`yZHU(mnTWf7|DnQ_dv>{giY(EsPV6(vPWS#e-={ z=b$}wL(m<6CR1#o^}!`CD0E0ZifA)j$#p(vrQ_>X9MzqU+0IOwBZgyHdBQd0gzV@p zu$~LQa)+@my>RRZz0Q3mwMG~)113o}MtxLRnjay}UUz6^-sR1`-XD)|_$tGiW#;jW zU(FE_QinQD_$uwe$z`pVwU`*Gm}OF{i~cvSk8pn!=MvRiaFSSJ= zuI>aj<%;8d>e!A>wMoY;$plh{l$|4mL^p~_9=%eVWy-Vs@-gjsf4QcMS3v~v&%{dw zoyslVbxvFTmB9j?wCO?$pkVTT2*SXP^bwZr*VklSk9=)@?UvJe7^lay{g#%r_FPiq zmdg5gCm4y&9z`Ag1Gg_F3EMM&4C;<^n;`vAQm^zcrEk4yndv# zDdDuDYXS;%n* zIC2*zQ_hI`p~1B@aCod-vP0kmEyiwiH|bvwDQ1Tt8lC)w9y9Sycx!vBJNX!7&PeC8rZ&T`CO|sh z=kNj}=i(B;Num80gLR4jrDkLWV;iZY^ydh=IJ^k?}^Bf!!388 zKD;S2%=nJv#@JGC8_bAWT>i_7&gX>FXSGJVWI`5j-T5g0Pc=2hvg2>R2nKk*AJ_Yu zJ^^gO_}3g4>k(`9D&_*mUV3FM!uw!xHcsNRu%=G4v|r(zSk|3%`r}b5i)4U$Z--L? zZ%hS@Z4KF{Ob{wUea!i?1z&V z2d=llf%|g;z9Q;_VR%Tk@IcY<1?vkhU3`KKA1uUWJ}Cr+FwDCiB#W)9R;j=AEt*45 zV*C=)-Ni=yk+22YcJwMi&P6Rt!Vq9s)wuJ#Em1GEsm$8S^q|`T!5)p4PfD7YhP*!m z)N}9gRlLuXSg3`26x%GX-QrN!c@B>{0IYSK7z`wiY_#+YGc00F2)MvGq&SQBImU%`233gllk7 z0aD%-;y);)2eAj~sMuiKVR^cGn1bnu=2%#ONdWYUl+-)guC1%uS>bqtt0Tabe`ZoyWhS=#*^#+Ek*ePH^!$ z*_cfSYC5jXo!&fYmQKru@$-=)MDtt7F85Z+a_xe^5Zgt@#h;hBrUejNe;VOgQFDy} z@NxU_f1ylFt>r%s3C$8ql_ce2*=>a`RK%g1jbnPU^hYcZmtRapDsG$|L<%@@N!4*S zuBgneP<98J@VYVT-+Mw)8g1`sc)pWR8mmmSEZGsSNNyL+gp<=K9}RyXDz2INR^eu% zbD{Z;oEkN=SRO~lTIf-;2->yJ!`RIL*V+CY@Dg>i*)&sd_9beIMB%0K@%uajc0+`^ z%o)!S4`30zt`7gI%{pT54s#a+$|Mrz`0aA;1<(%c>9g+^tw}1pZKw~mrRnJxLptQY zu0E>@%-hj(Exrb3`uu<;lJ0kpPqyCoiFb*aU7To-L;syVBWgjreAUBKUq}?-XLB_E zir!}UqAXSxxweYwg*9sDaK!|t+bR1db81P4dXKl2$vrF;SNMSXk11W;Vodhd^;Yp% z?t*nK2pI$sN~$g87C!K_K{9?3HANRA3eLy42bqq}d4i0cOzECLn{&*h+W=_em z@4VYWx2?IOAF~4)(0++I^auNZOqrGbI);mByAS(2GrDSE0E8jSFK{MqI*Lw4{xs8| zamRZL4jUp7kc8tlM#_CSZLF%$>lQUP2QoTkHd}`B!)}H7dgy+NSmS67gmUJ(ft&$Q zEKJ%}b((ibkLd?;uKW5I+*5kX&C=4&6Z4aly0u4b{s3d=N%u)(rRSDZ!gO;H1l+bM1}PSHpDYQT+j@;6)m(E z$4O&GQggt-nLF2!4Dx|~v~v80UB|9i$@fYiWRzjcAk6_{pn5QxcjpP+8;<`(ivJ6I~>1KHyK!MNjbzV>KQ=#1ovH|7PP z5w27>jy?{eqC0CsmjdFI&Pj)qrSaqOHKkmeN)H6Tqpxr>abMwvfd{#{79Ii)5+A)o zoLfY6(Z4Sw@6s&V8Rw@+4W)xBH+5Jm0`aBk3wju_>f4+l_IZMq*I*x%l-YXL+Dd1$OD?ZclSQAr$}@@UF- z1IC7rSAjX)Ny&)I?B6Ocwuox6^&nJN!GKFi+rB`^pliIdJJvuR%N%8m9pbtPyd4fI z%>cO-R)u#0;mM6rEeQp?JpsRcjj=@=49P~;w&pa+4GtX2&$=K$FUo|I0O}j~^>9!? zAL#L?n0O|t=_Q6=QAIBgQ}xg~HYp2-Y2@5TFc*a?UfQ9-5IOh9d5N18+Wn9-T^$n3 zv%JHlq?n6HKoNaC$*#w(1Vz#G`l5R&mC0*v|5;;zi3RQMev-WhSR_G%K6$XM;B;p{ zUCr9A$sd+l$%uoQ?^l0FeUQHZVr1)c^e4%)By=syRP8MS+vjSfmEt_oK(lxI$`QnG zmSKXIt!QFx&6OVz+@PdYqmYopK>mUWDK2EC!$=Z~^&mwi-!s87Z86eX7){&(p2v)* zdT!I&+H-Anne2Pq=Q-SE$?OcAW)p9W`JeQvq19i^>%5GwIXn7vOSct(=K82ZoD`7= zRW1W9?OOAn4hN7)>Yj$%6BKcg^>a4?@5U+o*`75IuomVr5Lc+&b$zaX@EIdZC;T(XfDpZ$X=l}-g`K@ax?DW{Ec_1`4^ z?KHj8g2T?`$?_CM?N0OOImTUlv6m1-Xh7^m-ty6G&R$~}!G1OnzFG1(=d?iI&h#{3 zh@Edlh@?H)?zdj_$6D$a;U3zXw*1Ogrsodz@V-7zmpZT6R4NaV2lTHD8GI$uh^30t z(+V?K-KSv-Zo=J zJ2@=nAoARH;ke#_O;TjIEv5NE$@x1EELs_x1~arw&GAA6L!7La24i`6S^GTlaidEi zN$CA3?9M5TDfNx`Kd=*8^nLO2+xeC0wV|EjCwE%^=Umd)ZH84jFH@Pg9T((da+nDQ ztI5HjX;w7y6LyP@W+{FJyLKNEFU#L50Fn$N?m7xtZ+r`|F0&e4GCzyKXwKBf5TI3# zk#~C{tKa0>Hg**o8qjv3hC488ONqMLx;{V^wd+R1moxIsv4n^YMk*@Q)Ha<t8d$ zYW5>d8WdqQxyO5uWOss3p~ZcmX{7qkV%Y6DNv&UsV@# zVp^^}F<1$_l{}I(=f(Ekp9=q*J`P2{JxgN!cP|?C%dH%O3ND8eS^H{dwCPDpYj-z! zT1-Y?liTUhriHDfMVKojc$ew4Mh%RMONFpea=31FNl*@HH*Tx8bC^jxpCJec_6!5?Eu!xsx4E=J%+DPKEQfq)O#GH%M6HYvCSA)EvLP z4!eu5gh1p66|xq{L!S%8O$f7Ifyu~Rqy5VbC-0*N58mQZ30oi9OMJbb0e6!41!>Dp zXaySkt|Q3iFJ4(!m3tViNWSa*Vy^qyDpv=H3Bpa?PE);=tWmYtmgR2X-KyC*b?Vo6s9gXIg%rtkOE+Y``VWz$rl1A^w}5gWtTjz{b$ba#*0k zP3gD)qfI^p%@xB5&Qtqa)wyg4L9Rml-XP09TL(GCaB`p6J0yT_q~2*KJhRqSFRTYx zBb!rMB<-!)A%rz@CbuOigm6j+>u5P_F&t*sIuD#BfJs{Z5vm|%T<3*1+m16D zT0hb6h2Ol7IX|px-|Sa1rV*8HKop-5zfnn5u&IJg0NNFXv=tVdJ}l7ZtN9~a%Zeo< zoUqDG(X=$HR!|R|LgTMeF`i&{D?b`gu_^c!aIzu#uQx#Om}U+ro60|T1 z@;<>PMnM)ES_bL7lWU@<#;&&p0l;Ts`{g%J*dN>$udm;AK|I1X>j~J~pQ+T)mb~

Sv4a$}7yoW~##>tuP%u7QR&f|&I z&f|$KAp^>so@h)--(Ed{4Zx%)ivOSj<6{1QHR=C_;KD=3vD-t&aoUm7{Rgn=+pRWm zCQ;I9$FY^dgD!E}gD!Ek#{N5E&y0=&VCLfb{|l~;vqbb9{`$p!AH*vI(&xrXmt$#A?_hvHsU zx=*xTnZ@yC%mKhPI^oY>*NBhdwV9cOxDyFx8?uURCx#~a7-$I+7Euj{%V+I=w>n7UH zK7+%DB76kaZ(mi zE$>GucjAD=d$P;8bp43OalA>Tdk2(nl9L| zue@UkfxFXjdX3TU!*ZJ}p%DI}f#iM1kL;Onp*bZqz4~!Ji%E4Wu>6Uf3EFcW`lN!W zMwbx7!KUGtZ{XQWcbFAltZ>mLG7&YB_rTTcUY>F0b@vYE$@@IW8K9 zXn_$|N=390UZgH&pPSD-<#&kZoh{Mf@u8O{E!ZATTkFj?E+lKQQg)7&5S zO*=@Lu8fk-(3^J`2G^cTP*#{!HFZ(p2NB@haqIHz!nDuNFOtm$@egV+Yz1YI#en`n z?J{M|)p@_BTa#wCA8Tr1)AgsPlLM<3w?%!o?k&_zZuHT3b#*b=3^+vl988iW`wYF2 zPSy|o<3f>eiul~125iEJxMGIFJYs43^g}&(%s9wabmtXum#rd~3T=Zwo|m-2lEwf# zWr(7^R8cU{+#UxHA1!Q_TpDn931cCmhaQNcoh59YEYliUdt4(8`*XaD5sSP}dlsx- zoB3XbS}8*fCR%H3xUa+;Zoo5>l&i zkscFQev2Nn`(R(s%p4BwQ^YN_a5pe5y9-s;@#q?Tn~l`}P13o>=0P~O>}Ta*Jnq&> zthwtJP@qcwSHZr7Kl#o_ndDHfI15>d6qqSJj9TL#Zz`HDndkoK-q9FjjPg)w%`M__cN2nr^1knu(r! zrR&?TntL2nTl7u&YrazvKYY-y<`j>4b8WqfxDf&bzV@*dk#HpOp;AtTu)mu%j2qN6vt`P^J zeEAT+S?!-vds<$1MS)K>d-J{hc69k+4lAhD7FpWsIm={@5r(IS>wF+@K=5;>oML1X ziu&|Z!aYD~#;~j0=Mp6x(FC561MUxo*JT(Z*aAtF#r1GU34fAoS=@tGb^V$sxjUD2 z-y7~HhwsY@!Us>^(PdXJ=hgm8t5F(#JgStG*}5|7Dc`)cWRpi#|60RwWuymkK<0KQ zqfJzlw>?!(4u__rNFZ=e)@+1>D-SgzEfc^{v{BWWoYz}}vty6)iaQ={758a;J&pahm(G+Ab~(ugZ0c+hY56kuFpR$k1ODE7DrEx%AA1UUsv#p z$PmoS_Yvdwi`n}*P@53chJ7v^7N2f~;ALlsXK3PXkV$Z)9kc5M0S@~_Mm$3Hd(ol9 zWK7E>)C*T!*hGZFB;b5^!s7|L8MSK{=_7!tAyTKSa*vk0Tjf1sD8@^4HG!s!-gOCK zd{@ZnM2s}vau`^ivc5Y7`N){+!0u8Nfw8{1}-R}nhy&JZIYde z+1afEPtvh=*Lqop5AjcjR)ox2PYdWCSo~J>UjGHcFbBY*LOM#Q_v$Up35#TI#{aEK zu0`NeBqpxxnsOb%3O2aUE7dxjHWViGc_^#2tLoRlFCQhx%u|rcc9Yv3IDNQesUN7& zRpdQ zdDLvZG!29nKGIqjSR|C#-1$hM3cjozmhcE8TTV3kx;Z7E3|MIOT53_1dUvlevCbF$ zty7-TVJI>u$UWTS9!#KG|In|D9)RN^rvF8gaQ}#aJP+;3@PN0;H*TWA37tC4A?wJbcgv9|+la z2!X>uwea`KvENvknXSf_u#fK|+{PPe-o}%UFue$g|F+dfBc24W&xp)4O|LVAW~9B# zB|sx`SrTHPARQKtNKr)t*scln&~ac23PL|&SYePM04RZpN077H7We`yqi=(M9RDKz z!Xy1{YP<<%uGa}_fSwoA3EDnqVq51ILj^P%dtECil%{(BQK2&=iB=!`FAGenF{ir3D|8{Nz1uxblrQ1_g``H?%N2bmbh`nvIHOCpw$L;+`g-5p* zhHc7yfX%ymP8Y$!@i!1q$hzTD=WFdg>*6%G;UuV&T{}?HTlt$uF;R?&y_HNaXB!X< zfLY@FvnU-L__s9Q+%XIbZI|a|ShV`?l2JNkGp1BFYw4n%hFZ47;xX^zgV`-?zKt?b zxCaM=6%{AcgOAJhG7%YtvKn(u=xsW27}bp^u7}jae=EsH=!-QsPBK+xuZ?<~c$MZc zvV#H7*fKy=*e#*)S50&0TOH^SDJ$?yt5q^X9XBAowAAf1WF9Ns$(Cz}He7u&SL!@xt>llpI`*-F-QVf-AIYm~5FLT$%nBo0O|Nj*XEIDYmUkw#({+GaIvR3)Zn)Pl_-8X{j<6HY@W+`HYW%0OdGc4$gGS zy3!1RBAJ|@yGhUsgVllSvYg$)pKx6LV=2Jyn%KAG+ig=O_Hq4c}upEqOxbM5t6B`UJ5$Hkc4QI_BFN^6C`X=ea3{BU_ao$tUXljfP({7;#OR^7>TkaPTlEAVl`wkR}gX^0uM;iT8co*Hv zNp8jUPV~|`OAPT7RkEu=f9_&_56LoiI^zV-0YolY5&*_m6mV4)BC0IXKg4%d@}WQc zS?#r23unF@ddj`Uj$$2d@Hq&i4U>FvuUf%4el9K03Wbx)wykB2&YmSk0Lx3wv=^yQL7yxycD_o}t%ThrG4i}AmK-z>v8y2=j z7DAJxw4F95d6=sHG$@4+bzK2JCF3(f&^xr;ET6vK+I+L{BN+mrQtOtw%$*B1oI16w zlC2i3EiRGCSuaCbG(&{h#uf}o`TV^-J!piFg>{UG9P-bMp^=>Wg~KLcJPes{MGftNU+x|AngSaYqGFuejld zuWD(8p4|45xWmri>h#^VH|)7~0FWmjzG8aI{_u~kE%3LdSkUYU2IF+=CoSOFhtQ|l zw+KVUIQo4TI+VJ|+HLdmk7&OIBn-yUEs8hJ0fShfmK)pjPTkvaxt+jeW@{~NE09Wm zbb|B{|3=-z7U^9R%QB}|>8U7pcWHvsOE9wHf}vu+E)^EMBkWpg$4Zx>zVhngZfFi( zJw<1)5bYX62grB}>VJmZJ3zVdcQ& zwK^|=z%hEaPWLU5WUf)5S(c#k$3jr#r`F(}=3_KZ-Ub*EMBq6AQdiW4F%W;|7R)0{ z`onGygNkDtdZ9YjM?~OV`Gjs3t22hgi@w)61M}+=Rq2W&euF?M+VDL50uBn z!VJj|flx~r{t*nH4E1_{V@vEp{ghPRTItk14c*&d)W~|@X2c)t+oA)h{~>J?t_LsP zDVeYlkUE1bp-Xf6;@wb^7NGxgU!7NgGIUmg7rHQfy=#TM6sp0ev(h@bV`|l`yNN!k zP=~yqV|KVqKiPuc1)(h)GkzP1J~qL1;7y7@RH$T-o=>2Guw^xF+c$9g@XYtV!I;!c zbG%?8jsQ&dk$}+;${Xk^mi+tmTRm=xVjReBNO5Cd!DHjX+urj$BsWei;{SR#_V6d+ z=(BKmr#78$^7E@r=>2(@`0Qzs55+&Cw2SE1qJUGf`MNX>sr#`(-}e&T!pctu94t6C zjp9qAJbM&f>l1y0$l+TNbF2nQjU{IQKUiIb~P5V1>_!mg(UQzugc^1f>_xjz&A7RDdQv@9C zJ&`dieB%Jh@o1DuJP+0|g~paT~9Vhd0Kqs4#tV zY5pXy1;MXHn^dC4>Bpdp<%5{49ZIhoO~$@%Jv0Hvc^nW?SFw5$lR(GyS6!S>c1`#{ z{lDJh9wJ}d7(yqHE7`KEc+U~XXJ0aWqD3JDJ^{}RMLGMZUvN$Y6beHzpX!Tak1$gg zo@U2fa;+zFt)nvn<3dK|Ts!b{s2M>#$%~-w#AmHo?L?aX@#JUKI4+;U+v!K4uD2Kv?rII0g_Kj0=MYE{|LHJ-~z4dmmuIsV2D9K|(Zu=2&n$XdBbO1ITi)D)Sa zS%Yk&%oJq^zJ{y6xHmXTj-VTUhRlTj^L)qK>FG}YDbur!DM{OfCP>)e)6YB!5&kFV_#cP(FASGH zwM^n2P8>?uP8>=Ej|;}l^FM5%lTT!e^dEru4{lI_^8Al&pw$zFqtz3)qt%mqZ1K%AVpZ931PSm;mQhK8>P9-p7UBJyl zkr=`0h)%cdFTy*n?+2>Oysxjmysufw*URJboe#3ra!>MWg&U>(9SbY``Jee03&-t1 z7qvyVD(20#2F-U^ADqz8d9()Nb*C>C4WyCL_rbl;L5BnO@<5?k3sk;b@mhc%`-~AOGmwxUvSX(%3zQQ64n6FvrD~t9y<;0Uy1;N+C$y#@ zbfHtzGa<_2nU_;E&;zI&DCal-LnLS%&9`F&G!Wr@30j_>($gfMNch|*^G`xTJptZd zJL^L+?2+N%-Q*kJB|?`K#d-8$Vl|05<%3&u#fU~17Gw>@`Jj~38IM#M{dtayi09#DNh z9ZY-ozymO4wfd1a2KZRyPqR~&S60#uo=EY4;|fl=uZ8HRuh-)p2QK)16TgRC5HBD3 zT{q-vx1+Slyv!!TfTm2|(xHli$?i}Y7}pJ&TL8$^;E4bK&r421ci)+{sYy!s1#0GUG->Ta&~-_vomP=76lGko}}&6Xbk zR-~Q8i+R@jeRILU?pT`$q2O6AQSKjlm#|Y`7g|G*Lt4ctdOfdu<^UPfN8=@lzn!!U zuKByKSM2yk(?Ly6gtH=a;$nWD?u6PbJ6XWQ2PhUsh&_H8>NAf;N}Sl4{OuUY{v# z)g4ou-MU!|$~EMA8m#i^H%S6uhaw$x-TnrbB2)t(^|}{p&n>j-^aL{yCd`R17|gJ< z=jqTcTD(aOLFi+-%@CG$DO?k8*X56?vEhlA?g#VDO^+j`MQ&;;$udFzYY!jxx8ucm%s7` zMsMKVrO4sJ@}!H=XrRr9A;aI_&C9u+*Dt>WwJ_HF$LBgSx&Up}Z4$+qjG&l_jW+O^_?Dq3;^*Rwt}< zyh#{%q=6wiB>6s&U&#i#VWgjSC&g;Crx07977APSYDL-{$8Eac=s4iTE;-xMm;8@3 zJHfi=9{(9-s#rw(hFf$rgc!|+PR^)ma4XFqPpV!oenM^=u`aNM zjwrkPp^PYEw%DtBt=pm9F!KcPZD!F6Hf}uEBo$@S=+%X^^S}V2tYKF!#siXFms11b zm@g4`SH%NA@Jv#z9y9+lgtnq-p4c|W>84E4F0N*^k*fBWKc-cB9c8Hdc%Jv&Zw)-q zDIIexH5NB?boTV!=T6fjoVnO8=J4Qi#S%1$#BdDK)(1v@={QGwb)DGeqfAkvMalHB z)yF^%SRVW>Gg1M}%nKw&#+1F19gBb$WPqQ(LA&7meM_y5a_ECT_G)ib_;^jJ@>*}$x|qSXjIK-p z)ha3l+;uZ;7`+j8NX3at?}O#vkkFY?g_W;SDXg(86D~Xt{HJ>9QT%M5Cm~$hOnHBa z$xd0WKOuleKi~A`V}b&Ep+x6oC&=?OC&X*LOo;3+PW?B=!LEWtW)XQ0_heS+*AtMATc%uMIlu!!aq1xY2>ZjHMZ1@34YYi62j6Mt(QHpu+hvihMH z@4V1r4;D>u$|Af9PL?z$C3#dL*UXW2V6|~;24w}1db>l038Fh!p+3{b9qYw5T4-(1 zr&;n$mrbd~MIp3Ou)(PzU`d>yMg{Ztp=M$v=~Q3wVs5M4L8zzmiBOQB{bv%wWfnnq zn{|_zISc0@r14+(7C!~~MQG|8fo}Ih58)?G?dXm2jEjO|2`}mJQTFI%z!0jeF>mtN zB%cGI85Jyd6;5TE^4&UipsW94E`Ga<+c7iWGfxc{n00YrThu9movjGhy)AjKyQ;qP z@OkszzBEC84knHnb^W#%r*)ADqZXJ)tzOssf2&8l;{3oRvpzQfXfe`YW5>+tyLwy!#on~h*}JTaeH zHo)akc@Bb1J-NO4vl9>euoMY*@l$*e`S5+0aqlu(s z=|XT=6ZQ^XOr-I|`x}=c;|}qAamwcq7&E3#YNLTaWP%~1Qu1r#LfNb+8AD=y&S(R0 zApRrXBrGDj5{@EU?d6=sBR0I@-^J<<-2N_XbZ3L2(?sBIwO-3`x+O*H-#251^uHZH z^yqBFa($hcov>nqpjmKDp4Cz9noV#^O|nWZMR%ZHMYP%&$#)2H>^UCvB=;X^{LG{T zCmM)@-Z|LQD}^`k#UTQM$kvkBsc1fchO(QV=PG|alB)zCAgQz$vs zxkSIq9c6RinVODzv57NN%ibJXQ?N!<%t)U^o&IG`7A%P2dRm*`35H#WKgQr?*;8o} z_w%o=t!!@m9!e;!WgHBqV4oW`K19~9GCGOqT> zyk+jJg8mMjvG|Pp4y8}io$>qVqJ1N+JY^G7GU8<%q&=;Bd@&^8dHfe39N|_24R%85 zMu@S-jEEx`A zmA?K`i|E`BK=TPj^v%IHO~wl&9T2 z&8>q~IRm_wtz0qVoOnB^N`)FJGeiKEoEWTy>Y(VcyOIOSbV>l6tACMxV^9Zy|EzJ% zNn*#?2q&$k^8yAcU6e(f&(Eh}V!O1Tre5x;w{E=)H_&4GwU60AvWShi!9VS+tVaVI zv~BbFBbJ5sWPJQs4sq_$U^uwAf>@95d_`JGf>V9dvw6H2uX=hK4m8j~!Y0qE#LGce z$?jh;^HTUkxaa6OGS*GW_|yWeIx;G|{#g(O2SYe6m$_Wkt;f@|VtJc3gF^l$^78PL zT>s+xenFT@+B0tg4Xa?Iu>Qqus^sV^L$71o#qQ1ZnpW%w(hA6xf7hGmJ9xe>E+0(H z+m=*EIg(FfWbJy>cerdi<8`c?Ww64bS)4`#8fr5LYq+8Rfk@!IV0RN|NxfeM%SDC_ zzz>)*G%!K&nf#JIk zOeF~o^Nk_dvaovf;$B$@h;0%!bM9lAI3NZoOT`>Y3`MS45wwjG`XQ*H`(nc$vdhW{ zK%V^(UfE;#^??z!v6Zs9Cl7{L_C4c3>`E>TW_*VGgEP-%VkQGDJ^$HhyoA_AjTDkx z)m~7Y;S>WCkXHCT=&z@iWARUu4f(=mwY)WVS{{@c5;=36*@Cum$NbEdW!x+Qtm+dE zt~$D(>K6oZNyMShAKk2}WxD(TB?}}#x)c_J>M9MB#=|G{F)_G@7 z1F{Bi5?0i)8O0%==lfNMGTWFVRce%RuwFjWia{uKK=~)HLr6g;j{*0M%ckhW)e&9G zZ&;`bWnyNv$D}#;W%@%|L|7}Vnh;X@?~fD2oMu zTjk3M#JO?JTGoB?A%06UCAEqUsE~$iW@Ak9w9S&66Tvd#eZ_~`5TfyNwncLSAVsis z7Lv|XAxt74q>FCix{;WcYKj~0iyQr)v!d`T@ZZ#1MS7{GqhNJs)2OV6UQDgT-m#wjv?!eOA(1=xy86LCk_x9 zH?u&7LV!FB$Ax>!Nb8^~1(g?as#!9RRW5An(_k=3EBO)cR|ajO2!n1aHJPSszmGTx zw2F)1+^gj^M;FZJDwwRfCzIk=prL;pLX=LlvPkj=qFw5pv@~L=2zLiVwYMsz{`Zs2 z{vr=vI*ynZ%}bX7l9c4B6ocUgls=32^!ciDRVV4-AeaHOf`QCI8INT9_W3!aP;hUS) zUO4!{rcu6zD2cQjZ9F~^_3xDeX#Ej)(vxmejLs-$2rR*G2O)~#c#?*&dsd-K0E=sx z{L@#nBc!9T!#wi{OU3vGqhN0L?)0CXaW2o-1F>z*OS1C4z)n1g`=~^60+gl4nAZu*dsP?8O&Ew8Q?OiWvdA2yShcl&aocx*E?J~B? zGEHGbGoWx9wkF{;hMzvbi7c9by`_IrElVNWPHMek3vp^ErtbMSH{({uSJ9JeBwml) zU@}n`MPyvM4Nh%X$&qoxt1vtT>GFpYEY4|(a+hwei-u`7FOz~LtEgEEaB0#naNhf1 z*?fDq?55Soa*zZYnIrg9$6ZF{)Gk?oNtD_K2%9-GMTzq(z^eS18YysUSClhCy9z$D zHo*4`dy#gx(sL0$_Qvd)_f3O}1{xP4w zH6xV=M2KWHcg0SxWK7V5F|Ks%p!@zwDA|TiqITqRMvnr*oAr%{VQ`8JiWK$+X_(0* zLe1D0lq!*vkDG_+Oi(mgQtPt$esvCs_2k$aolQi^1n1phIO~JvrGzbm@qS6S!0tG` ziKLBf?_wHqEqfZ18Z{7>Ef`X+;A7yX&41ZXszSg#Er0!Y6}ylT#{xA5(JqsiS6YLo z6p~|}p8eZ&e}sU#cZV(%)AwM4E6!n`rYD;BfvlphWaot6TzXTkfVqiLUm2e!`~I3r znlt4<8;y5v{9Q4eZHTg6uuF9q`Gew(M?*%HpzjLLI^Gelju61#+ZM23HJ??r)RL)i z2&S%J$YW#;Q@`{s9P{MMJ19PtPS3bQ@w>g9qin_5PbSZ_@z;NdX`svgIu=dr90szSq+9-12)m| z3Xb7bG=w#`3_H+n^vmsjY3(A~tjt0M*6_}FB(W9e53W0-9w|@w3f3GZQcGx56$R1m z$vIR*DfUJgmCHKKWn9ngs2f(-+W;wx7Rifn&YySuM1>v8!+8Wd|5ol{BeR08tuh^) zP3{>eddgAl&GlGIgC7#%l5H+Nlw){3uVtiy@}?mYz9WEUaTL`?$A?idhoC8wW)O)_ zk8|4Fvlp-0EH4`}9=vL&kIJ0A4Au{ap?Et3wAHTnU7;dPWS`Tqd-RZBjnZt%ohBu& zQj!zGQ+^0$_Z;zXR;`>|wENuAOwA3UNLaN84O7OoTZJhw7Ut$xf*->;4SqNW+niK$ z0no40l?eb%*DfjnuAqYiBvV&Z;%2ase>O}Je&2ivzgHv)J2?@SEtWyFj8*s2h$p zuc$J0Bp%IZ^euU=>bM1D%L+oHQ9!cNz|O&Gj9?<8jne3I#@&YXz6!h%ETH@sPUrp~ zI6d{Behc4P1xLyS_x}lX?*Ap!*)U04*)YkNG*g}6NSRxc?Z~8IQ};1QRa)6R$ZqHV zX}162)>Cg)$l+SE?Z`x7LD^FCRmds-9sCdB{_mjmR)r!DJ~dB;9KQ9Rz#InipMS!q zR;rK_fc~$x+-*Ps*XmnE9`#-XN)vD`V4_vKrwO?MU;~vFyyEBhOu z_V={}FWT07p;y}T>WFxc_$v@@nInxFYZot!D^-CX{*q#>g@jB2!*ew$p_+%dwxC9}uDLB{`Ry>9CP96g5hw-fy;^DEASrW<_3k_8G6 zH3i4NTsWNQ^(=2gVrBsa*`xxR7C6=R2cZhm7nZWJYdv>f+EE?U_v&R_MWb^XCF90- z9uee9@lDUm@^=l7nUGW3syAXSqr5T)$2*?Ws#cYrjJWBqYoe7WQ@B6uBfhM%mqeFJ z1?8PLgnscD9rV6EgD~AsV_2l^W2wT7TSr`>VAzeJt^PEDIoBOU85#)XVOr%KouwEo zJD*@q?MI?y0EpLk+Ei0$=qZYqiJs!}BPEv4Y#skb?77J@8QZU8hPdak4IIl@NFBI8 zU~hy+(ueF8R7)W#us(vfCvDI<|=KfN* z=jgz@IweIp^V@?q*vK$TJC#xNJCv&S;o1w$XpFlnWmy;~Y>Ioj_v^MQw{xZndvg`9 za+=D+9IHSkSjw(i@rm{p{3-rf#raQDP7?1NV-(7oSlQm%Bb}Up&rLRz%Bn<>;LI*H z%@%?{FC~oDHZQx}=Hp%cA`$F`iuF!l z_R~*9!Z5Qt?8Jhfxz#e81U&Lf@6i;cZv7AvjI4T1#o5cnJ55_diCJGlsvfgK7YmZ1 zKONI53U%R+mg+1IyXd&B2liM-H#Gb~z!XL;;CoV7DaIs767cQPxmM7Fok-A2#7sUD z{&tTtMrRH4ExARK!~Cw(gTy{4yvEn2JHQ;LUipDbZ#&6ao=++3~Pb?$lk2Mv|cq5t+@2+6+YJ1h;bSb zfZAvA%`H@f0|D7Vd{E+f=lGv~wQ{xcRWWM@eM9OO1_y#kSMZd_FV7iO!xmH{`t7ts z(f{wZd%x3)uvwXp-<2#Je^GsAGd`DhFs)l#KAbFNGyGq4eqFqu1dPg+eQ3p#!-l!* zVUfd7KIAA~><)}-$x9<5NzQo9mP;RYK#I=YX?pNHL$6~~*ikrM>o2#(Oo2XG-22cR z#o^Q$p!;w>+>99JZ>c8E`ps`au9Xy9SLg(yZbc5U9Jwb=-$t=Jz%Aw{Tm4FRnO)n5 zK@jED}YGsHlII0_tkw|~0>b>-1*U8{9X`1z0Ygq;PbS|k#! zvK}mgvc_x^M^H|od;K7#TdPy@Q$sggwYByCMS-ZDx8)5e{2X(dYG-N(tchaHSGNKq74kJeV_p(tS2%B+qY$d1h z`nwXbJ(+fE4~T1d!lRI|7H>x}!?d^|eO_1XDwl+NN$q?I!ko!QHPYuY6l0(M87Ct) zs_#f36*k(Yf)_16w{x@*ke?kG!O_4XQSr}ZA)Lxt+l>~e@xbBP27Mkhj>|i+up0E+ zX$x@*{+3BAqN%nsPYi!LCAJJazJ)2_oV&6yb!gJ52`}r+?heOz+*4?Ng*#X!BGtTl z5g$~#aj{As%I?g=WeM=JnvRtusSzM%g7W(VT)IE^*nvh<`uq(CWV~-xn4fWYMK=9e zO*e1lH=&^PBr}mDdJyJNA}|gPUcfmYf_@67IKWUc6j)-~vnMr@r1oQ5A<0UeisK0c zz(k`N5UW#W-TGL(EHXQ@rA2*hw zO!7ybAqsP7map9asV0Iy4Fxx@r9R-mX3+t&@lxyUPU*GFSI4ztzML{BRT4rk%_V0(AHWNG0uXw$$92t**WN#F;AwT6iX%aY-7hDL*0-P`B{u3mO%i->I%&a(stm`?@4;9O9$Aw|u?BW|8@6kzAkt1B^nGxLrSFkp5x=N670k40Nbg1_EwYoQ!F3|pk(BfQe zOy@uqIzi;aVv3i)5tF|~rudNtWyX{ih1}pyG_;CvuA-Ni3Ow81U z-xl0vkGGLPGtU~fQsAr)V_MjTrc!NOzjpJb@o>`Z-xDIYW zEvT=8jW1rY$jor^jn0OU>v7PwiT2W$>22n-SrV~FMmAP`1Sy#~I#-FugR_XciBxJG z!soZAY(!+PI-K7Ns|yTzV8Rynj_bv_a&jb9l=Wz~WqTrVUGMF(Qb8Q)cnMwHLSfbM zDXzw=64`fp(F$}&?9 z%|#-PM={l$d|b=xWcY>}`J4 zYsbVlPxIi@KRh{4#V zz0#z%i?pra5}!|><5p@U7f+HEk1kBUpEo%|4V$!aO@qEK$w91Eg9EcHpuiv2g>iYv z%PY}6r@rOf#MEtsw(i|ui(m%TdCS=~nO#P?>bj9yn|tcHFF2a7KczN4*F z^Kh1!Qz+FOCO0JamxzgYALetAl5!OGBAcUL3CJ&P_f-06Wg-{g#=3t!36(xiFJ zQ9`J;D5t&o)ZUA;P`3(xEtkK=efM`%)>!Lvy;m7avTjL+!)@t~Y*GE<&nv=q@0y6D zuJU&mrOGy>;Nhxb`#DSAU>M(J>4wlX5zCBy#dP}BV?HVfs4V?*ba2!BDW}McoC=|q zOX{tz;?4ufPQeo2TSp$wK0~fdoiu*7Y{%j8{BO*ReDsm|Aq$t_ku7p{6Rti z*YU+kee}vytTV$@*}`8mZ{%*BN4OGg$k#{{iz>+j9Qt;lT8iZ0C-2CJFFboVv7KF^ zOwe~@FZ8?%&#UY_OQLL__aogKMvOnVU1^MsNM6*pSgqgWsZ0k+Xe!-7L6mb=^YGMc zdZ~Y64942>uu5$4{A@JJ8W02<#-yniWg&}7secSf+k^NGdb|cfl>H;bG5lLSSTXOz zYWKz?kbk7BwW(59S7DqY1g%Xm^u)f#_#&xOhs)1z#O}qrU5LWn8zbal8-VvUdaP*PPiQo|>)zmEjR^*L+dAvBr%$lH`)pluFB^tSpJ84wlF^w9^ z4aboQe#8UCIA~yz|B?UsJ|)DDCf0u2Q_ds~47jzjn8N&v4_a^9In;%5h9pskHUdu? zrU?1y787p(i;%Od;2oQ-EfdDiglI6bl_rV>5ciynKxt&aw$*hdY3|#S8R?h($DfB-(y%LSkL>5lZ>VtK0v5Dj#zt6#A_&RE($Vc zxme9)iQxhdowYucTPWDqf<_K#*3iHo>pHxWR7ZYDI+l!y4$5(5oS3CWgJL1kI3=!{ z_$HZkwC9**tUfy>FIQ(_FQkzaWz2N~y{+ilykcJZ3jdc}LGXwcqgM`?+7YPeb@I~i zOMLcS*d#AA+4Ezd@;TjXe3x^JL_Cwm20}i%fqiTz)j0+_u6G zi%=O;2Lz+3MIH7w$G(7R3`UIU_E6Fj55p2C>UsD5PXfSOu;EZT&_T~~E(CW=V2H-W z=SgSOVPYzt(r-S2iQ6%@w<{vkr37MpuV#W{`7)!R6dX$~ds~6tyo*-Mm^(<@%&~>< znmR1l1eTv*l$RiOJvdSR0(xn|Ij2)EgQL9UQLMhIcBaMa&JmDHE!~TyC0*jBA<@*F zQs2Ils-$t&O?Ld5+FG+&!+YN!n9i`5#fZ;bKoxNOd*{N}v0o^;NY$9%45QASs+r(u zzlr&R%p3#0|B38GJfZZDsZ*n# z8Dq0s_zg8-{;_efFy@j+93zGN>q7|6o5L=Rzz%B%yfRVm}bMM;bBX1r7jR1L$QFVa|F&dm$!8wFy~r z%h9-BH~?ScMI@tk(AfdK5~(AT0g9GTiS~YFJ)U97t5t~y#e@y ztK!4tioNdv+TKR$shNjHs^L@Xn~eIRlEGtjZjRZG{F2%7hUl7aXG_f{7_l6L7W6|~ zL#Ju+#VX)Fppo3?Isr9_{=-}MU zEdM37yimG*njye(izi~DH?c@C4K8~<|egBH4 z)scs`1qqD#e?)o;fQjY*YV?wEEE#@& zE-csswUf$R1y8Kf_dW7214`qSy|yGc>2;zirP37h6>A&j}}1kJjTl0^GsBf9omTE(-x3S4kdZ z>2!I=s}cv&GA)|i6O1yC!)J}jCywnx7znDb~Cgs<54mPOU#>y zy{Wx#T1a&EqF$M=8rn#b6W2gek(0Q}yd+-<^4BA3CeD*d+-Wx=1<~=IN)y(ySCMR8 z)3X0YiE6spk9NV_b6DZ^L9VCYV$ZjoaTAg+B0Tm>T*Y;{34zk_>z^kh=Hx%#cf3{| zG$5V#uPz{7%QFUHZ;aCYS&7sk7?!?Qr_`Xev4{A-9yH?S^!-_DvRMc4jymd_1hVEz z5FZ{3Y}O4PNbEgwUe14Cxq7Qf5p9pU#CQi5-E`J^;LYD$!%t4PFLbKgrT^tT1dIK| z1e2#X;CDdf>)h&il7AsMn*RRcamZElf*3wL!0=i`!@u z95=lUq{>E;M2c|zr}8v#KNx3ycMHAgZ7N-uD^N8iOT#M_$qD^G>5FV#zXvBN zEpCnr1bj$zParN5;DN!1)Z|+LSqZ1k+jF}mb1RK;VeDv49U(oNRB)OGnKCRKZALRO z(4=IUkXrz)j}+fG;GzX7H!0K5!W+U-k;SELKEOT`iQfV8+kAG+Z<8hsT8KXic}!SA zr-M7yn(<&E#89#oCkcqI=V$cN^+y`l3jMqpDf3QKi}$EWSfBe2zsX|~c?rw=sj3^n z6J7bU_=}&4*X{F9`T7)1@i%1Dya*aPuo}O%F>!olX%h_ZH*8s z7$WGUrz!@jeoPL%Zpqi8DSGft!Jp~!CmVg z5>7z7cMsF_E6L=Q>~Su;y1pLYs8JG^NVXt533s!2U;=&OPqtaq6(*|syaYNmw{H5O z2!~dBdW1Fi?0ulQRx$PX#!pvK6sDrQ1S#!p+_+Uc1@`yo9(JcgyhLDGCVwcUfS{vC z{Z3-%WkenwDy5$m*@g|Ql^xurSTL=0?+6f_5~~Qv_=vgE_uC-j1`-s=Nf+2$8?rES zbblC1Vu}1Pgakx6JBaU+$He6b_NGY#`20pyI;35B*_sUtK_OjNk2^tW6 z!$s9BgB9G%EO&f5Wzbl&-iwvj6}y}l!y#SE<<*+c?^~;Ya4i`syBXt3`3MZHcDLl5 za#S@jNVlMR;frx?*X};Q&w29v^W=u38`@)9?&D@YcptiT`zdj;(ZCi|$PUHDV+mzO zy0HTbo!V$J$M&{X5q9@QJ{T*LN{Li>YBAGb*zzFXC@H6G#W-HeOvnTOKr(Xg25Z%)X|8DzkFI`1I_! znRBMR@G+V#(PJh#C4u$mNSo_$kYH844>iZ8wY?mcU2E+g7HO9c{SAPtsa6IrxI?O zF|={nQjB#XEIOc*5Iq@P-~W4#kaeHATGR(x-nHw4W33VOWkaUf`TszwwKU6yEO&dH78~8h#1)PX&V@(P5=lCFp?T_6xjTq_ zSGR=^wNP;}!Wsy6mpQ3eTo%`^PY0F$Ly)rH8@nozj3}i$=LukBw;P>Ex;LfYuLY+X z84m_c`9WaMAcvZ08HYF4FW=1Ylg|%+OSH*(Cehp4jr#>=rVdi&LEJ_Nate|9-PT$k zD?3c3eT8r_zz^`mvSo7u-EW(s?fB<9(UE{MKN4M|T2yKy0~xmBW|Hwy!aU&(JGqVA zu#s>HZBE%rBgGE9Vcc16e;IW|OHB|qKiJdb{ne|K)eseHCdg$9v0m;bV`=x?RMDn- z@GIL4>>TJ{56`@8OOc8!h#}5JR?`M z8DipjYMQR1l8Jg=Z1~7iO<_7_f3ZXH9qGH+Y#=S`s$bOiUFfzm#UGyi&W+hRLah_4 z(k`9jRUs`U>cU8&iJ`U9u_xj3Fetny@$J;TqpCm#%wZgJaAf>aerctby%hxfcHnVJ zo|0q|b9?0&NV5{>WA7U3F^Bk2uk6`(u`T(CW#jaiqBf6;QshM4Et_&dR*>H6SK58l zttn{vo=EPbMvkn}l5?!dPitP48!p%vcj&rRve{pDuR{Ip^t-cCc&V9sfkn7BM{qQ`{wj{G={Ma59^Dc#YXKkkC|= zsWkxh@K;_f_&5q%)WzgD8aE2Tlr2L0x-Vd3^uP-lGXX;I4=S1?%I6DLD%8*!`X~;q z%Ee|nw+ppYxpk9o!64uUc-I@BCJI&eAb@h+1@4igkza znu|k@s?IJE#YO+7EHORA?G>K`l9m@aL*<>k_Z8;*x@txEL(DE_FOt#nWD3Z;mZCSIOvcu7H#?t`r8cKZLnAk+;oQ9+ zgTH8DHj_|z5ke?hvW(Aa{L+;UzyD`XB{y%7e@Y_z0#TcuCCNB75lY%=^9u~14$6U5 z{G#-t@XO)o>82i_>op}rh>QiZhXj5%!gjjytK2HHuQwYt@P%}syvzBkd{3`7(?Shp zxsFgDPF;2f4TlL)_yqq@1laH9gQVMj5%xWu+8V4j%8G&%t z1mEa*OFSP?2^}rxlBhQ#L@H(QUgv8agLZTK80z>18_bSLHNFa0xQ1XEn1I`?T(ztf zB9uaElPE5RjwY78oxys>pG<%`S`Sl1f=Q!_2mu5|FmAystBZzJ{w)r8EHi6~DP;frix1A=Q&tgTSP5 z9USSrtJ3+q&88CZ?o$a7eaX7WON|o$yCxlD!fN} zty(IG8$Y3(*R(ZbWUadDY3NeT+RE+X#Mg~BuVk5f0~(Lth^n$rFNk7i`05uTj-flk z@`O0TaxJS@2BES#%do2*iyHm#fIW+v?aUn~PGyVOb*%;NjvcESXc-I&HMd5qh=V5t z2MiZnKB*x=JaYaG$P*yN4R&Z;QvS$+1GZc0H15_GPQW6Q9qoXlHAvo3Kf*Ze^z-{3 z7w(wEHUAhHiVabhov$a7DkiEHA=;%|JKUeMzT&? zOT-HoWOu<=n$@5g*FM)_Owq=GQ8YW71n!i|Lu8L00_Dh|PNn~;5Iis}9p7>MgWvSN zE;#HLH4>>n3MX0+2vI#N{HmRl$f4&=4gT3q4J;){z|gUW9g-#-*Mpa}$J|Cglh*V$ zs1vw@QTn2NO5zzyrd_tHMh_d*K-0~^3uBR_Hh7%zgO}q}vVOV>L`BMvA-@|16i`?( z#S=8#El0OAe#|^oTQ?K4ep{VVYf67tkR=O0TdYH1C2#pKe|U$`bpALq@E;;ng5aC_ z(l;p|G^LKEfmbF)z3wF2pSnAig%S2+(`}q&rwoGJ-Y3z>{QK}!AV^{5o&bYo^Gw~_ zlpOnROdwaMsZ{asa3e0V@#)MDeIx{O81Y)mfZpSxhY-nD|GtNadu|NBZ(I@>_5|z~ z4B`*K64x(}UH;s0`Kp8im3s^(G|%^5HD}D2;{D^Fa8d}rmA=}xHGjz}s1CB@(5+Yz zU#6lrpAPoczEt}=G0xK!(8;rWI%Y$Zxr2JSew#$O@aGMDrf=4~OU2dzA^%(sD074@ z;20u8bMlqIIu=e+l~%t;vHqiURC*9|EgKLBSiv`rg7>fAc^Nri*>wP;4Z&(a_7VXc9g!kckHJH+;I5miZFS7o=YsRhM4! zpalz2`nWsA1fR17VU;PrIv3KwZsN_KkK7h@cSqkoly`|WJLf$aEyfsWxYEauG+YT4 zz%)O@Hu32T`_7+^*^~zd#+OFR%M-PZH&FJNvD-4&Z(T_PB8cV7TET=|%#Hccb0`A# znAM`)9w1f_Sao4BkT8>LL8~cn1>W_cith%SIa-H!TBOsRGK5oddRG_j&d?qbSZ-E3 z)gA5|N`=+~xsnxaoD41aUKJt>sDZoyLdb!8 zwX3)xic*7UwdXe4(>B}AsIR?h6|)K(DFmAlB7JLvf_Hza@||<)DqLCujM(oahyO*kJ84WBDv-*~# zhqoM#MGATxlzAbQvXnG>G@w8MMS4a{6vhALTphCCt9rmbk4`8WrhoRa=a?SHh1+pS z<`^yBPr-GY&{5Vh{{z~39C67Jf|DuoxEXV%Kh4XL&|qKLqcCCWvSuviC$y1r!`OX@ zo1PW!F3%#FFAU3tsyh6rg#aPYfOh#yRocHO1IIfH7n2lxN5v>sGLH^3QHa9TaHxfViYvHa8FD!kqBBhSkIM69@kbn(hAo;@;JFwZsSZ%;oT zTPG~mrRLK_-;4swARJ8vl<2*?0VUf-bTtSXN{lBqwO9$C>c2)1(5G5BEK-NIq%w*` z+|S3wMc~Hr1-T4<#VZy-A2?ayxhED^Y^ec)x--)2u4Ti;g(+s1ix)v^fdh;#`?Stf z3u6SriK4nf9IzLcM8hW_VZLj$l!O;NG4~lg) z;vaCaC_i8FSfE;V4K=WlSw$hm+ZV7}{^W`f$2aQ|`eW{(YZ`R|F0ahS8(KZ^#aDPy z1V%`R)+CT42M{CvT>-ugmEV(MNO;q1p8U@}k_7k1e)%f?{#;w%g^C|vgWoaos^4PnzJP{w0 z_exGYuZ0;ftM&sVX8uL9Ru8Vho;f&HuR76)E6`vFahw&IU)vGovOsER-NB3|Gi)?TwID&s0^3#VGXNa#-aJ7r#o0|x-+|* z@$8j1wb#KWaV9=Pa@i_+{T8oZAmb`mh+%}OFS5S1k);TLUM%eo8`m~CyOeb(#(8V1 z=GXVZFq4c$u?~En%HAt7VUW`U*=JVa2 zReMl-Ln;?AwmQ;Ex^B_Eia}gYUR9|sQErgoY77Z(vm<2uGDh~a1>Vk>(w{#OElsyR zy>MUVK@;JN#nfBT6vV#IFCdb$&b$9}Gy1Gz@Cajv_WK|5z2~ZRBWcO)24^VAwT#pR zoE?R%!Iq>l!}9|@Etg+^AryV)lfM_B)_x-q&ZM*eT-n!DUR={>10JcLRI*jovKnid z5RH#Gt|;e1qL`w}_p2gHUD(pfA(eNvjm%W=V@eZ@{Ce1&n+K*cXj#!$>bB4_)|^S} zE8vcfgkz02dYEf)SPUb}#rt7AhCJ(&8WyRDU>YtTBrcRbEPF zZc(WgAH-(qkiUo-?S&?RiUjF3fY3fQoVBaB@?Wfwkj}%3BTOHPv8XvNBR#{%{GJ=R zS%FWfqI$R53p}+axzavY3-Uxm0NcF8t_li36-7=^%%U3paZW1BfUk;m>Q)No5d9tC z!P|PZ2hH<)>Sl+Rg!R<76@c5ov%Y9=lqw#&f{QQqf1+vs^OU4ilDMG``IlH7S^J(n zeo|~jja=kZs$QVNg>8kMz0_6q!F`F{_hP6eCE(A9TC(5k8;SC4P!2q{zS?(-E_Z#h zwRTt2HV^YW9#Dv@)%rUDc{PVI-Bt-8x#DQ}M)ha)J2=W{HGR}`Ij`0NDSP{=WJQD; zeKHzGZ927VZaMD^ggAYf0y@b|6j_w79Yt+mTyF8Dz^z1RV$`xs{bld3z%b&ZcK7t> z2YJxp{NJKCjBW>rA;dVd2VofsQ3>%*cOJ1<)6MU?4=#pS$Ji9MFjdAK zr?y1WXB;#N(!v%fZJk93sdd0-D)za1Q|*)M{QB?ukC5YrYE@#y#$nVd&fXWHPp$#|@*!t-|sBI|aj1xN(aVz9uw8a^kkI0#)agwrffGZ27R5oGyUBA#DT9BdC;6dxzwbu zo3jg|KkG!dJGB?R0!?3^cO#|x?@|Jm-ps)A#bK`ByNB0O{*Ul4*Z$5@q8-3pb-c4x zy*g}LAo<^j>jZtq-1w(Lp>pm%=DB%1h97Uli= zrr#>?RbBJMbc4aL%$s#x$&rd39pk!B@mTZQ4DnwW0K>09*@=ahqr1hseaI#KK)vOq zpQyME@nUW)hLHFc1dKdVq5o=UZbxN4l0D>}gnm;*VAd|ucnXLJ(pts4msog*gc2K(?(@|-x1s%zqe9W2?!GywvNvz zQ>j-Cz7f4geFL2#L>&>|nt#tQ_&u>8g?={MXu9a`Ikf#+`G@+(U1W=wq`f}Xv&XZk zWu~du%G0;x+9?SgF}HKV<;+37J1F@Gfj2`lRyEzWxj)b�$}`%fF=g^5ZZ??x212 z8=SdS90o&394M;C6>;lWHW1ACSK;H=T#;MYWJTdpTG`@H)z+d(hUIwKt% zgK#^Mn#mk4JDzb=)E>&&Ay{?jK|apj8OtH=2UScEegba!%W%)VPlY zAeZDNyEf(^2e^rK1?W&>x=jJ}A<41|g&+n!du)p$i_2W{bnt_BB0x(nWWmBCPtMbD z^^QBeW32Dx)5EBlk_apdflNn2YU+ugGtX`dVQPQr?8@XaHT!i#a>qwMf$ALsJpFzJ zWL=^}ivm(_wbRcCaymT3O*)BwMZ$ehx?GNReUwr&vz?>%a^C{_D&J*RfA#S#kiQm9 zY0%EAx$@di6Y7u4r+^TF6Tp|Z_l$6|@gmc}A-tKgU9mHU9D60)38?L+W7K|BWn^;s z5pRE%H1%xl$#rcM9Wp!PA;C*C@#1$p!qj$E=s=c1>R-@biPgAz&WA8IGl*YwPqYto zM)s_0%68u&c4Wso%&iYi>Zx?>TE-r;uInn5jR$JynxU1X0tV~pNm~2%G{-+8L%FUd z-o|Cq02kC8PPaqaVO~d@=-QDY0)_pl&1uVJl=dq@WEWA`J?30g4w9~K;{LG37A`lN z$hN!_N9#m<#L|Ra4mj4DTASh2_1DInR>3A$F@vkqF0{}>@WODx1Lv%?2!3WErY@_| zWRS=)Ag$BufM<`WGd!`1)YvnvP+2txgDZh?bP~Ok9>HlJc0Fko|J+s$h!So4stjt# z@DH*Om8IWlVtb;cIn!en9Y{(D`Uv3L2T*V*5Fl@{9zZLD}T>G!?sa(cy?vPB4 zHID2irEqKAnxe~gz%R;LpwL*0$)z1}BhuXYSr;E$0Nz}e0mgnvpE++E&J>|Eb`8h8 zH|bdjBkf;w=Ej;}1%eqC-bfUtRcBw%Nn6rsp5Jd<$HKuRd6e+aVlX1JA7UP(6qbk_ z5)tD)`E*T5;H$HPlQrxYqi`%bMw|D?O%yX|y>jLLi!jU@xrwF@}Uy$q0%1 zP~UjyqhG!f6?&MWi{v%`y&5Y6N?SztsmiND6;QIKpTYO1K>eOdob(Lt*}f)I$Vlii z|1lS1_S4v1v$S-nh;|Zwwa##;#}KT2iPJ(k?{X;2gmoBtFEFb`DABx$TJRUTyqCnq z0sMIBDp&B`Xk@Po{;$&*I$vImURlXP{e<#wQ9PrH8%s`sXRw_6u^?z^zaBk(>dtwu zLI4F2cK8RDJA**_vJujl$Z|Y54YLebk=GW57f;X(D5W~dMuWs$#c`ft%Zem>safbJ z@))QNG(WVv4+?L~D{XB(oiQezLIJ2nOG}hsd=S^*NRn}DL7PD4hj*sWpwQ|KMj5Ip z>^q08^2}ha^E7|Os|r0+aHYxuIH}bVJz#y+4;+_KP$yW4J^vhrkrJ<{ZC$I{unuv& zw#IIj3Gp)BAEL=YhH6-@EA24ZZr~6!68apUCWgM5jXa>1xW1uYzdXm=*5+av83V7E z4#kQ{cr%t5g}T0$@cPzP(5qfDAe-qzNMP%`F7A|YHP4D$4ZYie0UB|ydJI1EsK%;P*-R0MH{5zJvaRJ)uv~GkqLYtg3z6XiGs_ zfDYy`sywePdwrcL@sLtR6*a8go{76MS%JY2iW>U5&E{wJ9h@%KfkiK_F5sB~(tTM* z{#GxP1yQR3-uSn*snZ=PU%R0CBQK)qt#O!{P9x)la?3WRigi#aN@_8Ko$3an0uHi> z|A5>d>O}3se54cXd<^DvqyJ%iK1WyQ=;;jt!9-(1KLmz&t}OW9+_~2*#!f@KDHTM~ zeU3vSHqOuIEW4<0ynztr8PG%gKy@^eC2G!s$CYzzUUS1Thb->X?TTgYymoA0E~okx zskvVls3a7t|2{sD*jr>!Krdy)!LD@I&Z+`gMeWP~wE)i^J2~*WWBTCWBYe zXYwD2=rzKu;)O0W{}y2Ta9}rh)o0$e)t5z?{67G8K#9M6!{G+L+KY}B;vL#W8x5VO znF=hj!laYQgp?1c4j5P^E+13U*xJYB!#(2FR$Wp=0+7% zK#x8v+$@Bpq6>j-L8tDkHeC|3q}aLvZ`{({MxR6>P+;l79Ee}H>hW=)N zgk;oh3I^!`5o&9-Nh4H$YGoecwd->Y9Z#b(r=X)DU61u=Hms??dkT{$3OHCqy8CEp zyix1Y97p|((kttEMurkK-_c{Bn03UB)WbVg222@q7%;`X3>vQ42m5fpGc4U_-QS_w zmB)+Fqb)fsZO>ghYqbM>MXZ&S?76aeH=0CNy@j={kVE@nW#s{*2+$9sILT zkwOwgBu~X2c-*^x;V7QHKOCJ#SK|R&pgXh{j5);?j@a%qA@yIaS9v~Y=5avn6^j&;0Gv1U>bT1GY!EY(L|; zDMr^YF7RqS*G4br`jC_{8ZibRgf%761qf516D*^ttsX`5-boM%j^Owr8#mmUivG4AoGKq@0BdD*PJp z7lc&MLP+LQk#ZO)j{ppW_3^z6oM_6I@YV?&C9Dno4`+u;x~MXEaipb`}9 z2U4-Sqa4jF8@!C#;V6OD`;NuXv-h$DxCQqz$BapTH={JM=((y7?4`|-rc93N)!n>H z9_WtqL0}Jo=OeVvcX=xZZJ{M|^l zE~5Z|?+#HF<;pgJgaXO845h{c8oR*n=Getldt?gcm}0)#=03!Rw|PKkjYWGhceD`$ zV+iqo$OW6)bEFOux-TiC*@36Rn#=R{HX_Qa9x|uNNv}R2`j?_M7V%hIPva(+zP~k> zzP>dQG?GM{AX#iG@)_F!Hjt63HAeY_)4Mw1DI%2}@J6pT*2Gd(al|9gXQZStQ`}#n z&oFNWUEyQB3o!06heW5Y<_QTOQ|Y5wAxC3>+=;Z6DjkgxPPkjvp$-htGob-mZ{$J) z1ISyq!9|9kg~`K*lhYrjORXVGg4)*8ncsBh9~^TQu%B;6oF zjk>O17HdcXw%aJ5x75> zJGRO&Nd%LST~Ki7{XDt+1|16MK z4(?b2e~ifVsOXvN{A*PkQOhYtw}{|27{HaXpX?R+1OAnmqN|m#;eT@m6s;%>ONw-X z0Rz0G&;N)mU$pnnfBte1-4~sINMv^(!j61@YyO_)c#ngkZH+8~+3sftox_j?y`V9i zP=dq)OJrKhUeoa@HU^|xgdqvjHq5c?%y|4ubIHdGr z_A^OSIxl1M?CYc(h|U85tIZTN7?hHpDwPGjMb zY6C1p8(m^BU*789J>-|-jkc+<2@d!B@7t@juM310c37=w!96PJ6Ns_F93F?iY{tfaJ%)ZcVA*5RW5gI` zFm6JIa+b$;N|qh@#h1&bgO_<>|9no->5wwVc8F#6eW%@|OaYG9hdO?HOD3Ey`78^s7@%Rn@|vXgSo5*Z_Z$zX|FejqL}lO0n$jI(gM zsz}d}V>jyO{K0S#z|7z#Cx*6&&C{igsPDbI${u*c=^5#w6XHTW^uZ0`I;kZRCI2W& zcZyy_SSmK5{{24Im8eH`u7a^`MF;!X2d>jB=D>BjYDM;ie_!y0<*+D~kGXTxVVOc^ zLk<{FdJHjt|LcQ;Wqppolr0aBm&w_*?WBIck2a0iV_~DB%VR)fXPKG{MsHj9G{ zEknB3MVL;62knpc}GH?2#!qZ7%j^veqqorf7> z23ubK=zr$t=Wqq~=UBf0LdHKfdI>wrNsS7^&x*}|@Nf+GtbFE>iYx{bU-(d@x;XNr{__V61HJdxCHykBDtzuE-Ht| zE=DZpD4l9mwMt+%l9CU90y~9Y(Uqg{E4sUX3BRi2NPRhhEF&;gLTgd?4EIs%yA|R- zQ;SO)ppiqBRNNSEP6-_w*{TflX_jT=I}dZ^HX-$8LR}%`Ay>D=LB z(pv4DQg*2S(5>d?HZOW(PfZxPJ=F-+BF2YHz1bEPMLl#+>xw8J6$8ttVZ2H|$h{*h@zIAtSwgH96Yo-Gjy}d-n$$q$;brgQMfz4#!0!}*F;v{1m0_Jrx z*8ILV8L{MglqHvj2=Ap!44y{(%T8U+#)-D*%709$d3NdH=3&UDnG0!i!Q&hGe|up< zCp>RMK>*>M73C!NmNtSa7!wfg9$l5yv&Im=J2+Xnf;ff*_Y&eq+yZTT!+hZHb_1rI zINVn2yMyJz!-=6J!6|ds>o1OfXFln1TU%BJmNF}*t35_e*ka8?Bix0RmZU6#*&jw- zZW+dmjts#E5Vx9F>u?!-sH?T=KMad-{(-fADJ?cbHitZ7-+Xz8(gNM$--1OW9%PKm zOapBi)a!j}(Vt(=V9_c=ne@`u&fhA1Q3YO3GXZ!t`NSz1`{0F??X z&aze_zK+|Uj2P>9n}D2W;Ih7=DxIe zDX44a-1J_lBD@a;Ee<|3fYM%+R}kXzmHY-Vqz8VPcp`Jtv?_%%b8{%4RB8k=Oga{B zjoUHr$DNgGEEfs(r#<7=8nucphO z-?uv70CT-C9Xw+ZsPp0G1`nSpy@+w2D2ek~SRM~+Xp5)G zIbHD}W`?<+MPLKT5L00-X z{GV>!65dC4xEHjjuWR(=5JtYx*L_h&S6LyMI zXhyz5@EoH>?Sqem3^`o|0D<=w6>`@^>m@+unA%nnqvQy-(@=gLeQk!KoMJ8Q!ARY% zhgn6Wt6umn#8)ad8m8bg#rqlxr9T zkdYd~T&?ojr$DLZFM;r^+RPvOTMq<9&)i$er>Bhl2R9k(wFu=x4OG2rA5v~Lez+)? z#yU#$J;I35yf&?Zal@h~Kfw-*e*Tx8<%U&oR7O{1!`~f*2w*O?t*7w$xBGz+l~&m~ zvK@GK{H-H@Bi^6k{`b9&iLcZ+#qYNUt(@YqJzLV_JzJ~)uzwTG9Y?>G`~SX#b`Ig7 zMI1W+_x)QTvW!j~+3?h&7wFi}9)UAC9*0DaE+tG`NkJX?s%LqDHV15!Ys%|Bm22Fp z#B;LxnCqP5!CIzwjvqBsrZ26ohLI%utnq~LTaQRM1BDyy)z}KIRBR~(p!WTag!8Dx|{A`5I zIqV*Na^yX2hj1w&2sxn&azIEjk93rvt`lk%)FRsCPRv>aWoo*`f>MhGrT5Skhp?h{ z8r%kd;8;Q&bv*q1oTzuU{n}j4$5Y#oQNGg-r%necD?R(~=Vh-~@1Pm*{$pctOt{Y# zWn{rj4>I42?`}_dsYEj?QdAo!%{-&TFt+*z)Mw4S9D8Wkf18uhGZqbIinXL){jK08s_9?4BX+SK3SBUlF#^WK*-!sT?)+Yj> zF&+m`Hv0Y7$LD}pH9BuwJgj#Z-DLY$siZ)3L!qd9DO&wQDfd4y#w|Gs&A?TD|HVvY zj%s63;%7Dp_ho*d#FcBAY!H`kyuJ2TJ3xx+JuM{)yt)5v1^Ez_lj2uoQP^wOFR(60 zrW~3R)$&cvDmqc!j9PvO6zyK(ZT693$g~@Lymd2nas>l}bP`(3gmB%*lOPWkbF~*l zmNLi+qCT4aY3|{NKl@)Jfh0(m0U{?80W_Dv2rMOkHZ?LhK0XR_baG{3Z3=kWwOw0p zZ8vUy@2}X8HVUukeo0(E6lezMV9=f>=t~-)*~j%@fClLFrGLMqC`y!;wD)$JW^iD8 zElEqFC|*92n#*4=`l8@}`V!40>U?DU@ACCmc=l)b_lNrL&)c7W|KsJG?~S{pBZpvP zxcvBkae2|{uptJ0(dw`!#eDhk{ij!@LVC*ye(JAp8h#k7luJrk^Y&tsf+se^)30wo z|M-tEsvib*`UuGw17D@V%zr>{qf}J%GZ^~mHT-;s5iNcL|FRMPGB^Q+U!%6(y}g+H z${qRuWm<-&RtC=WlREOiHd4=^cyRp{o?fYc9ZbOBO1ZDOazAW^Px0TXCC|pEw-@Je zT(9T}&L@Vp6zu;|iPvU?3&bzDI*({*bebtV4{{zjs`-$_3Ge3_(OB3@)mC0pi#SlE ztW0rR91+K_v#4#(^MRih-}>d6V7{e&p}p!Oy3|_G9FS#RfJdx$0T@sn*{8;Ka#&}7 zUzO3sWB>4D;eK`a%fI}g{rcaPt4IDbhxIn(%gYh0(z*_9Qy)kih_Nfo1~w<1`bMI6 zsJvBn0;i|!FF+yqr?32EPY39S%@*tiCD(z6x~J?IYo!`u*rKrpHUDDWiTPAR$2hIEGGlq$KLLj&X`>czrA=p zi%PHUR#eOO%+!UkzrMWyuMR?=L@AAioKYAbIYaFgL1;6Qhp5jebSkNn46EFS-(&I74>-3+Hs+`Comg9Z_uBipz$3;w zVr7*opw_EJN;dwP1RAShXWgW9oDHvZtO`vOtzz!WVhU-7y`>f6iW>5sdUo#RvA0wy zZ&y_Dp$Wg!Ds6a6UT}j`ER>1of(k6K-bdauJS&}E*Q?|`a7s|5N-^et@ABSsWl~n6 z<76i>t%!q3-8hS_%uLY@@6JN6DHR+&j5}Qnl!#P`tjs>dEU$eIHo3Z9J^@7~mA+Qk zh5ZC{x`8w)TvjbWD_FDXwldIYB+ln(vtCxxJX7PtYag7|eQ5zQ#}wY-&+{ARFuAXi zerN!haspQB_dJ6*NgY#vIKA{yY)7++!EdEhpeK#1h!V@yZ=|382y9#!vAevMYD(Zd z!boK+lrr1-^+a_&8~hPHjLiDrYcWz^qT_Yo{*9ZNs&jBHg0LJ!Bvo=j2-aes<&gn< zD~E#O13wc4n-`&S?ZPjCz zphdLTSzGOA>!h?bpne0c+K{DF&7iX&V1KD>wzu56ZRpt$u__$eWd+8w2csnV3l;@SE@LNIY*2l}#YpJ^k(Tioo#A7<2aBs&<2rDZ;R; zfM$YJRTHl~F}s`?s#Ja(O}C7zDFGZ5rs>4PI1~GPh=18wfivbAD8R49wc+`qqdK(q zcE!^OFqnADY%2>1{B4F`VHv!#e9@%lzvX_s4v zN+M(< zx=VuDv1UepD_T=^mE<%Yv#6SQt>ZCjChb7>YIz-9jt~q{EIu6XH{m8O96@P?s7!!g zt@FGC!Q;#x1W}9!P%#-qQRZ=cqZa#}g*sOvwT>S49~#|)g}jO4Y!Pwzsk@TAC>z1%0&|IimD{!{0$$H8cSk%x+))=tOP3xRQ+_%TT7Sqw8t z19uhX9$5xUm5|_%=yblP6HLP2n@(WekL;-FZ&O!|+evd7v8EZ(qNj1BEuF4(=%jOA zxs`l~&Tg53!CzzU4(I@`u5T_EJy{i+FzUeGgsD~A%pY-2OR&fkR z)W+I>$tw2xaUdF7s|6Ui!ZEZ^uJpc;E5d4nGsVR3PzkyYVbQ;>1#-rFR1+b1#N!pe68VrsC7Bx!@xTH@B-})2G7hk&> zaND%t(VKChR$v&xgYmUPFJLazwht9iB>++Y#~0j`;x>#1nkiciJpEMU_lA}j-}AtDA^ znZwx}?Fu6y|EqFuWeoHmZHMOb1Uce=QVd79czW!3(<1q#P`~|X-2U_Morw96s$8Gk zwKul4o=~Hn00tc=1wPNJ>e||O-Xwb3u~Bw__)T$9CNHpvK-cLY*DT_e%he6|QiBB> z8yPX0k=FA7ws#}QJB(%d85#tC;+5jhRXg{&r#>Qc1p%nd*Z1irs#ZbQ=oY|#j`3?? zNA?rgVExuDJ97&ko_*Ryih(JiV7-qNjfiuQmJ~(-ev40N!D)b84#+uqF(w@Fb(=pE zP`BBFK+w*g`xm1tl5JXN*oZ9|upX_GY_#r3IX8Fa%ThRI2%iSiqq{W+L42;m=5Z2m zb;BU04ao}8oC2X7?ufq#*))WIFJv@*9YqHYI)cl9c@1IT{+J@a1BD~33KkVyMZ0P$ z5Xf*)ayIB0335hcdsJ_Ye;e{XTzn`;VDR};#kF-m^GsEgV;CHB@stHq`rneoaT7?f zgx}v*LwLkA>=cO82h@+#=D}qnke?4}lh8;^_dc&~*cCxT{DQg>lZl9>3cZTFD zfEV+*cVoZn7%wa^pEd#w9+45r67dlYf@Av-Nj$3^8b#dO{U$pYlKFThHA zGXnszLNu1(pW?8+c7e$TXN#tkx6L_M0+&`Cg(=&f<|#eI|0W4pLVxjTKun^Zv8vYv zNDnxoJi79^2EUvR4d&l*x;Jp-#DuSPox(D|Vv7Vg+os zW9#NbP_IHHUfjT^h~*`xa_(7x$VbJBY(huXeU(yvB#{L<=#?1cBy(vZJnibHz8D}W zuzC(B;x1W^f~W(5IbY5T`(Zp*)$XC7a3y1lD1LBXuczRsT9V6u0A>oIl7U)QhbFt2 zI(j5BxF{;sfXUOJo>wD-_X4?WT?MXBmVnj-&_iz*!>`{xBMkra@8xHF`lsi` z$R?M3M;`b2dAVE89S}v%?kundX2FaMxAW*)O2?3c8iPOj{m+{X2=J0k*s+a`K9cQXUvq~V0^qFeN^e3bTtn9*SFUA$aBU*XwaE3qd4<<&xcpq>J!m8J}gs!$Z+8> z9!b`22-KjPBTXBtrsc4IY28}&kQqOr_f3J-AY6+#>u}?^;s%B+t%pW>%DOOe%xDID z0?7jT$tj$FHB&R(f>4V%PF`WramweURvbC@u6m*}JW`g=Y5nlqkUu7QFH0A?^!N>S zF0cdC0VHQJH5FWZu-raj=W0k`09}G)ntC@^VN|NTo-73iKc)3b^R6LQfT81e{8$S>VRBQThMjd=|4TS}Z<)y|R`(FLH9ON%heL`#U+ z1Y@Tt3)uY-*8s=gB^padtX%+~0Ftr75NL5@(-#bW1A_$!sHPGFfBLVb^$t1#EV&GE z5f@ChQy%NeJ@aNR%J9a^IA40bD^3BI^T5t&TJN+7h$;nb(Kv?U4hQhZb{Y9d)`Aaz zA{x#SdgJDtTCQ@4!$$LJ-bD?B^vTDCyl6(#-k1f1(SqB5D4x_ zOp&StzjppCenZKP3VJk$L{7OXK%Ezonj%K_g zq}O%H5>2|qiiYW1({q|PL6sVRH#3MtrL)Dd-tk%j^}v2pa_>VS8;a2SwVMRhl`*H> z{ELkx13sN{m?yt7WzsA<0@e+`$fkeC21A}iC3wdGS3&{@Xcsr+i%hl!FoD-FU|V3_S(86xJwWvZ*S;hx8y?8 zwPnk%Rzn#npLHabpR3z{sjV1)69t}Ag~E{J_dX@Gh$RohP-gp>FIEj1&woacWy+(M|?om9@slrm2u`%U=jCV#;EbE`m{!qI(>^d z?evsgM2(q07~HEPc8p~6qam=gPsgpTWlfS8V@8y8-v<26EouQvh+yLu*I_qBQ*@<=h5H9eTJkBD zSL?-o5n%05zP&HhE|&5K-Dcow#euV7ahU0;%ml8b-qKmJB6>58Bg)bTy0ms`R0L)h z|2YSfiU~!5qfR+deY|7J(`34rdOWDlcPTFD^Pd}+|by!+A2Fxn(lG(TY zZZ#I*ZvbiXSl>QZm>Dt@Y*14O`|0QPXO0-41gCukas=#udg2iC$ieX?N>4xO@U1oL zF+Ey@Er0rvsjnvo#aB?e(@9Xm#@|xZ_*?#Knd$*XoHoKkVY_S!3!5nIpRqI=-?F(e zyT(N&#ASSZj(b3{UPvL`NdfRi=g$DjHQO`gb4ml;qXHR@J{W&H-O0J%!SAuoKY%f~ zLMk`(VJX{xLxD9nFT~|cA1`FwNI@<@@VXUVq)qXar)aCZaKZ4?eHnL8UGq9TV36Dh zGwA@T3q;n<;5D#~(%$94iC$oLb;bA1<~atskA)h5gb;aiiyY58mbZ&>)`2liSG?46 z^%Z3jR)l(=Zvj6jsjNwPg)VGFZGy{(?!kyLIRV6f4wuK!nmz%x(wdhz-b$k%8gh-6M zUl4jX8W8}sbjs;FYBgD{2bz|`PRiz~uD#D`Qe*UFi5^hblbr@m6@-rM0^eT?2Ij~j z3sZg=(Zft5wV{83uejWG%wRty0A{tze9ICqa#`PGyy1?Yv!}X?o4cquZz}2s5lKgX zH}7!iX}ikgroxPBSD+g8t!yvqH)nfAeOBk{Zi2n@BYs$uG>sOwQkDh!d`ikpa>+hF zvSgn{m3X@>ts;js;=(Z>O;)%#!5Q5=+lL~i7|r%ZFW|~?;w*6t7@Hc}#hXd=!)g#SfmHlH+XqT z0sel$e;bcF;S~egeF9{80QvaSGl;>bnvwp#Br7Dz=yuc4&r7`x*+4*vd&x?FL#y8q zu}b5SipHfey!Xh0-z%K*!*Z<<{mQ}5i=8r4q6v9KlKTZXf{!N>fjg0vfyE4Jwg%faZkQ5^Y}Y;+FB<4sH^ z>!mzt^*rObhAtGohdf+B9sDgLT4SD3@a}%@Ab0{Mt~X|i4nsN%+Ahf|6Q5N+6@l8Z94-%apAezBi120^Tc}N7;w{f%Zdrip@2{}-joiwNx(aT#`bQ0mbfn6_*-$Z)yMt;Ac{5e`3<-nNEQ%1-uJj~6#T%0-D@r_(w?Jr9?2#Ox zbhIPb)&Vf(Da{?ONT+M?mgg@VL+bc0k*oks!Ec0XvpnE#Ar<3-uCu*!2WN(89RS7qFbNtmo@l&Q;Fq@82(=HK2BtM&bsD zf@-@#ReEFOI1@Q@IR+j-HCldiQm(Y6&CVwrk^+A9oz&9Clvvru7+SbVj>Hi-TWH5q3CYe>;@BrRLV=6QG zW<0+L^6l?$`c1+A`YoEbsPi?K|K5K5FTDF3{QbH8{f+5!E|9w*`WTm`*zxb%ilTykWrSuP_%>CU&cxON8YxxpYduy z7Js~7vX(75_5Rmy{|QTT(fXRb*Rf6C-my@rT7SCo4!f%j-`_9RCowha^JZ#gSoqbu z_lrrqLbc!D{Yh)N8CvBlECFnWD&zR&FTY}`VaH&k&~J=bW;52Zq&9fDXk`Y8mbQ&D z&$G(Itjch4%S8{k*kxcBZS++~4P$v_{YuR`uAJJYz%pEH@-u;bOruIcZrQ!n&A7!_ zpMS@Ut!3N^If61G`@yXhk`35e`Kz0fu|^|4YWd##-I5DVrc!;f&A4GV9sW zP?3ay%e)^ZP~OxXZD2XX9)|6=3=`<}Bd~NhtmIOO3<*LlENI!wg zfk+-^eI`s?xN4K#xiB$T<$bcJ!X)s3oRNbWrcu8aDN8j=D_Eil3!kn!d25#3Q-AxJ zXru}YQ#RY!)@Ckm{DKDYEsYOrb<&?Gstm2Jc9P9G(`gO&OKE+ll1CX;Xc21*T5Po0 zTdSolQADZXh-Mxq#AQBsb1x>_X|-WnzsO%$^OV1^NNu2Zr3CF6Ii%gHmES0*xs4`Y z!(*64O|r=!<)7w_jL8aIe+tv+MRPu?9?xjsx!xh6!WT50w}x*iB9@uCCzU{ zev>9)(!~v}+O4eScdB{1857?L@zI4({{nqy_uIyEE_%$MwsOYzA1}_1lUD2Z-kMpRf>4Dao4)ER)6@!+n89P zU9Mo+gm73JpzAs@k`Qf~FUIf|?Nye&$jKw;$+G|V;#-O_<<-mB|aW9*lxHuQ5<{flO8iQ4p zKbrYDuqBtwU6{u^nr+x>seenGLzF{uvNG+^(`Zz}zoCCSYD8hkBRB611TspkG`mPZ zc$8!R@eRE){nl!SH2P&19rD%LnAkP*r84wiY!+3;QPg$c(1$8&$(xC&8PIsJV>{Gd0ku*SuXFzV{To_}|=FhVF>6v}LL z3j^^^CE|wG$e*+Ni`7t+Jhn3-Y7B-Mx)gYqb5#jLS!S* ztWZbPM&|)kXUWA`orU;CN^#-2I;)N2!jN=q3aox%19ENCf^U3HK4$+!%X@28mySC_ zog|kr=4!K6M|C+%EPvb0yC$*d4gDhYf^ZN90|X^XSy)X_|C-c;XItF*1Lf47zhZ#c zjkmRxXp-r*+H9p&dEClY7Nsni%9E2{>x|_;1zl(@B`%Mx?)QWESxwdo?hyB9#(k2z z@pM_pMl?Uxlnd~h)>#9!xvSCHRB8Upw?@F$zJ+U!Hn}SO{eLw<84Dd)Bx(1m*detq-Y#xg6+r)Vl;<4Y+&350*-)fvL0_GNs{>kHI6)yAyc>r@ziE)|Xr-g3zB zJN=xUjX43Z(m3}8LzBc+-}NTW7Q+sz0L9Ry=;r?;w%M5-15dn%}Ri9l+I~EPoJz2cCw~$$7T_2;3yC8fR}C z->{4}P1oH!7GR^k$xO~T)mA%TnzJ6j(=9$mTKTf2hdaZu4A8>wfVc!;PzQ)tt_9X4W*Y4c`a0sQ zEB_ta9DjUg29lrK?NndJ+ZsT*q()c{Fp#4?GrQ}eX^_BSX&+SsEcz1{Ne)?t6B~5X zY6rnQ)hJ61C{B^kM7=>);uXlorLXa=G`&W01ZuJoW<80{Va_Adg)UkNQI%-^v`*}N z#DnuOw~b2Pf@+86k5RcVId#!Kb?Rynrr9{7)qm{`iDI$+9AkNO#M^ME&rrbXzt$k9 zzVG6=u{%E$l&E`P?JLf> z5u(o*Lea2GQwJ~75`Mwa8#M>es8s3R-dA6vB;09f%?9$c<{DhE?n%_!xJdB+tpm(4 zb$>|M+8)0~DxOphmDs8?9^^$kdrcX5?y!`D&`pN@zdlj2-`HI zHzqY<=*-PY69|K47Rf01WuZ!!3a^k`EPoH@BpE`mJ$B0SYTO>in6gbdF2cxdyMq{X zMX1dQc6G$k?Ey=7FJtNM6ierbZa%6jXL{5C$1o6{az{nBPoXH;5MaQbWP9LOGHA!L zPk?$VPU4|xkJiACg$n3jrzps=Q%R()586X~x_2S84{;i)p?YGJ#ndOsCBc3b?tcsB zDdPsa@KPK{^{7N;w%VK#Nh?GREbM3!)jIEyzmC0LA%wU9UZZ4&+$<7vjI}wTgwjpU znzZ*Wx!~pSi&tP0I*7wg;g{e!`~r?vmh9&QxLK0UAShO*?|Kkoj4Vsrwlb;3HYPRO zf^wy_qofEWnEs9>dKS^jTvdm#34ghXa`b}b+cvX38|+H5*SEwbb$24uo2Dnbq-6F1 z@~Ax-@Q#s8jwnk|eb$IfXscAkMy$s*lVVz(1k6js`G%CGZ^vMf$;1|vV$pfBac#@l8Cx01032XrP zOeGwpQPi%Zey_#~mQ6wn(H2&T>nNUZWH9TZeV>~62*8nT+!L_6j-zA%7oH{R z4C0S$b(wF`vw+A1x3|%z>rO%yuN*d}TDXtg_9WRT)E(2BW=8LUG71IOJjg?}&Jw=( z4DpLlppnKPb~i(AbCN(FK!5+Ba<}A%;A1}L(pI8-r+Y9(NI>mI?73v30YKO-xBI(S zQUvxKmBj=scm|Mxn}p%lgadlJ>NcAGX7cbjV0Hp0m#_>8IC7LJp%LrIxw1|9A?wP_eI~DaM{;7# z$Z=L0NxWW174?ELB7YNIED?H(S=cIw0SshcQq&n2&s1SBT(a788}e3`k>=7yx``CA z3Er%#;bft^F>2mIHh+~ltKnJ=S(X}S!!tl z3q!dBX;gQ+z76hiy<>LsCRt<6Q$k_I_+ZUXZzk_&VUi2v%YPg)zIIu8t*qG@3Wr?f zwI=7pBx~13R@3LpLqMZ`H#R{SR09Mzo&qxFDFVAv@D8$1z3IS+E`rHAq1fg`QilsR z=#O@mVPYg_eOp?lUy&;9MtpXqd>==+wY9lE##B``PwBu|d+oql*Llij;Y=BR+a0YD zO6D|@F+Qdg#DB*O9}r3_Tne%UAqcPg>Mu!FSVv~GZeW5Apw`yK|G-#&T@A$mAR9Q} zx_H8?!9cc)gEbPk?Ut!m69#D57#lfQcgZIFk~V!o{8K?H9K^%72E?M*W>NCu8=3q= z=G@tdA{X_^A-HC*CYdHRMthpU_|fs7!Bm;d$xr!-=YKwJ9dc(kOxtf=$KTd@R$%vT zTcEFVBDHIgQSXNHfGXa`Fdo}LbCQ=#B8PcQY7!fAY2xc=Co6DCsYjBW>KFxbehA-s zy*RHH$cU+D+sLC~7|`q6{4{7)uNP{4S8naWaVt_C?lacL=p#kCJ_h4;fTMc}sm@kN z+D5ZnGJhOOu#^zv)#seo7%G@y$}bSsCD7I0wX8kNXaAUR%P9yW!BVN&iP>9=N<`@d z?jE)pZ$V|>pY>X-9K8Xn@XHf8kZliXEtMy86Gs+_m^6h*@cSwV&!H(T{U}0EC~`1@ z)I0NPxrD&0^*};N79m`N7v$dfJElp4M-d#BPJcr$jk33&{~Jp}DaJ*++~~$QCU4N# zoEbMwMi1NQ(WE_(vsyyHqQ1>WOdGliGTxexverd&u$lSo%4&{!HsE6ymQ<6Z@*q0I zIce_U-YJgYYTADz(+#dV_;9q0{4!A$pp)oboa~p;0*P0hy?J7Pj7eC+{21GUuv-9| zfqy#u*NrK|sV)C!Bl2o(o0XqEb*Ur`y(&N9ob}bZ)ED@(BGgrgs0hxI^p7IcMX3@$ z#A)|U!gX&gPI?&MNMm?}U0xTSWoEN2MY3X*g61nA6d!`OMX&WVaB};z?CtAwphvbt zXo4R?d_At*Bu1K!IPJw{U$j2)iUJrby?;eB!~FPWhhdL)7_~MS2?u;+>O!7$-CYD> zja?3FbfM|(kQZ?pR}eC@npZxq%&VG{(w}Avb%^1Rc46&g4*4Hov(E<=v5O%vu{k4( z^$)>#tZ%v(!JtAofo&Ej#X|1e!FldS7w5#GG1M>x`9$lBgY{`~V#AvC2h2LSobxrC-3?Fus>xp-I2`3y-#$+n{Bwo>FnQ}D@?4|G-_R)+OwSU}8>z7GOZgF(Cl^suEsTK8eTxp3Ka_mxC*U~56 zU&5h|kb00%anN&YJR}h;!Fc!>jb|L=yUbNPqIJFPgD47m$Q6)o3?+QZBa!S~w#=02 zz*f-fBiye@%4eL=VN;F~(~jephop|z1r_Z0HNt6K{Y62Axt}$s-IAx<-hb`S7P9wy zI9q7l*(q0b=GB(dmH{#WdZ>0jQDCwXdPRB#z3$3GTBn-Ox&CmHQrXWYbYA9^3MA?6 zTuTXi4v114CnQU`4Ont_Uy9*0nXRk%LSV58Gkan?jQ2Mkgc1s`hd|yFi>k@7Y~s(! zL}4ObDaiWKS0#)~E3#JI!GEqg@s?LP9sN?4IU^BocKQ4%TjK79a^Cw@K)idieN)F^ zKPI5e9MbteHKP56F9XxgIaU&=q8py*TC*xZTJ7kh!8Lj$vfbT|b+pgkj#*hV`rJj9 zdGP@At3nivcsNY~xsP4&WPe-d@>f8sib<#K0tuGp9If4$b4{Sw9Dkl%i^Y1e5(JvY z_*T0+?LPTZe3eSwgZqSxnT2lk={BNI?TFZ=_q(+PoIr;~ZW{VChe%p*Cjls|=NB1D zSg%5fX#B<=IBlNOkgqgCtXOBUM;*=#_IdF4$#IXB52W)Gyv>@WSk(C>;$h7}Eb8GB zz50C_2_`Qrv3ofAwSQRm$*qTbb7%&+2WW8@TbRsO=gr=Elg(7**_+z}Z+{#@DQBB6 zTHJ)|W<|7K0cqq*2$MJ4`6roX*16jeM6g0qN_n`7SJmm44Avh1sYZX0HnQ`S@8`ma zqpZpETwUzfCPOQ)KAEd%I0;M=*Ghg@11*R78mB~;V3-s|9Dj*26s2m%639(@dV4zw^+H z--UMi7u>ERQJ5+DP`WL+WoDCrRvja+MSiE51o>xj4*JClD|KlWk?s?H-mi6aPqZjr zEIWrJTE6QsHK2X@bS}X1w%JWCKxj7wVv0K*@fy+$`G0`Xso1vSf?6qR@W2BssA>29 z)nqUD|LWiV>(Bi2AFF$x4Fr>%aRp!W39diV7H$ii4!C@uGsqUrKu}-%;Pasw{e>}Q ze}%)#<&vE3nEdlG*>XVuJmp0*X5rCQKOXVDF5$+*Djm>roBS3`s1OHDgT2l5@XVB( z^1I1iWq;={IB`o6fx!_jwbF2X#x_iHymXPy39%|$oJ6l$woLsuK6So3&k)^hJf}Yx z*Kxj-73;8VQ-2L9meCKFb>m4X-vOUtjGZS>+-J9Qsgz9krPw#^q73F?$+eJ_cU$q2 zYPF)0>GrB)HfIGPX1u3e2hzG26EvoqI@ulL-hZB_&>L~{>OrN_8~R1S44((G`8G;; z+EjgIP+U#7H4@z2A-K)p?(UL6kl^kf+y-~I!3pl}?rs5sTX1*Rd_3=S-&^h~`DznMO<&VR6x%zI%YrS^`)05Gp1E?O-f*9zl%dd6iA}^vW!G zFbT~PGqiH?5_NGhQC}G!DMyxnsE&otFV!?fE6? ziXl4?#(F^#L+&@HI?PYwQTy3KxV@V!>^`KU@HAe6 zK~J=L$#SM()*43a583w_F9hn3EM6@C_l&kuhdkO44Q zI@AG<8d!c*pvzI6#yhFzP{}vJkc=e>KYCSJ<;$E&>M^X6a zyXy5^L;ACgxbbaAsrSwp*s%oyq}H(#w!Df0;pV9{B33p*^X%mXM$ss=i!(srEScy= z;LCCS)`1+CkJ`)uJZ+x8Mn_DvjCYv>l+poFb|a?`2r`(;h4PYD6MyfhCcnJ+f_m{c z_1fOfDm&(+{(deH3_?L4Sgz}R+<^bPfff`No4?j!6i8Lne?ok$k})hZt6_xWR01S_ z7WdCk5@NH;REHeynp6 zwdqjFo;CLZZ%}t%N$2N^dnRWX*=MEJ?R}~1;j3cU&K4`norgi<*D>P@V3-+@rRG!R zne;OCi!uHC_c{OA+U4#;-v*ED4P#Terw$9aIG!eM~)XUEbuVi?uoa{Lw z;cXv>p3A3uiL!?vGNdy0Zxjl68HqM#Mt=XO>|1ij=Jn+EuF)VX5%d!}5$aV6DMuXz zReY1sv+%rl`#Cbx!$WR(X316f{m;pgXl4F@SIe{L=9o@}h)isqkfajuho4T@lNGD% z?$U<@1I=N>F@9`sK-7B^!}2w5n|m)>*mQ;zo=K`figmeBEQ!prc{3 zWQXd^*7$dx!xHR7WnJmykNB9#dZhr7Qw}g(O-BDhSdOl})$c=LUPB_r;tk7^_J_pN zA8>PmD13x8c*1#Q2u{CFd`e2t8U6*i z;j5SayruygwlH$@NKD-E82V8<5ByPq|8$$Az#rq~wvNui>L2^_V#pFP*!RDa)sR?U zwv=j-f{~$K3}JC_;iFyB2J>|g`(K69brSO~FD`3E5lA^WqQ%d2tJ8CwlR?g8@qh-1 z+%hT`hh0W$)=S7usc@h65?U~6HF6P6-o?5H2zP>Oo5?uBw~qMJZKB_g0fJ$*8PzLf z*PHB}RI}PjWkZ~m-drG`c)Ym4Y}XM|vYiixx+#W?T6Dh#Y_g;mwUTjTaDQR@K37#_ z{XEGY(b&DwVF6W9Vl2y!1!!(?k}!Z=MfhAS4?1{+=<`EN2g1pyB;%`yMXUr%~cNrpl;SX?!F*!oUjnPNW$e)&e+ z)T_R%--f$L8xKU@OvGtx8(K>CV}==Y*U2saRrdRs*^(fGG$iXbG#I!yP8s z0;93F%yF`K``Z;C?nnAyLNnLnCVd+l6(yR_{kdX?HlC_0Ot*aIln#wr7 zUlN=jZGUN5E#ZP3MLNeU2KJd~&k4~||D*C#j;w?1 z1=FRV{4)t0Il4bnihnU%qxOG8gfPr)RnQI zq0rOW>Yx~0j3@>roqin@5r#}$wpO$cRWy)tLnEHk%u9LH1m0^@)S6FDHgY7_`UyoHUCV;SI)yqQ+0bgKTe>$*7kTWtw4S=&Rb%tX(hPqw0Jx zSI5ywrM)(7>@j*M@b;KiF@G6$-_X8q5pA+KiuQvjSdcQl2=cfryuj1p@`00s^&9pD zU;Y{|TKT5Xa#f3SXZ>>MzV>(}=}1i_|$OraZZtRXR*u73F? zNHK*GW# z+nA!oPzr^kj$QdJ*=+x6;KI!Bi(b7Z$D(!l1e@V*LJ&Dih47`{h<^~mIrPC9P1y?r z$Kzpz!@#!C^CiKnA@$##dOnkx~QrGClz^<4ZI?1P$6EAJ>@?X9h|gBunqTRrL$ zGY#k+{<%{lb~X~2B;rzx=S5WDHje?P4YA@>t?P~FMzn~T5i@+ZO5e+m+j0KKnSsc1 zFHDdgsM2q}H?pl`<))AuzE%d}%6nHy3OQpB&YV;-lgo-89cR!{H_F^w#j_HCfZ|vl z_=FQridaQFAs%p=v*`Zl9?SsWxp699j>chCnw3`ASTGohh5l<5CT~^nJJM>cnzQ$mw`*zt@g}<$3^gkE4^w%$L;t z19_M+)v1woz#TAJ?u_itJqFHtRIN6%CZz~^shudZk{9ex7ru(NYMx9*R z&Cx~cjiwS;=pY`-VtNwId*7B6^=*NClO;KWLpharfWg+%UgFnF(`*=r*c}Bpn+tUb zg#!m-q7WF!^l=t^*!z&=?yXSq!)#&0)H3iUjQYGT)iAaC*-$KWN^go3q72^00eY7?Oh?wTEe>DMrx z`H2ws#_I0*v+%rDT|)>lqzd%tAi$8AF>c_GpOPzX;TJCHuaCWgTqOAECj{EmGgUUt ziVR3_t!h?xeXT`OAoao>Wb=h;J2AzcJpnrHa~l5PRrM4gRlKph;Z$v5O@r3Js=LW7 zK_w@=Y|0%sl~vrmG-{LlyQmLtspoeMKcPavfVR4igWMkGoQGw6N>SY>0HFY%Iw=A= zQdcQ+n&}9J4*3K_6%mhPZ{cm)iizJ-b=)Rh_KC9_OvgkzC~ls)#cT)F{ITx5VYnil zaO~34(zvd>^i^oFv(Pr|i;Lu5^=!PSHor>2sQwo0^2v%1KV4`Dhh$9WdLP?_fp52p zbBq%7ZbV<1M+=D>W7d7J;}7Vw{E$VV9iiL}>!+4J;pfq1;+@l~_q8U@i)b(u3d72w zh(&0QL2eHdNaZGk8=si%yAGj>c(!T_ymFHMT4Iqf@zqZ;cOAm@FOO)#lZA_GO(mpT zv+O-ar|etY;)XF-p{}vht~kD$f@XP|U}xdE2kEc4AY}+_p+e^S-I3l7UcT2hDQPc7|ZccrN z2!`BR1quH(6z8-kLSWtB*c{xFwcf{`(ii-bQkr-MKkJ6jnfL>d+M(|%8rE?Y`Z+2y zlqo}s*GG{iwWIR*Ob>_P2f?pxZjQ5kL-MkHhRj^lRheq_yKRwS&Aiik2UWGz3aS~< zcL;W!YvdMww^Ii}4YzAZ)TbR>K=6XPc4AnHH^_;v?T>Kc3<7bwxj!G(8fYGG295GD zyLE@zVFV=n8x$kN>t?~!=aUzC`Z<+ftlA(lmp%C;DP1TxHPbk+R>ifrLgW-8AWZzE zd3efp6%wzwfv0SchS5hRe2W=+mF}iMu3++BNL@nZ9_@lQDR8;vP7gB7rgGL-c~T)! z7&KlFqc@~^V=WZFNpx}GTE{p13uUcOyh9r04JA))VPqFL*akL{bnKD+|L9hdAOi zk3g6E8_itRm$U5XaQZv8s2|r6KnA>+6Biw#o zX4y`jN9Ka__Rd++)?b`5eE&AY?m3kmLl+!9&N#W6y?q=h+`fZ{gDXl@!%0d993W1AFC8hk@OH|c<2ckz{O5Zwzr7YRob2H-WHLf`HBZGYJ(wh z!{#Z^8a`R<*O>56xdA7(zQ)n3HiIM6Sbww5W|&t+ZLJ`B2Vt#@O;<8l?@oOXtGg7j zg4U1_gga0SR+33PY|gop_^8razt9o&`rXMj(T7NYkSVV>RD8fj$D`yp>!!W7o&;{fQXJ}=5!Y@w%$d(Udh(?k z^`{pe==^cqcP8D@MA+w|b*9)r zG6Lm==S4dy4a(Ib^6ur(aB?(Ln2mjE*4^R7$xK~zsespdCo=r_V85+qU5ddA{WWf0 zr`$VNPC}7<(Br)L%0P}F0jG09$L;KlZq=gg#-a54K}m&7=;ehtqa~K+y3g)ZrfW{= zYXvIel#W_J%pLRb&nI8^PWOAUG6sx!-t#b=qGD{q@jia)oH6*XFl)x^czlA6=Z$kW z1CKa>Evr^!lA!-oSL6rCfPg4Y1mi?70{-NiQP0xhEmyG; z9rw~`t($g!^*!?rM2%*1qn^YAZ$}KJVz0O~5`Oy@^AJ-P8UA0_p||ASnm0;bvWe?Q zu#0e1eH0kxZ9JVS)`#jN<#1IjB&v#~iu?!rutL3CotO%Yh+>8L|J91g4p9m{AQ6k~1EIy18+KQ3wje&BgV9FIZS9G< z6W)Eh^Mtj$9MCrP{R|*wV@UK*sjR)YM-ksYk7G$U*O|!dh~IB+-qd(;oZ3w(#0rog zAPtKQnAOXw*OqCj0Tz}H8NTw8GuU5AYs_BHsL5UNsuNaceoNl>vSjRkVEdMGk*tuz zXUYH?ei+Lq60rUX)3w+Z;a#nZ^Q1Q{hsecJmXH99sw^5>Jd`d+*i@Tc zFBXkOR}EKgIVz!4(xrs4!o@XCZdg30YwK<$k6_M1`?s zV4eX(P;~y5AVx$?jC8-Yp`}g{$wdkkg7-rMSg65RUh0h_uGgTKp)Zri5#$YPtmLC# z2E()!iibkbm-P%nY@-ZAq2^1Pla@qI)%m55p!)OC2MwFYj8js67H?Lun1Yf?>@)ZZ z>Tsj;@K+YZmH5QebkK~!xFy)NXFWwk9o~4^Q=f#u?0;fgb1d{z*pjs<*5*LaGsXtb z&w@;FRJ1PWJ*iIyl2WdaQvS2DWFJz1$qs})x(%Lx3&bZmAOs(JNW!fI$%-XRSb)TI z`Yv`&kcw9zGxjRXG+&Qd(B~MOQq&q)P_#Wt2^6)6r9d36h_WV16hRc#SB8|!;AG;( zIG=9@{I@oWR-t+oFwmc(;Co0`VP;uJs5E_vS`+*v`3zZAXFC(Ksl6ff`kGOCwI_aG z0gpHx){~q!&VSVKjB^CQ{n)+*hV?yjeS=STFZwDZsCk-IP*kGhhovso4EWNAeu!qwh|%-%*(r%)pQsiy;*+K%JelOI zsBE4D4NXcCM-25XEpWIe4Dr?+^i>Q55#(}+b~|i8Lnb7JU|sbY<+~WOoYytB=hq}5 zjFZS(sFPoj6u);F3Sk@+roLz)L?Hp_D{erxZP*zr*ntJcw z_Y-Rk{r2aT`NgU(*Sp5@N!`w;hvKKxqxrq<(bxUc=hwOIV?M!mhi6Bjm%FvV2%t1Mgz4yttTbn)&^WZk}`^TQAeMrL;k=Iwq#-oyP-tufVgSbVHoH-xshs zmCdZgJT;BVEUYuZ$O_``;LXryDw&+*0gT7y;!nmX3;S>j|Gj*n@Zt38Oa;BdalC(f zj0xs=eHzs1U7M>h*1z-nNWl1N*Bi>cm~&8ie|T$_y@74O+uik@_^+?$O%!?v*%CBtK?HD&}F>64c&HD=^;mytNd5Mjw4V|~QYvNsgIG0sY+V$DH z#G6gu4E<^5>HW{=Y3{2Hxsj4KCPJ^u)w`nnudCl~uALoy-iKuaBZlidYKd7|T}CW- z2Xd;ar|c3yp`0K_GaN=e9QmnoNUa3+>V0mFoa&D~zsvvExZiCV%TB_?%l+NfLpN!o z)Asyp|3T#3iK9_$$i4B(RCZG&iyNkwS>)1<9e1q;ta-!kjVtD8Ga4!haPyqzoa_1w z70`LIJE%_3_I@>;WVLOG$WG>pYbL5pHGyfy-v=n^ga_3dNF&y342S;Z@w{TeX+d{O zG=b5KFj8P(M>i(-&c$EtdDnijU}uc^9emDqTSd64`(H=R+o)eqP zw-)In76-(}``5$Jbx)Xio8xs@b%E*cRf`MSYiNIX{HxpT?O`z)$h+p1_RQ|}V}ccG zJ^5#)kM?ETc7Qsv`M*pF1|8)G!jh)6`ccMx7kVA;zK_SER`q(L>pV3O@*Xc(PCdSI zr_*#f30M~;@#iIYp!ja5PxjThT7}XoXOTPoIUvycR<9k&*o9P!sY65q(N3K6x*l>Z zbAF$&Xi+Io0^j@nDJc8z+heav=*Cr2A@URVIktg zrqOW%K_|yr?aeO)UXIV_MtV6}zH$Gjf=hDFDI*p7|QC!kKEMO zC#tFTB#IG*}{46kA^44DmJI9Yy+K^ z;W(^jw$xB|wmX;}V_#Z}g2Js9acd>c04f8ntE|vmirUeKx~nU{Q>FNkMpOHX!a$$p zB^a9L)y5~->!wehwoUHm5{v7(Z-j9n&Tji(Tb_RWe)V{FHHr!2WbsQqlZaeW7s)TH zgNno}I)F#9ELP9g)~A$m><;|v`o48@XLXBX{Mn*e3f-sBwgSU)!f!o&D{)tv*jjibK2(nf;T!6l`Gop6I?jB6ADPC0cP~D9kjJj^x+mDQ@Nh=#`>ySFF8UpCZtZGN9 zXm_^-r6y>68-WNgyUb-628+@{*l^K!x76B2_OPy~bxW=PH;1o93qP@Tpj|-_YX@FvwTpy)@zrVv^ptbRI9KW$X(mJsP&s_PTySV0O~J?;uyH1;u>WY{VCzy zOGWM{eV!WqPl9RtL5FYY4c8sh}a(aP7~l>eVeUmx$jizzR2Q-^ww! zqyp@x-S}4r&YmkQ$n{Gr%cqd^Yjv%c;DnkcQJ7iMw$z>FEkJF091@@)+yDlSM_HU@Qec2o^ll)(UYIx zQ5en*V0Gq}qD63LBU>wW!5Un5Zs`D7_0s+^3_-)9qC7a;HYd8$U56WAOHVK@W} zYXudDybbq+s5#j&WtGbp%(}vRp&PPbu;(MsDWys#KGeE2G3Xh-%Erj0Iv@EFFG3Om z7QLgX&B^F^DBc0tYY96=26p%3m-vV9H7oyC*jr2+9n~=A*&quVgFqHXshU&!QWD%Z zzp^@+~{7YWur1wH#knfJvRdyv+k1mF@Eb^qxj1+>$>Y? zC8m~}pjO-X9!^XRrk^Sa@5i*z@N&Z01nMp`|$z z8n$V39y8ouw_fBrRQZ?gqmW?gv@c(6hQ7r+~A$rfvBad1&Q~7pZUO zg}<4w0B{_%g@P=@{dAf30GScni({peV9z0~2!?CQ?Xk7s%Mms$yBh_UhPfbrWIWaX z?rt#Q&Kmc_ZN~BoW>;bKNmqf$zG;XX@3pTGv9Q#K?5K?2;u_4C{9-Jj%O}}=-I`xU z9*(3|XsRQh&yb>4STJCQqM!`(|CDuwT!~~1S_x2sNT8Jbtf)lr>rdDwLx~GHs+V;m z?J79=chlLk=W#vcy-0+YoWO0vbHo{y&y`hyYQ^(;hP|vAhCe7; zGcDZ5KYJ#5y5fzq^l0d=ZkfW?fj{K;3Hn+Q#kgpo_;+0CIAf%!NrHZ}eQF`$ZjT=? zMYY;&|42SAcF$zP;Apv~)iar?!H?gZ;F0>O0vh|=sLF_X3Bf*lqU%GgjdtZ$4{p+y zYIQMBr5Hor`!nX$Zcm?FO3Bl1a8C(Tn^e%poYFmLRrPbZ!!{CgH9`>^Qb16vXCwuA=Sow<0B8s$6E47m8L!rNXlGQvsv{^^GHKC9%(_;;Xb#ZnmXn#8juh+0x;;=h#9d{*g02P(jH>(*J zM<&L?5k_z6zFKqSE&BrsG-~F^K_9oB0)35Pd`fU)^KB8=108XSkr!?hmpGyp{U+n9 zcCfk5V04D(U`SXI7g&LS9@A%4yW5|Y&YG;tKk4)QTipy<+1(f`Tv+UOM5GqxMjIHM zkc|mOq#axx!_&mSCB%2E5^kydBC7lGEAMo$2wiP7P*Wg<*^1zS*`8dF9HdUJN2H6s zmD!=`w?q||gFs=fdw|`1EBC>4MmYwF=C|4PRZm-q)GVkw-Jl9 zpeF-%7`V3Qe8L*ZV*Hx`hLS*qzp})<3lHUy&V>GiBrCnfC$Cd`cZ*Qovr@f5iiqA? zjM~_fh|D{Sh0_?(Uk77$|z2-1}3InD?#L zEs}Cy z(Og45)3^u(7d`xlFT_8+jgW$f65Yr=PT2?&P@>e4EDsNjhV>$C?j5d-Yk}dwn1yd_ zL!(N|^4oknO)3qOoow2!r5Lp%Q0)jtd=A^lB;hbiF@?OvQIY;RA{^+@%pF>C&u)hc%fxZMCnBQnj$E?6IPYGu;+bNL> zw(@yJ15#-#wZ6QGncYC1W$(t|8N|h_jdb;=R+gCGJ&-A# zq`{%|GgqlL5?16Sy*65kp@=p4$PR9i;mOjj0EwPgl;Zh(FOt##-ezjx(r!K=DDCQj zT+aR#62zQ$OG7;HMFR6rxT4wUWXUgR1&elEEWa||BEpUywh)R4bUAc!3~8Rd*xWG6 zNyiADK2}F$Nf5E&LM<=dDpWPU`z^w$2!j?QXLxmbi_JYj-3{y^ui6$NL zt-yz-YtSg+ch+ka4zU_I@AUbjz=Q;;+e3{%Yu8w*L5yMQHVtE^9M<{BAatGir_=lj zwRd#FA z;aI|`e8c59d{n*tcH#X1P+A*rux`^?z-Va`Zz1n-SgB zWYEykE~1@)M(tT`LI|s}1A9Bcm`gTcISoV(xwQBy6~AV>#lyfT zO0akemr{5eskhPe9krHp+U{77eK>jpfwyx}tF0bkf$9oDg@mhg&y&obiULk8V#Y~) zmvxxAU8}*9_VkxjP0cU9Pj@*uiFbd}1?aY}Zw3cfx8(QR5XZq?-)C+?D)PNAXpiBF z@85lG#ojr6XKGQKbwgog$HD8&H{ijlKxCpWJC3yLaZ;I(WxR+>rr~+Re(l%alvqF@ z5r>uLhDcw&y*kQ@j{4c3lmjKRNqI@->W<)2m!o9JCf~JjHm0og%f|YhZaX5)4ds?# z-Ui{zFURkHA^9}z2@p*aZ^SU6SXsffe;BEtxOu@_#6V&Y7tjB9h&`yS9ZSNC@u8Od zh!Je`-_ZG(=McK*Y=bX7xN z?Zw#%QLa2Qua1CO7A6v}!-c`TG76?c%T&NOOEhiw>NtrLqgwAfUJ|PoBN6*LJ`9MD zKEF}}BHk__0R51Lek9GV&dHD8>em=dD0eSisMi6060OH5{RPS-%NVU9w>pesB;+>; zO!R2P_hChD#EtI}_!yPsbRjwen`@#LND`E)yhMey8$Z zx$^9|8ieo27tR*4B9tlMUA97w+iL+uJ2rqtE0N1#c?PXkVuCc~VSkyNj6#X$hc~gc z(Br#e`ohJS#8IPL3Wus@7QI=dL9a~js55=Ba7Z?$j4t{duhyV?MFur`S{Wc{4-h5?gtu(VsceO@X1%ke0wFQLmo% zBsph5+zcU3^B)f&1rg86<1n8q`_L4h>kkU}df!yI1@^cv1$Px>`vG_U_u`p(EL#4@ zD?QJ-CpHEs4iP9x)O1n;XF;D1sE05DCTRX7iB_t7KI4Vs{bdm~ zNo+A8k?~zhYMfm=Jit#plBthhx*h+SiH-26eZnm@FhwlHp}^+WIrRG>!W_H;Ond>s z0IbRE*k_7NPH%Ho+3}U1nY5btLBWwhjGtgRacr7a%{>+waXy*Km>G(r)2{=s22zM?V0bnNaHMOgP`+kT7B-NZ zTZ`d&g2Tg&50QQc#zE467-0Rc#LLsz@k!HIry~hMED$NFR2c{_Qss`S4-P2~jSSWt z1eRe^K^CTt>^^4v5dDJ$R&o7HYQ(ZGqGC-WO|FdKM<^7JG||so=Xp>S(iLOwRZU8Kg&l|7 z#)!`dFY{0R)NO(at1dhTgv)k-NbQKA{M17(<9vb+NRwUpO3gxr9mc2$>weDziB?Yb z64w=-3Y&HfNnxA-q7kJar4=W4lz{Jzn}JIcKuvSyqUyH{N7_(n>!grxeBK&V2EFi` z5!2-9vq*1(o}UgDyRBe*4`GZ+Nq+5l2i*7~tn#!~taNIxp?Y2-Y4P9_M+zxjE- zPU`1KB>T%PU`wmTkUP>V6X_+_b@7kxD&dc2Uhq$k3mYYriC%(-}j1 z1;XX~i`c^|opJGOoTNLPHIaRxs4k`T#v+NJq8UU$He=Al-?^AQxX5|x{jwA;H-Nng zG%de=GIA#o+mvBe5K#@SAt?y9sDGA7L8XO36^kDCHxkKKOhi~xQH#k_-t~OF8>)g6_3F zI6PwjQj=*EyzV{zT_l$3YR@81YIb3jh$5ek?P#NiCp;59p zW^YY=RVPoJijB+_yZ?y>wVj8by~H|9=R_%MDuRcE;*c7J$m%?Wh4WOl-=@A2oyEdZ zbZ0N$hvV6P`>XyH(P)Q;PEB48I+6_rxnct zQty{u6N+~nbbn~#2~ZQe%fty?kI*8&EA#ejw=(wf5z80la}2@?7ex*c#NPExIo-XX z3L5;%cH!$rH{F?GX)CQ&trr!I@-zUuv=>U}*%xltsW`uK=xVQDFTY>2<{#ad_AB&Y zB9*_l!&^auiU#fk;tx1&=>&U*X@wUn)u?Aa=%tcv)sm4Zk z%VdHi3*VwDfs38zv|L#pzxZc<>ladNSp#va2}AP8tJ{SQm9+cC61;3x_D zb-Ht|7K<1soNXyFs@2+1E+53y(2~zFIlZLhxzoCR&wsYje2Y zze{rN8vGP^xMQ_R4kJAAdSLd>4~nz{C}PbZz3miKSX33Ivr580RXZEq8~vhsPL^@L zSs1F2*rOWNK6g`080H&Yw@ly$Mk(skj_T&@Dh5No5!2&{T)4W~if{~*x=A5c(FXs9 zC@hsS=prR(73w8w9i+_AdHG9Cxk#&8ev+o)EK9@O*^MXS#lBzz{i3Tj4KjQkn5C7v zP3CkcbgeGpL`Xadg7l&{T=9gdFKb~ijWP8$2ER1zt?mnc>%1^01Z+|hH4yslUje>N zTFrTfowO#8@fTO3#ZB1vy;eN=yd>37Tde?pxFtumob%RC!~nGYm%cf`>u)N#EehSe zekA8gi&oqVtsm=7*k3so0%3b~E1jibWn7Hp&2`f=#|hmy)AQM}%Bi{b_~8}>@ysnx zI}2UaAzjx%*fQ^I`}Xwiv=MeQe;NsD6vEus^r|=#pyqY=WuDu=H;PJJ8I+({=$2@{QPfzO zU{wn2AJw4DrHkX; zaXYY${cI1WT^N=$2K4+of#lU$ssqr7GSSz>H?3 zDi5QQ?cd|Rfu)u?MuHBUR3xStT~PzFeY?6eROD1PaI z@{7*g_t+w~w$nM)C`7~JF3-PQxLMByMU4N<*B^Z2ZFoj7g|-#^dt0j8R~fn7e-yyllo-mG=2+2nbJ;Dd*GIXN2wgcm^X{$yUH{Y2=M+Jq%Y9L5NciR7^tyVjIZWP_+{^tUh)rJ zwHR78-dfc{ZjC($vE)Q@HB{YimiKBN4BrZuHDJ!m94bK!(K9FNrlk>-$-3oEN7Q=V zkN0mcXs^cg`tpb6niKhpHG71+gm4tbH5#Tv2A;W`N7Y0EauTP#TOd!jzjW2oB`Ug)b$?voxZx67!b-feZ~wPe)5 z$IosMW*10ZaCrR-)46qWgB25Ab1fDk7c6yoEG;(eLFxP`xBths8370v_bAszgg~$3 zBr9W>qZQVTt8#?_C%M6)dQD0ON8SrRi%`W+f~o|nhR@w#%d#VQ0q#`gd@*Iv3D^gNFAazZ?!C4Zw@OAN|My!?Ubs}!8$Wr`@TuTq5W zRf!DJL3XMNIF+pY^YD}EiK#F?Vp$heO6bvg2gl|_6aI}k-Ko(j+KB{VI`}!{{i^a( zXQ>XClxwRmvz3KbFSPH}#c=;Kz*m&zx-8}?AS#g?nY)C}!_h$%9GFpvH_>;p9Kl$? zIFV5F{kabiZJ08}B5$1I1K;fJotaKBnbiL}f2W2c>iC1FSP&_>Uxdq&u3kx8Fg5u!?=UM`&n-AatHjrR1*pEkd zM1U96zhPPUD1aC!uqxt5>o^)99umyv1H=OV3<8ih$6){r&>=aSugC#{P+%Pl01~*| z53oNXwa;@yx>}a4=f8#00tzu*BijuT*U>*fCSGN zf3({107#&~9$WyVcp{?aT0X#ENU$u=$BTIZ00SgAk`F-BOf3Xxg#_390|G4qFn|RA z75r!o7X@rXg4cyV9^=IU6Odpd(T~SKNq`6>SWohU*@QQMzWG545Crq@P(Kv_(~ywt z|FTI|0w6(x?LW%qa%Dg#6gZ#{NZlN*01Q0KVDJ(7~9<%P>cExZ<=OhPk;akc|5*;2=9~lo4kXwk;lHqli2!kEa6{t9q8WezU!lPaU;sAw=Qe<@`79k^L-0TT z0D~F;0^sirA7)lCK$hnF20%U{xc#4cy8wU)+}#b}2B&rZ_cdz|;F27Q^TW*_Um;j# z8zA|CV*mr>YaaPPrT|B8fAm~4{$Pp&1C#?_egYyjf8g5Uf%Rd4|M}#Iz;DDrVJI%1 zf6d%UfXbv`L6ZNzJmUw7e5}rYAT0!dNa$eTNBJ+8GzB34KREo&Xo|q!&`{hw@fcKK zgs(uh|B`V13T#9J^MC!Y_#i<9e)a}pf{hJ!A-2o_{IvH{1CDxv>9dCBb9yK%Rg32qpj}(NYqC zDE~s1<$hTFk6%dgfKaIae8x2Y^v3|J*8pk3WHtX~(^3Nr`~>#-r~V%{hK)cDFkj=p zL|B?<8iD8V|0VLV78v0Bu8-Mtcm3C1qZ`Nw4JPgee*6jv!Nq+a*8lMkZa?q~9C)Sg z1L(iAEbat{h2ZY;@vHjZyjR~vSNA!6db+2kYo_Y-nSL^H zP0)xyWJ8Wq&4(k=YRpOERa-WU zYQ4uh$rjGv(Te>-66Renbq|zICnTx5!(mbY@v`wM{|E<5V)?P9SZX_-k6-F~wFfAXK9;a4m#^ zV){Z+WJP0{E9REYc~Pq)nXBhZ zDG?$JS<$!}^tn#0qd@Aa-N5*Z>Zzr1aZ_EaD3$!4D4bys+0mdA`kTG5=u$203fXXA z<>|YWAq9es`m`9jdC3HRLcQCRI8Fo55G$K9Qv?!m4{3F1Sa?5KA0|o7TQx=5bo@JM zAP$V1LyMJ;p`Nuu@nYByP#gdA{X9RFk2_5*t$D$l%COF~N@D zG4-Q?iNjr>o@$s`fWft#+;Fo`6$vMdv-{DW!{ zCHI?Bv_ng5u+UVA`>4SLz7Usbv`Ec(a|Vdg#sC=fJONhY201kBR4W{ zWu2`f8F938c+|1GyVFRNCoF$`-)h94Dw$`((f*FY$eoB`Vd6)Gg2pBq-nv_-Yn5`& z#;5B4hAf{G6X$&a3L3jMQiPygnA{&oAKi|zl@-+!hp7jP`m3XTZqrlHj>)SOV1)d( z4}-caim(hnI+}1$6`Qfj#>qO89;a=!fQ`w%eRYYAJJCbkglq!^?b(EtPqy6$ z2|2@*_f@$1pCC?3-LglFipJJjf{2*0%=W7Kf)tUV^6I_x)w|kja7?ekF(j(~f$R~o zk4F-M#gK9>&@=7^&klf88HcvxZm=FtJu@b1B%hs*?NEfzMWJ@o4*X1 z%E)(h{Sj5W^281Xz6yUiv1fA+&W3|Z z6LZJ=K=uyPIUla55(BS&Csh*LeiX$+devu2bPT5>L&yTJ%`HbsNcrjBLbRE4fIGH2 zAGR{(SJac1(u%t<_enRn!b`*1jAfA{3V!PfZA%S(59`)B(j+m18}ZNN+-T|iE+Y2O zT&#ngu05dd_0fymdOv)3?qDcTl z(GzQN6SnYV%u+#<*~kT9`m)(U&TnxfIX4cW`-!HeX-MZC+aSPFVG*-I)!G3>!*DlP zne6gR+TCZcT=rXc*X#D>homezp3(29lUU9O^OLQMwDNexjAMj>xK#nCoM}86=r^a0 z%veO+w7p1Xh;tQhetQ>wcS|kjnaOOyL&%GGuXo%Fx)=MYpM$wfwS25#FdW$%JF(G^ zS;D{P&r__Gp11gd;K}_P-#&Mc;Mi7X+K+K07BvCOWMkTXcTI1S_l4cLE&f~@VOq4w zrO3&Ir1p7ZHiurstZE%Hd7{6#&%Pu3nK@z-Sz8%CZ9f`|1fw)KF4~Ga_E;czrAF*I zcopFWZKR0}QCTXs9coBp@a7QFbJ(eSM=R6fpXUClB#b=$7q>;;MA=RXika~>{^~!g zGUx%UbVyCpEm&BC!BrBk@Gtr8P6848U)GsUB z1iSx?{Gl$xDjve1%#v-6U7&28AnhXWHvg#^Oou7CK0aM z<~OFa)6vLZQp3dU)-LMdI#LOOK52xgqW@?X(Hit!rAT%6(o)8wJxSuj-yJ|PEgdv9 zc?57Z`RaJJ_H0tou%t*hyDrC~a+JBu$`Iwnr>U+eJmNSrHCb`&hZZC5A*!Vgs1d3* zV;X$uttp;FKB`J`AX5YGuM{1sDn{T3S)&vZHB4=OPhfM|8%FBFfh*^4BMzRyS>PJx zFBw=Awq!kjN}@3e29D^pzSBq`)PDJP!$tee2TB$OVN55enUG3haj4TUb40ow9NIjc zP-aFw$&f`5j=Lx5Hp6KXr*y?>iyuOkUKi`M7CG}hwZ`*r16^JUp)ywKV0iCQnUAx5 zjC@iR<7Fr_oapJ#c}nX^irAU3`iod1ow>p z_&O`{xdg0WeCyD#s_R$fTxKuU+^NYCC-hi&$-pRXK=2YmLa$5fvWw}+eGsiOBioFp z8-0OgLuS&(3hEyjU=B~N9#d5`y6CqOOX2E^OkgUgsdIL4kS?WjgtBqR0&7Osxx}nX zukTT%RF-?81>ko>oKE;jaCvLF-`o^A;C6#6OC5Pm{zPrNJY+Js1|gG7LdJF zvu1^XuR@oYsmU<5f@V&r@q=q@5?$_FSS^B4VLb9KBM6vD5zCxxhDryV<&h$sO!c43 zM-``_(raImD{DHQ>h9AmHfPMlVv)uBE3gjEvP%^vutt1HO9)FcoXj||pL6sx7{?qp zGd4{>fuJS3R%Eb^@zWH&XSljBig4(rXYm@0y(CsBfa|scu$0WF7mL5vC>~%PCp~Rlx}L zP8MB{yyn?PF`Zpep9wUmc~_A<123w82f3sMXNGS>|KW}Tk(|EcDJB}8sF<(>cc z9Y#hRdveuJWvR++ED}cMG5J7zEM^ zUNH&3Iq~Wc9SACI_GGmMfy4E${*pPw~Y`a3~rj|E9Oni8Z#|B;f zX-v@SlnC=|+8*6DY}+!>BNluXZ8!JofNx1%d6pm;p5vNSlwQR&rIA{^;sqsrPk?7< zAU(6S^$;)W5y#?Ow%2Y28Ly_x7TDwD7pIIbr!6-6ME5X1%aug`RUWo)OO9ZFRjg)*7W|fxqTS0x2l8{y=h@HYJ zL`&g9!##_5ME9LL$Lzm|p{`wQgLe{zINL`*r&l6;8+&CWLiq24 zLds!drIS0T4+SB)n&^f24bq8x%LzY+HtZyx&#i83E|=G>uY!X3$?zMcrNuyPWM+Vv zXbZn#9Ea^YK zsMAq%n{h<_)!YZG%fjn|7WL+!GGb#$yL|e%kai7+_nRkycUn7*XRUQi!Yy8FtdKcQ zYr=R9GVy-QiEpE{1zteSQZGpAMXZ=tkuH9**99ri*F;C>1u7-Wb8&I&Xk|I2N;I$qq&hn(w zVr7wJVU9Z)*hls*7&q>7u>a-p`qfz{8jsGGypfAD5&gjfgG}~7%{5Ssz|T)pWQwbR zFLG2}{oE?<-#8QE4*T5epn0sMj*70E!ZtPYirD#RW31~mg@(ihf4WzB_Hx>fuSz=c zKDlcO)`cIVUtwKvtNg;P|F+DKJ@kIk#;a`)@oi26d3!!R1%#uuq;SJ*A8o zoJn*IVn~G)NwT7wyu5{Sa>@8hQenC`N0^^~JY<7G|I~$=6H8s#qJ;%P>+cg} zR9&B~#5zJTLC--J=6EdWEwXQceY*56CZf`rc+DAkrs557vQ~l2T^!HW<@^Ez!4oc$ zu9s&OtjPn^4j`Er`+Df3rv7cYlL@=@vWZI?zi}PJJ6<`x@$l2zdu81wz3yXy$Ia=# z)z1Ft%(rh^HnHb{S00sSD={#+$@eu$Rm~_$e+%Vww#VmCquyhQTt3OGuf3sjw}Gc= zn?Vy)3$8##>xx!OAmvWDEK^ZD~J-c+?)y5Wc=;X<WKgYrO^6F-~Sfq4^V&am3DC|R5EfqVZ=XYI&%r#2ow$ea$+ZN}ah)#-1Vr*94I zq+_nlX1oI*yCB{@1Iux{+&Hu>;)1-ghg*Z6k85mA^jUp4=r$foMh38+GHs#^KfiXC zO1BJocfX@Lbw78Xx@gia-<-+maqGc)kuU&W(;m#NVRrsE2UKFGBV4tTYO9i7Gt-Kh z&$iTIf0o+*1C*voey$lA*_ym^8s(iT){*ME=j#gBtdZjZ>G3vY(uIP1%18O_3K z3g5}B2A@%Zfl?h5?xG1WSAVr0bBl1$bUgO!PL{ICb<~2R^_&ZPf>N+^jHTokO`FWs zZ&<$@jex68(7fALyFZ-bYR75mZU_@ASr;ALuG6rr16~&%x5fGefvmN5{=ja!P1y3* zN~!4IIwwx4CHEuDftGjlL23pwu6Y>{6MF>HQLG!&r5yD1hlk;}fC9hBu79?a|4Tn)B#i?j7UhCloXnf>*7 zvUr5fxv zzI(+u_jmLQg*?O%f`wXDt?nt9l|XvyZ^2PUU%S`wfHN7U>u!r^Cxqp zkv$32tOYfAvh|9WReM;lM$c^h?HtcQ)%BfZ=iJO2L-538^WfVHt=8r7RnX;iXhOo7FA=j5b8vcBo*B%g-@u`$|TJ3__ zJWc&n)sV5jQ}`%_ynf=7XOH}nMKuc~oZ075ns|**vZgD9?2pkhOxL*8#x7)FSjX9I z`%|@N$m8kyBGeW7eo0`xYxa@*-`s_$py}4l@w^*1*D{45L}43bTM1-2>$oqyhgb&! z_9Z?7djf%NoxKYspy%bC)8xFLB6Zr0hMDy}dIsX|(pg>k5m9&a@hPU)b)SE>Z;$7Yf;&@j)W}LA4;lTe^K=0 z@@JSHjLx%Q*t^E@c8ChAT|<>c^_Xt*y}x*dR&(KSPnLsb*M1z{E%OBS*e^~)?33$E zO|Sp{5k(5IG~c7R4Eh>|{jq)!qo;ktK4@$7X7YG>-b@J;uw3&A{(QyVg1V7Zpb{cK ze=+ZGhzIY;94Y_oHiz17==b1}o!pZF{IRWAi7D!QM~K`)9ZM zd$mDZzaBa2q%N)mTYO^t*E$1|;A>rNos$fgUr2;k*%|2N zO~=nKkY1enHe08c8v`Wxe*og5GIX1E=r9ytAXwRSRuRV_TQAk~{c^Z%#Xbv}`*+Gb z%F011*Yne)@BX`dtohdBBnpm`LR67Q8?t|u5v*B4{laKC{X!KJQ6o_i;{;Lc?uISq zRO#wi2^L?sI!i;V2GNk*kkzUXpj7Cp1)iaypcV%c2BaDQO0&C>o+w zAV{~5+j(;mpl9wobY5b8y?!gD(MJcJ)$u)gV-G!iG8OX4KdB5a>3^h^6q#PiSgla> zKl&!RL9(a1Pw*cdLT6hL(T8MJ-p3&1&CpMz{zo3Td}`Ds-AMDYDx1-LEOD!6bnx)jJ_I5k?Ia)6QYXUWeO^yVd!=Uww9Z2| zMFLyoA}*>=kn*-ooHX~_CycI*x|h;VdEq3FuHP+xjiD4hPMz>rP_RcY+e^uHQm|oDOLVv3?)n9g1?lt=a;IXf^8_s|30tw}_@F~Q_zd1;eqY2J z`YF^^rRkeSg|3IFOJ3?CUq5*%@9vvXBAFQU*U&dZ$Dt0hd5*jBnCo<33pP^Gz&htx zxArOT{pQxhkmfs!NbFrE#C{=j&ROh$??Ih>j&AWR0 z`zfSwt2F>xvINzcXT)lK)1h2}|uZv$iUT%O~~+OL8SDT&vPDW3Ij zJHi>W8F*xTHb@;3%Wa}*4)Hs0A#H6XUX%8ue$Q^t;$$_~<^_xL`?1@#_0~*z+2_w|C%GQ#6&b7q+t(vJnvw z6LH`d5)u#-;1?0J6%iJ&5fZT#wiDr#{{ODX&WCf;zc%*nfpfotFaDq6n{ckL+1n2k z(Y>Tf)eIu~`Y3XJfsJpK2nNF6mf9qDlX87eh(!%l7$6Dco&24I8@Oha2Czv3G_hAW z>H$Vs^6cin`j7iQ`-hyIi0_VmCGQdUg3~daALbTj{ACScqPk9<4cVO6_&o7DwRsq& zN#q}ho(S4emR+YJ!aym@r1@LBEFVM1t26KGR%1EhKb0)27p5jmfZ9|cmr@oB^02Hx z?2{g}Lg=R*2EeO{9KdEAjl(!1|EqV_3wzhNK4QjrhvH>WAgYJzH^cy@4?ZV2u@;_o z;*bs6oz<+Y#;AS}6&7^jklXLBbzlLYls$t!xB#6v6eu1m97q6fRZHKy0G(^((>SVg z0YsS2W~KldfUs)1ov@cvjY8UTZLWqM^3;z;u)mOQO2&5=`1DL<8N3Qw85b>NTH$~Q zz+rNSfTM((>0n1s#)?GP&boCD`~WJZr(!U(P%}NZj4mXDg=T6$4s0)knIghG1LCSw zi?q|%hlE$)mARLIGlghWJ4sv&C;jM;0;|}I&Qh<2J5um$fA|R7$-afTE-aj$Hf^dm$-Hiq_2Tx2P~k_+W1Mn}0-ZFX>j8?=q}#1w-NM$P6?-+$8q&;vdU@88VUmHtCBUel_#X_`}f^E+Uhc zk*|Lu!Ii)kDS+fzw~Bwbi}@uE*Z|t$tY(*%smmz0R}f4Q@GkxG^sHOuKlH`35-_#U z6Np~2*8r04fMDkv4K^1-rVnhXT?7bXG~JL22RflCT>I)kvK=tC`?Q1~oTBCNo@*Rr zV0^xa&T z0L*9@dgWqK42{ljx;bToiK*(Qfo+9ATl9`uRpMHLh`_nIM@(>B%0)|w)>IclJD)a; z9junJ**cS7k&Dw#+*lFofVJK9)qQM2Gs>*J5zYk@8lI({$uG^tYqzj~`Gd(*C|mY< zCPpLwQdL#tu%H7uEn!MvvUEGw$H16w#WRb_EE=c||bR z@f25dm$3XU2vTB%UJxD=)H|y#3WzdCDCp6vn*w41T(zfNGKe>ptPcyitOnCj>~deLg;GG0UKOuj z8O&nOIn}~zUE4YR1Ny?9YW{;-+?4T~YJS)HFDbl-@l{+fmf>uf8q7+6!gHTUFi!)Ts|p0=uW2B-KUrnS^xv^N=o5SbzIpZ^4-Adu8UA0y*6)kwH5^b{J_!0W#TaAk))0#9*(f>8(8Q% zMHTs2*$Q?7E2PLc)W#M2W1jCK3O769DLmhIf{nn8DKFA`L@E~o+s4$w&CV8xzZ+sV zos*D^ide$nWT16lMF0cLvnaBDRYHgr;U&#QN{BV={nd=0vle3c(fyygSL`puyqTGD zb|j=DgB*iJayl`cFUG-NQRPi)on^i7Fkl9@bI!YA0-w2;V&O;x*X>{?unpbchDge3 zGn79^2DUwlJcv8)PfXKhXdH$gYFQp%Rgbb??l{`<^qUXv zgus-tb}GU!=Z{FU4b{$aUf5N-asUaKJ6%l#I7`SkG;+YjWb!ZS8{Qgc*okD=Zo1P= z=O|G{4{rCx(9Ke*{lqO|&yma0R0hI+PjLk`K&>dmQTWLDF$_&|*1L!uRp>{l#8d`a zn$3)N2?!H`Vws#JorS>3<|XN?b9m@B{;ZS=5l-0xYZW#CBSqpp-~(8vXwg=9#pw?M zEUyY$f{AQmSNl&(k3_Y%rUD%xHgUe@5-^p4Y_jZnqNGRTWP1Yo1jdpbM0dHL&}U*C zR+sGrE-jIg=@i}hw-_>WrW=IHJ^k=WOdofm0gcSL*fH@fgnYV2c95F-TUf7a=hK9i zVmmIl487)bqcSapfZt!O_4K5=UlhJ$PTkokq+Hk8^ z0nMS(EI0+rjJ0Z(k}l@VYSh;W>nst8g@ORoSFdX2-1-23-)fmrY9 z0Z--9TR%yGh(pyDR>^dDyOX9!F~4x3rbs!Ip)+lTFlFGXWg7hJ>z6MWWOKuJ1EGgg z_X!mr^`H)R6wcS0_i5dP3;!hFX<^gsf|TIiP0Wk&LKktl??w|RNx~E;_7*-juYl9wXG2!Leb@l;`bi;e##CC;5Bb0q1%d6asYhnaqKsmLp@L+ghv?y}-t}6Vp(++NeUt@Ru+LSb`Ns9kljT zz^nlX&d1wyKtB2Yp2_bDV%PSOEMl&Fkq&jbp9)f~w>=_h_ZmV_9%z;PJZq+99t$pJ zBe3r3%^EN#q!|e(8@u7Uhaf6KPeCcbj#W5~DF z80ewxv4x1U1C5s>3*C8sFO53`Xor}=($^3vHt4XfLDx2`cSNc5M{+JX3%yG=1gJ2> zze^pq_h6BIA|}XTQvi1zhf0|cx}Zjh^%$Z$q9!b0zIcfXet6KNuS}Z;5zIr4=jj_N zU&C8ccw?5tK36aeC6C4bqbHa?B$IHP!%*qiV9zEspr~-7c4Kt zc8Y@f+@+4_`uW`Xv?$QF1n^yZ*k6qCGgb)~B9#?85kaT}5L?PO%c-#b&@0cMQi?Y2 z{^(LTS36y4oBW*0zo1L@m?=S=BY!df2zM&KpL^tWjRPag5s6s9!aL=mKh_`IEZ)!k~VP~7rMz_GmWG<7<`Uw7j=dk2{uY=Uo)bo zL=3A_T?yP_fdDARxpnf&Y3{=~Q*|lH0(ricq5=s*C#f`Lxw$cE4m8q(Qu$PJUa3Ob z$M#cFnIE98+n(3>OcBFN+g4L`)?)%UtgyUI6#q0S)Z{xB9}`%Rg=`YbPzrB~Ez}Jt zC7zTo3pNg*5RVfQJR$~ih$rN0jnTo}auvoHz0?FjMDSFv;r6mz7(D%M8wp6?9&4t_ z!BH-EJ@b>3#2(KoNMP&z47_qYWpb z#~-B8XL_CQS|VsZ*CaW}yzwQ$2avWRd==Ar#yHP(;+uP3KJvpV8}`tysqMLV9zQbY zYwln+@x6TAedq$ZeJACs9qjDa`S=f9m*;}Cel)ovtT5C`_0d-nd4oFj1k4Yr!3-A- z%yxC)2IfAL-&^@z_;q`QyeC3B=>j+8zJMlnkOIFHpYl8|33I+2G|`RhxCDN*UpK#q zam6|UDgRnGr>$t`>dHI(=+4z;svsQGAK0PlCDo<$d8mo1>qCJ{1M*b+-E@ TH!ZfPn1~n_GqaMmGS>eC@Whef diff --git a/docs/report/1H-codesign-paper/sections/05-gqa.tex b/docs/report/1H-codesign-paper/sections/05-gqa.tex index 1a71ab5..0eda884 100644 --- a/docs/report/1H-codesign-paper/sections/05-gqa.tex +++ b/docs/report/1H-codesign-paper/sections/05-gqa.tex @@ -128,9 +128,14 @@ online-softmax merge are issued as \emph{composite} commands rather than hand-tiled primitives; \S\ref{sec:gqa-composite} measures it against the primitive baseline at long context. -The design question for short context is therefore not whether to fuse -softmax---that is settled---but how to distribute the eight KV heads -across the eight CUBEs of a SIP. Four mappings cover the spectrum, named +This is a different decomposition from the six-case placement taxonomy of +\S\ref{sec:gqa-placement}: that taxonomy spreads a single KV-head group +across all 64 PEs and is the right lens for long context +(\S\ref{sec:gqa-long}), whereas short context---where the whole cache fits +comfortably---turns instead on how the eight KV heads are distributed +across the eight CUBEs. The design question for short context is therefore +not whether to fuse softmax---that is settled---but how to distribute the +eight KV heads across the eight CUBEs of a SIP. Four mappings cover the spectrum, named by KV-head count per CUBE: \textsf{1-kv-per-cube} dedicates one whole CUBE to each head and uses all eight PEs of that CUBE on the head's sequence shard; \textsf{2-kv-per-cube} packs two heads per CUBE with @@ -155,10 +160,12 @@ We sweep all four mappings $\times$ three composite tiers $\times$ $S_{kv}\in\{8\text{K},16\text{K},32\text{K},64\text{K}\}$ for both phases (prefill uses $T_q{=}8$ sliced tiles; decode uses $T_q{=}1$). The headline latency comparison is in Figure~\ref{fig:gqa-short-wall-baseline}. -At every context length the \textsf{1-kv-per-cube} mapping is the -fastest, and the $\textsf{8-kv-per-cube}/\textsf{1-kv-per-cube}$ ratio -grows monotonically with $S_{kv}$ (decode: $0.98\times$ at $8$K, -$1.06\times$ at $64$K; prefill follows the same trend). The wall gap is +At short context the two mappings are effectively tied, and they separate +as context grows: the $\textsf{8-kv-per-cube}/\textsf{1-kv-per-cube}$ +latency ratio rises monotonically with $S_{kv}$ (decode: $0.98\times$ at +$8$K---within measurement noise---to $1.06\times$ at $64$K, where +\textsf{1-kv-per-cube} is the faster; prefill follows the same trend). The +wall gap is modest because short-context decode is dominated by setup overhead and its $M{=}G{=}8$ skinny shape leaves the MAC array idle most of the time; where the mappings really separate is per-CUBE pressure. @@ -167,10 +174,11 @@ where the mappings really separate is per-CUBE pressure. \centering \includegraphics[width=\linewidth]{gqa_short_context/wall_variant1_mode_compare.png} \caption{Wall-clock latency of the four short-context mappings, baseline -kernel (no composite). Prefill and decode follow the same ordering at -every context length and the \textsf{1-kv-per-cube} mapping is the -fastest throughout; the gap to \textsf{8-kv-per-cube} grows from -$0.98\times$ at $8$K to $1.06\times$ at $64$K. The composite and +kernel (no composite). Prefill and decode follow the same ordering; the +two mappings are effectively tied at $8$K and separate as context grows, +the \textsf{8-kv-per-cube}/\textsf{1-kv-per-cube} ratio widening from +$0.98\times$ at $8$K to $1.06\times$ at $64$K (\textsf{1-kv-per-cube} +faster at the large end). The composite and softmax\_merge tiers track the baseline within a few percent at this shape (see Figure~\ref{fig:gqa-short-a1-variant}).} \label{fig:gqa-short-wall-baseline} @@ -320,22 +328,17 @@ absorb at link speed.} \label{fig:gqa-6cases-traffic} \end{figure} -The measurements select the right placement for this regime. The fastest -raw latency (Case~3, \SI{17.8}{\micro\second}) comes from replicating the -full KV cache into every CUBE---which is exactly the placement the -long-context memory budget forbids, and which the parallelism panel shows -wastes 8$\times$ the compute. Restricting attention to the placements that -fit production-context memory (the 64-way splits, Cases~4--6), the choice -is Case~6~$\star$: it is the fastest of the three -(\SI{30.6}{\micro\second}), and the op-count panel shows why---its -softmax-state-only reduction charges 189 IPCQ copies and one DMA write -against the 280 copies and 8 DMA writes the $d_{\text{head}}$-split -Cases~4--5 pay for their partial-score all-reduce. For long-context -decode, then, the appropriate data placement is the both-axes sequence -shard (Case~6): it is the cheapest-communicating member of the only -memory-feasible family, and the cross-PE softmax reduction it does pay is -precisely the traffic the communication-side codesign of this report is -built to move quickly. +Taken together the three panels select the placement. The only +memory-feasible family at production context is the 64-way splits +(Cases~4--6), and within it Case~6~$\star$ is both the fastest and the +lightest-communicating, because it merges only the running softmax state +rather than the partial scores that the $d_{\text{head}}$-split +Cases~4--5 must all-reduce. Case~3's lower raw latency is beside the +point---it replicates the full cache into every CUBE, overflowing the +per-PE budget and wasting $8\times$ the compute. For long-context decode +the placement of choice is therefore the both-axes sequence shard, and the +cross-PE softmax reduction it does pay is precisely the traffic the +communication-side codesign of this report is built to move quickly. \subsection{Use of Composite Commands} \label{sec:gqa-composite} @@ -459,24 +462,24 @@ memory-bound decode exercises only the first; a compute-bound prefill exercises both. The composite command is the single mechanism that delivers each where it applies. -\subsection{Comprehensive Analysis} +\subsection{Summary} \label{sec:gqa-analysis} -These panels are the clearest statement of the codesign thesis in the -report. Because the composite command keeps GEMM issue cheap and the MAC -array barely occupied, the fused attention kernel's latency is set almost -entirely by data movement: streaming the KV cache and reducing partials -across devices. That is precisely the cost that the communication-side -work targets---PE\_IPCQ for the on-device reduction, the lazy load for -load/compute overlap, fast TCM staging and torus links for the reduction -itself. In other words, the two enablers are not independent features that -happen to appear in the same kernel; the GEMM optimization is what -\emph{exposes} the data-movement bottleneck (by removing the compute and -issue overhead that would otherwise hide it), and the communication -optimization is what \emph{attacks} it. For an attention-dominated decoder -the meaningful hardware investments are therefore the ones that move data -faster and reduce it on-device---not additional MAC throughput, which this -workload cannot use. +The section's results line up into one picture of the fused kernel. +Placement is decided by memory first and communication second: only the +64-way splits fit production context, and among them the both-axes +sequence shard (Case~6) minimizes the per-token collective by merging +softmax state rather than partial scores. Command form is decided by +roofline position: the composite command removes the per-tile issue work +in both regimes, but converts to wall-clock only in compute-bound prefill, +while memory-bound decode stays bound by KV streaming regardless of command +form. The thread connecting the two is that, once composite issue makes +GEMM cheap and leaves the MAC array idle, the fused kernel's latency is set +almost entirely by data movement---streaming the KV cache and reducing +partials across PEs---which is exactly the cost the communication-side +work (on-device reduction, lazy load/compute overlap, fast TCM staging and +torus links) is built to attack. What this implies for hardware investment +across the report as a whole is taken up in the discussion. % TODO: cross-regime DP (data parallelism) applicability: % - Does Case-4 long-context placement compose with batch-level DP