From bbab4d56db45a4b052ee4ec7e665b901de172437 Mon Sep 17 00:00:00 2001 From: Mokhov Andrey Date: Mon, 27 Mar 2023 12:51:41 +0300 Subject: [PATCH] lec07: update lec, notebook --- lections/OATD_lec_7.pdf | Bin 2175547 -> 2176233 bytes lections/OATD_lec_7.pptx | Bin 2729612 -> 2737846 bytes lections/notebooks/lec7_clustering.ipynb | 141 ++++++++++++----------- 3 files changed, 75 insertions(+), 66 deletions(-) diff --git a/lections/OATD_lec_7.pdf b/lections/OATD_lec_7.pdf index 67451fcbe7346bb71afdca84f3816cf91fc2644c..b5dab505ab4d903cec346f0641940d210b1fba5a 100644 GIT binary patch delta 168482 zcmc%O<8NF2adeN(21_2&kH+KTM8z4fT_c;$u zAM{jQIW5D)u~9W(ysiNQ%a|!UgCiGDkl&~Ak@&aSe|fje?{J4GHrZ&GH~P^xO2^(X zd+iwah$gsSX_Cj44)Bj>5dB*(;N$vkGP^Y{ZaTYm^9r`NAffX4?S1&|85QPi4-E~v zwPSN{2#Kj97Xf4nUN6plX!7-^B|peTstAKV3wB=jBuDcoouS9W&P zXiIiUC^EF5VJleQ9`)CPJ%pX_V-%};MB!@IukDY)H@T%3R50a7t9BS(?Mxz{rQM1d z3hfNST$oC(aUt}tybKAqaGzU)?3>O*{84lfwJrZT>;Sm$qt%dN)sBQLa)baVti5`L z&xuw!6Rw>WlO1~Gy_$B-Af?gD4W&)0d)>3A_RFZs#&TZaz+X5ceiQ2DCD*0Vp;59z z4KMHSG9f`D584$8mApHAr!ZAOBQ4F`Toa}UsTm6=XekHf`BiMNaKH-(Ydy)Q2CW>V zC?}@L0DyE>!s%DA^V2C@|*UK&^LrNN(aWG|V{t&2Fe~NCxDvP{k7o`xw#zlv1g3?OYNMjn*FP5U0 z<~jyBL7kU$`TBH>=noAevq5tUT`=cAIO85Vm?IODZps*h!@Lv`H+DE!^YJK)wxVcA z8Gw^H&Poh7jN_!fVgI@b4;{7CA_EmVM?X2nn5rU-t7x?A@>L5B_9#ew%@JQg(>Y+Y zNVA<(DI{aE66r&RMwI=FQX1sX+O$D_(YA=jtnsDjY@|lZo3$5j+Di`_x!?}hd*3JT zaPk=vw3ZY8gDPtoJW_M7?7~-VMCUd;CqVu&B%3#^0!efh<#%{RZwSy}AFth|Y$hc| z!+rwukR?wzqC~HCwlb3=&o}ryHATY>wNjUlPd@F+cb#`TCCPu8Wt_+G0u^K$O68%o z^XL0G2EO6_z6%e<+K!?7n+QST1b{(F zvngN+^sSL(F;+}1J)&g7Ofz-nNyK2dV@#Y-u8O3V_P^v}Jlu{7ZnNhm*m9e`p68c~ zQp-p0yO!zs``@JQdW3BOyj_B!2=qE_#80qzK5wXOuma9OV78<(y!RCw#0x}Xwu0J! z!^Pqy|74o?) zzj3r40GKeN^U{^B3jOV0ns=eqGbPRFQVeUExqgibu?pkNYHT?K6ahbgEp7fm+xc@? z1Qh!Ojfiy49KYk`D54?m%VEgPNxuCz6P~wwaXdGT+*%5z?fJd#QV!}0XNO{^0IMly z`JF~wFV~EV^jsKTtVDnL5@pf$=Rs<6YAZ@uQc15tPa;r@*(l(nXf#}>vsZYCl!_x? z*lm$6=U67=7sMK&+#v`6+1KdU1%E2l6%%Y&=sp$ENno7?fjr!J;|#TA;s!Y;5SyFf zfs5t(4Gz7DEC=Ic**HhXCkL!G$T>Pe-rbai+r=;KqoPM0gx)S^$ufP0R#?`;MJyDG zr=lHfSX&oE#L3p$N~c`ah6c+N8_q!^En5exYPe8?d92J6d&&!tsK?TWDc>}$6g2@f z?vd$nMQ1!#lMvVaySk7aftkYE)IJZSM6=W^EBiZ-)Ln;qS&Bgv@u-3uT-vsLUVzDj z;T#uyj-4t}siW2uOUSDEw3Wz@p0hbzd_{ZVhMQxG8}^K0rVQL3P96*`B9I?G*CpCz zFq5w4%1k2+9n%5GB5K6t7>vqlm%p=42sIDRG1T*pfNfe-hb{3!oHqqvb;W*rji&gL zQ81;BLu#m4{557YL(0u)zmgtA)3s7BA0}@VAez`|an(l4Hw$)(>b;*&NcWmP33FF zg#H~XouyM=r_wUdwk;m@p?{ll#>OJy2$10|@r43>%(>@RFnzCTS|V$jqmtk=`J6f$ zVm7<^{TX}am8hD>`M-zOXL#~bS?b)}f{P^1{R9D20fn%jAN1tZ+iHC)Ho5jM1)OXA zd_{Ul_zL>M*8e3?Q9#g};#^Ig4c@OPmNXijD($Im!d9&(oYNle}~ za+pwKHoi~Pq7k3%KlB_78&|QCSfvR3K@$b!iwKjAS}ITH4T!p&;t~|KS08wGpN=M_ zB1OMrsi{r>i6gDS zjxXwb5gU4ZuYa46$Xko1)cc|kdDl*gVAD5`H2Pd6`p!1#+S--bj$;$ z#e*uIdm26K^nPjMWNTwDZI<%nT#8^bg_|SUNlc_Q)%e`~amdc0r9jSNHnseRH^pSs z8>+!jp;A3cmON02<{)dIS#3(O{;|A^O$kW~d5BTTj715_3i*IhxmsZ8+~nIuBT^^1 z_WHdI-}26~nzk3(!ZP^hg-;$O9hDEj#=8%o1kb?LDjCb~eDM}B1sCqTZ7YY@Za+H= ze;xlGOgOay3)vfLgQ;ZAdU#CtH~CTaJ-DUxuF{}K?kC_4fwq1MPf_V&op+p`d8&sw zh%mztRp?jDvY60`WF@H~!eFT3Si2a3jzOiNyHYEyabT6H4fP~4l*iV%>XrwbLyA|g z#VW+{GJ56!HD^WTDVXsw@#(?OiX{k{PK?a1=6=O_FH4u z{@sN{+yV2|$~3nFT*H;qc?!eInz2473`%P%eDChfF(3KlbA z&z0ki^|NC$?$mh#TuCx=#ibK~YZ>TlAilaDgG&aRySUlWa1BDs@OeT(yIJ;WuPrEL3qp*)s3$Lu*{>88S*}Q(0j*tCHkxjI!I3rkFOF~If zZ$ci@Km*UZ8nQFS+%L+4Z)Rs#enRC5EnS&tPp#w4?lor;gi+0yD&h*jZA+xHoC{S~Z@;>OCY{sr){v z@XKcp^m>`0JzVmjQUdLBYMr{G z8MLjlM!5Ds)9eb6kM9CJzIS{=nV37$L@yDH)Kf@&CvfECsiN#ba2%pNCeR-$)M%{E z7|4TrkU-H}nc8cQGdWLU#AWdoqKb@xLcqEEK;75=t1@(=o+$2o0<8+0qW}**(2wb( zgZW{SM-%1X#W*n$lBsHfpG>ks^_!9v-<03goUuWf)gluRasM|Jb`-1hcnA)^tmQax zA(OPM5!zpTatoi+1b7JWN%v;ga}w}+osiM_Zxl>jVEI{0#fj6 zdJ8S=Q92L8MR{^I+5eAx9GprEQi76@T^j@4aIquo9*(kex*ndyX#m@i1QN<~whFcea8+e3D~s_~l| zrL3S^kL)+&4Md2OmIlny512X+dWDg-LBQZ*W?=etBJixbe`vzk^e!xEkvUDng6~Uu zTZ8}*Z}!g>Mv^8cZ34{Rv(r5tTDXO{oQ zdi=3xuN^*D)9apa1mEosw0W(~?~J>3D6B|7cZB~S{s-wl$ZdY^D6`E_tZbaDEWa|8 zXi*9NciiSei#px_;3Q!oQ6=GG{r~ht`+r~DMz@Ko0h`g0iYkmk!phG2AGZIn|A!+( zVMGwgZ>|k|6u+H>p$54!TAsFfAIc;{~v<3 z{$s+%d;s_VeY6s;DVLDLg3^1c<-A3td50c~Apy22>4TCQ#!$9?~RX3qy8E`qTR? z59d>1SOPIK&3%~VG|DB{!*1LaHbL#01xcLye z-s@x~jd|j=+1i1A@4o1}L}Jnj*?cIwd-miP@+-i-JKX9D3zlcidS7c->jQ4rU+ip| zN_;jcYNi2J;8!`lo?})odcS+{!Lluh6n>`$^`24x#Yn{hDW)u1hKvJv1`=}|g2THjhl_n};&yJMGWgm#aCZI48S%fG7!$FBP zIvpUspP$Dqa}#!ZTvi6qv(wTAV_CAPlc|ndgJ&+lOcf&T z7ja32@0k%7vfd@kIm*&BD#=$3A)k%rexF#6n6_t)VgkXOp2!X;9)4#)ACLL-2UF$FodK$CWLQ$-@iHzp zbzb3TP%Ifdi84}lQutABE!X?`6>IzQ_>!rkG1u=*ip=_PI{%d4dU`sZMtSJkvXDay zU9-?Ko`JQo=U*To3h%o>QNTWLagawD%C?sGzkQbF!%h|@%|2PxhnmsY$Sldn|4@;I zqFxG{2s=b?E3p#v{e@rn(?W%3FbHZ+5n5sLZYsi=JNRuM4_O)u{r(AmgX-CJJTyYk zOI)Vc7f1{R*dLOD+IrlNcjDs?hK(LK^XQd3Slbq926Xw3G;B2bd(S( z1`AOt6y-!pU2X~{1|(oR8B?=_t;5GFnmyuQ%32Nh+5krfOb9(qU2A&OCUR` zh`z1C_YI(jXW}N;?MC2b%WrPGS7{W1l`I-sZQMXb*O0s8#0x))a6<&+ZZ3LJ#^Tw4 zJa_n8U#Ub9$H-9SZ3`%MHLOS=7M^>@sa9@>u5^O_;fx}q(KM!1pwj6(eG*U-+m(7& zl{!J`fnK&^udg(Db4_xuFX-Xxxzm|iuq8LVBLM(jmyN{9jhza{w(1rH{rD(kH0zr4 zTyquiVHE9koiH2JzjFJbnf+!WmNegK`r|U93P%P1&JO!Dgstzr{yC6=`GRt_CF5T4 zr?g|?VWROgKlle;#c)0(Hj}!MNEq)pb)&KUX|XGX>6Ze90*P+m8|2JX##Zgl8%l$e zRWaae9-i6O*8a`7+$i;TlQ0KE_etA*YgDG+Bj4AvY-k z_m8&pFA?A{rCg8Uuf(IRd1A^7>7Dqc6APr*1KXR32NW^wge{K%L+AUi0CG58F>C-p zrz2Z|y@O+>)Z2o7B%nzX>@gtmlW7^IBOQxQ&Zh8_+xA?KiO0rw*L}W+!{Cio8Q}v{ zo${aJmDAG2hk~qfh)uuO-=~|fS)!XCO4XA`clxOc3Bllwo&+pfSgVx~*G%1#(QiAk zFG5awr9`O?tY@TRd7YyaMOQlRMQ=bY^i|0~bVL(L{z2c|-6x;>v-VG0ihBqZ?3-LR zxl$p|;;xP2uIn?7!g-G7x47ETxiHnGU93-f?Zy8jU?7`jW^?AX{PI&Eji=Pd-F&?a zHLKt~DU%ANg6T~BI3fa<_wPw%V(7qNX^ZZ(5SB)Zr3+yaeq zHtE(OK?*mf_twuJ>V4wo9*{xeRHz=90sWN@7lt@W?Myu{QF%Z#_QiDVQcWG05n}}s z7>QhBQiRmk_cL!LpMZD4WQ}$S^nY)eZ&N;K6QHv3pEE+Zdi30D?X~zd747%L(Ye3r z_;Hb_Dy$`)kZACYJelU<>Yqh8kE9Qw{}t{jcV>G|IGKvP==^q@1-Q$bLOQ#hU^FtP z&N%4kO|1pX4#G6@Gu~A*cnqM+C^PT;XLR@Du++!CQb%Ut^>bP|*YYKG*dvxFF>&wT z7?9%tO(P5nryK-^@uyCyD#~>(t)R}@IJae6E8OaRBU{k!XJbipP$FHKCy{O)oexsCH#_5for!nEhe6aU5+E9$&|>v zw-=?SKI>FfIO2?yb3R=Cpl_+<#sVz5I}lUi0* z@OGKw3d)G0T4bj#xk?hCu6~&~SAKoJ$$FCGv)u&K*BZ*gQPyNA- zzrgcJST^W1rDde5M|0kFdqG_q>3Dj!dLl^oMb-OPl}>}HWM32zk*_YL(sRz4ePst2 zW8P#Dsu{Fod3>l;I763KQ&a&y5?mz{UkO=q&YiL!O`o~G#L&)oo1-wj@`p89^f$2*Oz z0@Z8$#Vz!aJL7l8wprL;K@a=7D)jtEo)&bjy%#UKHVw) zM`<-n_(pztQ*Ki(CYIs`k>0i<#zK|SwFq+G}#Ss`~dm7DW1PF>e0$zP9VaDfBZ_;mwN#}7jhT+ zp8#EkVgeB~;B2>W{;K&j@>=YF3iRip1ca^sM>0ru_?dJ>T(?Y_tTGwH6MpgONR;Pi z3W%C2Iz*d7z>z+>V4fY^xc*mqra3Wv(X}(ScKEzCgUGaF@#22&h-st@gT_L(RJBxI zwM=)B@i^Tg-L58yHWe)wEhRZ=achbE9Zf_NPtp@GS;Q(hcM3nJaNCWO&m4Xl-^71P zQ=A6pU8`9JGbhIgeD{9tXTNxZR*{co-TGaTKlYaJNGG}QF{CN?QA%C%^RJ_{t7~(! zr_xX3CC(}kNx*e&=Hk0$@3twjAdvazwpc3RqgSd~agW~>aQJGaZ25!mT&s_wGJw=T zjy3_9I>vMb`m^#)@1)n6Pjv-y#j9S=N7Ec5)?})F zmvqn+E7KRoy6DncY*nVIj2h_jSbWL?|NQrlvr9|8gLdGzxLl=D{^evqR8oVsO>@qN z!wQ6YT`kf@{O#1Bz)JGqByzB8%R$h@0k!BzQUu1f1i}ZAWf4ReJk3SYYr_fc+>iVN zFJy*LKa^;OSl>oEhWmSOw~Bimnw@0`y0>L6fdA1%Ni^j^jiVo z3Ll`2%m9@RmJ@s|c-uGbOzVu>|MNbR21P-Xf&`)j!uAu9*8^q#ogquaMsg$C=Z1Le zRG(tV-ESzdK8GMpPSS-StyZ7p098_O?}UT3>m?8)SUtVh}41N9yTzr_j8HXvh}x$wu1i7ihb24N6eh` zE6@9DMH-4&!7MzA^IP~wl?|cdM#L9nnBNqyK}ZvXhWl7d5rj&V7?MXONZyRJ9466* zfTB(fej8GUTDXjD`~hUTE$SnOT$t*52+_D!L5)z*9|;y3%q zTQ)=?Tt=R_4`%+(JT48&Mo8((sJGo|`qo&A&8XwQ4;h2i%8vDVaU9!c6}8MG<|dghq|pFlaEu8#1w|3I(Lab*=v*_ z1v;SP3%u8F_yT7>qgV8Hf_UHi8-0NqOQjs2nuRcZ==h98+xnsYKuf@p`nkH=+`{_9 zv$gr6wH>&(Lr?yt5*J4BT8Ti|^Mv0c*uAL!*W_7FiL|OIBt+2bpb)H{;I6yEU}> z!ny6&xy{p+Nufn+;|W07JaPQb^E}H@*d0Q<_QvdBOr~maQ$-FG*tuV)L0i7W_S^6zjqZMpwy?p>02NSxm+TgJD6pIPD^PjeXK z@AQ$$=%a9iVzzn6c+~XTWO0gGUg|Rqcrn=Au?FbHj$|<&FvlAv>}W)?e!Ddj@o#WH zHCQ|~QoV7=q;z1}j;Ux?P_Icy5TWO08aB<`hbVAwdX!f8%F)}`XBNBsWnGi6e;^D) ze}dd(k1Z(X=&x=P%^P{}AMBuu_u?_(fb+vnE*-phu4(Qax;KEzPj^c|B=PzK4arv@RuXlf^qn1;UasuV0z?Ycm#5DG{**GYe7jG<3?GII938* zBy5^bHdVT7=mb;0k9$-eH;wNb?y7xf`vF#H4a(3|L{7i7#(@{_rSBY6laep_2p&(q zrQ0`K(g|&L0V(LSbhY=`hp*a|21p~LW0z09uO49F87s44Md>w8^W_`(_V4^%Gqymd z6D>uSaJ`Eyi%caVDLo7FkVxt1U%s0LOhjTtY`OIsM0F0n0fnr{tm-pW7tYxS8vq7} zwg!)-4Fmh_$E+v6JAEe|Ev;Qr*2-yvjrsiO#`hj9{-`MZsMCA-{Q6sn7xftN`uf%9 z&fgp2m1Jz zyUh!{IZ?u)TF{Z}>D4_TyF~T(RRLjP()ZO!N0*@vFvSA<3?VjGw>tEVd^&o5zvVXR z`Ip}rHjO79HhdrE-5giOP&e421P`ZSET^k?(G_o*e=*4N>?0}K4}ev*nM`@RYbkuC zAu<|zfg4p}IN2NJ!ncwwQtF}l5@6IuZe+_nvFOpxF`vARNCu+Jaj(m|cmwvV8*W1v zFIx9+ho3Z*@a*=WL3Zs`vrC)Gpcw)h5$fs4oc0xFCoRQVkx};Okf=XkCcAuxNre3))%h&rh819dN4m4KwPxXER<#R& zvfiwYER;GA5IqM5o&BkZeu3<>ThMTPr}1L1NwIavIDk0J!^)SZSpkqQR^hqm<3Ih^ zw%}jYAs7vi#e8@Vj&t56MaHZKch2S)Y%(=HlM>*1x9;ZzOAn#9$KZ8aS)DaGUqKY) z;gdG@?Ckw^(_%TmBv_!g!fn$>SA2f^Y;C#)VqL^Bv=^ZM{qtBg`c!Oo|F$$DT5Y{K z>}eBiAWc=`MOKUd_XyB`#cU>~!K|;)6$149yfoX3lYmZ@o z$d9?4Q)6bSvwpDjqpq!l|>_hA%f97sLwb zuB3xP`n!+zxASkkn#CAN28Fm@;dkA|jJ1!BVMP;dMd#tj;x@pt_7)-*x1%6eTpx@n zKvegH`yZ1Yc^|rM?A;z=XhP@06t=+Kg~pOXd-(}B*XD2vyHHB(*@GZmZ=87cs@=ms zQ);b2oa?2xW|!dIQcpcIcFT-5D;xXg?KMMk-mM%>lc8(J6J!>%k#>e(2&XP96hsH7 z?N`6Wo4H5rTzmm8G;;$1MJ3#Mr=xizbyP8#|0HKdjozm<_?JPXB21+5xH-5WZ)QyW zJ_yt{vIy?{{%b*yunZXwO4~-A$UJeh()TTp6O`4bpyzBy$oqbEm>cSc-*(nl4bwMC zWc>SNMk@-$tgCvXp00=>Z~?x0>igm8X)V39X4i~qtGcCAJ*?6OgXL|Ba*)k*8J9?_VqE6qi=fXW=nD5>_YDgi{SC@eV*g*AL zF9;#BSCau`*zdAECz$W-J!beo;oGkeA^KPL5Fy4_wUGbjnuU15e*fM>hV7NQ^&Iem z4@}tOgWM&3r5fOd>lL|u3h{&NGrV06F`|BL*#p!TMWu5k=~BLGgw$d9=kF~+)S>!^ z?3IQ{xe{qCmZZ+3kl@omm4Ueh#{_BgTkbg;bKk<;@}r2j9T$7k*{2AVF!mz}Lw5#Y z2Zi>_kl+{+-u?^Hg6`(sTL!H|^7iNlg8xtGkMbia@yc8MY@~-^^@B+s@`XQJp$2{r z05TWEJQ|D`3=e)d2QO=;;=vTn)+?XZ-mSrW;ipm}|DC|tceKVTBP>igV3T3t_ z+BwOshH6NCPiO?lx-csXW+ptug5DlAAc*K3Y1RF$CiD(A^!v5ISW6$b&cMZDF@{;B z?`X_8CL_ea8+8p*?w|!ey;@hW{^z88Ois#hYri#9{Gj(GxC%OE#xuCehHQr#W~~CZ%=37eoxK5C4_$mRdLoa2-4| zM=RQi?*Rbwf&RB6fhuq#o5KsWmg`rzHJg?kyvVsIE8k$ysoR;XJ`OCIy2G)`(0o5S zUVJ0_8CwJ+#g;zxs_@holH=ouc_6jnne5m`JEG_R`4s3tvXYjGYK~0~`cU4XwZ|fR zf@<~x)#+61L_lphygFc00bo)9ZpJVLeX`v1Y5LT&=Y9etIw6uzjV@E@{at(KYB7_= zdr6s-XD?XRBQySz%vd9yE)tweE$W9kXRFgIMCOtyq}ifOve>|}#EF*jaA5g@KgtEg zB<;jMI*}MfBBWszjY7g$qw{l$b?(~`9f{JVW`l6EKxab9gHD!;qPDOBXz|c3#y--L zm_)M^d~-44Dm2oENefgcU)6#r;v_m?j}@f_J5>bz=r0xcC*$MSysc!qQ?Ka9??MAdfto8O%;Hr8GMpOt04DP{u?75i1~K0tZ1!j0Adci9{No z%9Mo#MH*x<$e7N2Y293qjcbH@&aBC&dJUm~pE&unZ{YiP)6A^l!-UtGh#;HiI5l$P zOBg@s#8pDW3yK|fJ~pqYXv2DE=3-LLg<8E0uV3f&&lgGzI+m-HWtkgs3a;n^E5%4_ z2GFlFImO|7dH@jml@$v0WNDi%v$vTqn&Wz%ck` zonadpZ1;D&p+Rw#aGhtC&(Z4nstx$O>7;zww^p{+<^V{$s-w z^6c_X>ML1?=J{=C`0-JVE^|8OHrchA0({zRcYDyrp72@kW~qry(-o$>qg*mB;3eT# zFCsT2wC-1iULxYE0*bX7jBYfp42SQA&>O!((W}0`xF!N!BTa>Z=iB3tkNFJ7=JD!! z%>cSJr1YcsuI`1-*sb8`KPyPB;G90+3fe#XKM4-M=azw)Uv!VQl-a+Kx?7`bbo02( zw{0zr;PoRlYat`*JZo!p8Rv{<=(L(bmKg##mn26hv4%(DVq+!}VqAyAPe;O!Mj?-f zC)Qn3F}?n!&`ee4s;R!ukDG`Uvt1@-Jp(E*^vtUm>3pP1ETl0iEj8!}uyHllblYo` za$Yh!8R5aXpe5MzI{Q;QGNfRi;U8MyzuR^w9?0091l ztBH)1>z8{LEGiN5m#R|3UyKW;^(2I=u)@0?(-dIk(|xwz5{GAnPv^aD#R7XpR+Ej8)#LHv5lXXb`BYC)9Tqi@%yz9sj>rm z^BNQo$Cpbz))qWE8P&^epThGUgHi9 zp>p_-{Dn^IV0l$f-8P+;^eqMd-9Q;$X3*;f=)9u-6=diUovX0^%TB*_>=hQ6oe?~xyo&N>Xp!EDO92NTA6gy)%(EBFGh6yfu!Ack@(>~BCek+c>-K4zv&m~ zeR=v88OGA`Z~n=<>!_||JpSR*sPVG}J{@K2I0pQwY1RecRfc5i_?FaQ^lIV!odhr& z4p0wfP=EW`cMa>HtX1ngQ7TmD@L!_uVcaV1neCD9Q8ghOWn5gYXXa=+`wyWP#6w5(Z5K zHwPyVk|%*+0j;ttJQbUR&VLc07NF)I6By%{61ee>_eSzV^4WRp-uIb#Xgm$F>O0k$ zW6v)aQ1Z#Y%Pf9eYSCwo%W5C_c{*fEiNxob;RkO%XY@>P;|d9om`Lg`akzVITUWP zL|<5=pSYLtE7m4$_qcs%Jc1lNRlGJI5p9IOwa2v9b9CmdEXrajdM$=B)ET+=!U_oE z?{x_YDEgtc`2kq^a!?vDGc)`aKC+vDjV25j7nZ0q=1GsRGhf_(u8z9VEzY!>Tb$Nb zJd%b=4-K765%!==*H?0&^hF+-PX+t({2`yJozdwm^oo<^)`W5;QzigvSEr%?2IyA$ zvp}v`#epA&*n79IhyF`G9Q_OTkOTGPDoboye$zwaU+<}o&F2Y&KP?|760A0Y&+|7Df1uLtONqtxy$aG z_`y>2IN-*o;WWtlC8$sHrOfb4s3GSk>`OniiA)&uok)f)z*9Rwu1d97edQtFwLs=P zf8;wj#IOF)38D{72!7T;OOUY-czylW)mhi29;d0+mEmC&)pe=io0nfsea_MooA$-< zr7)XRkcvD(Oyfu?E%4_%HL%!xA>ll|>5En_6@X=t-KdsTXSP5_}*vZmN1RfZ>3X}Pw!{qoaf zh@IBWS=&)F&{A7dQ`@qatuZKK(~W?&p&=pr=(9aLI;(!~YVr8S9R18;^j z4la65T0wfXNH&^*r&5OWdhlY3E+-mFq7=(gckxi3Rd3CzJoIREPO_2blJ}fUS>sk^nft04Ur0SI>RiaW$?xpoM4x!*VE)(?@rDE?I_?`IY z@D7&zI5TqroHLTYWF|j=hLm|UD{t=?grnE5ieCdJ2~<+1T-dPjXE;`5_ik<+T7X5J znOiD^m(<_73-R_+%@rUYxm!>X1YSlvX3v?bHEFT6)$VR-K4|Ki zidID*a&seBqc3mJXlqQGovXf&asg}`^quYeqh~|TV^MLerfD6KI0`&TM83tDz2vFv z4#qh-_(~shR<4(5-P(hTkDI|E9UB|Dp=%qP=-^viA_Uixuzc7fC^99dh#CP;*z^%5 z3uWZiKLdi=i3dafS(}9x>c=pTPPM1i=@E;KNgeJd^f6sKKkwx)^%1u3tN|QT%~|vr zreovfWKVg<&vGCa`~s*R7u|suN5-4wjIGUFwv4C&$BwitF!b*pfTcBRk~(N)EY^A! zSLcJH7gg0A`88V7Q?p*BnQm^ys#A7vIEQ|USz9<}c-vEB<3bM~A@sZyQ3}yh`}~s5 z|HNzA!xSW`atMZWbmemyMgU0L6<8fw-AYW=oi7Fwg2@VNG-A0~V{6Sd9-&3GQL7DzWr6)!=wK$umOAlo3|e?Qq+6{ZEdj|{Hnb$ zl(B=Z_ajnl6Acq=yE>3$mW>SZuZk&BBhmehVm!F#t@vDe45*d3_7WRwjYVx;@QsmH zo1MVMZ(<80Flq^pYrS&Co8@hd9?hGNUU{b`7QY$!IWPp4O906{`0E)-Cazkslzd{HDO`3g&!IM`q-Vppsyu+QvuI74NZjEd*(+bF`KM_ zC5{!525pt|vRKFacdBz(_5iMpF~n5_J*i!B;d}wOv5-ZlcK|61wEV!wBUpz%lE<&X>fn5DU#*{z{;gPRBgS+H| zySa>Zf}no{ts&LfD%3waLX7O=x||P~D89fERrFdrKn%uu!&1N!%})+u0iCtWE*pg- zu`CuU447C|*?;Gy%iThT$|I;IF$i0yqYp_bsuW!9BQ=n90uhNC)u?i&!2(vsi;K|o zhgbH8wgeG2Zbpfa-G@->G-gDTa6gh?9zbI~Iobz*l4NTCW%mm=o0^=-*<|jhjatz; z#Jw~7!mrcvIG(!Dz1CpJTWD{+_&~D~3VI>?1DVOYkF2}lY4!0?%uDI;Ao4n_c>-wkF{ z08G%_i+#ao1}2l;mU1t9t4f!~UdYKhkx*Y~!!_qx^r58&<`go}LmI}1u-?P9t1EYs z2+FJKDX;zUR`zU|oA3sqHSrN?+j*;SPo?W}*cpcW&EHQo57&c!Kl5BmUJJnv@Hf5g zx(*!yx^9d2#}j!s+vcDKpd}bK$BuLm0Kq`%!K%sTgu}IcHY<7^w|IhCRB2I}KB1@- z2+S7S_UbYY>9!er#C;Z2T(ar?+h&A;3bG;fi?IIe%6Hfak3`^>9|S(pNiZz|kEs86 z0ma`Gmwj6A)_fSP3%{^OTT_L9vW@gwkrxNUn{g?#p>yCAzmF4z&5@U|o+E+%*I3Uu^pKJFvd31O+# zYBr0{&ZJ`l+fRF*xFTPVEd#0uOKE|L+pDP_Lqt3*8)V) zxvtPcL`D@opuf-gk4tE&PZ53z0bJ;s*KD-b8Una8kwzl}#K6G4yxB21-1PKo>wSQ_ zqE~8eUwUP}i8U@sc-RawOL^3#uN5KX=6{>+hr6IAniZ@3Zs{NBF1w&7O2k5^+l`Y3 z7FCbLFZon9XsyBe2ckV!Ok{TcdNT{20r6?s!* z2M|MyBa9U6>|C;Y(IjjInPcaSlWDb;mA^*D3?~zmB0ER`XMT1Es4e0AN z2W6Ly%T_99JqYl7Cg)pswI#GEF0S9a->_vVAduXlM^xb4p#w2mssfwoD0}kOD`@vD z^gRGk!8V8>d1BgRWB$AymU-q%2K}Il2Xo5IAx>b-q-Kou7lfOZfj=~Wsfu-+S4mF$#%c6yMkDzaY0`~J42ygE~2|+B4%kR%tjnJ!(cppD?@rXatfBq z%<^Fv_qb!j0Z&1W%3>QUWG~B^RlIX27xpQ_^-!N*6&8yMm-WdsP60Z zG|`(ZYZ!Gs?DsGb5IE<2^Rqe{>7t$ISXi#0Tk${GB!oS$8DixA^3tb6mXzTC)_U%KP-}?JiuZy>D zxuIjA(bcxT=lWZ?|Ndm}(RHKm|Hsh{=!@U}qwT64bMAj>*_*Kb>Eb*E19Fg{rcqDG zR#2;w+^Cz1RmFcGtQ-o79heo02N~w<37E*m( zdGW`~Is@ACm8P2P7vuqz*YMA&I%=n!@ubduP6&TYA2|29kcR_ziZUv~d9y8wL*dYH z*&0^sia3|g4VN`}mNL3i3dqRw+NjxFADu`p&3yetF=C=l!xMjiz_Qq<4q6$I3?`Q+ zDn%Mzvj26paxH8bEZ0DN4L+h+3B{u?vk7LsUam4xDwH_6m75OR;@#0o-hC&DERZ&k$GS$L3O!l7lnEz&IwE#zyno|eV z5J{*R0aTfJTu^ud6lb@^Q`o^fz-05RX0Lx*ZRe;!AZgFZC5rmo$;nC%2nC7fK)?=z zjHLS|>y!D$d0?8y2d7K|6O31VV5GFGG6=C%B!G+8l z=?y**ImQ-rxf|jlgWgGWc+(k@iwC;}StHT=_!Y`VHAv{0EpRwow&|JSvYs_?>^5bt zk`Ux73iTX(gxn&*eoj)Ay01oKt1bw|3f~Zg(dR_)v@;ZODnNy)jY4}!s|+iHI%C-A za)yJUFjgAfO20qqFj|8;tUDvHL4SWR7u*ztAUPNeo1Hpj^<$ISG+d^5qtc@^Q@M%4 z643(y8<>|zpaYP6=Sq@T1B~;f>dE7!W=wLno$W6>xqJxemWnu7!7uDxy5eG zHHzE9g=_?^y&J`Oe=<4dL#y``^p>F8JuTT?tgq+OX~0(%?Vg8=XP;?r4(fjj=tt5o zs~}xg1?h^rs2Ej4tq~e5=D5cb$MG|QhoL-Y5_u|xQ)ejP43NV_ar6u%|GMEaqcz9b z)4^ceema+{^Tba9SETTP{Fv&A(*Wr_DRD_YB8QV1N2zAAoG4j;waqR&0c?`;dC5Ow zQ^i?ATDH16ZQ@e3=*(YUx?+FLhO3qx`03+!fBTx+^2SATXLWV080_%53XOe2!4Pe0 zpqDka#ten4ZdkT8rt{o%asO={_$6_Beo0S9uU9OJD-?WvUv;6g8i=f9_&X$yUm-M+ zw3=pVKTT^Xnxkn*tZ6fCR6&w#JR|THA0+f=d^+CfQyEpX4z*k8cFTVrvpJ+Y?UJ(k zBkywWl6=TiGL5l7!0@jJlGIxIo%eNyG0Ou(vJ|mfqUgdegG< z(pJyFsz+D;HGQFDc=m;oDh2{FGlw#$(ZW^&l)_YIe`eyu`n#x^U2 zbt)@$D$X!9G2|+6g})y;sO9c+OYDE1N*LT}tN-}phPEg|_L6nM z%$HG=axTnVpq2|ICnbQ4QIvx*L=#v?^dio9><&9D$CbwpZGnP#(1lgG;HgZeM5{hE z0mwwhOR|5>{>Hvj6osWa<%Jj{G`Z~Y8+BnsZxMgTC};xmqZLY)A}?w}4FE7|;Nrs!Uj+$Xjh`?EEw`*u8uHbfhe?mlBlx>u_=@!lrH`%r4L@#OjW9lF0k4h<)zY) zgt)Q$jG)y~R%|^(*$t<8-fuds7`JYdd74tHDpxAW;~81)ctTcl&&YDKcY(0Wi&ev4 za1wFiG=peaW+P*)1m9DJ%!AfbRzC{X$UoueSu z_l78aJ+7Z1E$ZfZQz{S&HJMJ=)HD@R6GRfbG~Q*KB)23>)CI-Juaa%VY98q2N%(&g zhPa3r;|T;RoSOo`v7JxPcBETp3aDy&a=tg6Pn^p%&WY4EHZ3D?+;{sn;pznoWh|Bx zEb{F)_Gi1Big8|R=@ho+N?uK&VeR)?>+AGBGRa;bjC1UbW^M#B_uUAuU zBn3xywNZ`LX9S~`+iNoNdR4oAufc!d6fys!_s#ACA;MaF7+rziAM zJ+T`!q*td%`Rf;|IFU>Ym)%JNSBrlo;WAQMD=bZi z^Pxh>7q#d(&J``-+FD=AXLGsgbJ5fkTBp8F{QGL=U0=CFVo{))=g&*4F_KF)<7xGj ztXl5KJ~OBB_FFmy3V@5^suEImk)1DHr?uiQ15pq}5Ec+>1DLS)k}O;=(vmyc8u~ zBGg9JcDoU!lb&#ckw)3H;kbY`mdfyqJKyQI=7 z^{6Y5Ose2Sj8TKn6NvM2Uo06P`Y;KNOvmf;SueULk#*aD@>GA&8cCozvFh5==i^bx zU(w*A)`+f9P=?%&+OYU8;!3p+R|qII#)X;U{eL4K?%X*!CQ?2`$B+?@ROm0pizti0 zAj<93^HJntVif37x`ue1UYw_&QT_rl)GT$E5HSl{Q;*rqGE4+VjtQjS9AF^xXBalA zNMe*+ASezX`gwnzhuHa;z#l+JaEHS|h?+;uX0OE((I6@u_8w*;kzD++MmE?-#w7{< z$yLD5K0fN*UBrVe^eM1X<<;84W?aU?f7UdV`s&ca~ zs^0d!IXiy_Ixb$T{PF#DwOg;f`MPALR8{aj`oAvTJ&zr`r?O(KQ~d&>h7xtfb4tZ< zS-DSr0Aays2-v(PE^C9Z;kaNUjPrUSCqE{53FB<+K7&C&TsDkq4hL8hE|qFhBTk73 zsaGnMYbQB1;bOVZ-Xk264EK0hWTFE)(E_ziZGnH{8al7?)bGzJJvEON)aqh;M|9S@ z#(DQH%XdT=dn6lN)IV#kyQ&n>E06aS{F*B5SRxm9Yjf($aXw|6vE%Z=-7^gApR=_Q zkABOwH{W0kMME}Hc_94y82H6gKFUwsA*3iFn(mB&Dpw@5nhoiXB2G*W+;L zAh3VK*5d*ufar7(?i~|!1Q4r#ln+o8>*LrFha<=xR;hvk(`43XlDh1Kw^KloC3dR# z!eLHgLs7;#T1IY}|j0u2DS)wDVM}pr^(V3#=Y4v-^w(5G9y- z8yGoA(nrw2UsnP=|wzNiw&U7NCPWTC9+AveH{ZyexbY=y+-(AxF38XH4=nFe6_{IO<9$sA~9D zv1^g7ZEBcUWiwy&VNcY zXtu2+p2>%-+H6*9j%43zEJtj7Rm>@lj$e#sUT>P7vSn+7;-~~^b_&dD8DDGwe5jD(FI809{d9DnLmHP^OU6y>j}JPeQMGHOQDMYNy*Hiai)m>i#8hB8^K2+r9do?F(JZB3Z7GxL2*=~kTYyl-&L z?%u+p?{uu)Jqyj=ba$e2S+W1dY1_pfVzavG2HYok-4by1PQj#6s+51ADJn#%I2EnM zDq_ApmKc=?C2-hxLY9gV9P%9i=a}~R0v3N14-uUQQt^9U8}cS+au_( zUSC^7==!uc!Sc_Ja#M7rRGK&dEt0oikg^D}eI5U%G}hvBk+HHB*oIKh;7f~tNx1bY zcg?<{R+TQ*=G+@^?Yn<{(aO%?^qTn#X7>3T8XR;E&$=!bv1kYb!+AQF&3M3wtf7-p zr|!`QzrCwtbmq+9<{Q3yqa~kkh*C`tQHe8ieIzrJO9|(nP z@F{H8>v%JGt2kZ67Qi3_5#|koo7MO=ISn>r4MTcXLZ5#EQ3_50GOr*qZ?;>biI9S~ zgZ+we9$!XjCn(vyh;7e~YW|O!H630*!CXY(YA(H9N&kRN5@Ve|EOX|$?v z5^)~C&$fRZyB1uU*MHCHaCCQ}cY-m8I-6D6ZSE@ZMacSi599DCvRQ>WnGqu(3$H0| zMVq8uM}1O1%JH>ZjA*4oR#<625$VR+{~w!&D*J}erUPVC5J;W4O>yhFW@#q&Sr`&u zf~ed{lsi($WBA~&CqJh=a;{nR2z)LoIPoO{y`F#GOk1PrcX>t)5PH16Kp$OS%t+sz6$P>Bho^05UG*HxZrWh#F+x7KGS_BC5ufL ztWM5JE?lF9fPMMII$t<+{z~bGKllJvyAL3`8di%bHMLCM9YXJ?Foy%U58sDjHmu$+ zs1U7uLIpzggq&EGic*E0Oe`(Y`gPAtex!fGdTB*hA3AghZ~x$fu~jEd0C%p0`Rjl? zm`X~s>+t@~GvC`BoEOCzW$rXsU$hEng}tV1g8 z6FQ?3soKeidLTh%&`Xq{SsC!;ynBlpcPY9(oA}cXg7rdcpR;gt9hhIn!*xd@zY(9)#ly;Ea{JU7|0CXuV!%po~Tsc86fZj1KF7O*?hm9+OE;=@HUUaF@~S zQLF8k$(5$mapf0~#;H4U;lNz)lu9TN?#RO%sU3sT&^rfpL_6zS)0GcNe6XP))B|eW$pkK(D6nDu|E# zXeFV{aPAYu!}#Zr_y3eo_7oS8b~81AMPLnr*?D!?_hrW)k$ zUQ*Mt@YeNs=INQ~ruh0bix!F_zk&3;sW1%a1KOP$hcgZfi8+mwu1j=m;}^pzYfY8?+z zq~789@p!?|hCfP`#jAy!I6G4o*R@yW+VJW2%-c&kxkAC%HbDP#EV!(le9fn=pI$c5 zW`v`5DPAQ1Q^qD(sg?ScP*N%(U}P;;E2Yy}v`Ek}7QNnrEoXo9TAkHuG45qqrNzQ9 zTD5AgQi-%$$WI85>gB$iESKa!+Qum7^&|DBO6504en`3ZD`FQ!bdPutZR{yK2P|iQ zg*J;nz^Q@A;%4y=$VWTG8(Y?jFBi~n(eZ-#!L_~OHnQ^Qx%U;n0-XxUk|zkX0a+Ca zx5CY`1{=c|)F6L+I|a3cvIOLBX9Z0TAFZ@uW{*zChFPWC?R9!FMLC_E#S#fu%C_g# ztO-B(DTR5dXCU7-*Gn;yTL?~>80J+Qb`Dl19iMRG`%39z&NT5XkvtWtYN+HO3nUN8 zb$vO&f^Za06u&CX>=lpR^1`;cU4z=C*Ip*R(Azo<{bYY->=^P z7x;4*FX)DE2kJB9>G$LS!z)ak+;2btgyX9vs8QhO0HXw(*+!{IV)2?V09Efz~OGPT|V z2-eHMwN8IXL8a0|RgjhTdBb!to6a#bIAtpD&|qaE>AM4FX~RyMRE*_acqJ9-!9jK` zCs$<01{Vbr9x{#h5u><&!0_nL_CKuSzWdHE51;(=+lSG<;qQo_e0kT68*bi;9#igq z@(P3T*<+g5K7R9WU!nx6qVK7;XU0Ah?>#W`>&Jh7`NnpF&>DF81=uwk<)aeRE_v54 z$NG8RkNraeueI?*iM%a@Lqj&fh9D8ql5YfP1*y5qvVOx>x7%;t5{;&K|2Bmpm6S00 z|JkJjcAR5*|Ii?B3k?mz_(OwQ$%5tJue9U8G-(6~9BP|{$#`E*+AAU-t!Yc=o6xgw zJpX^}n+M)|_=fG@x^nx*>e=_NyYh~Lx$Pnvt!mX5*50tAM_2dE<~#5@ao!qdyA%vEG$=g{#G61xKmiG-!7P7-FSK+f`V0T8*}o{v5`my>D}9n4UUSjd z_pc?}0|_1UvJOK*{E*alqv8vSJgnCV{F8ldfoj+Aj8_T5yh~7;+}J&25-gmF8!nqz zFY|w?`x5Xrs;kktGaBv7XqP2fyCqqRWl7#-Th`d|mes*YoH(1a5JD1@eI*NIBQ$>@ zfdCHRu(rf5gqD_2NTA811yU%49bQ|YB_+*I3U0#kw8lp5ol5?#q2w;^*XP1df;YIMH*HI<|2^2>12#Xf44u+7b!Jy{^F=@B0QYxve!*9> zKn{oG3-?P0Ez$d_6U1adVCb)My4uEz5@KySk-!<(iArSxQZOj!kc(7G70Q2?Q?>>I zql&^sRMA1UG0dbYDl7UMD>W=NetfGWW^lQfK#EvFa|T5HT4CiK!fy!{F=6%8JTzKaMY>vl0{rh0bnr z@FdP?MDb@7(L!Ml^gWa-XT}i&(YEP@(?-|%Gh9!zuYTMV`*iL!n|83(JFDx1Mc$;k zqr7-dcXgtsz8_b5<0WPtlf?xZP>?=JJfYr6LaK3F&_m%SY(raZ_f+ ziTXC~D=5LMnr^?rE%xo7?aBOBJ#F9Ck*`e{1=Y5a?Ru?a_4aP{Z!_iNZjFkIw%k58 zDUI_SDjE$bJ}6Xw#c7*WY=b{?BTxn?nOp|p!UTL)|Y-gCt3XIn022X}hYV%nj zXHCjXoUu$Dw^;+}3Bo)}H)2_EdmGYS+BEs7XV?WxPsy7v1}GRa*Nm_DL4QqNu2 z=nFT18`7n%^=*HNc!rY@?kM$skR-_$WMEp=MY)Loo+gxydPHZXo=cSc{Rb zlaMniMlIf@*Q@PNYkJhDRI0pivml7kfqK3q9z-S5FUWtFW%X(}&%tgyiwPnS4xbao z2x-<=1_{zj4%uIMG8q%%kJ#e3-J7;_j7v@tS54hEgFKN52OHwr5uN02?q}Tiwahyc zz!$fy5#%v9WrQv+SpQ!@s6#@pg_Kjy$_%Y?xkC?(#gq=|OG59lJM8_9QiY3hXyh`d zQ{&$*k-C4NI}}kU9hBx%izR}~`|_GCd|S>NNxPng)sODe=;cd~yrlfrf<;;~SU#|$nng`=8olP0j; zE)qpCOGP7twp8*GK{c3f301O9d?#X^5MmuXmfLiZe8NhZR|)RRvW$C35%3i8yL6Ph z0`kdvESa{ZOTeQL6I<9YFPYAqL4qe=F4fO?<{5;9xMoBrFO~=>mxMYfsIB)BImu&( z7;%3R3o%BDfXb0Wf)OHTpOMW885?8^H^Rbq`iwSKgNH#w?CTyB8R1y2Q0$xCNgmi< z2<)ar4Y$5A7|l?R)rSI&2uN~gcJ;gzGPxQj3t*}nA#fdydL(m&8Yu|dtwavib`0xw zLdfBw{sdt)6KgQ65kjxm$OY?Bq%mqJO%H!-)R+$tYFe*u&>t`uEYO~`6sWg<&pa+0 ztA=BuAw@UbtVw1{TNE2Y6rgV<#&`jifP0J;vdMN+Ph+d4J%AzEd>|u+F93_7SR3vC% zbpWRU5(cTlPB|S;=rlSs8pzuffo<`4g*Uw2V&Tstd7n|6e+C^(<{d}!VHRHES&EW9 z-EbB|Nl!PNK^R@;$dh^qy{RF=H;m_p3&4t`ON(7f-jnotM6%j=ycTRhitzkjuoS$p zF|wu$Ty^BseW|8<7M+<8XVQPONOESqGEXb!i^SHBr`6n<-8X|ja2rHdE`R2eE1!3bhPqu*Ls=+T(B4<1G*hUDN7<>aG=(Lzre4o6sf zy3sJaFpTApk^C;e7v^AH-VK&NHSkc?mm&5mO7!k)x$bX{Asq>>ZaU1td-H|v^wONdbgVG(4Vz$ z4F)47a=Sty7zMdNf-ZG3&y>u!h4PSqElE7_zHVnxPdA>;>h9^r^W-c^Y#E`^acuqa zCS(Q13+Z(MkCx$s3*>*CQ`m3}#%sW)O!y=12Ty?hQ*UzDfcwsUv2y+O;Dx{QN)c%b ztO_Aj{N}_5oa^7**VIkiVs6qqhhP6Q#Fkm00xuCE?&Z7c81!@`LQ`}P8;MxuDi5EL zsUWO=%HLyUtu`b;gWF6dkx~lPh;w^HB+@99N_@--4Q^y1;Fy2Z@MLeElZH29Fd6g_ zx~Drg7n%nmi4VFU{z0~rU}xw2NXd{N=_@ZoLF61S0cd5T1g0d}Q5|WSInOqOd%vm9 zSzO=6WncRj*jX3$wsL=OYW}M0(Y0}H-MWMI&7VNWufBHlny|F&_3hi@s>Z2Y!HSG2 zPAw8W*S-Kr7nFZ@UqfGya}P_1+gPoSuvi=#M~DjbI7~_ft$7N_3E72bex*vZ%49m! z^Sp#Ep`su{T8xCx?TZ9xoerYNZt)op@NbZ$+rBjtDGh9OyGvvF);6D{id+^H=GEqs zT5(GuBJiGHh=t@2M_#WHJ5qm{a<~$c*70X{x@(_Q#Rf=`Btr{s;pP1ixiZ$ zr!z}m+RYW6e(NV6laAlt`PlPdD=?EAE?me}5RzgbCWQI`oHK5Lx_Bjb5(abTRL3>M zL^#^56@*KGmo09Ofy9@m2`7e+7Hr;U@_vM6{Loxd==B2r9YVPe@ z?(PuHU;al0!RM_a=peKbB3ILOCxq5WG_hWtju3x~pq~fjiU!qcX;_WAzfmL89?_* zUg>bJ-uu9vTO-TW@dVR4DeK^t{%rTE=S3H?&vLI&O9V`!YB-2VImToKL5Qyt1&B`K zNp_yW*wicvP7)`BK^zYVMnSMASV}6!j_-e@)k=ufHlVC4EM#qNNK6OWYPUQViAMSx zqq6pjrlyX%Q|WZa_|fCWP3tI<84PscDTjk*6e`u!WU%8bJ#`xW;@SM*S#mH?z{{~q z;s)O*bmks1Z}X#FKRDbaLXy<8tvgC;!l7iKPSt-| zle%_UMaB4W<74$;XG`(;E83Ga%U4&{bgJr#lc7RYyUALxEALzm zywBM?>+<;qLCO__Q5ypBtJX(qJGH6eGDtMDX2xnusz!3p zZVt_!S)DuM6qyCWxMKiVdNnfWtTzy*(^fmURSdf z5;-fv=g}gQ%~9y+Z!FY7F}Y928gK=yBs>Bg=u*#fFLCMjb^m`Wvjx1jc}zlr zsUmxzvq{6B?EV*`5TULT$}Sy|qnLI0wJPU>qiQ|)+K|%{|392h3sU(542f|tny?o` zBE_#$gZi%kLl(SnMx=v~d5Npo3c{jP>LfCjl2NjQEM;N}U6fv@?{9RdjW!RhlSvMU z#Y&$Nnow4g)#Wmo7>0j8%uH$rYvwL<3XH>yI>Fo#4{h${&TmnMAvtn>PiJfKR8?L1 z6(!uK>FN@&V?yMy{WW92xI|+GFh0}GJUepIL{hQ}Ihl%7*+lMsP_eqURvM3M$IOLr z3iV15&O#x+a9p$v!s#Y5M+hruJEYZm)rX;WEuhW)CYhn%C{us*%b^(~li4);9H1Xs z1et;31JG3Ce*nLo7n>)SddNu0E*udKHG(~C3>=Cyf}2|ccOdl|*Nm7(PRs3JwvhY~ z?;z9Cku5~p71J4aT#T{{qQs0}qg4`G!VlV>DAdBA7+$WI_V#;Zu70;{__6~wxbV=> z!l8FEF!Y0$pNfCQn3K$Rz;G!%SGNY^8E^}P=Q;?_-iDIgUu-tSnUNF8X zUVP2Nh`Tt@e}ORa{{DRE>nEthKIH314N)q(&%o+Q?CS%AOey&Ka)*pLOVbsB&q_-x zyk%#9xUcWNjQ37o-iIABGwHwZya)ES6h|7*|0s7ocL#si`pmzc@NL+)k^6eW^ozAo z_P{XCgzue$R_LC4J49D6gH~vsjg9>G@z8g7P>y}bcP}6csDgbL`|dLRXLh?s<2w6& zefMv0&4*df2#$F_`UcB6x8_01neYE6w&K1M#l$i;gPiiuSrc^1KZi~^E+QUs%7aw! zbJi*soN|Ae+3x-fIpv@E{b3V%R-wqVAOx-OjZV1$6u9JYn-4f+2b+Noww`gLR!nXe zxr58eOavn!G@ri!e)q+P+_*=8aodgDIqod@C->2%oAl|Ke`e2fUvTe|rJU!?JK!w@ zwFT}}P=vZuM2T5!B5I_JpR>`Z*rC=kP~|apG3tLmB4)AEAS?ciBn=jy&!IRQH5lv; zN329h_z~Rd%Xrnv?VVsaDV*}_`uzWI1#|x#!Lv+ zRQR~hN2CL__4C1%>1(*t-LLNerz+pubL+*l$u)OvUd_hkWn)%uECr|Nm!~Zyz=iik zbIE^2^g1YZ(m0;LFcRu|N=Yf7rL>0_=^+WO@QLvf{X_z%+wvcIwwuBUt?*qG4l&@A zu<|5dkOVKtMaTBs-S?A`Q)Z0%2|a%Cb?cWG7f%{HZelS3vin7IiDEpf=euXrUov#@ zH;;TL{Rbi<{>T66$dPAm-v97J%~Ph1dPsl#{Nn4bT~S;-p>6bJI5Lsp+Nq!C=W`MO z*Z|=oDe5x$oWxKTrXF~~pUAiF&PIiFPLkM5JxBK8u_Q#0HHrzqpl8HMQC-fXl;}~3 zL?+eds;dys%s_gS@=|X2A53HySV?1MVF7&y7X@#k|4{#}hkE~Mr1z!U za&G}q&Dt2F!C;cmQi=4TMu|yoa2X{^F|kvrv|0JXSLQ9Dz%cKe09mN{J;nXF@HZDp$+s?CTRpyR0^&zcx_}Zm6Vzw4pv!K&R6Z&!{QjT(C&#_Ozav{SaJD94dmb za5a9Sn@wpXPDxBcX(@@s?l+qaGM|4+B{$d&RDq$FwaevxnV<6CClgDYyS3V&#Sc}T zd5^^s4CHJqY;t`1&Iz31$qSBz5MRMd*Yasm(CSLmQ8<$hauQC*A1e7Y;YRb&^q5>6 zwj1@*4)xccxeu+FHK%&^)UMUGH7kyf?>`utc?5_^C7P}z~h=%9oI-(2wm!i~3l5Jy1Uu=ttI=FM|!n%7LK zUNj*w`}m&rqixH*-Luwj{OJQ7*Z;C(>B5f1h2*~|aHO)r-Lhotq#I@jWs35Nt46Q* z)ztylTir8m-hJEM6Qxsjbu7L1$_3<==XW9bD$psRB&?_}h6Ey_mz96WQJ2GBLNDJ9 zrKoB*b-BJ6Lhm6Rl>Q*EU`Q+`wXeL;{p*ddzWgU{V)W{cT`0a74;>R&6l zueg76|KL6%i+f*L^44EJ{bV7oH25W?$bPsE8&S*J_0Ziakcwqe*<)1|jcPI8vQsvJIV+V^)>b=3LSi0Z*rBKv&iH zO>%1FNRi6ys!W5k!J>5eD4@n%vIMSa*Z-Sb(lf**zF&MhmyCYp>TlqZ&D>+6ia{>f z#X7&0OW6NBhgknp+;PkI;tneIgSZ1q@y(Ds2IzTEiZ91fJOY1N<^aT40nxxZwQx5K zQj-YL=|hcD6QME~Wnw~RCU&Y+yd*!FIL;hr-YIwGf+HKK+F()G*Lr5w!*ET-kV==qH3f;O zY|K@t)5$CrleB-(L|IMy*+P+wW*L1e9h5?w@IEOm5xZ{E=|TlTnar}MAa*jDqss&) zOjJr0PG*Km_O*P|hoW3FD@c<9RSGdVfhs9Pl~=`UeMV-I_UjkJx8ATaSygE%ojdyJ z`gQBxocPo+V|2{)Wyd=2SK6a7?!D3l@AX{Y(7IqoZ1jJMhS#1+C4aKNymRuE^Vhz( z4{3LZ_jM4aQeqR^sIdYqrBW98{Y6w!FY6bX{E#NCP+&QtCI?mE=w(fMQIrDF{UVW4 z>i36AAt_p=H-$o0-A!(H!nVhHSxSUJ5<_f=n|b9?Bj!b(5c&Fx?%vdh7gkEZ)EWJ{Z;wFQ^p}y%d@)`G+ z?d?XN?Cq9{^7_j{xvd)%+>8!gl##eVl8pS}&H8^;56*t~oxgFl>#ke3s&>(srWq*< z115s0kog~-$o-sqn7fzjAz$X6;$8(#5IqeFH?;S@kDj~>>F^b}S}W1TcSqHkj7D=# zildGkYLf}^2eDJFw%ag!K<>~cV>lvpu^hLtiovg&(duLTnOG7Z_T~3x&J*%as@!!m z$7X*Emvkk}cAIPUqa#{Vf3{y3Si=IKzP3&^Bw!o zFdxLpEs*YhkGbz@{uu_BFdt^g|0^7b(&vAN>fgP2oS`1B2!+D?rx&e z@a}$mSMnGk`4Zkl_vXTTPvdXiox3N^-CIGGl1K2pdvf>m=Y@Lm)ZzNC~R%6z1msK)y?Q__^Wdw5)vC$M7oPr=G^6-Tf_}TEV?U9>JfwXXsND zxQ@D+A}Rh;xcAyEaAoHRHMH*Htd-DFy3;HXl|UJGS`t>CFd7RrCn!p=?Jl)6^K0}6 z`>!EO6Wn#z9arq0F?sb!=K=1;@soes+u9~%Mmm39uTY(@4rFqfu%OBR}nQ zqa=b9JoMDW&`Ug_QV9|)XNh73pBYr}Lno?;pdl6WQ#s&NVy#I_YT-PmyN7?x65$gY zgd!4c3fKJ><#)jzv=X4Sqc!ff$=MesjPq&rdgJ6KAD9^hRC~C{s01uaDvU*8aJ;}2 z4L3cZSyF|dp9`UX8t#Li_&E=~>%uvCMlv8{EJ&0U@Qs@vw* z6$GcP+)$;Js7*z`@sHdyx^vnU#f{?{*d0Enr*c#vK56cPW$h3{D=vTB2I=`65hYIZ zb&t^of(Ut`EVsBUl!~%gY)Xa4>-A8c)2x@$drt>TsSp)9%~D~#jWVG};CN)3R+H_t zKB|y-y@cdMAmE6eA_%kQgu@ZDKrHexsc#U6mobaA{0Tk!5`KJ%hln=XAFh zE~T3a<8{cF-THqhmXP5LF2m8La)X6=Avq)?2g^*qK}K$TU|aK=*7&3mbJvdS zS=6|ta+sR(uWkTGB zLfkCAgYJU#+(0yg`8-XhAn0Ml(J3YcIXYFFN!L=fkfYPiG~~5(Iuk98m7Z>lsWT#} zt-*!5w2%KT9$=-BW~%8@MrduS3zXNo(y@|2EO4T{yk*4E=H|wuO&EY-;z6)&@_8l$ zxBBvIgUH|%k|uw;i_$X&g$aVvjf6?clp<3QL?}%10L;YHi!ve%oBzA{4uK{-`{okv zgRhgr1k(3m#!D?UEVPQ?F4FIOC!=Ql5@V>I&HnFU!j0Pf^`6_PmEXa~FOG)^A|5msdmGE7-8=8Z-R9}LFMK$8=(CQ%L13A|&d zk}(z|pbmc-NF-we3FcJn!~ncGfbxvN@XkmTD4Cu@-B>SajpEjWq^P~PP^Bykac_j| zN--_t{?WlnX|d8C;{F*zO_D-D^)V2ADIPD=dE?oC$Gm*ABX9hJ8U4ZRVY0pUXv;e> zuU;OF%C){yQi`v$FOXHJcRLlOwn2;ph>@&J3v6H>+KCmU`(+j|GD@VmP90p}Am z8ZM1~sa3eB;wt#trZz~WHoM8^vl%54Te7H#Dz-)Z{zSqC#Nx8Ds;JEtg)}SlJ=cE< zzws;Kf9_WbKdTgB;1t?ot&kiEy+&cjjlvTGFM7&@S!hRz+r0`ca)gGIe1{ycG-Ghg z?(%9a4xsU;YkD7zMne|v8Mi~CG_KvO(^PVwI6|d~`+gh`yY=FYQK?7e5AWO>_iD5j zDjHQ(jeFs5ibp8SjIA!+daM$({glK`NmvDa)A=XG9 zb2?3uV{%==F%yshnZ-$dp^cq^A_Ec@oFOxSo)&=+>2^>_H+p1|2sb=Nm(a5mE%^F4 z9qHV?0rYc|=G?M!KI^Kx_2nOfUT)sp_3b14GTbWewaG@xcV6FAm9bmfCEt558(NeT88j?2rb-S z263!b6#p^z=YRj3`^%3{JpAx0qTcLL?mg}p7ztX)g6xOf`LDhLVu)dsQE?DIDYgln z-VlbpO-+T34SU0V5z1BA=hVp*I>JWcSdA$^VY=sHF zQHh=-iHWJwoxpCRB!HhWfB;26y1yP!B%!FP(i)vvVGqP(a_(bSK}6vUr;3+1%OtcR z7*}xf6n?+eWO~?CQl&^a!Q$18t+{H zR^{ko758kQBx!JZ8Bshgwv{%2&85gItK)tuUXW;;Th;rADt6ps^TQ(|o&tp^dlX?- zbK$JW0e$omqL?+5l!SD0kH>7bQG25yy=|{iCqmEEg8$&=3hBh?fGyX%8uCD{g(Efe zWC1g;zmWl`Ke%l5jdzD9w~v}rz5KNsr{B|6HA@s}Z=A5Hp>64$`SDeMZ{Ilm?TNLZ z^4c}GZ%faZRGFB)cGT*}=M*@&3zKGt8dtTBUN*LI(b~3akIr|PfgY~7@4{Jn9DW+D zja6&*`t|mLJ}X5LeSjkH=D>e&jg@W*q&iB-xP>-GZZGiLxkj4&yZ=ytTNQq{&1T%F z(k$w}>c)2aE>kS202>s4MP8fLxFxXX?cSdqHXE-tm(ad=TxtkTnw5PmHNWzjr4#Sn zM6S9r9V?>X`^I3$%q-67_PRo|DP5XYPrK zY$YKDct8&o{VMXk$A0tGFGW)(ObLqPaVmDjD34Ch ztqVW=x@dWJ-U03vN)uTVMgWLAH-GhLE^q5uxbhegU=76*v)Kbm`eKyV)#uS^)qR?w zoySi?LN<){`pj0TN_i9XlK~fBfQw#_0)@G&#JHHAILMsEpg$_Tiqe6&a zkU1i!rcGymZ!=l#j>fvw)aypojWVldJu++Yx*ebFtzTxBi5uGHKR7)#qT#w7c4}7x z^FMTb34B!L)%RUz-}imr_kEH~GIKN8H?lw=!2}W#NWv<+?38fv6s;ywF^(|I&`JU&_On}nw7s=><5GQ9p|8t&mpEI>*e$wNJHdG9C z_tdAe#QvR6JoGGDbIM2`_g33GnxCLQzH5AJ)qDHO9FPwoJ|v3-D2>l%wVIANRT@-z zOoa#|2Y3=BeGpeoYof$WG~&FT&#R`T}4ECwakUq{1Ck4tGIL(M8SF zjHbuwj{tl6>e+MF&nj(cJH%|pv@;n%f;4HR59zevOJzO4m#B*DK@WiwSeGQ1Dz0(I zT(MHw>S<{k}&!zWM7-8#d5?->1(CdIkp$%%pvH|7dAt#llz5Em?Z} z$dWJKT(V&N>8Gn3C+2s}{2GlexuvGz9oY3U(Y3@%K$RC{C>teXA8;6S5^el|N+R$b zM7&}^5}X+aCX<7KPc51@2KSAE2iC+E5q1j-bBTZ91?xCK`TXXxWB; zJ(us#-C8+7jq%;yc>8V7tflwVx1nS4g{!F`BkStf>Y&fq*0AD#zr=TMJo@l6Xyz4@ zBQK#t(X&5${+`8EzpWUE?`nK_-;dkNQU+c;04%5vSWpacQi_<;px0}Tm{mOgL7{|$ zlE+vGQnVVzaB{!_imnR`MP2Gpvu`$knRKdr!6X~Eql21wUNBYltYH3Avj<0wwfdr= z3~lPD?XddQl2F1sy1Z6?%X7r~C0?HmOK_*!h^;G^%+IZ%|Gg~8SjfWmftK2>&kYXh znlklwZR?{uffn{({X162+>>WQER+OPI$YTitqR8k67Dgc7*c-WJcEIl;A2mJmgG)tEt%|C>-^UCb#P165M7HM zW~k63R!WLvdI|4gK3}LgrWFex<`_!W8HU7^$Y8EAOcyt6$;&ihhXDnfEz7^VF=kgQ z(~-KWsPa*Uph{+2=ra$$Jjm;R;~491n~%M_D8i7#Oi|H2gb>)G6Ujgiu{-s~zyZBV zmO7|_i|M4~5rG5-0I0uW7>JkDXfNG0#b{A2V_uo@;Nm6kY%9u|-hf+DCn{6w4CaRF z%DG$Gvn^`D%cquY*!{`w4m|JF-!2hKi4@%geEU^#d7?BVJcA zZ)Q(@MV3ItPaJ%l{{E{~ziA2uoUAC$OIGM-GRV2kndjQgzJ`PAvx4N!JMQrRd{`^Iq z3$*QBx%Pl!{$t}azr7%TGJ_ahHh+n!zIDc&K<|->!9(pq?5+NR?z|(NkGOK#hG_q` ztk(4Fp#{A&g0qKLL zk^0vsM&GMz#n=s~#E|G-_^*ZZ=9MF+&2`;?lJwQTlkYG$Z-BU@lBih6*lw};m_=;U zsSv3Of@L_n8vi5)Nhpqhr>$xc$!3a9Hw$Bz(1jcpRB`;wHy`svcqpc~`|8`rw$EAb zCHWXX^~&Bo?JSvpFTzJz)pu{HmhkU=;zP7;JZ!_GvHqbu_I&5{b?BqfBYt!@{mRd< ze^fO)i0IdUyZHAP=0ntD0#U~SY_=WAQI>{=<~&eSOzH86!bfTlgq2d6%~rjH&*QO< zh#2DqwtF7bOHkdHVD(sfBMKL&7iXoI9u=XE!@F+PY&hS455NW6L|*f9m)qsG!%Y^@ zE}-wBABZhBl~%5_d91a$HJ#=#2;*ulZ)l`Gmk66YjVvQqVXSC$*2^qfxk@e8$0N0k zD`)tt15z`aw|K0s{9__>)gttVo%e5bi{;^%fBrm?G1R#>cgL0*t>C1OrKp+}>K)oY zn9}oot^VHI5_n0AAeLw}0UwtW2KAO>R&f!J zlqGQqzDSw7t4Nm{18iM$Wmx#AWa^Zx1hLf2rWp8DbO>l(=*PxbQmRyol$Hu_ZNqJ? zUZcWeR*N)2$?zQ+sBN~sedqSak4&`Gr)rdGvA;8aP<0r4;a?~x*RB*MDF0Y5pX1E; zbnKx2xN$!!IGbhk{_drZF8*dgol(VR{eZf!yqV`Iz?B0atPrKKi>)>}8^ct-113rI zph^Wa%swJgUE_;!>GLs|XjtqUf;8|Hd-uIlr65 z8#_IJ(J~sj^Rt7uZew$IJxA9`>zW3R%&)GV{Sv0%sX5H0u z0$e<`pnN^oe}Dy9 zfVqCU1TBXkkpD_31Vm5wbWas8uUu!;gkzU~C*HojcSpmL$54;w&Uf}5e$qJm(2A#) zK0h+EXWP@MJ4kJGMs@e@_AP6$i?jZ`?#CPSR@z1SCjYu^@7DPG)eGzn&e9jgXZC&Z z<<#A3iQeVZkDgw)ayyr)Cg~M~6X?K-m?^PEESJe7M>G-^%V>mA33ec+b2|$GaK!F^ zPNh@D`@jLg#hatqahW_$Xol&1k6PmgjGi&BNbl5Fv{Xcrl{KyfbLHI6ANeW1f9=#q z^p$r{hrjju>xE;d2kqSz{(w#X(6c}K1brCoD$xS(1&YC%A?EdXoJWExlUOR|3t5Qv z2(BzAs%fBFyoKM*6b=k&^7!@j<8_&Tyi`7>v3CcL%a>C_!# z0DL%t73peiM?(e0SV0$|2eOnRE<{D~5$ypnK%s02rf1q6Q1wpSE-$Z?g2~i>C1;oE zl@$;7ML4P-Kl-*~&yVjMez1M_r3dOan(Y`lF=y1&rCfL1xTbmOHQXje(`FjVo3Ol&y7E#^mfc`IsV zPapjNK#a$&WU<~V(nIW^U&bnbW7{v@_xN*lyPmjs63x<{J@2oLw+9wJcne;^so&Rg z;OhS4kFGd(Y&>xX@xYaXGv+&PM@8HAmTve)*O4!S-*2S&LK2aGDV2T6XFPvFVUsrmXZnVu@UP^1vBO$PJEVWCQ}`SUF`7@XHO z2hA#uK*%N0Idd?7lFR3Cm6nhVJMXqoIdw==e@9(ftI!JQKua9e}u0`2- z>*}?})Xdc2R{O5)znDG#z<`&p4_LKb^T!wT=pJKhqW-3Tdz%ueiKVNv^LCH-#p1K8 zZ3~CqOh&?8x7NDrYV%IZtfBEmLmoi!w*c0K6sHg$#S{7be!^t1pVI zH~7Zv9g;wQrX#vz_Y2SVO&nSjTeb9-O;-HRg;?CyFjh}3=&Cgd1j+8jRM+0o3a9Cp zv8JG6)0W+PhsfxR@yyVQ(Gg&a-M|j&NEERFtnQ;^T8C1}+cBKL_(R_tuI31(YJ1YXtMe!5p`U#HM~*h=NH49}RYf^u zf@<_nZ`nr21}%5dm*Ks*PhI_#^b$uAKBygq2p0qlfe=G*E}KNcXX78hX)hF1j?jrw zsaBSxbbs*4jqDC`xI&?z4!{|Sp>le3}F#S_=5|jpF@j3`_*=0J9gpFA-dzxp^`PTo+5jZ zMx>H5vJ?uV(PZ+bk(z=rueB1<#;hwW;>QYq!l;F@kQi`0nY!{)420bnJb8g+pv+#6 z>qbpVqP4p)x7|eE_;<{``V4|hTUk#96FN3amk803NJ2wm1dEU?dw=omqi>E%F@nHx zl+?z<^mrtxAxKRkf<83w^t|zR#?eirTr4qDxv!tfP3V96gkZFct#uq|ZnH?n*0Ej}xeRb1s5x=k6{QW(*zrLZ0 zrHuvA3&FUCh1y!z^|q{NaWd?@8cJw?S?I;B-`h@A-uB8)YnlG<`L#T$V?<2adhIhvrATxy2J&EOV4^0 zP;LXk>T;>a3%+EPrRa@eIQYj7{=gM$<(&^eEiwSaz#pKU>$lQ@pChyF546pHd3N?I zUEk`K8La^u`a7yhAx%#t`=0JQ*LYWBc1upJs-V!9tpSHizwqp+2vuTMxTtmNf9SuV z63l?gGo1+oC!go}-Ijsu_v!6#plZyAYUq!qF3^8@4PE(a<2++327W@I3iUM8pH6*D z{{wRC1~Fg?aNCPCQ9gkq**>d((Cf+1cWA72v~dtzeQKjy3_@Y3oQT) zb?q5SV6^3jDT^+r1o&TVBGqsb0l#+q2cj`r%qOKxDk94Z>0ks;!%81W40H8z2?EpD zL(!Pp+3wU^WGr_GJz|dQB(a*NmKG~2@m9stE?VtNCOYOg)alBkSL+FX()|XX!=}*p zjw}k+?Wl|Af_638o9Bf^N@1v`v9;BfT2bMOISpcyhs@_WW{o5_b7XuhNH59tRyhO| z#WA>yqw6*&Z5`d+%^8K!$pP=lbT*B3?fwU;`EQQ2^+jbw9>jyOtCtA_K81vl3{v|t z;vp0#M&nqZv@6%Zu#2b>Rp5A^eRxYScZ!TFnIpNxg7B`wftJKl1%Fd;_ z2b*tOHkRsG-Qh+tMIuSR@!`9J-Iep|T+UWIhGHSgD|0o>t2}&vRMOl!Mj2<_@~|yp z7NMBAea8sBv$iW{6jA8!$nnKJEuLHlb9?>HtC#Ut0lzLJ1fSaCo+i{M4Jb;SvjP@R zDx^};87;$L@d4Xd7==>~(4Wg&UWzpn08C5m?Gj2D9~%ym#-HaEn7hoNhnNQ+7+-2jb-j1&5+`EV4tvip8Idhd2Mnh#^X79bXZK)nvXy!qC!a; z>Z!KU&^&+R4DRc%Ngb7LwCk~N`g_*5L5i1vZ&7l856G=XB>W=!9)_ua@=o!Hg3%(o zC_ha|UQ{3#Fa;nQ$z8Z4`GN^GP*vp}Y792LK}lBhwf9zd!WuS+#XNn~gW}CBZPZV< zkb8ddi+{f&l31x4^cVK1RAbf3IQ9G~K@DY>iYRF7fF3pnNN@yM{5?cVD1gz&!1o-| zMkr2y^bcQL04-*OU{ThYg&s>+q1#ebsI){|MJz&|E>u{o1&hU0Fk1psfOgho!xW#P z{N{KGEDjA%U6{IXi7A%Zs+bzMI}kbJ^z8r0?WGNBH|Bd0j1AXMq86oqp2j&i&cc&@ zGg@5BcbhBvJ7=~wqO9%jnG*^vQE#6wEaOQdf^zuxt zT@KNM)S9hEgUfa{s4&c(o8hJ>vb9!;nE5}T5?pDi(xjFGB@|^(JPBliqm`12j%Yv@|WlfI*X>DwO|F*k}n{ZYeN2_c&r4)d#Sh$^#3Qs zvfY&B&j54gCx|EMW-l-ynZGF!=x+)Z4d{BKVl@@T9G%_O>1$ol>cmvBNQq!Y^lM`EBT$66t@e+NXqhXY4UYIp_n}#d4 z-zCd#dt)bzDXn{6Teo_b6&_U+|W`4tazuX=n*;sT&*n4U#!2UPiyYGlTL%ZP(e zO(y)+z)@ck`L)*QIWG*S=_!~GCgm3uP)ADeubcw=H2#lCvcLi_$h2-s+JONFQ2(DG z_Iho|iq(-@T1+6*+s~dQwW%mw<&SFFAiAbdycOz##Hit}M)%1#>ozSgeU-|0J!j5bh9hkeOPW#SVZ=Hq4 zT8anwHvs2BB!7Z05U2sqC!D^EAeBfa5n})_Oo`0}lf?ky6(T?d0x5@acmQYzOVIF( zOVjyKrDE7pEA4Pc=YMf&z&-jj2>6linf>W(#df~N>@^r$C_mqn@Xh~z2lm1=C{SzXX5GqNa3(43{O&~G`D z4h2coktT)Iq5H{swL>Adl64eMX;1l4HtO}JY!ZT^SVo1yXJnq{rdx?UfX67}f5{st z*kq&+aCAbWFKFQ_k0&fPdd@TDIM7SwrDC7w+Hf^Ua_IGp+_*x28XE}p4XtbS=7s9z#D&PfW2U6YI%Wgc0yqibFs zKTLn=a;BR38h+!(n&J8M>wlK$WL&(1Z-~027HMu~RPleN9-`7&g z{q<+K=<6hZ{x-J%2)gBI`nU8SpP|1zdi3VcWRU>9ad-#{aCh-D;m3hbWojN2>HvkU z24W%jIR4jPfRAQAmfrmgYD67R)4RU@-BE~l@(4l(NGW0fSk*@Hk%GZu`#^6Aejqwc z2qpyuAX>q6CW}UjgKy=@x8fNo#v<%iXRHXRQ>k))xzJ&Dn|0EoJYJ|qjP4)4C(*QS zc4Ybc^pD=6=b%Z#V6*d&{;|8eJw9^ZpgpOoA%*_go!GAe^_qYa&BPGHc>cv`t*vncTQ$ zp;>8^@$i}&QtY4I0r^%1U1%=Uy_|aRY=U5a5tgCOd28y-oErDaROjl>uz`y${LayI zM_7qXeF0Kisvfl5y;m3O;4X3mYz+B=dmTIh=IxYm-H8Fgl>svW_u z*~8Uy?j5f*n@|zprEvAH8F4u)r6Xxxov}+}GJ7qsi+> z|BC0{<^Fj2ZBXkoQ8k%Jqn+wdR){`-C9rypTIqVe;KR;UT@{L5JYFO#MIR8Tj7lk6 zXf&CPCZT@dj#oCm`~x?Br7z+Ks;TCRyt6u|K9A3fz8k#d&H=2_*T~pvHOUhzW%flI z?%caOv-SAO_!Hk;^$6gq@9HJe3b^ti;Yn}7_bQ-VgjfMG(ZLiTm{b=u@C7Y@AlES! zXP9C``()fJj>5J@dC0BQ$w^~+u{EIOVHis&;PTK1O)eF8u@F5eP&osc;MC^(RemKQ zHV5q@QkugR&PuPq?-+gehsW!&qtWJ+U)9FW<#3+2yZNiXqC8B93d8jg9g$-udH%sZ z2dK^=xyi~x1*9-lNJHWY#0ma?LspQ&_rwLs8StJBVFUCR1pdgq)_#hYx=(oV>46f> z)*@3%;8);#9F2pr0yx`^4B{X20iK<@{Fu}x$7H6kMTEX2v<0<%*k1rKl#AIO!&o@L z8iW8{tnwITON8htkuDTXTBn{6;}h{2rmwD`9KaGk))ds>xg05VQ31S!|w4k)@Jk_Ko*!PG^6sXPayw*mrod5tN_>q@=pnU1+RrGa~C`o zML`a^mlk9{?N%I61g<16v&JeK;dIO)(?vCsqOi;8kIO&v007u2K<^XUEV8C~ z%h#-q@eLX=PaAZI=z4*F$!pT+ZQ5@ttu~(psuXqEENk}NpF;!De8eVB5P(fNzh&v3 z{dZ>*>sJhD6-EUQtEpj&Oci6_T8;iX+Z|EkIT-P`14RET20_*#o)Z@R8BmUMUqWPL z;+$Lz0dp3V;zdLshrl>DU4_GgKcYNtR&Fhnn<&K*zY-)SN@r$&sT4-Xhvp3>*6;MT zjc?xH*0~`z+&`5iRU1^-)Z23QzRg#fMr%#a zJT`pdTRR5gPD_JwYGp->!DSPf!d9tO5^o7B2fKq_v_3l;>}p8NU3dFk)Y1u!t^wXs zy#{dE3ebxkNg?ikNy|kLOeCjlE`;Sfrx3yFAa;gTs)QkzpblVm0pq13_TpJF1P;?D zZO-^Lrc1ydy&#GY_V(7 zE}iJdb?oZ?O2e~{-+T3q6-JxLCMLNoA`+uCa)XqE)(gIW?oW*eyXz*Net+qb#hEqF zl=THTNh9q@XfkmTpk>KRDVN5SJ?DYyYCdCv{IJf*%XL_8nxX%yCHD=wEad{g9(tqp zvKanD5%*?AiEdD6etAr)5b_Oiw-EKk>HGMymafdgS$U|%(5(}FXn&^hW}UIFSFO&S z>u=L44KfaY1_bc?)Y4#geY}6|?z{3!C$ejwEZHo61=y?w&NrV@p0iqU?>PzV_8}IF z{tx(d-98!fqyjS(RV+i(#mO{@^_no8rSmKihCjaMFS}=KnCVyevc6fD_HW-kHIroZ z&x`i;&JNS$wo_}<*-U!L{24!Ay(T<&M|b6>O>5(S<7;mnqaV`MIF^kn0}YXXp|1Sg zRJJiSayO(^PcJ9V0$LMD8xlC_cGU;ZnLxP-JuFl5u=@Y>Fd2M`{Xc!I*rhJcpQhE* zBXl=-8FaENjxR|L4bF?N-Qj5++j4jNjN76M+Vv@eB~sPB?Ug&;eGfLdZn0}uZOD$! ztglLcXybfk`;4kZKuek(sU=x!#HRVIVI*gK`sm=~kzMl`XWRbe_Jdc?-aC{)7f$FS z0l%iflrmLR$^7jrpI?u*Rxb5**C+bc-M+u}=e6yg#-=V zMMJeqUltH#Xz)llz$ zPh7o>J;-zpeTa9`ebMtOAz=z#=_H1EVUttLn`S*155wMJX^!)nWnRa5I+cL;8UtRj z<ZBf`w{OY}FcgrVRLJC8)-fLa3 zdh6!ZVUC#Pc3}0)J%L(!CBA{7)dr$}qxqr*(rPWy%5+U6A9GI=qT;mSb(9vX)AAHT zN>)5lf%@1GeJi?1+qvrD1-gh_EAZ%|9W_yjxi24R5T<>Ns{QR_qIas!s@frws|7q;k2cGY#<2B5qPCm69`XT4U0G1}`^%Fd6%S z-ysMr-Eu+PB*@aS4|EqcUbG;_p4`*+gOS6pFI+q!Ggu6udX_sq5mQ67r=#5uY)B)O z%FJqEIALmNtgG&1`G+wsy0**gtpQ4$NTr&b@1TcqQS-n!{?w zhL%vZ>lb$FvQ_4ETkl|q=3)DP6Fs^Xu_sON+^GmCpiYAHW?~QEJ&Lp-@yT!@ zdYTZQbgFa}=WLMi{23jLcYGd?JR>QJpmcpG6G0dm+{BuC`a&qEwrTwFAM>~%&fsW+ zfR|y+3-Hy^;%xzZi59#*zJ41_Z8KK8xJtQzZ;Uu_`u{QZC2&n$Y5Vto+$DR+z5q!` zNJt2TKoST$gdL)hMG!<3K|~RYB5GCCs+4i5+SbSwY9dG%XiLA!lKUi|Nro3LV$bE`=0l_+j-7&p98%xR!`5GU*kzs zWf$cx$d0zhY4M%uUTsi+EN4Zss-;qupkQx(I2h_;l$P3Qg>tD{%q0qm)RH*~)kUs` z75&=_I~P?H>+>pRBJbgVUjElm18JDe!?y^94(0(gsSYH!MiX-}N)_6+LMPr3bTL@c zfbmV83AM`@W_NO-Lqzdg+O4HdO@wtyuBXl^&sw;nwrOBqYCY9|xwNe(!djMzR&`qI zwizwI_NCz08)qmjZoM|e?$jGSg;VTh-P01(+An6$p5ZgP><+!bQ&?`z@0?~+t3F3h zR)#XnC%?ojSllUL)UaBmihxNz`vhjOn8IG4=})+l#S;@NH^T2S&O8L+4f#WNIzhUc z8fGLtxPs4n@Q6Hrr${BzXtdIOnV?ohA8qFeIfOGaWpT+{nN=>;(g)&ZCg3ceN*-a& zs!XGo(6bYY+%{QGaoN=1Zt_iv3pHGVxlUwdW~L71pM@i`k?d0nxm+}a5y-{{%tN7o z${Z0MUu9#*A;^0SZQO&&Tz9)OMmi#C-s|%hb;{r(ljX>NOmO`ayX&TU6U%3aWoBD) zYI0|*Pug{1uYd=apov*twNt0Wmshhm-}m(`?TDVca^r(7(Ln=qdz0iX)wab&TmO`j zlU=%GYZ3S%(BrBKd%j?rp-7ZtK?FEi17$A85>KSMTq&cO$ev_Usc=+%4z43J@nf)h zxe?wkWB{>$A?G1YbDPIyMeTvHb7y0#C#;4D7HBu6MDZf{X}CfrPqHV<(hXB;o01dL zV)$e}SHPq6ZA+Fkq#Jema!aI#>5?mT1$;6Eimzf`ZhzXl1NLQe-U6 zjEzk%)XVhrQ>krcbBb%`nn!x!f_}0~pX{cK_`fpYf@ik_~ zl8%YZ(Bfc`sTm^Km==>k;V>)$<%nZV)ew4n5_B6!knJFDn_zI;RC>CLG(Z1RLb?D% z858DjIoZ3Ry72c~cFo}kBJEZYFii8bdfjo6T)}haJ_FVBZ6?Z-^}q-J8pWQ*Pd-h* z_%{B3T~38nN_p;lFz>lvEL+%?mV#!)0JDT=;fyq5zJZ#W+Ou#1rjcBa0A^~AA(ag) zC1Y|>O=2|ej{|WrXu5;~0XrZacYBv-JJ%(v^BIT=GiPfV3^!$&FjXp79yNyHCfNwi zG-i^hsRL`{5QaOC!X?sZl~NTgm1tw))IMu}p{LBAUTW7#ggFf*>8a_lPOEb|q2))J zl07wP(H4_Q1%J~VHN{r!DYlt&l%go5RKN!OoSEfW8QG@PIC~wT<0~|Yg>%8@wQFZ) z7$N{)jhH34X|X^iZ0X_rB{-lLEYtI&Vlsw?9;@LgE~y=g0XtQd?6lrn!8nXBiLGA z2Ne`&#)EyHF%{`3m`7Pc2yZNyZ$gzYi6w3}IIXdIgG{Q^$3^=R%gekrQ)+@i!j&tP zN;!ARs_8ahcME~m*hc^GV#SJibybyriK>D~=dARKr&vQk;a^i6$5F7uYZIIiY}8VfOCMcV|7-nKiR++n{SJMJ($sURs&BZ9RV7xxaJnp;g6y(R$iSr2qqv zTD*&j3f3&1sZVC-&g-wNpY`v52X;!LxT)o-t&cV?+suM?E2n$NgG_8sJcgyB4IjQi zr;8q9OY8*C{5rJO2#kjkPS@C?X4ohwCh-r#Jl*Et0c%#Mp^rp^KXsv)Nj|Qdv%K%& z^=^qxbC4_L$}7?cz=@E5N9rW8r3oUVB;A*vY08?Os>WerleuC^oAn#wkm12+2hX0W zT=e#=h$wNzYi%um?08^rN3MaJWQVh!l4p!Cw>-bzcf7sf;yZ8E23cvkDFXW00?c*> zONC-YIPJNgTQnw}L@X8#DN#J7kdFMFzQl5$ZOevrWovIC621{60^68#UWS(gSWAkn)nfDZ{|r+j0mLub~A^^CQ=;k zw&@-)RJd*Xj*>u6T2+)eHZ7wdr8rSG3kF6dju+0&)kYhfTS~M=`eKn@LZt^zn%p*v zJjtEg+yiaTN7s^nFTfd7V#!$4V9Z6OjLE+*vd@s{Aw^#1y0#;C#%$BO$1Vt3#W08eV)UCX4+qu_|Nm~tR0 zT8kVvSHPh#gvrbQ@NziqomfcXp+XWbQTvwOTSN+fgEeH#z2&1<8LS?0?3vMFGM@a1 z;gCx>g9%9KAfk;s4POcM74~V;F(AD%hHVGQpf6=4g05(tqVeeI_fzvRj zOe8OVV^Ns(41B9TDO5=0ayG1B9H%(f*m~+3E3_@e5V!zlukv0RH^9)ieWy%WzW$DX zO?O(PHd?o#Ee(to;v^vR-7yk;_H05NhJD(5Ti zyy$$nd&{!)r5&>#GCZ>B)4HBLji#)JUp`UuJWru_(_f}{zT36w;Rkc(Et@;%LRylu zYH?>n!jq8RHwS7>$HXt&YCJc%c)2 z7?yAaz#_#lxf+BK5RE=`fSbX#|Nk?WoxJwj_M;tTYg-?GWzi?kwhdMF>z2=bXw%V` z8@8UAzIegRb+N?J-_K27)mXW_&KjXQxV-(jIY!+_b843_@7=I~nzC~0%=Wp>7=sA^ zl&U6AV|+|@g3D&%7cH1WnQMUW zsA~K&OPMcKxe(i@MF-GC0}M9&UF`g6kJuICoxMWf6TBF0bpROij$S{ zloDE8VwZEdB06seJvV~OmD@|`sl`bOxxE;i0UN<@z%vwIq|K_j^BZ55UgY(n_h890 zKw5aGfOxl+{=*9TfG;aX?DdL&HQAL!9rON96LAP3-$%csEfTDKiez9YfW5g&B&xvd{lol^LnAP+qUJX#;(l?pZK1mFM+;a&%g;(cl14^e0wl zWHuCEXscfg=75#m^(M*-W6QeHYvdAA!#tzX>)|D7{(=dlpU7ku7+p?r3~-r9rJ~cs z52sWnjL#?K(9!D#tN}87tN{7c%VOr}4K%Dwgy_A2%5O{fEGoiTPxi2(B@;f(?M@>s z!j>a#P1{O=4^*^&EwAi}I=t&Shd%>l5|RipkTM8x92OIiCt+qt4P#Mo^e03S z5&ThE2$hR+*$|SNSryDvA7dvSnhYO|Cq@oLHa7G=zIjJ~L*(Oys^s-l5*a^q31PJ0^xBkq%&n1T>&XmsnvL z)*^K#jVcf_Ku{|}nJ9UQLbyH_IwJVP*amD6ER9qPnAI5A!&GHS?CP6`kKJCQRMQ8&Gqdfozxv;ON0pJA5gU?j8q~82)1hcA zA|nUXVjUFD!)1wvbvhz?n1>XOsZ{b&BBbzS*F+$Hbg20jdY%GY9)@stkeLQHS+wE( zo^Nig{d&)m1MMC%khpJO&7PT$^E=zSwhDi{su@H8^0`}E3%lQVne*F|<+Wh?3ww_| ziE3@A{&s2r#t;?eJcfy(<~>53OZruMgr)<;}uM5%|M>R zK0T~|Yy-Id)rwrJf}2D8gJ z#*QK_4rGp!%uvVOP39zsv-2bPkJ;@F+5w|~P-1d`8pGz^^;z(tKa&F)%$q;qHNRBT zv%~nni}jv1pIs$RDx$5qHigXY$xf`AWs=y?_lXK|N>Nt&s&YmlA@!)Lhy_&Jj5)1~ zX6SM&I&0~&%8X!y%l3limL)l{<|+ABx;p%6ZaJ7TZ&gXGw;`RbW)$e1pj1Inn-qY5 z+Dyf!9J5GYhsjh7mP|@dz+_S|nus)HyktW9jDz|VNBLoS;#cc&KhUT8??o*$Fgj-t zwLGR7;(l5PZ8j)_KZ6xjd~SkL>Gq^p%B!5R$ubLhtuNMfK2|792+6dxW_ey@R91S5 zhOWFPJx*4WEBKP{zTy{ zr6UV%a$XYDbxj1fthT|IH1uKL)g8a;cCV`6vaPqz)!ZB(bphrcLMHc^M(p;M+u@=- zN*3o>CG_>cxm#V}>E2%V`|n(T{zFVLEp*DFxBST>4i0U8s0stAR884+ej9cg;fls`dz2Vm;r}>-w9tlkruyM zZ@Ltx*V;rF$yHub=w*Jnp6}u6f2>sAAAgJo*~iB5#~b#D zC45T~*q+hi_4vO`*bjkIB_~u~bKT zz5J>S`WEeCM4#q`N z$z)@ifT<I0@pp6+KXQZMZBzkA~0lkIbt)n9jcW7 z%WAQ#=pkh8dDz|4-8oc$(heRzg&3o-*PxDGC*NW) z!HFIjn+uBq76@aF^GSf<#@%7O@#StO+B2DqIev}g-}xJ18ToH@jDL`-X8Kr=+XB$K(F5*!>DT9!_)p&W%OZKR{9OiZ7V z+at163ArVz<-2;acRV5Q=d8kg^xtOMZSepZZ}nn-{LV~Uj8P7}DGe)&=|6XgV%usK zHq5Yayr%xtiTScQ^l2@oDSUl!9#no!XanPr}4r@;f76;>m zT&_ajNHHpSSyxy8YR8Jf)*|{^_u`f9QY|LGrQGI>Taqvvu?T-}1e z)%NBqjfXemrSnShRrG+ua`JrWviF-z&^K2wMGK|N1QUNK2UIY39qIzQE&g~j6*b<1 zV55WF`pE~m$B?v0UB=L84B@e=T)-t`XmutLc9P91g5U)%o}I-lDVKm$y#-JnO|&f< z+$CsmcXxLS?(R--cNipC2oNB+ySv+my9al7cZbJ+&b?LdR_&VUp4rp8XSY;W%UUOK zYGLVru3-rcIPuT^g77<1`N0HAiWNoBmv$Lj{wyjni75x00MX+JjfsxX*cZngm1e#*y z(_mnYh;BlllP~84bWT+46fd%K?!L?_R*eZkS5X^1BaNq&En}%wfsM=4Dq>dhegqqS z;Sg{d-@1E>k?(Kwn~^DP9U;9UidP;3tf1O6>7Vnnq>iK-sT?bf>X}Iw%z{noX?1!S z=s@~#XN@^YBt4@MJ=VIxL=A#rmt0aSlCxwglj|* zIvjxm|I|yQUjX1ZANtcvUNPb^Wd3MLl@GX|Q|GE~&s`od4`v8~TFN+y% z>PjEIQVtpE;#W**9E&%cX7Lc|kbr<5O`j{EI_k7LJRVxBsj-wpJ|?~;O3@nlB4?w- zYe9)bMgA+_I0Je(7FXE(297aIEDC;L^eLii!N;sx?vF~sIr80p_gY-+t8{Moz%H;l zkA`E zUu;^z$Z@@=&Xwyqe(M2VOz2|k4F4SAmdMxq*(Pw!F9u45+XWXJ{|FH=>mwIL-gIz1 zw?5}UsDsQ6=+~8ItZ&nwSXUW7q65k`LpwA;mdIoR3uYpwMamDt9F4G}KHiS#sgzLl zB5A?;oZV`qmW!I4r3Wt3`^D&NYw*NvL6czHecD!b2C&$l>r_Y0(GB&(& z%5*Opf=lT|OxWt0j6#A%)xSvOTYGPcDv zMr3+xhMUbIFWAP?v8gK(<}1}Ua_?*0XVN|X%HWBD>Z@Q8_3hgUVdSA_jd4Gkm9R^k zx(LK^rOmNW-SEQMN^@h-KJe#+0EboTN}IS*5C%9~1a0z$6$`Ww|G9rABPPQMk0hUqW@i*;rXzVWE5 z6eFS3JhLbzCFHRl!Djub$&fJ-V$1waZ!hd69Wszd8Sw1(4{3%Tj2MV zI&;9i#4)?!zd%*#6>W22MkRitw->cHJxNz5D=vIt+RC5`@(t_!oi^VD{gH*`V|(}> zQf=^tzg!8mZ2v0^@1TiT>T9s?hVXGQ_zw#93P*l)0*PzxK1b3O%R?lE+^7U6(4R_iEyze{ckI(+2AfTi3_D*UzwSgJ|Cgjj}}i)CEP2$D3T(~mnAHn zr1$z;f+h7a?j2d;{<%VBs;vC&^Ym$udKBePe01X71}}9T)aAb_bAW|pQ^Ki4(qVq z`2)!hM$b-PF)O!eOQ`Wt?&rhAMKr{ol&qb|>LSOrE_ajp;%s0~&vsqkgBGF8@u{@* z{50YiIT=~{P;|rcx7)h!+Fd`|0z zp4;g??mCfw`&#&dI9x%7s*WBnMp~+fZy9D>FG8ia%OMhsEoG)nESy*JHr-Jx*Kac9&Va%_8UD9fi1AjLioN9r21Z0GNwRp zo+W`UH(o0tUv*K|m+f;Q!B=~a`ap$zJz~so|F@x?iyBhKQybfNckb%7^6zwhHjZ?o9_GbW*RyHS%EOG%yRmLLyyPl1!xuF4@PuK>(ZttDz>HK>mJtExs0ghx zjTNf#<-#vqm=9q+XETU1za49h`9tr- z%ftvrO23PWBS(JeN`9k%W9F-O=x%mO@q{Voqb26Zs0dL1$weahh8o(ELw{e(wz>v?9k{)9XAXN62o0vLhW^Gr z8v8bMxP@?$0Tv^yIfe0fIK1U{gUg2NM}cFKE1i5}`v&%0l;MDq2?GaIb@n{%O~$yo z;#@C32v}U8+@)T*tAq|S@8HP6+7ri(t+9rfHK}#4jq{BigmS%o+m(Cn&{c|&Uk9$& z9ZulZ!-i2lyK9NinJ13=5g~%K69jZXN_W_R z5~EqiY5s-hz73sD;EDclyOY_K_I8NNot7Ho5Vllm^o0oi{Vj^P+>GmqaN<17MZ%~} zg!hh`h3==A^mX`>Sd8+f{xR(xl0>^C*fG14%^!%5cX}s;9b!*lqyleSx6aaIBRN1R zZ~;%6WJ9(~==h>Y_xUAfr#A<&tr!{Jl=qMJ;F6eQN*3h~G|jKRtuiS|RH6W;u7`jx zStbkBU%A0Ujg2{9Rj4+EQ36cnr+$VW*k1?73dIi}YCNK^bXzJ;%N|lFPJf8Ut-5ux zeUl!@Ace(W!!|t!V7iLRZOXr5bw39@2R&z!Qv06zTe%Reqise1OChv6^dG+TC;I(4 zNdTP*9uqv6m229#fpaFc9QFJJb-u8Al8n#hEshqU6b(VVDRH@E8y7|bFKT&tq***F zFu#=;#no&)0sk%vy1lWR@6Y6Dq|$HNS1kklquO?j=k7Cr)#$9~^7mnPRB`CvH;Wmk zL;GDeMC+37PU#aQwzD_MsPXAti@t;+qD7gfCSM|i>D6oGlf{4cmuPWYJ)P2VywSWN z4?z|le!L^T$`R$)`3e%j21sN>{O)ODzbThw%Lx9Ub(QCIf8a2d`JQW|g4KlK`!Z=W z-37^d*2!kJ<-@0A+Q}HlGW&6iZ4u3)sE@C(rP2q{Ot6;i!c0 zw8W&j*(Q|3uxl*CZ=y>1>=Gw; z2P!h}4plA|tmrC0`Po^=$GGoss@uJR&xJ!(!#%GhbXw1a$=yE+eeC4dq6G?dzXOno z#Qo_X|CJ-v)&sdr)tCN09|b?J-**GvGxAQ{_WqZKKRrG&s&}Px(?o#~MWN6gB`42$`t_&b<1oSS=Nm=o6G~ZM&cVi@)M&ExV!}z{e zi9Y-yit=HSYq^X?NMnm+^TST~V#pUYk>qXm;8}LiAW(Jkl$P0f^7LYm@~F37r1@bG zBYS%eW83oRY~+*m;~+}t{%Mo~Dru~FcMlW_%6KL`@j3lBoRp~V%{!W*o~a(|<}jaG z4#d>q)clV=@5_ znA5XzbfX7n z1RJ(4X9OIVmAPcT$9hs&nod-viyeg705Z!)D;z7KdThHp$gbHCA55lJ2i$URVb#qL z1dp9?Ezhey0bI_LdVH9kH_KdMZe;X0_gmE{VF$>7>!YO?_CQYRT36(INtV`?Lq5K#!2c2@cvRNPHQsR3|6J`hc(`@5tm=Gu=Gu0Ae0Bf^$UmC2 zmZ1j+@bP>m7iZA8AOq#OqFZVddRZ{JDsUD&^sH8gou~#kaKjkT83maz-oDtr268*O zw1!SSYy$G_=!@R6F}j(}dlAwlT|v@@^3TWfwYprZt;W}v!wwt!&1Zy2S!?%8e~*4X zukfwCZ=PA6C%X;~mq2|GgVF&``{mZg=9}$rv=^(F9o&8gM{Sa891oS_9w+CZoAW3* ztJascBmH+>{zd34#gErax^piB(oO_N%lEcQSELy=jLRUU?vs$WK&T38G>L-;?`xRN zHX>*bqKCgXU6tFi0Z{#XGL>I6z7&zmSpEg+J=Y$XC^lFwAnM|i{_FtEu~B`^i`r*C zL~Ln15|c85A963vAAfq-U^8s+iE0hQ^X~fQJqQ{S~fwTYP&O>1s-l@P3mT$O@ z9-rR*-{}AE&HognN%`^rr~%lA05FOp8}}h3@`5pd_=-_i!2PRq%g^**%mj76S)0TC{X`pxDfo%!WA+%dUZ27gzxfGP*LX1~{ zBqUlJp%X3YZhEvig;a+BQ}4U;*I{$=q+ngHvBuExF#e%^x?q+Y(LfyDIZs1*SEW#}?-vHTE~ya-@+4_#A8nCW zP1Fx5;|<6s;ZcMC$(9~;3w*~5@!q+{^#2v(Mw&nJ=xO3upsaCVf#{x1yhg8V}^&MeChY9%p5pCvf z*dz#UN&LF_uZilY`X5~#ED?K(mI?`B`=a}Y;yu4OzVGL@M_^B2M{VEFDMtnJFYLS! zorxOo^Alsf`^#LT4o^xGQZ9uraYjHe5dD(hY>}`XI937mLhkwxF_1U)#LtkVeJ4y% zv5h;c1`wSAz9T;A4f$umxEF1qA<4r}ihHV0uvc`3m6~n1pn*C>|!9XXNAWbf>Zs*)8N%WoM#cvxc@YEm1$VSG{5uoBBvU|Sp0G3 zY8b+CpNV!il_C-bi7~wBMhg>Ki6jOvkk_mMvWY&!&P>|p6r&wxElKnbaeMyPEB{A+ z>p;*5G-mPtUuo|!#Q(DL7Cs@h9WZA6UzI5kpXdU=p$}e-UL@$^KOy#r2gU6AC(*G~uT=5#=@w%l zql(Q6$#j*=a72Psl9MViT4_~4bFOOA8HzJdveOK+t|4~|YdJ@)+-c;8bnN<*t%sQl zt`KP@E5%2Wi3RAX_9hEddseMWMhdBAM_8N`JR?*ock+VyN6Hg2zu6YtnTJXjTqojy ziad6G=HNRE`A?K&o9M!mZQHnP#c5Z8IxPhDwXRT|QI55tf8`qTTr~#smKC? zGYsX1$Kvve78$BQ>5&GAr$KT?bscCQDkVto7JZUGuH{xHL;$AKNnTS$j_X z|9yB@S6b$;;Wjr3l-keLihL>#vZ2tKiR@dFykgZcyNH$_&}Ymd7{**EQW2Do2L<}Ok9MzePhL2kT9b(R+kN@>s3txDpKVwyn6A!UR?m30r3Di&; zW2)hr%~u_O_Q!#L{YOVeY0H7k5G_}Kf0eYGW~o77*%xW5nkY#&-kAE^p6wTBHAyST z`clq1DaCN9o7yp=;idroih;(zzJx|%i(j(irm{?8lYzG%8cfYP*v!aEYBG-N{^hFmiF>K~^?mPonXT|suUgB3@buf1IxTa_+YFxgK9}HW;sUXYG+tLkJ znI{(k3=b-2> zYp#m&!v{(qz+31z_TvU^?LM44x3~w`Xe`v#$SkbcLWe9v4yu(E15))X?nEbeQeTxs z85nigcqKE0R<-1PVB;y*lFHj)x0J2n zad_k;|5US%jBmoQ0tX$k&PBlOJOy4Eh#ncy#<-CQ&&}1a}jVEy`gF-)tR2a!TG*~W+ zv0t4;)2z%Nqn|qmJLacIHC$znOaQXi*qcUl|duxQ>4$x<J7iZ1##f6!iE@WQJF8R4)M^*_l^2$%&=v11=QMrd*Pr*42tTFBQ zT}}GD$5IvC;S|4V>%KHBWx5~(pUmrX6IYo%*+RQa$b3>y!C=4?=KZ7JTLxLXf#sB{ z3NA8F@cAD;?iu}AAq(CX;<7tQiPI3?_P~-RcaZOhE*_qG)xny8n^0%Xh(XP5 z*Qa0U@d6^9F049qZ{4*@uJJe}iv^&zpe^ z@^6;)Mo7#Ps6^|W+$$gi7Q+NWnyKBqf(&9N334qwr&SR-4xtH{UioLvDx5=mL^`X; z@x=KJn(AhWZpZFldcNUXR>sA-e9t__THOP4giuV)89Ni_D<;u%Y~_Q!Xzk*nhk2sw z`M0!3(&SONI=`y|DR$m6h2E9gO#KknqrknQdg%TMtVJX-2tk+$^!#x}(;C96>ikDQ z?;5f?(W9a{rT$HFO8plmlmw=|G-{-VF}xDJqil>xG8HTVU00HQRom*BmX-ru8X*Mz^lko+wpT$_A!SK~kGDOFsALBKBUGrm=jho8!0QY9gZbtk#o&%3o{ylpc z>R~vTVRU#h81wt*)dXwsmLQA;XYOG#l)qE~#Um~ywTFhd$S|RZ-;}hqmp)IcXTI!w zLkWoOBtL}ztARv~h)q@@=2Ym)Fs@_sg%kDCduRsa2pp&ZPUzq z8Jc7k&CLut1V6@^+sBn5JUr>9HO7Eeb0U|+bguv8f4OV>h1PNK?^s{Seo(O=9FsJF zRCzaX__SP9DC4s>a?{|!Z4~1{*||3t+kxEamyE=kQBZ?8AMa+WS@-lf`}CzP zg~4oQk(8f>e!xWpDY9Cp5z+HEgXLs3=BfHUb(v+^qR%VyOE_0;?<*`{ciN)IEAPZGjG)j|K=J^ezwhN31{xR9~{qHVj_?4x|`(;n3{? z2t1y{Y=~{XSUyqsk{VKEUO;WGVEal1T(DmoS zUwzZM9~|1h;>S3`IBchE`mj7&1Yam!5}<${0xlH)%UW6Y1NLScw67u5hWDi(iZ4pQ z#lpN(j};N=zf&=&iHL8hLz)--C?Mdb%Y)`o5E*pR^}uksh72MKy7+qe#`c&AWeD-; z4!sfC)r9hh{AI&<(+A}rDc)eOEs*nGiyw1?U7+g$kq0-y}}9t|KtngJKd z;-G;zZqQnn2lFn&<_XjW?WH~}sPoH4QP%_Jr60_HdHFPvDDdm1`WH}i+1pO^XaENy z>-GSDT!#kDbT7bwZn`}v9zkC~Re={8mjYivh5;8IBYGr%U&MdaN}6d^p?}&ZzwChV zRj%s`j_@6)+WF6TZA8E&$oh7s^Kv3MgvRM+OH`L1bDTE}~mT>$f^>AN!uc*8j;pO7I2U<_p-P zKRjrI*f5GUB#P34ohSlhTYPQ6{)=Qa+1I>4oT%}=DdOuW7qY=_VRFXT3Pdd zJ(vB5AWq$lX}&vYxvI&k1}JOABR9D$jN&M9Yv4xS+k!P8FY0qZUZ&|iOsV8Yt3tp` zJ660~^UU9ldrMi!buWJA;+&ulhRbA! ztl-K^MaW)qEUw3Wa*Wyib7(a35K30%`uf`}`9%ER?>{9-!9CCexgf9$_eP`A@umrL zDuG>ci+^}goN41nec)D`tND?A9YdsOB1JQBYfdIV~a%;ga>* z3bs~U6X90>x>ayvkl!L|AYh{3X33>U`9x$R*|zamU<;F+5(DR5Dw6^Wzq{lV#{!&8 zhW6G`=4ncNfL5`*^kM^+b#3KLf={7Zt7_&bt`_TYnGJjsvHQ%k`GGrWu+s zJ_(caH#(;}o>VY0mvIdXg&$)$KY%vm=EbEZg`PyqQMRA6FAoX7D(- ztHd6h2u@t&B3bH4$a7$IfoW00yld%Do(w6{`i=?w&lVwRraZ9=M%9jD&NeDT^~~Q= zx*vZ8=HC|Rb#cp1)EXr&q1t4TNl~%{XR<=@w*Eo!GpAu4-C9(;SU=*_)dxBhfx5`6wCV%E;!vy68D)^GQrHNTvu3X!%KR^~5C$#$uc< z7VpQX?xRQ^nvq*y#lc9g1-BxZ{h?tAmeYZb(qQ{;fD2>t>-Y=j502u-qVGj*lZ(lO z!YsAqE-o_u2KxD7a(O_gK_eSy-b}J(*_o3HrLr@hwAnzQT}csn>BZkZhR|Crv|)jK z4;d3Iv5r>syw*GK-BJpQRLO`4GZv>v3Ci!fh^C1OVq<>@$T zc;h7%8NKcQMo6ScV7KH^G)?miLuan0>I^X)7p#g_g&aGxw_F3bzp?D)A|@GA3?(7B zte-eqQy6DAr*3!upOgGS_`}lZJ~A3pK8fTdKFNs*s7QO?WKP z#)NsKq%AjBg{85x+(fm^=e4(;W$srH>6fU*O}3Z*Rj(~mQW2|nFY%U^8T9M z?Zsk{?)jJMH=zn(Kg4-?N+SM6fO?`Fq^WW9en_x|ui_VHqJHFu(zvcp}NA+)2yBLZ3ST9`)UZsyF z;%4?@=7O@SVy_{{u0Qt%a2GKnxKtCyzCKssU20jfjxUuipwO+i)~N`J;J8E{@0C#x zT5oGa2Gac8^0Z#T5QD?RWx-))Z}L2uue-a0YSAEQqTD-RoBvY_QAJv{jynQMBLNM?y`EBsw1cm;QNXVm<-$=J z&&$njo$E*D>!Hx^{AQ!f796l;6n^s~w}&>BpY%^IjT4#}9fCZ5**0Rbda{)U%KHu( zrgCVFhi3+YS1Z4d(YF>Cp#)G0wL&=Nj{0zhTuRNk9dRv*w=lF+-Y00j?}z?PjCX}s zC_DyQ=89#BlC!E>XoLWx)@U8Fsekcvn!NO+P8&qS7n9<#3!1q{`l6+Ra>ryrdm!7V zggP!=e<=OLGyDVimt}_noOqTic7uS)1WhsBaqbVy4Ers7E!=Ei4g1?**nXv;v?0R&|a44$8P}o4b>sQUyHx1S&JHrRe~NZ zGFvm!`VfUSiKX&Z6Pj59r&zbQ`5b4BO>SDC%m?e)rByS#v(yLk*`~EAyR*Uv4|w+0 zN59Q$&711{-V=68ZvO$dbD!<^RrPc(T5f;G;55VsAsnw8Ml>2371>E%m7>_#^n~>lwk-Jl#r5oaG7xy)*ESonZp^@Ixv0DRPT+X9-i5OO_&4 zwVEPXc3DVoMfX{vS*BSKZw4=F z=@S4vN(KB;Z-rK`_V~Lj{v%2%yj<-=N3KR2UP4SqOAR-Hy6srGIizOGq8di?^XwP~ z@|K^w&T(|om6T5y!wuvM!@#UXRV+Ux#UwFL^sZi(VyJTH1goKbUP7GX4ZRzy`Z_zf^HrfdrtLQdK9r>%1dRi!Ow8zJpzzL zEM%@WpO6n+@TDvgEya6w*t+GuEf4g)AD~d&J8=J9?7WKXd!O`;cnj-^cpID~zyGM= zsrdl1WKM-{{6#yNSJ0kA3M@^4CJ*$NwhNilNt`h`Qtt}O?Nm97ZKs76ycFq(HbSR# zr%_bx?l_IYN?C!w-t-MTcfUJg1b`Jmn!DrZg-h~(Xzre;}h)fsz8%1NjZN$+6deJyEqAZ?C%?Gam9A zd+!5&h0U@~8*va6S>7uA9hSe-S?mYuah}+G*|5eutp-MF_iG(wk^cf2jC@g9G&V$-ZYGhq{d6Jxz>9*Qx`nNv@9aVhQ12(wHB$7J3RsnR+MLbR z=WW+cW9wvr=W+adg7rrujO!c0Zc$)!MJRvzIWq*)=Uv)(f&XxpEUq)-Oj;ggEdQErLBFV zBkwmpk*a8eYojoqUNJY9YC|sNeG zxK@WMfWlH-^w|Nm7_?1*I9-f|@E$v{DuhZbtv!|=mg>y!%HBM!OZ@EYW>`Pz;){v6 zVJ`bv=7_90;(A*WF~Q6T0K|Wu02x{h$5(75f9FhKSZkiOKn- z)}~BQL1&uM+C?QQqdNK+6>;na(Zh+Ds^0EPIp=hVD89{9)&=F>bgbBd{0CbhDT71? zPnT`Sj18rdEV;)`ss=*7h?v*S8gNOHWRxeXy_RiE1;BG@KV!VN26@$COD@)%n^5Qb z!HQ`|%)s`WNd*rl9oc0{pSIiWHSXJYEjsAF|_DM3~Tw@sgrgRPc)S7bXs$S-7Z$<7^f4SqPec8<$8+Uj{YN*E#JielljHX=o9fh+~i*GlBF+yRu}S3 z#4DEj&y9(jC1r!I(WNXeiq5RJgvkSh=FE>@AE|gxxbOH)*S)W@nIoOx|DK4R;QYY^ zZyGM`MPVU2<+Of=7?PCtj8tJ{0OC~s3EweGe5)N{VLEm4BiJ*^T7Ol(;!f+|ZiBgDpJ`5Ba3t(9PjaL zo6-qAi*g_`;#Gk~T5kU#oMs!@fcPAZ@EprL_jj0h%jH!yY&dZi4Xrq46@cc_*Wp{) zY&drCRhf)%>!zQnpXtfus@XH0=@TPS@g^(6vfsrw9r@&S0+-qbhR2E5lQ@ z{6H~0%7o02?1K>!kbFObddI5~JKda&Tr=SUL{2e%o+3>;AHzR1d}#%Ds=_Dxjo(wb zNkO{~;XB)qhD@pb(jXCEfDE*i)=x9t(?l)$)i*3x^VYY>MD6!0M1OhyrM^t5$-zs) zgben3PF$tgbxZ=G42r+jQGs3$UP9U5?pIm!T4$~g85(u}o{wDq0{;Gw!c!&p%eoPm z5ytg6GZ|I{`>Mt&v|oM=eiet-K=*s}p&hW{uk^bbF!`uUHWE4mrXoedhGQwgqn)LM zS5IJhX#0V$9_Lr`YDXVgV0Jr%13r0OCpLE&mx8YMEZ5(VLyI)Pg%v(7Y0 z&Tuj!@LGYSY6U?OaMlmqBh=1&R)*m*KoT=yGE}ZyJ)-0mcQ1d7P=;MY)o~Z z*lMPYgSLD7&MWXM@Hg-)xVi~m1$G^0+Bfly@{QPIC$6a4=F2|KS(Rl1ja3Y%HB3=i4#o^{u5p$57oi_#nFo#uCkgex?_!cB>S*UdonfO>1*`J5`QHmp7f!cR1{=sQLWeC zVy}pIv8wpe0`9t$5gjH~=B0~N_qv4^{ocP_R6rQrW1=r=wAI$lB7Squi7MIP=C9WOoxMi4EJ^yZ9zm95^zSAN-jy#r4gg7p< zj@rw9E_jaG`{OMvU{s=tQVPQ$HG464!5~x;HrJb&cN}x9m}q)T<6|S+@kaaNMpJPL zaoVfG3oN<41k(td5r)weROQ8zF_=SAQw#*FUSpFW@#^+N1@2K z#F(CD!-hu3dIUvBtipICX1QNy<}dGf;gX7i72rOea$PsCW0T>mBfGF%^qOmKrLQ_+ zt!XV#K{;M4&*a%3J}%OrmzxjE0R(c}G1}1Fa2_UGRN5hwSI}ezUWx z4j{Y3grK;ibWY1*&S1fyX}z+eq~ixcx!qi&j!XRmN2go(ec*kpTk(B_hE0d=iynfG zl$D_s$;o$y^0T`2B8djE`Dq=wNNt34E*^)b^@}klRv8AiL_~o?Ykndo#GOn zN8&%;62X_$cR^oB_jFw5oQzcjEecdiwf@~7U_y3Dpw@)L(TwQK`EwPztx59{qxqu? zQ#67qsxu)tf-7&PjnCB8Z~KSXz)Sc?rS*B;{G)!t>forh;DpRxc`ncv=Hz!keB`2# zm=K|SO(T^s`?x5I3tK&E`b!KNL;hSf{R*(as*e-dV_k0T*_%RQ&B4A6Jppo1UXen( zGaRv3k$Oq6CA$Qe(auArSE-2LH~qgsn6_MSPZ{$+WPL$5M#Jba^ZY{iGb|gn@X}Y+ z7*{ULB-0Ig?5B1$u7qG9>Gp?SwQAqYCBiFwr_(87I@IuYKAbeH-^#M<=5*`kc)&~%(0EqO0e-;V4kRiL8L%3_-9H7pGhTyu^D46q{`ES4Q!|lauWucI_iavVO4*g z8)8PO49uLugC2#|iOKic1=WvVg15sm1!5b7Y8pi%7IwgMR2x3ekX}~YuHX)ZSCHsI zVvCVkAtni<3rjUx{Ijt^=ESKksa@riCTtLZR1Ng7N&B?Jb%wABd~KO*RD!mn<8F*Q zQ&$2j+k*3q+fnT1Ee^8mMquhKt6%6^vHc)u?B=^0|BtJ1e9L^9ex=@@sWTB{?U@HN4s;<{3Oy5~5vW{ktybp;oD{h5h&rZb!4Ux8Wk?k0StTA7B3bB4dv>~j^nOY z2xr*>t^v_gaJ;<*QxaG-IF3*YZ7QD};(g~+5S5`e*;IN6jLpdQ0U$@R+hF=;xaVF& zqc4a*JA1~NVQaTEnvtNzkP!p^qkI2Vc`D1(+kUt8XO_xcv5Mz4KsDlftKL?_wO2{$2@Hn!% zaAn!x8olV%(DR}c{BVTYF=ewmw0F%i0+lNN1%dw!*Wzd{{Vuar;0ws}h1q?or^XMu z*n;6kWO@90ya_vD+RKB_YBAFVw_^;BK?|-4w^&%GkH}_3d5P?ljEaojV|?tCJl?3H zZKK8Rl`NA2Be7o=FswN`6WWW!&*d!L;LiI%v>M{-on+vNzj_y))#E9;8 z;sz_)!hXc`4`y@3%KyEU%c92~8VL+IPJd&>?U4{`wt~e*+RD9awh~~}iHV%w`7ihd z8)@^udxsUHW+Z#{@VMxZPEHVkj$=pS6#OM-w}AS2ku%dA>6`U`&27k-7L=ch*+B79 zvFY5EGG{PFM3`eoLLak`G8-xp@i8I$>LFf3-Js@wl_!MeL(}$G8km)4nISQcKdP=B zwpF3juKamECAMUSgUF)<+s~Y~L%|HQdP)E3ujNcKK@_5{uxbc*=U1|Ap-t0ANN}Yx zIkY6YUWrWB0Nm4TYK_9kB^i%99?yi-1{Iu7wgS0@OqJ_~s8b=Bs~wI_Rd*}h1odTI z8IN%kzQv8<_k&v`Kr~#?XV?CW+^(|*fIa~IG<*s^EJwsjq79ytA0fVzpzTbu@>9mi z?|@{YlP!)*QlemTiq^PBzw?J!S8I=cbUWGL0mY@D}tU->_=AON&)sB!9|%TV@@gIk`BSTzY! zPN-AL6nuTS8XSqF@1*O-Jrjy zJ(7XnrQKYpld@;!_J;GVok7Uq6Z=s;Y=^s(Gei$Gf+-bGY2!2Lb-t^3=F9b2SrAFwxe2c948w3;JwRleIH)6G3X^p82H*H zn|wALokwsW=Xvtu85t-kjm#oHw)X#Ou<&?(JF-KU#`C5id_%nGS-uh%&HogaAozOg zXVe!Q>=8pS80fKw?G?-}Q~?FPT{3Kv1MmvDvsboKn^fHJgPYvx0sq^jX1=k%f_L^f zyoP>OR&oyZy45~cDw)EG#082HB=7%lVwQzdEEYn1S#?V`jo{BNI;($0%n^}^74)J(f_OF zltM#L5FJ#)FGr_S-pw}2RpPu{rd8NCVua%FedG0O;K7?3dKaAAMneUDke7aBkD#w= zq$cc6^b3SiyLdW(-ufW7#j`=_z8$}A#+uq+=e!>9_8X>Ic}><~$IuFE*9|cw8he2Lp0o{n zR=Q_t&1Ds*F!aKwi*Ba;zih?eEHnNMeUq8-&Bwq9+w&du=MZlndmZ57Up8 zK>-*mIWH@L*Nc;?$E|vutWS9HX@kV#!8Za@S)QnPWVz~Q^&l4k-SjdKY&X?^P1qr^ z(O|(74^AIX<{-R~5OX3-ofOJpdQtyjd!~I|1N)a?g=&bk2Pb>+1vP=ob&^y%(Aiu3 zF+(M1v}JC`Yj&WaBF;{i2GT57w4`7t{h`q(0^-XO=D_JGbKqp$&EH3n+6o4OdT9(xrf=QeAeF^A&Px?7j zofJ~}rr~F)0!(G+0WkoxvY9C~H|W#`yXanea!Ry9)ee8+PX_9SCw`8;KY4p>@=W%p z7Z!W-gsA`1wt|S__*>g4l{c(m=fRr9Df+7gL^QLu@Y?bwd z0Zv$yWX$)quV0=$N@O?UEkLlp_AY%r^{=jZ^sX#(v)03;*s7Hay>fcMq_^|)gwJ@0mh!caA#xrks!(4D7V06|UBt8f?i&sJ$oqtc{{qIe z@RkACS?Owm8kMH(sC~#HFIVz4G5#wz`xS*-qFE9+H^)Qf#|~iN%aDX#Z?+)orl#vxksC0Z zM0j^#iFSt&31a=fe1wfTrIlI7ih7yfKtFG@#>fR*#{d&wlLSq}?j~-=Qf{2Kb2Ub$ z|BfLRYsUbm#3o^ePF`3N59E_~in%u|s9))feyZw`uw%o;9R_NRJ6{4CR=?cxXEQiP z%b`sSi16`#q=Dbte49ZWFNHQp3BMHs3=Rl;QapQi*`b~CTdi?`go`3r5YM9lIZ|kO zX2<9-;!O(prv87B`Eh{GCK=vcpTv_x%smiq z1aCS$R}zoX{w7(*-{+B{dEVsh>u3Cza_MpLT$?$!!p~poQE1dY&%U#IJ|!zl4Rpw2 zJ;nn2bPX4?a?lTlBXKBq(XxiubcM?#D}ow??VzA+%lJbgpj#1@^iPnSc+8nyE(O+o zD_mc+`+M@xQCh-pUf2D*lhqle057%a>Yzosap1+T4_UnXy)ruM#;L!&c(=b&;aYIy zXoS8C`)G*KhufW3mHvq2@p*or@+^h0U#t)aTQ#zH4GmN*;6}(%q0Tu>x_|?+$I?_R zhD|RQnvGRAo`|PW+i;)u*_oPmD-M}m?|&v`+!?3}OPlmqc2OT!sT*P8I?L^emeBkS z5td$d8(?pWdFz0?zxND2IZR?FBTdd_q4l!Dn4Npq8gRw`1c) zYB`SOP){5zb~IG|Wb+(w^pf?BEgV?N)O*UtAY273Ir0)L`AEbnw6AN=jS}Q#@NNm& z!=8-Qci+MQW%^Yk8Th9LK73sE8|rSD)3<=Y>+qsM_maP2kA`???12o8t5AN}YJ9lw zK1Jv-B#%G$x}7k`?Ma4Zb3vSC$n&9N%=^OYqh@bIRpy8EyXRSu?Z2`!mpu0IMQqu(xd?&wo?`XE0)?WrC}--C25C|2`;+w2Hv89Xwc`HcynlA>d+0%PxmIY!1lUvNx53~-EubEiz^ zWR$(%h}-@=KjNL>J?9N@E;i8lc*OaP+}T8ZbGXbBPe&iz8(mCrhEE)Xb;<$lFAPW*<-1u<86M!wR~bJxE$4hi#P@@l#yeuL(5I^MsFEy0 z4-4nFT+6w2(A~Q1HGhnJYf_+ZQ2ul;8`1w!uST){tm9QkbcAz_A|3RVKCbiFh*lFy zmihiq|AowRtWoq>Kj|`Vn)%CM(~ug4=V?T*>8S4GV|`=>gbGZu-ptd8Un4>vl!RV* zIry>wqa8#$H|r16JROlxh6_uDUPS2uk0WLt)g3fHah~pVK_{oM<|sFhTYPENF+l-`aTWdH?x|0Dryyvw)`x555BYhyR1= z$tA_FR_kR@=NF(f?r9btV~NXealf%VaxrloM83rJeKF8}@r^BR&q!{g=9GQymqtxq z+imcOBPw@k*GOw)3Lf{xx|zrlV|ZGC0|%Kc2$kDu!%U)4li7B=cf_wz6Pr7X@DG=v zZ)E8Y7x(8MN!Z*B-6Mkz9Nf0JT_d6PwJ&UOfnI1v3jE(0iQm!!>}x5OhNGa8Yguj8 z0@4!J%xss+5V(haj=cIy^12!6QW?rWWyAd~`(oA1^q+dN+te;g#2=CLf2u;2-D*r(6naeqwE8;*u77uPjQWRR2s-Ww|795Oe?SkMBE4ddF~GJZzD0mid{UR=u-26d5sS7 z6vR|`QfKS5BE(dodE%&lxbYjbwtsOqXbp*}!ht-MHCj`iP$DV1E=6|x_!p6wy^6U! zq3}|4-HL+_*xZq^-|}u9;#vPlF0qfNC+>~N!zPHt{0S{3gDrKoN~_8v!yCB{&2@;k zB9`b=be8hw6g3n|8)hqDxjKA9zicQo+vBTVFp)m+#4ZiXNTmGogblhN{IX*X?;vnZ z7x_#rrA0UtkT@!%&!($ckg2p#T$Ervt-s1$kmecao=8goBe7?|O()l)YH2L5T2asa zH7wrtIxHk2IAU+|JE-uG+y8y!e6U}Cdd(s)q_Z7PF0%eD=pD#!MyCP#+eU1Se8fBR zZ7yam#EBn^r9d9ehk3(YeHUE)c^$y%Vc46@0FfT*qYCo6GL1{LMuPO}uFRf28^0O* zgm7ctk0(mBhFGI#k9~-I#aUoDN8N%!CN7aSQ&`tiu^HH zA8Dyj=Ik{5cJ$q7Zuxf*@8MX$9kCM@-W#&QFF6yPii1xS?(xQ-f=zo0>X?d-*sg~R zVf)lD)iD?>y!=3%hm`>|yw})gmg{^AnK@qs?}@Tgjfq0W=$5r^;v%#mj8gR0!$YG_ z-xn%GEOkdt;s{)8NhBP0re*-Ng8F-y0vCBDtsA2;tv@ob z3Sgi8|5@>fFn$Ith`(3;+{lTam>DZWFtWBS2YAo*T*&il?w9!XQ-aMS(b-LSd0e$v z$Vrq+jW~=&|I^9*d`AE9$N<=~2LhenB#A}{!5K(t{Q8;r9gJ7RNyr5O&vO4ySd-NZ zlT}&*9vQd_Y8X5!(^WH*)we0L*4|R-W3788D{l#)v~c=ZFoyGK;3cvXCjJ8 z02d#EI*`J(++PQ4vhbE*=2M^xjp>{-WjAiDpW z`?tq2BWK#YJ6w%W?;yI{0}vZ!miVH1onr%$9&yDxS+gA_ifndNTt!fEMlT^7a5*jz zi~=e4jQ4mSD}Ly>-{TJSH7-D$F34?W-{;F{X2!e1$!&i%l@$3qHK$$0s+ka5%pQLVcZE0T z^y1_q*qC6iE_ZphP=wrI)=Vt0Q>da}(m47C$C=g2P;t;%GV2p2SU>a(mxYqp9x zZSpvinMqr?S@1Xtdn$$`N52IwyPt?8>+o&>LEHLwb8H&Go3bky77KDk6*9=*|4{kaq>J2llNV>V)y{<_EC`gy~v91_Xe`fBfN94f9n~m9ey<0k%%QA>D4Hf$s9v`lw^PVz+UGM|82$-C8M=deamx4q`j`UnRl; znF_X(jZ$T3jUWvAw_%&CGMeCh6;L(bmf?yQe!Zw<`B$6R?tW7?#~=UTtM;~58oj%~ zA9y9{m|e}6U{xmP0X?H+eY7Ie+tN+e8qIKwZy1oM)h zv+T%M+deoK?V%p}0ZL1>1^5M<+3}3=6X6~wP-UTYR5m0zdx!6J;^Q*<`F5a9^3YFs zf8wO5_#YZgOFx@@bC!@p4;2RN4~pr+7F%amv&UPNq5Nq{yjt)CQokf`F%xoq0sBd5 z@{Q{7J$?L+q(?6;3;dR8POI6l7y4f<$rk0NXEa;c$?dV(@`z)GIdgHrzDuc&^tB!F zrr&3jD=RsaD+_Z=tVh)6VQK@XTD?e+RJ0_gACW#s5T=iyF3$tt6fCDSq((#vdJ#J; z23rLh0tr79D5_`$%Q#`K7@A)K`eIBi2B@l11vt{y#S-9>?mNz@$UvDZePK4%P4N(}^uRZ)W?L(enVF;fNy!~zZm)xr% zB;$HR4ev+xwWPCDV8Hy=w7$BTOe}=WSkR_OQ8y{O=asSGuyNTp2?e7bjd4f{bk9Ki z(mS?ze2$q8SHfvmL>WfbnGPdbwm?jV@RF8IzpF}onQ(#weH_UvT|Z1OovJ4sk&qZ+ zjpu#CGUx*LM#CD?GP6bq7|npFDyrMWCr^Kv|VhP}TuZ*wJ7_4-TmHVRs{bNB;2!El#KeBh7bdQipn zpo(YrynsrDioVpTI>u4|*NJb=@m0M;CVow+?2$e{JDo?&E_!P;4H7GRYA?{K|6rjn ztxHPqE>MO((8Ofwpua0oXOw%Mb3q|^Pb79bM_nr`vgA*iy81NQij0x zIP^&Oz~2G;85NuSW*9pdWYo;m%v3^hWpC9mXECy!q zvixwoe_eiAz_KK7cZ0srl>$PazR!!T{#C*xAjc^{wTCW0n@LWHOe`kb%^>KOa8%mY zAx|=FrIk6As`vHAMk@++^fuEZV6HOTC~v(3=;DtEyyv@k8mOw)z#z4`cka7#_a{;#3C#41MGzIYLWc6Y$Wl81ea-=z;^qjRsZIB+~6>C54AJ+nO6dBf`W zipm}09?hP18|YmK!%A^O3fhQZI`u|wUgL2?tnZ~dm$m_L$J`V5Lo)7T3rIBS*y%WH zwWyIyxO?mj`2iDsRRm@Kq_PSDea-NJFzk%z0XHf;6k>=-+N&fG*q5<^h_WU7EMMB z$nnn8(eQ7Xm{;j;6W$D{Ex4TAxw|uN@njjXWaF#9zFX}r+;ZOYm^yoOtB#Yg8Z&PfUcl1t^H1Lu(i4mb;!nS-_vZWj}&3~A~<^5vA#Z*x6KwVvH zPeWJt$FG_?&{Vgvj&zB6pQml)^>-6GfTVPyTI8ybICFn)v~2rwvX)S=G|1dzq>#sF z@GQ%9_|Ki{GHmYO*6ooTh1_~AdL+^KI%%E#-m^Z*_?z{}zQ*raMNN_eu&@<8rd0;Ido>QgT_&=TW|+*BNMF_gl3{-{n7m-G55|Zq^~d{Xq_ERBq~OYG{Ekk$GlY^`lEhU-#$IE0fgee1 zv1F7}Gr8B50d`k!H$ZX7OUY$-=t1&7u)fh~8^Ru1`I?wz^kX7+Es%mSF5x2^6 zYKgY8i*<=@L=syZ8D7%cI5OHlfDRZ&5YG6q&XFgJN9=ck_PAwr?+HVH*^PajhuB>g z)%w1jqh4Bk_$;_rz5PI!DXY7_<2O^N+-qz#c_Cf@BNET1^5>vQ*5z}}+Rp`^DlUgq zdO2mfxii^HQ+l-mgFf!Ilph)ien(=R^w>6JNNPC-_X<@=L23(!zpk@+HjaTZxfX4j zCC&ZVJfKRM0s5q<6H{*j4XK zs)JK+oj^unIPi2}FKBCj2t;H)i~a)7Cs1ceuVu>Z$5#ri9XA*23tt@+`93b`61mNS zm+NKq4(8OW$bUTPXXx2Yd?NRvGhqohEQoHyu1ONTR_fP7n*aaL99m1@ZDkKq-##5A z)&o+yy`sAroZPpzJJ52sD>u|0P}{$C^m3mu#h-n7AbBEfSabD;cUzV7#(TVlf1qp+ zI@y39SpCj7My$TG30+}ko+D>eN_i)bX3E1}G{cK}iq|DZcd99j&rNZMd4EYFW9YAh zLyReN&9H=|j!DnIgTjAG|1&9GFr?D_`F{dQ4GCn7Nuvp5IDg;`5bT! zV``!BsBDrS8-fa6(bsvm$w&Td$U*K84o6VSxGa71NH5-jG+rtCH%aEgv#l|VxWKc{ z71%J7FOyqe{(Nx z)EanlA^T>c6c=&O%)G7@H%|;69yw;(wDifG*|GG>1VB4`&Ixkr9?NxTYIn=Nk+rzT zr8M`8xF@Fui+u~nIY&FD3`ut#Nzc6tuLiRcGf1~^m5-S;d zbE3Q2hTQ6w!;7Mo<}`=IZ=@5_vZc#Sb-W$dvZdFsbWqr{>{zLN?4rDWj7W8y=)de( zrH$sQyiP77ARZD#d-jHkG&V^r{j|>A z^S3DG({Wfrh1EP{=j;#gNdMxb{^39qGH8keQ3N5_Y_sib@iFDB`-MG8j)$$)C4EFS7M@C7Lgyl&(8>~ z8ydt!-76q(1K#H+1zw)>nhF&S@5JAwvu7!9I}OIy{3}tIYFeTRh5wN4EtfJzr#$tK zvd~0xqUpuwdG9SV`7>joJW-JoCqdy(c?V(Nz^o0tTPo5%Ec~vx;x#&f2=h}$-zZae zw4pPBefO7^fI5)-O%)#;=8jl`FcLrg{~aQTtK}h*JI*2fD?FfHd!f2sZp9WCcs=oJ z#b9UqXev2lJQO{bWMA3|Pbe(RziB)H>P~K0({6waJTG;RZv6K4^e>f~Cd)NIF;ouM zKJ{^jyaCcP0tQ0D7OJ(X?!}y4A@ed+awqZdc>N`FD^}O38|<;dQaLP)q1`1>-NdP4B!4G`pW1B*`IXLi=!3MO{SRC@5Q_5k?sv<_=MPa#z#??6;@$>3lc?yu0ek{|XF`A}V zi_wrU!U<7*_y0-&|C_w}P}Ne6e}{xS#!U3}4h}PN)sI&uto;E&gL#+7Kj}o?!7E2d z-_!^6&AT;g)z?cMVVewRf)3j|_pqc2Z{m9SXCq-~e_39d4ad}<+Iz;V$nvV%$lvTc zd;tiMTa;w0PdIpJBD@M|j4w^XGsDN@*gV-K<-xlH_<{s^{~e~fpC3eHeY|pI)=&_KVxT}MrhwD04YNr_<(z&Rfv(%=_=q} zKj0p?LvuhQaM%@c-z6RD0DhdYFoU#E7++SV_|!`Gu`)-@l-+@o81Ykw_DaM z37B2gx~D#V7oZ=XvA3Mhbd0;_B3=2(Q+MJZRxjzYIe(U_jrqUD0{*U9@H`=-=@Tgg zja8A&*BR3zY`u|Y#A2=#Oa!qr!brVwfxrt^^c`a%=AQwL2zVQqI-z50?3aaZ(zV5d zC5N@Yx90Kl&(PzxW}Ju0cM`RYr^}1>=OK!a=&ACk{TV5jgFHTYot=;a0f!8lii;kX z%*IiyS-@kRufx%I0s#-doS{ygDr~ZBxn`T{QMTHr)c-MU=5;`!;^Kjgw$qoAfSJt4 zne@jB%N%R1-BjGcDA7bbJPmcdK-f!~k+4#o`{`>)G~+-${QVBv3zn=jqQj%+q{d^a z3a^j@z4iY}N>?S7kpMB}lr=8miIM#iF~UtJkHYR*X)?uEol-Tb4$TzpZ!@SC#w=Mr znGf7HnlY>p4I{{~Ynmnt#EynPcP8YNV37oNJG_qUQRE@)>+fccf$WsuV}R5ROxYWI zAp(cS@2_L7%@7xNFq-G24QmWJ{mL4gL{n-m-C>*Z-V($48+rwRsTiO%hW{dF~?K z9@#$|^9+QpylyJQupVWou|RoEhIdorp48jI2sUM7wyU7tqiMF3kQSbP^d@Y%)I+kZ zdko0u;sslk4G2Bnk(F|d6F0jONA@A|V9Y3t>u8`$sA-J<*zK|WcyN@1ZMlN$_H$dY z&|{vYDrv%|wv9ZQrUlMq_Uj=b>(0V(lZp>+niH^{<|^_##1nVul3BUrLzwA=QA(W# zHIuE}&hk*S;qQ>vmhTd0dWY^9MPmjO!Un#;pWyH!~maiiBT@5#lXqhHoG{$Hv| zKz;9sQyCKl!%WAF=4&;s|0a1FC0{Rqf+h)BGZ>NWx{svw-Gi>IfC&;`d6kpS zw(IAQ8Fvmf)U9LH!Y;$P26DI2edt4-QdK?I#_kk%hK))sNZlGoP2-zEO{d+F1f0P_*=V7zQkc zN;RTT-I)k7B)=4qV0@p9MB4t$A6WWqaQmg=foqA}=yAcTb2)Gf?k@ddU?5G0l;5!A zVJ(~zjmMLCi1klDND`Y}-)J1oa-7=Jiy-AUh&|Rd&#E4pC8rpuZ+@wkBa%Jr-w8gPr)jIUtteyK{*)?~+t@&t@L$d*dAA^XUt^ z1N@TPt@riFj-v%yP-z_R8lkxd<=)U%+&7&brqMSEm-hiurVzHnp?1Z&6rWm8?GrY7 zW9?cy1#RiAl_8PgkAxKSgqN)wIw{FmYwF^c*0+4^A$F5}z+$v7+5ITvf}%U#amKCh zwGRkSvsNpt|45Bj7dfl$gwB_y#c_wY{si@&3od3Ua?7<0k24QzE7$qEfGs-p8DHF{ z%ex}$@w|n;Q=ZH&4vj!KNr7i}3($C2E-HR^+Q-<`^vF$T>uOEy_$X!8k&Wf57U(6D zA~u(xO|tFssk=uh!RY+U?QT@k9S-qfh zzF}EW=mo>8GoUv!301&qqn9XF{GLqFgAI@uzOF7-l_;mTQl)!dy0 zXpbfj(axG9<4>GMxSBF|*D6p(z!l}SZ>H(9|v6YfJ1ufq6j>k_~+ zbT4BsH+ddm_rC2bj)wHftTlA>^~bMkBwe!nJ^xFANBs<;o$%$9L`dp(qvp+*#fCNh zk2qU$THYr;{3|15!4)_2uEWinTjex%pR~rzdqaJc_FUr8 zU_#nfF}}Z$^@0J9VJlIw>Jup)(oTNsg&jO83hgV5-6sG$uBA7b zf;OIFL&3nK(fp^o{dl_^cfB1(uP{^dLT_VfsbfJ&Uo9nouxaD#$R*61mIb6AWel!Z>fO3{xLEJQm#x_~Jd)g>I4?tLeb9aDcmWwR zJE~U51-g6s_Ajf!C%E3CAaa`cA;nASI{P3SNhveuc&{uUjyf;Gd-%A}C24cF-r;_jZ*HqQUT%gEm{0>>A`WWa3g=?zEd+L_C<#C!gx!fDB#Psl$npoOw@t4 zJbU!sVnJpt5`!MySVhI%eDcD+&p-@VdQGuu^!>0=ucd0)mgov8pQIMv|+w| z*$dhYM6R5+TtC7*VL;;8AhS;|p5tc(#~|e-KLs;eX04xluRGQu(bqYC_pP(?b;2&A z_h%f7=>0t+DK`v^3mV8|3mWKni%+P&VN$W)8q-f`p9F4-0arTG+L1}qXO7;ul}fXF zx*bogdz8%Hlg@(_{^d1Cfhaz`pE8wp!DI9uJmE=Yuk}E}V5`|Cu*a+^2St3)_+rU0 znj>pg-HruH-*|@gcwxe}&)(tq@qp95_9e2wSN%?WNpvTjju~dKU5)1op6Zdd)z!oI zK2Cv*nacW7E7c3-q-HZ)M|EwG>(s;!|0JoZ(EvapCpsda1jya3S4g1Db0fE!$T!Tsx9yL zwls0i8IgH~^mJQHRdu>s%6cuf4U4t5m&FFTq7JM%Yh3cQc8*JybQ4-i3BNV(Mny>J zZ;sXZ;O@9`c`9Y)`7D04$?=?ZKmL^F9W}cGq(~!*2P%sN4x=4x6e94K{zg=S26AIgmBV$VKLbB>1ngM*W}?fV zi_;KYIC4nSW6E7gWo9l+4m@hE=2gq5D!N#83~#j*5cK=VP79H+vk}QbT{9nNmlv%X zx^I8C#CRngxfz>72isE>d$98lF7|+hlju{I74B&!#%&Fz_m!i2j68d2Kj93Oqk`=}mZ!L#eA zPquFmT zvNpdft^TlJeM+^+?Qy(q1ALhfV#`|`wkZ9r@~C{W>xmaK*qydrv(fNr=ZEX0Kt>?w z?5T^Wtv#;+mj^^hBdC8F@7MkJJou6(QJB=3t(yk+FT|Fhr{YU zE9d6Vz16Kj+*!PJXKg7&8$IC4(tWLxhi3}rtbO~p^&t$0=%6v7B6gp||iF=zke_YCzmajB0(F*Dc1iFTE@|a?Ncqj#axz zwbIMGuU~(EzhGZ=1ZeUoRgjoQ@I2vNq6aS*lIGhwyMWN}oE*X?cwWoyO)Kv)b(Hg* zAwtA`lW0f260<0#y|m&mAkMSF=^xm2qxuZ7TyLq`YfG9sB7$6^ExzEyXB~}kh#U@@ zz=cSWWTU`L8GI!~Nv5F+Wi>dYyeKdMqa|0vm>qs4;5Psl0!~FH$MH4&sKGk2n{eV4 zi4x4^!}863MH4MXASqDrlKa$tF0T1>O>u_bvV#F`o5tlti^0{ZSh`EUW)KuqgLM80 zib2FK{jxzz&i#TxOHNQock1W;1DruRPW?P$vd8*;sW@sM7x5y3nMsyO-+-v1-mf~z7OtVmfZVq1J)EOb(x`}M)4fIE zUTHLSRRB7D)Zd6ng^5tDI!~>#QlTV3duduw;88rii@SJS6lo=U6%`5#s7Q6uqTIC3 z{{I9&UC1_`E8z`F3fV3C@p@|>-dw6#U(p-FF724h7+?=!cXvv%=~(FyzDgpJV>HlYomx>a}!*y zyg$>L!)bTP)h686o@w$cmAh^`qRfL*sC6`G_RfCcr0Mg0T<4`6R);|HivI{e|KVU8 zXV>7g{ZPwEdO$-x!ex5jlItXGWx7Obd~Ec17GzQ6`5@FcQq^Yu%NAB>FqC#{4iSsmGI?@260=L=#KnXim)nEBoZb?4{FiWdy2c_cB}5F+W#2 zzT6yHA~5q&KTmHabw~l8T%pM=(KR};Pog2^5}?e1f)2Sfp^{BzIla+>4$Z~Q@u3RyOg8}t!4Cg3 z>_E+u1omF+=Dl9d?|Ch2>x^0GE)$<($vo=@^E^m(lXbRjZcNMx>+O8co6B(`*^Qlm zB!So#*+K~E;a)I*oOTUh-8mY-;14kC;0!ax`vH3a5ZK9DNc~}7)>GzIdGEa+Lm0Xx z*-YfKuPN32@}Qe31b^XjIk=&n%GvZH>ZtNHN8a`7?(WxB@NTw&?WH0y<{`$29I&^{ zaN{`jZKI<-_G#Pe_a{ja=KC)rXAqZsi@lRV_{I0Vox_FGBJ$922i;$B)_pG{(T-$q zh5?i=x<0dx(0Q!GQ?e(=hjS)hL7}Af(whadL5CGP$SO<5+E8bCC)4QN35cN)T^P}` z>+SA5IoXm{^0*4);e4H!;faA+X99Ml2z(^EEo1uXU7StUmlky|k6)^{CD+h((8<+2 zkA^x^2WtJaX@HI&Ja-j^Fw~F;0MVB538-hd(_^i5S68lf=RU?b^IGEzMStC}Z)i9u z-C0JLg=Qwl+pzbQ4sZXAN+d~7m~V@HP#?h;mzV@PO}z)k{f)mn507V(KD-p3+1mT` zNcmibd!I>dWXP`-reja*bgyuyvG}ky+ZnRwSEcR{`jv(!;QmwDh$r1_?DwdTT>xz( zyIYmp1Hh)t06gLc*~@O$iP^vjoru7({2YkSPv=Z5jp z?mSs_(F;3{ZY;+VdXt(1eQNGp!`yzWvF=6fq?IOb(o;W@9go7chps=|j~xcmzK*qb z#T|W#Nlp={9c^#}4^5 zB&(Gp&G4R1ERJB#0OgC;bghUnu%qaTh}qDF4>EuMC7`hUR~?G%(0JX_!m_vIF`4&D z(9~Rdbwh~j`=PkQvWW#vU`I=~qjTH!?Kg|}lNN>Jk{dX=YH5ws3sz@kyPKJDo;u=D zVO{93`o9h+$^-%vcBCQ`V*3d$7n0$~1>zHklPuhvSw_ER;X!`R#>OZCgU`ER2ZP_u62b40zHKfS2dU->-^%10D#Q-lT*- z;5MP8gz9{=*~~GMyBLy>Zv!&lGROMWeYlpIh@SaK^bX5%Xiz>z zChNc#4pVf2TvO?g?1P7SJ~G59S|A_Y5n%$4AS67Gw6s?kjrZG0co-mb?)3dEhBZ$Y zY>~vaU>fd9@NXog(s1xFh_qSDDEwnMM)eAiiV?y_!6uoX97AjNZg?^=$AMrWAxAgG zS@lQfyJ>IXuXfZCamnQ*q*g5LkA6HBRd&@|kaaKK(`2!#e~oZX*CSL;AIio!Qs9Q>6HeEx`kUKHCAJ?8GsTyoa% z)ZypCg*N+pITio2hX9-u){Lchw+$mlplRx}gBN0=CSymuW%_flj(=aqx8ZjHlM?xS z%?l3%&2RzHdCX14%x$)P!O?zCZZwKIs;sY~dyjhUHPY~!&!$Nn& zh#~#R(rQH}RPDZGhgR{{AEeT7tN7~9j}RmeDHuj`o8f=exFG+I4jkn zV%C6n3f1j{ZC~CqfhObPnR&w77g*K}8?*EwPi(nBc(5=(`>PI5cJ`ON(?*#}mWH`L z6tQ?T6dr62XCB~Ns>AOZ$(sT61VFb8xJu(jJSpVb!|SXy;djGk(OUs-TB<;~Ufcpk zxOqWFqB6OjE_*6S(nXsj3rCS;P-uqpt^vlJnZN-}zuKnq4--9gw#w4vS=Bi=DktrM zB{id+1XnZ})#hn)tGo?NYZINpcNv+vmnxs-P5%O1RI2C(35leI#C_mkPRTZaZ1*g28NZMZq_hUTby zV&8bX1fl6wjBnKsw7s~FH}QP)6?;ZT-aqcr{2ZKL8ijeqDYZ(|t>nM5Q~JjJazI)l zmix{!ZzZ3q&3w{}i)kB}G!kNppAe;UOLCMF;;g0W6O!K;V^1?r8L53IELFDRL|hxU zQd_iCDMJyIr7d2O$V+f6rpV^#7JbF%-Rp@PP14*xLa}o>eM7SYrc(U%IyG zJyK;d3u|&l2(m(jnYyAR&+-%>EU<+Md!b~GqIdC{p~S6xcW>xvn#Ao0#e*4!FGuLe z_69fV;(TO)>bnOs><)rnJIS*YMQ=0gEP`J1Kjecc#uIyJNBBBR-t7?WKS|UEhAw%@ zvp7KU!30~FpjV!78@rcG9P7zIu}fZU14ia7Lebk88-m}qvo5{C*ZFfG1{Bz`8*@p3pShZ zyw>AN-J+q;tf3jHyvldcdr!tD8*W)yNs}sqBj%K{PGfhy2}^}6tHG071hf)uw#@f zt(sA>W-H-Gcj`_L+i-p^el3JMU8DulKq6!K=AZEMyG+VB>XQ$BuYUjG(@=%@1{F}+ zeS?Kcrl5CAK1gavoTZ{UyiZ}~BDpF4{}A;RKyf@lzft&yKu92Xkl+M&hXBFd9fG^d z;hTiu!QI{6oeRO;;jlYg4mterdwlP!SFfsPtG8vhYHDV8YWg?b3}#x4sdF^3#$`sM zaJ?4yNM-KFSvDODWbDTqtt(p&&hcc`>tMpJ&%sWi>m;WC%RUU$pa`$Xdmhbrpy0n& zila_b-&PQ#Gah2DF$M+brZr#5MbJN=@E;0T)^<i;947f;yP)Nl$qZ(g1 zi%XSq90x#}H%f1$Hp#W3@RJ>b)0z!q+_k}Lqb9=HGO^0GZl;eMZ-XEXvZnYLr!9S> z-#$YnH$5Uw+xom#O*(x_E+JfFRXiN=OeB@vZ8kPH8ulB_L(%{Z&PFZ9y_ryre z6t^sn`G2gClM9X-vw0ClYU#gT1-#?mz##E;Y(Xl6xh2Nwznov@p)W3vEL%{f`n;`XpKRXrjpTIz0TPx5o z`r-pDxKZ?50Q(u+nei6M@Y51z^zX#P|I*}YP2w@dNWd1l3`@C8eK?m0_;+H#=^f4W z1JM&z&{h(tAj!;$V98;fPaq*v;RU}4R8#(qr|G}1|3l($*q<9$q2b^fMJbqLj;rxk zbZAy|$UUjFplIzOy5U7bu_as|!t$)u!_jD8XwLYGbQaI}3Um(OJpIS1ru=z`wQ=UKy9Vn$^t&9H|}dPdsec+E5O#EP_%RS7a{ZJF6)D%Q1gGU~4EPZj}5HNj$U zddqI+J(F^7aJZ@gsdL+g%6?>up*;ADXMgh{>w|j>4ZVV@>&s zo?OdOmXg+5zn?Bm&&PPEui_&Jkr@3=@Bhby-Uhq%$@U)nO7qQ8nJ)j$9|sdt@>U$? z%9e#$2jDLJlu}6O__z7v#AllHVe(apnOzTg8)F#a|dSnDHefg_M`N@`735oB9 z<0!dnyW4d_Y?f=*w`DXxJfZ2 zI%j^NKlgo=fQE@>Ag`w7svm~o6Y7!XBx7y#kB?PuO(Ngr z4Y9rhz|7g*or57Q!Z=K-C%pUc&$NGYtD?C?K_8*5G*RWW=W?XYQ(&Wv@xb)xR zb?FdZc`1te`1dlAeNsn{I%bG@T0KWgSmm7F#*yN&JYHHS!5y@c&P>;~1Hy9RX@diW zj(a&;3CZJTRaw#`=s7h%Yo$BB#DOe(b^Vh9w7%NJ?Q-%7*~5hEUJxG8{PAEnGaS|_ zrt=lES-+>z*=KsA)l@CjM4_*EFL)>>`+?u|6vFRXkwJqZC+oh$0>4I}>&w*tN*)9U zDe&U>#g?$!lkeBQzi|qzOB_6xg;~YYqQBh~ctwt`xwA5Qwa{k)BkQI$CpmMhM_jW3 zItsTnsg1m7c7c(8j*Es^BsOm9LW}okGd!IYyyuGh=&<6a&7q)7DR4C1;5S{rk9N6pMl z<}~G3q+MWjPPzGmbzIM>-GAS097rAH%k1@J!lQ51mgfc1n;`Wz9(A2frR#nwzApb> zE*k}Q6m*qU7*^b|WaE;*+#EP0)r1MV`g-a_^6cfXdp@bDh$_S9{3-Rj-(-E^W&WT!oA zjlzzbLBTLvxwNnJk&wwQfnU0V9RCYywb0HtX#7|Pp2F`-OFlSL; z(c9zQ#Y`$blGN#(il4_~Vw8&a~=xf>!#e5hR55l%RCX(%M}EDeM)0H&;5U1ezF4oHX06*T}g1pV3<* z&X&T@u3^c`D@pw-pp$YmSh<~>eEjB3l#}Nah^kibn(LaW8)%Qz=zp3K{bt8oZs~tX z1*0wMJkZH=?if#TYQ~DbYyL7x(l3V)YYga`;yQrIIvfXbOx)|Xd91E-4y&HeH+P?H zD28>BRJb5CIZfHoVtCl_B_Jc;k$KU{8>@qddnk7H$G(xkRa75y*!;t&5np{%9 zt`=MDVnv;Wx`Uq8$xF=ro^Pz@8`)u3Md&?W=}50LteL63ot$k0yI>C2%w7vi$hNdh zt9tD^1X3P;)fzwSdAAzfJ#gjbax}g_Y_8F<8$z1jXGy@*swsHjTbpcnVXVRni!|W2 zGbaN)it3MDnfrNZcwePf^xA~o?dG;KWIE2Q7#_W>nICZG!GRHw$FD4qi3}Ne_h{oL zd!8Q``qo*!w>RI`;_~*8zt2>pVuDp5F-omJ&hRW6QAtb29bP@x<4k(g<+MZXxwsmW zhausj!z>D>V_c_M)LuQVzcaNW8I(KPBVYiE$_9+Y))^%kWPF;|qD!hB+IowID3w@0 zt7(J#HId;fu=dsbS9QdZ4{P33d(!+6*%cU+XEeP$gmBS5Qa`N4N9S3T#*J;6BFudI zYn-OhRx8^R%=R;&?m#Y$49>+PJo&UCnsBQvuzeg&Py>nn8j{#1hZ>BV1U6qP?^$ zaIAYr$|Zpr_IAK%srkQo2=Bn0qCunTAI;>yK8@LpQx3Zi7l^&;GH8|F{X-v_sJy8Y z_zm>Ez07@7?T+Dj(Uxoaow;%VAV#!XDY~UJ4dqXpu#T4=_@jBE_3P~@73$aa%lcp0 zbe)aakOD&u-mZCg@@6fRW|c(f*NVPAkFd^r15zgJM`r21E^eD=5MNktK^}R zBs3=>Pk8(B>axK6xzVF0+pR;z!{w&sNCr-4im@+uePq6;AFla)M`nW)ATf$Sb31Cj z^lUEN@s}2!9TFO~>yY%FJ7lPOORL|33kx)`SO2gby@XJ&%sPEcTB=|CAXFK4rL_dp z{KF2mYk&z-8|vHZlW5f!tD{ysw=>GeoFvmVu0mFdxvxD;j+$TG&U^Z8m~mMS%u{fm zE)NxY8pwpT>ezyg$`rf-Q)9NMAVtSp7NExl%BF21Y1w7kL@h!Pzln%Bvaf8oYuItP z5NgL5txi&^xhs?Hq*+SuTVZXu8w8r&QaY3c7mRqp_~D3W)z!seH&}mfQK_vZD11wu zK;iRDe?KXmspw}lCcs*7 zbPiTIw?ntwa9` z9d_Pzy=04Ts{pa&L>-MHg>66hjadZ(MDttzb~@fbKQCD0Trge=K6{^@TdrHYd1Sv( zNl(|()&vzCaw_xO{coO_E4C&g9k<-h<>Z0|QOavIcK0Br=x4tHM+V%%)*cIGWvm{$ z>La9l$SC>+HV(Xh@D+6W8l=oF{9C#d4SQOv`=-y5+IiZ)DlFu=$J6JG&V^k3AVs8s z&+LKow+C7fq-a{X#AIVP(qw1BuDiznvYH<`Hg!_T;a2N1K+N>TL;BK@oA1Y|6KO-! z4T~oW+F_UH*j#RGE94pgSm05lsF#R0Ag%+f`z#%!z@&M7t@+u2gog!6L9kfmoi_C; zFVPsRxiL1s)cSZ3FOHH{D>B~9JmC|gHZW}6Dpxf0@uqV$uGBUD-moeb7?fj3Ca}mC zVj+(+N>nUZFt2yr@|Y7pqMIu#v}MjN!<^IV(#V1{ENdEbC#+a=D{Ysg2xxhz50qz@ z8))WLsrAf~+Wr*K?aYU&Ta}M}QHlRFu&Au)GM&MtxzpgXR8pRSNhhJ`wj|&%2OysE zlg}bZVW)F*N>0ViX~*xJ(aS`C7lm|bEc|Zrb(mYo+P#U|weVh45_F2=9eU$S;6=dq z0YLzjR69ZJeDw$ux#K&MQG#q}{>MM! zt7Ij(3mT*l<5bF#4dDL<8G;7n- zZXej6xY#{Dy=8nz^v!#m2d$n4ycONbg4=;JeY;@Y6Q1(-ERWsCK>^s{{&FoF%P3Y4LoLsZ7 ztnQjyChnSV+*UOMfL7zmu$-qztDKSO1`Yh7DmftAMuJZr;Z+u~AjYNO-` z@--YY37=Y9O_rgKd?@)rwsbnK0o+i>p!l>IZ7=tf+h$gaL)ONx2~Sy^I$K$p(%C=} zS`alI#q|wXipQW)fRA2=exfCn332Pp$Bb7h_%uYB3VTNON2_(3l+;ItOz$#Q!n(8? zGta!{Q@BXTkjyQq#Uq_O6Nszr&*#R*s}+1-k>|`x2{SDR?rLQU37q@8O#B3jwI8P%$2;fm?;6Jau#z>KuQ)%bA`weQuHolk`BQ;!xRvb zhXV`~vG4xHS5l+$I=+o1Z!=$br_U-vV?k54!Xl18E?qh+qenZ@zqmsk~dp) zawk54CqB#t(Q=xld9wjtU(vB4Y7Mr9da`d5i>A#*=ZLc*IN2$mD>aLT6Wr(UQ7K{C z=85!`I;6weUB5L2=c4?4=ZpkOYB1#K@Bq~hLt3O7==@(jG)T8q=43tMa-RxV4}JKe zZy`_M@k8M2JB>_Dko#WlC@N!4dwWJnl>4_|F0mXUe~!?Hyu5$F&6kpZmaI8{zym(j8%rC#Pc)0*kE77xW zr2BSxQCsOH5?TMBsB~%JgY4fjNi3ZAiY6W6h|@^g45!6`cdIl3d&eq44cN^8tx{!5 zAcM&$P!p42YPyT>doDw7g+J)Atco*=PsmJ6*5_(Y(=`YH8Z;rljj%eUh7NL@hrqZ# z+5tFvtdkVV8qTlIuaaMOBpC_ZU{+VUf8Oy{+e-yUh)$jh8`p&a zy3;cwS9OKSVZS!g=;=jNPm(i$?FYT-j<=m}hm@~q<;y^^px8sFy!=m6?i~r`;L`vq zBB)a*!xk%W&XT{Q;q>KZq;rHu{E#W03Gu~=_yI?(knw{%+HNXTfoRL{z>v|QcPaz?m8-7Z?D^@lnqd?(Z&e>I1vm3PiH)bs=8 zdE45Zyd^h9NZQT&BqYA_X;bs_N+?ofO;+?mq$qjJh?_>gW5TO#qSImJGO;;x>TzjV z?Cz(hMX1u$oop`DxH)OOEmA4D$31vFp~pj?G|q(Sxw31+{82%x>X{@+4+8jMhu;o z=eOSb7Ah1p<(IbOb{E9%Ub5hCZ&?qLOHttguStz&s$BvM!7NeTp?O$RTbNP_4^K@3 zODe&gZDRmuI{nhJ>eoja`n|`PHQet+hixvI$=-x8{bRsA-h}Z+=1teuFKClG5^LTgBE{Bey z0FzXb9+ES?+p9<4%?eOHKH5g+1!TdJ({2K~+)wXr9_WeIuwxW}98s0J?xNSTPe?5As(%e_(wfHlJ^cd&Hm6KNRGV-?rBVRbyl02#D~AB!{MA zr=~?YXgQ?NzV%D>5C0u(`48XWJ->%i)OT>KI%ToUgp6uIs4v|&TAAp<(pYr{er8tz z4_YZ&HS`Xpw^q{QNjh5@gZv!-&1O;A=%QPa(gOin3l&w z=v>)!0_DnDdJfL zopZ#Ls{ADeLzkj+i;NBQJjM6(^>u*SPa%K;I}XK5-|_5Y7h&)jn@&e`-^N4tMzma) zkQAITdW7RlIrjF~WVTd~oSLz7+l_B4qs)WY!Gy{q6JaN~<0~9n4Tz1?tRtqa3Fdk> z`^e$9hNt#ZV@U7J>BrjJuO|rSOT+1B&i6i955kMjBz(vffD*rFMHBJSe=j7uFVcCp z|GW9^-l8$Gy9Iu>P41}r=&bU{>ssI^PfRQL^A$4`d+Ap z#7u->H~hxFh=0%o=CaAqOT@O&d)`kc++;^`%$c10cK2uzFwiTdn*ES~t=_YS*)#X_ zU7e*rlP;gy8Ym;&-JCtmP*$N+1B93;vG84Rjxs6$rJ_vr+0rfLK-GdC`tdDW_6|xc zBNrZJpC|!>9cQvn`IQ3XQR}5|XJ1dhD^mSej}lj;1wK?r=+Cp`&!6h^4SnPe`p|-j zHvJsUm4DNjMyMcv`?F0_NQ1`AEY}%W9Y90Ep2G&~{mg!ClhEmOv3H+Esx!m*R?i}5 zm|!V@^-X_il2eA`O}|Z&lS0G)n(21Agg;s9cd44+^vgb}O>g>#lAJz1$@8{JHlN(5 z&LU5rw1!F>BlZ65_vm1u8ba4D-v6}vKLp4N!PouAg+T?J&z+75f8-zT{Kvd0H1KM-8tcEIlqjV=Qlbxf=;VSpB28o>S7a4TueH$BupNG; zACWKNFVR*?7zcIbnfqF|7ld>LS6cj=|0IhvsD6E;k)kg!>L9AK@_5qhdD5)4HPgYf zHM8zY%#!@sgcVn6p_`*EpE;kzmMC-A<3ykv3$yyb&f73c8`yX%9EBM%QgdG!391FL zd-rVgd#QhSbolP5&cH5oWQ{;V5hfqCeYJb&F|7{FZy+)wy&O!q=ghbyHmNCgsX7^f z7CO+x^@r6vK?h1s`cwcx^ zSi)|?XTo(3a4rtrR-$6I8?O1p&{LO#IpQa!yW`eiA<|_bV#ah%WR15-rZby0jOW7C$rr(GsTDRxBz%Z;J;QZ6`{MeihTQd3=ZKxf8&zZ_M7`X<=? zH|NYm1*BqBg%Te!Hc@$LqJn4L@{Ej|kn9qB7%_uXb^DxQ`z!8|X8bcPF*uWLUrgTwU#xD~)<#**=kKFszv%n$gOaEFJchS`HlpEJY(lAk1id+Ds4 zt5eqLm#)Knwu)m)VljBuSglUcDbS86Y3@VPB{TO+QW@g+UtOZyDnE+8hFTD67g-np z0%0!vY*p@j5@;QaGiOy=Csj=ezrP!&*03r*!740nkNj(XZ-2LG{KO=Gg{(I*wRwCV zVCBQ^$24X$-ilFq(Sz~8i{jtj+y;yVjYFVuBR+Rxq#q`Z&6kDuH%2Z!Fj z0$$vxuiMxp6U#;3F`=eDr3VA#SNk zv7IMF*`7BmE_unHTGXMr)SuC2D!}z_C~oNyRf}YH=FvJp*;OLjSULL-AC5s|S;8!V z?4v2~)3)$kM>46YWz#ri z4-jvAx^7YX^6FSwJB=g5>cf(->^`g&rYg4*S0#3td2t|x>r(1 zD8%kc%^L(zh~@w#jXL=CO|H!=iu>7v%AsV*1Eu5fXVi8K%0ucEi9*cE^*o{C`V<(I zah`@t9!%uyR_eVOV;>xNq#JZ!Pg#oOjde71+4zScq^B%jeoM!C(kQiaA8Bo%7h;(* ze{g&EZFG_LD5^nFM@mmj?{gw?8c)KUay#7-**s+%cN-9BAqkQMeR$yW37v}~iz1`- z5xV6r{~(Mf+-FN+RQZFjQP^~LoQRv#R_$AwVyta|)KfBPyVTh9*bzO8*`bo2xDVA@ z-#V5U@&ly&ld`71wXJBO`ItiS6R0o@^-MrU5pFhS->exGM zZl{4RYI8$BpWc}zUy;#&QTJFk{bOhv2Gc3nqC#}h80ZBIMPsA;$eO5KQz(>H9Q@^MxW&SIJP zjZ#~4F3@W~brL5Db4E;zHr-ZUh}Vn*#}M z4YC?#u4}E9T0*VNd}sr9zGgdx60CPxXI&(JSrLfzm+HWNxc`hp&M4NdR$}E`BPfUy z;vHF>t&WUFHeRe`gNKXP{^^zoE4#Ib)>*MS5@dtXS&c+zn2cRZvkw>g7GDDud;Hw@ zDaxpxX2Zu7V5YUCSa-H9KvaE0+h{-A_R?zW)*#Z)2BGmw%GkSAAek#Hj{XvJkmd$Q z^pfdZvKg+6`8@N1(`l^zPaCUR^g{w|`(*ugGWUe0aC^YdW}SPT0%U}#=;*nhmdFIS zOtWiJC>h)r*KiTN^9Q)tbOTN!koCI@;hfOPzQj9=yPG_e@?!Nv?wn>rjxwe6DMEv6;wf1msh7t*yZDQ(Rfy)fL(3!F{I~K^3iU@<2?qQ zx+sDGWnOxdyqW`da|=gr?h_3qpb22C#zRcrrN-xcI_o6YG76Sn1SCaOD@>tYY(`{3 zNA%IH?>~s*gOSDeG{blK%G!yBqpcABa>hT^zciJD4?O%k% z5z!nmJADg*z1uB($fN5AA}3fO`^gK?KfOaxaQo`-W4Q)K2wRSCN(oaL8%tT3t-{NG zX@W*c2g^`{*z~`^oz8~bRLtUr?Nq|+Z+25@g`rA$xaIV1p)5?A7x=ujF?)=+9MUV4 zjwT;m(g}MFTteu-+iWPg(8;3{)6)h=tTRdcc~7N7;{tBU*2K^6)6tR?qNJ^XZ!oYY zT0|80%~UjbX$g(E{vaI2tM9efk{5je8cY_7z3m%@^BNU66|%8pgnWdKD2&dapc(b9UnS`Z8yg) zW_8mK?l&APn9ZME>zhe6uFCU|pXg1UYOD-(;Dg9C?HS3H!WMK80ZET7rgB>>8q|-) zJDeHBPp)TO{gFOg-om^ho^=%EJa9sG><+?5>~;Z1ESt^kBdgo@??6F!WUS5$?IhQ1 zp!oJ6Y!IkL@J0sI+@2imifj+L)@kk)?juh$aD7aeEgUMA)7M&?7>vO@-L?2;d6HUJ zH@YQR7d*P{W?{G(3T8RCP=744XB0eXwvb*71eZVdkHF&nx5oT3J2c;Ik!(|Vqr<2X zNkGrF7QeX2zh>!Xspiu_cy;o<%7xAaA*(9Txh2g}HP(^@#JU*vd)(_t-Tk?`mtV?X zu9bfM-dbEEH?z#FcnMPaLU68M3F~_?noY5hY`fO_%x`O%cCBJVU+!%irmEa_#c#N6 z%L!L5q=%bmkO6+kK;#c|J9@{wRRi?)R^Yj(+q)VEte*~>f16xXzY6O2j5pQP^LsW0 zWgZQTj~8YNr`_}hZgjuGh>ECfSm0hdh*lXt-B2Co{CU+WcK65-7hc+Mr(Sc%Xo?J} zxiehbj{BJ`k6SN`1AoB{3c7wfBq1==BmWKW*ZAjBuhc!EI4pv?*cXc>GIg~nw!T0F zb??vLvq8T#f`4l~?_yD}_+SS~G-Z~RcaV|imXXJLqPQexrnfEa_G`!R2vTZ(Zdq4P z+y{aoWzD#3?66}RhO*}jWiK?0iue@jG$PDP6X5p-pJ@0|;(lUJNr8-b3d&!|Y7>>y zZBUyfQka#-)c$AA^yXT)^tH^i=~v)%+h&N`Nj0uH{2N{#tAZKlEN2H=Bi9p zcuw|3Pt0FJ>Pgx+D-stHaXl1UZ0N2jFZmlNLhy&yKjalsN4CaDJ-3;aB^G2CoaUcS zeNAad*{Q?kN;Opc=BDE1js4fN){O0MP#Ok@SN2jpGH-^yXx9yM#mzO1x-Pc@N2#!* zwJX!s<4DKPF(hUwD$^qhanNSnw)RoO{!cVLOhM*euiv&Zt|l_|7;aa64ybHTI_uc& zk_IibALw$hk=gw9GFW%?Y@S>tJ${!bxSE-eU66VGaQs|r>H#7=Xn@2;;>w9`k>v@< zuS_s(m-zmf^8mYp3o-^)H#N=y?PKlUY-i>7)hd+QEyXM9OolcXTCrR~<7ILZ#1+9@ zg+paA^EHc!({%n7O&257T8gwI=344nF?f3{Hn>Tzsb&55hq>gmz2b&B4EuG8Mq`LH zk{U1z7h-f1jMOdFeVBFA;S;g^?!4MNYGWSTi3xdZbc+RnXQeyk+jAN~S*^W7hj{L6 zvZ95$R)o8{K7QhnxgdVhk%ey(wcy~piWfHJQ59K-)Pl8gb@hk+Y8IfyOxLRz;k_#H zG8u{|n5wZiXCds16ODk%y8^X>sZg*!RPmmT|Bo%m;F@r*kiWr0mPMPm;}&&Fsk+YXiOHf5=R^6L`!;rh^A`nQk>N?C@0u zVuKQt%;%n3se-d;O&`_|=JDrEEzh60pUhntkPWH7_`5IlSKdQ5%6~9BzOr`_`M*Y8 zFCZH}fAJSyH?=$ow4do4U_&ZaV}@`$878XNS&%=2&hQ%M)0(^ILFQ<0L`Q-Ovr75!{ z5coZzfOgvIM`WDkLe65jSnsIyI5N?% z8YUHHlRNtx|LvdByMt&>3$Np@)eE}SdqEq5d2-QKc3gN&ulWwm6&El!5_zgibPLAR ze+*Uqmr3?Z36wKq_qDj#8n59AbyFB)sr=It+xGMHA%os;E?*3rE3Q0@PSRIC?RkKf zY`Fr1+(PlQq0EXoipcC2k%(t={@g07BE{7+$u?eDL;ubd@ZWnho!6eTk5C^0DXB_f z>f##v54Ph3;{*w)7PpMOh4BT2msd*9eCd94)>Ac0Ia){+u!$3Y;>qzbciqCS;9wFn z+S(o*sgN@_+Co&=nwyw^K1GEx(Ha4|p$a;o{jrI$rk+@by@`KM7zC$;Oz0FKZ?HV` zh!?|rQ{Vm0e)dmUH)7wM-^ksVx{T@Ds}wLB8&Fzn${rg($84DX;%U?Fg&?uH)EW`BL}gG}Zj2K@R3jF4As9 z$oq96W3P$8`w(_(l-$`DZ@leMx+C%+X!Yw069ps2>cS&*cYw#iKojREX ziQ0FPx^0Iuo(;Szc3mh7Ixc{&`xg9(GUR==y;RdD76gq^E*axLOTHSSfI1>G2E)ZL z;=f|FBVn$Th4ftJk~yCxzDm%(e4T>v@%tB*AM82L%)UO?dWBJA>a%+>&IG)c>B1m# z;9TN(BV^36SyB7%d`kSCg&D+42*DjWX7X0|ji8icc&VCKiZrfhPxv%%y4*123=$3* zhLl0zkTggeiXB8 zi)*xgGxGYO9Nf9gx?`fLI-r|qA9nP$>ve(?+ID)k`|#9O#+_^}-f6ih<9_>R5z!`g zBf`5MUFrMC%2TXbhlHm1fa5%vXu(BiFG9k1S;u!)I1tYAZME$3)N09>DfWu_z{fLs z*j1&8ERtV_C)sYGai;ftlKW%){cGhh_AC81KB(m9la7r3tnafREui;N&cY~{aTI@Q zd(FH4zbqEFMf^7EWeII!=)-%9?8(G&k$lGfsL90cuA*|Btjn@dMWa;B^+qp;`ILoi z4_#a#&A9~Qo@$e^lU@xsA@aFjpmjqXd1xfas`8ro9^aD`S}_?+aPne4342{aM^Gd# z+WhFoOXR1=TJ?#x4nPN48P5x{7CWt~>o7F&Zjaq|7-)-lx8XA%f9Rw4412v1j!LXBh52?xj>X4D) zQlXW+l))n+Z1Q7jP5kdMU+KEQcV@@z<>6JchW2)$A$-gDXF-1UzVx45AyFz^3EiIS zrGKzbh5Dh+o-O!y|4k$#uotiv%*aEkF^&5~y45#nynb!Sv`DnPWW<7f>Pq#GvLcJx zunA%P7ql+82-H4-Z`KdJyuMurcnSy!2&E+k!TtkxZ>(egOXqv*^adCR5{I6D3hLNx z#n7BMpr;m|P$%>W2oj$-Z&ON(?>{KDO7QkCPKxiT*5LDk4z^C)^i{k12zGi4S`~1{ zHG{HTvo=XHh{iFYGpXAhgHFynd~Vl~O0nnK(B+$S;2Z<7ISP6le~KgtW}hq%RVAK@ z*I5{!o5T`OvYy-xiQ#@kF1XvBp|1$83f@>xZ#{pc*gxVD5xd#AXP6$EyCxq*RSjj+ zpxW^PrTJKo>uee1{3d6@#8@_+Q~R52hV&8rn}`A=#x;g_aYuZ0B50`n+V_mi8{3!; z5sw5;k%_#c3-RPanNBf49Iz3x{nqszN&$a}@-fIyw(DQ?(2c8zC<83!?KMNIO4krL z7L|b7a=B?TU`a9ftc_tP%*dqBs_OVLY2}OZfBIPouu#3Tb}q$P)j|6yib@APf+@C2 zeLdbOrb_9h$h_8nMiKKi4>M@t2h(VUc%i^Mn;;ud7>f<4c$L|wU^Sk{;6eeB0M)$+ zSBz9FTpc5tA&5x7=)2|cPwY~HeS;m{l0Ezg&=D=m&dG+wE!&X{NkKx1HUBXAC&t>% z@}6BDNpU`uOfBtw^~NVLj5LxGHOo=`j>#=Wm>=oV|IMt9eJ;gulxv63ZC?EB1-u{3lKl`$*@vojebG_D-mrd8+xPV=JZ{-a3){ad72n^&OJv2i zwIReN{)xg*!KziUUF=<_^UnlFc*Ew4|MK=B8xZ_3CgWJAEQAM)5~c>juxod!tet6|YMyIe zZk_-QYQqJO1&^!(X2>s!i6xG3%*u?H`X1%>&J6$$z`>ui@~;U17(V<4$AZJah2YFs ziz_6kDF|E-rW*r9+j}!4+ikPJ(ZCO&1_%XOfCSX%`dZ)@$^{kwX!A()xcHcSUwun3 zdAO4rcpvdFa$kObaGzdM)Zc)Ne^`F-y+^+fd63>0Fd;hw?2emKbZs?GwK?i4Ja?9U z{0I5D^_A~E7NGIQ{I%=L%cI<%_h0M3+L;C9NaWb%Xy+Jz|DHp^#>Ga-CcwtR#?H35 zN03sc#mXkk#>qy<#>*yJ!}hhEqK3L=h42VlFZwQo(09z6E8guz`Aa#|aR10LnH;_v z&Kh24HWeH`OZ?YLXu}sT#f0~;i(XOf%ztM}v6;ZKL_Y`U8^vl|Y9wnEYs_kVYd|%C zvq}vc9}^!3Uw;%_I?(LbW?=ja>bY(PDXkM5H_4OMwTkbm&PFGfYk6zaYZz_wXuN36 z#8Yd>Yh7!(-)&C3PTXS$BskDMip%1W;sd?)vV+Y z`=T+kbY8#;)5QeO0xgydaRwK)O^Y|ZjmETuEN)3cgEXCR)`j_WLjjR&eY}yJ54X+p zZCwR_bz*DmhKc3^kjz0$fUX5LcQY+>eZ=KU+49lN{;j_Tg{^x%3_G9YVhc7DC;P*R zk%3NF0yyp>uH(-%o!;zzJfFzB(2qr_ZVkO64HW{a1D!(KWe8Yv6SSA>!{Mtg$Z8o> zf*&@^ixM~L11a~KJX6+d-fjTP=UD^hzVt^LnB>&B%;KN+1H8FpN(=TqgqZJ-E2%7- zHS`~kcHJ6`6~Js5@O0@ z`3nr7nK`}bdcBwZ_4QtI4)3o=UOC~HT`#QFN7r#iO)!of#Ta>ijK5(1RxR>EI5dHd zofG*BpUQ&N+F`clzs6jT(^q=BZ{U@zTE<|kd#=gS9I#j^rHYe9{NE7O3DLjuTZdr@ zqG}(z`}7L1(JtYw__N|bR^Mo~_(UgJz{^_(U~l*7a7p-^u-2pCMfJiOIr4@{K>r$^Ntzg z)^}2@#Nnf-5|QV1;2J`rbjbdBAyXtGpB_vLL}-hBBzVIl?t z^y1ceSYA53SuKlc;WcS#LG)Eeo<1%|6>xpCR(sw^IVq^R+ze+ygnvB5kNWUNhIb%f z)8Dyyc827iv^#-XoR||@=ZB9=VFgm#pWYDAV3m8WEo7Ftn?}Y8Wbb$P# zS?2Us4&aecZEGsc1Z|Oe=mVjOG1F zNTO6gCiVH_+et*s8O^YGwe8*48Fm0eIcfJ78M;5gY&wcKr<&q5XMSg};S?UH8{vgf z2Dw3GJN9RqSGKvcs26?k(BiLmzy2+qO~i5%F@RtCV_$9s8jtXF2b3lZ$>;`a{>YkI z_%YtIsXkI zD$Kv?S}%u6Wx{r=SIFAvA?v6-yqz%UREXY3GRbf*@K#cD?{9PLG39Hst(p!$oN0D> zJ)UE-=Rw=1V)(g2b~i?}gxGT!4DKD@k5a}tLd#`+IEK&m!fV^yEo#d5%X-shG*ew0 ztu%G$+BkFx<`Xr|cxN2sxJ z4OolnlX~_fE~Yu_w)}BWtB$ouCtd$f>u@r}!KHv|QOhd1KE%OI#PzDykdFkVU0_r| zwj8K_itVD-x#0iL|Cc}TJ09+TynOtw3AVa@Y+-R601{nTjb4pzT@Qc<3@ai-eSho2 ztD{#um1Vm9_ep02&twiuA?hm@=J}HCW8Z}L*DnFT_t@{;%H(86D^Yy5ei-^a(U zs(`P)FK9UW(XH1Y?L5ddOov5FJ@rzfC}sHYqi>(supwnsSbQ&#Xw#Nbej{0%lqadN zs;4kg;8))Fl{pi#d8vy87q?v`PA4 zeTbGKiuK|8DE%RQg8n$=eNvyM&(LR!5&BCsFDLa^^#$sbL-n7^wo9CLoH^^D{teYn zsM8KHS^e&vd1$lLsRzwPR~lQ2k)_T)v`I!j%}G}=!f0l+rr8~6bbnCi4`RAH0THY9 zA!klOh8p8U>mQti{NNl!J7nyoR#qDaaSGB;pRKPlPEx5dvAp~|#EfZ0W~P}b3g~CH zRzxea)XWp>%?A2*anfvT>?}VU@lHmJfrc;(X%@<~#^$i{NJ)PHI${vdCE5@CZJxG8 z%0r;Atm0Pih2VR86n`lSZOYApvf?wgAF&qIcA97}MYYiP+F!u$_u?q>^9CtDJAOi0 zwX*3%`yl-j&;h6)k(js>6nb2YMfy!%TZ&KEs)x{r-AMQ9sZ=&hjRGURU!8M{x+=f^ zpyEA$RKUyEbWeM#8g#@hdUKR*t2{^@x?7uyw(bEP^S#Z`zkgPx$TBJ4^cM8ZySoc_ zH}d|<^DdiBDL3QpU8v!AWy@46$k_qC+JyY@wzUbUGY|O(;%=cgYS7!@%MM4*!DYwP zx}eTf)Yb-kf26~HXm^yoMf{(^&o4_Sz7cDpsOp>64?RpOTSzJJa!6;ha*vJZG-bok zpFWtMTfetz`hS~9>7>SDbis=M20ip*zdx4kA-=P>f*8dLuN3ZPVoo};p~Rm;oa{wP z?XeS1V-(}qYK)7hxL2hZu-OJy#OQ~VK4=j!r-Ah~a*%=uL5u=zz#FOkhB_aPw^!RfIWQ^-B9A#!?zztVV=+yS*%; z)*aH+1vR(w=7B#+^c186@tb*v;tj}-=T~V%R4MU*8oOSE7N>w#QEllp(V};fau4=Z z=Xf5xihnS96{|VH=n>g2($R~T( z8uoBK&!Q`p=?4#BDESyvGui2Jw$kq-bKZ5)U@+06`Xp^)lRDZgkSC)D(U3*%4j>^Kvpo_c;&!Zqe zhI|U@Yl#}q_r3*{JWYPhIPx%hDer>%)Ju67V!B>Qude(H@?@5(zXy^9Z=?+(Ph*@m zM$L@!H&p-0=b(8ZpQDoAN0g}kQ`rIf0Gg#G$^-e{`|x}Z%1gg%Bgvw_q>Z6AUZuGp zKYxN+AYVaWKr=Lx=A^4A&=*r33q?PDnZ8WB{rn#J?<&h78zt^alQu3iZ7wSck`pb=xPaaD%$~T4D zDS`(xP9IF8Ez}B)4m77rl{cd=EB|{A)qgsIW_{+F6IYy}X-|G1C23xS1-qR%arL}| zvpfh57Aav*wt>C{ItbK@qdngNUWT?16p@bZMeE+Fly|ZOeeaztdFP7SKF~R!Uc`#? zAAJjW?<@=b(e{AC(>Xh)(+WVn6He$Jmye` zXQb}{MZBqbF){~_xZXQ`O`OxhQ`2!OsKYPNmVqLM)o_NUA;#3vO5zm7JHf-6>NrKw zz18%5C@*&Q=FRgF;B_X>3b1y%=YOx=fRu{hak}C~%0>?OS)liVdfuOR4&cSqAARaUP}P+(s`2#R-ykBBA44OFxJjHiCZ<6sxJBpBm1Pb)5fr=cUShWQkLw z#7Xi1@ZN60d4lfwgWme$R6#2P#hC`#(tXN5G7E|S4WG{!@I`zHe}}K+Yk&Cr`~$v) z@8Ek$6DUdktNu5AuKuz|484bAJjk559vqr zZkP6`ZxNw`geMn9yeI(eW~}SK9Krg>e$qWQy)ovH1)Tk=Aj;;8$!K9 zeM0?0{X+vn14DyCcQ|i4Z+|)ebl!H}ao%-SI{)pgan?HTIqRJFoej=L=L2Vxv)L(j zwm4gzZO(RQhqE)fG`cLhJh~#fD!MxTiuAhw!HxU}H}W6c$p6>45wbgGpZ|RSultfE zG6$FcE^hkaDVOIno{i@rzi^dNUtdRlVKbn44wLsMfaXd589Yzn@ zH2QVsRvK}YGkBll=6`9kvBLP6nF{4&kjRvye2fCCkug-^e2j5cJFBzRQ=xmP<*8n~ zG{Rzq^&vW3;d{K>D#S6)an82uyvIBaKif5 zY+$`=tFT5@Wi3%s#1BRv~^A)(5j& ztPnr;PNT$^;>$FL`LY%2#~N%bQOF-(8>=(bMR#e93XBoHj+DPU&CX6=Z)=?~(@v&U zJ9q{QG*w}NtbbR1a|2dvuqx4uP&?OSSX_pR`) z^=&lU__kUH6gr6Z+z5L)z6XI6dd`^dE2W+;r_~1QW4bxTzs!vI zCRwBWtBhmR=M-a!e-zCR%`Vlp&cDgS8JQ#fhmE1WJpWPJtp}*h6aH__*8{>|-5zbF zn!N+Iet)7IYh+dT&_*8CDA2)dUW9BONqS@+pdAhk%GLXyyuaCJ|a*!kg$s6Ky+G`~T$=qfZ z*niuw14&K~^TvpMN9;QKIb)c;N}Mr>uMsU}W~;f#?9;7fs<5vrWM=~xL;Dyc=~d9@ zbV5ae{}TIv*clpFIb_jg(Er$MiK3E)jqH;;X_>_7xC>=qfz;_L*C7X*9Px>CXgvBn z)-9M#wQvT5L>c)Gq7E>l3v;&^r1vECOs0G zQ=&bShLqP!FAPyL@pp(bLU!f?$R%qBxweNb!oc#-zD)ZAxHG^-GzXGKmM}ByoI2$bI}a={ zjSv^YU}i%Cb7I&Bh%upob$_J+vl087f*Bh3A+LY#?T%HhK1NmWg0z}a7Lyl zt3#%NEb7GdgT0D)A8b1$a5x4WjyR939_IqDV*8RkQ+ivzhkE)$(tkb!ZexOt5neSO zXB~kg>nWZ`#JJH2tt7kbE~FoU{0QXT$%xC^&>jsoMV&0Bw0{49e7e>@Kmxtffqm*^ z0iyW^{uJw^yTeL+7e{lDL+vL_7q}f+fQ({eu(SZ_FX=mE%mPJ66qZ1_R#QT8dH0y=aXzAigj`8TCixgAK+9YBi40x7x^U!NMM>S~~rsgZh} za<4i-9iV&xh)^A{poi7F)Vq|az=FOAENB|Apy|MZz6=zoUVnX3ovS>eZcv|B{t;HF zufPiRG%IDJlxNszc9*i8eVUC|R!N z$T4!&&q!OBS|Jf3^&V;QQYT1@m-<HKuQIw@U{E>Q26 zU&K+X(o@qj)d$kE(vPWi>93}rRHvt(NGBueRb*udTiux1z%@uW9=8?<{^(Fc3Z}q2{ zM>CD;%YT`sOq2SH%-qaeb#LbB%+u;C5`9wlWm+@8QhzDGN}|4+Y0LaUeJ%4=rbB%r zb2f89eKXUU!_+fCqW&zuzNlWz$<4`AF9CgePkvcZ?aH|+XSn))&WN1bm?d#1=I1<} z^9&1ezLm3##W^iGD_A;bWzG*+R({!n73Dmi^M5@1aL$i%USR#D&5zxf^ZT5$?4vn< z%=r`hr1ZLFqon7i8n4U69=+?SiZ< zcUSIi_G#%G%f{!vlKUFFJGV9WS8Ss6hh>v;U(fvwyI)30VAZ+px$W%1+~c{&S&g(H zvVVu91(8jb7DV>4%q+7#@U!P zWHZ?u_NerAWsha^ve&RV*`jO_dt4%8tVtqc>o*<0D%?5DD~v-vWf z3i~JNk;{j;6?2Fmm?6vHk?0)u}?1AiStR1-7@$8{&8~c6sNcQ*aRQAn0jh)N8Eq|{} zi}T9!KBHZecX!^s+O_hVidvEUvW52HYs#)E*ZLPcU9d#FnKDH&C(A$W#>7jhHt|zx zmL5vxQggXPCqzynNmI9SnYkA`M2I+s)<9#GCi5^6P{Ea?{K$xqnb)xjB zD?Uc1wbwcz%EG^hP={{6qTW75(tn#ss9wMHDD2QQ+n;!d~m z9p(wXTiio4-zV=>;tS>~ew6Pcbiv#s(FOAuVGHIQez?b%sN0W-Z=m+hULSqpfjU1sm$(|>^;RNHOl zHv1Ug-Q!y%TGvc%Gp9+)=)D*?;ZNnLChIN?o5%w`xe=@AfRR=9-J7cM%_NZ|n9j66Y+m zhPq4K7Jk0l!-(&2w@Uva=}+Vy7PUc_x0X3Gq(1LnwEIY1p3n0fF~T$LZC1)@7qfSR z^ewXcm}|WPbB@&Q<=A?I#P1<4Gi$x!a%9QV$UN;;IMbXXwUZZkgP4p?*PrHe`Uk{F%;vNGLw>1$#BcXc`Zd;2|BQdm zE5ol&|8l?r?p0Xlg1|k+D}#(#%d4Da<|VO;mIV1$${)+ed&`5upufw5f&PMEuvr@n z^Jm!A!H8gVFfJG$R0dU6DwrJ92|3;A3}$+LoO8kKpedLqW`AqD{0kNaOYEs)1&UP| zv;<;Bik2>re|DKz(?^3f!TMm6Wd>V=9o7JQOt3rH$Gd`q!QtSjI6g2q9-Q)OgAR8G zKNXxeF9jEauAs}F<7CBdan77Cu0G5>8|q#K-xoSz6!r-V!hS*ju-NP46^I>YXgJ8M z4Tpro#h$Pv9Df;(3Cn`2pen2gCx+Ewtv|tBCGKXP(-}?;>%&>$oUl2ZZ0n$a@o64w3=Ux)qMu+TG(uYlqB#(|n?fzK1Ejnop<(1Ky=$zRabw-zCCU)5=R(s6jz}X&W;{3QU z?jMYf2Y<$c<6-d#xx2=ron?MQJkG9;$9tRYYRil(?c%sftg8*)F@IM)Ij)PR+img8 zcs8$!o2r;I19)h8;tUeT@@ldqDOzyiGcw= zn}OEqoofMz8O2KX5=Xykfx*J+U^?Vt4Wk-hXn+>1dR5kfc7enL!j z;%5NeBt8U#ZpwfmF(5z&u%d*wNv$G`0r)6+BP3cZ@Hvz43G#U(wlMBAL0-vsE@9O| z!rx3M_5--G!~r4?J%hM1KcJqMeMl%TJAVxpB2X^<7sbd5av<3*Jj`=_si2*#7 z_@4&GOCygL=VJR~^4gtC}mu_PE65M}+(NYf~P8Irh1z%q>@NT5U}=6|O) z4U$k>jFe968VHSnHtU-p=O^>OUX*+by@3^a6^062$|OVtXp@0@bV7+}rO+CLH>^&4 zV?tjDNhOvwts@%cdZclu`Z-AOV{~FZVfL!ORh(`VL?@3y^5eo9G0_hU*arFj8RWr* znM|mE!a4@a%0T}Ue$UXKg!Cuq2!HJ`)VG9ejgUFa#9RWF$zJc;FUmYAIpq3RB@b35 z%o|)TLP^PgDPf)wDnrOCcB%w#CL0B2osKo0FsQx@)-h09>k*m>U9-E9Bn`Z!1hJ#N z8td1>buC)6z;z7ljfsaU?LxF(Zk4rZ#EXUpEW_L*|7Ql@P6qUyVg9fZNPl2LWb4rK z(I+=ZX<#+6>mh-xCq7g!fIt5l@(Jt0DqvVyglIDC0Bj5T7FW?+9L4iOe;D~_e}W

zZ<6Dl;F{zsOZ;u}e8cn0Tz`*Iz#gt+9uk9%QOmK0U@WSeD4llFO7QFKBvi%<`F zKEs1u+x-5^;wbhR1NJwvu<3*#f?;Wp^$a*YYeJe(Qp_=fEGkDKiGLf4qdIXPF1jgm4<{j4qBhzy zKaP6HE=v6aR9naV(I17R>yq~@?W<%lAZ{z(e~bo{Bo7G8%mf!7E?2!ldonR%ACz|_ zW|YKHSEQNBs=fCFGu%sed{>$1wv9NR!@VO3^3O zGq#i#d9r|c$?ilxJ+D8CG~S&E!&drA|BEXawu-OV(^p)Y@aHQ9N2MdJUV z;#WVVTKp;yEq|yMzcNad_!TJmN@4eVeKI$f^~^zw)&cxmO|nvBU$p7DO-~Q9!ou2N zl4tb4BzK&ZZv?t0(znl2L-X$p&A&4=|9@s^ink)kb?^DRD$3X2W(0C0 zU*B#N%2Gyuz1=O4CV7 zwiq4c<9cC#^fI4 zU0iu4U4K{H;SR+8I&3u<^Q^`X@Bz01`EuSwDzgzS(e5Ju915n@2H;LRN z-j`X=4_c+xV#xwDI{0y`RHF2voplnY=UuXQZGT;kESP|i-3Pt9BZ>ZXT=c?(Zrt7; zBTAJ?%wFVG+qGhRq*rvM80{V4{mB_I*=Vw7i5YUV8_73jA`aMcM2DMcuQHDF!$zIG zmhX@(K+)zF85>MLVwLFU>^=HriR9aDBEQP45Pc>7*~dixSBkUb-x_glugGEMAc`I4 zWPj~8{UqNl`G4jfXFw0C&xa**fZH3cu>5NDBW9a31+(OsQD|@ARaS|)O`Jc?$WZ(+ ziXLWfmhr=^#l{+IlsVs7ZB39!zg6RGF=kR6F*z$_lrO{+n`ci1$FJR(jd)@k#oU=E zW{~Xj31Tjcl9m85e-@K9pgX3RC2Ev$#eejZ?m&IJJJ{SK`F^~GEC9{`bBHn6t#rqK zFvghESMPKex=W0JFEsMq7GCA9G&hTL)|e-pzDdNf9X<8{_o#kE+5>nUSp!4~X$=@g zvBikhC-#hX$?TJ?KI@1x#T#SxqxfR>F>{+&ZJu^dd9`L+ccd{HW6WE`H+f6-1AkY? z7sC!D`GB2CjIZtD4)@xd%{|^8zQbVNe)F_gBdf3YoDuRxUO0FQ*MQuaK*|UsNbn}0 zFnSHjknRl~fW4p`>t;&mKq^gW0*N;mGz1fx9`P|Kii`=L9_>5oNRj_*)Buf3e?Ywd z$>>2sYVRPu9x@j>uOt0w$Ty{A4}U@4f}B|>^AjnJmyoju@=3^>l60*iIUAFJEXbTs zKt2O`hmPy{ugJSJ(~FXCDsgS;KBx(xYyw4@U9S$`aDha^o2 z^&7+zgx0OYXD&gk5ZAx}3ZtWp4%|ma+!P)DTZCE?>SPcK0F8(|;Y`AWDy=mIA9Ybp~)0=hLBVAfRRCM52CiEkl%;A zMS9@t&|OVv^*VV60;w@5`W^a&y)0LRkq5thLJ-I+@n0cgFK|Z6m$?_&~kf5C; z94gX{X?9h~GFrXl3bHq_;y$FTSCWWd8shpe=;{XMxws0g!E++#UVpUzddROOYf$9t zv$6W_Mvpy*yZ$+j9>=){k^TzgLdcoO|C5w_ntDc*$80p;$I*K!UrMV0IddRsJ(l2H z%n1UUL@^uyc8!MrTSA$1F{3Gc-?tB@tqn!~!JTjW9>5 z8GF7#&l*BS(N4uvrpngpGA6}G)MM(u>zni+>6`T*>s$4o=-c!cg~qc}e_7}=Kht;X zKiBu@zYzM*EBZeDm->FaRsWTE5BatJJN*suX7lg*n}6bs4z1jeD}X8(!~m80FahDl;@QninArsQU=cBr9g_d3 zGRc1wuK?TFHr0|WNR_jf*{iB6`HyOron&vRgTQja{)LJkf>kQS%RUZb!v405+$0sDBqBeu)_#}9abHQ_b3OvVo z;5mK`JjeOzbUH`e&mLj_*voy1m6-XS0U7KmmVXUu2UD(|cbzv2flgRFooJ96niMOzc5^rJmNxX$s zNxX$UAn_J99n8cp=RBSB0;>n>@LOOVJ}a>l_8j7E}M8+Xu+hiOP_G_>Re}4-W;Zd*%e+L%fF&T%1y^-6QEnw~0zS$zp zkZ6qNNi;_DB^sjz5{=P9iN z+nA?mqw{Xd`;4|f@9w-A+Hb(Z`wLijmld(Q@-6?<{>TcrhQuhkx+l zd?X*k%XkH!$g6oRpUUg`EIx-f^Z9%cU&@#BReUYqz&G=4d?(+-_lwf4yiJro#!rZn zr};k`JE4FEScFNA$eeEK9fL&q_wM*?$_E@{zo?uV1YwRiZG*N1X-C#G`bL|E8 zVtbjr!d@-TS|`rfXm7E%i*t6_dw=Z%_96R--EN<>&)DbePW!UM9M1bWfs=9aokFL- zGte3A40A>}qn&ZK;*57HohoOtQ|C-~W;(N-Cf@AKa~3*FoEB%Lv&LEPY;v~R+npWG zZfBn;eb71V9CeO6r<^9I!#VG473D69dl&uVbh*0dpXH)=CW`(U={mA^+<%Bqbo=mX zw}8)bM!5a>BDdHb)h@m;=?`MsJI^-P`4@_V#)QyhF}m?}!-7DRShUe19=_TD^Afq|@Y` z5q+EyW0&u4@Xk2{?L%ItciCs+zADA|(ft)VO+NPnXNjM&i~M}Q(C_aL^auOH{1Lp_ zAMKB`i^QmkvG$oi-VgjrQRig8%FgeP5wN8q0{9r@mu_ruI{h# z*ZZ6Nt#*kR%T|AfZGZZ^{eAvH|FC~lj7zP5+&|@a_~*r$7scOtzsqe4^uP%s_fpWu zIVgH^b5P)}awZ4;oT{Lh7YBoaA#zp(!{v$zMh0VoGN(n(il8Ex=ne1`zT9gFs)O2K zYEU1{3g!gO!Tewm$8XOImO33?Dp($@vWEt1gAKuEJ|@@}?0*dQ@Hws%?B~OS)}W0q z4UPpTf)jRma5^{}TnH|O3U3o@M+wc)bKC6gVM_eVhJD3)+3PL}i^2h6NjTK+2usCU zS`dy3$9jvy@^C^pDXg*k`b{D|C7kAD!Wm&h*ci?Y7lez$W#P1NMYuX#7j6u& z;Vye_xHmiy9)Ajtgze$U@Qk>oC;Fa;=fckLa>VS_?y-o6O4uF+QO2o^^2Nw@MTPEW zXR9|&%(#Z2*2$0hdxxTd(O@}~g95R>CP%~kanXoqw4BM&IB};Z!WuE#$9pNaH5wmP zMpe<|s4kiwoQP)P_w1-CnirlEbLddCFj^9|L@W8FXn#$#-YMkGb}HKBjElC4wbByp zuxp~-(Z1-QcP6ZHYk7TiI6CSdkB*C0O^r^ubHtq#xw ze*buRyh_ZOTG?OmT6dKG)7vf9);FOXwQ(h{S%G%}rdVg<)-#^tiRpf3?4M>%whNenWrBRR? zCHBN7Z-po|*5Rr0)P&TeRE@hzjPf#PWnAnurKY5&rDoWTsRog5OwIMTrW*Xgp%-EVUxFI<-#JzA?3t4~mY4liX%rklGTB6MJZjJ;Pa_+8)%pPHIPV{HS>o!clc_VQbADZXHq{VyIQgkg@1&S-V^f!T zeVTcT)7&Wxx2FTKTduVyxlUMQpG#-b`Fw-7F4EOf^kBOtJuE#U)tDab z9t&5b$EC-oE7Mi!$?3ZEbpL32W_otIDSs|b&r2^1*QJ-FTf7F_bTamt^vbZrUXWfB zotMYb>(iTfS$bsF+XXLRwzE4LSj{cCr|amBw(lFUw$%y73N9wK(#&dkX4XlJ}wrxP+`qKnSx^cruOTj4OV%2Q$AOj%rD zkBXg4MI41IG84mwOm%v8rq=c{Q|)z`dVh&C-rks*m6;=UixqAk@r*hVPj#a!SSR^h z5wnTB%ZOb?QI$%2w9_QY7O^|~gMTqcJWbNc$upUvbA!Q`@T7L2Bt<2nh+BlekSRiM2tTP=*}hbPVay$*=MWABZv)U|RL|38x+adoE!a5Py^CLn!$U zwTfaQqWs&ahcM;qQ07yR#CIz~np%si6K|AQZ`z3W4|eP4?E9#PqHT|aq{yszLux^QwA+B{$N%#qDC(3}2sm(=6VntD$ zG-73vcQ^Ta6CVV9)tg&NapZ^xs$-s0R8Hc~5K@z%(x1iXT zKFxMwA$=0(zKJsA4^PO>Ri5zZ6BT8;kj9)(xTWMHO{hu}B*jQ4Zht8uGQ`=T`&#|J z#5G!xCKe$@5~FW7Py{(bQOOsVtRRHxM93lj7tL^Dgb{m`;^z|^3tU2NAKFa3V6w7Q z$*cbjZ+u#VH12QU9(yxJ2?Zmsd&Hw7uX}Ac-50Jh8DmXoJ6Rg)5UH19xX~9h2q7YF zI7NUbe6Tkg6x?${9)A;#6_6>t7w<2LaYy)L6V}3CkR}Ewah7THZ-(qr!Cybl;o5TsFzM6tM7oiNrTYVn#A++-r9L43 z@_4&X;|)&xj;j$DHtAkHAgMZ_9pzmd|Qr$8DtV2qL|2FGaB(B^m0OF1~} zHnh1EbMgz|{C^TVwH8NThdc+FL^?nX7(sR;B*i=UCh7-kixCSO^O-yn60SY*Sc$z( zJMdpn+t-s;$(e9j&dCmT_Q@br%(XCz`>6JPZfnPcEtNsLSFxXjT%2l+H4 zaiVG5iKj_ViXo`YN6!qSXApYkUdUU}LfWyfL(X)xgn#xBV$jnXr+%nHZ8SPQN`jl2 zd~4}*=(oR)fG~-k*Qf!wIU9nUF_1?gX?=}E8SoZ~6|MoHCN807;_5(<#XeuJblb_u znn*3d{MS54;&BrLo%)vce8Th(p|9vkjc1v@0cSl2Nm%x8kzNNm8s%vR;OI~CDxlb> z#P0t$lz)5-?JUN9VGU{y@@a1W=>2>pv5+NE8;FUY##uK&=HXhjubxKE{gAWieFN!X z=zkn#f5Npc;wX8d5U-Q0w)Y_)>~i8(i?Nn-rUqs9(+os@J<{M=lQlxGM9v~eO6NoV z18N}O3+zbAw>f6u=uKF6y`whZU4po=tf*_OIDdCK?(uKLYe32Eko3)0^{9t@O^7-B4)XV*4HONXEDd*}BzY7C^qznm*faDw$f0O5<;cg|mrifLWb?q= z9oh5964M?10avsz7PQ||G*OE6&^yXQ18SysON#P9v+=JYJ0#5gXQ>|A<#3g2k=Bu> z2!9cGBZuO$?}EhBglsCxOm)D2yG^B=cPs8!Mtk}n_V@qB5v~SDxE37YS}=x3h?0^c zOy#F3GsLd};*1&K2-hbZ;d*d{r-LIbS;bdzgbjM*gB^`iOnm5z#Dd`Du|v_2U^gd@ zFnN9GUzVe7{tnMcXnvghF;<}@_89t-41a4Evr~+g{wlm`m?FPUC3iq+x5|gzssMJY z>tMGkgx%_T*sY3SxB4*bR{deODu&(a2H33zz;1OT>{bI|xB4jTRwb}oeGGQ1a@eiL z!)|pq>{b=9TipY@)dbkBDq**}7j~=rV7HnCyVd=$TUEhs^#JTv)nE%h#6BtBu74)O zR@KOU&R$iPAr8m)q#a6mLE52|7o{Ca*)Hu+%1hD?rR)UP_W-!QC&2YR1+MQ~;QF2h z*Y|B{hf>}#q<7mnLpMz2Jb1r<0`IpIyx%_?fe|PdjmXF-e*ycq3$`i+wkj3&DF*wL z2K$r_`;;Nszp9zePxn=MrZ6*H^?zYwDu#{e2H2Pez{YeVY)k`TWBQ1+F{vfe#-x4> zkudH+B#g0$gmI^|F{$Ga596*(Yvw(*3@qQ-VEH}Ez;_wKAZDq&RKOQxV!to-Tf7~yNAHt{WZ9|hkvtLwm^Md zT8Pwlz}M{rU-!@8>s|z3_b=ekVq2tzi2V%w*f+tC{e%3vj&bsXf9zDkT0Ql_Z_-}jrxy4A7H#sqmBZ##<2d3} zc9?U-8TwzvdKhkQ7U#=&4}W9+D&oV1-rUpwQ=A90&6;7Juo}#>R--6CSCn2L%1M^# zC~Ji%S!6ZHZ_D<4S+@I&vVR@%LAJv>)I072A0gW$xuv51X_msri)*BKrEC$evIg+U zRtc}O#>!|AR*mGD8i%jMnC!UnMOm;*&0@aK9Aq5l2hD1JSoBgq`F~wm$uA{tDMgo* z(H}(5h#r=VQgcoZo78Nx%gkevPimg+jvZ;sFYqeV4$%u^>6@}wB0{XV`g^kWe$gkQ zPkX*7Yc00V8s~eyD$9eOsF0EqYC1i!9w^d-Ino;IOp`GmP2Fh_VC6I3kV%P7~pzG$GcuO z>JUA)F*YVP&R$@3L^d%~gEJ{MC5Rh4FGjice&J|v*2dOY<%k@+#aR{G9+?n(A@*`? zPi(&vkG;-wFZL$$GB6`U?6i3%u9%l09*_IZ4w{Wy<9|J^mUvmL)~$9H#@5Fx;(g6S z@d5Ec1rCO2XS|6y7~+%SQ|(4!UtrdS_!4UC?D+EdDxQbTvcMb*%&!1;g}t^Fe+}#k zyWFpL3k084avsDqGCn_W;vgAteAFNM4%lrp%pBWI6dzkeg+@J1# z(>wvrgI&UTz-$M?br7vdRphx2Qo~ZiQ+K9DrGJ`)(Exk~J5#e#k2;%D^HU3>9jPU$ z<*8MvwW$rMO{uM^9jTqES5kXZucZ#g{nVk<(b#_4jSrb8QYTU;We-lR<^4BxhIZf4 zyz?e%q8;YZXs5F(P5W+SVLEKprIXH1XMFlBm#F?n#1y(uefBI~9;&_yykD#3eJCqA z_J5I@fNMmzEEZaKA*V_^q_G_#=ZH^#4dl?bhmpL$>nLMVo<|Mp>Nty|`yxWo75uyEp02qhGm1(M{7}nbAH1Mz6k~11m1;76 zcdquDmgheZW`g^;Orwh4vP0^P&y>ovA)<8OO)MYMeMs^N51NZr7aP;(`EatpsDv&VM8uYVwM zpBh3385?$ePYc*iRW8K-adn}6lomZhHO8ne^cTjA$Pw;QVG$M0;Yl7%gLQ8q_1CUJ zlyipDMp;+8#vB0Gu)Sc{OFWv~YNHP{Grdsr8py-!gQ(wves~G3I|47{N_=|<${EU0 zFNIM+0e9=CP}{{_y?LbY?O@ChXn#k|d*E$+7xLvqAkfyLo_#sLo6a_iat7l14B!9qO)c>V1 z_X(GCW7h+`YVhq>aM#Va{xakb3FgwJyuM_%WB%O3vqJw9#_@r!g_Ls@>MvgYJ;Cr; zAL^uQ#)npG99?>+mS+tSzLUFQyEz~7mahF;z`meFD=yycDXEW)GUT1w6I%YvXfWZ! zkRks1gVE=AshddN%kzz9X@8>@oEoSmd@J6r)3Npk<99!bRV+TTzeJp|N{lq*{^{q|=3?tcixl@=Caj*n@f@R>!#mOkIjv9S*+qLh_xT4fuRezBd*j{^ z_LCvnhbY|+e-GI+Z^gG!tkcJMj_Du9x_AllE|hZ^<@{&pMs6L~+1P@4bqh*pfV>6u zc@Qgf4A?e5g*kb1*MHZ!w5}^KV|jlbjWVx-ChC5yl)=b(0_BWGiz<-*F=TV-VcsP| zA1C<)A!J(1Xv;0ALm#w#E7xB&q8vQA0=AexBF^lcu=tmAH1Xu_ab^ma%sZQE#s~^G z&jb7<3K$)#G1K}ZeJ{r4IIb7n)Z}1A9Kf99u`9)Hdan%lM%*VKx;NiBRERcOV-=&KvLLL`^qO<7busdKZc#59($3T z;5UGWdK`8Y;b?gXeR36g{{7eigsWH1mnGsNPKOP@YbHsJuc0>$W*xW*qjMvt)kiQo z&Db+zNDst3sRz4N6QUzVk^e~7F)d_O;tAf_HBRGGe&$;`gq;(=E8GU^aqLU?phdT8 z&tawW_dnywMtpMNOlChk?yR0pg@i}^0|*SL2@D6a9F zq`W7v6wkf;aBnBp+Gs?W6fdSI`lk+i{xoCkp~(Lz()Y2{ zzl*VZLZdO&p9*2Ey}d}|^JtzG!_bzos7W2(+aJJegk^;qfxeZv_J6{zD7yE%QQHdM z_kTnms+EDqp`Z`V>#_OVZT>lb{~bN?gV6sfZ8AM`mDWO1xFlF>+yw3KDEzOel!^4I zUTc6}xdyBg)dA~78LsS0v!Vq$>U)gETv!cojSckYk#_N-1uMKZ5MqeF8WMd^qKg7%4b5?G$)$> zyPz*Z`MdH)D0g-_yXoqE&H=iz!#Paf9eWqv2fip6?-RX>M z6TbpC8r{#H1koeWO0`aC2yEH;3~m_|M}Ja(sB z8XM*8jx~jQ#>R*J*aZ52Qfz9tZ{A~oZD!HhQEcBGp32?>;rX#u;bG!G5P#b$egjTh zcoKXECh=H{_dxhW>_oUJb^v@pgTK;E$IiI5kzV3I;Eary#Cyfdo$@$*2IAH6n&<+` zsdFpoyAkmbPC3o5N_Y*V9phY&f%u|$8_mOXd}%Ztok;zdbk@aJMAPxr)IXK+bxxo7 z#`tFVB5dOo6K|(GcSRTTte}#17x{k?ob@4K?}6}EXDojf|AA;_qIb9=QR!@C{{g2w zF*s36>$25-Gg0qUCmLuCwj~;46Jisb(d2uXd%AOy zWyuQmBS;Qn-vRzbw=_AN#&vtK&p>jjcnc)wQ$2Siw$li1NG^;`V4s25Yspp4qU74- z2A;{uO|-t6l3T@JfM+uM3M3CE4~3V|Oqi8Cnmoat0qhqbUIF|$Ri5gT>KB`ps!CO- zYQme?;y*k*H8M3iewf#GYHWXaNUE9E`a-t&Pqnh8e|S=AZfb6Le5x(Ah%No8Rs&M2 zQ|ppbQyba7pT?;pF(=jT&PnZ}f4k|feW?SnCb8;Ib;c*BPPzTlnmZ-23}a9K(pI=4 zvMyf7|Jc@_=4%A^k%7<@6q>iY@iiZ_-sq(#L7<9T`91j7-0kJ{_Jw zD|(`*JjaW(MZQ<&RYWVjzTN<;b3<}ETjP7fyy3J6?X?TjbNqgOm0#`G_;vn>@F0JrKiVHlS5^7V;Z-y@ zW`&#l7Wy}t*7^>%nD=M>B*6fPo}5M zluTvfbf$k|S!Q5naHcj>pJ|A`;O|Nvik?m#^9E%a-NsZqz8jMnmw7NVF*C(GnwgfF znVI8I+hR*H^XPxyg3RK~vhb|TO1Cz%CV4cmCbK^CY-~rSF|#GJJyjC#mwCZy%e|d;w8Rc6Mea)XG|rJ#^*+lmz22^ODanG zmJBEvR5GMwSjq5`J4;5DG`YEw@g);VCY4N$x0Fn$Ctf~0wb4zN%qn@bWPWC5>VVsj z>Tq8#S?JCwS&}&IE+|=EvdUdkvbJP{v(a5&vME{So-WxMNyb!oR8(`?@|V6pAQpct z!piUlFkz8r!RFlrHZ_G$Ls$i1{Uny!`tOi09DmTk3n#2CxDa;1ftUInQY%LAmc(JlSCZ9YiS?eHipuL2NAXcz_kT zSY73@K61nh0bUO039{{c>9;i%ESfSQXvFDzlzO(-8$ zlVWQujGSWUE^Ic&t!%9saN39koanv8nizOb3I79pIE)De+c)EWq;dKoj3~OCVhJA$ zxK_k!QkcXQ>`w#D4eZuU*gOXOys*m_juGSY&_lrP(hzo0*b9p-p(Xi(NTGj65BO(b zgDiXtI&AlZ2hqqPE&6Y%^D>kVyGx1sM8Eh7IB@vhRk#MWZ$>-n47+kuX1kzYXb4QP zLl+MN*!fzp!L)F8Cp?%2?0JPN+(HQw+1?Zm9L#@9xVeRIM=YM`^W;V3!-K(m4*iyAi5!fhCB6b;$p%Yj8|^hE);&CO zOxYhEla-6!n2KMAUxJO(IZGJcVQp$kjCYJ$F@uotFrSpZTOJ|v)98Qa$H2G>&9?>3 z*?)&k$bd~~H%_51;$GPag%?{QsqK*-z^_OR5trT&&RMZF-VP~T&%*ur6I>655bHU# z9lM7m*0^G84<8^4E6xaIM_SOD!_k!DBcDZo(m@SC{s#?Kakk)8ra87S%dI}5=N1LllNO_qp+M} zZWyvZydU?TKsk8g*zlCHzJ&aL#kdO>Eo|Q9yj|GL4a_1J>(Rk8#ezMo^$<(@5G3{o z8#|jL{SVJD6TS$>9ccAwcsR|1+y=XN;bC9OX%lwqCT#W%dHR3MMjGoq&$EQmU=eSk zSB-now*lJ{@_Q87o6m-X{?3s&3b0MK@a)U;FX65>)Jk^CZ(&?&P^)D)mmbP8&&!0G zi;o%@X7t~}-XBi{CEg^mBYm-8pC0&-VGWA+q3DApj)KvGD-WZbU!x{izeXc=W{jz@ z51ohQ3A?%}ygGlvLnTaB!UgvW+&djQZ#?BK@mYBu`3G_3FtkxTU2a0YuwdgkC`{$T znd9Jj>O!Y(zK)fJQyr@dyUjDWSL*P2%m;XM*1ejNFDXEWg4MJtYF2d?}% zzSWU~C?v*xNEb_ zWURPX#qWeqDGhkQ z_f^Q1C=)&plM68ttXHvzV2>51FXIMzL&LZ59}=%VQ{KkU;r=RS{ZjB@ zRRhthMND4-$JgIv_Y!|WVG$H|FXP|jy%gUTaeM_HCo+o!Q;1F6JhZVJ-xqr39KNq0 zfv|M_z| z;6F=zpYRkCWai=|SYlGRw-rWGW{o_PjW45zCJLTIkK+A8_AOVq<1vOd-k5^Zx@Lc! z>k{&6J-qpcp3)4>)GW=`9L?3jT7<5PX>l!~CAE~6);!JEGIVEF%V|BR_V1zox&&u? z{ix4w(r(2`-W@o@yHEQt^*{@?ZCU4Ut{9;jHebIG_8S zc7(PgGqg_iQkSSwb*U;-m#K1fx$1wdu22=~O4UbQr7G3cs;|06^;6fX{^~k4KwYn@ z)D3E&x{=S*)L=D4-KuU=L)Go7PQ6c!P#;ovtH;y=^%b>HeN`<|UsH?K*VW@{sd_>! zQ%|bp>Kkf>`lec`zNJ>Fr_^fov|6M7MXgo;s@ADz)Oxi+eMfCn-&LE`X7w8bwN?F4 z{YY(B`%UHwx1MjcT{)t^+S`m>i|M<5n|H2qZi8PD^wUe4>`m3l4S$GwT(L*69s z6W(O+pS&sFC%viOr@U70VQ-rEh&SE)v^T^1j5pK!tT)U1oHyJ1yf?@DXYWz(3*KDs zi{3o%OWu6%%U+xJn76?Diua_qf=}DL)!x(I8gG-g+55h?1q>O_d+pwjy%)R}y`A2F zOWrQ;C*I2(gVlS(&-yvPhu@RqulkqxrT(RUnSYsI?)Ua9{44!R|7yRlf2}{jALQTU zSNjeAhy8K>$NY)@C;e&uBmSrT8UAPdnf@$)j{g;Zk-wWGsrqL!T1I6unOx?H%#)er znQvrPX1ZtrR=WkPqHs(f0}(I`!kMYn%$FqHM=+ai|oGaFSGlz|DOF-_CWU6 z+1IoGkv*7wBm0}|@3Mc$c4pto{yBRx`|e8|vu|h5WV>=&E|gQbXs%~}u6OR1 z+>qSkxuv;fxhHeWb5G@-&aKaVJNKR3#@zRETXH|hZOv`VJ)e6a_hN2m?xozW+)r{Z z=U&PEEcf%=p4_Xsy}4iH{+v7AV_1*dd(`z9*<*B%dwPuN(bVI<9v|uPu^y9pOn%RZ zUSDDEb$&-K{Dq#Xv9#)cTJ*_!t3E@Yt+Q=EDMsK6i=x+=(1{<|TJ$>d+ z4Mw9e#u#TjXiPMw&{fm84#rGl4wZL+YOsRJY%}I@4U7d;>SBGhu}t58Y^*fa=(~;e z#$ra4K5dj7%5A2*C$s;Ke&Bp@TIt%&^cfuT<{zF>*>ZDQJr_W$Md20PSTQfJ%wPS6I`k%*%N2)iC(iqbz^7qM| z-{S{&RMNjO_C#}sJw;!XkMnAj!s{o>?DFF8Lp_au_7-d3J3W7Ys5e%d73}|G4zf=h z&zi#=McX|5fOv$c#{1Y4h*~!u-aviz+3XQy4yXE$cZSd`Tw&3O(l}Q*!)Pq0caIKh z4&wN*RL@$Y)R|>e+EMWfGJR)>J^4qWiK%L+x5nOVspd)scsrMe^WR8KhsK!K3X))l;{!w6ZVVf@>=MZ;i=xMHp1 z`80`;FQA6fdyPnc8ntZ*#z@oh%-T02{{xT@3p=l|SpfB$n2e8F!+wDCcduJN#}90w2l zf%N}>g`;#eokeWehiTN#?z%4aG{R~LV6_CWTA{DLjBiguF2^-tFMbi>6z(S>DlQy=|{awy)y4I zuiU%b>+N0PRd`o=eY}3&wO)VkI&Xk?y;tRb-QW%MZuACuH+j`w4fX9%ZgDtj*dVjCgqnOpX{1<|!W){N`TK-jH>W(i+2x~3B6N_kZKc5{faQa@0L z%0{^EY+N>Djya3kLVY3e*$AC4(KniZ%Z(}KDry(CNU%1wZ;!c^P}L6lcBeigh}yQ( z7)YNFnun+r?dDPZV>XPq;BLLsN^)y~yJuMC=5nhKx7q5)eSS8A8?{+)4^a1ED%mF# zSrpC9noZXRNShFSg*nSwLH*atnA==vZKPk?tnV^rTHEwRjJ#>&=7NJ^A7O5P#@>hN zio=Yntz*=4gsZJi8ke_>BjyRh-<`H*ojO0OMjlspXVd&;;A}$LMkC>T zga0_1o3TgYx!G&X`HZ>E@p`Mh1@YV}@`&3yV83q6wBO_rq8fMT&CI+(Nct`Nw0&A{ z6aEc-t~s2r_c5!)d_~{LWjH;5^#cVi4t=aOn~;1ja}erT>kOf>sjJRcHQ*RA)_ELNMJFgk@oP+r{n-Jb{HQ=Ry zt?WWvw1Q@ZX|b4#R=7KbA+E>+N=|G7E?OyH*hPhZR?d8IN+8HNi1#Ib=hA`60<$TgYkefrcr#N~$Qcd^%%+bjdhZ9iRvF|2Zz#d8z}5O) zkirTFTZwKgrNUY(r?2O5l}dc)a~Vs`WPpqKnopwqdmyE@e?l4 z8um(Je;2SJ3*&!)@M8+6vy?U-*WV7DJPG|U0XYL9`(suJ-VmgRS)>H%0dI&#No|J| zEymT5K*jp|A+b74!Rlhe2t9)ENCq5{Qa)y*s>d%1AFJSe@gm*;Dcp;~t0A=i7&L@R|Q3>BA^cR6A zJP^M67-Vm>9k@Jdm;m7FXeWfN!DY6lADv3LXEy9vK!8JFU3ThKqmi>W|h(XzSn6YzS8% zpDfRWx9EQilFcM_`kPI-S!tsPKkJ06A0_;(2xrfuPqic$(5Gs`)4EoL|CQDkKBE;R zr=IWmFLU4g4d&w~kj9h8!3r>;$1|bZQP6%Ef55j_A^i-##naNxB4-71@LaW{NQ(~e zvOxQhrujaOo~9u!xO5vi{(;92udyOhSSLvKNp@@B!dgzKKQYxTK; zZ1ow0Z3*2H&R%UlNM$zL6OI1%6nh$vlzD%K5w2NQh*Mr*jx?qfpCHr7@<@)OTtb)y z9!YziF^12Oou2d;U{~tt4nnWZ#c|5>=fuubYh50z>c<$R>Pz#ykvu{)*AC>PlM~i` z#d$@aZR{s3yH}rKPI6uQE@rLU$kraK4qeedLxv}QA-qhZ3ww-h03XakpyRUk2c zar6!oJY3>GAy(VsRTlWV{RK4?eDuM>+m+}vLK6ze!YCnzZDDp=aI7o zj6Cp$5$k)kEYLjguL!;qZW^(}g_XJjqL-6tv6%=o0G~i~Xt5zZj_V~BZognf(6^x? z8+;3EB#0_39R0#dBW(E4QHbrocpC_R_l?Bf&`Vf4J8-IfHP31jt5QxO+}~V zpfm@ZXcn|vwxGgju%d6nTD}b{j--Il{~2hcR(t@DzW^CUHUZ*Xbwh}=OU-LD{3fxtP*$BKDk~i{wNMrQXW~5HF99jm6Q(;s5!$hxwwQpf>5u0BN<8Dbj zWcVA|;=%9*Abp7|BYsXes}_G3iHH+;DnN%O-j)_d*}}dj_O4v>&xFMCL+oRKnyd(9s(`Ny*fE&sdHug2Uxvgk6zBuRI|OIR z3gd462l7Qr=|XkW%b+)mZ8b8Wo`x5RN8odLQ`V(Jc~Xx z5+c>3>2iR{8n4?zv8kQKJcSdzpLR zfnLg;=~f@}pfk%F;XG=McIH#gLOE>{6hogGzpN!hNIlFr#ym+_l z2(?(d3%JGBxK>;b>V@8H_i7Jzds&@sIkVz3hH)yG72hsp3}csap9+q#Ew|Z@x-Eow zCR@E2&tQbA3CYZVw)#=+Ho9{ygRo5-VA&-liw;a+vu*_AY=M`>QXW*&0r&tAso zyzWNo*|0Uk+?(gocXwMg?mlZQl>;7qXRCY6?KDqVWO(=;!} zhI2gE!lhQfaBpjbFzkm1hoj7}4^Hos=1IDaeka^u^|6nC(;WfpzWr8sqI1x#a!2s2 z2v2bihNp#R(kGfx%(>6w7hb^giMjXfY2lR^zuuI)CcNIRr+z(I;NhpMwlEjJbJATG zew}8(ZkiA6G{<^}-wf~Pc}O|O>~SGkk+#(laqN2j^+?=p505bq zS-qIKKT_s@wnuzwS!uXb82qhX&R(l3GAL3JuC;0+L#%LQm^H#}v-cCeq<@j&);gMf z?c6RJ$F#N2jux2y?e)U&?=;a}eW)KABeR@Q^c#=b+w*+?_IjCn)(HCjRgtxk4d%(n zrpPAxa9M}W^-?}#TgZy92pcYr4|jd=eh0XNy67#II;lE z)3)e;Y>iA$ zBGFx7wWrm@v&`HZDRV}}H1iCti%P35_JT9rwqh@z)jP=ft3>-0WFkJ-asr(TkRj)P z2pfH|595VmrOL^@cp^impm4q`5lVxzZSky>D4KW|7f$E^o54n2qAW^8#DLjaPF3+1 z9%wxTp9@R9M7qNpc@Sq(?54qxt=|n<0{KZuu%zoQ*FB7SWo?P4eEcEv7S&I%UWS8N4hV6-Y zCZwE^O9WTZ#lRz5qVh^qE(Jb{Al9pJibLZNM9~B~RX;4?*dSi0@G--#Um_d^(cuIg z3D-vw686PG1h&5lS2`qEv4x*rPe2MM{qG^a3<;zi#0W(!O^IG8C#*rFU$J0+_*ntz z1^lu=+JTNtke-aP_`-`vs>D6R+!hadCGk;#JOfW&Va}10a!t>VviE(-;(lT2fgxm?4LB8h&aWcg^L1GDiuEAZeKw{PzvMTR{#Jv(>FNgpsXW_tc5BBsoZu%Bzw}@-aS=xz1OwZ$6nX9*7`3(A7OVwT5Ce34Ekv02h{lu&YEC}j%7s6Y?(qe8Uw!^X|mwB1k zva^!z@EzUl8^Qy0ggE1^A%v74EY49}D!Ja{b+&o^K$`jC&CcQU$|vMf&pb;!){17O zcy{4k6bGJZK~^x2>4n!T=J8T&CFJ!GXsr)CZg3~Xhf6)LQ&HQ0vppH4m@9f?*7;t{ zFQ)u(G1*uzCfl4j!mB7e=cSa150CEJL`Xcsl5(%)JjvrNI@3O{tU}{jB-x}SS);u5 zC&@m=yjZ+Gxum&P9y12pg?U{LwiPm$6n#4^wwTjBy)~A3oD)Bt*R|#`XFMODxvF?Y z7Y@(XXRb@x9?kWCC);*;q!+XOunnDOVzafBZ0M54S9#V+o-a>N;kjkrdekf`=AZVr|A~QG5C`?Vz(Txg zF|kiC4V2)2RX@W(?LSs|Dwvrs*^DOo#dg#+7H84owTqH2l)1*`)&~m|xm(ONR~wnuHFAj)#R| zkPh31J({_rjZEPNhA%qYJXp){MF$&)I~a+=or7(E!aalS!i9kh!yO$QYS^QL`@`e> zLBk*&EDcW&EeRGI7HN!SFw`i#Fw`u(I8+d*99|mg9$xM*FnrRX`r*yx`J^K<6p#2L z(Ni4Kp+=Ef{sV?b+OS9mG9oR5y(4WR?IIl`T_e2>Z}chF=-|f4B*PRPnH`xQ9uavt zd^GZZT6kaNExc|;Xs+RlHeAun5*;}dITk7P9}oJYRxoN9qJwF}5FM%-ts1QnY>DaD zCR#h#&VM+N5v`9YHPkRhN1H`k8HVW7?9ib_(c!_~_+A?R#1cI%*amY_I6BiG54DfZ zjV_2TLU&1YS#(wKP;|ZFfj-Rw9jF#P9;s)4n4lvvE9`HdWn=D28YbwhYFRZ62Xt0m zsC`zGtmav*F&~B_)x+bm+GcgYva%?vb5>6*FYOK2v%iMnc{c3RhU*!RP0X6&?_{{1 z{X>}T*_0T=_{?0-SWcQ@xB|Rx8~Q!g=Scsoqv6(3E9(T7$C$raOon&H{E}KJe*{!k*!iCxGvpWT=`{UW&gJVuHM`!KC{Jb=Kl)oTSD|;;Z zH#38DG$(sz_T0d}>;*wT%DyX*k-aFi-ak1~Y}ll;S7omcj?CU{NaIl4oq*qe;%Tv__6EZg z9ocBOqTMBiCmQS8k?wkTle;ymXLPUOhz_^)SfWL6zI!}4DZDMaZ?KIPh9}y;N!!d4 zt!wJKx`Ep%7}a@MQ*7JtL;DBn*1_JGqU&{A-66C-EOh6OZ0p!Ly6LwitUs^NrY zM(B7N-(RV7D4vVIGF;HnnT8D-b9p>6-*7@_=fu0(gP0XMJ~Tcut3iBBC_gX-Ys9tj z@$pIVsqqZ0-@**4K+vB_9 zdt%iCBECOz?kW9&Ss%UG zM?7*XW};B=Ck|hxWKY$jX$#oE)SMr6E_laisaB!*rvp`N3t+5C$MDO2#rZ%c4A)H6__WJt(0Vi z@Hi@&<&sB#k1^jMjScdwVf6la1POCodlpMh{U<1`$yOtG5Zf9v=2;X&mhKjcInQPx zPLT|ni6n`ER()a40Y0RX}{JJE6k&p5}kBIWdEK;w5kKTrlxLz%` z?$Ssa#TK&_BqR3-&`2!#1EqB(z~iz>mK;g5r&Nf-leGjsqpK*dDrUy! z*-&g-=A8Kfz4=S%>;}rEG&)ey8}O{eY>%SxNo+^uo)M2ZmU)BN_QJg5N7bWK(0gBTE)Ep++#wvbjin=%ZF0LV)k{iHZv!r$Kb*_mYIr} zIX{oyFj?Ld)jaSty=}H=)uoUmbp~7SsibFrP`x3k#4*zhP>m{?%a`n#z+C+_V$#PY zk!Ni+DqSu-4qoMzGTJApnGccso-*hSv)zn&iJ0MunVEokm)L5@%uE@aW4XN0NW=`T zSJ|dby)7QQ4_V_S+xMvUX7(NC+w?e8Z#MC?_{~rrR_{>WAh7VtV^}T_XgpA z03D$*YH|~;Yj?k43blrs)$^FyTeYV*z`a706S(h;ZNe~}@;T2oWNRdk#;ZY3Aueu7 zs{nXhplrjZdI_j@_4@dzuHgOx=I~@zZSIkQ59uje>26dDWzt*X5vv)!N{0%skA^Lr z-YDcIrK5${%izs`<$g&{H7bcbZk5M>u&O7iE~V0uLA@9}f>|~&_m^yOtxYkZ`IbCS z5|+}J`k)Ep<9;8iIlVO@4^izphQ34z%B$SxLKb`9eRO;;g?X3Kg3EGyalOR(nP-R6SHMzq72O9`QXY7Z-YWNzHK#a#(8y75 zrCeTdm-+}K_oy<5Hm}aWb98yuB{S2KMP2f|YaVY(xdOHlFK#=kF{q4WTuS+E5v^=V zJwDuPW}QoGVA84$9wTcm?K4-rpfGIZzKC-8K{`%(Rn|541g;zTJ5D^+l1EiisfPi? zLp#nq#iCv$pzn*K(&zR0vW1s_awD^dbAN%VNvm|`(>|q$w~8j`D8;G6ccV8+EiQSS zkVYX(&UM}j3v^@;r3=;4a2MqSx>jzc<6QTWyxgxX7jd4U`*5p?>PGl89j980ZP|+I zQb{dRANM}Yr?tnAQyYV7av#a!G0ZW~8GUh>AB$HPmsBEvzy9U^Eq`B_inaJW474hH~4R>)|(lO&Hk3IfPP>*Ky#!Id183kK_!x1C3;WXStT3kQ@hk=giXV zqwxpL=YjLO+065YW!y+Xx(N_tg2gMbQ`&j! zo?Jv>c$@~aDtu*fK2Vwhm2}u`auIOLkQorT)KII2M}7F18JjtO5xC#*Q!3rubHx2z zRI9)S=47UHDLHu*_gB#VIx0t$=b4E>^2m5DYe(oTm&dOud>uMMJuy7q0DezLKBqVQ z7~wby`7kkflkQ_t+`K+zK{$`X(3eqB``=q@hWeLbJl%&iBj%Lu>gh7(D&`t2Ri+c35Dre4UN9#dOS zVruK|F|~CkrnasgQ(M=cdLgL<_?Xdx*hTzQKV|UxMWhV}m?@9en(%ragT$dtt8iqJ zjvgq(q@Edn^yHq4lIBaZ-tP7Pv|0IiPX7N3Q``TyF~b(LshNNAx1oZ6^RKw(RJb#R z-RAvH?e9E8n4R8pcX~gpX<(n{n)3(CoI9J}uZj1W!l51uC-7};p=~?$9PdGQKl*mz zZ@)N1+c8lpO0i%b6MG;CL9qp5bQU-C?T0wzm^(m!Rmg!FP#d=x)WzFC5utHu z5AS7sRiP?gh4+ViylXygwatC;njCZGsZu7y$v+W(PPm_N8{tO6qlBN8=NG{L;e?$C z+Y;szE+m|2P_`zlOW2f-&n8?#xQmd+MdH`pgrQiO_0bVm(2*guKaI-lZu31SmVv(T zGAxFFCGZx!3#(xrybmA3NAL;kl4ImpRoi;bdfu9EyzMVub=>;FI$`~2m0Bl#!X9kjW8Y^F zv+uVbuphJ^vLAM?bgpu4c5ZRnI~|;kPA8{-v(we-?)1`c=r{G-`W^kQUa42>HF}+1 zuiw)f^!xe)y-9zlH|sy?E&3z9Re!9v=}+|b^s@Bw^osPVbV+(`r8<@B{@cohZ6`Uh z!Vg<>W?YaNAw>SEWsX-2JE_e1pZl5f_zg6A#2L@e_kL#oOJ#pf4>x$vNHaE znsBG$bS9a8F8ri2&p6w7jW4tR8vfq;$=?@}v{i;`P!qSh&;WgT&;**})*6pAhqid6 z33Q+%ouMZb!XUb)8u}~4y)Xj(J?V-jFdDaUgvRB)iG-c;&SslJ+jRWZgjwFx%{C7= z3Yqp(WVh@B`l@dt?TJpPx=WP5!!^?2}cr6 zCLDLVKK1Iy-NX-3laM%W%}5MP2NSnZ6z4FOKM-p%CQ@X<4%lJ7R;WFK^)j}9dX@E> z^_IxAmRajX)Y@eINmQ~vwLTS9tj|!x&$a$)?H1=*Ut0Uc`Sv6BBjQ5mH%?OL3bbmWvXx0rzI%`K8{mDPl8) zn}@#T=x)QG8G*Kqwt0Ad9voZb3 zA}0J43m0>)nJKM_f#_0y(MVh+t|L9Ci|8f#i6U{Icu~e7pwm4ghcH$1w!3NTd-_hbR@x)IOTc~@TCvFw@i^<*U6?IcX2}co* zBb-Dyjc``CE``NvKH*}*WrS-9HxusY)}^S2+C#XX@DSlK!cv2lMHuYXt=~W^Mp&IN zkFbESH{l4v$=&;Z59nvjBV0(hm~biKa>5eA4TPJ!7Z(;;+j1OThIS6q#;X%R^ z27P`)moS&G7GcA}KE1m5ni94mY)ja&u>atGzV3v52?r7mAskLPif}C9gu(&c3Vo9a zrxDH~oQEd|`4$o`CR|FmoUnv&1L0=EZ3E2Rb`tI;+(&qSknkws344C zLYFW-&>YVttWH>qupVJU!p4M630n>-F6@`lrU+9rqa9&K!mfn93HuWk7xn4iGh-;> zNWw9M;|V7bP9>aC)UVsXjM;<>36~JAAlyK>wWz4>B^kR2_Yxi?JZ3Oc5c(18WyT2O zggJy&32P94)<(QEvp!)SVN=3Zgl!2s78MoWm)X5&aMz;DzJvn_hY$`Y97Q;ma6-}G zfkl~<38xXxB%DjQfN&Avl45*^nac=Q5w0iPM7Wi32jS<0#`+?O`Rv!bib`#@|JELe z$gjk}8JOGtw~zYqXvJfOEA{M<`oD$g_p|RYk z^8T7VEBJd?@b@k6zo;eoC4LQTeghXZ_uS)WO4nM&>|WfR-P�t<&mEq3bsA+$o-a zdz9TvI+d6Dl4a#np`KMfmi2c1vj5Up1;1Uv@BRaS*|&;chD#@wKc83OetDD2lnLC) zpI*T~zkK-o1?Bx$Z?534kjmx!c)oCZ1^?E6;NMcgzq$PV2Q(~yet_Y`jbcjl5_?e- z+E1y{Q+(k#j?v+4k&$>&znNH|-!Qg+QIkfn5MG8wu-LP%WA^aCKe=KLwqsuI^sh8u~4v1zoEB(k^83p z1l{-1zn$DS^*SNZw;u6L{hpB4C;9`Stc7@N6S;5d57B)I{hP^sQ~$|3zr{QMk#~Np zcm8d<<2!W6cj=BR>Bwq2vc?=qyhQPQnd141iDzOF9r-_WWU)EowNy;$%r$9+dOBds z?lDnfzvoWTbHu-^ZTqy`X_C8t9_8KfZqdK7#3V0|i^JcgD6h%&#!fmKH)D$#LuFyC zcuxJhPhe%4xWKOiYH(mydb8+ zEAWb#4zI$i;%RsT-Vih3ZFpNe11n&Km;VE@tomv7Hj3z@@lbOUL&s&?-^!iu|c+wEyPA_5ARrIR!w{6;$?qUUGacp>@iT)9&5h}=V4vvz)eoVNkM^A*=Yo~IC)MU407_Fd?<37I0aDb zv~}9T!%jP=9gJ~qb8dr2oZFq-VXSk9a|b-?-09p2E?8U@lFq?2mIFQ z?evBTPG7ewJnmL=tI6huyIHnyYr3`M^==)vj%@ALbL+_)-G*)>*~ZMSls6kDXW7>6 z)MY6r&b(Xie!`u<_c6XDzN#1EVon>dY)Gd`=H8w_NH!Zc4-8KHn z9y+O$vZwxo{)6m)rJvT%$liwSS>C1R=sB{Vo~P%@{)YEi4$z8`Q&ww^@x(ewh47 zO-O#1{7yZQJdr%1Ca0RFnyDvK1*rlxHPt@VK|N&{oYnMHw^TPZBh@F>M?I73pX#q> zrUs@4s%O(Lr(aXE((k0-QO~E}O~0$=r&p#|su$9$)2r2j^qTY<^ae|GdAmdw=EYfy@3y%8)c;dueXWPi;9hkR)h;=N?Br z(TpO0GkrCFQ3tmO^+82NBheVOhJ0}yO4$;%g7ZXc+^UP4L`QJ}>IR*#Wz<>pzR?YBL-vpsF`?L%)xN;!~)R)^@G>No#GAgHimmgtQLi0omh`yH{do{Y{YGd z_)u&S_lT|HGcip38MlYTU&J2Fn|pB^M);aHU4j$b-QC??7I%k59{;1gR3RqbP5~r|{$!0CA*baXM2Tj3V|+uZUuEimm3q~AC8>RuCG}|(q(&1_ z_Jx)%&XX0@%*bUFqe&3=bt~Y{BD3$b@APY{^{^F@ zDWf67ML*%%*Z;9^>9l`~>t41YG`vZE&4lxi$3<&U_U!fy<%;-TvLScWNuVji$hx6q zMRnf3rKQbS=N{@F$}I(w4T-ke6h2XiS8t44rQ5ALi#wxq%V=4A`LMz(E4Ay-FE_C3 zYHcZ{FlkScgatThswZ{Ka66*#i7iam?Q%8Om(!UZ6+Ef&No^FskMQ0Ix#z6@)0?Rn z@_(9ePkNRF%Fu>wIb4FlF|MC=)!}w-x4mZjE?c&_envfv!WI=`GAil3L>I*zSgOik z(*|kjU{PUWmFD#J_I|f?G*H`iJ09x2>vcXp?A61}(gL_JTd-QnQbL77+vaORy+U8+ zPkMcO8|EECsY0pd!-gDU_kSVB?bDTLvC&vkTmGt`wxqSx2#c+Yb1GAhyNylKl8aTR zuBc3;X`yY=Jg0_GLo`R?0*6E`C8_~Xb{!`ly@pi+bue|X#(QcI-FqEc+UI(6-7e7v ze64%T6@bSU0eOYjHn-rFwf^j7ahw4|#Ok;dPv7d?3R}tQ+6tG$>fQ>6r{1d`IjNtx zSD)?#6LGerKctqJY2c6Szxsbvpi1ML^rG;x+`b&72#Ll)O_NjH+fpH63Y!}ErKk{t z!ap-o;WHJvi7y!SHuIt9@+}{4(a||(^=EQe<^hOh*WwOE9iy=cC-|Fc5#nt&Mq+;A zj}Ii3vp0bv?AVfBUy@;GF67wBaJ!UemFIIMt4V}|+w4A|?j(%pvsn3AS0YCd2N=3) zb%YP)jV5p#=`b5VRySEut&EIUHxSdGCr~N^k;Sy|*CnjR&JOIB%UDynSX&4*Te7bf?v^W@lE05Z@IHpX z(EAvHXPTex@j&W@!v7gs9kh_=9M{5g+aB$Drx-$0tcbpl_Zr^FQy0A5!Kii{NVlP@ z*v=;Oc;|NYvKD9CLARiusSPjKgz66R+8J^hj62p+EbqzGmJ(`ezux8F8@g?yTd-Fw z$I8_H>JCb92W1#FO?Sr~+tT;_n_Zw@z=%DDPipodHwO}qhn&jk)KwMBEi$$DJwU4W zyUm?(B|&uR@`~kQf=w3o&G~G1yCtVX>H~2V<#Zb~nVz?TO-CLeoxP#C&bVWcVtLT} zmC@S!G1_>kKjrjfLEKln&C_vA6LH79nc5LTO;aqxFmRc)01Kx{W+4ah=iG{aB7h&|ey}x|i=s|o? zk~JUtL=a6ukf`yCOJF)7>fcCJeXB&BO2faqBc3^twMeIZl7Df{Do$!TKh@_@ET>8T z6&`_0wnu4JKw8&ro%^WQR%6_Z4Q~ zoCTD^oo=kE`7@D_DW&i1xXOS078gFxdOIxu|RpDG<)P*}kejt9&mS2(q90 zDkil5m}U4?S5@AqxcG?S7T=rByM(rAU{3s2fLlh$S1*EY4*S;QlVOTW&?N__%(F!+ zdG`^{EmA>2FD^*cDWO?YC%0U6OjXXwzZtmvZhQXyFrJIT)L=Z0uVccEaUX3DrKq1# zkGqR)(di$Ycb{e!hw*qcJjgrk+I4(4oqvfDXS6d8BNBSQBqw$yu1sadjNm! z!qS1H-we9{Kqh=j#YB*3*onJ9TqV#L+1QeSIsQyC#&`M?mUsAzc#Qw$TU${&7s{8c zjAJ2^3eJUOrtc4WTCt-qqiYAcdxsHYqs~n)fHC0(^&mz;S0dRIxad{`9~8%dh=``_nzCg>c=bK@o~mHtW&X+aHi(v?LLj zMq|^J*MxvEK zi65W*^${$T@4LMgWr;ubY;~TqOXLbb(y(hX!&n+>VKhZ86jPqJ`OzX5U#Fh zmBStOUOXf6DeGzhlWS0ifqz@Ut@~T|Kz4udeY&lLRLMVlsK+LY&)pRR)p~v>joTR6 zxq^2SeWeHFz%tLJ{;{(90+YdIJ>S9VP&hv+tZ*bN%aZdA7`2v$yLfW?6AhtnE8}HL zWETy@b-t^L=$vThhU!BuJyl8SstAunt+aIW&<@0&ie4pwlBff=Ta`N-i0vII1lgnF zCBJRrwWV$2by)Z}U`6HljJAT?X$U%}L7(2(u})ojX-RKFPLSAh{)Jj%!zOnb&btUz2xP z5OP#ple?eya@6xmVx4_)1cbh!&AJ?mG)vbi>qzq%GWWzw$z;z1<#t{8PAqp$LPB}tZ{fD_aL<1KC z9g3qFBT=t8!#|WPa-aSUwlemu#37)=kuLE#oa~oXVZ1-zBJ3c$InO>P)uJ zv07}HC)IwnOsYF~%5i8`DQwPbanx`*ZfcgAn8EpypIUw#bT;SJT+Ahu4SyR=I#1>P zGwSfsUE4NKuYz~pb`trP=$7_L{%OqJp)Jt6WL>#K-Zp=uykUOjpwC?kXlq;7=ny;4 z*(i3IJD)zEZ+VY%@;JCZ5W3YnXuI*aU4Qa&Cu_@E*CWf`s6d+~n}k2~zon4W%FUQs zKluGTdSK?r$xq~huM;j1QQog3$-85d+j8lU8*CpnHS-WSHPX0nV7+R3!|~LO(9prr z*|>pkCiwePwPbU@Kl`*7fY9I6@i~a7!!PEnr(fC-JKSjipQitpVLHcp@(06p-Q)c@44kIdo!l~)OLCDjMs5rpI)^MeBJiga0#jCZK@ww`py%VwHNh( z_3Q{B1IVv303i2v`e5S^Pnm zd=8v)!!Vcmb1C2!={P&Sb3f-zEiQeO#^0M_QKk#)Dc1pad-}~=;@l^|p~z-d0GjtO z!$<4JCb^)ZucWTpIiDo}Q%isKj^WYuQeRHFn>u%dt|!r z_+9KpYYXY9>|K$2L;=7IZ@kaDZ?Q?wZ@VOa;~{^8Xr6n%y2=!tO5eu6sd-O+omYP~ zds{6y;EM8V5Hxq=0CQbP!yQme_`1|S8!R(PX;dp zUPBuvL~e7ZviiChi#SOIoi5S=R7CX1)I_S6lA-AsuPM%EoPz*IRJwnWC4? z#v5XVrJE|4>domW?yda|t^(pez|!wxi;yB&AH!VjKO4I;q)?4^1Cb$V^7rgtlKFZw z5OvXT!6MDD5o;?(du9E|n&)>u>_Wx$aQ57`EAuMc&ZaSVzYmG)d;aOo=oSQIyafTw zT_nrvbt@;%SEOf?cfx0r&gd>?0s#WGB>g1I!j+cJ5ybbU*Pi0S!zx$U7n3vB1rC|5 zbXS?1S63!`W4rOK#%?2DxNY6mK?*9Ovf(ocjhOq%u|LbVo`>sXsaQ)ttJ&;cC8Wix zY5PuV9uBS*IjXrku*3@wlb@j)Ctm^V3t|NM;al$h=M{TTj9l@2tMtaC;vcZ$g@#*J z3Bf{OuX0J9BG$dvB37j&P(|^`tZ5U=k;4(AO-Zw+7lA<_mIXH zb)r$Pe?q0Ip#56&We3m1JHPt4D07cm{`N)maD!K2!&Hupw}{JtOW3#4s$Sq%H{1RC zX(BqLpY!4X&82swQa+4qPJuT10$i};{yQMt@&HWtM+w4&b z(8__{b9PP-YNQlyOZC0^2*1)EeTqud>0d*{# zaBaF#$;Q8p7~%nm>@S#KJ5P4J@qdoT>AiCi!DR=EaU>wl&$x z&=`E$Pm!n5-Rs}~&{f-zNd2|}rjY-;F)i(IQ1`s6R&q{ZoqcXDw=6m_9ryg{DWN^@ zT5qlu!IE^ROpjv7KNZ*r;SNroxO(~FZ~+nTT{h9T&iJLpJ3sHwJzE(RG%s;1i9gR0 z?i8lKhE!>@@Y}1r=Skc4)@N7p0IDS>jdOztt+5%jX;Ks%fbqrGEI&Pfi!hp zqoIGX1*Lzz@16B6wq)Qa#oe+0d-Yp2_wtZGn^rjPplRvK0iak~7-l$$bg?j&@9FJ- zL(*O4sc(zi;~Rf_-oeFCbbKhQwZvY|>zWHOha>DAN6)>dV5#+9{tf!-nu5Gbahfw8 zW4|f!ocGC7JY5hj^Dm4Wq2^N3?6)_efRm48JiaIJ9jfw?J{6jx3c49_#L-QtZ-S@w z%L3RyU4N2!6Hq6r@la^~mXL_n<_>;qTDGlgKAziOdvd0vTeGpU$JZk6!j-D(EL5PL>XAlivc0n${wC#`-PXg< zBRQ=iMH-@u&bxYgdy1GyC~e~ z<}&X7MTNRvLnbJ)(EVTv{cw-u>Sq&ZKaM%g3XnvA58Z@YDY2TW!}|xhDlA^BM;(!D zNg+y^2AEd|q+^Dzt)y84H|$XxSQoHD@A}k;7=m?@vGYS-q&|WU^!n^Ct3Y zrjw@m4w(-9Zps{$p2pn`w`|Kw6aM6-<$F!HOnV;+9ai4>I*Ri%W<(1oD#&I@7v@jo z16qL%ac*B?#MZ2JKYhuR;&&lT4^v!PmKe z-xzn89xc3iI(&kY6ZM8Fwk#hap4HkDH+s(Z(XIy``CmWjP3U2VkR$!PKo#>s+BlqtYRgsHHh25UCCX~T~}9GSMOBmROQrgTYX!DQjJm*Q5#VsU#q%U zuw=5dw}iWrxRlvYRzE+rSik7J=)7{bgt{ELq_C{8GQPyR$l6mx1K&@Znz2N62jsQ= zZJX3JvNdO`cd2!$yRW>jN2^4uLTiYsSFB80Vmh6>Te^e0qqzg$CERh}5ke#(Y93`? zQC=M{l`oBLo-BlOmxLi)4uC%8u;@;P$Ti5o_z$q z?Z}Uj{gDNcxRLXbsFAFZXOX&*-jO1a`jIh__K~6Qp>&@ImL;Q<XdKyO{XXrjC6j zYB?@U++iyDSYX#hZDGrEOME6~@;eh83G8rmP_^aNKj`IcLS=O1z60Bji_j*$y-XPI z1TC~@{(Hd#+d_1RfR;+gkM!e1!cDTnb6=tZ&CQY<<4wtC0QG^;3$8J=8-J}S8+;%K3Y#sCcy?a{52hbUU$8DdtigC@wWA11-$SEKx%dPh z3U9*S=xky%17xo8?eKzzX(Z)sdG4Ju#)yS#e<6>F!SW!2Lq(nwbgZ zE!OctH`~;AW17tuk3pMc-{ppBlLl#F@X_>%`@+LQ2Phu7A#y!KX#22x(C{r&7Z&M8 zAUi@AdigNRm$L1X{T;Mzj zY-%=RK5%+r{1Q`#dHbg42YF7@{$d#L;#v@B6$}J^*#PC%DTl1~619q?`rdc=VsD-3 zsi(gj_csJSdsDbI%YiJTy}1;M)AeFE(Dpwf9MYYTVOwHN}oL z18y9Mza}(=(RP5vDB~V6j>jHYD5v{C8}9+r+WbI_&iEPZyU*i*jd-K*IHUGo9g z4SUyn$a`UXjMpxEa(jf=_j@CI{MR_wXnXG0QG2l07&Wt=@$x3%6Ara5#-*QXeWa#* zqeGiKCaknvyd%b>i38XLoDqkkzjgNvX$?mwpqU3nnMWy^hYgss`ZWA#G@#_FEPuf` zvsez68%8YNmU6WC;#3o9U^!!14yOWDl+Ik1<2L#%i)E!WEfIB`UwIT$vyz?m3ilYU zxvpy;o80=Jy9F)1%`>?=IFH9F#;*5x_u#Izu5%tU+=iZO+?Jj*G5R?&5l8z^z8j$? z_Ej&PmU3J6{L#>wkE}B#S)BMKH6Q9^;!??aqA;JZ*4JFsqTzDqFz>(C<6aHuRqCGT z&Zn&nJXN-rk{wTctb{CmyZb=Y`>}@NM1&_^s5hueuX^i5-3rztIl?G+(Tpc3p|Z+~ zn8`S*TE^;++vxM8ppCbY=!SIjx9{yK==v~%Z0VIsAF{|>Sz8rgSDaUz4QgEKU1*&l zT6a3)weJd5>ZLoh6S5d$$iN*CB~$)_1)=LT{Ayi6=XMu%7Z$L@w#0_f@#3LG4mHK9 zjEUoK5UouW)W>d4UXQmDXGxJsEKT^wzprbT|5C&r-<&!UV<1}e5~C`96@de+35t98 z^GhuC4^dx4p0uafs-z7r+8_8KmTjqRsl33Q^c~_RZcDv+;b~4&+i_h0l;-H~2xCs; z6w4pCl5d*-HHL>h@ge+^OB^`KleL)z{=NUjM*gQ+2*CFb@D=8C*pjFc9Q zs_v@is%MwQEmkn}B%bL#gkG*ZzGTqGtyx=sJ#l~JdPv|()D2^a?kiITIRuQii#I6p zDDfx(lGbIZpbZA|?(zbI@K+d*^n8>6!$O?lmD?i`NVJ_EkWy%NYxs7wI-4P<(1g>V zFy3r<23zb>xXJ+PTAN)9_dK>aYme~UKRam;+gW{Cd*KWAsPte@0(%d>peLP@f=T

s_6ja3E#bLmAQwJ5@ZHd9PZJ1lmvz%fF_A9Jq374w002&PNxQe3T-afRoVs~C zWpJwNyyBfl>=aGNB*dt1liPfudgzK_!reZBXFc|3o8z1(6o zsP}ewe7n#}eHcM>E4#9pu*_K4qdT|m`m!3Fm0JuxHT*eOeIf{Nl>o)tffiL5|b#$l+UdkQLD7fI4A4z`@|E! zf8B{)tvrdfIYiD;DQUpC5xP8?32gDcDrIqI0k+sbIyu@qIy~ATJRm$G++ws(Xdc#4 zEhi}FE0-wGFUKiYEw3xTEtfC1F3%`$D~BnkD#t2U0m^I2ugm2)*-VF6HDbI#;tInk zV9_Ro%)bUrxvQ#Y6!(engJQc|S7vU0+8-6a*9mIrlC#AmjWB_^K@qJ=>x>J-9=k7B z`j3s;bXhUS;4qtQ+%1`lMiiG1nSSvtF)fIzkh0a&&GqxWv%|9;(gV^X(k)i|q;4Ty zaOPGfu%o-Hd!)Oi3)Vf>Jzw8l-&;RiKNj8;-WJ{x1`8hxpSP!5j*Q8inDQoobk!{z?|u9M%nNGHyyZTth5tLv&EzD{rdC+d>n-&|M0gTm~k09`!f6 zm^@Hl9S1}#JG#i632U7RZc1g(8I#vlCYR-bNr&xVFW8C`N>^hv5mytqwG1M*(rYVIvabN)^A;%^_149)-WWcYV4#OdSRNp-h_{`hWUfb zco)OvK8;kH2>Id+s>2D4$7zzrG1Wgc{+24wGae_%5AzroR;%-66Duju7sl5N!-1;- z3l)c-_fhwcDrqHUv#9U(buG(sr-i7>!NpW__7*9c#cCxr?*a%+r>16Qo!t2%qPa4Q zviF6*3R1PG5~m}AI^DLS7$$)`a|)JX?sxejWm&#jsncw;g;1UF@;B=u9#N(#**Z`e zV;fag{mDSfg@(sPzRSAYd2^x8yfr^Chm�(dJt>khy+UalasUUgqLt+6I1-^@?cM z-N-qgygz{4_B`3QDSXXcIL1RU2>Hk@7&H-rFO&OM$qbu-CBh&#cWUlH|Ayxyp;!cl zWT=wGPyCs1jebGHs;W`f^CTho|SF$ENpngM7nIFSKG- zeJgD*4V<>Gb)vQBvFx69GmnxwF*aHSA%#F>cI zgf6XG8P{_Oq^*r+nvgkU^UV??D*fW?wW}fjqxETOM>b^Ig4|;D-IhW)1U5><$dNE7 z8yWr7NJPBg+YOGNbP1HWsyv0C1qz1(UWlo?$O$LHc6DkH&)HY!ZsnQJyFu@o3+T z1ykqS=Iifk=o{xd^mZ&#ZGsCY9WFf4jb1M)Ybhv#;v ziA1$T1w>oKAfoVM1EO?dg<|`nc%n%?^>zx2B=gsKJ8ji$A!A?; z{b{7q43MCVG0M}=V^_vDCt!$l40nvU3Au^<6!IzbQ&f25_mFrAMyk1(r5K4A{Y2%IaiHW*;Hj#30L`6{jI{Niv49?DyW8&hLMJ)g{?)X zg`tI`MWh9gtzfUEgUT(DkQ0wuAga#Yx{azZkuVl zWQY4Q;-O7&D??hwab!JE zo2K6g0g=~R*hke5KMcb}5yL|Jz zh*wu1woE8P>Q!F&PjVc&eB}sbdF3&cGUZd{43#xyAr&uW7!@%UDrK7D>7Q=@7`dsq z>FVg~KEEf!GuH9c3D+^yvD9(Z@j8(^Q9DsOF*@-$2|FDUzNVG}Z7Hu6yfbgNCQrcE zi!n!{d(122U9xDc=#}WY!L`A*`HElzS&p8s3#9Mbk8rX_04)jBoz$2c((Q zQ45AdNj^NVcBu@j=Ac9y{He!9 z5&X6LJDhqbJ(ng3s*vzQzQ<68{TK zS2{7hl1GA@Jm2Av;OM{FOVOoaleZvUT+`fO-5}wv$u7|#Z%j+HEmjw0ffwrIuORM0 zl)-ynmB}M)L4LR>g|6KH&{}@DGKH=i6^^l=v)_R+vq%ifQ(x8lQ!{G;&6P-o21AmD z+`9K(OTvQ8<$2z0QTVzd?u(v9`F9M(uF3Hm4?nCa@& z2oUP>c-LpXWLmmh0OpYvgf~4LsQ$4LIc2`HX^VQcWil1Htcf#qY>+qFmePfytd+CC zJ~vQ%G*FQ_DHudLPmRX1`xnp^fgq8pvRC*?;nY@Sd%>MD%{T3z^~Ade5k*T~q9pw1 z#(vDpzt1_5SPC|NWY0%ad8%Y4O9b~+d;UtCXkPwSA|BL)zh{sfrvLQe2&M=vTiEA` z+`{jd%_Kja=cs%4<8d_a1x}|{bXjy+jP*<{vyV37NkD4LwD^lo5peFC3NlAI+=3^ifJdaN!h%iNbEBy=|MOf$*zbL2@of|_lXg`QJsC>}ZnPsdjFP=y-5`*LF z$xAvhJXxI(_+pQ%35<${X_#>!vzQn&D}R?$x-U)3Qht&uZx6Dqi%Lo-E$BZWEcky?B?Yiz#EtV`8DGU8c z4@eL9{1kQGy`#cO94K^e5!{m)k^%IuHS+||@IF6RIV zFuP;)T0EZbzs%};N(4gE#@6!a@FoJ0YStA{r}+1am+h4+&L4;j)`$hgkutxAS(aNk$@~0FM>QSJLSb@ z`pr&s3?$4EPu2Op(jXXsRDK`=pK3+-Tf5n3n(U2Yg9`+yX()`1jJ3`SvJ)<-62|>q6oV0sR2i1?BudXl|UM;!c4&=m~D|g+<+C ztR34{T9wk0zc&N)HPiex-K2sYDplc(wW@*pZAj;{1D8kE0}v-bAXDj>S;J-A@w))Y zNLfE5m)~LknaDv8hSb;z3~Z#h(Pf<*aqc1`P^7?Oijrpqc$(6RSF#+DlNETgIMpQf z&q~M!a?cvGoL-rhRVFg3{`<|KoHQ4o|0h|rGu!8n8OBt#&O&}-omsK5*Yo|~l(+Lt zk9C)I7fz^UuO~s^EoFZlvJS~~IOE&T^f+sBSx<5MR;L6UBN_^sy9?=CWgnv)rIPca zcPQVjX_MwuXF26O0MQPiZA#!-CeW$zbYplAIGrGuE zaY5nl&QI(zPwbah?AKT9OMm37DAAfi**g?}wks|~P2SQ{5l4+2k70+}7PO=lM>+kY z^LrHTyNyzQm7kCr{2ISZrb6yeN}Hr!LQV-F^v%Iw6H!f!$Fpbv*@=#k5$1~Irx=eN z!?&U3Du>Hb3&PFgImgV+j=C_jOmLq~b*{9~0h761SysI&B#t8%z6)d7yG)2QTMA$-I4O2X2QBE$DT zgvB4_;>ij;*}yQIN$s$Y94Q{&6sw%@LaJvwpy&~Q?XxXV$VgHn>@Bev$lsF;>>p2- z=ZOXui|-I`+AWA~WTQSq4uyzrw?sd%Qnw?A?uaJ6mA-rDrc#&EB9_Q>Tf|oW58ciV z_`*sNDHpPXx!w3bG-yNa@xv)slrrl;VfsNlRt6|XMFD#_RFqGNo^BP?U6$RFkdCIL z(4uyfA4|@JSRLzLoTqD1oTPb_pXgppV`CYrz%o@#!(S&}n0PRYnV~st%K{uXB;IO` zJe3*0%vXC`YIM|ir|ol?BqMSFWlcL?QekZxzsUDu9+0Xgyw#YZR$ zAgEj~?-?D;rt&HXWGh~e}pV5|Z9!QQNB7cZubuarr_jh-nZ`%Rv{ zTN@&WASd(+l3q*r%ViO5z!^P>q}Le!azW(T3Dc9V%jF%0=4F0m1kAkywHDo$GbgLj zh?}#aB=uEuaS;BfRqa zr6?|3Bf1E0jnl2~m9&WK3o9inwvN4buxzhG8y>~ogq1S?`#{oOIXM7;bYcs&lXejw zy@%0$K)4)VD8a$>NrEiz+T`d@a?(LGy)T&C-iY=c0S~&Op7-dUXkGt-p;fV8LIHE{ zAl?yd=YfAuGECDU#B7Q-veW~*t4#l2G@sg(VMs$3lo*@-KNOR!t=EO^a!tHXo!{~@KRRzI=wm~TbbRJ!zYH}s7aaIFvh}}lb$PnTO>e7h53ws zxNud9K54=B$LrVl4yi|(W{=p44bfLtowwL4{hYUy;bL&q?1=iD&Ty`$f_DJOO+M?b zafD%_KrrI0;F8nAtNya0YMb9(bP+I}W12408;hG4eFW}L;Y{V&bF2X~v{t+D+%*tG&5yq0v3;i0wa;kF7{ zu|Jm|Z+LjSOhWuTMcE&AEY;c~*=kF2sqnn!b|R|tUOpASFszLo0yy4Za=>ZiYaG|; zPIwDKf|n+Ch2k2R&cUqzCUTb;L`NiJQd+YUK2){4W?YEUm;3h9nyc-`0S4?jIb zKeY(M{6;t>v(#Nk;?8enrrXKOBU3Y`GXR1s}-LE5@Se5~mc?ZBuc zswG^Ito4nQdR-oC01)c?W-7)K>_{v8#8#lk#Ef~Ty{?vZiZ<)mlp+50$KE+LIs*N- zdW_AY&-UEImC`tRILm(0)YzCd6v&E+9_y`kztZSx-SjD@1N6-NRVS5b#ly3|(cTdr=eMh9|hD1&cp zFeou327Ih=87E_$!nboC<7OzGFh07hzO@5vSqE?S9Qy}JRMh%QGU63VPHl*W-|1nnN0{a)s;$)Vn3!fIR0udd@`+B#iXW1h3W3Ruxc>6zGT&PXi2COq3%JrQdD6qrm>ZRPa6 zXWWBi#5Sp`TC9Dc-#8;eQZAj9MZhSm zl~$91>GJxG@@4ImZEFs=r{iO#4Z>50+i5F0fvenC%S7QvOMZIrqVZHhs0a|vjbCCq z2%48hx^%tF*DL?EZ%mNg_a#oPa`EN+P)gZZ9PqY<9*g{8Sb+j`nRx1UrSAGsYSUw5 zCX=Y&ouuzc;F+|LtKL#!iZ#B&N0WDCBUx1QPc0#$PUFYu`fqOwe_P4SVdg=IF#P3x zN12wqJB|)Vs>f}rXG%9gycAH*51+5?J5HazOzY=S>>UTl#@^FE{4u}}QnZIK^o!|D z3a3=ELLD{4ZGU&0n^HJ1u~jNEec$j0Yc;X#MdO!(Hn4WuJ5Z2 zsD1vHq1)=qaULkcC433R&a#^WaRWRE9*)+^uH~N87tCX6u8BNOUw0}*hgF=q^BdbVxM$SWIR?ezvewrq^HH{D%;5ntm0VBY%Z;38(nvjVZA5aB*~=20t&;g z#vOT58oFhU%qw+5f5@7HNLT$!gHcLrxc>oo2bQL8kuqLMm8}A9-YHkvYi;qyGV0an zU%geEd6$f2Ox==Jj3)LuzUiGMgwK@Sh#N-kqE@x-UJ440w6+%ZZ#X3z;~RLx|H{l5 z-qYT9eXdZWITX9=2!`;LnMHf+12bnR!+X@{Pq=dx0^MJxg&P=NJQA4%qB%XLadb$o zT<UPk%I5$a-I1==WkXfozOj z?J=d8zm}?chdl)|gEVrffqhw$5eBaT{&;xRHSGp;c-T7cvaHu*n}*3+p_|964?m!`_Jx5XdmD*m8-aDQ@t@TRU5A7XHULE~PkEIpoG3h4;?Jd* zVa-G9W!`0cvP7e8+V3iDMC#GbQ7`SU zUEpBpiw`M1|44mSeaV$^7Mij;wOKtHciW*i_Ap;y*;QZ;s4g(4OIBZ5lLU34NGmu5 zbq(3yHz00c)`4V)dygkCUmA_vdhf04S#FdT2 zQksk6`f}^QmGj=|7}2OeO0fON&Lv@*VEu2awZ(#}i#x-=Jyn~g%nt;}IuU{8{RXU& zK;T$-piZQ}6dC+WxW7&~%<7i|6XFvqVk^s4H;R7v{-lWDm+%2?d^89#+Diod=z|FL zXxn9FljowAuoVkgePWc3i}3R|;a2ZgT1uk~UcU4xV&CI^)%wKWw^@OIT>|S+l9va|RkC{& zD>2xmhv=z46cl?(bCE?8-2z*$1ig|B+mig#Kj1PWpoznLF3%~BN8a5Ev)^S}iF!}~ z(NKUuX=wLq=9b zBOy!8?H{yipz2JC=D*Fif4J&v8g>7Uy8f}Ku9Rfg{L57>{Fm+jFKn)OuCmZ#(TjT? zauj(~Zn5}(8oTmvDA)I&_7o-3g0du?LNoJjGu9{~p;F0GLb7v;WXszwB}5s?mZfs+ z*+P~iPGuPpqR1{K*|*g9(Q;y*uIu+Z|D5aG*R$Tw=lJ6x5vYD7&byn_%>~R=K=B zyZ(dqN{2~1Y3iqR?dnglr@gH1Su5T!3%!3n@59b+t8V3e`RP7`2TvKjoxdrw_H0u2 z`I99dDEZx#{9^@*6`w1DDqXZzuyPw`9#f1vCEbDS6m7WYXbj*q>cDOTg~TI@^t%u5*~5FLJR? z&T-%I#A$-bKLdj*kp4!3cSk{sIw=D=W`DWJT^CV5p#IG%F?iUp*`zi{PmV| zsy+&9YSBdNH|yhdTZdJzTwQYt`_vq0TG(eLS2^m@YJTmBX7Y=>TXl?iYu;=aP1;ar zpcDPRX2ZWtj@niA8%ihd+G^$m3zNJSsM4pqOK&S!UkWMHD|_7WPe(>aRvCeB`&M>} zNFpsS<=ZyCe3ZL-+`h5F{o(4of5sdKJj+H5l2Z1DP7o%bSb)f+->at#!(6t~ z)~L2Ts*0Oz@JX>Osc-N(Zm+1GU|z38tXIxkW+Sn0t<}OZ?#H(;xR&NAuj*Zn9b{s58|0wXxz9dfQ^Cuzl^L!ycYkrli)Pos%7Y(&CO-rqA4UOsX zsg!5Sr*O9zrGk!;?{hAnniAE5p0vb`;~^?h)DO|GcGe&t0<LA!otlj+hT_c{aA0T%$v7a`@FIW>~Bwh6%xd9-S;V7 zv_LB$yh1hEg=v0d&}IACgjZfJvB4enPrhuwyzb(STGC2Y^%xo3)1W8N&+Av@u8*5$ zk{rF44^x|>I#u7@R=D-`+2eGo(z?6DHS0sPa~EaNI@9YrHw4x8mo`N53siZ4zqx5z z-y7lYymrId-b(Y=;neU$4TA1z-tRj49YQ{eo+YyUSNDea>M8_aBkvWBYnVLDTU}2{ zv(x}%zTWpm;Wkh0q+C-~_Fpq4baK{I?` z@Sx6G4*U2WW0nc+3%(V`dAeo#`?PnjBwwc&2~?GYr{5h_c_SmNT_hE5>FMpwx|BPz zIrZ_bn#wh|!}A}!DpE^R{`dIgKn=e{M|foWo&$nLg)1b+uGFq`Xr~(UCUK?c+6*1n zUq?EHR(dQxW~scX{CI$=m50CLc<|Axg8SB0ehKoL89U@WsPysdv^P|pM4Our2Ch4& z>qjZvG5_cD=E`sbOb4+NH?SSE?x>u9%i?C091lUZdIwBK{)59>bVxj$#H z+xhvRb99OLo9vL9*-zFeSymbxlpbi0sj#BpsI}2XcD+RhLU0@LHs9G3H{PU7$x#E2{Td&m^@qa!R>udbf z<;5i@zp{xUv|&x4ba?h11*b|m9lm0<)6b4qN^dpTCb}j2;M|-1Pl6H()^5h`NX`1X z>bB?S7xl_MjzO)0;w1(m?cqDrZpB(G@`+m%cP*LR`XOOI-XxL2|MYdD;Y3gC#m86e zGS`3V$P&pC76@7SV5e8WHto>@lSpyp(78d{nAz?xLfTLK5{!+9;+*R%oCIz&z5c!* zV&3v42Rp!#5u5JKs~YXEoVp`BW1rW_SF?-j?aBnhw0(k9$|A)cIRy>S_LtL&c4+8n zbauIf3X&Qo=bKFioG*8pP|H+eq_7WpmP6VVm$~Zi#Fcj0h6(!K?5^r-R=zG4PVxWr zt`A43}kF3BlJE- zgCa&pmuyDO##omMo|T7sAACtTeR7d(@!z*yBh_4AHY;69b{Bs2F?{Zc>UDj{P;O1V zZw;}_J9*Ce_-=83okhj>gTdSIp9rGMDh;#^rr=!5O=(1Fwa(aetN`I4b+XzjW!d zng>TGkBT!SU$0u>>uaaCIOd*#S#!s%+K`beIsrQ-R`0gSZ8Up!EHma7ce&G%#&bE% zp^?Hedv=*?xj%~3I`4hnZm-vE-T2)XTDLAD0_fbV(Ml^a?Qaf^oJ$>!+#eg->a=Ta zZ;NxWDLGbtC`NO|+ptto3kO|eBb7#9*&J$&laJ^7q+WAxet~<`w@z`L=Oe8dt|^Gxzw; z%(8%@l*5^?tjMO=TN2!J-EL-8yp0a?^lhxLw%n?aPY>d`rdpBu)im|+@Mze!s8r2s z*$e&^8)eN2S1;$ys4P~?N!hw|TT-Q#>^$rJnD(yr>=vFBX4wX_5b^NdYxsTa3FCnc zmw;Z$iKCk3WvP3_Qv`GQ^^flg5qfm&=5>$M_U9khtrps8K>DYsab0tjNxG+Z;*uWg zo)9`h+hRFr%eVBjwd>0F^@8gL1dn@4Nk_gtbuU`#Bu_@dPP4WJH?|;Avn;nUgrQaf@{~Hn*PVQk)Ebs&g}Uc<(02dd6W$yJayZEls?N9wIKh%I%< z+hqJa|E2y(z8xp{?+6Sp5_?~wr7_^w`Ap}mqe1B$$?)pzWsboyCU(3H&GV#WqvQt! zQYAHV-^hVqB`$8>6j~y>P1a1GBk9Wf!!Bda&$U8%wCX$}MgCHitn*mVX?5zzSo@yh zqvtW72iR@xy~`WCR=1OJCtajm-kKy6T5$$mZe-iI-{ zN_kd1!&R}qj7#ZGwDI(rG=*F8wEKVEN>Bi_pIA8>!NXS-`dB0 z@uR_hO(H|Di>tk_OvK*bd4_P+<`Q$=S#(?f@j}ywgvh0r=PFY8KOTRBV9_mSv2KBL zmH%Au4_>8Uuzk(IM%e_9(`1Ij^-UA^wjX~P#G}k*JhxhXN#Cjo!4A{4#yMs$&6A$o zjOw!ReCafZc>2tDo=l`_Zxa>STzI7?FIVkL^qsP%N&CM;#X5A&75fD=7sadR7S}7D zy{o-DfLmfG8!K?lUb?U&yZqPSfc z)8JNUrmyx5rp}jNWPJKlOl9xI__?0FrrsqlDufr z|M4o`?W5hfu!r7Lx!b7XO&QAx?Mw@NTf8SV{N6RE zPw7mnw}v|5^C}&*n66>#KgEgthAPIFT2Y>hX)sZ(6!b{>N1$-L}*UEd` zHQ8OKH78_Cddo%n+L(L63s3cIBw3ypCv`mXC!fvjUvJj2=5B7ujpg!B3R3Hbzw9xz zu^30rvD%3AzoZu%_!+c}`rF3sc>HO(nD#~9ZFWu{b5F%Ksi-ZqRJa*%=5B*G-`zur zieo)TKguSa0sos5%}lY+rCmWLdo?|J<;J)8tc|B{Nc6Nbkm4z7&-zj&Y(k9+AtiW| zRy8&{Z4wETzmjSl*HoCQbtED6RqsNb7ybJT!$^z%obJJHyzdfeIb=S(OrX_s$LD_G zJ*(TYUYYD!jfy0F2@`)pjmxi7cpjqJwEE)Rlm0e60=x(B#(4D<4xXjT=|q<8Gbri7 z_-{V!?WP1WOpLF#9FVvm{z~+*HS04uKd)1CRzr91sC!|Nf$X_CWnWfoY{>h|hpd=w zw?#lNb)%cq^GW{pCp-E36Nf88THVyD<6d{jG1F^5+6J0mml%CQ^*yTkWFG&~C*q&< zDjq#OeQs9y`%=2iTV8GjlZuL)dTH~w9PjPqH!I0~Xz}9F%GQehSvPzyc)PfDN-%lI zIK_d~xJuoSRjM{BQFXS?xA$x8dOF{}^0Lu3Q=04c$l5N!;twTf&7Mk{iFHXG$n)2_ zY!bZJA@@q`h;N}@$PS0hy2)z+fo@UbZ$%d9N(c_Nb6SMb^mulkJs)6d(iUWUeCzY7 zt53^4B&B-NlQrcn`ZF~mPx80np0+{G(TA836~e;g2C36_$GXpJwW~RulrC~AHFZC0 zZLRWURSDgll`TQH+cR!xTY1Cni)~=J^U4^jj2A7?Y>#bn*sdb`(eK6%NrgMH zU6UR1Ra(wZ@%f%1v($X&1PE8RJdFC z-&squjri`E z`@y))mqvPX$q_HXUXNZSD)$NZ^_<=pi$(VwbFUpu+(_W7Zx`(|N=Z7nZ*=GB7?a@M z6-}E>vU`JigYFLsjR>vWzgn?$^v->5bY6YRl^5jw`Y3tdv#b2RbwvxYxH)}?gPnFc zgI-7&-?K2Wuqe@|4lf;+yYH%zIPWVkByjOgQ+$)8`*;F5o*=p{UngH@bSP$g@AX(x z(@1*uxY)Rus76z~J^$-*({a;xqw>Av6~nQ`s7d@D`|7KGsyUU?{nzx0C8>`eS{U-p zQz*OV<)!dw`yG34d+&|??PLAhSwzXH^o{)DqOW7b%Z4>I$Cw4zRIewAwi0JQ#alI{ zy;(W?lvWp~B+0d@_Z_FC)IXd5*`}GA*rsvHUL)A{ji3KfN3&9DUeImpHwV*{+7>6d z8NIY?-SJoFH3_7N>f}A4+gkEe5fA%kl*c$L_nY|k=exTdlvkyPx%GK)I0m$DQEA>; zDZengL}`SJb(+_aJe(F*Z?t_P?yqOX))tDFhHI~`_1oK}Li(A=L_b`#cc1bV@C)4i zel7MQPY(t1ozmO;#!UUXBzn+$e3DPM!(M*UIbXP;?G*q0L&|R=^P_~1>@PfhpvEM5 zZr^>68-8ZNb%Sy|*__kSjxfB}| z1ep(3ja%xaChqH9M;=_ZE~uyG=9l6TG)QZh5pPzRg^gWX!@KAByr&QDMs0`oAVZr+0h#nWa390(w z$ewv=Tz@yXq)jfdonU2zH+XnvD5VK)ZBVkCm}|Qw(srS(=ffUy#KLWn?Utw>O6H-h z4LoT=Dh->fJBpXo%n@fbM0+##8C@GcTCI`wb!lVBR=wv%1vk89V?EY&x8K)R5vpl@ zyEJZmLwu)e)V~Mke8^(N)sOPWcMdNiRyA?gY$|j0jakwxl|G>V+~nZrD&=Lv!pYxw z>ITl{^4Dd~n)o(r;za>@*xWeZ*m&KkBkN`jD{{DTB=;^DPAK@woy?py!LfMaTmfcg{7^zAa<*2!BuX zuu;@xuMWN@uJY?ri+tbuw~eWdqD^OSxHdiZPSTmo-$U{Yi6oMj$3?1*TE^`kUCa~v zi;)*4=h68{FRym5Kdq^`Z&EF3IQQ1e5Eq%&#V=L8FRJr2UAU2zcg{QKG_OO$eOsP- z&dLK9GKA|Rtr>}+_NmN)s=BWv$%wy1EH zRBBjSibv)yO3PnbPn;PRij=iktn{0a2}^8sSO>Ih?V2{Ts^VBxe}SKtQ=OmH?je~UO7@WCoFSw8uEk65 zbTW1Bn&!s1@L25ZrhYoJL?o)FtIS!RBKzS*v91Hj7bM$kUL5*3Jeeq2YZSN8eNN5E zx(9vCbWV|@0+p8YL-Xf_Qo1DPg)$->R(2WAk$E90lceu>IHgPQB+K%wmi30KqJ;hR4+s^)bL4jv+_98R-PYTxphJ#LVjtQeX2!%z?tFLxoJ&KEW0^9`Io*3C113wD}1Gg6*m>| zCx)`j-jrv&3v`ehi*)dDGt$UgHL&8W6KjmtRXRIVJYs;s8sqFTTp%M)@`n;qGI+RY zJDOJ3`C{2K2SYTdNgO7Ze=s>L^Z*4VP1 z{N~|W!^~BktgqKQrCVF0Nu2cfFd>t^&f%?D$c~9#*4IV#r0=j~bD!M%@q&%Vw;&tN zmbXQ7J%4d0W?8RUkW|M_;V!W=(hCOnZPh)qOvGlXE=&GFbittd zR_5&NB`h7uuDy%1tIq|-4Yqx&{WmKfU9#Qyq5553+mKkVkr%49kqNai&Lqdg!u>@% zmMN`Fbf2Z0Xn1*aA!j1rpvsLaEt3b9aq{;Khp(5{+;jfutLATCcWHe)i!53a>amM6 zsUoBp(=eUCkqqH;pg9j5adD)bNDV2UAz$?0)pF+J!&gf$zTS-3 zcbv}eK6uh2!clg4B}cwi=hjn?lLS2OCxm%vy2@nJPWq&0KcJDC_ALVWkECpvDfP4Y zGksnQmoHpEV;Bfy3$$kWncFM$nL%GAb2kP`=M4|J#^Kr4m$x#y*fvCm3up8p=R% zb{R&a%{(-fO2aTZG#8_z(=P({2Lo{$6&i>mRA>_%p+lSCCE-|$NoeCp@PW!_+1m1~` zL8znA@t==BT|aajh7%nCp8ei*1_eR{o$*uQ)AY@tz{p`xkr}8Xr*6lf!3#2Ibm*}d z2mzslfx?<$VDO_dFa~rH2F@ViO$Zzw2&|M{3k(Lq4m*TGnPGfWHh@srZv0(F`-LX1 zpR_bJ5TP=g7mM(c&?_Jm6lXstLc#v97fxeGBtpR%?5~AT2#9nL3LX0aMW*Kx5iSxk zaD+-hp~Zpe&4ByV<)~CTyWJwd>e+FQP!SYTAQeS_9CjKm5h@0e2#_(@p#b;{))JL~ z@QVO$fV4?vP-eXF6fO}e1A_+ACY`ydq-q)ttCdEeOk-{UEyykq8nAFSXd^TRWC94lAoTj+si9*cv>%Rdn%_gfCO^jE zzu5sn5PSv`Ox+PdVb~!UjmfbToE@@X1R>!2AOx%?gwBB85n;e4fWpiRFiL|FiP9+0 z*-;t;f;fs0kkU|?un-hO;JG+;#@z3SL~%M~Zzvt|0|@Y75HK(bDRn!7}wU*D@!zxlRuDm_ zL(fnAfr&tTG-JUj&Cub<8lltRi_mFw$m1h)6pG)045kb^0fpcQoel+`Kn6QNI^&lE zoQ7k@A2<~RNRawLd<0oDh>xJBV<50QV4&E{aU@U|1N%v8)A*PHa<1v`G^JK>=$VtJ zWN`S7Fz7IiFc=VxpkPg^DcdGM2zek7lw<4&2Am7IZInj+6-fPuBOqfil~w>lgOmZ@ z8Dbq2MA7W`Mrk<2?;&6ruhkooR-KA~eXt(J9Je*98Kn6u^hz&;bEH z;kf`3)7R4l+D3tPp~)x(dQ}vqLY@lvV#u+eD1tL9`GImFhlQdT1Rx;$!&W#H@t`OH z5fO^gpm&T~DA~67o=}Mc@88D6+iu^7EbTWP16pNu43dM&& z0#P8aK!_xO3?dj5gHsQnKq$-y2{}eWC&VepjCf({fH;K#-43S`@LU>fZaADRqd592 zO8(7aKnO)#AYFm-c@zh;r>pS$0SOpKI34nQC_!WM(1cpFl0&I%i ziJ-t!v4@E$L5B$jI4YE6zX|YE(Cz4ynXYf@#-RKJj|0UM_VwrptQk5miJ#-tepIuj z7R3HA8TP{{@Ltf3f%jrwUo#b3!}~L!pbZ5HJ)}qmC~vTz9r!C~JqAc1pmD#9YPvN8 z-vlWLB=5g2{_EZt1>lKoL5xB`R*zBW(7iz zD6)Zs6$KJU=%An&#U5#6;Bg_HfTW+DXh0ePp#aE!qIwz%Fc6rsqX0ut$RscXwrvbV zLC~Q={0qxK1#LQlrZ^oWVi5TQM#mtif!qhu0t)6&UvO$Y5XwNBK|!$v8i&wHcH_cO z9E#I0lz^WQ1?&SY2qHgr83tl4SoVv)5BjJO?1~Q)j>ZFvy;vG8smIk|g_KfXjtt zAkKis;ZX2^5rD>Lj01icqf=nm1GfojhE64*+kwhBv@spz*)uko+5-fhkPK8ic_AS| zVLlcCNQ227#Evr$57uSC4Fw>BN<$cM7|@v*a7zYMC4ZK`rjr?{TSKSNoh@c-g~|J)&iK9efGlNo~nh2)?g203RS`^5qOVG*YQhs35_5Mr{0VW81P!JsM- z$esw2{i(q{ptv8DxY+On7No)zL>#1@(0Wu9Vpg2`UoiBW%s{{kYXR^ZbUP~CgaVZz zh_L|bP^Qv)05J%?^D?Xqy^y6+3}8plH?y`Fgy_eF?PR! zBcOH1emevN$dHUN(^#f1GL^Zpk3&I26p|6YGHQ|E#saFI(Ct93$~?XSzyxxK_*4MO zzAgxRq36ebg+{;K77n5j=sqAQfMtNkzV9&|CZJ}=PJuWE2hBJJ3T4m%8SrZXmVlH7 zjCF?WJ4^tepc8_85Kzpob5=G!8nQ&|C%qrOH4DP{@IU-aNE10h&1M z3j&V{5eM+7unhebn*4UrH~~uG(1JJ=>4M8asWQk8{%{yLSOwj6HY@=AfvOU01fXUL zaVn^p{y_#MUpR2l&~t)91@xStHG#3G%AlqQdkp#?IGPTc>FnA9pH;vzDiq}4jNh>a z`O8P*4Djs%v>*zb9pew?#K8V=7`TZ+fYvITW|V;c0sVHijX~WWsx}bdV-mK>pps8T znU$LWjX(wjqChC?B0xyPj#LVu94`5c|8hr}ol z1p^sGQUoZAu$w#hI_IZX{OwVhN(;buI0R5WJQ@zaz=uHW{ud~R&aPV!D?!x?P!Iu3 zJX5zo_We67@SWE0jyVv5q>6nYXv?$d8=IPhf0vRyv|MnoK zzKx>-A#`Jqpi|fzbD&NQc<#T+-{%s5*V!{)0(`^89{m6rKm_|-P=RDuAs7gXpfd*o z0nQFj@HGdO?L)n(FFbzNN`LY{_>u{#RMQa#<-6aX(*G|Tm=eMZ0*}JR;b0u7LC-uO z17z#J;=^C-P34ontoXN#PMPinr}hWmpnw_&+ZzKJ=xDKR0=h};{018SfF9Y$fld}1 z;J`T0WP-+#p!dKg1fXUMYiQt*pb9r*9FS2Fw)dogWSRY=Gav)y*_qy8O2+t+!~t#m zR1FYA&%Cdw*QD)@GkLIIU$RTUJU`fPOiSECAY|L2H9 h!U_spoDSeGM>sm4FgwP@2{r__iEwd>i>qj>{tw*?*meK_ delta 168131 zcmZ6SV{o8N)TZN1Y}BRhiESHCY}>YNPMl0Iv2EMf_uJh+yFad~?o+3_x~uNf zJbii^4BB-N4C)^Y8VnW;9t;r-84MK+9sDC0CKxstt{J}76ky|IXA=-WfOU3pGBvbC zfc3~8{(WwbH;VGj`0IPnw>a9WJH`=&7K35}`} z|8MF;>(kTlLyDwjRjz%eEqbQiI6O={e{10ihok^=b_^G}ka(HPJVg%v>Dt|{)QxSj z6<9(@)K{q&aYyfSU};hYvd_M}J!$ef?0q{gZ*vP8im=DVvE7D(y`aUFiIJ%@!Fj0B z(kY(-5Jq~ALxPj%_LYD8&ZiwFt=<=1Ey5xhNoBsUrE;Sst*d#%A(e=@A?_JL9!4W2 z35G66zWvtjyB6rh>3Sx~a7dQPyKm#hYuv|mJ;Ad^eCK<8D6 z7Vmnfr!^m+{cFs_izxb{x=q!Xb#3Z==cvLWKexxhdsIU74_as%bQD%bO5D$(t*opZ zC{N58;{u*yE1ZTUQdO+JnhP$LLEY%OOc*0^jT)hUX=(V$KoeT@Hu6>HLJ3#_ABG_? zKr+Jh4_>JKMJ7bVDl~;Jf2Jpe9s6@z_2k?PhGn3?$q@Cf)v9Cj@N~J$qIxH>&1kDV zWHP@yQSHDq^VaD|O)Gkzfblc!&u1LcvJNjF!dNT#T|vMwI&}k#s!nxcj7dTW-}hxL z*uS6W>F!>^g*@u>j^bG&pnVpkCv-{%EU!Weh$eeBCCgW#uv+O)Y$h&%lxvp+869Cgy_S;ma zG0E0`9Ku+!#6vS47fqg{lmg@&0lbr`s?wwJ7GF*5+?fD<5a}m8L3NRWB}O3t^R9Eh zoT+}t9ePKsR~Sp}qQ3-BVb7VIh+|Z5tMoIudsFf4{nl5jMYdaHjF!d_?W@}g+oQ`h zIdY%2LnfoI(#pi!hc+fI?s4OCd>vfX^5+3#IbU@3coF|e@-)ggl~K2AG_Wc+MnQs) zSg^&jRAMBL1!m!z)A%lj;OY&SRMJr4qY?Z{_NFnH91>R7A6T?=Xz6n-ok63@T1li^ z6Xph$lUjDkkYSO^t_`>GMTqC!?kNq;-X%h3$YWmSAvcM?p6bDlA%Dzfsg@qV+ zv|p_VV-V}U0}Wb5intDVNA)d&G^GQij3LO3z6Sc_ukjxCUcX#2QX)o z{4we-FHvmlsof<26-p^cZ5nf{swyY3`=g?!!o^+I=;$AyB8h`csoG)?>&nL`f{FY| z24WSFWz`lb{U(V}^lcsUH7?$;07l^e^E*r+7&bKN(kNoUd$1YIKYs(SKIRYyWSsn%%aRIx3 z)6O+9v`X0Ppmb&`*U{@c6v|eD^U;DbVn?g~ik(w{Ybx<(FE#ndgDOjcL*sIdDGg!} zk1Q4b@KO`uo#ags7nzIiGO(yBRh_w0q(G#INJqV-Y`q3R+PZz{(#<;ZP?M4dyo=lp zIlLxxB}CU2IR9mZ5+t$AxBshRK=o2DDQ%uzlF&z6kzv?SI4xqi%iU5P7Npaq-m$tI zo?!`7zAx>JBl;(fTB?+LyQsVO?=Agvb+iooOvO8z#bD9SSY}sG1rdEuwI;UioeQ;y zUDdQ~hb0q`7EwDkd-H%XrpTE4@MZe=3qEPgSAV)sQLRiOl}FH&F7UK%6}A?k*dEWv zsVbJF6tp->ph>l}f)X;EGEp8oE+OkJkXU4GS>S92k#N{?`?yGO2?kXH`LgBe z@|iAZxGocFz5sKE+XbU=HaLb-MxThR`$-(@DCs9Kfy@`BZ-t@ERz^sU#H*XGq-W29 z+;W7-HfbOTZQwbU#9X0j8*5t!%TgB3f{kVsSnq6g7(&ctJoE!zq(<9z9Z97i0%Mc# zzeYgTCJ(dWNEK-o{xGb&g-2$p=Ltli^c-w0s)4kmId=yrQiodoTWigdm4iuAkuCQ` zU)KY;IA@syjk*5(Y9^A>7AtPy3Qhk#+(@x)y&$QEk#z?=RVQi%Z4R`0?b|IvT-c`k z{MuyT1P$Y`aRt z-T-PTU^}Mb?0##NE4+GsGA7s}IoI+I!$3apP;kbzIc^td*qi8O7uyk$1#WANoF0t` zQ=rNflv+ecT1s7F$(+vTGG1+;71c;-uTZ8OVRrRH*K#EVCX@i2%5ET?N#&CX-4GGT zqSh%il}{H6UtYXC2nWH_Imkpi9a*sDRm0&d+r0ivt4cJVXfgLktZUuNmib3B_mK|tsfBZaCjb^r0lJ=JK-TaHb zXh1efqs~cQbV=Ya0&&G^p8rQlUUsNrHWn{Y3C6j+2;!d4eak0oR}EYZWz0~u&Cvq6 z4o)KPjfd#hA=!qW0hb3wHssjBISPfFIB&8hJQ*&y`_SL>Y+M;Fi$=qA7*Hi3$GhZG ziL=emnA$`?TYz!uWE{l>MfrzSfd={}_qjIub&cFTbBIB~U5I3;$v2z6-^nGwd0&a-D!4bC1V-N`4ZWjnDIwFyqz? z0>z326Z|srXDr&odN?6h&W#2jJ2xP^$=gnB079($@_q%z&e-WeBGA}#GyjV7 zEOqnM=1`EI-t?a8WB9J~6x$y&zq!!17Bprl9 z`I*9;{=mQ8Gv3d-WO&O(pWY{@1@EbTnV<4cKo0wlrA3rTz?|IGg`C}%SU-t$Fl757heY*=Sy>+<#A(gl zEl!@Pn zhMdHTE{kkro2iM)MzSib!O?~`v*1YXT|L@Wx6E?f)OiQOh|GqZN+0fMEkagBuA*j7#=MR7Rn?ZP4LB8;{WC}$PF zLkpq(QK5iRNn9)dh?NJ{NV~=mMhCDVK-n|nuT$_7bh?V}o}Zn~Rv=98Hq|4?hU6>W z;b@+)ZB+EMBrwR=J=9@pcsQ@4G84t$dDEQ`x5jvn9Ifse&Yj_AIb+`qM?A(%bvVvW zx;7KSR{RLQ`&+i7Nc#w;!Iy6DF%Qu^{l0kOK70Q-lyd5GIM7ITp zAnhLPpXW$LAP$JOfvEh0YH=?c&Zkm=%WCjFK3W~uuyjE#i)}j$k{9y#`IqJDZGYhl z1~Vz_I;)>AHuj7+$$2h?Gs zo0)~hbGYr3P7umVW;o6sLZ#~}pmw`zWJ-cN&pBrYfP&7{n%p=&B<~ZC-KCoqvJ|N5~onFZ4Y)a&4gUp+F9yp%@ASq z$IdnIVB{{QOt_r`;@XJR%*+Bi2+#9`8uwo!1>j*d`*p;&$rv#@adA49}3N-!7; z=l`yRQJe_;Iw_J82~2kw91{Re&<^$9_GF2Mc&9wW#ZPD zk$dmyoHhv6UvSW1NGMtpxE>1Ta@G0kBUZ&}NnlsOzk8o#Gk+=eBoJq2*pIMnM_A#Sdfl04leoUgv~zO zcT)dDz3jo)g(YfQ60?vkGej1LZ6N9xpWIMr4x$(z8##LWXn^Q$b{40U?U(bzq9Q=Y zMnfBbX{KH-S{(lmin$0SRSd5`dN^N46ssPU!(XeqKMg}C!a19vqA1uI@?SgZia08P zW`*-k1_;p{aR14>HBG3W9Uz~o_fF4X;%EIq99-S1Oia!{Ox z{^E@k*>OHCOZcE0nYScIcrDYc?Jp!klO!zo_?Xs&m(`gB3~shGS}AI*{6=i<+c z@Yiyxg$qnrTmpPy=y(+5q665wGdE^3E8*A!Q@6;`^mx0`v1np zg)g*$s@l?bN1e$Wo0R0fk{PR%zpP{yGWHKcWs+c2;o0Cu*)a$(Smi=%5u*Yw)dn!k z4Y4KH&A7Ck+JKg!&a*(H*XpXko!Thklg@J^sjoioZCOd=$mV=Q9H8NGptvRx0KrHDWi~(~<+dBWfjcHC5T{oEG0&iZA$o9dx+d zEmUv(9CzQ68`=`7x&lH&9-~H&_?mOdUmaia<{gxp#8UU|NIKO>V0(S9_B`Q$HeQy{ zleq!Wqs{xXG=@@x#(Y7Baw38251At~fprh6f3XCj&@=W{)z3bi2dibf-#*F5oFrsN zw}0Og#JNk@8Ekqz&JXTuDH2Ce7RMzkVrAP9_G-uU4*ZN=Ksj+y*-O&pk>yPuy*ZNc1L$=68CB|RnJITWVHWvrR|9b} zO8m-SiR$!oN&|D==e2HOq3O5N+(PbYewStCowEV_MVeAbId4asT-$XUwGd3HfS}?s zfXw6E{hcP6vA9@4UqJZ^ar8u}oll;v2RC78m3Zb|hwzBBP|hb$cxbi48_jAOpujU; z@ms;T10ZY;dZWXg4)lopW*NQDo6Ru(+?Jn%$s|6ow@BrSFq0yht zI;i*sbx{@VnOb{lJAe7kFP&g)Ig7OT{GBI>D+91MPp3dl%X>^nCBG>_Iv_oS2*Ku@ zJt+-b-w?$f7^_m(6e#pgi_?}eT&S$wh&=6Y10<%1rr!s?9=W7`X9C$$T);3l1yNyv zpsW6uuJV)0nZhRY*GJL9EG$J7=GgN7^gDOSojLL2GdkJZN-STj)efq(+OcBNo%hMd z>#?>ZA9#d$8N`NruQ|c(MpFXj%lZ#1R+mTTm1oWe;;fs58{aqyoRHodZy(&Z@#{M* zfY`ne-7gLLGxsh8VT8&7Z&rwAk8t#p@yfB9$}cU-9Kq9@8?EK(` zhc_Ri9i;t^?h^A~%3N162~jc0-R}H8z?(%ddz6&bJ0Z_F;_S zZo()Bei8|cem~27k8ActB$&7f1@dQDQIgda2wi4unKvMq#g;n(L<*%Te z;MVEAdyRX}u3#*>6jaywA3NBCV9Wx!6D=e<#Y2^4*@Q)_CEV1prDf-|2TLNt;qF-^)WEPze<6O0)R|1Kxo#dGKS^lm+(pLoifBFN4{(rkRs~}|Vhj?+ml?Bi%Ulq&s zfA-_2f1w|F^=itb>ta6!hRA)9N9g^?8 zdD|lVeiL5L-JC^Xrb3$E^3$hxKN07l(i&JZc$R-xUn5hVk^TFP?)p=bC6?`L=Uu+z z$QP1dCg8MiK7Kl*fjH|#a&8&rCGhrXV=p+zTeci&af~+9i8B`T3AsRjrtQ7%^6nQX zUSW9fhB(MgS0ToJ^?tWFc}>f(?Cng#=&C5o0AI27vzS zXU^(&=)(I6)FXP06138`ee>sh+BNqhmP&VpeFv`F(4`7mtv6-&9Vie%G@*;l*QKLAx>Xu8f4TNp^8x47U(gh5$p)2 zY!$hAjwcD9KKzWWxyQ7+IJN1`?+RJeTr3^+hntH4 z^QA|m!gOrob`&MuxLcxAjOfDmu$ts2sW=(nytAUIX@0$ySY1R&t8t`#5Akd|~!Fj>JU!S#hPi7;R9B?dq7)1DzIOX+K>&k#TzqMro$mNNV3^b=lK4ONwN_ zE_LbCXTZud`AerJd+xh9rsTnQjSKd;X7aNcqYzJwADYZ;5#(E2wF>l>p>-U}@)g7uYo~26e-BN(OyGJg@*q`OtZ! zd^3P5eeGX<>=@GEj`(i!DFw{{ycK(pG{6yl0c8DsQg*#a)&U{?Mh0Z{3(#L!IE+w? zpfCD;9UJ~b#&b|RFu#tr>zhXX|9&fv2SFX=oVdq=ej&KcSwpSRQNNdfT2h;Yfm)(+ zG*09f zZF*2vM+Cxx4RFjv6jCck+BU8ix8)#2B-pZ0d~Q1DB;0MNkl z@2Gq%{HA_3-asY3a!gYnhh9m6zJfs~pDLyO(LtwT%I4o7RZez#iAuCtizq}tk+wZBZ(n}@FD zMb8WsE!sbIrHAbyBX4+nxAy)`sR3hcR^sv@@@g&km%7){zbIqsmjX1F&%i&%J3E_P zQFThH_M`3Ojr5$YJ(Q&?R>id6yxR$^n*3t;S%OPU0TPU+Rn9ntiui`HP)4eRLQUHa4V=vD~+ENT5o-wX_?&tXTx zqv9;!;)Z53=YnEI>1cV7phcqVaWtwG?)(U53UzObHV(MbJ`Xjb6WdTk_3kY0sWR4` zAr=1FhiPpgPW6zFx@qF_hgIKw@w|CyF7w~6?y_Aex1D$U=ut(UR@LMqvjqirOLc|# zwT9MD0xb(z2TrXQmo(TBsu@6e$>f%F%64<7RaxM)=Z;@4#;#X3eO*10Rb9DjZLQ#x zCEnDlSvSsKYp6tmeN`uwYx_@<-nCU!FTv)elGP!86fuhKbL#3WZgvU-^^r>ABEPNC zPj!!>gZ8B*orhFzxaby*zUjWN8omFXycOuopznh+3k#W&37^5X4k3X@pLA0=`mL52 zqw@2i*?K(&Q#fgE53y>$%+R%Y>&Z+T(=xoF{(`Xz^Q9K;M{?e}lgHFs#wG7r@1jX+ zu1%nqik(*kkap3CK~^O@0%7PplR5X%5(ql&#$|F$TUykL@eHf5lh&;lihS5$3mA#Unws|8e0ir2|dv=qfrS&bHGsJogsiLQ7w#afF;)0VB#mSI=rkI!uU z9Dz#hG$$+-@ZNO=3R|~l&6iTwCpPu$JEoMcT)ofNyR?s1=*_a)e)4T}wg0t6SB~KVstYVr&jx1~sCK`+s2zRsIRuZ+fl6*3Y$A81M>{HXt zqFoe{#=*$T)~%Xx8_Z9+>C#kO&cdG2A6ekL!gK6j_(1Q9@*8+(-a040rMs%>YdAe3@e*i?j_aeY?SOtmd|^cwYd|xq}`Dr>mE^N z+D8Q86 z+#pM#NZ40R4jYe&grc?n*>91nVPHNY38mFCMF8YgerFBWaI~69S4Gui@btJL<(@NG zTUo7>Q>L^>oolNos&|bBQn4h^-TuxUN5jnB$*oNIf%&vXh@})ottJ{O$=S??>N)Vm zCysELm|)IJ>*w+%+Z9rBxTu*q>geV@7k#>Pm2UR$muf7NB7E)Pj zpaF!_{f>-BmdafW&F-m3Fl^?{7Gti#5U3J!{7-^1*m4um{nNi3OG5Tbr5+bNEi#S58Aw|as9OysW8Afn3B5SIPZ?_ev#w>@} z5)zlFkt<(e$GLz%q{5H!vVQYf!Gx(WVJ|-y7jbg1Di#I6n{Af{XN#H%3m(*dxhSd* zya#SCp3rjo26tu5$uG7>IR@U!!vPAE=;tUE7>``FF>i)r4KX(wp>+lc!@hiW2bnKp zgTv>)N+va}9;X^W)S=K)u=4r;2@?ksNJ~mk?M+uyWdY zN^2;n##A6^YrHMWC9=}D9P+}x9TnT%uqHfIV9}pQ*Q*n#b8oER)tVk4YGCu7iIdK3 zx2S#tlM^JeUbO#n{DXdfs;fnW{)^ zyP6Mg?a!2&iZf50sRdx4uFBlv$A#jW2QpVM4j z_6;4;OUl0AVY`Tg^-yuPt(^wt;10B;_3f9NOz26~s-(9u->b1tx zYs#gcX_5Zwjz+hiX^g(srH1-z3XY#?r+&pfU5j7INS*3y3Jl;^GFKPCd<9Y<@W7->Nq4;c+g z3EmU{=a11ZzJq9hb;Epvk1W)5SmZ%#lOR|s*YEZVn#Ui!UucIM8NLqD!?nK(T#w-9 z%wGe#n`dVc^nXl>)Nk?7=X{#S13XAep7ql~u7nxDY-P+AlspKlSO5~l2uM=^FM8Hw zX|7M$slJO3iK~y}PE?S7_J=S_@Wwya{BwilaYj=|rSil`J9mE~5JWJl6jhCOr<;N# zB&k3#3^6)&uGYPJW|@}ySTMmKk`^4vWhp!FnyR=_v~%c5lF$Kl@uymG%u8TX5%f`v1TmbY3gSq`a9v<*)li&zSwzPmA5u; z*fw+cHNP4CaKjGe4kH)1y21}*D=wGR7MAMgr?$u9xKHpRSo8L$*Co>p3}3r-bBqAW z`@j;P_gVA0MR_EW_35V$zk5k_A;#~S9>z@txR=eB;iX8ov%A}iy~nj@Vp zQys_+Karo$JYskO5ZE(^FcI& z=HilU-mpVE31CPf_~WHR%7RjYmM8-O;o1@CF%gaXpA(W;q*D_7+L7W56H$BdGv)Xn zQoj<#3pRqCsK|*n9rAiGo+t@TC3I}Mo2d0B?l4T=4iqJ~euXmGK99Sos$LpLMJAXP z2X0ezvP(NDQtSv-W~@sOCu*_(Hy-|&fCF8k(@CP;q*np%zf=qY8OK#=`$-t9y&oh3 z+?uS$Keh_RB-zg3dL<@?)36H(S%Ap#6C?$2lJ`FJmJEI_3|I#9RaVoF2py*!OhKlQhlX7GIi;vypW@(r(%aZasHQ)5n> zo#~UUj@tXuIr@8D8}$=I7GTewlQ`wXm8HBNxh0@FE8Uxx$*ZeXRIT)epdp2|D6`p6&&xR-Fn^1t;4_8 zxTpf#chhkA+*gpS{t>vWTU$EScS4S!MFV{?42lL^__k2;*2o%^B%ld5QQ@jZpd-{4 z9fR}N-NVQxo!WbPp+jp9ws-0!S_soGBfQ4r)!tTOfu_>djo(yQT_%K~oAwCE^JkG? z&PMvj^D|>l=DErjwPn@geD2RGjxfRk5f-pG+ZvkdgoK&<)tP}@azfqP!}YQF;(HEW zozC9^)%m`|C4c<3^8umXTYXFgb@%^@;ENC~y>;0yobcu3Tzh?!I|!HGc-`A7pVVce ztBfBk%tslAzxEgxd#$-+&zFt&auoQ+=<(7$!S@-LkK&MPmk}GIY7c5du3gX7-o5IK z`j)EJdcyZdsZ8D_s8rv>7!p4Z+=l(Y3LFV0r<^-u3x4YPz5~ftBB?Py55mEA8Etqe zzb-Frc&+X}@an%jzhoG~XHw|WKVcuNxHGvByE_AGG&6V{rligE5q<}$*FuF>yVO=| z(#+_NPiQoLq|n<^%!iIr9E}bmL`989ML7+H9FK$?3_+TXj%zt4aPw>C9rwiw_G*wN}!M&XJT37;L{kYJ6kTj-3XmM>HL zAi){$);>_jJjO|~KgNW!QHc&w`;s=w>pGmps;n#Uy8~za75OY>zsuZm<`f9{N|brw ztS5O=TGB%PVPhUms0+|>soh8o2*R?$&cQ)p6=M{mlVfSZLZMqgMnF13vOp?9l0XVU zI)P%0sj0={mX4|_o60p1P7;@4o+EmjcG*-cIbWuDNiIgOsgH0hkZ7bW8AvRjOyG7i zE}gJY%md~Ntxe>5-OB4hkn&z7-iL2IT|Gd8^z0`A#z{e^0gE47GFG+Gj`L3TwRKb=4w+H?oggoAc6=H>Tr2 zu=v!57Tb)a-Ib|FDo6XLMse_{Y0r5)&@Yg51lVgF%lO(ot)E7`Vax7jK-EOgn5wz5 ze799dZ>s24AeCqCF1@cs(mj^NPt;`=NUTNfdS?hteLVj$^&$1~-0K@{mCl9?m`YdD zS?K2(9~6L;2mJ;U0R4i=hL8s#0vQc3?tkys_jeB<>o?pX*g>^uSy} z0xrN?!SMnR{IN8_tD)3E+5As`5h%hffT;CDx|D4a7UvH)*7f8vq=F{-j=A+}&@JRJO@+kGF@ka0h36??9y$vInp86*YwsLyH#$MmiDMo<$x3O!_=7k+kQ;DTTaT_-f{Qkif0z;@eFLD3v^b+?!)VmCqZWmzUH zx^O<}8@g4r-85s^b}4hIAE%zG%&Wa7zQ0=+Upr`FpT9jzpej`r&m+eK=cia%2H70# zC&qK;6>VQw7U4n>Q)*@cpb2u7Q*QBc~x#7yzPe4=G>3Ft7uF70*HnRwe_`}zAf%I*J@Dekyh5T4_g`(0is1B2wLn-D;>iZBnIA`@z5!Ovzi11{~b^s{xSBgKL22VNA zL(ddZqXGk4$%2QLujSu-z>RaNu)-rBQhJP-LC>bbbN;9PEJrCz#+Oi7d6H>^UwQ}0 z1K$n#UTYem&`0b5X@Z{NMb>*DuJxk$u*TbAuR%-QwJV2iM2-{P)3Q@_!F&BOQNh%M z_n51s?I>brhF{drdNk__NMHWVE0-@zSy#eiQmBN7^lKl|TT8J6z@2})MZdXgTffR# zr0r{aWy;<_P-D0HhoZlqXrgQ$k@|Kj?E-a*Yfs&Vu`-W&J&?b{c=2*Rz%)41-L#z2 z7r(9I?&_O=bxE&Yw3s|ik(0L1=pCY0bbJECBgcA*JSM}v@ z(_}n2cb>`u6Qm`8R7T;2Vkuq58FBIZZfzxIUby>yFJBxmqPb}@p~O*jTu%5(_NwxT zsme=qyhWQWw~Y2}(;$o#P@`;Z!ECC?ai~;6_mh#%{w5xN;)EzQDI*OfH3KI#p$vYq zjO58iLe|E{#K_1jR@V6G*lgGRZx++_OiZjH%rt$xXP+kkG!J$QE`J;)aj)8F>J_ke zD-x!rnaRW^%eET6zQ%5VD*q-TCp~O$59V5D#=tEKQfYxMvDHc$<-^?;9B{D@DRfPCj&4qpf-`K0s`@`eg=4yv8^G z`FAK%gA)WmJ;Q0c9OvXnB-i9ksR_J3=)uQh3oZw}II9ZS&TFh$>lWQ5{w87BPfWzG zFiZ$KNM1AftKJoDR!^}--CaOP0f@ITRP9QxN z<7h^~g&43-fQXy4Q!kN3#u60;A>k6uhVsh2nn?$oMw@w{g?dYi)>ufSl4+~@`?|>! zh?o?xS(T2!sXPfWx_L#iW+;}Ah|wf$=-5R_9S5WJMhjBXV_;DWz#W@fsdCZ zpc)$&wXJ0pm*m`9R>J*O8~%51fLqi!I-WfC)O%wZ92Li=hA4A8;1O97HEE1s$u1cg8dnBn z(>Z=2BEoEG;jSx06c3rGglA`>VsZMDW1^vLP+_)h`3ntb9Z?nK{6mz0H~$y-zJwg7 z3Z@==i&)UH=he=CIj70{Lnly^U6Uk(HBMGh@ps-!u;!6L!|RF%sb*uu>cO^~+ehL3 zR5~cQjk=q?p?vhKrMeHNO57?zQMx-LV0pF3f*n3DDo12S`D*=HhSB*l_ikqZ+*o2XcAAiDHYFz{1a%)6!U;?# zfA}G)F8u8Fr;cr8d|AQi+RdwV_xU9;d~#*at-#JNED(D$XR)7<$ad{4gqg zypegASB{X74r~(9w5)8kcHN>uw79s*w4z8FcKh`24DQ`G^*bsTO{McTkE>UmUgh$c zuYTF{l~#I>S!o82fxjWNA(R6E_lMdb+#5n{h=NfRs_Kii zzQX=Xk|$ACtQ+$%u#kuFZrYy5v$?fq1Vz#sWPW4sa4xQ7fP#OR`bQx^iF&IpO-Xfc75pb@W~lAbic#zO7AKxTRDz_Bv^O7x-u^yOU~K@TZJ(F8>(w2x5b#D^`4RNUeMuIJxgwXJFuOLF+r-u zfLx|zEt3J4%Ntgn{gwS^bfYi6=~^7he!GuD|9D@s0DpZi|CFLL2-f6~@}Hc?J4;-| zhzsxB%uJEwLYm~lq1XZ1fjD9b`q|&Q-O&FBTT-JBS1e ziB2-jp!FJ$qxsV5s9H-y*H%&SH_h)i>y9g7Q`>d^NQ(Ka zWf$O^L}awmy7cdVnfT5$*Oq;rP0iL`*0%ixOoiYVm6N!T^$Y9p}0+t!HMJ z6)xB>@kyHykszsuE>ATogGx3{$SZ>q@K-#*2pi5H5du-b7hGG&1srxx@uo_qjh+>| znk>a;7OI9v?y4!GCYbOwpVt_iuZOz6XITb;fnElxs9+hRf?M14v!a zVsy(xc}jRdz%Sh>h3$IRb6zr}EzQ=`obVWid{>n?{tr!Hr1no`B{tmRb)$w5$KY^y zlp{$K=}-gJ6vI;A-v$h_`|Srj<7!{JfiWQW{piztBm(%7C}-pCH|TuplEGDBa&GC$DpX9<^7v9XZ2us!J@B#XwyV$?RUADy%kY=wdryao?dUS zbNN5)%(;|pmvfABRymbSK5?=4$X=d4F`cUSyG|`#DJ+eu^^%h_>D)Jm<*xG!`O^rk zAfpkEPT(6$zT<^R+c)#ITb^!V@&#!Qd4za zchtg1bvOz4v6}BTmV~t?>J;Z~q8oN}nuPWA2APvm)1;m~COh1hN}3l&4unf}aT-eY zP%efu!kT01;}XwWuj4ea3+v!EgZHdfm)jk19>rCg`j}{|J$`a|Ect#sz1hVZYKhx2 z>o}8;(J3p06lqgf_Z1YfCZyhfpMVVlt-Drgwt@(eVNrHm9WDMlq}Pl{hW15eCg;K3 zZ5Ykbw8T(dYlZDv%s)8jEs*1PiVTE<2C+HFrWU!8szSgC!pnrR8$J~l+>gu~IoJUU zdWgmA+qRr(roNSf$mWwMXef-(w|W-)y)tMd1Njb^P1kLAtBo!(jdy!d`uOuYfjOHe zmX7LrvkR6p3k(;L*kj8uFd>zPFT_n?o;1F2+z4815dkei9!l{lvU-|Mkz;TodhDht z^D4Rg8d~}qg371v%d2VEIQaP374Sf2JV(Zrx?4r3!?Ju(SM{OMy5 zxT@(cm}t&u0r|aS(WL2jd;((KsLnh`g_gzo!L}I`L&NkhG z&JoJbjg-C&UormoaaQeagmtotMNNaLnZ5VP9$pR`l)C(>_A17#*1p#1nW!eSMNO^) zV{SGN6_2BwIZ}vouj+Ml`-DN%aIy6sNm(xQOOQIgdUNy0i|ORM7g_}OvaihA+A=yi zaV)f(yIQ=}z}j?s8q(8Lbqa9B`#hcKnt}_Bb$&G|*~Zx#e5p>*^HWOPWL5D%h(kM_ zNNLq#3T4SO=_Zkc$?|URuGIjufeeGQvFwRFDI!67F1aBcb_fUK<&6PXPN#IFl>&Z% zZPzH>rN{HXi@xL0c8_vgdRgY!J2|sViROPa2fKy`U>;e47ZWr|f7tRe5dgp*vNvNhIHKB8u)ky9CHt8*-ug_WPJ9)9rcS9E11K1aW{ z9|B#d)C%tnyfyzz>}|I)N1RG(mA4IoF(C@shRCuu=>AKAJ`Mu@vdgR!6< z{fycyRVF#pS+SBFT=V;GvnN`4INGlBkn6O)chwD=x{7t}S>77@ex~X|s^fqB0`T?X zdS5ODd1_ZU-g~jqdO^?gD5umMh@qv-VDH;)AX{k9#QA0Uu)=_PC(UTyv(3X_IBD*I zQ5a9Z`q`Bo)Bj{esnKbY`z?X2>Ckhq$aCg44vX?L{boU_U`4S+Hu>+Cy=BB~Pot7iSr`<+CUM^y%d&YOih ziEARwa&SZRBuxYXo1f`xUgl5a?t+fDO!gUma^tH!bxxPA*YX+jM0ei}BGKGZktPbR zoV##dI!Sg>sXv6gjkCX(N4t<}+zSrr)LkKfd(=(_R%`8;YBesnx%hIclh%)o4-)WPjP>uWFM&Pjtvk z1Mbl@lO~}XcnU}@+utQpGKQBOCb6G4I34?07+NnXiRidT)9&$yt8Rwsj9`z%vGL^6A~cQ{BgX4A0`Uh3EQ@3Epw$7%U~+k)TBH%E{corr%dJ%^wc0Af zKrbcKs`1>BZLngwgh4N{nw#zJa1`~#XE*-taB)^bx?-Nux_|8fvo)5Ko($DBWPktX zOl`)2Zkug)upPTSWsl%jLrN(2NYZF$w+SSx)*g4gcEAx6JP`%p7Hw=mEQ+?&dsT2& z5^`SR#ck4bg$~fmF;7sLYU7+{NAJ7be{-x_gd;}HtAlEYB-ES;s?0qmD!f64ci0m( z*eN){WD6$EZhy7f!85^N%8{2#6pi^~6O|kg3KGwOfE@%GNe@u#lljJZV4BB)?6M}qIp`L}0kXt0!&r?-t z_-Zt^^1M*2_zh7QdsYHZJ6(}rf=q<9bO4g?e3^f zvVYalE)vSpPu&kD0d6tF5nzgV- z6(q^VlcHetLqdPjuM>=Zl~Kj&P^Xpcw14ihSi-s!Zkp8}dWV09JHY2|N{;DAOi}1TXfU6hr|SD1UGf z92sYz`B)$jcM-~V=YSN42~&uVrW{&bTf_4;wdjt2Ke&BPDt6EB_b&6L zgg^b^(x2VbJ;n+#t}ixR|EoK0TeXt#;q-m@Z-;igyo?|Z@`s;+wbn4(MZE@+*M2WIFDfB$hhD;^skTwy74sEZt(u6{Oc{N)BnMAv|@Sbab+?et*_g@yLiM zt_4KO%p5TnH(%aF(Swq z!#FuZEQxhQFA|*B;dH=q+y(5^78!^K-B^_m9nWOStm;!UfJ}6}EPvbVZ|pn8P=wYg z&&L>{iDi%7Xow(ov-CSo!4i-ksZz28`A`dL0)PndqVL-F`IEQp|Z;v1-S2>32a7Ft}F=GUG1P;jWvB{Pn8 zbVZN}h(gOIh&sI=o5LwW>7uVv`oJZvOtsqR2CL08J|+!GhzEO4idr3G!?u%*!*D_n z0_GEnG3z#wrzvSwxmrmc%gE}-60*9xN7wgmdi;|6|9IIo|9>S7eE;s-?wx+){JZYq zul!`+U9aET{+;(9*?0Q8Y~j8C`QXq0@y4>h(>fm6^9ASz0pICj!bPmC=yGKlHpm3Q zZ|bu+dr~jT;%z>WOcuhP#OXz+AAcbCUo#vi+%9 z&UE_>5#^?(=K0cv}Y*+%TfZzy|--(z`0(cs9THmb4uq-fOgyUj*H zuj<1Bar*rU z1AkUe1lSW@-mmTT(*7-bPXBgtwnH1Z^Q8B7NS_PAXbj!gl+x?>BFC-{x; zyW8EEkJU_~b@J=@zprNAjnz9O76qyW;heM@Be_&FmR3*7s^yOC)3cjzyD1!kjCyu# zR{!r%$d``Uq*e1Qo*(}2B&5`Pf(`9WZ%CgzQz4H*Ar!ene%5pUnQeE`tXfyORDb%H zbVDNNBqz1zeEje4)rVaqt>$8tKE$I-f+e337srqiXq0%7SRYe697a?l#|(O35Sxr9 za9~=CJEAmd9jd51XpDpQSu}cmI(}T0&P>)mFgb{Shg3RgkGcxUgbI$w7XcEni*VdOmAB#f%iiQ@pM|H)bGVF2IN2GTU zU#@q$!$7GqAv*h#@x@XF!+Ib;RTJ z;R5@#@)wYyW|=$1s72J8do30d$3=1Uh)DX)K@Kv1jx(hcDU4F{Ma4eEK7S_&5IY|c zg?$K#o=7AFQS&K_#b>ofHHe8sdL@RCELW>zLKDJmPXb0 zY#Pe9Z)SZ0{UMw)zMn1Axe5fQT2O zfqA0C6g09%R>@g8%pJ9gZY5S85v@N%EaL{+4Zc&xpa~sj*??x$A$QE)l)Gi09j;bZ zCh`HeLGv{lAkf|*X_-#y8(P`RFElmO&saQnVPR1|m!Ek-?UwJ&-hVdOb>SN2kMC=! zzvb#1uSsRfxuXA(|8?Qcxu!FBS67U6s$W3VP-ZTBR;d`NDEFxMAuJjVLA%e)XYCL+ z92M<^aXug9Qp9wIxi#3cGOZPHC5K)_xN~y^iaORyL#ZEDk?{zwL5P#TV+ffk{Ky*3?_l}4< z0*EbeN(eHH$4BebuV9DT2{YU-O<)HU&CVj)U>AE4_>%qUUKS&Rm!W@X3D?2 zWbm>Jq+5XBvwv_ax=Qsd&@M3TqMkW}Ou*`qifNB=A7Vs{UY>c^~78Tl^eLF_avluRL|ad=jo@lmUspgiV3$i zuaSbqh(((Ps|xE;YzGd^VK#~OFjB{wm5mAr=Z-4G*?+S}D*bzAKaUtj$0z{eY?s}c z$xl^wc6E+aazfWBb+SAMb+(xgdX34pa%bDYY18H=50>Z7D<3SJ7wYhkF;R0{Z2>y@ z!=)-I$Ev+0B*?-?LC2F52|2nwH)E2off@Nq!qHGhAyw12O5F?XU6J8H$n&*`A`ZAGg*vwsh25V%d(ebg~e(X|q|aC7OM+ zxe~PtxwuO@HFhzUd97tyjXhf*l1@=bvy)&}%lKjg;9JXlpHwoRjYdW)u{}}3YlD+d zB(XlN$NHmUn#i!r$+~N?;1s~AIZqWpgzNpucz>t$pg;fV+a>ck;aOFyg>qG;Jx|5< zIO(|D8ZvHLe{{%6N7b&Oqr!;QdT%-{l+tt~#AI~w*CDBvc~VX5ut9noP&0%QK4+%r z*Pnx%M%8j@ZO7uI#+}8j6q>h7J#iBs3H!{_=U)Y96>cjRm-I{joeSG_vMsJdpj*t*B^0;p6i69$qzK$4~Qlz%jxuGc$kol$g9udlBobbVSHXZdG``AND` zE{`987RlQ$NLd8gzm9*C8fyu;$XMM9Y)2?$@TaA}Bt3eSr*2P4t4f#a^PUYi_kZ8E zaK+Tnw7PloXY>b}nw)GN&%7odwQ2|hBLy~}&3M6xtY%X&m+p}VzP+RC)QlOSP1k+* zdTSx+lxR&45e))@eED zBhvonITnwI`#*qGp+xpHpVtHX8h^S`P*v#YNhcGFxLC}ZX)yBPsPtdsDn1>Tvx4TK zNZ3)1c~6z%X4QF$3lv0wf|ry}K<2wxv@j-LMiDD(xFW7C*N#-QWwP`@%<7S{>L)yVF}e9*11hAvVY&Lp&>Cj z5Jk5x)9KVs&!^#L{~hu^aTDxiEjYd1Cv*TP==?uqyye}NK!>6!CuM;fbtrBbrTLFU% zM3~o!9+M`Z$!o9$YdF%g5`X&@h*9tgka-1>d5gmqONJGK1MF9v_xdwR2SLf;o6HB@j60lB_?L@d|dsnMz;Da3mNet-K`?4EydLH|9M z)7jIF-VVi`>TFi&uzPaS3y}2*Ue4)NWU~rODkDWf7G71{j5g9;NBy)P<^0+$MyygH zD=ghlM7nW~|HtN`>b@bgaUaFKy}8#Wy|Wz zIh*>u?n?KDZ%=J4%)D@V-*mcP;UlyGZ-x2H%oTLTIKNk1VSip{-elfu{=}>_j}Oj2 zZt7&KtFT(eR>6OAh%O`#ks4Wy8y;uOyg6v@H{WYkny~r2)yX-@`D?TiurD27=ko{7 zT`Bv}2Oq#{_W(p!!fG+2W|qpkL)g6x=5Y}B<9jj8hShsT6=Ic-t3aq8mlMl!iB{Oj z#B_qQ@u67X{%d za+wZDcU8bR4X?ci1Hf~q7)H61j-Y0^s?2&gM!k2F4ym+{>x@dI>LerTfdrL7Kki4X zWhqGcAiFEUB+rdKHGZ)=S*ZGhe*GHzH2L?Q{0H#c4}a^wPq~23-bLqjvxIoi5{5;| zCgzX0^Bm|-93pkuy!*^=Nh7!V+3FR76OLet(|sK)i@!ObTyS~@e&);jC{}IKT>KND z6*Dq}=)W^XjQYFa9OXMce3T zHFPusi+_-Zc>yVu=!NlC1RaUqsE!mdm(jKd9+2je-&N1tkA8|CW&g^U7(W@~DTSW= zKB-ZZhy0QJhG7k1*(iCgT6!K!yih379*(rf2;Z_EQEU&2yUoOdhjnA5uTXDwHg|KQXpQS%3WH6afvrh1);-jEqqL;rIeLV`FZk z^yLw&*Xs<7(FntC6OEYDVI8n(yN=&wHmeyuLK+6{a++OgwF7hc@}xSh`~uQAc}FfB zSQ=flgaYA?JiL+FHbjTsKBObs+1Q@0eu(nHjzW-Ik&YTdbs;nH>Zlbhk~X537tL~A z?0-1jhxSX$@V^bF7R^ER!(Ae0%-exi5?{~YrEpAyQR zl?u;F9yPfkS;V~60wIt>u|n5Z$Cf;_L&Y6Ci~PoTxt+#5=tt-b@k>t6zEx8*S6s1b$G^!8R?e9y44F8 zNTa`j^gK7U{_2@q&pfiZ)Usm3?QHMq*NY#bd+wrJdw!J{<$>(!mZR9Cgxok^D~?8)2n3=38P} zsf2*hWVP8CozAL7qK32T^;T>>sejk%Y&NTLx5=cmS~*UuR_#_QkyZ=&3E@$r+?SK( zk{r-&jB;K-+Gws;e)HsqlzYD-b|J*}O8e1<-im9`diqyrlk@{zGZlT9iJxx=-3dRvtV1zT#J)Q(;;1M3FThn?m7HcuXdPo#PB@5P!byqT0$> zgYvhtLT0C*RoXGPOQ$nMOiGW(=kj5Oak+S_H5#dwZO^G$6MhJj3iGsQAm6n#(iq7j zh9*r6^QsNohpLl~O*sC2rF1E89)Ffdo{Cg8RC167l85BFz8qjdI0`3_*6-QCoFRr`xbO7>v0$TdlF^HXFinf**E&@M}L3$`c{I_YIykt*fl%jXOhegdDky*3J5{~2ZlvKYZr!-1$!8W zhwY*rK_a3h-w4o(w7F|C1q`=%JORt*Sgb|}Y*8p`QWT^ApItg&$9afS_zUdyE}feZiUUUrn|L5<1wWU529cA*t`i zq~{d{Sg#BCC;QwY)2R_SpAv+5hp04ruxHpTT6r@+@_(uO67Z<1v*CO0ojd!!XJ#_{ zmRT~HnQW6}GB;teum%GJ!WI@0fylnfqHJP8P}HCX*MC-$Dz>&_6}0f%s#L4E>)%#w zrBXhrrr`3m6`jj>&bfDzA>j5u{h#OmpFnbF?#wyoeb2j}_kC|xqbiokq}E+ZrCoeL zN*pkow%hGaDbhQizI{?XNZA+5=6p_W>@+qz#YE#GI00R}uN#gIVNz?*ZfTNmx1h?w zK1V6(aetwxye3(x#oUc#H{=-LAt@L2hB2C*z)qSp!!mue$)0DcT=$v{=r}|vpAjgL}LzYVZSHS@w zpVcsk!elIYQMwE|5=vrU-O70J(uL`Srl&i>t(RYG*mtm-TPTNV=^W zx5{bzwvK#l!YHV=?V_>}0c+r5tE3`-C>$Op~1%%S<7R2RXQ#uNs1oPqF(nuz* zuA2?|*i^PkQ^50aMdNgKHh5tQ?peL%~bG@<} zeb5IYn!$5D4uetZRic78j4{|;8h;g9t+<5HYLHnGwM z%22tlIeSaf7;i&54umrkC$6uAw5n@a0{&}C6Gr~DSKBsiTCRLHQ##>Zr_g)D?ae7^ z9NTE;1QJM-PA&@1R4UbsR86T5GE$?1&)h)xH8N%cS0^D=E7VHiE}c$kgId$AJf%<+ zgqwLmj1JTbCGj9Ck$yqGEPta@!g&sM<5`RlfpGY|Fh)qTyfR3T9&*V3Dv-&T5P!s! zyzSbwrDI%jim-a>wi)D!OgPvW*No^Sce6iZ$FEhtGXZ>Y%NkxDvr|TBM!0DwW!Gz)(VIk-j8!ZkyfKpB2lTlwBp2I2-tn~19|(X4t5N}1A31n=hn&Nxx2{uaYf7I96P;Hm6uc_ zA%4QdR!&kO9=nsV8h>ThI}wkC@;s(@dMF&#bQx8F?KXiRidiZe8MLL6mk6rCd`qa3 zt-?DI>x2;N;IUlBi{ukl%A87YU6y5BLyCZ-h~K57>=lqt)?>-EHC+lGg_zjFggMD{ z<_r=%g>tE3#xu_#B*axCIytdKK)J-%K|yW3m&i*V8^nl%SbvBy;sXkM9tj4BoP7o+ zFJ!EcEnEl--{~`285JG|4Y99#P-KK-`9iU8b|*Ptdm*r!61D95Y%rRk9%~2%vIt0W zXKwYp6f(K8lX)qCoco;MUPt_32yq!60M_mQiNe%U}D^WKpH>D{6 z{Q^YBTO##fOGD^R_ULbCx#GGJaA#*Ua0HxNP41kTQF6NsZB7n4p&wV-+>D{CCL))B z=L^ypKz~1mFdEtJQabg9Mg(LGf*UI{Y#(-5{izv)d@0O4&^kCv9%?kYp9h?W{Ck0Z zF&gOKnUc)dudc;tSX&naU6E?Av^E5~{AsWz6TXW*dgt}wLUcee2GP-#;fWqzPsyqV z&2ipyq<2Bw=%D;BCweh{s(eW**~9pJ_EJ465`WY)T7c643B6cmqa1bzbQWECp}OM%HwJtB#zyFV%Fhvs< zoPXIMFVKpGBC)mOX(fAR_s!rB>;}P=3y*VE6Vw|JXGUl#tm5h_HQ3MAXrvYbRfh6K zFua&h>9!UZyH%#`gNMC*NPZXK3-hop?*_}C z8hEIB%!5n5XulY)BXaiRn{LH$&0B!sx_@wvew=z4LKPw&;d%_1Ee<1~z&<0R5gPXe z%N)?%>R}v4?lfCyaZ#=w#-dhfHCp7DdbXNu(4Vz!4F)4da=T2%8wL45f;M%sz?3Ys zg$j^>ElE7_zHW!FryI{^arJcLdGeMdwv5o|IJSOy6S5NHh4eUqTchTJ3*?+r*ne;g z#%sZ*O!y8&V7LF7Cy0cd5T1g0d}Q4?vIInO$SeZQ&RQPR-G=3e_3*jXR;w6cG1YW}M0 z(Y0|+{knq<&7VNWuc2=Any|S1_3hi@itJRjXhp^trxppGYhQq*3(C8%rGKx-xre31 zZH&fCn9X*TJw%0i>_)kaRy_rzgyh0AzfvSxB@!*_d0tAFQc(~g%?85j@2B=lvHIiJJb2(2 ztJ%y;@Bix4#T#z8_P>FPnzHe}$+v0*)#bffZKSBIJ)K$l(r(sw`mLXQOxk~c=VQ-< zt-wTXxNsp~K}ZULkl^bBaL%|H>f)75S}s@XbT}KE&;c2x(@CrZDt}(!1&joGC!h0C zJc;~(Oy)LxX19Aa?y~{`ubXiRistfFTbJf#qB^c2Cc@Ef4KG{*oNRHqMOWj9ebY?u zs229@++E;D&wqKuyXlVW*e@r{9E#b0F)z(-Q?hU0a(9Pd{_;P{2rh3GK?k7~5&4>~ zJ0Y|NqKWZnwS-Ur{eL_tS5&B0OU0;^{aKYnb3m&#fwNL6AEUbjn7lECim-;q;P5%o zk0KM;S$NT9Gd)){Q@_d8Eg7dOIA35-uNjN5?`4k*#^H>87g2wNP=hwc=qeVA-7c5M ztpSdGdaK!>=$A{14}-mjr2R4pkr^1s3}lWc1`?>b9ujft-+!o2#>=Xb^>ks-4C4}+ zZh)j*8t)oMZAH|j?Ii!zQnIfr(7J$a>X;nq0_U20z$+cD)q5Yfb8BR|GM-SkPRiNY zr9a!f>UqJ1+_UT})Dj+(s2UDpQi?HINf5&81OcLxc#@f?H#9X1f|G>FU=YUxf>99c z36_zvvEw^wrGFe^wGGJYi;Een3lh^orp6_WMWT`ZY*f--+0@ige=42s7(aU4xM>|e ziC#|^pR(I&wM?OynhbWFrKe7#Up!kFJWCD+3OG4-N!;N3gw9+;=51lL>j#Is_$UD% zTR;RMaI&i#OUp;iOKxU=SJP59p>;=TZ8($+)GIn`Q-9YktE?P9ZhWi(>})9+e?@z; zcKPb6+D=7%NisBQROhU+xwnO8CL zMfLh!H@2O{r&Vyz&US3RZH4;9k+oe9+l7w#v(}7l(8c4Rq z%Xv*;@KT@(W!Y6sjP=Dc>~h2?U{6a4csE%Gb`_k8A)jiZ!0#v(w|XMSdTM$_k=bTb==wWCAYPMjR+ff>h zgrP?rQLD9bEu}rk$fXrrC`RHHn@mCVDV54q>~vPs!L#vrb=9EEL)!FPf>+7pu;>-| z0R&ZmO7LY%$#h6G=~e3^b)A}2NjW5%Suq7c5W63Q+u zk*An-__ZSMgQIFa_*$RW68}G(PxDgw0}P2_Fq*IzLn6knQ-k`i2tyXUa7Lhoka>u! zm`cJdmup25hLTW{gA8R<7dt7PR@a}kD-BjRt(Axl2!(R59GXxTqs8eo8r5pw>(mpi{j8HVJ@`8}PjB~umk6<3t9pQdX{!Hx-$$M)Bb0pk+c zN?>@VTm9_FNfSxYD&%C!Qsoob`$6UEx;k+@t{F2I!pYYwK{$)~_`-3)HVCJS$Q&Uo zpzV-G<53=l+O>!_^&2JneuG5TFMow*j6`Bp?X!b^Xc1%vjt@Xnjr#%Ic3y0rT4(|$%30(0(T(w8dr^&Mo!D`V6K?_5bvP6r6X62v@51F_P7vb7et8} zzecMhG=v|tJyEQIKQX*q5AEr9OPu{K$?#p@l>5WMJqAFFzHFseezZzXOI# z;kmjs7|(!PAUxMWc=k4y=Ko@|A+8=dk(}1WC@+Q!Qs%|i9E`Y&1N|2WBj@kWhrWJ- zO6)_vepDZ&qWkoWj>Nt`&`adJuP?Pr)MshBGVobhS*54^><{<#U6=9R>C5}DLuMxZ z7moM9-jD(t$)w_>k03MeH+=YCrrOs8|4lR<4pM8IcSCMxwk`b^)hIM z7TDOxe;*HhcROX@hkW-UqKGQmcd_p-(S2sKxmC`y-`98l2G@L;^^D+{_oHvHobziQ zw4AyAe?klHJ5fR`V=~Ao|C}*Gr~Gs1l;a}eA*Vb@1wUsjQr;<-n15`p&yZ98ncp8a zl4oVI0tX0O*SI~&#OZFYOClu!8K-RjGD)yd>w4K;QJ zUBi?e=QRsOd4m+X$xiGhgP*W}{SbJ;-H135z}v=52-Q}4+0RF$19c7a!IkN2*wfvw z?*ON&-rIBQ#k9#bcWqwH#HHn9R&Fc? zC4ZLE98!x9iExEajFadm5;)zK`^dB16i#S`@1k&s9;bv=B)NhlctI{Yw&(7?pNyO` zW7JRR@r$opzr3Vm(%5kmO9+tLFPKY|;91?@J)`cDp-aAb@Fw~X_1}7^_n$_3pPGsFUla`7P~_OH(FDzYsOn66%;sPqZ)0JTpc8i}zy8d1XvM5KHM6I7 zt+uXNaeRFL!O+BONA|bw7b=Z@C;Q)JEpN`Bw0~%6UB|TU*-xhu>o!!+nY*}t&n&o) zN%k@77xX*`XM#u)w=o`@&F_fEOO*yYe3((q$2Nz0&k}>#LxoO89vhI@ zD}RQ{jzk7K#V7dYix&`XJQagD0-DCf&vZ6#o?F|zW>U?f35nUq_p~2vTkh$ewSMDI zALzLLmmNzNb}TL?|3!f#Rh6!mC1WSuFgqxbRZLtpdd07<4mjWHo^kW;+wPtyp0cZB z>9tobAg?^X3&~fWP6;_-L47eq5D~qMNPmjD9QG1A>24@R6}zd+^~K|S9dI5vSP)gtHNp^2GXbgwUYgc{Wtp$_9L>S_mw4Y{q@sN z7UD{SUqXuPhwHEsb&O31-K`?AP$HJxl@%9BjZPEfMKQ5cr7E^z#6PEgPW??B!hf~x z6!07(3INC;RP{1N{t*TP?(%mX>c~^OIM5n zO3Woo;F@;*zsV&%LtNth#kX_G=vS`(1}@pmJ|?IflocBZh29_$5)u=! zQ=#A_`N_m_^>Ot(Mb9IrJ8xDYT0o5ye0f?W2Wb@x^N-{PPkn9f^;y{>o7Fy{JPdYK z3C~y5xJ@d$zFra>*+|s|ePM6wnOP6RHI+arT?W?_B&ISkXR%f*F`JFzVt*rLG45xI z1rnN3>sslc7}|vQiD{A0d6QNfDhf&@<~>ERlgT_?CNN>5QmSw=GgPv#;hH}9^3ALu zP4ZO9$K-gbq!3kJ6|eIe)RQz{zZkythLy?cDs$P~(N8z5TleO~r;Zt-W2P@V)_K3& z7LBp*l`VL$=laIh1v6r!SAR6V_Dm}Ill>K)ldqh=_QicjyF`|kgDzf)7Mx7u^f#`mLKrZ(CLuHT@E#jL(A&d4Vmn&i2 zW4SCPLLiADHpI=m3aAnDB1ec^{l#|^;<%N+pSkSesoC{&(#xh)%zt~Wr{i}M)_PXV z-Lm}`4^Q23Wa{c=GgsRLHOHzdo3~Dzw0Tx3M}jLKM3Q(lUrjvPv(5%CAHQ>nCBF?&Gn z&?I9xB6YDGw=%N9uba^7W89fo5+C*z_GT^+@=q#U^)tujihq}MB}_J}bM@p1c&kbX z=$cxeK}L=oNo(Bo%~Uw(YpfXyOtVn=7O@$w`bEq=ci~khzl(#4inNk%<0AC;+c?R} zSotZ$mSW@n?!ocJ!TY*V%}*G8EsO$~_!|)3@5g+{{xi%6adHc!yWeB(dzyQO!6nRx zS@Qo12cq=(VShP=4u#zB>+SXrP8uyT+Izc=Iv|Md?-pR%PGF3s@b~#6&mYFR_x&eX z7sdUkDEUX>ZXlw1A%)#TNDcvlI8S6MD$w0cRGNHOxC7qZkMD{eBSc@qo9NzLc<*Wa z&AapW#QA$Gs50^hzIRXlp6)z>tQ? zNjEn){G5i74*M8h1^m?0c(l8}oOZLxr_XF_MZ-4RNT#>5dX9w z&4mw`Dw(ns)rgW3TBA1^P&WZaWpEfs31u*dO=0Axoz99PNWnu-O$fcj6AA?{!Sa?U zR`8iY1wVA6iU=A~F*lVRP9@YBHKYd4bGm!jEPoL$v4Jll(WG$QudlER_Mnvjr5&wu zwN1{wFkzfmqth8CH+jL#D4^QIK7$-E3@J1C!r*w3F&b`qLbaqCK|dEl|1{hOKk;)8 zdgq06Ooc?=>Qr0R5*dKN3gi523s>o-&yv&J$`iv}`$} zHh;-)minCp+OSl3uzW@{coNTnj^=R>n+HzwY#UR!Jp#uqQMDSar*%=8$m1bICjtR`^b|puR445A zm>FV`i%EThIJ}Hmtl>`R(U{#C zobE7@-kpv9_WH`U8kaB%)QoSNIHiS3UQwQIZfro5*v7UCY&hZ);3}7i zqZ9>>lJFN1%K)TMPogSV^x7QDmw(|3Y+t{!pDO3$HWcD!;T?1rq~}JW8O-NsIt4)w zBaTj~Q;?%mb(wS>RR=jb?MOpjOQ$o@vRK*aY)qLEh^>uI)TMp=ckuutjxwkhP94BYC=vkfAHQ%IUeD!V z7(^I_DX3PL2VSPkt5S_p~hAJ6jF#_t4fqz6YHjq%Cik%pM zHwRFjF&N$%sS+jAQ>Yv3C9P3hI*=5!mlP}H#Ub{MkWDV6CG0;sSTQY>+d}L=L#Rno z2q-=Vf-i;RC0b8B_wSg8Yj)&`e=wszm^)0i*BxznC+5*fqfx2GTSkiUb?ybS8uf0c zqSQ8skpMB0k*J&=%6}#AQz)JS<%AiOGIGIrr^>0a>OFD~aTruSZnc)k^+!O25JA|n zYaK%nrx3IQr(y$1Qv!v5xQ1NAdj29&R@j3wF?MhF&+d?0Lm(L}R`}b;&zy#UalsdY zg)4S4x7`P}#JoBl7j+NyP`Nter`5&|-IB9X!yc_NjJor!Vf zx|$^3Uic@8Hx&L!o{A+BiBCQm7~rDM{`@HnI=oHlbOk*JfrmW!{)ShKkoxNa0rQS` zZ+PrpyDtcw4u6N!z+PBJzm%I#-qBhmjz)!Mqh~CeAn(h~2FE7Zoi-Y7mbs!bw*=2zC{k-kdo_=1D0m=_Ssz?joA)V{&a2cqtR%{%s%6? zi{ys2o3*Mc_7i)kEOFnD<6)OhxG^erEBxV|TjL&;#!N+{vg&a!e3q$n3Zqe4tCbq` z_D2pCIe%1Mh)}V$qVerhO%+Be3T@x`g$sf|($I7!q(m)ar6`e9s1=DM$AFYRhdO5- z5~!iiMEp{8kI^OcECma`K2AqEcW(gw?4&ujtenp{>u-Je z$Do&;H+Oye2tQ5UxogHP^U8LaE3etsH~ZdKA86iXj8EN)9?d}9f8kTXn{Xu>!ubSw zNPiVl+N%EG?ITqYH27Vw}Hz z@~?Y;I!A2@*0p6TYOg03d9UnTSv95HB93>if2(SAiGqDLP@2>`JZeEaF0__4&3~oH zD{JC@DqfUmn_J!chiYcrWAno!BJLuYAa@jDR(0X5zz%)%Qlf;>mzIXKQn%Y=vQm4a zA)R%vK`TJd)Pn!u=JM&p=zuNXyBhL9zJ((-^ke}Or@xT_s5`i9^^JFjC%2E9Q?vZF z8>ipXRXs}(Y0pmB)Y!Ik&iweQw|{S({`SN=P<8E^+qb1>OsY!EUOQ^_<8zAa?1f3Q zL)lfWqnC}%E?V1m?a}#m6VSmG_gy$kkHb%+wK7W8Ucb&()Mue6q7P66-W>Q3uCdA` zf>cNG8Mn~J$nOPyJKso?d-oqQaI4JkvRVxr6{~;G|i(*HZJVu30+q-c97HE7LI_1>ZLWJ7(q{I`r1e z{`;%>wT6isve z6V>s!z%_R9SC0s$HOwd%#qkp-J{RqTtB4X_MpxqR3s6={;86C-sUo4yLFkAKUWzuA z!Rw*9A~`%gT8aTJ&S(%NA&cp$p+%xz4%BlJY3|HDF@d!-Bm)n~qDegz5ezMRhhG;g&&@l)zCx)YYr+Ts zVdv(r9?j=%JquSJBLa-RL}W6#L1|x%@;Lk4T8*+#HMH~iNl3^>5%CJGvS8c6Fz&>l zfq%+E5!=Flj*j`gGO$Kw_C$Zj*0JmB^Ncu67W5Yv>udMA{9zA5w4fxMp3Ck4Bd?t8 zv)Li1(Ynx#ajb~_TQEAveEQJTX+RIYT-olX<9y%v8TfggNy5+QiC~XIZHV1rHtOXv znfP9n5vY+AL*f*}fxEStsKL&!e1p)c0DqyykL#%9BN$|!$f;@5ncIJi7Mnd=pPG8z zsQOVR#jHnWEnc_dlf4bgY!YE(+x!Qor$#hhx8r~4`V#mktE=y4n|xRzn zzW3p_Z~uDJh7Etz52$ne?*6`mvncOfKVDj1Hu~!MB}-2nUGmkNOBRkl{d8sh#DdOQ zSJB9lTdL~bfmJUfRZXk}QhC4*WhJGogLb`Etce{|iuv9{h(`oOf<5B^GFce-RKjU6 zxNbB&Kod(y*vv5O!Lz{`Q-3AX@|G^!bZ~K0IP}EevJHQGFW;BFwY-lU&iK*fY;Dcx8i@l#`kPI_RuqE`W2%+C#Hgtb3cFn?!^_qE$fTz zs(KOBVn| zRjg36ZiatMDp|T7k{Ue5IT>&VAo7$?|EIySu825}Uua@2N z9I<|h$7{vnoT(OK>&hhyvTLY+FALBJ8Ex%rs^0osf4{aNUAuo{#=H=GJv^O4J}#jUAz-&>Gt5lCGRW?%AB5nTXZKXRcQ65y2|qTTUs+sD*nr-mu=Yd*?oI@ zgQ7q+n|d3a!)4TT$L6$UBAPTA8(x=_Ve5bU(r$aKrfgtVcWqgQKt)d+dYt;fs};X# z2>Kn&2+mEE>Dn9ItxNAdl$#i&-M2lo#;Q@8o=I~*VmP^r*dIuHd7aww=JVF{(5j>PkW%cG7xH=SJAPa zRO)^Xq+JW56qh&&aOk09l+mb@D!2`t%TlpeD$*5WR4gQ(xd02E| zSxPser?As=zuWsW$+{;+=_-%aY`%Xpg@%>XyYsZdG5>Jw>k}jI)ih(QI#jHWca8pQ zl-j&<*tof-3rLc>_IJiR^vxR}E-A%I=5dxwWIApZS+z<;qJ(4__O8Z0i$W0!E#N7O zO2}Z*NvDg6v5M?M1{10ne)ijsxx-u()7iYWtz+BguJ{nRS3dNDorMfPR!$SnMZ{*cmZ}VfP4wM`x49^i*H2W z0QEwz6kVetR55tht%?Qv`vHHsU>O-RtK8{wx@>Tg1;hnhd+0|ZvsI~)DXeZwb#_gM zDFni}io+couFb|nMt42az>you>K(OGvqq*=iFC1Wb^XeAU!`ASVsRIb)s%irXsTF* z{;1==tuB!)6!k3_5E_CVYqPg+snYOId71Kx*}Uxft$;e~!`h$bWol~7?W^HkT}*6cCJ-6oY#9S{%Qo`&9L=~{Pg zfBfh~Q*E+JkrMej{1tykuowP?va_uUL7eoB_3+q^TzA_J>W>=_p!{a!{m;gnP`6+3E%O>pC~Fy}M^e-IB*pxBHHF?mY6OVb0+dPc40Zcvkner<1ocG?Dhou05?= z)?gQB|9Ra{Hs~yrli{8G>$ZJcW9wHhwAtB9Ul^a&`_Y>7 zTV)SE`{U2hhtSTVEbv~SD9jn69=F?ZG@vw!BqE-GiD-`Eiqb|kO;iiF@Vn^5ffh{` zyFP!sZYO^)rjIG?-TtGqy>$-03={5*1YGYwxk)5R#nStii-({4mP)HvRlCc|<~Dk( z8?`8M=N6r_^6f68w5IZj7x34n{wFu&jwiRCZ9;!Gb^90~AND|5s#4QdS4Pq(=p=N& zmJ-B?C`lfoIVb`wlqJS=bh!h%-hta>rIAu_Gj)H;SS5L-g~NRzj_Ssby=~w7lRJhU zXx($^{@RTu8^)NJJN9s|uC>-#*HW8wP(FO$Bfs3#@!+zjsh_@}Mj!ny&m$r0j-!ry ztB10>>g5L^D(4q(yp#d&Do8Gd%Ab*n^anYG{SjW?idtCHM?ZiN<1q`PkZ%>_A$CwN zW95I*?HBKT{JEN4Ph32OW+?aG_t(Z+{i6@uf|s#t@9aK!?ZAmgSDZgS9>1Nq|H`5E z1@_&jaNEA(4d3WG#>?RM8%Umjfylm=NWbQA`DX|&lKsVnEcl}DJeA!%p`iDM@dWtd z|2CQc{05ri;d#LRtt5w!BY@;df2BJ^a87@+IgsLkUjiS;KtnP3Yv@uAR$zEDz<|Sx z;O?LLlF#F6JVr?Ics#A%+L$a4wbazOZ3(+fD8wF3G-^~v35(`=;byJdUQt;Vsr5>A z!77`52<%KK&GxE*JO;o^L<~d=D5qAZ7jgK1V>8YWJXo2D0-=CBu^4Q8W`JD?23~(< ziS12Gh%QssPTV(abct1Bm%>|L8C5)5lCNAc{>ZX2l)>m_;F`J(gV?(>qCvmkbM0@0 zlp#Vyz%GhO(|Pt8{If~LdE^X!nf83KhqE{r9X4^oU{e|qCd9D%kAGRS;fdk(Pc4al zMwJ_?`pC-pX``j`mUR6fzs;hrVcURa1LOGvh)SEUA36%WJUv87hGmCs|u=XZ?8$s?RG=N+<_qYUx966i20PsV9=hoLgO$Pz&QUp!KH1S{lS5K(P&PADlb+sBpa#pf`t8Lfz59f^E z-{;}!{1#2;g7Jmj+Q(Sxh_8R)o`!gGV(IG4z@G8mXlzcUb#(B}L^#xWYqhJUI_EIY z9vojZ=mrvh2XI{|aT4*8T%p(JBaC|6c@1#pDImvrlmH6Qz=CqaD(8jr>)R-SjC2bO z9ROX47#z%1I^HcNl&ojh{cNyv|Dtkx%d&==HFKktw|#G2{~L35i2Z-*w#be>FFe~j zad=U5)zVuwS@1vSqcLmUSS`7*v)ah#C%P7so%=@09L8Tp8v^o8TlVZ5WJKD>(}OEU zh5;7401j#xC}IU%-AhU}c7=k=@d`y&yIp9`Ta7}13#70$O3T6K9s@KOtW`&bkw{n) zNd!cMSji8z;#_dl0+WAtu;F7YjA!)f1uS&x!a>w|@L{PZW>WBba2Ec*U{mx{oz&Op zb_^#l-r)C#D%k>w%9e2L>i8*o_@`I@$kqhxsikGRDoDGOUy1(dE$hfwzj;4(8QzQg z)V0qU9^x3n1G%FB;edd_7hnj^VKI=4j+cA_9@iH@Zc-x zXA$@(F@#AVp^rW&{v2BP*>AQJ+p!N0AEw$4A1q_w3aQE) zavBQ}sn0k=LSBC~FNm0Fghau@ld8%uMM2n&!jl&$21?KMxUSWtXj+>SbJ>iH8~={J zSD$8(DGT$dKwQgWYU4pF9FD6Q7{MgO%idqSd*sa#2}Te&jxsc{5H%i7s0oHT9!4J= zI5RN*&N#Y>ArpyBWcKP)Y0@Sakfcy*BP-F>jYsZWuK$0MGW_#v^ph*<=J}&z!#?V0 zIt$`2Ns45)Y#N_inXyR4xz8#0<;&!PG52Hmf!ZuPHcN7XBF{tIf2AVR!t2K?Cx=)-oE=Lu&q^Di$s*m z2_@ESRpCb9FW3(HT50A3aElZWG4Ka?=lZF1;O7{b*86{3<~}>;mCo;UNevdi75yDqA(x~k z61`9Np0D3upV^XCDa%OoWsBeL)Qz4S5uysr0tdBD{SWmwRE+6SS-K;xXXkQUpUd2r z`2n^44OE4BQ8o3+)CbgGUPD*DT0dY&M!`?;mBH>t>hq~jseeFiT_6Tb0d0Gb2GYy7 zCt81J=X;#Fe6=~7C(VggJD*So@_w^7?=x%j8mB6+cA|N}p=O?;1fVTFOj%fR3c&wW zMurM@BH%N}e;^v8h5e+slL{H7fpjo}r(mWJEQUFII0S*IZNW%X#?W$CH!lQq22dH^^uiYxw^$afx)aiFs+f!lZlO$X3G>oj+p#-lb~9iX zU^9uFNzacg6?L!#_6Y`%!(@bddgg|zCz@Pn8m&-8I?FqjY9DC4ZP{3|ZFQRq#pLk> z^~T5V_IH&J)Hof@HVnmrq(|zk8z_H2a!lOVJVqL3-|~<(Y!afFsddLNwX?c2Y7mm> z?-=8YyPMqEHv0DZo!2houL6CYNDw}?#W_Q$PU%sUIBx+eo{~!>!m}D$!NLQ!(GUu| z9N>B`O?fHgOn^+$qz+3I8IB5n;ePe}&WZ&!4g)#b(6XmdWD~^(7A#6%_)UMqj#JAb zbK0Bj*k}D+$??O(3+^9@XB*@WS+Y4ON7>)3{lT5BOumE*BQ%hZIL3GZ2_w}=>j??q zvGNx+Y$Q?+L?t;+O?4QzB+vVRxGzb*R46LX0?9d(>^$ccLX7YTHj@1cI3^}802-ct z0vbr4BgG52bi@k57VdS>Usit?{E#R90H233`n<#v!wFz&MO zWKUaXWd2=4vF4p8#vIx5GK0RnH@)wk+qP5=*Sm<$Y^zFX)5(}Q;Ws0h29KOyhZDHB z+lyhT8m9=a+4=oVJMw#L8GI?9da`$APV?TIZ{_`Ub9_ZR;1uwb32}cT$rFeIs6S~| zx@jx073bYld>pTQ&a>W5^VC%u1#nSNSWuqhG6@R)| zyY+iZ7as|$ojMUVHS4a!o|fho&ra^}qU79a5A#f_Ev!Tt6!cSdxxR71#&*u@uSx9X zF0}KpZ~MB}w?K)PfNy^h#$K?u8j#S7=zAEZ1kO9nCGrNd^rGwxA%0Pge1OS;&`9=! zOX9ESPy=06nxRH>(;J**L0@}sg*&8XfmqDdMcgRf$kar9R1;(Ghadj?6`|NdR-qr- zA`-PlBW2g}rubE)O(G;A)`2`MHn89@viSRmhL8i$N5S_j(n5d8PtF^;2@r>draqYZ;1ZoI zvy@R4Snj~&^rC0|$KGC?pmyVaFNCq-`cBk>70@#{8^@V=qPM-txqOeQY+gruuy$z+ zu!AxZq*~lz4NHF&s1Mp^H%15*c&Eu7D!k*K)8NM#>PUcUa)Gyi`FOgB3uWS8`ep$D z#_PONw0~i;(J#YLNB7<#YN*HnfJw8JXvN~KHF8I`+fOY|SKDNeJxDB>N;I%+XPpwm zT-kOPHIb>dh(+}O0iEDXNfbtv1UR8!d*Vr8`yA5p8d84=tjN_5lgr!*`Frn^iL2^QjHz} zA*rt+?w{8XC;;esP%#?{W{%A1?C>_PXm()AXt=1ca><M(riOpZ}!bY-r*W|>O7uTffcDzL0Yp)w28%HyGPs32z_Wjb#wl{Xdn9{uWwUs;1 z?XAVcV~;Ga$gQ})Yt`dR;vWF1hN#)Zb|94xsYHL;Uqgp-*FpocF+R znwo<9!KCb>9QsHB{*|3)ox%Sx$;dOo3o`ASqIY1x0n+~`iM`$%(n5CRk`y+O>FHl$LFhn z&L%hv z$aNtK9-7}UPgpj?->w^RMiV&M4RjZ4{gz7Oa-%CE^Af-PQXlcT*36f+QelWJXF17EpZ zL7~udflkMPU&=2P>O3>e)nJoDuUCKM#u3t3U$A#*Wxb`&wS@1rnq#S4kor)nH~FmS z|0Sa$;n`nFR4EdD#O$@()OADq=lj^~-*_GJ%4PF#JXCIzbAfVpo2J4w^>6gDx60%R za7dCRv1j8@{z~AZF~G&Ou->asXvG+c3#CpDhY*?zQUk{n&Q9pDJJThQ!U%s904Q`V zx`Y}-KaS^o2H`q3pZU$_=%1)Ge&trRCqjmZKT(PXiY<$DXGhMD)L}i?Z8g+gvlgYK z;J0h8U1nH-^}I;cNz0Et61WMQ?N*~ksg%EhUqSQ)ywHxpKoGI{ML_{7(I~tRy1@Ek zrIs)=M1b_SL7r1}$Y65>7J8%@; z@-+2Z>W|M*UmrVm^Jg*{fW5J~2nu+2;WOdKflsA#9u)cjg{1~!6nq@->Q~^S>5rxM zJcAlg`_t5}tG_!2`A!Z&7=DHX(F3k(C3#3*Z?=A?{5&u%e|jg2gbR&t zrOvm)87amjY!*kfK&gL|$x^z|W^$Rdl4D$Muu6m;7`i*&ux?Ix`TNw5-=gNC2|{nR z@s9nmtE)9Od~d%kp{!yEd~-UmU-@g*eg~SBO69F94-K58e))^_i%}FEU9#fKZ}r_X z9K*1J)WlDK)D=hr5+?=0eAsM5K24{2HJ|FB+?u==yqp%~`5=Fg@MgAR`dEbyB_M5w zp{~@*H{HtzyW3byxq?3bg{^;JOJ=xI(UMv=9Q_?%uaj~$K8t|r;gysOWJKuOyT7;C zf9ebtDp!ConN13*kEB+CT&LALlP<-%_brVpI@B4%dMuIHxMtL(Fi5$0RTV?zo6`pM zRtB7CHrTbCeBggvoL~~>!H$77H70hIYh|)ybw^0g!A8G(EY%iLU{hbg7<%om#4Ls# zDMx&yNZ`||eEKpZp$DE+C0+qkT15zuY_>41pwRUV3#l@tva}Ziu2G`ZtWx|hlvztP zK-o|5joYfn8=dlKPd3}1G37SBuw=mtgXPO`L%cJU9;|YIFE<%cA>v{Z-J63g;$#-$N;fw^mpRY71BrJi!XfhZDy1v_A+4%Ag zUHFyWun)MVk|XrY?wI;AHV}C?aLXNiSh=^J#%d*lD^f^pi#FV`Z%=ybiIuS@zP;*U zpjGd+OAHIp%8P_1J$dh|Kyo2s0n9`Tw*da6DzATrFK8aQPN^8J6bs^$US2U2mMuz6 zZpBJY3e$-!ehnAHm;yeBi#}jMW9-EYFug36uF0 z6rO)T9N<5sc?o<^loy``?^zKRV1EIy9yv4Rr&zK2gcqJ3D9UUpD5U`F3Ve^DF_2b( z#df2D_@_L;XQwVdCb7yesWD_0qAv-o0Syn<7eEZ-3I9r0eV`f z4Mq}{sV7AEM6BKT%@vdlRN_S&0%|;)Wk`RVWL)BsG;ZH{cTZ$EM0l3{{^Ji928N^9 z-R}D8w5|=<0#gRt%fI;y>JN1JjK*Ra;3iOiQsB*d%p9pJ?>5WxGN`>IFTL4ymr7-~ zLW3e$O0tq_%mN6fV-6!#a3ez)avFRw*%xj=06X~Ty#lLQ+Ay$u&FUymuNHAN0lR;Y zs^uF!MzzkW`L@Dh^_rneQK!|s=Fa=Fs6UbmTSajKs43$$E!}(Iu1tLWiaw3pAm?IL zRV<;gZ0tL$(O+k}!YVuqBmQ>4=zm2s$Qs0b(yTiR(s9m9h?EgOFB3t+oB^qLfzihx zG0skB;qc&(D7BlFN(-eTN} zgVg4Un8a3bw7ad@-PkFN3B@g4=|!`v1FEW8Yu47g`AWk`wegw9hE9HGM_G!1{376( z;+K+6wJ~$v4V7#>YlJxh^Q^3tz0mIas*wHu7u{SpSfCg|Q;tHb?2OJC4F8dkbF+HF z8_bYf9+k)iJblb1K)o^QUY@k6Gd(&x2XznLI?;>HOV{75Df4=RXkFQPEgFSh%EoH> zSAU;e8tAHx&0D)?e{ShSX6=8IMNi{bfTzu{EBLhHyv2fh&WmA<3^AK^f55M+kxA+P ze!7*Yki4Y|{aj+pj4>R=Qy?LRKfdNKd)hb5^2xm!@9awlw(psm#bC}Gi1hZ%2~mt~ zr`M)3>C}=1?Y~&PCNzIXSNWz*Yh&YUZylo^)K=M-jVSze;eVmd-28uJran1*7nD^; zEho+aS>s3x;y>kb)&|ZSL6Qb>nJ(h8_CIkch0lKfCo&7Q-9p!9N;Tbhb^|scG&4B9 zBr(`O5L>&$-8{DCuGaS3A`4q}NxeB-(Y5WB+uwZ;mWFPzX;y8>jLfR7h-+dzMQeM- zBH$(Uj^vVzC2UoHQ8#~_H9UQ+fAZ+A0UDy)zutc6+PQlMx@ZbS%uWs zy7Kw;Xmj~eZ&z)+cirv-)xW52b=Nm^LZ-b2VD&wK)kY-rVr9^IHV3sWyI2k&OL8lm zL9D4oy3{%zazS+OIAPml0s;Xi-m@R^w2TmY&~5}V!H z?6p_AHXDeih{EFg=t^VweY(21VRy)w8h>thg1sA7_wxo#v@z9Nq>Dbj6lO z&V@Wep2;M&dm_f#cu#AS$64i9i#0}rih*IVYCdX>z#7~)?@ceaT%su`*GFnSmW8Xg zZeAT?iFho! zEgVEZe{6`n6KsLEL|2$l_rMTrMoUfFK%Au4(*WjG@;@7f(p_W;wZ=3hfTer5ac5)OlKF<)g5?I1+}70A=OZa%Bx`Q+x_h0_gs5pg-Pj}-JX+6)nX2w!{c=W-maQh@7g^F za!VFB)tWO+^I-IdfGGbMus{OwlRTF|5TVDm#3N8|z20|2|pNt1sjUDC8k+H`Nzy$ysew6v5$X(@#Q7D@qu z0s^%IR6s=mMMi`{Q3n)ScA@HI5J!g5anx~i7)F1N+F@}V715I0_ne!g3o!G(|Gb~~ z^LanvL)x^x_dL&e&U2pSd%kyKdO$?*o7>__9GdXBNjdIXhb(jcwwlKNIVpA2!XR(L)5}J%%>s!N$;Np;gF8MA0{*z=KQB#4N9x$&+Hss#u)wdwQ0%N6ucc;lbv}fPuL@ ziL&M@>!QLfe@M>GDp|ax5d7fpa#n^sUm(noC&;h>ZknuyG8bV9CsLfwGo8MxDOQlBFu}RG2GDjPCk{t9mwxwW(zZ85;{g zeo9QFBHAJ@G?rvUN2e9&rFwc-N~_tN?3}*((O*_3#pl?wETt~}oT-1wYx*AFvZ^5! z)wo9f#cCwJ#>`maF_9Ts98AqLgCrZ%Vp1p^hJ~XTakLZ}#5_*`JmU!H96&o04BDAW zOLLOu=U<9X6MzU~{M^kayVqA0{BHA(Ssa1d7AFLTDee}JD@M%~Ja_IhP&L?!=@Q}l~(;opB{m&Zvc_ni;sJok&G^IKDs(To^il<*9kkp|4$UtL{u7EZtv zlIs@0NXR5ps_jmCX3ASMb;SC~M+_Djax-sPE&wMnWx2H3&O*%}7G48e9onCu_RKdP)16`+Ncg2beO~m_v(K0 zg;?Zi?pD=}KtXmbR8Wi=4^&4+RivX}9AydOqOm}{301-bmblsAh>O-6q!OJzCeoWw zR_d{uQsNC_u1uj&$hebMPPGD?D-39jt@IBsmM@=ETUmdRpv+f0W~7zxVhsYhZ*`HH zt8vCT@@njIq26gyR4>}NeP>zA?*^W*TFrzz^G7=M#S%asQ1N_*hFSyb&aC4w-HI8u_^DvlOAD$7e^pCNFPMP$sIGdC@(F;{Q# z%wPXRMfYY7N#VxQX!>J$>10=Pb-qoNQz;=<(32ul<<8aoa+dW|f5^NL@XBkDljrnH=X}x*P z%Az$#7SwGoUoZ&b^FhRiwY@X#@iTWWe0RpKg_+Z9`v#m_C}L@6(UOXUzIFI@$G(NL z53YYKiqz9_R5CCCiN&*^Fn{%;>G~vg&Ya$gx*7lamw&rBf}2v7((-7-(oHOAw=%km zJizSj3CFM$)F$B@bh^kvw%A7S%&$Rf4aayW;B<~IYKFssVgmmFIMQVf97|>e%iu^f z_){m^Gs(wwvzGNdyv`-IY7THETv>T40XTo*GPO<|T@o)eiqpJ#8K%ssDJmQWHW|wo zx5j-#95g)m%)r@G6${>)5gs8bKib;-`}PO+wC5POi8eUv$+^aGbMy1-yvN(>FTVX| zO@Pa#lOmv>&Bv@~uoNgpxWkt7xkY2riAAEYK?T}RDdb~A+x(3Hkeng8oQS|>_CFy-N<6iaDq_x35}J-Kr^QX#KnR(4x;ZoFJ( zEpepJnN~vA5YMdn?WR(D)0X;%mv?qgPX-z-IB%TnDT>G_OlerP=~0;eWE+2y+n-0C zVs)^$BEw=a^)Wei7EglP9lJm3B0p3NVG!Rk1o>8kj#Il#2=h$@90aqAQ-D4|LQhcf z=vyn!zCQPTP1?JLduh?!4a zSdd9ZOl6!xX$gn^T8Fg>^ z=urf+M;v>4WQdF?Pr%^ZgI1TY=G zd&$oLLw@$1B6-=mJHFMOscLPcZhdPi7%9L>K<2rk#Q4magec0DhwnD&^Yi8cuKWPv z_IeDaPJXBhGnRe^(~}Z+I7=joRVozHD*_Wo6^WD)M1XVj0R(@zlZg|O0D7=`#*K+A zsQ-!j2>&0aORrGOmEU>M@p9+prD;prXFOzhWaFo`UAr4hnGe5wqWXEBT<@a4Ok4PF z$Hs>r%$~D!_N)u3iH^!e8D-s%?>V><*~^O~H;A9$XcMu?=P))Yf$5VFj#;L&z*iE+ zH(W6q38_jId4+%RLMJdR{tAFeihW`>2zNj<`rxr=1`+;$&i8fl+Hcy9w3n`FdHj_H zpFGn#SlO#vHv6HCM_#Vqa%SqHdDGWM6GwhGJ8fk{#j@JCaOHtzZO_dz>OPuPvus)S z`gzo(6_cm8&2GXN9QCJE6?q!tW6~2`HVend)6hrdIp2S}!kqaZ51p<*NwdLEC&5qP zJO9_X>Ikm#e|?0x2KbJu!k@zkjDHNrn7LTVIs1zlOvW#*AqcTq0ERTX@G zv1H=M43`f82DY*&Ng+!vrbWdz8J8=hbGOm6!?|3Ut(cx%lqi?kiohAL0sI;~P4R`= z%*s2z_GapZ9uN8&EPfhD3hv|+@3zqIET{K-Goyb*9*;9=TPr%Ab6!Z!M%&3d1~EcAt&1->w|3U%Vipl1ldZf^vT)6i)2X7PU~S)y{+ z-8@Eraa(3B2Db~66nVesd1faR1AJPLEC)Bwf8PErpzu}Rtf=7V{VP`OuYBbk-Z%D9 zpaOrw>4#%AVD@7Ygrs!KBYhEOl}~NP#AdFKV`ll-W+4cKePbOeCRT!)9#4`4oB&K9 zNg|u+otNlWVzNtdw%cv_8<_W3U;>0aCm($5bfiYp4QELE@Ojd`q9M%V;aN-;>@ zJ3N5@^$|ykjRTb%TUS5)PT(oQR0AAm29|&8HmCbC%r;-5F2QHj#W>|`QmFN5bP>Kt zo!BQbhx>$P;JZJv`9BaE5nuwL5kZV2Gy(u&dGN;h2K#f*WNKpV;Cx=|Y(I$dc#19l z?_74iEc(I+T6F`R^xC=c9Q){a~w7n2(1$&Ma3FH!R+Od$D0 zDz(7fFQd{PD-y{7&=F`?Dq#t0KHS>aR|0>$puBZiMOVb39XH!+*H*^}EY8^P8h_K?(RdqA>6}w|AyW8o`d4+K@54g#hzv$_LRwfUB8p;$#qCR`_0KjpW zOsG%7$dDSsBH-vx2*bnqBhnz26~(ea{4ujCm}ezMPdI8AI!;au?^id}cRzo=XoPfYvd9~*A&>DW)){I;R~W8b?M3d^QWuCxQ`$aA+hsWE2fzDC}m-oW&j6DvI? zf+LaiV}^J%AhlB@w+v~KIul3asGlyV5u!+xyhI^1919(+`(dIV!L_~iov72X`1q@z}t&YA{$>&!;@IcN(CujfS+RloOEQu-0 zvda&Uj8AfqBwfh%|pj-uU4q&1D@$wHtC;z@4l@} z&q z04@(hs5;0@1Dh;d|9;mux7K{Ud-47@H|bB!$5Z`ZeDU*BLTzq2_;-~% zUg!bu<3(sI8IQ3dKT2}ojSPqKaJX0=JpqZ{Db#7g;uSj3u zE7T|XY`ImVO|31*0Vp=D7T}-Jh-5a&5;WZ>)B0yh+d4+2fg?uk&QEy_DGr@qx!-d7m{+lI zS!up|yCf$ks;og7k)B0s$JWbCs>Wjur|)E>n`&}w^!(~v4ey>+kOh;jK9YrHV&(lQ zKIeaFGOFM1bHF#Z+Tt_oO_yTyTB{Hvxr$42z0@bu^L;$@OB^2;zG3%-Dgo4PAWIFQ zb`^^IqjvECXV(~Ncl~aWm~Tl0Thp8EpAY9Y#L`hVD_^$ns8nc8rWctCb5j5QRe~$S z2tIOH>%IZ_&OfMJ#{MBr;kej8?z*2c=OWGE$Q~97}o*-~n4& zx)J^+sgsG!3|`kwd&tkB>{cwhKh_6bY19d=kc{z}k$_5{0=>z6azKytVxhdTVuDdg|7r%c9 z6Y??(!Jy4)kIv{jSRwmIoW-)di;%kVEPNPvnW7UX`EP>TQD&ROVqKo5=LFQCX9V$UoDT3R-^^-%v%jdT}q_;iY>Xn3sStPa(ZVZGifV#F2(^yJ;dK!SOMqH3fYu$4)pbcyQ$bf| zxhJ8nrnS3)c#pnjj!B>9s_7|gpGyx68)At@h09geULE(c|B-BGaaD14Pal8Ydgowq z8+iB>;#tCuLLI$EzR4hI6WmfZ7bXQP5JKqYkpO{oJ3}bl%bgC?Gnt6gJxcQL{DrU# z|3LEby@$ZMlk^w#*JtVfIez@E>s#C+2C2*31b{KLZs@Z2LF~RZ`~wkl=Tnj&xIDe# zEKmW>NqXa*^T*NnC&8U+Dx81gWGn|uIbrt2>b1$IiQ5BqJ39luyTcV`Xr?Ib(ZjUo ze%MzcNXwKKqKyhcUquv~;k?8Hz*h^jg*3+)*9fl4m$`~Xv=(k?2K7r)smme8!T!Oe zY4mE!UZB*f?S-Wx`i#sLo~ew_DON7q(UrCB30W^^CGMsFGTmm41;~GRs}|vRrdy+o zGT=$BUr|K=u|pW$T0OshnuX&r^`=~`a7V0+p0;e}{8k+JZz9_&9Ql&GLM_H(G5aa5 zRx65uKJ_)2ds?s^DDyd|`iDT&cAe3Z^IMhbA&rk$Jj%zkqB zrnT3f`_tvz^_YcBx?G}>=RzGP)HT#T`=VG=m9SmLHzr2jI?to7;4+%E(9=)EXbbC4F2 z2&OJ$lf!(9lZF6>b)!_8W*39Mi=4J-Ww-Ljt|#ktJu;cgE&_j-MXAHIP!*(A?g&vWf^lq z=ZiA)5P5)GAot145}$NJMjFDY;sNGJCqQ-*qKsrXpwjR~u{j-FB-R-#5LnEUFBqn1rWq_ypO|+Q{)RBf7@f2S;SX z>~49yFV1Z7#hR&zu@VFu9e>tOJpMe2KSk;?21jEEjaBIcPANl1GlAxkY*G>g&wugk z3~q6m7+e>p*ky!-NAU2{K{-VUz_!BJHDd6cIH#r1-ywg;f7jO8Wf^{pY?wU@Ci#>h ztK4R$dwlPa_5S%!H#N24=N@dbc%eY7S)IctkX{_2ZM^% zOMGG|l4xSiKL#fa*s2tap_*|v2sTE7>o~w9nj>~uMDn!&pX#(YCE#t5xv;#2uF2tZ z)4d{^CrW>}o77n+bxB#tNd0k9y4);!4{)?J=rj=ol)~a!Ld)nIsp%03Fvz4#HH!cr zT(54l!E_$_o+qJ?caa)~>C$>aty0NHG|)m$VuWQVJPd{cu6~=J2xae1MuG_-2#IMN ze)PZ5L*i*feEaJUbpK*6;2)T=K7LN)E+M}lZfbwlB>MId=FZFza$`M1jIT$6cx|b?240&z@Ij(SU(cM^(v5`Y-D{+H}ARlNiEE*>g6%sdXZ?z@PKzPIN`0o;uk&(=XbESei zvgwp)NUbLHLwqRO2@K9#XqN6qe=@9CA?W8lY?nhl{@w$xOg-w~+4Gn`nKP?l-r+dS~WC z_tbvaJ#$X}oxwc%k&9mUYS-znpmDIH=?abJ*-ZRme8ATA4j>uBY~3)sVm)qCrs$6h zQZoO|D_ha;LXxd7aV#q`Hb+Lds;E2?s{6D&GXcUy_HHCC!wV~J8%}7Z_pIW#l(I(A z#zD#uZC}m##{2OYn{eu;G7y=AuE23{Iv%WsJ{~hoGcv6^pIQ9z7=P)ALGH`%{*Yh& zW=88|4iqP)J0oZfn#FcMz;neU`GtO%>PdJnUT%6?{<05DK}Vt=k0B?FMW+(4l+0m< z&mSm=%Wz9su#$FW#6-`fdc3OQQz zFRn4%p;7wpf#Eo+M_2-Cx_Jl)b*IdVndwz*CtvKbOnA`;1kCxY=t>M6r6Pt3N&HXQ z{{qncbl^m>jw@I+)$8mTM1qG{Vr=tU0!Nfn+>h4w7K0L}S!M`k@zb>Rks(4?X20nZ zyL~eM(Z#Gb;C#9_(DQhFLZsFBA=)lM*mAB+{<_hMD-8e9T_b2F8q-q=~_K!2+vj4zm!hc?wOzs(w?BVw$F*>8!UNv4>Kr6>b6D6PRGE<6!ZL|6w&Z| zU(ImytrtSXt*NCjv^>v%bTjyNkOV$IW;hDDAHj75B?u~UTunronRVl7@H@;1iwNLb z;HaB!a)Xgsd#8P*=8pBdD^uq%TmNy$K1*&sVeo=>tfM`Z4XF}qeUC_UuEKi5QR{L! z;o+BDM@f-xjeX@^lIjr}pR!Uz)#@WV-hnXJmTgG-+qMtfs{@BpmOcI?f*7?$w!k%X7H3P31>T0uYa*`KUoIT;o-HHT{c$_Q{k|PF zqh+oeC@Q+7JQIwI31`zYGux5jvr3IRz}A~oaeRH3MJUZ0KByP}GrV&9ZfJs0@_l08 z3egg5s?jkzoht~}8CqtY!akaJrjfZC1p2Ox73b%8Wnk#eS6*Ji7+@Qm9DOV zS{|SzW6{B69Je=c!L%fe zjVE5*L|(d*K5b1qN%=UsiObA;itY<6oFjJgZ={~()xT?6-*;x)wIiJ$Z~QSW2{S5? zWt2Cjw5l94CRUD4?m(LW)LG_lNrlUjbkGUu{eoT;j;zrevAmW7Q;O&JvA|Yl{9y!T zVsp_$EWsj?LDmj~h(A~YvBTKNF-Rt9m(oL2f)t5A3;VXvhk7Hr!Uz&Go`g%43slfu z<$v4i$Gv_f*M1RSYM=BDI6n9ld;1*gcm64_u3T5vQ=C_HVY|ByjLh=;s%Jju-bFQH5J)o>arde3SGtgzbIZtuGevU3t6i zwqOr`Y`;2eZ$!BOgM+jP53xB-_J@^M9yXts`Viqfz~^;Gc03GEfKwnE(c1!PY|rr5 zp4yiDlQrT`^#;DC{mFo2U$n;3FJ9c9VdWM$udZlLu$22O=^mocrQ28}5Z~0fA=Z4t z@mU8^v_Au^*?7J~33zK2YcM~E^4lmB>D;O+8Y#qI*QrLf%ZB|db;MSKUquD>x-gE)(T3Wi! zpt|A_46i);VAh9I%LzA_y~M9ALQxT)qGe&hV1}}SGJ*q$kMvlnf~!y1(>ZYNT7mc^ z(g^3(bPnC`v8j`wo|VN-L2pX_x3{^1eI{4C5Z@IbKJ@VLQbe66fXn0garI=l9ck`J zeg_$tVzHu|tq1?!)8xERtcVzJs%M;rpfzQLR__0^EKn8U3t1U46lXB89aCi2`4_bo z2)YapOJD3jx(sk3^aV-5!FmgR7N_Gs-WI*2Gw5uuf?iIR7g?eAF!qk^;g;~@ekFE- z?{kkp3(Qo|^OF9~+wGCWDldGStv6xA1B~^g2QKwsQQ8eW289WxC@AhX(d~}!L0YE)Npj(FY!Gr8l0!PsM(ny3j%43v&?vEvd)&u+j@KqRNe;x` zFt11n>b9G=&p$A+*{hTixh$ccLpQSfO5)cn?FRz&AL~~4nnE$!E2nPG{uC)tb z3<+N+>2Qj+m`|N|G9%_g)Np3Wc4Ni@^J_AkPme!_!$h#%6fe+*REbz)8(?=>1m%X{ z711L4-CL4~1i%dZufV|t2CI$w9iZSD`(&S$$v1>z<%}0+S_6;dZ-aIO6QqvSpHX%C zEIN({?|1d?x8lj%H?H8t6PQcCKu7>jgJ~e}Yw9x`>ol=ifxPa#?$R$`3A+fbF8g&z z)|GHnAQ3hh;Wn>=jA&o!}cz#XdGR@j#j+%nfY*S7Wj>uJrU2skrF`8CnzDWpn{yN{~%9hhCKl;b9-~(ZD=LrRu?Uj%SP6iP#I?7>W zjEqrex|8?PP@{TZdcQ^lnMU&Yg8iH>AY|dyrN0gPO^6pOz~Ju$D&nLI$A`^zhRyk< z^`E#n(WN3f2DsWF%+IPoE@hSL^CK zsk2jt#lc+rL`KIodmvncW8>rWafiLQ>ul)>IfPHnq{}}%4 z(H{T}fcE*Ef>+T!LOlMiI6Y#=WZc0VAzT(Y)&RH7Zw6jncb~U|?svX{9(}K$gPSd2 z99r4$x&JUIt4VD6ir*F;l&s7B%QW+Uv{9A$hldA-%dIsc$R*NAQJeWA$GHVI3YE$x zsg;&_U{8(DbE{wG1?mE{o3%*=(RGN~TLOnz@1Ik5-BPH>cvBaj?~Ic*zPFu6d`DSZ zo;gQ+SDF5n%qWN2o62!6a(^?53iXB{30+@CczU%Vv*h%D&b>>_+yP&v!7MKB&H<$v z*R;sRq!4OCw@kRsrI^dTj;r^rSXKPE6fa*qzohm(l72A_T~*+R<{f|CLjmJnytzWh z<5pm)AC;Hxi+w-D_T49%SIVd1LfxP650m320p-9|FC-^mNk=A;XV^$;`k|2RGn};y|THonf6HcWg(;hz+h_nG)8Ac z!2!S!ky>4P6=2PW`gpG=D_E+%Xc2K?(_xd5c<`et>^rciaQJQS&xu+ z+5I$!zrYD9|3pb~DM0-wh{Gx*O{fZP@;rM-+A@*CpY(tx+WZOc>p`{-J3RuVj2LaT`Tu*>$|sJnun=WWZ^ z%PfR9HRCaUmBo#Pr)r6-*S!sy%MVabX!*Aiz>oW4@owgOAAhrV2|(%h6)(qc_8wI7 z>GNuE`3u+pu5P^zUM$jPpYSHY-L^PGufJZW@@Z^V(0s@Q+}*qtz46|YLr_iTC2>Gi;;_UM7d!ifvHO;ktIdL;;j3w7hhtoGB>~i zeY|(<5y~bfV}E--tgrVy{ZvYLk;Ifb^%o!YuJsX~{|VZ`*xVA>geizJ4?GoqGTs>f zzk+5T4}7v(-Z%WGxY@^||3CfT;jUnG-~Y|u2tvQ)Zm~>h2EO$`;maeOf8p^r^*NX=>@3=~>o^(D5Pru3r+^YsN6-%atG_!gU? zo!Cb&>Y-UJL^xz{{gO<-HQ@!F_bK<~!>V&bwWXP&j~SX`XTITP>?9fl#b!h{tiP%E`M@?hpRqKSOot$(t(kQqbq?1GP_U&!&k8MP=}x zCAGwy+L9Vmd3FsX-Ux$yzwHOvf`~B_D@oe$oY=jPgvK_iO8%b>*{BfdND>6CGrZi9 z8q2In#PO#2ugl!}CmCYxP8vg;4QJ*P?n+1rN_&0#WtFc)&-Ob+ylJM)1eo`Z_KH=y zVm{@k@E(MknA77MjLq`Jtq<8}rXD%Jy0Z7iy9H~)D@ciz^pn128l9FRAYO@H;fNY)MjAA~UZ-g`bftD@0r&jw zL_2DGy$?TvkuY3@mTAU&4iJW|3%}a^eM<22-xpp)s>gnH+rN{l(>oU*N38Tfxm8?C zHHNL~NF+4sC(c}}_|>l~ zq<}`91hpYeC^t5(P?!Os3yPO_WJ23rQFKdtANQ$dErRbtI>i(U%k~HuoS2QKwLvw*N zi(P3-ccYIeN`8S`255{{cI~@QSyR>PZ`Y|;)5A4M1oMsjeU`S8P;=_VF|S;53X@`7 z_iw+4I=<3VipijqC)JIKS8@f_2hm0Lm*L-bJ30y0s{9cM&0F9USsy2?Cl+EFZfPLV9GXMZ_4?3-Z;@aaBU&EZ zr(Fr>MxhrJfAQ77e+Uym_u}3hPfJwW?ZSIx=nT_@I}c)Bte=FXK63Blfl3cK`%#~G zH;!!@h5G1(FG#m>x(wlpk?M6()b`$rXlTp1`h%v!XP0;>m5;BHl$+*{3^uU@C=bY9 zQ%2hmQNQP5(U91@nR6u`LfhtvdLuu|EUwN(*E?FrAIav{gnlUpt2fD2E8|UGgkF~8 zUQ7U;k32a=hc&`48w9vxzTT?!xUhBn*)e#q1)YbmsW7ja+62{pnW_E}Cvf}z!W&-c zCs32m%uVE8a853I_A;6&pJA|KO$=z$SRM&9e*TjbXgi7?r@v!Ct^qJHi(3Wqmrd7F-BAUvQ8_;PZ7Z z!>kt02>&G0_%?=+RkeV<{*%b1EtcdyIj9Zqq)3G`lOG8qXj#Y&z2lN_{~4gVRT{X9 zPon|dfg#=sGuI)CI}33`kNHjIx_+5FD}qlb%x-K>d}D(vjEpFazC+8PE~`E@3}W7T z5PCZvS#~~B?L03Ufu<7FbD;%3uosv_!1F$Qv++fvIYm2#LdFS_Cu6T2UW=6C(Q9&1E%mG#iAi>EMh zhJ{CsJoSC{LyZ4^U9c*O{>4uo!lvGaIig3+oXU4t21*4X3^L`2F;^7fFw0~!OA63( z#r|@FNIJKw!E~CM-48Ria{QYS&ph@<9GUu;R3jzlVdjm2{WP*EAqud2mi~#L7!2VO zn(UJ!=0&~|8Xmi!hF&#IfTQ#S@1QzaUj*CZUD}y;)r9nyrY1!U~jBI^=>&) zQ|N*7aSD^0H~x-9BfEG=L0uo#tS13qi}}N9It?r>`>OnIS`~>>1#R8fRQ--1mpsf$E#kf&1)hEZ*4y6e^kD10)98CBE0bc88s zg%E~!g}(&eAFNu=e`&S{A(oP&IbgJpWd$gQ)r=t1I1X0o<6S3%%$x&iCa&(=_4+>c zeDw{={^`Ftt?M4rxp_z7%iHIh)bnmT%ZgivFe>6iPw4N$^W5q&)D+I3yI^|jg~X5; z^zPj0W7B;ZIrJab!b&IJclPk_8o>rK=|68Q_?fUCAWb6mmre~bY&;RQI(aziU}mUZ7J5Ic05a1 z_TX>w?$FzMl+U62L7ROL|oEZI9Z{uQ;ILfJr;C2`+4Ke1D^j2scuwLXE<1f4|7?%jz0 zZ63VkjM6bJRcSVSz7hDrcP<)Tr{qT;mq~S4jaCtIF7R4v7)%XGp1cX_HB&3JR=rJ# zMvasM5Fbq<^T@jLDS;ZcgZK9c#J`<*iTx4;28u(yu|cOLD&Z^0z-?q|3>yp0z7vo# zinwI691_TKp_7DT+CH=$os@k5Hp!hcsAhO+G-zzKw`=E;DL@h397DcxdlX=FV(9mU zmbdA?cbUgy^}*C(DJ=+jgC`~%qYkIb%TjW!&fgD!=TwKwXUdBtHKK_xL!q;~XtyCE2)@6##I8249%yGd@n+t~IIrWOJxR6M3} zB8h+H4f~$R>jXAzQl(1dV zJ4$Rd>hxRF70IWRQ^{zzqBl^Hd>(61=Id17xK#abLI?h%hsCXqKK+XIjW>3~kCJ+{ zlp(JMf^(kc@3}mLrY&`YHaHc3Q2SB%Fz0KTD$K?MhF88m(p8w$Gz@D(>P&9#Ni0ir zrsMBOtVnJC`S=rC*K@b0ON*s|k@d8wJ6W>`e^|&4F7QtaN`;+RzX+f{5}xEESe!UQ z`gwWen$hI*>p=XYzzh$V;|R8IL^$xSD<-}1VRq)-y4?1rem?ZSqTlxZr6{>r9(T9F}4brEf_X*}Y8?0NUx8=JJ zpy#jK3 z4XPV}G{AkVa3r*LrZ>H33(!+aT&^zh6G=BWN60>3uG2y8fuHlpX(w*kVEv zyv&&zV@fod`zGKIQ%Yvr3Y}T|QAX*~rM|sm7P3|@M$dM*!pWA7S2Vp^E1WgTrf%0D z0Abd5(LCn!r8w{n6%`d4o+CpBzC5}YoR(?AiQ_mjr-{P8`<^Q-&r-vO?dwl-c*~rZ{yOZWIQdWlQxKn07^Myjx&Q6n3GmwHa zRakDDPZ$-k!9jD|j^w)J=ufM0NPsisD$qZloYou76Vzwb#Dk{^hLDBZw3CLZ72JR9 z!ewaAWXZOkrf6VbFS!lFe*9a=R%3&^d^YPLX(whqLY6@k<{q0&S)`V zl6ocINZi(rZOXia6+mMc!x?}#8(~V3G>MOX08r@$*mM7}7un>BpdqxN3A|!CKcBFzGgV(Q-D+lCCBw?Z_n6=WV%K>ihq6hJ9 zWeM@FVD_a9YZjKo8%qzU9L)B=yL$PfXn)UI^)GEWcB>Wq1v+r>e!o-jb7G@3t+qv7 zYx6|4Z_{|*%i-8X9*Wu}ZcaQzTu2em{jfLm>Mwms_?zkk-fzP_Ua&&p+vr=3m)?8N zGX{Tr{6oNWMAz-u#ttQV;;4ND+cb^a^z0DxQP_UwNP?2p1-X{2x>dk&XOIVqd&Q4F%l8lz#9^ zJbBcVD5HgS)2dj5BMFMDDQ&EF0iSD3M5&~0{h?NsoH;9}*6kmKdVS!FxV>9R-!T){ z_o`QYIhSo-No>-k^tC^?H?{OxMF-~D3$r<#h_vh>&TFicoHhwjZ0rZ@>p9-um-PPd z$atGBcBd{zB@7Y?;+7H&IBjL_u3L2|<&Y|{eio-##wwKFbe7ThmW$2}$mNBT*a)S+ zaAnf!|$jGl2x{8Vc~FxY#n zBW30@mgGVE#YRLWWsfF_7+uER87}Rh=wGLPXr#_0oa6@wi(!EGD4W%(3BL(D7kt~| zs(z^{3b|XHCF>WoB^pJ=&~=A@jN zW`S8zMic8H=~eMXIBk+rG~`ti;^rLGKa0uKHU1utiVY*M)KN7YlUOwFbMWvgO{1=< zd}|ZyO42!ISJ4Av$TaK{`z8>i>Q>0_#`BI~*n7lV{)V97Wvu6!VijWzjeB<{n6&zz z#cBGgsDNVLSdh^-mgV)iG1d7#7WN?3*^Z(EPpFTmPVTeLs85U=Q zkmCf0EAY`O-)9XZrtsZl%_r`86zEeB;txvR8buvK8QB5T0>eL9|E`7KVvP12H_7&j zCHYG+!=<4m`b)(_$u>GTW2XDZFfA~Drd$1PMm*D`BdUl^5t~_@uO4S>6#Y9Bsg0c( zniRGOm4cNSmK2^sW>?2?@Z9je;=adjx6rC)qC8v_1LdTW=|o3iC-wH5n9)a|+W2I` zxPQ8Q62TL|?f1l8QImfiwa`E?{`uS{{z3L&8c}{bY&_{=TXUub7VJn5{hoSrbnEc2hSaXaI2PP%j^`THO&^h<6*UiC&rA6!*R;YR%*G{ z+<<`a!i_=SLbiXvyqHwlDUY4lI=gy`R81pkI}89lBAg-Wul?a}Z|<5X%m-+;DK!On zG6N&nF?s%z!$&p|DzXf=mI$I4EG&gL(?*oI170LS-n)fURF7uM#>V1vxi_ugM|rde z`25s^)&UfJk*xWH*XvC3Spj9N;!7|AXE2dJMS{NTTHctWkes}SKH<_qfNT`?StfCD z5*~nc9O%z~aIG>*X zV@6-{i2{c_w9_e@J$8vGhs?%ZGuC!;!I}JH>x=;R2d8agoYJpC*pmbgw=3_ck1VQ| zj2Dj!vJJ5q9@I049nK4VSOhqHMQIZ#zd!@B164+O?3gW8U=I(&CKw2(nsX0vi)_Z|{2UUM<@FD$j%T}L!fXDSr(55dr#r|Qq+9W0!dsCU!CgX; z&tL%JUFC!Ne)`#B2I-FCSYjY3I%?3Ec`lqr3A#&LRpc|`P+S#qpwH z)goOSl=aAcJZ)_d^wIw4dTejG1q6KPT-fK^&om1Omhi*8M?v|F$Zt0jGTVJy{+%|Y zZmVFi?iaB!$@Z8|ZO@c*dxqv9^FoGTGRIMLVVcqC?tO33IqXjWnO-uihFO^1-IBP8 zUI`(fi*#7in+PG`gYbHGUF46n75st0N4?$ep7)87gLb_mew?{21x{!e0(2w%XDokw z_2=L8b!cDC|4i$edFuN&1GlHR%A*cQQZ_XnW&x$uWyPPM?*GusJTTq^| zuU}`Es+YRIPItoei19TGM{!v_Sw4vn%=kq=Dm3N_eX4@~m8mh!V6DhD)Gw*?HRO@& ze#=_n$7kVV>}=zl_qqINa_nsDoIl+# z86>d9LHPRK49X9)H9AIGCh+g>Z3cV&vG(IQ$|fpL&{8CH8DkAYq$a^p6pA&i_NfIa z0MCjrGVO5LId995Fm!Y0amRAB>8Rj<0z@{#d+wfRRuA~H-1ADBhE z`EhEOtdRo6`O&oh1;w#fA>m{BTvVL@#jftJ!` z$%KWi?Qi-XlfRO%XX5lYjo6x)YM2w@5@q2{osK|;CJP-qr$QE2%0rIJng{Hepy%Hz zL=MrWnO!>@6<0o*?WxLR9`ioZ^nx?TX?dd!X+3a89a$&pQFJnmcwLd(p9yD@)u}+) zB5!@Bb9R3^P<4L}q(6TMHV!>~KDhXNra$eyhK%AYF-~;t zfxJ6$x3-)We1JzobF_GCeAJ~1)xw!|U$->wU`{ zl5kF5jqVfUBH;Q04fnqJKxJvI>&2wLi^!{c=w1WX>iqJ~UN7psXPe?z%KO#wvgw7dE1 zft`qW_Z8lC4iby`Zd_;5E0fKxLBbdOr;F#D_^q3sjM{_d#)t^iW?2Fj&-4AJM0eR` zCwD`u%l#%5`*dv<*S=`}r^zu|>SZ#J9;3WIugP>Ye|3$XMPxg=85$=Ba4PTgl+EpQ z*qT0PemHqQrOS4gpI#xY1IYAH+tIx@-|O7dB~ZN&_49S{^YTsT>_2$7cp`bG*>`X4 zY#jDX06cMo*RU4KTO7wP#M6~O(Ie0|Xx`ABY1Gxsr)H`B~D}cK`dZSAE0Ha= z7TeD=%`B|p*;5xxmw=jm`JE6Y9qX6h@pp`#(=HjZDbnYXxZ`4IJ^ybmQ2P1MGQTqtjkhWd<6%}T4{8>w2t z&^WVJy|MH(gW!6D-C%EWmlCbnLWPV$r_<%w;0dLAwf0MOy-d?@rRcKPiO(q%1~5ROA%x^OzJ4u# zOJVQ9T{sYyKA_YrmtLBKw>b8z6}~i8>z}^Wc)HMP@ftZjD(X?U_u$*Rc}pHHP05Q% zp;AL_av-DG;wT=1zNNHjQ_P#nft)|(axtvqAW*T7$1`^Pz$!LR^~3dy)fKBgK-^_Q z(7fNEdIt_cz5NV$tvUlHI(%r1?!hs9bXQd98;6#(D2^?}6IVL3a+}WcAOxZ{lHTl} zF`b_?;qhM`+#&W`UwjE`a+YW$)F<*m6I|`E$iJ6%POTpp8mmv`4)8NNal52Ydb7Xw zZon

b=ga4)^4F%TruRjlD|>lU@o!F7Tq%?gOH#)=F2p3*_36rayd>zOFl}uI)r6{cSTR54+?(os#7YU94pV$0hLleVs$~-DridX zHeu3uA+xS<7F1zwKw=wyxu(2Lw z%RhIGZxbc`l+BkO?cL!U{%1NXw&zxEl$oRTTHGDEa)wB?uq&$Sg9LvlYm3i~Ql_nz zNh{;3{v0tO>BLSOe_KI(B+%(|1COok0?x_2ld=za9%(q8NY@4?`QmL4)pI7AZ>u|L z*QPpdqLvXigADpMk2G$C&rx&w!y2ZaJp=;qcTit0&Z&B$j_OSKa#QOBZ@zwjfp85* zFdgwfxj&&fubbXH?RF%dQ~A=6+4JU%vH-11`vV z&rKv+WOsdk7|!2#;z^V}nvWUU@6N;&W}}dheMJd#Xc^E`Z;(kuOmCG)WZ-u>BdiCS zd^$%kL|$x-)3AoFzPA}e<>vcy^~T ztgn+xi%}y*vg{lX?_h!p$RtHc1Nzj5k)A%?9zt~cMoOdvJKqMU2d1A|F_DZfI=jJKqnzRDj*<3gfI(Ev3x=b1 z<4qM#KC(}$c4_?B^r*R&vv1C;fINii4JA^ zntuHSny>BE8e#-;vw{r(prG1pt-2QU+Wmv`_H<2LV&0t#dxv=R3JeQK&^1ptOrxqj zf-a1dewBuZ?Gk$@cWLw47+3+C^UL6M>)q?!KPqdNR?bAT-k1ZE#1I~}xkM4tK9=p#%Z>!x~A8pUS-eo|9pO}uo5y7%(^5drz1vSwK zId`ILYjTHb5e=32_xQ0tztyPg%T()r&~g!p(WibzW1~`|wnUFqWPDIg${UjD64mR3 zg4PJaNzMyRE`uV+7%%pRIC>|8w@%S`YPmA#5fl($b)M2?Ir8qFW-aZo+BjZk)YjyT zN)(f@)^)+qtLg~{>b-GpK3Th(Ls73dy9z;>a1O>gXkoZ1f0gM0&Ni6iN7WL; zUk0@$OASjCV8L~jeO2^Vo-!_QLT3?m@@4>QG~E)p_;q^l5cmJE&a*qzzKvDEF=Lt>LiZZNxvdyO6k$c)+wx zZI-e9>$m8q^kfOEr#ElDlwR#@o2^Hxw`bF(7kY*PtP!Pd+14RAx47}z(5_>)N~{n# z8k`eYRJfX0>t|yzlM2P1d6+`#y6>ZFI&5(TT}3o=_w+%RJ)@V{OZV#0low+R4i+x?8DVv0rgl zqJVzS;-*%Qey-(J3FcYi1^<2dE1NfAmujxjRYmGa%bLPM#XU`jhCvBqLvBUQyv7Rb z8Pb{SWBzO6tI8wa`%m90-{6nRj{@JMk9uI!utyb80~Y++KH5LpeH%YQKSH~N00pF# z;p3|_!qwqZ!n4c^jkDYnWDxsns@J@LaO}z2`O+DjZ>euW&V1q{%5+H1_ywoOS3Z;T z7O(1CU9;R1?5nmRfpOM86;sA1*?Zag>ANJ4l2uwhPS29HtNV%TbsK|qN9WH)F)U%#S0pmc*M%O+J zz6cPGVUhQ?+u==Lgv`*Qp zB|J5@TUifugn9Z-ld~MB6I;&}qN!#iRn9L5LPE9f|ND2@AIZ={oipFV`i*Bi+=<5a zeVgqVsf`IMwAYgf?E_|S8<1}OS{-_$_+_cLi3z+qNNT+lOL`k74PK@7>X%`!>ZKrp zUEqo0SJrLwR%p8rmbB5k$-osR*fGz=HA9Appk%6BVzl_zr$Br%fR6Wlg7)P4n(muIHxiIB4aL#^u2il}Q*)-?|ZomRDso$0f^U$&C zW#Fsf8~v~7J-cN{Z?pN|f%w|~nVt?D@PWik+C#Hm>pQ7ycxT&M9*8+%V4Yx$e`Hv8 zJ+N^MJK+CmsAR))>x{HEkT(V<=CL;hB<9oSky?0TJGgLQmj#s)fid=uH*)ss*nHwI_OD$d zE_uhc2AtU!y^}Wg<3)Y{gahScBlZf%ImIgWLZ~bD4XxLUU^M!tIAvNwQwm#KLQ;;G zS$^Y6w?vZ1Mus$#lnq#^CD;sgH`VR@hP(U$dqcXLTC1`cNd|yGrcKL8u*(8eXH9h2 zOCC!&SK51e)}7W>oc96XjYtU#t4zk+Hyml-?hFMk&}+f2zg)PriY!_QXp%v$W-E?* zs@?02J+f%k5GE1h(|bqGUMLPyEK#|ot7;3$SVC9jBQ%D%%@FYTqp~@GOPiE%vd;BS z+?y9C>W0KZYz7G8hR^84Y|l?4YanK@t>V#fuXg&hAyBUgEk8_1@Ok zgixzROX>4<5LE4lyv~#5N$LNuu2u#vD1Ji z@@L!ylWpe8NAQKh4(l^sw?CuNH&G*6A83Pq&hJ6C*Yq}FTt2W{{YbTtD7C15!MTQ* zWC5rBD_=TxFf9Z5YcU`Dh@a8@g8p3+i3v=S(q)T?qHvrgW5^f)#0pz2(J+7Q7AWa9 zVq@A4iDf#@n*S$6*efvlzbOp-ed!&rQeDd6bviZ&VTtM`I3CDulGf6pcecyoa+ac| zP!5NBywV*R9PL@2x-D#Z$Sf^fc+zc#Rg8Y$a-PK1TDte?f_uTe$lo?4w=($e>0FvG zKhov1lN!$f)kSSLYU?Ttvvw~Sc>jPgZC5rlA?l=lpBRl^i0eL;fAzBT&Ul9JL?Y}J zUmmzYium-8-8T8sZ*JDkC5Qd*Vqg5cA+Kl~i^PNmjHN>V_WSJo%;pr{dgm-2CCS_$?LeEssokRd-Y3tIl6Gw0wC~H5UWm^vrg8R)E*h5fik5Bh zD$Bwt&&v4c=j>CXWgg~5|H}^MC6i|*4{gY-ITF}$M>BqzPEypHqiQw8SFVT-*#P^e zg>A2v)dCq43zCOcB+l$KRVuFhdo#(7$G`b0`&aMY1PXE@8GEBx&eO?S@G7)CV`>x3 za^_N?&)*JoUZD zy*`Z!2o>ooJD3)SUR5T)m4rQyX(d-HSfk@y8q%bpcr6k1q&4+P>c_c zvh2WO2#|5?8V@hbk9)NCzxszJ`IU!)oEWas`uIzYJ} zp-i1_Kiw{j*ARJlCSAw^B0EA_NC$#H!b(WtpFgODu=2;I1=Rbj%Aijjgz*^&psgH* z=@|&ZD7U5Z7%(5UkF-VtAvWM#D9aWGY0nd1pwbmO5rzG>aIYykp@FamzPq*S7A_#G12##P)wP#2&o(z zAG>COWMus>S5IerT)-DBZ!X?ntqIF~VP){^NYj2L*6F zLfnY$%3QOs_0nF`3>yS3wOM@M+-}TNh3sK=43t4J1f#2`rotf)m``-Q7F5y9W&fcXxLW?hXrgXCZH8 zpMB3c_x|IK|GjtL7(KrA)vT&nvwL+{&so*omC==0?tdU0tiDcrOVH|#*H_oUzpg$v zTEQ`UA92fj^W@!J35#iQ;z#P5$KS!QqKxSkAe`j&R+{H-|oA^8!G#8xcIE zeSq)tnCU;ACudRM)l&DHB`{#=I?qQ@A@SvMAxi&Fwf-?bknQvn53G3ydO=wv$Idz7 z(-n55U@iX>g&t==?jV_}E~g|9Ic>30vUQC>!mx8Q`2|s#c-I*L^ptUdUGb}1JNe54 zS<~EeY^E9_BAa`0(uGhCV6b-tiYwa*L}{!!dPqJqSp-Obx3y!E+Ir2%*?Dm5W7#`c z0he`Xz5P(OW_}B=SC0CG7$z^=nop_yDoyk3SNa64o0zZ0I)!vx^m`OLzr+WbZ(dCO z=t5fvj13)c1lM?SitxmFGFrRVVDQjfnS3?@?`S4*a7dfoaZjo{fT%%pFo3UR%h@M9 zsr5pC4QZ4R8Q5&xToaGbgj25KB|$Q6f-l`%I^cB98h+pABE;w-`UIa@I;SIidC1MWui8OV}A;no{F62 zGD!Ul68?uBJUxJ7tnY!c4sQ#`cS$cw9mOtGz>2w>z=a^)yQcktayBm79K|l2EPdzU z#Ti`snUIT^Qb^)Y?<3_~;<8TjQ?6H>C#WuOSA5!F8_5yyx8C^@8ASP_*hLATvGfZF zZDo?%$za^&{dmy-bpdS%%+#jO>M?k2Tzy6%K*G{52oG@fOQ4;{_%?67WBi+zi`LJ7HRqZi#G@dLcJ6j=$l#j)gGT}Q22J$J_uybsiTXb1NBy%MysZrK zF@t20zl|$1Zk&kciMzjPD~YSP4B0DmI3k7kDo)}ZzwPqWtCtSL$JQ6_Ns?tY5=VjS zl~D?l4Q8gP07|l2L~_w{+K~0YW@=$|#GAN1!|}y<(zCy+w?_*YBi;aBSUrJRw=!`H z710Y7$$uffbjXI7Z0SP3A|Yp0G)-IDlJNk7pprVygt^E)BV3KyOR41hgU>$M!48h3 z(q-Q-M*5u|&&m*6-z~_Nfnn{buTX6s$|%6|1s8Ja+;j!gBog;0#09i|5kS|ko6hG2 zi7O7L9hdth?*uxap(BR=Mx_y>Nf3P(u_Y7gbjxQlZnYQOy78;Db0QaHTT@x>m_c2u z-zW$MOJ^-hYqu|*KEpV5MxMSs^!f0B5?-!u^(JtOq_q`vde!1xc7p2RIeRe;Wyh#$ z{0ma=(fm4?V2;6ayf%zWeO}>9*%lkKujuKwq$FrL5COHWf!{a_f(SN${Bz$xD(GS| zYFx}dY4g3_^qP0%{ZeI#aIUlhE8U{wsyE&grznnI%LK)Zx&0joU@>#}QBL zGQopYZs$mP-4jKSSinTzQrR}k^46%s;(F&Z=MucVYpW|0DUHs{u@C?TFZ|awT4~km z+U&WLbp(?DSeEYmSNQSovM~)5e8R+|WD!|t1cWL2|0Rsj-jeDgYnYt>a_m?OjkoBl zV|9()ccZk@BDuLI^4>ZmaQA@9W0T86lj7Wa_`ow>9PQTv_(s2CH(p!H9Z%6^4rV4$ z+?Xv1nj->BBAa~FWI>od)IYzxz0@!MbnHvxlTV)SXxIdLy#I{0_-KF`|ElK60)1`B z^WCEFZ6}GO0Z+9q5n%^(u#W^9fRO8WeCib$Lg*FMx2T5Ev8Zl)xtR^^JGxxzaVXmz zWnRs~ZsvW1>6M}NCe&e(^d{8(XB6Un229~eTSDX5yN3iMl^4kC(9lYljg&6yQK~+4 zwH%M;j@M(46**?u=U1)Yf#P^8R>HUwsVB+SoSn)`wo9=`XT8c|bZY$)>3;Q+vVoF< zXMzyNP`x7-4g4Y%`DbkG1H7D!ZLuE8HaU&@;1sp-*!z>!{>V5fyX1-F#`;hcfL7CV zEWqkFvD;_qUAUH?=&3NnZ~XDIBsbK0WMDw;21%VY)~{fV>>gE_2*IB@ZyHd+ojjlS zki?a7+G(azm6fG9xu=`&`vC zN^^FH#2O`!i668O^|3f-wJ|*iz+#AJZI@J&bTnY|{xR>Zu>j}e4o2eH@d3w+ayvvw-GquC^XR9q1|`wjF9uAGAb5t)fm@4j?%3m;Qa!sL zZQh_gmQ63MwJF&~atggp^$4V;*Fu|H9d)ExN|85&;r@4+C zX_YY(;^5uPr>qv-s)UYL01>h!CL#vGP6`ndzvvu4vVbf5GlytE_5Ann1vL2TGs z6ic+fPiL;7X%JmRdo*9|=zBb2bCoGAeSeuHZ9P9e9q5(!n=#M}$U7&34$9nL&GjzF0u83x|f>3kc(0XtQT_Y4)b1l8`qGqp+>g8atDGVb{neq*CrAHw{sc zuq{wn)|mD>`JS_;WQN3U?AV#ao<07K=IE121n!$YqQ@mixW2wYtx{S;-vgS_CW2o3 zwl5Ldf^Ft|AnzTZIpUgpG($AC`-D0G^M3hr+rVYYmkdH(nxo13-fv84*K!NSzr9#z z8~mNjaB$f|Lx1!LjcnY*{m?-_^!F?${jvUnDN-|VP5BlT?T^PUXJtdH^RjnkWUdL{ zy^c74V2M7Hq8g^TT@#+waF|zOrpb6n?S=^7F0l$op|b_X;Ux`H zwdD(%Ea0tc%>Gnh4n(acy+7i@*S~xJ(7KBWuwuxOkTL+A7 zvE01mpav56LJrHCw%|Qqry?kKx~LX0e)pI82$GQqq$?Q^eOW2na@PhE92<^ODN8X= zEzXV<6%J#N{bHW_^Z%EcRmwWvpLELC&p?OHBuhcaHbA9x>Y=>Yb-@RSLX0QP0H187 zbllVsHkfMre5_02zkv2V~H*xrN^e~omDLf=wjW-uwIqS3a5R9 zyj~RsB$4z-TGTt@@t3ssk0uyUQRhgZEi0)NPS41oO%;<>LOTG>NGAPfMuKmOkZl#q z5}n^4&3INyfhmgXMtn=fD4?N^k*%aU`5!-$9_{gD>*%6j}I?UdEy5JwRK3c6$qZLmlq>j*kJKT$oXe0Y*O=F7lC;m?8{XD(+RpMxX4yO`I7~ zPhj@cCiN9Zh<7&L@sycgr$?>$(rJhMXMW}MgFqnCIITjHZ(43Y};<%bnB&u~8V zEj@FeBfyu4pAI_7yrowY$s#!{t7L)@U%EiHO?0HpQG7WY@g@?JLO+w5R}-gavyxU* zQ+1HD6z8}2-U(Om+>f~cK1);cJ}-A0n_)4mui&_$o;xe(pny&B`--;}tPbmq(3=}r z1+?2yk>0JFw`)(+2N3`wwlSrtfOLV3m({2S&vba*74|_|8x7T{xt6aX zI~{jKgu>0=IZ|tRHvBc*KX?k;K0t>W`xq#-z6=LSn6`zvaE5_hUfQDUXbBKWEXJq0 zWA~K>e2LH$Y);_t=9|R`-DQpDi{;Ql0ohov*dm6?-|Hf#1{2(@|t2Eo7S}==*g5Y5+|HU zEpMu{QPJ%zIBnr70%`+I)O()HT$1!7-;h%92`_F|^L9MN%8XU8b?3!DX$B0jYcj;V zjZ>U46afS*jkBx0W^VdX)aRr!>-EhJfQX64XYUDk18VwnZEAWupTDTj#QhV0+{}%1 z9L^nM9FBmg=kr%njDH9QWYkulvnR;$#Sb7<;-L??;-Q(j zP5(zn@C5m@z~2>}*u@Vbx`?-E??}v@i5PIxc)wS*+puHoHTl+MC z$YtM*?AeG}WqJU=Y{*bJXn*yq1^1G#5nB;EtB^<`KC)2wXQ6C94X)yLgWaC}{dig_ z>n`ZK7i>eXstx;*uL*yk6Jx3bL}wxJw-X6U&ZEad;JDLElsw+ZYvhJ8QB^5T<xi<`8GHk1Cq+IZ;Z==@r|Ogg zDs?#u907HC!jDokY&Th5G@8q-FZ@@jk#3`(!)x*@(AeB$_0h~OvwA(IIFQ(Yh%ey{ z`OIT2Te~lvr^nNdb42R0dcW*9z(6;J&w3 z!xe=n6jdwt$f|#6VVGclym|u&7}{dt2<1=^@o6)?$dNTEDQk*W*(}5ow#hj7ulp;#&Xjh-(@4$nVBCb0@~s> z>0b(SbiVGxTgJ;)AMJ<78==m|*Zs5^X5=?cXZY%Um`>PuD6`wP=@_*%01-~b2>sP| zKsyod>=zxvD$XoikQyD#!h+#J9wGhpG+0jfeWywHX&~N{%;;j|`StteM-FTL&PB%U za1obH<`pMN*VMW+wVI`2LhW|K)pkN_ofSy(%~P1G_31V8h-+JVown7eJO4#1gZ>IG z3+5fT`ClcNpzDu;o25&n?vii3g!BFA0>Ph_6Rz;^q6a zK2hU8)rX;Wtc*3^u%2%ZLtupYBLUYFP?aPiQvdrQtV|ys@S_sg6I;Ar_s=ePfm=uw zZ)JoyFIwLiZl%okMskTK-8c?IxWJyo;%7hO?Be9U%bm-JyMtT)7`pIU*R2h(8^x82#vs4y5D3j2@vh_!a+DCC( zGD7UkTArzdp5`+Bm09MK1DSO6?fC3wn7G8i^99zE$G`R@63H{aJk?b@2=gM|m@WV% zZ)RF{D-X#Zs z!)#NBP?7ntVjy4(CNMLb)@^Cnk7|If4N=PVYept8YvLzW@z0s0BD76t*`N8JqALRM zg>w+?QLA3WC*-wQy<{7zxElJGp)G)R8y&MUVL;Y|hQb1J{ER`dc0zIyYTqoQds?}d zs(vZ^uNlUF=+%bmMctG;NHlGeoCYKXCK(S#rXN3uOa3^}O&Q*AgrP`CI?(m9N2QCv z+ysX_<%ZETb!&`BXLbK-c&ZtIewax{FSy|;{%f#UoQl5EGB#B)Kq0F)q48YETy%mI z$8qX+RmLG6_S|tl``P}HHW)J&e6Jj?>aU#H?G0s^6qF-ZWdv0OWuJp#0oIu|J!)oX z8EV@W)p+Hk18uK36<$dJwD5-e4V#{`p7n-lH*1jb+c63> z3N)$+?=uVOcL{H-KS)unbOOpJL^*T3kuKb4QX9P8Io$|BY~5-b`rUa!W7M#57&D`G zK5T^d?W!^;vASHtzJ{kiHfpWn)JrltcM961W09TSI1dURL{^R)#=q5|nOidu?Hv34 zZ}W~`&=DnQpx#k-N=Os{eKg=#>Y7qJ%u?To=h9N2WgtLj@{;~1cIqobCT*$T-2Eku zu=h{s&Nn0!BAPp%&AC6!O}=KbPAB8pe1_#9e?$BkF~A(JlfL~0*XJ!32C~ne18h#V zHyXPt`6A(!XQrKSUm4>%>V9^fwZvj%f=8JMcp+%d>_@qWf)dZy|oIDgl-#Z1a9zEMKR(F(n)1)>wTIa^DKM{pVZ=U{|se~!b&hb`s;VgiA zo1#SNyLXeBqQyLPL|i?QxMHKN+@$>*N22W6MMXd6=F6-Im(9NJD_ zi;VqxtH`k~4-G@KR(AX!w_jLjj%m9+{p-u#++dI7%{kKq#FCwnVm|-R0r-a+ZL%lY zAGP*9N2T@4*ma;5%wZEXVh8q;9&=@ap5Hbd`p@yjN_pxr^@yCKsX~6 za>_IA6R6dvOplDpDfHU>R)DGQF2gr@#M%5r04O)UXz6$WLoA+|l9nIdKZG6uU6H2a zZRWHNdtN(Fh+ZKGr>qY|ZS9O_??^hoA3S2?tn2dlXzMeR^jM$b72eV(tl84_ymgu2 zOz(V`E{r+`tf}$@?woPcbs?)n;L7$%F!7Dhj8`_%)&EKRbZohq&98?_kS%Qj|nQ$im*{Sj_^ zpSn3_H~i;JD*voqkZ(b9fGTmV9e7~t ztGK$?q1Br;rgAx6mvdPnzFK%$!gaVD|A})b!%BoaxhlcLuT)jOP(}7XAf^kT_E6gm_XoKxh%pUC7lU z@M#t3G7BFgB*_m)vKN5~u1QDP<4wsNYSX6REmN)@`eAU(DMs~r_8cK; z7vCH%M3;asLOPQeviX82NP0t_LQ9UY7RoMG7Z!;2R_5bS{@xWeW^#Y|G^HPynp?X8S_7X(h+ET%A7lmgEAJcpu`$OQ&2t zMWk8~T#-z9%SRP|pQCRbG(>8qv4V?f8(|Gq0N0Tfv9oc3L|q_x|B|}f-#ji2y}y!eH@JSZ>a}dy}c}vooff819QO)cql}_RuwY<5{ z6U#M5q`c#8>v&9}yfY=_B)h|~za*5_ly8sg$RPhG(Ib@5(9eR4ZySyApF#S+r2mnO zXOQ1x`M-h5M9(Br_QdogXs49PNPL;|ej!2+T*12%NPOyb7?f7dij)*&^p#oofvNApaeS`Ty>fxh0A6vA6hb=@iQJ0Mce+5-jBF3zxkK6z^E0dpiueDZPuwkD%H z&w|u%k7I6A+T3_8>em>`xN*QPtKela+5PYvPop3{*00)st_x;b6WGn5#YDPfQW9Ws zSIW2LM?kF8euCLir{n-yo(A!P>J<1^vc^cZMDCs zl9oqfEgO8HpwqU0pzIl05VTjgE;P-g&gRi@$G1p0EB|cdUX0{4P`I`u)^_KxaQj22 zaaR&IdVapepQmJO@}9?XZ1S2XtrVEpqbW-n^;Pt$i`*>sht$VBT7){gL>*;YI!|6- zRAO8CUn^3!>h$#WOcc_T6iyVHU3|PwLxO(HLnFEm`+p3;Um7;$!Y7_(cM5EQmEMdx zOYm6LGqNQspv6|D*_V-5r9M6EL=2>lT47f$IvUl5%pY-8srMW@Y2LmZY@>COPVkej zAssj3<4u{r?~Qw z1iYfw?NX zbnJ+-)j1YFn3V?W((Cc=-<_`ye|uN|)wvQabEW_YRQ$=B!<2P!ekNBE{P%~EylC9- z4X1@SeFb)HFZ&$M+wwNmjkI|^0@S0QKY2SMMi!IwoxalYg*YWi|7bdO9Y!}2QQm-G z3M=~=w&9cz7hH8xl%_K#CRPm=xO#|E9Kl&9n|a-5OdHS9 zB2S|6u1L?lXx=5@BzN@wfpK-l$gyRdiG^5i&nNcW3g+-|Lv6an z3COR+^)yo2#Je<7G|(Pz0Ok?h_$U+xYGW*D$46trXb0;5$VOs@X`ygPJJ70f-BZb! z;8}4P3e^D7o5xL*O((@mR7xjBdo{G8a-C?BPD&1d^3K$Q;g!f96?P1pW4Z<8T^xRs z5SfqCC)-Pamtr{U3`XhMO1im zM79$Wi&7B3E&P8X%vW@^P$W@*+pV-+;V59C`9?jyPifmh zU0vSn^g%DIV0o=pz#W&a3PX7d-as!NVW%zZD@W9@G4dvQdIeXE zG0NjA*iq!1dd%`@Lq^kb)Lc+YYpfrnI*b)Mm#yQDy58#0DY4`?`W3a1g0e#u~p zqo^A1sno_p==#q>d!I0-@k)02KHthyVJG;2$2N_s^rG7_ zy?*rVEa1Aq1)b$r9+f6ohskzqxGprX{ZW%L<|?KwZ?U?s)0WF7@YA&WT5WMggK+1I z`52%1D4(ZVzBKZc>CXph16Nyb$L$=I&%i`;z4&Tb?Q?*ESSjxuV;#TC-O`~BG#xuovU_3B`TO*S5sn8_d6jV&!?o0C7S|SEZv$0@~2TI)B5-Bfm>Vig?n2ue3qY zhJ%oYfEvXDqY2};A_EJJD(n+f8lM=+PppzeQnZ_ZjiJd*Fj|i;2a(8{=y12}dAY>a zjn|Hs-x0P-GK$4D2;H49yk)!R{H)DYg)hBo`p~}flC_ihahF|f+3v&RDq`a{FmT%R z=|gD57l%d#l{)t$t>}AX9rf{da@niOdW#Ohp6KBGs|9hc&E85Vk z?j0AMcHs6wxd(AVS=YJaEzp()5-2sD`*CqjNATE@*V96`VtB?7YO5MHlwuTn`F7bs zSd4$Vg*;r-jS&vC@T4b~f~U_mW03Lm5IMp=PS@y!647JJK{6vVZlQuMq@*%Fu-pAn zbZ1eJdSYqh`1?qXq_GWv8p5Qm^^xGVsEbMj>D5G?3~x$so!vJEoVs zVknMnQX#2E7mG9Wt7pV?xdjP72fXlOGR*DoYivfBSNM$5E0TYWzBwFKG)(6^rC+}; zvPE!7Ia_TZ4P5gw~9~A$s(GAWgLCxjRx-$#dJ9=FUs!EMup14+0Fv1qJYUV=jf;#1e!QkK`cfqTsL68~9_q zfrhn&3%Y&HA$aCT?u)G-RFzO-R`l@vdMthN>-8&h>)+GE<$qVu^(Ho{>+Gi|BFd7kBOL3PqJn?kq_}!EF>#D_~Gu8D^2>^U| z=C)yTdRTR{x1&lVC^q`zl+)n40LON}&P-f({e5J>DtOSkiSuLXU{^4242Y#<}G zd0@K&mU4)6lw;$2HdO^mmkT!Y3^}4&=pw@1#;BM^n9Zwv$upEx#2UF~6b%d6aI7)` z>)$iy3cnXv{@muOWDw~0Glddrfd0w^P*wb}at!vm2@BRIV?Z$3Yv&Se-m$J2!fYJl zb>k52DPf6jhp^;)t9L!JW0xP$H9b&l6JFIEe+fPp0~j`N@NO{S2nq5+)$RkGS>C$yy{KT_*;-&Z8KRl}c;DHv>m1R(+*eMh;mTaS>5{ zM;))UjD4CTwjAi)G$60iyIEb(hJLq~?`Xq~u)E1tlVrOPipj-JMyFcQvzv#W+hXRr zG}Ag&E$2S^Z5F@YwkvS~zI!5YI&pm!WvIi6969Gqco~fn6tc6%qY*ZA2#V}KQK9^5 z$CI$icBdKpH#86pZL2W!*>NTeRbT{d*?ma7uxnt0)UG~dX<%>D2#LMd%%f%&3jQcg zH=#%)7d!j28O{D}R3F+LB7IU=K{EN&*D`SoGc2;)*UUmd&_@9}Gey~=5Vd%uZgRz( z7d0EfSZi3R0h6}yqus9cD9ARPrQUS3D_DM|wfkm8e*?{lpeyMhL}n%MoDapR-{AsH z*`|*DvG+i*cG3giA-?Q)&-BdIQj$l|q(;9PZ}>O2MAOAfb!oF4q9>*itBN)L>CZhi z;BCN5bw%07{zrnfOVJ*5q)XhbO{$3`Tg<;!dH4RsH`2_Vz32T)IOEh<)4LMWh@wX8 z#a7f+fkJBMi492a>Y3LVzYauTx{-Qs;OYFX!r<5lc+?nrx^MWop=26ZzHlcJ%Q$$Y z+rUTH7RcH{B5JP=aj7(t%#OX5%ut@^j|0FpN6Hvo8gB}2ciF;pT4uvGEX%~gz9dy! z-xq;3V;e3Tg^SFA^Td%rw_}?l$)k@0k?jh0=Cp3{DdN$2|30{kPQgIqPs*>Z7 z!P5Q=|H39rUf-SKX~G4?bkf0d%CMOa+kYKkeUURKIk_WjSNXx}@IEErF1j#M;W4Sz zk?JwIRda*0sC*;-{E$W?oYD1|a%?&EGIT;?Q){sI(Ihf*y|qsIS1-eeM5%+^COH}1ZK$}JVVA~>CQ0?-BGX(0m%Q;e z!PeG%5`6Bnz0AGk)XXVRq*e8%?$<>k$}Qp1>IUI$Q}rmQd%doD+d}F9^;rvoUO#eu zv~t0%%J0^BvTzf5OSMFy-DV}4guYa%P|D~hQt={@CWNuQg)Hqgfd`~sCO5y$`x+-^k`eI5O1{~uT+vP* zPwD!+gVgF9kuks=2*f?b)as?3Ct5YH-Dgw3n&@EXniED?%$nuB5$2k8KMJsDJ)u_< z!|Fn{WlkLaXa)UfCfeer=iJK^={C5^pIS?Z+>2J%T(jMz!yD*E*v=I#<}r+3GK(S0 zhl}zh9>dpsbFA9^kSqBDxI@UiNBdX~lOAC~STwJk=AT2+?TLm{YFIQokd?KI6{H%Z=9 zMOOoT<9kydNm|L$?Y064N~E5jV`Y|w1(dW-dm< zcIPs#ucw3n z2fBN5pz(;6qmFev?VjkUNm!3{x~bP*dtukT`5FLEL7Mx*?nt6Zo!tt$-kNIdc70Ro z{-)HCLY^kf5xyVm!e_sK_icPAvZ0ZVB}L?2%fe9wD>)JK@d|sJ&&sn0qp# z;~8L)R6vlT@laV@cu?3_T6my8x_rTtMpH`I6<|yF$;!9a^0x{qPE&o{pFma|Uh#`2 z#nj)x%R#Sx#FJXQIWTi(a8RjLGF967=90;SmD;bZkMy(_pZfFLFVG={=+dUT87tq4 zE9dt&e2XW25p(!(pR$9*L}z!J025~+uBxL5^hi$9CktYrHX@=poAkh?%CULA(OGl5 zg9IQ5+|19E;UVZ-b4mRkYs13DT-$1ewKK;@xU&JBmeB~38225SU7dB)=+xG;pkG-# znK^SlxNUNLSmt`NT6QmKqB;;{67xdok9>K@{0;=aCA^=N@o7k@A>*k6P|S21UY;5; zD1a>uC{XttMLA;^Las0e3(HffWeY2!Wo7v0%V(>VgRsrU6n35X_Ru19C0%jk()~9N zh7}wK6#}$7{VY)Nz@%YIa!lV z$Mbf1FGSlNwbcOfr+WiRzAg08HhvRQpU&IQa1(jd{6G_FQEb>}9XnItq@N}wu&C0~ zxbLmgbl7j)OY^LWt=awIFaWk!3&R4NZ?|74IeR8QFX*RPGIHkf@sE~XobCKrS>DR_jo{`qGY61Jnh~y zny}NPR@HJh{4@M$WC@RoeWt9iRpIVgNP};B{j=F7?;&#S2w$Su2^0D>*)8=ug=WGv2v8=;bK8kfukY8}8X}PPz?&Du4 z96Q0x*-PA{Fq@RNybsrpD}mv}pVdU1bS8Lauy8w}aD?=NTDoSWQSZa;4N~7<$t)Z~ z@*m@VW)NJ;`+7ObWxamv<&$Hiz+NoVgD6_Gg&ZkYm>vOfQ&Jy8HQM^8zm{rmnW=6~ zB;T3xx=^;z8o9ev^@j_UFqql0tK-zfmJ_1&XW@owx#1R*c!X7y%XxVYvpT`>dqo8j@aP~vr zpn`%qN<%LcID4b?{~fxbSWy}}r>^`uYQf$Z%qoJ1A5Fqqy!U0SaQ^2NRIFgM8x`MHD{WJU)Rt{e#0Cu+s{7_6028Pu#*~` zV5sL!mADF;uk32N0TG_d1K-)KO-2Y+FN8f@($LE;)~i?Tldq{@_tGf6T;H`Iq>KPB zN>Y?EVLJjVTfs3g6{Q3Rh0~KLE1;Gl#hR>)=;boYajEND!H5(y_sGm;B#!{*GBxbs za-@u(APRkLwrfRw?QNk&*KsGUYE5f#yPsx?OoEZ(=Ravk3;%{6z2b}#9qF4^9#vNw z6IASHD(OK(QYIZqgprkFc)+zy2~{JQId6$d7#7_9(thJRCo>Bb+Qaw{3Y;R9Vm1sU4Ex(d{ zJ{mVx>F9r;_Va}H(%Jt;GkSZ%=69;0rrYD&UVCSR_tmjSIANOB^FU2POX(rkP-)ey z<8_3#aoNG%Na+r=XW~g{P;IkcS7tx$?0CicT4>0V(v`;9?Ogo#)+%mgpQAdXu{v#) zaqXxhW!aY0x0TVf-2J8)+{2QsQPG*5QAr#Gb(d>4cjd*VK@#lExta*g0~E%2h)k6I zFjwT$jBS~bu~x+%FECLh+r8u;x4m(RD{etwd8NVd=(unxO9A3{WlMZAvWyie+aJ?7 zacN~8wSPj6F>DB>p6D64Y3@8UK44QfZ@DJ#(@1@2&sHQEx!UdAk~3}saZd($Uc{^} zs;yIFr$8WE6-$;ZkJmcrB1_3jF^}rVPIMah5BWBVOieOKfYZkZ_BjfO<`Cb*-ihjp zS~Gur^CvIz>U-0+DzwEuAXjW?lO`)+$55l90w9H2YY>mP3n$xxo7SX$&sOe@_Nz2 z3HLRE%3e(wyg8*5x>ee3OYTN@Q_6LQ3;Gj9eZ?&Ra#y*2&lJ+3@ zs%z@%P9Sz%iW$RAQl>3dKmS73JnIoiEb{W0$cbxv^FWt`{{Yk0?d$Ry*5yM|!(^Fn zvi}|jT;4|2?x5G|DEnlFm~WA|opgv#Pw@+;iuVUW`so*P-Q{?oEeBm36e-M!1nq zXC}CPSVXM6Nkkq)2dka%A36@x5;ldVG@pSf9qE>(s#DuVds{g8Q@@ru=%)G89?gKf)R&#RWCOx(8<3zM;kZY%=Q zl)D4r(3efwIMl5vn~UHl?^DcIvGIyp=FJ$7_FnO(W#)nQp^q22sVg}<2QMuzxR(PJ z;0ZTw+EB1%%Jh7fYMQ5wy!5J^Jz>-#gry?C5pr$+T}8wZi(djWffkBG%3-Umra7qEex#=A%?SrBv(!i%OmO zodDZ9C@2K)G$8*FlEz6jASTLWH~zGmHdbXkdU!Zo#d^Urb^>yLeg3jis5)=&C%PTk z`MY!LE&hJNek6nN-BWP`>`DUHhz1hh)b7XLx&+;6!`m4ax~5?@6eaSV!dAdV;~}MU zvXJzhfB)xSq9Ie!{W1j#UD5i{)OJKHF!;e?!cy6z_@d0`f(ATxl%0n~7p6Nf2IP04 zQ5j^#{8z|ZiTyqOAGSdK+x=Ku;s&fY&5<7OLVtT;{9u%uzWrs{?{rT3J|pTGi!`1h zGzhB-x|MGT9kZxnE%b6NL;!DuzGS@1AkQGnc+dTd6!gnoCg1Iq|IhG_Zs>!A zlv|nxtmh=>e9%7v?(WTehzFMBrRE1z)9`9Uq(?Llr>}10p3wsRHr)@_IUi|!**FQx zZppG`x`D>AE^VyM$HDS;J-Tu{ZP~CgYWAlNQ~Jp?$*)5W8xE=^(!3G3%rN+7`SMQ&Z*ylJj4xG*Pn6}UGh`y=houO8h591}6KJ^_@s2Bx5Xyn>G zy|+Upapq$2eW(%j-|C0iA~Rqy5Z!+!ZVW%6!JRe@#W z==gq`EzT`C16bR8;(ZHps~R0t3-ARjxY>yQ!_159s`PQyvEAabnh-;lq8?qj7wpu? zyzk+(*k9+oZ7qZzsx7kR=yaFq6%V~fogfxrRuSJiyb%~-Rs=~|_*`mO`8e;7gO{or zUGBhs#;Gd&Mnl*wr~gBIzjd_TmfLZY_gHd&`0MOaYhj~tFnzTx?cIF8Wk1oDlOJ{2 z$>-zEd;WsD*JNI1Sq)l&+cKafk_O_)Cu4((!|n`4pBIwF%fZ@3AMX2to|ws>iu-LI z_V@Z-wj@Jc2Y>koUk8h7#RP3pboWe$ogo8rh!so&$ciih@nO2b$KDKY4==8_TxqYY z`=y0ltYpMd(!}Y+RZ%M4RiMk?2Kldxw=(Xyhie&0g`;6N?fqUMFE4SKiHthx?~@y7 zF4fhVWhyf-KM@Dl#x#_4kJ26y#T7Udjl~J~QOxw$$4PMU3hfp6r4RlE^aSF-JL}L8 zhAR5$*@~PcB<=-o5AVaTttbimebH1=#_d3fzY6X!P1MY;uAkuIVSJ%OWp*=^aHg9(ppT#GJk*zS$faUd0N_Mt-BdloGf8 zZSa&5+a(sM8BtV4+o$!hhpx@&ST(LK)_>O~Y@-qx)u)Zmb8!12eeZ#dY0g#}| zGenn8amT55mA>h>e3@=|WrczGv-(ZEx48`8YyO!Z+NrZx^Ur*+a_cd&h7#jYE5M)^hq;00T}K{?0bx zvohHSbF62Ao($oX@&@tr+?c!q3lsa^ybbBlvuxQ16D)p$o=9OR^)SIAHFHs6ewwtY z(0edq_Nu~bQw>`U)2o8J{nq8=q^FCG*oNO@EqstTeIf!|{+e3tx&0;*wcVH=Fu zw?ouVEFu4(fJE0($XTrHg8>#levh>9S!@8O&>6zGAHPc6Y3%gvcNPzQtW~@oknmZ! ztcQL@b?FuI;!$b>3sO$lmyg*pqmzjzV062;wMr{CiXTe)OkkTr-rw@hD=ZJ@2ajGU z_a2*9edS_jj;)ccs7S6(Z^;Wcf(sT+I21!R<26mg1?byD)%ZRpCrGegW|iPKNPc~< z>gbLSpLoRXmTZT-Qi%~sqrLf!REVVLMDr@tWscaEk&yY>-N2+wO~qmZGiGT**QQzy zPZ~cg52aTgT&?s`iZV+P`uQ0wcm;S^minR}$t3}Z@tu8H_mV?6Lu>juHsx|jGWe{G z18vedw*YeTGB6)+(rn;(>y@<*JBZBxb^d+WW-LvLs%CewRAeg6_OKa6RpWKj;t8cnM-KVI`9)c);(eh`!YtpVK{W)N`7qW9( z9DGOrBM6e_(l{#05EJMif`YRBUm&2_N5_5}9NyQo4tvNQ;MrFWokSq+YSo`} zMu9}=t}*I^{BfA(=eQ=WnrdJWCE zlf!1dBf|^}u6c53&9LQ~DQ(QH2Ao#ytEobPlEw}?EM{b(IZIPLoRHIcis7#qD?*!& z5~qz6F3XtBR)|&dai@(!h}8R-TilcYK{R#zIw75fYhvLOcp=iLk1}B;tSK*%&jBN{^tI$ zq&1JDr;zu)q^@rN&qlEl*k91ItiJv;IQiagzCOMqg5vQat*J$nvldPhytvK&;d%8% z=erylU+cQ_#%)JrX^z-;v2ff1?ccV<3d21xy(HHW3#!Xj&9P*+zFP4*u@nZU)M$=0 zAe!U0RoT)z?1#M5Pk!jCla)|KZN=vnsF_-Vsr_wQ@$^SDt`!xm>27P5bFltLEM;3W z#r)ui0bj5A8oh^l(Z-RN_-i3eQnFy)i+2~MTO32r|L)KI<7)rU=8fx;o!<_3Zo!pl zDij(b1SGqXk_*q_MR$n(XRAz+_)SX**h@UCTs(Q@->aJc{qKMFk&X9-X*K#ALX)V^ zU$Muue^s^%R<)(n#Y zLKNFm?%Wa?Cf!$%dc&8Z<#XjxYK|kc+%23PxqWL)XWyz!m901XN@hHE-m2 zjs%v&t;HrCS<;CM^m(77MP`BJqy;r@>lF^NW%~cQY!pgtJ^S7~5oj?rR#lU%`Ue1dT;{NB|WKZXXssQ-E=u_EE;2i}|Jj~W8;e&pWtx-f@ zQEsJ&x{fF-heTk#(qwC+my@>zWK)5|dj2+ckg~Ap`voZO{RaD|O)e78RSSRo0gjl? zk@VQbWZpIUT0xw-0N1}8Zd{m=4la)f?ncueH<9+oxmZi{^G22`5>a|3_r*VVilQ#_ zUrGv4q~zDl0&{$X?P3&F@&(tnNilN!a|D~M@1o?MqzlL>l9@RhfY~ezcGe zbiRtLj3wa#4bP)Jj@NTy@OcwMIOI! zNnu()&WhSq?Q7s%-?!KKn0D=j6$jcd;R)=B-sP|dEYXsfd?karyKhz*IKJ1J{MAc& zH)j>)=~qvhL^5XjLwhXYtG13{JFgEE>5j`sctI|m zy!`_b$1*+sUxRFP9)?0}@Bl!WRP|AZB_KyJorp8)@Qpv2R+>Bi^4gmeRM1PqIO>7r z(auc-@RfHTVLb<Bnz{N>~#=vX+)b#8f?@p<{GesV;(=rkb1iy+6d&2D*#V$zX?S;8L2l{%^BmKUil(B1f>{1`LjnxVkuR>8xNsU;N5#uT*<}9DX|L zAMvlDufGT^veukf{zEvvTomWVoVyrpbE9(?0N|ykx$0Gi1>!O<`CHXSXgouh zhU?av7ZbEAms;+SI-{)mHKA$?GC5d5MNOWKTxIokbZn9b%1(xqj!V|##j}bxOOTLD z>Eqtlc#a^Pi^PZWdat_m41ZOB>?qm>Z>@mKf#YQ}!KD@dCzttR^3b-~a>}wV+9_DT z+!9L}OjzQusgtfcXq0k!dBCwN(*Gv90J?1`&(nk#L30*l13NSJ8Go)eS~N8@HFVm5 zHNPIbp!u6$(YqAj3N|~GJOOhVjDuI!^p^>k7keGw$A7HaSC>}=ojy+(MW&qnqJkS{ z+dAOUG&dJD{aIS#5m8CXa8XuF2~-7muyz=SqN>K1J4hSTe!8Sxj@}rpi5`dx@mf*a zFl=rll=5C? zL#w=9qe+#p%G;ERAB3ZeJCutOwTlW)W&wEA@u=>pG#3XgrVg)Ne>z?#%Q(>Md^7*1 zFwuM0?59!m`+e%x zym4wfRUo7;idWZU5^Gp<;CfgVx@)igaR|k6)#EZ4#NxA>nK9Krx2Tn|>=-bzM*7l<2bZwyJ7 zTks=kfBZGh2)g-0l#vrIoMDl$N|{NtV$)UiaffMRjOy@mqy-3nmZk6G(LpQV!sDuE znpRL|)2Fb}|MSwiVF;p9XBYGb?_J?7VaG@$z`T?}f{m8dxaId4;#({7`oo_ z&&gqp(%vh3)MPMlji+pRSCxJF&|3r6!+2p!=eY8;-{fWj zFkAH(cAKq?_XTFs`r3vY$kvip-dNTXlrW#pdDRQ@Hh4Ma5IJ9 zF~YZTOjV4QhM#qZhqI+?(~=D*w`QHry@jG{{TpB$h4~tvmn}ijRK$w)^BA_HdJin4 zm57f1LDT?7SOvfXeHSh`-2+PaCpe7nWhhuIetyCY2A*yU5lE@8yft(@&)wSJMSc)$ zXXS#B`E-$`=zg9BXI*{*FB+n%bTsUCgvp&67_h(>o{-^wiY_c&y~a&yb>jw9OO~`M zvKw+19yG5+V`s|s1C|hfUp@?$aoBCJ+UsP1B;6dP&_-=5zTOHO!nfbQt3vY7j4qol zuhRAb-XZz$m6mvY_|z-dx#ytW0jZ*^LzRqLQ`aPXPG?0H9=v9>3zhgypCj1musi~< zxYY>EEPlXkMmMDF)oAvYqJrD4(d*f)QRxc1&dTxX7^57{g6HH~R&S@f^190Xp!Vmt zr0_@1@D2pCk4!DwxmaJi_o!jQu+vFFz&(IwmDvJL5mSWk+DaCv&`|U1{Goi!{Vw*= z9fCK44NkwB1Ak2P(pbGSs4$J`_sj5bIeX>i;;*cy{EOgymX0PXE$tsuRHB z?V=oMSbN^)21&oAzE)?sd{=W$a;)7@(n^(H2RF1Ix0XMv zWL`3~0(5zo9;+w8E;$}fbxuyUquHtm?^}p_wO|*qljh>7Th83S`QWBC%zeY<^YGZo zJ>%t|nI0FGlqFX>rXBOL)usx*Z6G}0&wCP~Uv{8JoD$z|qhR8+`-sKo@%QJ5E}7gRr6fyB42Ya7FSH&P zcYa|VE8ba8s&^PY?%^N0I&z72W6-hYvyf2!&kG7QNlqR7yVXf?)ses6QVghF7}I(R zokt5Ew#PM(KRv76Qm4iXS2YPI?hEx69A~WGQ9c{mWq`@qSM#~gzryb?Dag$l_&bJt z@=mRV5l{(x;Iw1Huhb$vI1D#+SxSa7(e(e|xTzYIgWKJWZ4&L%W#MP2E&PiM zI0zK_As<)LxgBucG|M@YT03fuTuyTV&CuVakE1{FRSv@E>MnpN7jWK=H*@q%*}brg zZi8z7;$pR-hUzy@r;e6{HLc@O{7PY4dNWdC7M=NxfBO=!FD_&0xA36!yM>-v7sO51 zAB1vZ+*lu~4Qce%ifNQ*&%8U}ssO)jeP31++;j-g+o2HL3Y9_Uj+d~Nl%4K4nyqPM zYWI;)m=LhN2<(u~Rn@ux0=l8O%0Z_xqc!tC@-Ple-Dy$_)(x$8%rC1w^|TJE4?65? zr8d_@ZJjQ&j*YI?K*#A7G7Ro@_fJTp8EPmJ14ejaKSy~NP}h#m<8& zVOcHCldpDhM%}F~jeeeC4w0(WzPGOl_N%XXw@wVlAa{Kb> zIlBq~yz3KF0zSQqsj2qz6X}={Xz3FBfS?oLy86||+&Jw}(Rn34?k&!lR_~OynUmrL(Vy44_#o_Y}MG?8?tB8)^b^TQUHIiwg+y@xh&+K zDab7Hi=sKz+HbhhAG1a<1jJlsb5BZnNlr-3l8VeeXd*alpq(F6#B%n^{Ms61Oe<cFU>J4z{6Wf!*#j}6TN{FQy0;nsICXGXWjXU6MYzfOPdhH|Xj{=E%3^^|%g zMGPKVB{0D^SqGDukelo~= z_hqCYKLq28u(@eQ5Q<1>W^Ty!$uk!g%8i9*CMJ-G@VJ4M4v$ujs@e7zSL>lgK8yE@ z0h*2P?OBB4=z|K;29vckBdBCAw!dnYH!@OlRyisq&M8o4OevBJH6?%6q{wmVO?)%B zJDvE7N;grsEU1wI2Y_&D#{X2zYNd%UD3sW@t@e(~n~G23SY*7U{M|jtuGW?(<2@)} z0dsrFbsZm=gq^@Jxywo}-Ni8aWEs94^D$+zuz4hY%A2oCzC#AOD{feEDAsGT#eHDiLFd;ty&wQI$cN&eX@EG64~VraqSD9u{i_hvYIo zCgY}FDeDbleI_LiozRP99(3U-Ib(Lbnz{(J$6T|w#7cR z>BzmMATG7)7sApfhHHj{oPrV4RS7l3PZ&#i&J?JuEeQq`fmOP?G`{SeV_qBjaq4cb zfRfvu$G@lQ?&P6jvsrGf50MWQTNTim)hU_LFF>O6!KrSEmsyhBhM$NU13jN)m-Mpr{ko%%=V-g@cEwQfN)4kJ4X|l_K*qnDy1gS zHZA3`{J9iqGK6!)V0#<&CtG9@u>|{Lm7v{g zu_QlAk4bNZi%#{+QnS6&2o?YTCSR{I6Hgc>Dm;`sp^~@EC@8?<0WAzhQne{RPORo( z4q|e>T4l)kcpF0V_Gx^gi&6OM>z?Z%o&>%Dx3LVz$8m+&iH1DEDX~UCNQ+7SrwMMy z$H9s`;lVCqKSS`FC9($vty0meUyW~@!)+m-%Ns9oFK{8xd|xJ__t-U69?Uzwnp8z}h8fUwiz&b*6sy(tJa!~DpS+U$Z+&i4gF~5N7 zlSg}0Mb{0OiyY?CKDY(&+;W%f5V>I9bF_0Xemvq#aXe*rVMh>17h&Ohi0+cZu*vs~ z4~;pT+7H_g3p2bsyd~}_+bIXeudIjOp30rdE&UpVh6}meI47&Z98ZOYc75C@w!BWq zr-q>2&>+~ZpSR|24b0T;p8J&BpmQ0TQE}OEzu`*^Lpf>dhXN^3=8*)P=GqzT9~9FHiY=4-Zb@SkX>N_q6*7EDO#c+C=i0J7CiO)* zojhd;%{)M>CZe_ph5IpW1(th`D*lrqqVoPhE`>nLAK^^s9`}?CZ809hnznaxH_lxA z$=59Z{bJA|EGfvx^1HM+-N~X zXG>$0bOSPJ=zRSOX%vV14>gRa3;HMi>PbN6R3})z2^Op6BL^Rd4sy!-C&%m_JnXac zB8z|=WFC#$YqCgDsVS+AYWFLVE#)h;nfp3q-Q(})wn#ZpE_>oYa41zz=&J838LQrF zNko$%b4#WrUq!KWn3$?{3GZc;Ss-ImX&!U}C@ID!z2kB!!X+PE9%xQFba@I#;n!V- zU0`*o9$U^i<>Wye`?G#cR|2eY2~B=nyPkg3qV2h+xxu8@ku!i|*H7GB-{P}4qfR80wDzrH*C!$nd^B!(%s+Qg-xdq)vW4(1=b|E zd`$`WeEM-NsquVS0ZVFiJPrabRwKGxexN(BT}zQcc!9-+mf^=tTi$14no`T-d0-o< z6w%NJ9j^=H_T~ztDYf=Iltk(JAPNsabS7Qh!j+4qe$&1c z`8xga0PhN8>hD|NjV=aURv4II9~h+Fz+10gM}8ZMy^bx|Q2?;3qOa8o#|DvuZgD^a zfJqT^JO1&q0pV_Y@BhSND>m5`mR^J$XFPgZ=}MhrzPFm1>>A1W+?4|FD(ZK8Vi%dp zIe1bHx$C;Efml4+AqD&%g8-a|@iQCsOM@qaYLi`4`TJ|+wXItaAeCt1eC1NOo$;7q z>kE;JggtFNg+rasUGhvP8m@%)()joEAAV%-D&uwit%>so0=vGu#R)LIwHp*tFsPTF znl6&}k@E?;67oss_eoDM{M(|?a#po&$Rs5$CY~Ywj4m=>hnDg4JPIFtuPw@vUYJ^Y z>$vamrWsq{RYrm!ur8Q6A2P3rGPYy#P3ZPVgGf+Ak??y^sz)?-EH(>mwCwiTz%v*= zftH+{TygL`USo=fPn6H#LB3D6Z{YjD!YdM|HzJ;@v0uC5`RQ#GVijBqQ$hXmeag23 zY4QAQA{=f)p3Jh$>KN^+Si7Ib67{wo2k!aa%w%)eErwdt0_<#`DFI3HomYhDuJ-qjpfwO+RmQ|7=@E?xmcrBSk zcm8EONfxckdY4)B(`?k5XE$7p00B89LR&gifS$h}p zXJ$S~-Q_LukIL{GH-@qa`XeNX8Lb`u&6~*D*ydND(oYNBoPQ5tY)%;cpPS}wH! zW~*UpH{pBV++)WyHTEP-{kIa^H1E9WQbBZgcVNvtK>RIU!jmv-`x~N8vXF~+dhIQ} z8;IWJp`B)$JXCe1vpLBETdz<*fMXD+VSPMW~CN4abS_2NqzKhn=YVLL|gcnaR{ zE1BO{?+v%f?!!D9wT4T!q)@kMoivc|)RDSwmHsLe?9dO7{p^=4ZuvtmZsn6JjP_k7 zffB~6oMK!ZjFgo{T6Vyy4oMbytyZfi-MkP>2XY4Y1I5W+y2`*vv@CO=t)P_{e`qFvXJ_7L6Xf=TDmNfKrghp(gM43Q}|oL zpgkYMHxcYY3G6M*zV()~I9y0*p+3!&ri%8L!6#J&`3ivH&#-n8eGYNSG{5ij85SOE z^xt%RPU`(FfFIkGHU^!p&CiK`C-0yC=VpE1NB->Xd@onGO=TsfYj|#>1HMcB9)3#((!`i(B?!8pSF7#C)R2v>1qDtlN zVeYSXt5tQ!IwSu7Q6`I6qR6a-%{mQU#>Gqvb++Pu5+=lJ(5w=?MhrS&y~cdeKnt}6>Par^zPQcLEg)@^Ji zts8B^Cg&-|i!Q(as;yGBUs_-1T81KVx`qNx13Nyd{jK-=Q?H{Sy+_`vL)$vnkW};2 z73ZgG6~oiVJ*Ero+M16G^TTc)djRqK1>SG9*ITAo9n#3E2}3^d#ut)aoc@js{zue$ z`k0m2g)~d(!eZ|m85(5_LOWjtNDq!ps4C(Gyfz&EStXKi^2-G4qU>FZN9wY4ZEMiF z%ke*#s(}(;r-730Z2=>0nZG8?QPmw*9{q-L!aaPV;|`~uKPkyf=KC+&{A++2j$jco zk`%LhL&{UlQ_YKz-sl_V?vUS@`V9N~5Btj*?(om? z<)m6k;t%_a8aPkm>m*{yi)ztgjtNy-=UNE{i>mDgu0r>n`3BrFz~3@V{@wYLspeU| z&*JPR&xap$@~vECmTrp#pJfKl(7s$I|GKCeVC5cK+O9fFr8a+Mh zc$5K(gG>(uV2HRx71N2%G1W?taBY|5?$;;S|4pazAw6?(_>T2hqRv#o*dv z{VDk;#iwvD=Rj%V-?=Bb{?$kPJ53|w6lC|wUc7VuY`hh)R`AqEh^k@`w^&S45?eL!cXz7h!p`g_v3$3i{!A&i$=<&<7JYJ=&Lo^}C{&53l_eE+`*x$YwGgRP4%x52Cl$ zW>4LO9_^F1b?y8jVJHntN+eYN-;-P}qxkKF$hM&O--#bkR70x8FCYb`99T znC-*wsy`360v-gLZeNY|zlC7?=oW7qSN$_~Vtf6klh4dF-3uE&bk*Qr`*ZuNT@w|j zA?}U)S93cg9hk+B*PnCxqD}`AYbP~6&agImDo5SjFUokQ$J0g16q0OZphKcsTMq_H z`3YB!D4RcD6_1QhqGTpf{onB`;3XHCBm|vS>;({DURy8l#Q4N`5t31)?+n?`IS8VE zoPM01*!Ad2ee?mu@A=p5>>wppf2X;bUC0a!hbP2`CmOA63piycEy$N%L-K;TWDftS z-IlngtlMR8+gWg`VX^ousXX6!cu4fF0kOE{a_N$&iabVAYrf)ubJ%qEU~&;2o_6hb z0c`p&cZn38=8KIf$4Z(h202Y8ZI(`hOGC5c4PNR<&$;=em->Mof<&?xe^nRax!0T5 z<2>+Muv!umyN|n%&0KxWQswW$&hRtgz)!5!B_8qrVuart$!0zE!%}|BYZM0PYUj8! z{v5gTu;P0y{E~qF?bj$H6gOE_Y1y!_u+-@1C@eRO^WqmLdj)4(*g(BLsfKT|6~4ag zOA}eyo^K6d-^0l0>FIN=J4=uf(r=Pw)(|mkUQat|EVG`T+7h~>U1D5T97=X9z%u?Z z8>pV*!oZiSf}tjHzRs^c=cwOr2w5*xga--I=MvG3$*;g0I8Q%Qlod;4Z2`?Ax4Yd#Rt_ubt;qYEF8J zi`2)sFZNHI(j9(cZqrHlR6O7gpgM4^rJR15F<@8Lm;d$Ur0_~@i$ykes6cDi)i<*# znPuzsoN9Iwi#~>Ip3|FP9W^NXF*_tQwSmceY%Wa5kYTAZ#+Dy%(%RYJsS(*js@b?m zG-=H*n{jU^T(m0t_^P_usXOTD=gnq z*EUH#Ni8cCL-Q3UAEN*xoF*DPdLXMNt5z!-rd#n=?l_99$xyB%%8w}CTB9&MB|a;D zbjf`#~d|o}E`U`I(%qo_PW-S#3eRbNY?# z`3usev0hrzC~NG*Imz@70=|1&N&>~DMrl&+My=KZlEL!?;jy4Uo|#^m!c#mMS0~R( zPpL&t2Rv7nF5*DOuX88+9k7&&RXS3mM6EvP*D(nqM+dqa%!;jzQ#H7s&R5%~4DYPw@Q>bBsN zmj0ZVu#r934;`bT0n3$a-sgeb^U23_c>EEm9h2{FlXoLNx{e%3m*~>=zo8HZ5T6VD z{}h4i0n=R@(su49yjCdf~WKcl4=q+U(%0^#v!IN@8{2s9zt0CF-mwwK3bJlm8*)mLU$_avoi_Yx^( z)paA?P~k6eeNvNiZ9q7uHu}=hbOVQec0t5(-S>KZ?FP5?Nl_vI>9>h;i1_2jY}$S? zR09@XTaGtv&K`%~5qlMbVLZq|O)Ty<>Dk>mB0T5k&xl9yQCpt_mUqi9CcU@?lF9|z zv198m!TEZ>iDg9Q9NhV_Qy;~RL~^2 zJa?WD_jL^CeW5u4#kVLi6v=gWB1bNN^zFL#!p}`N@6b398%r5!3yW~?mW&DGa4$4U zTn{|LSy|7%Ph1+2cE9iT@&j#uW5)vwZUjEG%0}$zyoN^H2KC=-`vM`CYU)_uYFy56M;jI!JI)m2h7STkj|b(@(pe6 zjd|k2NHu|Buh5*v5z&)*R&VGAgICi6$4$NS#`n7@Ptxs;SBFfU_-nPD`5${0uhS=9 z9^yG_leN*WSz zJiSDqi^pS4fMRjW?WTzG+ZSKYmT1F~hL!jeJ=k#8`WUbid_sBR29AXO zHU8t`soQpXM(^DLr=dM@_7FbDKN0d4quoC7@V=ZpF}eMZb{F!C4q`zNjFyTQeZOn9#*6HiUug5Q%V3X}cVstkhF2=mFS z46<~Nx06^*jihxA!$>@un5s5I^!iomVjAjVGEfKSJ{zf3`~v87+`m-rIDTDDf3e&b z=(L$1rqdjf>||!;Ug?O%u^gM6CBp&2z6^)=1iU7qBHgsDa%h~REzBhBkx8Lw^r5q4K0K@5C_*pxB=foRdCpnoS7Z4QGFuC8K$cGI`HP z$!*DiRRy%ALmLw#-c@^u;d>oQz_W0mt}pA2L6xr9c6?~OA*8fO9%Q_xn73G1R6OK23wRP&$c@5`hwF6ky$89#Zx{WKdmRKbRuz&XpJ&t4)bMH;F& z*7e3z{SdP%1#Q3lb_?3)+Ea>GDV<0pPtl&oWlge5Kw}CE{WNU(6L|nEp zvyc~KiuG-@sG^0gwS3#Bwz?06ph7$>xoU=c0lFL3(ZEq#5;g|? zZ6%#Fx%#DeK;N0Ah5r(Y=1dFOd}i@P{lyD;&D1f%xE~Ny1RY-89?{?%(NqZ0t&f8a z8Taz7%$_Xw)OgNoW_z!A?;ZGgODLoFG2oEJDzD(JsCam0K%@7(yv4Rz>{!4x&{%Cx zDX&}pc|;H5=M-KmM(G&et-F%Q5sg{&3ePGJ+pY$1%R2j*3@1MCU$N-nNE%=|d42m* zSvUQMHj_$T1I1JvdIf`uUHw6!prcpWl_IUfTLfSDY{DR4+H9h>C2^b5($876gu-wS zD~cixaYey2Zi~v|kvMWKNF#R9e7q-HNA^hm)kFP@*&MEhefyY^ymZPzWwuXds`UyO z+Zv-l%J6WRR_6$dNuGN80HmI&LanWgA#zByo)Bwzte#&v0j>VKHl5RK@H5w&l`e!0 zI+)F=ZNgBKm)T*-(^ekGPN0x%v}g+ZurEBA5r&%(R7zwguyGpa{YJ_Nw}e7&2&5+) z1F_Ki3}ZPhsIb`9E4Rs{l7B>8fH#OcnREe3R$5Dqsqc*PlU$QrBTN!^yyx%&3_a>1 zoV3`+bq$h8Ffk(iQ_}O5DlwrDUV$4Dj(LEd^9@rG(s1)La6zzbdfRC0V>GGh#(OU_c zU>Y?-s6woKuY6&DL1F(bzBbt*S)*^;ds#nm%+)NmP9jqR;D>-u#GR_Yyw?6XXLQJq zqW?m(D)-Z++oyK41tS}MG2bm}=S|B@?Bja)QSV(5RYm9o-!~CW9kERuNps1jOMHrq zvsR-U&6d;3YY75AxaiLEHQ6WSdjw#{tqdAaPu;Oi+~KOPrl8IqyFZ8_(n5CAIK{^; zUuf8f(TdSFq!%La_@>$1hr-x9Oo#9P-v79u^^74vEZwKu{f52%dit`~+iUB2C&ow^ zk-S1sH~LJ>=kUis?I5Os==L|hf!eVnv5#4^VVn`1^hjDDo~efeOM{SvUaFp5bEx`z zRx1&iq!o(+%hAu*VtId5XXwRTNv8wP2tVAhIq(K?_Pd|B%O(eh{dY-9; zrKnrx>Ldx;XTvYt{@d1QrbBC{Q-*Q6Fq^DXByMxLy*h76XgV9tb7MUpvbG$=zu?{= zKB!}N3_;CUXUX7=nM%$oMWwQ=&tzoLi1;X@gGRykQoxc={d?Jm7sV)OWT=?$(22fk z=l)kw>c0rsS%j`x*In4aew`Sjw+puS70pIP*=j6ZL z;^}v|97;Ky>}(bs<{TCk<`otW<}Uqny|8Gf2&YH{N3)dITOATHB97Pq8ZiPmpBFvJ z_&dHI_A3;WkB#BX>rP(&4t%US_u1_NG31_ab;pe62Nw9ubFO;yAo z(^Z14nGdY*NE`r*MBkhNkjALBg?%aXuxRRQ)I=v^>Xf+?6(Gs~GT$TI>*@~W| z1AJNoCd2b9wMPQ%k&e}8k zXaK7jZ=JtLB`cFc{t=St{eQj$^h5a*qx7?*EaU-k8#gWPV-*Lpq5ff=Bf zE;@U^BYp4>2SP9MDhX+OfcE!7^M}pw&-RMjKmS|y}an?&_)c}?Z)ADa; z?Z4d1rejQZt~?(uRL59th)$2hPsB&DGSkLB!E(L74a4{aXh52f=yu-y@Eo+dys~^pHnsHvOuK(9 zAgOV`@#s1=*mOrb@KoKOL;nPo1Pp|daPD&yZiROElgCGM=v<&^IZTGb8F%i5w-I+r zz8US&HOVc*%lBdzs=h3y0Lv-F`_emEcw|12Ry?SS<#{Tu2XDw`+X$J)8PD{Hb>HqE zPaBW5g#tF}WGB5Kbc^?o1{j{$o(4BBaDIJ!_e-;ypv_N5FV!t*uqnlblcLn#e6%1{>GDheS`7F?0jv5n#My}hu{v9<7xCl90J`U07sRB0L`w~t|jus z&bx4x&aY@SP3Ys5>S;Pm%);;KrH15rB(W6c#;j-rvHEtnv)BqHyQiti({Xy+YF zHUG?SP1X?gt55s^;Cx3yt{hF=M`6*SVeeStFA=q>Wi6G=#veo0AC37%7-1bjuDF$H z)fc7NP@HD9lddxA-w?g{=g8coz(o+Ajym$kx=v(;$||O4=5=|1d%XzpaV&36?oCOm zTE*Px;>-<^MYg^K-E3g_j{oO%WOc>3HVo< znzv&H3zv18&V*7^p~%osqrD+crJRmCqIUMLy#r0H=srA(Mn~8l)I7V)TK}MrT1EG) zj`Olfyw4%!M&2-=KjlR~^K#VjpbRzBeT5P|!5H zWHr)sqmS_{YNHoA+BC;|XlS?~bnTv$8yL_K>;PONF4`GmCrx<^O~xdLelk3t82=5*5>7+ ztLtXw|I7#PxTc;`JX~GloZ;LM!$ZDQYjoCizMlI4t#;uXRf~5iKYhJ6-MQFFu;#zU z(b?N+)tNk}vu0ocbqR85a4B(#J^fy@;yvR%HU3yEwWlT+vS`&O(AB7nNZY#<2b=)Z z0BT_Lw=}?jNbUO772H+Tm8daK_3zXg3lIieD4sq-M>16^>^r-1fLtI9Cx)yup=4okjIT6$xa%sr_J*tDW0X_g4MQ9{wI7 zD>gPJ5n2eE9D3i&J`85GVzS^sJNp|Hev}3jchpN1ER;x;MobiCRE{WKWbXCz1J*5P zsxgQN*D~ia7SE)($e|Pk9tW-lA_D7w<2NvV6IahW#X67%-Z7E!3S(IONxx|azUsV7 z(ab=<408HG{loaj{7X1G#!C#0$e`|^f*%&grQrAPh2GP>7x|z`ooPRVBWYHRElHh8 z&G~u^uam%t%80~Bad+uo$UkcaiWTw|Lh(18cr-ZKpUoAmKQN+=N+_0XJy@g7bE%*5`;t^ZsA%oyBOaZa3NRr(aEWF0SO;BvDif#;HaU@8=|({`vHuXNci6bqR-! z_TPcur)w((eUt~#gh_5dyp8BxU@m}`RaAOTes?H+Djk7~RGHYcb$D}!Q@SfL;grk6 zvg8-0w2Fe{nn2Ax-Gqgj0Rq;6T`0FO5`W4GsX)vL9_boX#Iq0yfj{vCgsi)WteePa z^`}lXS{9B$lu5wLHd?k=Gs_bcu1`av6X>O8y!JAO8yb!Em@^rsBb{LWyZzkh4?vJ6 zQ!Z?TIS{WP8~C0wut>=U6tez^Y*L^_Ihb{4Dh)=82gjR6XM-ewNA#;N6XVjM8{Evy zea$R#YRP{^d2u%nqW|^(J6QdfgZ9K~4;%7Q&sO{=)iX=TI*aYw{G%)QnkD^5MJws( zf7jNvgeR|Vx!=iCP33)(2Jl45nxgxL%6?;Z;XSUh3I=l(Ch3rc_Q%m$d7P57`cPJD&BqBwHFoW`8~PJm%@LPAZH2n^NeG$t*1TUnk+uFX zT2@F>i?pfwj9)lyo+e#yh6$~z&%VOB^-$urTy8{MEoD%L&R4HK@T}^ko_%^56S-dB|i6us3ti zA9$jwQl?NEQ8mR^;ofH;jb*KwAnih)mv|k8W}gM3O6u?nUSwIoPOk%R>6Y-DqNSZG z{o0M_2OiR)YoX}aFO(**bv2BnKoD5XYscP^|= z;(LY2z`ej8>7&(EEsIXQuz7YR8`5}X*lPvkuKwa+P^_>2_W;?%|M`V}oumf}6H;7;N}7!59y?2ZN|x z5T~CAO|~y_^;8Z2NfdP9h|=mpf8+!$eTDWa6-vE2Xfni%0IjzKdG*bfv4UvtUJL{Y zR!Ym;0h`ja(xchOuYTMpRJ!-hV^D|t&AnymlfFE-bu`5>>NO@C|DLaFxu`8sYC7{B z*B^DCTk~5i6(mJXPE<~D`0uPtZmkjL0DY1T*V^dI&AbP?;26?M!fAbU*J}keIeqRd z-nptwvi7D33QQpTw0!J1cx5t~_Y#zI)uO*C}wCclVmtPkBeo_ew3k zIuFtNb0Q=lV{uDCQkBFTGJaMEkNS@P)gqdaAv~JDoJ@NG5n}QF=tV)+WK6UgLixaS zAqXhrDefF#{>Mdw7rdfQkwM0eD=|icD?#WN(m|C@ojywP6G@dmjO5TF@XPLqxFzDo zP=Ul_Q3`hpFm|ja+-3PL&m%#>aIk4j#_(UO3(O|ql{Pad_77DD&ugWjVFO}S4#}DfPS_M-)W!^dH z*gq=4n_)hbxymz$V4aoUE4YSVhd(eR-SP&sNq)&;kUJQkZl#(xogyta#+?P&m)Yu; zUF~av9)v$j6?=*G5M8&l?BB=%sMQEm38G8v9rlc`s47@~FL01(Bhv|Qj4 z@P>Z|H%zYpPofEnZ-k6z>FF!W76$z7(hCdWrux2xSmU^l0WqCR?^TP~dm@GqZ}^Lo zQw2xU^TRqD8VSz;ueJP zWg6c+j%GK18bajOR&Fq#0loj=enf1TPD7*l5mR59Y3oR4y%KC`KQ&Fi+=*512tk^|-H*W@U7c0F| zxLOlq(uEBp{siJ=FH-7^m2eVwF`li#eGwIRsT2b?+rW$%g-Gd#77=qAm|r6sDToln zXwas-xms_i^MQCr;=jiI-h%vj3C~0Ie+r)js%p3aJ?sO%Gw4X&la(E0Izc>&Ls7K`3=y#YCbHqP8V!j%eOhggHX> zO8X=3r98ew-4Vv^mWqg)cSuur)ZES+2mTn*6OazXZ|1FvHy}HnU!@IIrNq7J-t`i+ zI2E+IYD=$&7QLO6JF$PRy2W$hRfNf_Si{K=V6St$;0TQybJ16ALU_)8G5E(Tlp8{ z$t+X92a*MEt_>znW4tz2jg0a)RR786pm8CeBUA4u%2fZU>_B}WjnY!(fqd_Mc)kba zrN6aNWYM43#!`P9FVR?#A3-gUub?la5t>C~(nA#KOQ?=TqEKJ1FIPUCzFI4%yzP~T zLjKEE@>6!9XLORc@)G$cTk-1*c`GzF%V;!<#azSI#u~{qmXozy@*(hhjT$K>AIfu~ zUX-X`Zj3zgSXxoOsnkvhJecwN5W3r9t=K4_Fqr{)S*Lbfv4^HT z_I;G3c@Y-uc4EiX^A1k)AT(H{ggw~;`a0-fP%n=5dEB1f%P2jz~Ec8d)1qx5+^q5X70`+z{p;Ns`GvOn&LCR*(8K7Sv z-HQ`H1D}5a3hShM@$y7a&({4D>FGI(7wh_yyW>P{gnr_RuuM zm^xZX?4o!(c$iZiyC}Lho1PEl#m?Tic|HQX&cuIS0p?Ek{IzS5QWZRQSG-8s$Ob?9n_uiIXceH?(;!>ANBKu)G4a3Q3;065 zm@j|jZ}L_AZT>EQpKs#Z_-@h!N|OJo|4pB#zo5_8UnI$YnWC6deUrXf-$FWIo4#G& zsqfZ5()Z~5^-uHz`XT+O{uOD4ul3{l3H_x0jsC6vonE2G4VHR$>OHCVrrwu2F7<)b z2U8zP{cWgqs8{IPP~T9$P+@35XkchiXmEe%R_8V6b?2YX8_t`~Th1!yzn!<8waz=v zI_F*IJ!gaSzO&K!z$tY$Ih&m=&Q@oevpu>jx;(lfx-z;tx+eXS^hW=|jr<2U@*mvD z|JS$?vO8wK|9t+h`;a9vhgAM8uK(dKm*+E{j^`o2aJA7yUq^mnE1-D}lJ_To=1G74 z89YzrF4odhc%CW7Zu(ZcSVhJWDpN#dj#K^$W1iZ_GM1VtiJXh*+J3dGrLaBvu>`s& zOFyV~v5Z0A?_-(8s(pp>p}NY9Y35j}Z>~8(wQf$P8mAg7OkK5VK0$PW`83^2dvmr~ zqHk1KA9FF)zDyx~sO}AP_v_5fbjN?yPvL!znkUVCh4C?KDwK~wB2$U-F^a6_#xRBR zF~(b+tZr6sh3=u2r+Mwt9hNGr577|{-*Y;;$Cze4uh2bozcgMR#)rz38cRKd5A|lS zzSY`At?si9T8F6*$ECf~qLs$cKX}stA8|mx(&Hc@3%`Nk{FxP+5s#r;~u-do5 zYGBT$@@WvlW8K8f~mlC?fwvtD8a*+57#|eUtq&&9VMDYE_U7?6;C0L1UON*MFE+ z>pp7pnEzYzm4NWqw#R>1sb=4Rtskqz8d|e)XEI3Fk^u!fi*y0lRh#cfnO`)LDfx#P@$0-^YqR1M()wLdc3ftc}k= zmLlg%NE0{YEM!Y!^S@#nCx!w8A4Iza68sDOd89wx%U>|^kZy%+fHZL~to{0Td#&-w zjtYn^*}WOqE?P;S-68fv$wSXVVLj4kI+7ap7{;Zw@QYKJ`m}LAV(%r z>`Uk|nZ6D3Nl0*WG~8Xn3M5`3VMyRU=rq?p3fT+^3xC3_0fxcAyhxChYkS!u3@i`r z%d|d#I|E!qb0BGC2{XgWsZ&0&^S}br2yuTQ3}y}_Feip}fEW`RSXUY_8?nAA&?qSh zIa>fOOcB~}9r}>gvAK|7qiC-qA6yu17Sb-##B;&gsAG=kF>=sXI%;FY9wLqmxHj6u zNl!{i*cC7^hW0QpEW}zW)9A5;GcqHY9Wo7MQ75h+>{Z13VA~;q!!h7+#Cc>5I2V6- z72B7rnbOnJ2yPw_k=#*Id3CD~SQsc`TGat)3yEq66l={>{BNT5a}EEQ>=^b4m0sx9L+%vwVyCu;C5sIGK!6% z(gLKvsPB+53ltquSOVo*#a4>NzdV0ffbwDcxkkA|{40R%=UUi)`os292;0x~u=)&8 z9#_7hd`S6cPIg>{C7kbm&%mU3QG}uS&ae z8<3*gffS7cQgjEtJ~dv|)j%m%BlSAv9(9m9NcjQ~p?Y9J52<&mcPi6>1$}=JSkQD} zK{J2_eHkcFgZhNpqCBi_P@hx&30A1DzzX#gD`lgVr`Z^Gr?Q-VnoUqvvr4faUJJD6 zIrdGqRQUyKW#3kQ2^-a`uu;7M8`YbzPMu-9*k0u=wvWA{Twt%VlS-Gwf>cjpL8{Nr zva@Q)-e!MPBlZq^S533`G(~^CMq`?g`6_NUIe_j*+W=M%ud6N{I-mcT0NUf5% zka~~Ah15wB7gFy{=cn`4$?1Z0fqI|(B92;}o|c}a-k+YGepIbbe>H#oggPVrWcn%f zE7C%y&Xcw=^$BSkQ=gQ!F?E6b7O495^zQU8)rIL-(+Ab1(l(~HW^yxm>bEl2WD3-_ zO#jS>)#aJu%wTnOW=N()eKs>RGfZ8d8J-!bJ}0pzb+g2p)E~>Qxu{zt)}%h4sm;`? zTjlpx)St+2uBh8G4`+X7sxQiKf2%*uJd$ZrU&=IRn$=%qS~4x_-po^(r_`4v`lRm5 zv}b;${!)IGM13W5B=ZOL)y$ijPWAQ7xy(E28=0;grk({7^=J9@MfGA%Zcd(h3Fy;% z^2>^9cg{^YBh~kF%5rXHmc*TypYv4C(=5pOR?adO=d|UlVCjFHl{r6PS@~rPR+RHx z&U5U;IX}vIo(+^XKXzlz?{m(vkLLU_=TGbt((9Iumi9k(tF-^IG1C6WZj*Qv8!PcB zcDux**f@ztu{)$)kd2piL3XFK3$pUuUAep2r=@Q!n~?i*?yKys-1gjGu}RV&mQBum zE%!I7Z@X3u56m3@Y7 z&3-4lg1wksnf)I7X?At?S@u%)2iXnm7ug?Yx3XVmU&!ueuV(jT_p{$*4`g3u9l*^_ zWDjMJu-|`Yk7j?*PG{f9)7bgETl31bIIkk_GukzIcjeuqT`Rw-s1?aCTWBA?ru>=; zZD7Gu1xv-7DN_`4iu}`VOuUrp5*i70%xMxU;N8;G2snW!kpdn# zB|Uyc5(6+7^mq}8`#Wi6otf4~^O98}_VG;;4X|q@8emOzmWdH568S5f)z&gTkdOfB zS;Wi8x5(;{yM1e%^eeJPOTQxLvdgUVF1LTWL{BB&M0}-NDDEiVy6g_*%pJ_DgcM+dpZ|m_e66Y+khPzAMHh!VU!-(&2w@Uva=}+Vy7PVn7Z!L3X z%Kf~1(e5Yr@_fGMh!LJ;Z?jTPhtS>)(znR&XRh@M%(-%JFUQs!B7P5ZnOWzJlp}vj zo<`;wuhN-~HDkgP4wMm(}R+^`|>s z{sA!(bNC$pkYDN_^*j7ieyug!KkJ|O%JHkqzZ|fDdzIGtAaGCfsvu+5@oHz8c}dKo zr9r-x^2hNB-twR@80hj~u)i=EYSslK{F!!5P!@~{#s?FEs-W6R1yh20A!mO$UBN7` zpL0H#6Ep|&g|>FczhF_Y)Sf10pqPb0TOeknXz4=vXP1jPeJofLtPeI>X0SEbVGXj! z2D^iOygN7;91f0&JvQgAWo4!Z5RPFAcI=gkG;>Lbi^q3%`k zeW4RZVZX2-91si)i@kncfmnZWhKEDUx^P%HQmhF}!%^Ybuso;^s>8}~Qdkq#`4i1m z;%??UUE#E_A)Fn~4d;amtdekXFg|SM>%-;df^b#1mM^uody&h-4dG_dL$l1C;kIyR zxJS(C=5T-5Ze0$KgvY~^c0qV1Jm)SA-|<(6mqeM?NHKRtrqvXAc6oo4in3Avs7S1W z9nqkuBpM#UUV(p5yN4uiE(E(>;bjV&Meb~fE^5|&P;g7SAM5nCbyec{y zoj2Q~uIO^i#40=0>WF`N95~zKOq?GV#sh;f@!)u9JR&ZWt7|;QS>`v!~$JuqUQ!jps$CLJgj!ycLub^r+M zf`I{1*8hKuG>!6?A&GkgEYm201WIH=Keg$QgxX@Hbeh*dXbiMj-vqfJ(f3Sk^R;Xp|d}#+~ZtA;FK)iTMQW zRe!5EJt&Ay9)sk^g*jrP9~iI=^8GW&gA1BWsDFRLItI(iK>rhd&(NQQ^e5;DtuWNL zglv_`9A-k7fMv4Ry7!ARPe=~A{#D6?RSEM3my1wR@?T1rXN1ZS@`{xz!JElO0j<+9 z#}fwCcfmRaYHK}An$SI`2T9VvTS^c+TB|XCEnL^4ISX9Jz}lF2sM0D#^W~GWHjQ}E z@PL11&^_{hX7KG~K;Iekhm}AA6CzuOmXAKUK}rL&iCqr~WIgerdLI1wSCLOx7iIy& z%pydSVFh4Y(6_jX=He)x7y3iUNBa{Lc@Wa%=Lu~mE+7L!nfNadgPk-jLK<8vM*KNK zuZf9Go@}r-=)`!V=O$t2)4*Ma7nTX#GjD&A^UGY1QNS9mLl23; z#;E03=h??)J!FF-{vx4?33CpsC7S?ADDN($!E)1=BL`1;4cM?Y4!v|QWFC5(`W7Y4 zpV1Xj5>F^%BC^f0q)F>MtSCC6m_?|EJfGpgu5Et*C2BGcoXtFo>f`<4#B_)=cuLCjWnD?Ka#aq5DH5o~qBqI8wjuz({Swx^xkBj+g79 z?&2(ZYGYj3!uL&4lAb2?{%{I%C2FHJ^W&(8?4r~^K(%$~kNyZGU6;IPXlLBlVBr7%6MVp@6^z)?;n3>X#Sm{ z`FDoq|IZ9f@m3_c?!A9kMfv*Mj6iPW>)VY&S;`owcNl}k-%z~^+(3UO*@6GpIA0%( z@^wO-b6T9!DbBed%3l#!TX~#OUqq z!Rf`Q<@2TDcbk5euQa%10P5TMCXt)O`!XB&L95hSB3Xb&CqI8-l}eOew6k8~^t@a4 zuC2?F1rso``=NJtB+LQ9Sth4uzsZIzhY#QD>W48;$l=wbF|89&TgVyv-7n+u%P)V;02` zlUgC8d?B9Le0vf&ejUaf#1q>nbZ5TMAlc^=g)WSimH>aDKTF6O&=XV45;e-WV)`j} zu)f_LYVMJIKi)Poyy!W6WF3H+il4fve+-VFi+Wz^)|5*LHD-d+p8U9&ZodVK8sMc}C2U z)mMDZ2>Bu}9K3~VK<-Q+WrPtVcoR?_Ny|kTV-) zej=suB69XXJ^^`ClCD!EXJayu1)1}YkWWM2E~QEN*Fg3|$=@NrKXNuh{%^Py{ugJSOeB zU%-F0J_dOkT6G!n_h?BK>0PKj!6V4>u3cEoQI~6_o!Oa)u&Zj{G}N!@J0#(O-fxcO!ovV`qL1awqa@Acv#mkCFcX?dZ^cLb3>t zBOI_9lF(#|Izz}Qdceq_wg*sKE9CbfZ;>AOI`*z6cJ(@W2Lh=vDEb}xguNtZgpmio zeL@h(EAf9p0!JplMuU7tZ%*{DH=yU@Dl`Yri=2DV{_7#Xmdrtsug}5ky9+(`EbjW}IC=u-9z^;pkc%K^A^%TO z^6BbXQ6Ac8zK^5#P`;E_0dnR-(tIqzxzG^(QONJ$>JjoQkj7P*OS79zSENUyEV&Lj zq-htE`6BNZ`*4%|S#Rv!|LIu4bYOq1iQi!h&K-|?{1MV?A-{+EZ^T_}Ld&5=7R|(M z>MSMk`%F*_;A;tYSL9ciK8hTCESzd5ux6s^FYHX;+IaC3(z`3$INGvo>#E;%JQW7KSd|BRyXk^KqdOEyK5o}Rz~ z$-0y9?V+WKZHDv&SP~(INi0CZ-3W7}nz7~^^sFIN6zxMx1?%+K`Q`p@+}`Y*)(=Vg7L{!4wo-mZWDO1y{sTK}E? zx_GnsH~kIqM)L1sPxO}Fsh>-IE&YjfS^A#z)bv9NQ@;CO6zO7xG6+b^?aFh?55?IM zX(JTs=hq6xAson(s<1qFgnxft;F&6bUa31di=kWoFv8c6RK0bdaF&4EB%*T2|HFDL5 zz;J8^!|`#6sHpS6b9@3k#}@D$p9IfwK6s8_1J7|mI-Sl@zn;!b_g5Fmh#zVz_>4Pb z#1HkSU^VUpt8o`tjX#$WKh!-k;)nXOjQFAM1FP}1Om1eRdIXHcOJFR%E3p^#GI)#c zfw$P5c_8zk`o4ceU>M6hlxbp`WGS*d$x>wblBLM5$+Tu#S%Ji1*tMDV9LD-f)P>z8 zQ5RMzIf?9U$w_3Nm3RxAB=Ht@uf$tewZvQ4{St3sGr&yza?VpZ&$9-w4!;G~;WH9T zVb6kZxDkBAAA)bV34FsJfp54Oe8V4uZ@2|~!{@;_+zNlb;ZI~761GjoAz{A;i}1H# z5gr4J@ONMl9+z=Q*z37n*#g#)?Vl~u42i~Qo8Fubw)U4&KPIBtvC~$DyQ0+;?z4coLSBs zrWy}Xaoro|Rd~a_iQZ^$vePEV-mCSddegm`VzeiT z`@H1pUZdCKwb&_dp|`|a=B*GKFjtI0g&T=6G`-b!i?_~h5;{=hZS=Ny+r3@hYHxq9 zcfdR39QKZiv79PL-pLob)9!V6r<`W*tmxy67`uFTgLmE;Y#;Kvyvsfl_f;jvkM6I~ zY4*7vI7|JEUF7Hch5kT)us_rv;g|7w{uqC}T_i?TjJ41F34Y*Li8`nF)ppjO;@3N6 z{tRc4Kg*xvH~aJbMNYTB)Nk`wy1IYA#$WGm^0(S0Vl3PJ9k%K3_V@V*{loq-F)nrf z3IDX;>0c0MUKD@p{ciV2pa)J6xtD@|&Oy?ZFY=8XON!1}E)`;7o8Xcqh0ND*T9;J4$GVo_oaJ z9;U>rG??>aGbX!tOzHDlfzoOzuzpCQDq%+yL>Z?l$`>Qs9TmEpovq$

d5tos%C8^bSRXqoGohg90(XrbHwB z@ljbcMrv|2Ufk))uvTdM1TW>bM-!r|s5+Vw)kiaelhG{vo)a}k^TU7hLWd4Ti=w4b zTeOm2iq=HyokBj(PDPuX@zGW>SK6W-c5Spf+7})4&W5#a9dC#ZN5}jV(FxJ2Y0+tS zuDFvTR~KbhMxFNL=z`rM%3qASqusF{J5F;P#r@)fc!1yOo^m`8H-orB_@ zmfI8KA^z5QNIcA+CDwnK!l+RGxo6^${`z=SJT@+mE1h~VR`0}<;u^O-uJf6b?@f)T z#SL8dhw`!U>}XCrH=Y+S;FIFT!MV8A9~du>R|%b|ll>L1bys=A;|+XmyqOP+x5Yc- zJ?^=9f4o@a?DQJNS?zH<-{4mAY4H)KK0Yo=oQ%)J=bY;Jo%nx}KQyJJ%#@c(rLuN~ zzusHn4@~t>6}g*JgHk1_;i=M8X%wVJi#4&?TOmq~b9kyEH8C|gRqL)2qrA*n85cXv zsi~>yshM_Ds!^nyQZ4@0RHHvM^rFtx!qgI8Ni7ABDI-2Tmmb!ZC zRO)Q%yk8%mOEpHFPJXJ(J0XQk()o8#j2 z{Pd!5U3zJ{&1h;>~M!dY`u}eK394nJ=D; zbxvFQSo(xL+?^--X1lvMeLCHlzQC8KFUAYf-A;bk!57Ep+{*Ncj4qyd74|~0e(laU zuK1UUGW~y?m6?LffHcb#yNTEAF&0d#j@RvFh z?2Vb(nYm)MSmE{)}G&j0}b&}5&F`LM{jM#rw6jiCTcXygZ*&=r5KrrTrr%8Kq z@=T`a++gq}JgFThNl}R?;uhgAv==3A1##1e9dKWt9qbno1CsE*>8OXWo>@qrr1l{F z2qf)J3$cGA=E9rEe;%?Ek{E@=b0H2R`Ct>HkT{q?`m}tMC)NgWLK$+1(=n`fPkxn8 z_+WpOsRYxiuTMDj0N8U0%Yc|fA418usZ|sc5#`@PJ%lM=hccgnB)(e_($rd9op__f zdeh3@KiIQBXWvIX6m5GHBt>Q=jO=c@N5}%m666z8iF`H5cM+^8MmSML@2;3U_n0FY zA_)(L@C9PR)ZyXREM5ZR8Hc~ z5K@z%(x1iXywl4nC3Xq>BXY(;k`7EjK509#kUoKP-#{7ihbLs`Do=RyiHb7aNJD?; z6K*N_NE52k3`sH4iCapD3~_eozE;04agBDQiA6|}#OT`%6hV$qRPx0oD+pma5pszC zMH)_wFk+8V{Cr|#flH|ELz{^gOjed^dG){HjZbrs#{G5NV_(K7p0y3rd;r%5s?g)Qu z#$5Od(!>BI&N7Yu&5%6|P_z@$z_@onp1@W1qWu-4 zh5WtLPSP3lUJ_{^`Sg_81WEiy@K}?G3<`P`>vqBc{3ylT1Jr;KWH&-m zyn}C|ez3L}v9O`f~&g!|AN}Sp0rA8!qqVmWEv|TyNI4_LK(u-KaQMH zh;>bT)mvnafoCN#F0~UfNB;#P~XmO4|5 zGW$sbk>7wcc-CZ%(5sNM7?RTYkpF-h$oB#(Qu1w%nK*hA=3Rf^s110RAZ{!x>K-S~ zoq>D&8}S-Yayuk_GpHQt&lA5M63-xZ4`c)CAzu?>&c2QOeP{zkLnlka9Vkg2MFG7h zAP4pgeJ*k+noI@q@%E+D+b`KX@ODS`JhH^}M1Q~)EsO=Nw-im3VmD`i| zJdig2Rb+>Rx&MC*)kCWsu5vBXI?@y&;x6P+T=rd%c$$z+MVX}z`Y*Ss^zd%Q{mN)h z|IPmX-#EfG;0V`&BU}f@aG5A6Il@$ax-wJz8YIq`365|>!Vzu&M|cJ}!je^d6-U^h zH$K?WIK{-revw!ZoIG|Y8WQa0#1SU15Bw9Vh)If;LrA18l|RVaxyhQ1`jI)rwL z(b8XmR}E9-*Qw+RDD77Huv-{i9FTipP=)gaid zZiL-xFzi+zh25$IcB_xUZdC!h)dbkB?tYGvNBZCGAkk+lKURJ8$TQsayc>_fO#cc7gZ%XCp8I z<)RT88Raiv|8~PxrNCCD!al`dpVDBT(qW%6B>R6?HPiX&{wmKDW=5($Y)r+lG2H+g z(;(QGZiJ0#FlC< zfAE{MSNN&LeZNJUd~fBjIn6kMIF+5|TycMf{#UUcMw*+&`7++a*uRSS@J?Uu>HjIt zgL%Z7X`Zwi&2v_hDBmJVFBIh@%XGB0LX<4B8s)cTd%rB(^F`Uej`$$kVIArl_kowm zHc4)&sDHYp@Co7?DPAR8#H+1Ae2P`V>#cDz8iZ9Vd8WqUD={WJuY6G!>{7Fs?=ydg z7$^8avxXlQy);06S61>%iCaq1C1vyn(KDilC8N}w+sh_3kJ#nramgn&&-KKPwB;9g z6>5j*g>m#v*((ttR$To(S$n_e6Va!=UzD|$*yoH3yA@Uj zjdP~Un2)CJG>S13|E#0tY^O=+#)W_0Z^)Ya=_|74D2nqyQ68M5<~$kG(YR<9J4f*a z*)E|goqgGz=E$CJ#=0ZSVztru6EZ5ft z<&+wgM0ZHJokA;?fYB-WoMQZ}aeX-kh5|`6! zl{`*sDls{Q1}fI*Bu+!A{9ddz-Q6mqG&t+rrN-&2zZ>g&Jy9CW0rp69n2gmR=ESJ~ zWbgaqtSYO$_j&g3^ZT5=&kqR4al{cvKtx0s5yt_iiEu)i5OE}=(P%>A5{*biL|h}H zk%$Npi3pL)MItgT5fS2~NM?V8L|h^+cQhg*Lf*Mbgv`6vckRQ>2-Nky{qericd$gx|TRk7`n39%Pruf+Dm_B-*|A)b4&H<*`!85v?{&2xWo#k>shc-(h( z&}`fq?`k!~i({2;xw9~~K3*E{X&#C9jSpz&V2HNH>zIQfJ}Exct`+tLW?hIcp|;MB zFORR{dB`ja%(1}y3Sd{*Yg_RHU{~1XHpS-HQ{u;?CH8{&srYGoT>M}3vxM1`}2859yDomGF#pAZ?4sAt{;dw-(Q-edI;_Jl-JVv%JemNIVw^CbvV0<$C} z_F3i3l8`u>XfzKeP9$0rXOfy#pR{6?$!LKcL6{MQ7a>`btW7NH$cVsf2+4WOgpgd8 zTnYYz^~vX${~+!&1442SvmS)|(A{sCr@(ozOE?dh?LfE=q7{Fs(gN2(YG`U$YD8*O zs!kXUz-O>CH7oU)vne${wJ_R}T9R6xT9sOx+K}3m+M3#t+L?MawKsJjbvW*)j--yq z_S0^B#5|Qcl{zhZaB3~@zo~Py`;O+FH&GF7F^@-EomFYtcOwhaVXG>gbap!9)91NF z^*YZ_kcH@Z)PS~@^EkREA{1T2zpL(T zn@cjIsN}#8wFLIT3))68)@EF(CgXSKY6r9e|A8;wlcQn={bAEXs|Hw5*x(exIoYrqe&i#=0 zpv>_s^=q{*z>GUdUzm_AZn&gri;xqksbL*3W;Swu{@k^GM;_L6{-Xj+*zv+xTwe z%ZWgstwlY1a(*YBZ4Tx1$MqjUgw1D=z6-LP-sTIQ;zKbr#~@!~yWNR2P``dP%D;`R zbt#8??~b+&yb8Fs^c}ZoJo;pE=uXzUU`7qbtSAp%OL7%@;QF>98f$%fVPskMMDKkb z_db7uobI@580OM`q;Di7z+TkQVB12&cON?n8^Q0PUx zM^VmyhHl~3ah;7Vm{+%7PQ@haTZwBJ@d;PZC0=wT!mhhC1{>+qZK4RV~WFlPh40`7`3o zj)29#oTG^+cb9WhxMbehR6RyexOpDrCsDxYP>z|_2kHATE+=ul=%ywIE8>43<|L0@ z5q9Iduvd&h+kc4~&c@2U6RV(x>u;{$r;K_tbT#&+UO0i}mR^hN!$?1Z7CnM8>oN2H zh}GHy^J+B5!P8y*ZVl@H0o1UX_fbEIdY;p3MJgk zIn-loxsAB1Z>WSvidT^S7-oO+LaYU7ju*GHSL^{fxGlpPRLq1D%*L5*Z{ry{kmb2&S$E1$RrL;frUd0*AMB0X&+p^% z)eR`^8}g)jkSMJf*o}+@^3=V zR0ZSSm%e?Sd(ud-)IWipp&EOUoZ#1hhk6`#72#-k7=3abdj5mh0fehp&X*YU~st(Z+qsV`>?SvMx%J2klZ5yZY zDL?Zq9l_3t-xY2H^#p(RrF+q$+qLJh(s_LQV(+>YPlu7n5kB9mkQRPnJiApRTDOFy z(Vgdv(FHT-9qhpOwQ*F;>)W+^#=YE!qRUlP`1Lx->(oY`&v+6E*Kh=FkyFACU(K$aGyel3@8@b;;jW?V@+I)YE=|QXr9;u49;oP4n zXCU{gXsQF&qQ!id`CHt(A{5v7O;X+ySc>P~{kXRkYi%?lOo|s%6#Y|$J%1Z`cNSvR zjK-7hGk6342CjcUfguMJ*m-{>Q9HT*4|m9@p&}QilJ!BSk$Bn@9hs_ zHo~$(4M*QfT>F1Fu`7!1{T|e|l=nT+hib*(acI|v7WCMB?l%8|zyFS&_#xFhCx+#a*$ZvMjxSN| z?c0$f9+R-(FlUADRJh)7olIIyxk9hy%56lBMss4?Vbqi zhu}sdOT$YdE8ObH>d3nAbn!!AFNDbM$iB!yZd0Tsa+KP%gj!TbZ5kRm!7Ylk(x*{W z-WjUr_^1}1AGM-U$B3q#Fnb_4-J;#2W$ba_uB3lj_Le%*2v27J17|M04{D=h3O)zo zX&`5Am$DJ9A zQ;y%!XMjErjt!0Vr7@DW29GSW@_2b_`d zY`j~%#3_lxXCPi4uZS+7oGQ1Bz8fAN?v&8{DudTR+A%Kl7>F;5H_<#y$CpOa(TUWL zNoQSrMKm2>P5o0AU+46QZ;Wq-FTyrnG4X$9x^q`_G0zGrX?F)dg7ZEE>^%_P>Wt;j z;y(~AOLPyHCd!_6a?BnBlaX^s1}=oTf1(YS8!=rfR;9J-g0l1x0ZJ4#nHuyWwAPM13lHZ((Y`r zB|h8Xv;DnyB+|lm_pu$}@v%wXY44nG_+jrzY`&jNE%LK$WAFD!?xnqUVS0|=+wbR> z`xSnbKRi6ZAL)G))N+DyrmCC+C0B$j3RX9i^|Gu4@z=!^cYHX&MXVh%B*xNGi#E^6KgW- zGtb3#WNI^8GTT$xc<;=MPE+QU%%04C+GVOUhca&@_GFG_PWmO8w=!q5%G;53vhl3% zS43aQc8#gz@%Y^6$!xJZFA-N-E?+V_Oa~z%*@n5w$BUpW4tgBMPJSX*!*?1BR?^}D22jNmPa=R6C)C0c={NDEKs5~N|%C)|a? zUu=u*JgnYK*pr%5aE*Af!vZ>pQZD*1=&^#>SmN;jD{`^ADqwx&h!+C994^L7({5w? zE?%1Rdf5wkX$%L~i~k2Wk%gm1{}O60_Pnr!RRd8ztR}_QSQt5f#m-&WY>eC4S~K9Z z5eqocdx2l#Lp6WVRxj0cd$>4z|)=yHlBd@SHv5vxgI5?8Q44Kz2fTQ_0z z81VDLE?YQ8j4whD0lP~>*hOJ4EVhJ}J$CqtKh(Y;d@u%8rZ%W&8Rc%%1xQ=f_|YPFvSjCJPcsxYrzK7!r7hhU>dOJ z6|Qg#B}im@Q#f!i|1II>7QP*^ycWAc@dLOCIiqE^;2N=w?Zm@_>*1GB;Nd|I=2&M2 z9?X-MkPiNa1=G?$4j$dN71o&!g?wJuI=t6Wz>XL9sFpScAvG-dR=w_CxVD zu<%?ku}7IwGW>zWhS$J8X383bFO)Ef1f0CzK^ujC|w2kS=vV+u|L?@*&OMAc!rtqMKJC{tIxv2 zX%^%**u@JE`%+Guuv<4_vv0`LXExGU?**PElm?4<6TNEOhrSKimXP12gT47|Na*hz ziK762+hhyRz5@Re?rK7QIzvr)CB9-sKw5VF%|Zqi?BRlS2u-MM|h}&$x683 zeuaCdL+6dByd^#>FChOgt{jRsil@s!UbHlBmRR4$x34xXnjbn50ItSp@BSZ&yC zp2fXVhc9A2z@y6so3=3n->!n}gED^uFRuI1pMOTH2O=&09697XiJB*Iz4(QoR!VGf z#pmpK=|hzKI^-Jk+ixJno<;bYFJ}(d;7a((1?*CP z7&}Ys*&i0Wdr0vklxL!hm-r-o3%!K*9~*ucwy^h%X0Hot19Gs#*m&aDDA~sI%N7P| z*&AO&ISY^;jr9(n6$|r9^wIVc$j3XI0q-taaV%SKcp7r(l%L#{-b@F@|FrUC~S+IUG0 zE|mFulzAhrL|gPD$oV#Y1+&P)*jaO>CMX%cN>;JF??FnO4|wvK5@iH_C&o&D$PJMH zjxv9QU)h74D9VBVim;IBe?$)687z3=n26G0JcYYDuyqORqyAl9=@;Sb61J{7%y2mq z^WaSa|0HWZu<7qiNBz* z2nxHG@o(~8if=n`d<7mSGK&OLh)vu)w6PQ47kcIbzONvHLcsckyCl*{NA55DmRTvN z3hfdfZVM6~nc}}-z%xb{ugA5J--E=+op}Hs#5vtm`qUNw7tZN`|19x+!c$0)nTwNPiAmw! z(LRzgYvh@1d=))3QScmk6z>rL?qv=4rl`p*wS0Uh6`&e;@VN6*$}LO?@^{yB#Naci{~0e(j^w z0}a%^S=tx0+0?s_X>+xC+E=vs+E=wEM0VYVv$~(-eC`k0G1`vI&^pykU7?E9m8w`> zrApM*s=K;Im8xr14|Sa?Q`f7Ws+a1mZcu&HjjFG@N%d1VtN!YL7Cui?gVbPkyShUS zQFp2;^#L_peMH@(9#;$0*VIDwb+t%+LoHU{R8Od->PfXsJ*AebZ>bgP+iIoyj#{Oj zR;$%BYK{6AwO0MBTBn{>>(vJJJ+)DNUu{yG)sNIx^<(uDwOu{0cBp3cYxO&IOdVHm zs#f*3zMH*1Ox-kpOxtwLh#52EW`eyu%#1lC{dD?S&+~F#-s|EOc@5qty@}q#-X!l+ z-em8eyeZzNy{X=3yhiU4Z<_b0H{JWJH^cj!H`DvPH_Q8iH{1K7H^=*D?=kO7-dyj? z-aPLs-hA(?UX%B@x4`?F_msDSPuslJ-ZS1BZN4c+K8Vy%)Wgyq(_5 z-Y)NF-YXn~)qCB~`FX#K-<9L9`d9cx{*`{Qf0bY2clS&EYyC3+dcUWCgWuO5;1Bf6 z{TlzH{y6^={zU)N{xttl|FixK|8xFKf0jST|C+zZ-_4O!{c{;DqcWLHKJ#Sesm$`s zw=yd;-^o0Gonh_QcQe1q9L)SSb13tlnU>7aY%F_YwjuYq+~c`#=YEpgo_jvGBlkkC zIrr1ti@BF_J997RcIAGSdnNbt+^e}?a3s^*p4@A>y}4iI_T_$^+n@XQ+;4IRbHB|U z%Kb;~aPIZo?{a_0{VCU)dn@;L?sV=ixih)H=FaAS-pQTIwdJ*ZD6jI-eAj&U{B8Nc z`6u#A^ULy2<(KE5&Oei1pZ{+Dd-;v|ALO^>f0W;v-<^C=o>+*>%le$cP-|%i< zWA1f-en)Qq3q7rm)JN-MY1K98ll4Y@hCW-Lt2a@4k-k)4p|7UDb^1nqv%XDl)_3W< z^?mw5x~GNiIZF4OpzB-d>NAF>uP`hliYu4uM~$?RH;RnzMw!va=x+=%DvfIT%%5tE zT4Rhc&Una}XiTB2rg0sNnZ_I{?;zD+1(n%#rkSvnZDUrX{^zA8|#hd z{w`m9SAC>etdBNJ&7OLL*%v(VL(O4S;tVN|YQLE|<7ssWYkUXZc)eAa0x91P_#%i;a{eR2>_F3aO zbEu&C+ysHZ-gJ%Y?(RR8hLV48(1EE-W7=Tc`Vjpg*t(P7O2 z93PhIS!onGvy3u3DtDOb#M0$vez4D?Pd71!`aDEV#PPeI`M9Q@1S62 z)0}p@*$a$5cD1qC-0**@n?}yx)J^}-w9=xF7EQG1paUJ&MYPZD&t&5Pdcv}nIe{lX zryGzS2zeE9`Xb$vr772pVX6DbpN6zT{(j^PLV7T+N6&}`Gtj+C3?<>z{>SPx{|UeQ zKFFI;D@bD;MQeqK49YwMc&!wXF%pNYe_;+P5PALy(W)%4d)kChkBxhMYh7@CBgnl{D z{+~s=W?^IlofmpQPz}(gDa_!)t8gEB?*}X$5BJ{1(prMMnvhe3(khVu6q#Nm`vlg?TRly*t21afXc zE3kVI`eiA7{y2KC5;-%G;~Orv&w*LAU{5mrk8t0jQd+WYFO`1Um9a$FNeKIS|jGwFeKyn@Vr zl&%SVFZ6@Z4?{l=?FhXX+7)^=v?sJLbU?o$-I$)1o}QkOo|&GNo}HePe$2blEB3DP zO1!JR?%p+Csdue^*Td`W-Qe}{ZuI(kH+lWMo4x+tE#3fcpjYlyP~Q&mhI)5;Ro?r( zYVQNyFzD79pynDU-y!*Y6dJlLX^B(jjbp1)!=exep^`~85 z>iY6!ym%QeUdD_6FuYhp+uLK8|K8KzeEM5RxcWj&T|m@-jHeqfz|<{-r^gbWZXi6} zsGp(hTM4UbhNW*LESScX>nN}OUAVeGqZ@px?u@MI*SHQd2wyi+*>mX^n+Q?Q1Zz|K_Ly4K^?6$0*!w75 zag=ejb%J`1aJAJ+>BnI8i68X3YAp`oJ~mEs3n|l z@E=EWGxkV4H+zjapE0*NUT?IwAf8)k0dZRg?L)>)`wbo;s&R{6&&(Tyq~Eg7+Gq79 z;os1I=bFO^d!Mkf=BxTfF2m`nA8hC1(8pS{3CVXe2cVvn&R`m=O1nlPznLn)-gS(= z8G8pY-;UYS@M)p5gi&`VMh=dNcfy#$h+Aeh^;UmpFSWOibHJGA94@@sgz%250WSq? zWtZZj6*MbMiygUWg}YN2;yQRh$%#$CMJwfh3%jWB&&rt(P6-4#2l2k-Tw0K!u+56Z zdvn0U2#!l(m<`TqK8!a@U^WGGt&c<+Z)U0=a)vh|gA5@d z=NzQ)V+ukRTdLj25hh$=5q+l}OGwO_fWJ&EEW{3_BbTUCARm84`u&hsLjo=9&==^^ zI^lfmgZXm;Il@0HjI?sXCiZ2GXtgk70{sT8kvqYO(2*r`PB1^&H&3EAiv~pOo`jiH ztl@;;R#-CSqzk$a^UsWvP2onA^DfN%PAr)}k}Dy_%0M(h#rSqwu#OU_VFI(AWx$e& zH0+hc{w`oc7RG-8;l~tCXDMwwuD=sFc@p|z0&@C8_Q9+Wydg*rvq%Zj1KtpglG+X_ zT8!%X(}9_FoKFe^qY}PL=r00K zcp!ZB3CQkfJ8+%Ccq!2;V}>DacUU6gv5TJu+-Z?6l%S8!rF7r$1UBp{;*Mvmso8 ze6l2EgSW~GfH{HznMevI(5BAh*sK2?%jK%dG9PwQGg{I9g0@EI*7 zIrU=Cf0_H{?=T-fg*2W#4px8(J)Q~Oj)L~X_!GXp4(Vs{EuNNk4mm53gXgLpMOt)# zR|VRSG|l&M^fV1=A#c!S9m8cE!(|=AKTO9!t6P5`dC7C=cFer`B8Yip2h2R1F!LhD z%Z!$dyuQsSBK+JLCo@8>?sWP*jnAEpdBy^uU_OWDQ|1OLdxo(d=g`k_4Gc|RO~`ni zv7O2#Y^?9Q5FHb?b&Lga{#?Mu`ba{@qxtlikS^h2;|)f{RN@RNk7~b-(J{5>#HAva zQ(J%d99p81*AW_CU5H_BR9?sjsju!BvD`dDpDWCvR+YYu5btn7z2*SHyM*(Y8*&5A zmP-ip&LGq)xR?68aLUYWrn@&=+swL)b42Q^+wrV9!Y-omYtb7JrMzCSE#bQ7>`HyE zAX|L~VOv7CgtJ%M4^f%*_C%wPJ;k2JBV~V{V}xrKx5p`OXO1+cbv!|)k>!ybN4bPB z+j%7IdBzw%Lw35-Uw~byr&|cU)_06kUN|RqrdsO?SXDp4C{0-quco;5r>>V35VotcWGx1NqZWVu*=pUh+hS~S zkDh0j6O1etf8t*vu{s2cNi>TE$j8}R2zWLm@1+tMLM-nj!h!e=^lN|16;z^dGAGRD zf!_cyuO$rHf*|DF8a_ILl#LOPz(Idv3)vAb)35ZU62_r?dB+B4oSaw(@9l!)o@;;4 z4*`FL@XoB`tWIAK`F+Su`1X+i*KitWIs^<762vX|S}+UVndzCI&&EJF+CUFCni6+piAxQkH4sZ2%SJxXlAZwRASRgZh z$LJjv>k2Se0^;YN0K1ZYnw@ z2cjn~{bsMF^*Vx%zkU zZhb$qyqQ?b;wR)_e-IxdIVlfL#9^Hf!g*v!aA+|kPK8bJ4->r#*1mtXlkCBqC1WsQ?|Ccw1T+WefYB*t?3ouz46cVrv3x=)k_A z5#I{izGx}Mt^#x0gk_0>Pn!jQ&5tFTNwLw9ahI{1g0@39Wy%dL0&+GpM`3fXTYWTjoY!O{I;0Cp0Bi&$H-L zEg@2!{ss}cQoy1*mDn4Yl(DEzzfsIAOqzyvU|yTDleMDm&=ES{Xh)g~)w0|Rc{`)8gLigLHA6iYa0U#*%Cr9<>#$r zs~EwU2f%RuxA^U&7c$&io9!B_*{-#A+heSw_BgtlPvfG5Q{+m^t}WQTc0?*xZ^0_& zUizQVidAxPu6wQ%V-zaC+G??*RHs&_m}}&e(yuVbeNXzGwA0sr9>l1H$~y@b{BGvn zccGUOXS&tHJnYP}hC7d0qn-Jbvrtak1jW#2#xH9L5mFB`jxkRYR(aLgYtM72cbvmi z7eX!8?snW_Yg{X?2lYaCwtKY)x!tT*w}e^o8N)cG%!+RpF@~{=xK9Pg*p^#wN8JWO zJd>?%jAt-H<%DE^W?Q|fb{pNfmO+CWb)8jNR4wy$A`m>ku zIj_5sdNyp$F!vUC^xfT7g}cuhOXYw^-`VP(a9hn&R*8GmKIWcrR`FaBPJPC;;WW*Q zvEe+=wQ!NuJKWtGE)4tOLE$Jf?1R($w0WAYqu&YFSUv22lXOSGx^KS~p6DEQ`?9Zs*~rtF|x~zjNAM z7d}KYU^mT&W}0K&!*7K5^E{-S6ZSZomzBcNA3jUtQ4~=T#Yo#~i8yvO|9T|uHiyTU zN33ql+#e}_cAFzUwX7&yBn;oqsFyLwPR)JA4Gqv$stv$q%c{_XWL_pIUc`>P^rBOA=q zkxh|J^ve?>TQNT;(VDK0bak7Yz0R=kxX2D`w0T5-q5?=nfXMMkapV-uynZy}k2qZ; z)LR@Gz%`;_t0kIrM@F+e4{2pqhF^)&JfvQl7%hpGSV!r)9#Mll}~ zjzoLYjO`cg$58}0f&j-4Ahc~n$5L0!D?`3xs4o;fcmFfEFT@~ zws2g6SXp#mtWT`Jy`G~HIP)W$V%7EnT013w9F@RX6|1o(Qwd|7I(u1Mt_Var% zqKZU!fz_T?6VEbpZ=~2671PXfv@Xi5s@RLpblZx(a$fHs=dTj&Q;>=HT+0b`K0tLt=0-pGSElVUdwhHU*F$SmZiA;FTayO4K6E)ZVlcHVk=W9IZ3q|ZWv ziCiBC3C4QrpI)f{dB%D|aV#r^tsLopo{-lG4>a<7Aq_rq9eld_MB$Kz6vpEFkOtSg z{%uG(BbNxSqKkn?wnXKXs9Xws6hW+4;S`6)A&8<0bgF*bj$?y(p~A-uyMBpq7(|B? zbR=9KNl4fi2NBr*DqQK1V8s@GdOZOtob-Q${3;}nb`T>Ju{0%mp`5S=k$%O0g5ekK zNH5@*1=0?5WP4XJS3RrC7OY7%oCpP1tiAlAxO(?c?fbRWCr=dXa70m{2cO!kkcSx zt)jz1-;mXWlWB>k8pO#I>ja5^CAbE6y$Xq0XUM7?0f~Dh!d?&oQqIDG<0N{jM36JZ z(^+O3;tvP05aGolv7mz}l!%Tf{`IATCmcs|1}|eI-n+1V zP;wssELyP(@&-usm5vob2(K4*9+n#Nn;=cddPu~Y(7UiS5&3~IKg;ER$RCFEI;87@ znaL&p0kRV_xLpG^??Cs&5;fP+W5zW>&Hp!hUjwI8wf4QP zwe~%8f6qO8?{$BfkR(Y+k~Bw?BqV8)B+2(z)U?eoeiG_FOGO-hnA%3FVu>{HB( z#p{zxnrr1TW3XMA*X3YaA#+L5x5HwKIo;D+W0}V}@zZ%-YaVmP^YNLhidS^u@N9kN zx|HqFTz|4{mq&VkG20K@(0L{{TT97?E@^y~XPxBv^7Is*Tjs4t%`)40?&)mp;WV9XQVX(uP|)v_H@^bSQKzEDVEm*f#9Z z%pGlH3O6)-(cu=s+J-MW*d*N1NEGf8Y#Z(sY#%Ov2xJ)U=-^Pp9v$2l9_J4l2I*jF zczS3_u-LFjV=RNA#^Hsb=HbPm{6OXK(om1^a(}+zlMXcqZz|6x9g(4U#2<;C0@}KPqIb_H$)~Grs&A*$o%k#$V=fPkypce zBX8n=bt^)14PUh3ie{GR$ic|bNU8r=&>yveQNs`&OdE#iP_<~aXw6_NOux3#I>Gk- zLxGHF15Bx*hA}$YJlfhYM4w`Z4lRlf5B9Wn3KZMnf`dFLv(I*L39zi zOQOr7D}x84>kJR{DHiBJ_2{ukeZvGDky&AXe}^m^b63(ZL1$IZs%1E!vvNZnvYKYK z$ZCW6FdV579+%ZFt0R_`MOj_4dSQ9#V7Q+BH4V?RVV^c!&vJ z=G~!KuKH!=`q#y(Vq6+v2|E<4VM-aXL)VXviZ#MAw%o8p$6Cc2WsQinjpmePhz`_? z4Gqo+*s+nZVq%J(8k=PJp<}ZRH+1Y(yw`NY3msZ#n4$eMW19mbm>D{&1+zk9$_Ol* zvjQDsrT+cd7MAFx*+FzW`h&4%%od%0H6^=Rq;_ydc1?ft>^fPMgVF2;k*V2@{hhIN zHp$M5U|Gv<9^R4NIy*mHkli7>bFhX#p4}rj<|K1;)(*_iOS4D$^CPvh$D)4|Ge}2s zvS((`4eZTc5cH$$I|CWni$d%ClOx53O*(sJ_PXH6?2U#)+Av55`-EbKMLPR`m@Tj- z*_&O>&alJbtr++5wjB^kM>}nQLvg2l;BKdrz1Qhxn4_KI?75-FhB?}>Ml)x0q>*8b zc3uk9$|^8?(XkoK7M;DH`JyAmvDuLg&ThjQ?Xg8$ZZL{(*NwUH$U(yw9c}E^jFmE1 zbYPrei;f(1TQggZ;U2E!HY zE-^gOSl5np*SQ<)Qy98$GUV(*?CWal_a6<IyT9$K|A%GQo{$Wk3<^Tg^{U-6Pg*J<7s?< zrOv^4Rs5CVf{xBKY|xm?6FNI5-pwv#R_OT9_{gk=@iC#iz!a01*?~Lz`)d-0A zzWBlTQB1|EktTsI@lt<>gp~+}Hzi_$y@_}tCs8d?Gf^keAkjFmG?5obCYmQ&C-M^= z5}gx068#c`5<{Z-7;<=GRAQ{1OiV~jPE1S8OyoOhtdBRilM{1K>JQBN=*>RjnFFNf zGK;UrZ%pF@e7r_~AI%|w*9|+g#|1)GrVQrfAPt%=PLi}R-v|oH7D%#;dGkq*ozm~T zSrE(1=zy%ZR4(m=cjlQh#GUAA+yl&UACIA#VD_00nRzTSd7V#UDznRy^JPOgE;x;EL7 zyp`N&=8})KFX9V>H_TP)2a<(XfSh%T^;*rPdy;l6Sqiq!v4+mpMY7s?EXvHr%*Gd9nLV%sw3 z%n#_zUqoluQ!b^^fs)>UXC-EP6pc?}J1X~#c+9cP8^pF3?mc14JlmXi(pl!VrME3< z29ctF_-9f+XYL&4*kG;>9(&}CL?la2Cd*6X7cZcKtJ}!woYpZeT za^Z3CDzB8$K1t1dh}`#-L2sDtX3R^(3{T9=1k}64Ry$^9%HSN!<%LEfW^ldAHf`!{ z@z{OH8ZX(tN3}Pz?=at{$Dw+oiKoSHhVrm_oAMsdoa{&MtrB59swI9f2>a;>jZu?- z8);p;dks^lHPo!0$IRZU1HA$66{4KLeP?VFhUt{gdA1>2BY8AlO?nD(aZ6eSz~cgC z8$Q)bK((va$47Mq_ZKjSC$nmEj|_ZBPuW6uqgp7F-V%>k&FEb^RCs+fY~l1qAvY}@ zExcX^Zw4&)OLD4FN#t>>Jcd<0L3JsAm5vPR#o!UlvZ1-ZWQ%JZiV4lPc`%um4tqFOMYS%IJB}!0Ubwc`r_?DAIY) z@nwW$ca>C%CGqETuYr&2CC<-0JCwcxmZGcZKJYH(f%oXGavxa>iUW-t^;XJ%I^(bmuFovGc8%vCC|I&@urk3U<>i$wx=3{%1Fk=l;0N7%9hmQ!@XwK z*|Y{Gt=ix*vR0*i=86{-hOOKeP!2yp$0@JMdgh+Mbt8YriKklfs7fmJFpzj?$C;;C z)Qbf4eNj~UygpyH@KSDM7IE%>FHp5;mCiicrxfv4(c~PZICc1L^d_mrC65u(C}hdG z&Rb!Dj_js%p;{X5pqxP0%1v~f>t2$V`?cjF&NFl$ZZ%Qe2!EmDRBN#HX7p2Y7@o^`3aES8)4tG=-rQx1OgvcVUU>&fIHHUk9LB$FPR-Esw!vZYpXy z_{ci%<2TIQZ~V38?+bI$@_2(r^scBb1-id{*wk{8NB#1;1~e{Na!<-!FQrTvZuOl* zDaGGVZhLb*{Duhw8##x6Pzv%o4%|1#Ej{j$oI!V>kqqz**Af(x<3R76S(<$`{=vts zO74l{Qcpc@K&>xt-P)(j(|KGw^UU!)a9%f?dH%4B8!1RP0b)$BcqMj9J8#{S3n&ba z(_mJGuT9PeN>iYc4!cY)0&W>H0|J*CYSr+l4<9pQGbaM~8-7ZErJH+>xSxw^65|1ylH`>FiCk67Q{MePeYy%`RXT z08Tp|GgBZsQcDj}wWT$3DQ_?ffFwQz$@6n~?mG46`>3pWD;F@A9*vstMhE~&O7CB? zCfJDu-zhqqO=r1&E2ZPyyIr03sbwN51)(p0g}jya>FccSrX$qf#(k0A zO7FGk_$_p80}B5xr2?fOkL)i$%A9)L&U}>l>6zMkl;PGkOl^Ir7qXYf)Yglb+Io0Q zZ9Ryot((Wx*6rtBNGbt7X0#x75kJ*W8N7ZGX~O|#%A>U=yq?D(acI*j9GRq}2g)$1 zX9hjF=c1&4dD5)6d+k4MR(`IN_y5Aw_Wy0numx>u=3o7-ui)SG8?HGS?sQ?ddcTwV zJ5Cd3hxgna-VbXU*z39G{DCs(&gA!7;(fYssK>%_d|R7o+eSUdyV2c;zMc5nCl1nf zRFsNRESN{dZU{n9Y=#(}#SMM?APza^4p0qppeEFR!7T<2Fw9Q$$8c**Xk6OEdl_Ff zsD@YJ{UHzUnul8*b6>nB$6R@`lnHU-&xD^7?jzhvxPkBp;b-Of1@M13VQ0d2gn5Ju z2`3tqZ3ycTHlyRS36~J=B&2bX_;oj7C{|{Dbi@^OWC-m~qcXe8e9wtxpdY*hi(v`8 z3GcvvDp(8e!-wz@d;&Y=7&%tev7WV_v*ugRTMMigtcBK#)?#b3^^vv3`qpGSj6i=cx}qtJ#%&y-ad~edVHdo!*{0Ao9e=f8miKhC&BM*Oz34e+ zTUZ9CW9T+mQg~bHZOgsQ#My)@f%V3JJyp}u$SWZ#6V@zKyHTwta?8|%SOWrCvBW5^ zzFShJ{wgd}_YE&oi}fi}ukAfmuX#1vG{P-}rBu6hJ5}pRKVf4+n{XT9NW#g4<4)D5 zUj4X>_#tW$6349>iGk^0;x>xn9LDkoVhzSbiY(X;+s)SswMVdC!d9=cUbWtT6q(jC zYn_N%8?8T!O4g^=r=p7W8EW`dt-o2j#5vZN);@8r{gC~TIN$l5(?ryAZgy@KwVhs0 zFL9yM*Xb+j{FCoq7w=oy`&BQqU(5Sd_uP}m>Xix8u);N``{m-VsrSqMmGCE@*TVa? zDYIY8yS8kYHnd+CznW&7j@vAM+~yH36pO`D+@^@-qC~96y;*pEsdsFO*hJyxp>H|5 zTk&T`plzjX9-g0v$JbMsia9(;d3b4=Z~4AcUv$p-TncEl9bx*I5StKIC6t7(5)LAy zJXRVfq@4ECe%cSy{!xA|EDp>PzOIG+2Z*ZO?OSi?QM{5f`du+qNx4^Ze_tt13FT%fGg& zm`L}~sJjG23`3Z4owY>+ktbT9E_9=~74?}uG{$l$)+7&m;R7Nest7YP;SzDBXeru> z-_!9p#wsYXMN(8nJ*f_AN|%eKqLsK#+$1`Q?xL?4Ca4F$(!V<#ugqwO47Zh1rdlhu;Ztdt*h`5XJ0O4_iK0l#L zSe39gVWWb+y}SCF5w<35N7$)gz~KJA9)$e}2N4b-98Nfja4g}3f`Q!&e3J>M5zZo< zhbIet3keq!E+t$}SVFj-a1-Iyf#z;I2zL?gB|JcQgz&h3!3;_0A6VF9Kt`0%B}@-8 z$Ey<7AgoPTpRf^O6T)VMtqO|^`e(E)!qm)YPuPjD8(|;90ffaxeFyZ)7)m&ja17yi z!byZv31<}b?>;DFHsM0TC4?&o*As3jDynx;#!kXLga-(Z8q5@ge#H8jF~T@u4q-LI znuK)_FV1X#K$uI|jIcFfJHk#yMaB1I_9zj*azZXw)G_&K4mzDQy|`|YlxQd|AMwFe^d8!>Pi z=C=RsqkcSE@tEOCJu{^KZ(;hqEc_lY>)bzQU*dOvsm8CkAd+W@lCGAt(jCy3_2d^m zdWM)dLp=MxVEhcR9^rYv0o~t-3cvhkiOOfRXZQrG&|9o2&OZYeM6G{_660U{3|tU( z&PZOfmd0;IeFoSB+gB6B3~YBU6C1E4xnGn*ZPe~sLnqYYhQoN&s}{hUs5NbeeQ;cc zWsa;IwpGol zZ#A{@t!`GKHOiV~&9W8=>WvnD&d*kE1%LAj{tmz5$99a>PGrJKe})jgG3EUk1ImO) ze`Z_qn^J4qXf^m~s1>{649{J`Zsb_`tFvlx3AzIQ{G?6U%@}Fg8yiFe@?IR&#PAU{#aL4+g{#(PQ3i}=d>;Fuhpx9 zzfT2!zw-VIT9IGk*TCjCa6t>tJ$AZutzFFSg+17<(~jM`txp%aUPI5F;<-oIy{L14 zd8sd2Rz4N#TjgU}f9J3JFOF64+ZFuoKk%1*tN3NOcw+hUxfSl0JGo4mz@5D575wwd zhtFG3-hbt$3jPYIT+WZ@3$|78Z}|uQ%@zEc%HMxrqw?nm8cy6OrbKVC2Q{I6lq$W% z7mni?9nKaRi5K)6i3R#~V;ePT1PkGRC0GQDJ?m-)bfq4y_kjB8F%2&^ca|%K`F8oS zZm*BpR%_IqI^%s!-;f{PWjn07V`6^ddE!MfE5~O39Eus0EYd5-qJC##9XkbU*|`{Y zwwNzoLYFmtC6-{#yAs_MVvX34ctyy>g2bzcFC<<=T&O=53fAh^^;UA<(4U}x`#$=& zk^6>TDs#>6;nE^nzTYa9k6Bhh$yk& zbEoJz;@{P_eM;^$$z7lF?s&I<=-*gkl9$KD;qPLU*W`L*CmoHOvBiv`vM^TMFUDbM z7)2b-578XUheZi)<1qiP!Q5fySdOPTmX8|VX7QL|ZWh0Xr{PcHahM0si>dH3yey`} zEAWbV3SNiT#SC~0-V#s43Rod#LJ5?JXJ8$y6SH6gmg_&kCfFoq!xq?oBIdw0*e2#; zD<)SwYxtbS8hNF>Qmm6#$*aVBhS^!Hmn~&Wu>spSt;GlOCV7+CC~uZGix1^va)sC= zSIU);AwQNML#F(@{5$yNxAI#E$V2iF1m*YgdkE1?$gmH57DRlRzD&sW1$+UpeIZ{6 z9ACs21H;>_AxZNjQ}z&ldkCcMyY0K7l0DQO3OV+0dpMkBkFZBTWqYJO5~|pv>`_qF z9&L|?v+XhV7^r5CwO@gAuʳ}EX9Am6F%G=`g;TqhR_ojfNGikzlSJ`_9coObY_ z)81(hW1L%@Ti_w*R_9h2>)htt1`j*8JGa9)r>oNy9&x%m-C?|c)6?k*k2-yvJ}|-Q z=T?Kq-0E(1*}`x)%a(2}x3;|2t?Sm6ZQS~9eR;jx$Zag!n%R}|M#JPR+qr$+zOubr z;1(8kS~NoSdGVp@t;qBo{WWyxjgf#kc%ch%@*Npih^deHDTtMSPXlOL%G$?ucj ztH+balgHKMRI^lb^+YN^m9M6zI;1+PCk=zMnx5*O>aJ#_`lkA-r&9w`1JumapwuAs zO!}qtt7=yI?eyE~x%4~fchvm!yXkk;^XXOTRcb+cb$YdWA-y)eRxM1wpZ-+6SgCcT z)@qqBqXB+@p*E>dla#GR{s}e6FVzQPiB}&q!1|yP*9TPc?xT`4)2Dn&Y&PXXd}PXp z*ka0u_!!GaL~QkC`Le_(rj&?nrj&?JO@0^KDZd9PzlShyR)MI=L9o)~AXsH`5R{l4 z1glLBf;A?0;FlBg1$;>PqP58va+G=Nvc$Ym`M!C7qjI}xJy`p#Z>(>vgI+DZ#FOM- zRR)SZH266kKs@%F+47%;neYtEfIIqEH6)E9Fq|F`(wiRb;a z?CyL1clg!+YaW0GW%9s(-rt$Mzw-6KCI2F2NSd*|G&knwwwxM75;VkfkD;DuMvHprWF&Xo6Zpp1203Y=v6EIid}2HN*{~lQ<7`gU;A8>LPk#KI)CyN@H<{ zC=$ODgRy5!YGT{y0;nsVgNxuIu@EkX z#^OcDg*@>ZG=-MpO=t~m#7bxjZN+N15ju-C&;`1P&Cm^ci;ti$+#x=N{xDeVfV<#+ z@r7(88;OJRa!kqZcWe@4!mu0|)bqv&)UcXYS>0 zQyFucxy@zLZQ-_*mE3FH>*QJP^=>Cw)$QzdmUY~2ZZ}!i?cw&3_1yd1`{X6={q6&@ zq5GgaQC{XwavzshyHB`_@da>nt6UY`tYr96|pr94rI~5Zv9}f?KfQ z5FCOmPH?g~3rq+>l0a~G5ALoZxa%&#-4+&iyFB-K-+TWb?)1#*)4!VPu9^>1UBB)= zXQRHHN>rxb(?ny&-c;@pFoVqqZoM`&h9zpk#acSji_`YfwkQLBQgeb}-h1D{KLhnT z*>QI}cQa0nA0nk_JO3_HC5CNG`bZK*z@o17NcxV#$3IAJ2oPjvs{NM7zOc%*&CSwd z(uyW^@l=gaQmgubPe340KKb3~`%W1P{sR6&SrI;S+pmYrIgvXrR^wZBd##Lo^=PefPt{Vb!ra{DKV}nh z_cviwRXU6xD#;n9z-5#i?8Raw6$5_~Cu?*08-5Z0WPeM%hU}P9uR7D{b@#2Qm%EMz zzgL5(sFJh@B*%5f;IvdmB%SPqy-!DL`TK97g7~u-@|Ws9m}T)EdI&G!`#&PdsME))yfnmrv}d%TIqz$*rNShuXmHjNhApt2zLi%IL{Wap z^D*v>7|btYcO3FF96Ghe`ls&|ZE8&;s{_EWH%7hDc2L9 zRlfLuR$_>4kT>fiXryjXJBwUz*j}vvThJkRKx=x2QxL?Zt$H#bR{{!y{+gnTGO#ZRHYkF|wKCTuE$KB~AvKq3 zQw(w`2Ph%-XPCjTe4#w!uWM5D-g*vL%}m8ngQgktDu~n>ArAwqCe1<9gn11Y<$ZzY zKD?rz`yf~nBt=wiR;UF0C+xaep>as>t-c>XcXE)0r>dPrTcPoQ_F3IQxEHY5$I|SO z)XMY+`JEnKY~BsUxn{AzV3{U&lFc|i-~jlb=R_P_T(d$h(?n6Cx#Mb6Y=7_~m<7hC zS+S96BJB%K@B?RcdrGAr3UcClHq zHt3njVxX>B@iEhc#0NaP?V$?V9W>~VtE^xFNoscdl(^Z4fCY~?TYBP3b68*nnI@4E z&13YZ*}F6Wz$JA>Y2gPv%Eo`Qp(<;sHN z^Av(!Mj+McjuBsz0VVE}vuRl>AFj?|rrBc{}`RVicjpyfHMGSu~iP_J) zEeYJmDf@R@isX<@o{!KCDR~8N{^JndqPkR$0JP+0c|m$RM*iJ5RTLfH0^A4#zib@G z#ZSeO@zcujbJkYbdgXJ_=qFh^`^Gs`y698QaFyh>5W&Y5bnQG__j6lHTuQ{D`I34( zvkL~jDXI-yUfYnMajNZqsgC-`Ns_MfW6BN?@WPFDjVczVR<6{sY%_0#iG+~qz{^l7>{9$;$(RoyzdPxB0ic&RNR#} z<5;~#vN}iY+f^3G#NKMb*U3%kt_i8B$0t_tZXbAOABrK}7nnQn=lV%TcPu4TWV~Wu zlB$v)mdv4cz49@3W)iLeya#t+T@x%Fvv|C7Cr z(4?QCv<$%4p$}++8MW11UO2j8?l~{h(FL)us2!y0*JOXAc;-;=OJ8W+*}q77C)Y$s z{>Ns{p_NiFXGMmf3HfwY#p$mp+UTmoCmh&2tWWmWHy^}XaOS%%e$y;{Ic%lKp;|;e zT(jMM(P-{?q`!;WC}Y<|8`dPjzbQlg=Gy0&+i;D4Tn%fTB8h&KqK_J)+2p&) zli&tofr3-iK&XszK^4{RU#LalY3Uctk~a;Q40HM;+I$J+PFv;_T2{k+L4JlR1$sC25JQH^pG6C{HY3Fp7lu# zdIb&e04-^*%PwgqUBa^451h-l8vq4Y zdzF!o#khM%8+YrV{;U4Z?=;~6g*53CcOYw^$Ya3$r~9z$>g%YJjgzePf)fIam@o3I zcpCEflk)oXi31vQ7%Xe+9FZ*e->vB{fPdm7$E-h`P7J)q&lywp_XhKeTJ2i4B~wx& z!o%_Cp2cE)IBDr?2Ix=m0i+n47)77(HG0wDdUSBFL?;SS;a*Y*Q8{x6?R(ovJn{9T5|$$# zSIL$GU-@^hTBvTT!Z6HbHr2k-zR{7ZUVlF0qvIiWd8Ah(R3C6GB62va|Mk(}kh(n0 zs}gG3s@V#H7eAQ53na5Ipn*9TlhiY}4!HIYbx8B?oTD$RgbX3_6uH>5p?inVx`B%A zagPG+waW@eB`bN}(?_$d@T)z^^Sg`8XSXP`TNFRn2NFM;2buQD$LM9vBV2*Spj+Ap zi-4-faH;2w8Nhy2x7rn7^3J0+P4N?^ZA%n9?}CpPMpZ!Zp+}AlT z_N$gs=b6l!QoY#oOOcY}xe7!`Zaj2DpmzmV=~o;_zDKZStYz1>6+a%|PJxyh(GH4$ z$N=G+)N7YZ!HcCm_$quCz8UQE{hK!2agp7H$QOSbNCL&OE&3uHwIeuOnEXXS8kzl` zjYLfduUD`ooQ;+RJQMG`H?XB&>n#g>Cf?$|;4U<4EejYX-tOC7d+Rlymqu*@i~b(! zE^B+ax4I=9Qn^!oy?duO%e-h*|BhHkufYKNA2*HLHGPxKfKP$OFBAPaA$!``d$SL^NXvacXkKLK&5>~^h6j!{iEHg zZ8?@(DHLV;T-di=f4idY=7S|g#DdgD;3(G)kSPrF!Eo)!L#}i8VjS^OBa<5KteFOE zo}>-;lgAcLDmhP}gZF)%C-KiFucyF(>f_TURZe_ZPN>5DhP03J@54`5_A43p(LhDz z{p4fw=%gJrimUI?x#iH#YRu_`TqgR_r`z6mgZp7%il*c#i00myCmGkuK<79}+NTq6 z?AQX*Nbdi@^n#9Dyp|}qJ$Sy(ZLq$lvhA_xqbN!kUv$?#359UWQ-C;Dnv9dHLtEc9 zr(edeGSyGclRB3PX>d&SITF-;pJy!BO{++-7pMat+B+8tsg_OH9G0{*}sS3hH&EK$hX#!@i`A242Qy43tUKz~4*dWWFPa@Xg7 z@o++LPvy_SpW-^&$e?q5=`XB3_tCxz==DYJBy+mV12g|eBIpi!k&22{`hZTlpP%x-BdTaf?_a7Qt4u0 z-P&npF$7lLy`4MemIsrlBA3)mPCt9AB^IatSU(E)j^T%iGPC6$6J9zEQ&PBnkc3{X( z;P}Hm)-uDg&b^9j@YUNVNZ!xM5YUn1reja%wj@Jwpi6s>`}fp z?wn*9?-Jt(^DgA-8%pQA<@)~B%2!uF2DO8!Czkj)FYY^$|E_K< zl2qL{>y}P;K(l5M&=;jIPAwrw+Sdz^*Ftd!-*u3WB#?8i^rDrikDCwqHf!eKim!9` z`$361!Wk6X$6FI1=OWb4J@vYeo5UVxBT?mJ_wOwR?^G*Xdvq&J$Q1Sa#N|yp-imV; z)2G61G{ZB1)%6im8E58Rzf82pzwjt5HF$-E9x8<5=-59mR^7l|mh(e!X4b_4x4X)P zuFRMao*3rYiUfBjfbQ73qcS#jznTkPOnhASnYds-qY~OB#ZAt+b5tqg_=$!i#H49T*wX33dIRTpZ z6b<9QcI3e{?lcTI$you))&o56ILg^Wgo@pSavd@;s|9*?ACx#ezlg<4yf)j$_f=~z z`)rNugGa;mk_M0AtV_Uyeq5I0F76{~XIPBn>R;v$zJxsO`nmW%_&>T2 zwd!jh!MX1261@-a-cSVqWLI#H8~S_PSW>`VJ~eiG@$3x^XMf7|&qZw|t?q}HhA#Vq z(~DT!I!lYLLA4`q^XZoyA(bFB?-w+TOwxY(2c9+G+hl~|xU4yRE(Sg$xF6VT&3h9)}wE**dH>#^yVjIaRe z@y$aLHc~xSSP2S4mId#9^^I~RitaUhIUc^vogosg?~`tNU}@L+u#2Kr31`Xn@RtiW@k; z4x5DNfub*_@w#eCd?yeYoD{Bz*Dhsv$4 z7()PEMnXqCx6+CdNr5Ydow!1Un}IJ@R{qwX(437 zKWSnXg}8Ssto;aSv^Jz9?p?1(<>FIiP}Na&SLIMOR%KBYR@GFc8GbSRX86_cr(x7# zLe*lMLYrSUK{nrQnzs~&$!E4f_r=4eKQX_11qD`LKc%>g-dY$8#(>bF#X&#|^WtRt0?U{CI)B)JXcIPhUcJst@Aq^;A z1tDFKPY`oqOz)5fvw6I^3@_wmMT-vmBN=g&qaxEUlJ*9x<9m`_W_1+DNPaw3!iPBb zXzjRjVci*)K=d;1fhq)rWn*Ol4>F)>5mDbMYtdF8Rn&>Bk)8L2 zU~i*K+2idohS*DylwW94$`(+|EZLu5boPAA`7&Olzh?oERd*Rzbx4gJ^YiTJ znloEHsBzl(3zxmrF^(UHo1`hWe+)NDMecA==^o}Pc?SJTd;x|}^2+{6Q@nu1-Bp_9U2#P@7hjXkicGF{L*)K^duxeH%f_qfLoSTnHG|3qyTiEa0Ci<;SqAw z1n|&>y9epYJAZLZ8bITdPK_EUFa07jJM0V1^xv+y^H;|Nw{*vZl9>1L)F?t9+~cn! z0#PN@HD5><(V&b^#C7rPvUJs+6CSJHvK>=8zX(*2M#(HH3Ia`!2a)WOtqPxGtt$8t zUvoX+`+Uzt2~_MvHY;@VI#`*m3^HI%X8`W9_Jq4SKb)zV7OZp!DDE=RDt4lrp7Vdm zUP0kH$DB}kdQG^emmT?tmP{w}LPLP*xb3a#dXN`JuAmAN)`!@#cVUdkHiIucRLHuV zFf38`W4m0ZDF<>&!<+iG2yY zRuSW6^!;Knh!vsql9!#&ykZljk5QVJ8|{m)_N(Oh?kQB$4z~;-4O{a4T$I5_C93=3{){sU!D*SH57N4T(DWl9eprMesth5Rz511TTo%bwQH812h;#2{i?;#>=;wQ)}a z_I+`*(d}(or!$?s|1q`x9kKFW&}+4Y9a6W#T;@`i?5-A2F0&;qqvqu%C(Wlu*2=yqpBQEre~Rq%}`yXsO1_GtrF&DB$eHf4NJviiRF8=h8iC!y8<<}95Am)|y!EksiF zX>4%iE&D9Y*&OgaS|125^Iei1k>5pLMWFQE^~r3YY(#&a6S4IFL@D@-tags^5;bk0 zkhC>YEN?E^Hl9?Itf0>$ZzS0woxvuuv1qw4OG^fc!|P;TH-{s4X%g zt`%sCNC_Ss8LUb9xy2jOoHF#bPyqLgKbUXZDv;P*hS<`A*g`9D*phP$pEHW-A9fjD zYmA_+a5eLREi`_q`}7}BUPjg$DQL%Kh}4=@#%YKV=>vZd8M)Lo9TzJfk$LX0UW?Ai3@5Q7K zUw|&j*HPC{)2BcI+;W;YPB;rxQ>o!X2VT@;BWczC4qTR0o`g|rR&7Qn1qaCoT`QC- zDa*eOM*;_v;>+d7%xN7cxqR~h^V)Ob5QW92^(gk@<$o8^pj15VW$78*)DLHa#Vqu| zdOl8>EHb*#qpf>=MsGHiV5Fw^4yXA^6Q|#B)^N5t7V!X(-6_M%0*vkkOsBY}xbh=s z6!ujRiJ3`{^7DU8*4_E1PAZ&O6lzq*=qd+7ouXHU%eTC&GZxJdGC~7U19AfzzTYIi z&J0HlN5wU66`$(XsB$N$4!Sg}akD@+jlgKWie{`lj7LL1x5#Tifo5jPI0HO`JTY>o z!>7ZWRc*j~Gr3;_3tNYqayP&IBPbI(V|k)CP8Dv9!P*_1fTo71Z_zvQ^qCZO4RNBP z_hX`YVi=l&sc0TNU;Qo7)e8$H;E!rm< zItLYF- z(ZBoAt*2gB`*j|c&AP#6@gir9)~vQhv@<8g6`FRmUYm-lg9J|P#Lal!@5&Zzbb^Ve z7J$^^M|M=rY14hCi-ecTfAeFe4DDleITMtLrcCT(>U2NSmB&I=>Zh3P({yU< zk|DxfCO2O_{>f1028)^CEUkIVQzh9 zXd!-kjCjw8B#P>b>5D@}g+zqJy+pi3F9A^;v0q{uVjALOqTFH?18wPa;?@e6Ll&ZR z!ii^F$W39GTVr7F=A=afYDU~R#UZOLWia0&AJM6aZ%mu68C_*8Y^eTuyHJ`5&rt&I zfZ`?rIM`pmgBIk4U-ZiR>u|C7gBuBBhI;zw>b&d5!3$U*uAQr$^p5$C+YYN;4B*ah zvavO$vg27L?V;9l>Z;U4T>>mKHwE2r5mr`gKlGTRYCWJ_X~RN%$(_KJDLETR2!-t3$7fxM41iLCpROcFdS z0KM{1^m>{Kee~faFlRrpXfshS2Gp0DJ7~(d3(LR;X)f{F8h)#tt+Licg$|KGI!|gnsEsd#TK=5=iW5Y50A|eAyhbFmtiV=tDVY@ zw%zds=7rWng`~))Fl1dI&nDbyuj>$RGo)fuU!(Ca+ezPxwKYCqNM`Fd7|<3iPuJmQ zGgu<_PF%Rz2zXrNT5?{@SX^3^Tnbo3S(IC3Sj<}@SnNgcdxtjPk809kJrKS_yaCs8Xl2(sOYAAu9l_ZE~!WbUnXV>1kta?<6 z3k`$kozn-@n3asr?CfHlGu?t86apeU%vOH8PJ8d&T`=5Yw95d}rJ#vQA0N%o{xvPh zK+Tcqf$5p)#p$7G==9+9==AXPxWJsiqQH>OX37EENj!vI@=Q`N)8<(baW>O4GcwaT z(=_uTlOZ!Mb2`&K^JgZ9*>c*Nrw>sjjN-hnEwW9$eYCy2&AC0JZK+MNJ)jMxO|Ffh zU151}S^G%sh!QwLKEgi&AN|~3NLh~LbvQglJj)Q`u zt7e@f7X}(?GMsQ1#&N1Q4hY5nj@7Cjl#H(rpNa;QMBQ|Ee5m<)-_UUR?V#;$l> zfl-0$^4bL(@fv}Fz@^5d#?8dc#K^=o!!*M-k~N~UQ^KzPAQJyd5N9h4Q?^_#BxfuK z0pytFbmYk7SmeayROcw?tbZ{2P5)N7j9eo{poscfYJmEZX3GN{_)oUtT!Ea+B z+#$*$3WW^^4G3==WkNC0Rxbzq~AlP#lVUGi;+H(;U?y*5?sk5-#s6a zZ;$!6~h!2pB>xd@|Y%1KiL2t zfpyF+oGttZ~gfFnEmMdm|(H0?g=J|6r;}ZX;};Wjp{C8 zixth1V93tpFjcy^gtxAX7GiTTcJXv^Xc4Vh)!ksbVz7L4DZN#|+Z7SC$k5CJrT~v` zn+>#6GVt-ex2i~{KI_k|wk}gHGXlzN%GAr`${foS%e>1#PHs*ESA{SwbfYF!=Ld2f1Z5IpZea3ax@5v({>7}ptidwI#QidisbbUU^iyVR|7oso%*b{6DmIJ$k6~P8z(5d<9r&H@wk5iLV%hMt3djOm4>B{!@sXgTp za4mcySW#zJ^Ha05>DTvoO*83Wn*u>u1g8B=jT;_|FQFb zzwp-G#v+w-#=1bT|BKg*PTl)Sa&^ZBdT&~I3?$mt3}aek;%h{+b$qSXSYN7jUWn67 z>qG}uR10tAGXT%@@VWg{{DuD;ot9~TD*JgYt-M?`q6_wY!Fa)VPfpeTc(KBnYEG)* zssBQwC+FnP=CMfs!jk`@NA-6VrE?K!QWaiQ9IJUgirlHb%CxG+pM9AAaGu-Tw4~B>`1r$ zF}#`B^0xOkDB{0BJ~Ly!CumCp&P~B@!ZG@}_;vA@KUOmZ#txLRP@P_2s!YK}K2={p zYfN^*D47{++PdIkA;y)?n_<+%$M#EW3>)@2HcQTO5R~%MXbjXz#znCsWHIvX*-&!d zcj6j8lI3a>9AHS)Fpjb=I@k~Gki$p!Pa7t+-bBaOOQO2U%%kMSKz2UdvUBaMD6SJcn5rK2_tWm_R8NAXVPTK7&pL`#J( zzxNg1$4$0J{mRxUEGXNh#_&cUvMaC8g_?;N=CNsLjR!^s;iVJCf#xMZGsvoaT;g?$YXrp$+U+6Dd{_jUkN@#&7ale0U-}DE8QNfp@IHJ^|csHoO_Urd_ zHR+4!i|DetH(F1w&)@d14z#0feI7U&_^vd)eqPrLh^gJZ9n!P^CG$(}m!gJz>P?CE zjmc4}9br>nehSJa7i*eO$@JTcFupAdHD8hPe_v}-Y(J-3xuy3^j?cX4r|qZfXJDbv z>WZln%Gg)l)ZKi$spCU=7d))u{`!}@@dxTK%Bb}4w_LUbTw=WCC^k%^d;|X-Umz=X zC<(Aa*g1kDl?BiTj6VoD`#cYolFUz_V_PWr+@8LkrVM8I?)#F96#GLyRxt{i!0DIY z3>P;Jw`Zx3L~V-N{alN55gPadoOP?bDYY{*n7mo{N*>@CT`7#p3y z_;+K@a_I7c?Z41x``(86`<`8*I%arw2n8Sauv&l7g`t2>Lmrp-do!<}dwFd6BqP^^ z&LY}9x;UI#FO9zZuA}w@tAsI$@|6=Dik*BC8v4gZrekZRK1%H)_|S|Ztt03S6gXza z6{aj?&?jQ{w6snp{!rAFK<5AWRvM%kU|CFFIH}FQJyliFVna}a(~Mo2QoiT-n;P;r zm>~|`-ER`p>`%|Te@gvTg$I9MO@t{181}u5aNCd88*s=rf3LG@tdj+w%7UFcy1j;A zNxa{mj^G7#H95Zgm~3OFtiqzR0R+y@ykl&}iz-}y9}&aFLkAM-7l|**GYJDz4e7BO z=_CaJiK`NnEs>Vq=f4aHR~U0A2LV1AF0|i z@#_g6e*|Dp3O2y*d#)+Q2R+W5SW)3Uj(^Ip6WRH;F^U z=|1e_+iz#4J%75*{i-l^+8r96G;vFlh(i5@rzC?X1 z(~@b=;y%X^7A&`KCSOEJfZT)-RvuYjEir20E%JyS$Ky}fiCUTL7}K0RO@Vyi)Ge%4 z``Rn_d*(lB_Z03cDAYEdTLCL6zAV7Xp!I+>?Kf+DrB^}sDQ{#S$G*L4P@vk3Vxw1G zDl6dgjH&4+->>05JZ)~MN^B@Az)Ym~G*UMz31>r%!2BIf%*MVj&gEHb!}ZbO#{d3y zV&tlIC-W-fDnspySC-Vc@Yy0{1+wBkCb_fdJ}!ARCN7YKRzXV-koL}^5K=IVk0x@7 zb`~Y7{fe~Lq&>vD=^VWHUNOBluLzTB8OwoFwu}|Q{adINVH>;iv_oda&Sa_t!lFZo zS|$3u#xe8GO2$xa)=(DB(wL%Ihw#R?^_|(5ZyhxA!o}2oMK0<@&+H9xcb&Z1B5hx^ zC)Bh%?pP=N%v^~LbwdJ@axa1d1c{4B)<>rMh_U4!QZvHEp|%N{YGKG@VHJ3=8Oi!(L9RY8Pz#4 zgjajGmbEbNR`+a(*iR0Ca{a@d6i)axjOv6kbK_6G87b+q0+ut(6Bnqf9dP(CNi*t&gd8~do^~rZo+ig%dP^?8Q>l5gFu93` z8S(S`o#lEfM)EZ`bH~r`8L)Wt-M7SA#4To>=uQ&Z4 z8Y=zn=Eb2vln!@)QS7cReuhe}jxr(pcUdN_-;9eY-Q~Hhv+1~68m;>K1*x>97&WPW z#f4_FGpgZ!7+O4Z>q7D#vhpnd18%Xa0|B|Rl{awVp8xRwpB~aZTt){%lsYBzSE#34 zarYX-&KKk;>-;j~o9|sQHp5t@)ebc$FV5mS-`%LjORL_vqcV7(l~3u=0tp}UUuPE& zEoOmz!-xO+Ke1Ivk8fd_bo6Z1nn?8@yXJT_i-p5**6V|P4r#f?!+~L(^_t*oIPIet zMn~ML_%m3;8Ot=f_n#rQJkCv=jHG5ulAUey`Jt7Tzp-!tepF-?-J=bGa_^0XvKUB< zGn#w;nyg!JpYSI6B&$k{Fi~&gU1>3e--M*SdSw1;^bUsg${T5on|7J_cdNVwl9u7SHm>K!8&|CG zMl^X}BrUW5FOZa2O$z|0rm;o-Nt+lqbVIm0cRC&q5?eeUxP3p$@R!k&=|{ij2)`rh zdB9u`L_2B!dX1pFrv7^L46)5&RerBZpCLRDckPlFVH~d-2r(R^POJ^vI;gVzRAfV`hTgE-}fW4_0}Zd8o|^7`7ggl=p9>^wpZyjN}w=~L6j5CVharFC$2B1 zuFG?&^|f$Ie~0PGLx?8L6zUA{LiFS<1pibrCkuMChq}SuAjsEUB3o1mp>IM2dzQ#^ zYeRR-=ro{jSRBLSq;jE(Gq>R%X|&)B4gvDzQNJ(n>i>5T_)m1NC941T|Lfk>AkP!G zk3i(}wZ!%Pj|PE%lMQDO>mn%n4hsy(Ab18I(3(4GuNuGKF33Ls&bg05T0q+GPW71;=6zR!3zGFm z*+o$J9oA=n4#Cs&5Yp87=BhFHc0uOhF#FN#10epplWJxKXWtdQd~~HyU`L(3h+vQF zRO~6q> zO>jUY3rv$|V%Di~^OSRMI;1(hH0}SueA>8oOA?Pu@Sv%u!3AWSb(A5rsW;qDt>T9r zZ}0m}m3_Il$UKCDD<^-7|E%bzP3laojsqfzVAVR^kK(0fG4>A*p=Db=z;{`QrvE0p z2hp@^vfj`Nue)cfev_X`dxc(wV1?9D2EcK|60qZ&?)u?#M=-;RFVUE=pZa5kn$Pfx zfqRGCa|GnpK{w2L)b<4Tm$ThzW%(!GIdBu2n0|C|{tITn)Ml{JZX53ns_}k2#5kJ8 zII3i6YZO~qf9eM@Pssly<#C}tdA3V66I#!>Z#|m}X&H(}XTu#dA^fg(HOQv`h;E6d zfz5^k-d>?MYZ6K5RW+^_e1%n9bAc~RpFEPh*QnM7a+$1v`DlH#hk*C#URi|QXPMXX z5VhB>QfTI+hcxzPFcQJ6YwZ0>T0MK;3h6K1^!b(cGKcsH37G=2O;@khE--Ftdu2h$ zbE6+K9I@u#^)mp6+m5IU>w7R@TUjK^;7^Wo&UQ`>#a^KAA-DeV{7&%$-GZm|YuU#B zw%sEl_(q)IH$-gT{boM5O3!Z#lp&u0OHng8jf(N?R>`>?xO6GS`RmpONC0oo6A&*q zpO%9{2e4}?4ZdnzY?EePlS}N>yJwv z7r9vd=uN_{-S>`!^N?@T-MrIH5pN<3Gz>dv*4{>*sE8^wIaQk`@h=+wlLi^^m;1F- z++X1Pr(rM07b$?$VOpWCz$8qIjLt~tO%^kVi&;H(Po_oau9W4Pt3-X}eci&YA4`IO zGE`EW$21M_*LGL}uzgris{I|#jD?eZ^^S8a%hW(NmoQFa z$?2*yv+>gfo2rB8qx#QAu6dKO*{Z`hMukj^w*PVh|5=2o$}c|qCizM-9DGQGnTLgM zeS>?u$)2s96N|zD;Fn`rBH8U*DoHriu~O=Cu{S130K=sE%HC-H(RrxOin1!n)s(ki zR`kjc5riMdI`Jn^{wtnug3bog_!DWAZ zBvlh@6}6RmR5>5Oy)CT6FSz>t)qU+fvQr&<_O89h4XZMF0etYnjEQP=;)(9;77#&R zxvRJw;f2CUp(|_Nq8YWO?ms+p{Lvkjm;ozHd!{KrMvpb}ck?(8E8k9K@<$DanO^TU zC6+=e0wShIiw(-J^qWDG6w5zQ=hkXR`hy$baY~9Yp~;mx?8?hls~n*gq*8wm?MQJ0 zdiCe`FFi7c0q>iRGSFs2c{+E=9WeLzko4=C3`L~7&^&$z%|k(M+lYVa`8Yp_`2kD$ z`ex=OB+(|I*DE0CD9g^&Wc}8LVtG&mG%vfW|Hy;7T|gnx{BHPgr+O~jad)&n@kmu< zcS2`;gARC>ZpOEEAN0Loi?Zre`Npx)JFCQ@m&R-lN6*2*2-oO!k&8cn1H+Jnh@y|re{n6BEluIongGrYOzZIl3m9g-(SiBN!4u-pTLyU?4|Ztn?c>0 zH`0N6EsgWmgVw$V3)VcFeD6Sr`iSZBb9t*@n>e-YgvSz+<85uFeJh^vHl&t;=!Th+ zL)*^>vF-8FR}|g9 zMGx1Vf*Z6oN3k~xb~*C*B|6e=5@s{J(@9@z4(@n6@g|8VBC*6tzIEhmod{YyBX|o; zXQPyB9ZtU;2wx&_Mtn>EDflCi*%`|!+amK*m4WaA#~|adk%^1-Led7i4MNY06VnfW@S$NlJJf#DHc}<$2 z>=k;%)gyB+&m*7B>)dD>EyB~B2-&*Rh>-~P!^8*_G8zX*0S^8m2S@~Yo<3Z7Kk}us zYc?IP&K<_OMH##j+tT~vucp;&s{wWWnQKn)LKHaMR@h@dEekHas@gaOlMxA zy)iT=zGlYqyV-AUOBvoWS?=9>$xX8j7EaQ1|4z0C!QGR9No(08h7G?++7&28!pO@A z>8Rmds71Wn-@3b^w@9=*To)^2fnzg9_(OTWG8?AR;59uPy>;T*7XwvhfvdN$vkPze zsU!e5sfzt6h4Bjb!&D}^kdPkgZ&L&|a&r6|G3c@Z4>7r0O(WO+dPHjA zLdPWV3o353WZ6E_0M#q{S+|TkjFF9+FjWM{u_yPW<_iJAFH*=n^zGe;uI_^yM5`y{ ze>VhQKHmbqYA7&1z|6`;@#FV%^?c{WM^t=?jbs9)optc9o8)0ly_C2xRM+I`Zyo_- z>*+2opx!N8Zkjdxjrd@`A<@B$tLC=+ArtB}6X_|BeBufqahRL?Xcga#>ne~D!9wz| znH#l;ViNYcd6yw+Zzm|w?DO)u#Kfp^Y$N>yupphC&k-gDRE#YvEA)6x8t+xDq-G- zOK*XQ3>zitUdFU=45_M@J!rvNL&sdZz-nZ$&>*ywA~Z{lmO|o~M;)oeSOt*#z{vVT z7}1DhPQ_Hz}|F0whrc_3SZ|CZ{yI=5O3{J z1&?tA<$b~*l0;|j1-+L~MlYL(%_(fEB9*ItDtjuCt|%u{#6i{l%%`BrQEJ`S8e+dt zeOWA=SQyw-OhiQ`$WApvU&qlMS(nYn@wqbpy#$#5!ZiCxlOQoahDwJfAvgGp14cLy zHuQGz$O?E)<;G1x1MQ#_`4SZLx!BO?GYHMP+$Yzv3OO(j*}WL~oSj?aL_?-ir)!1q zSQyPO1-V@4q^R@-2yLP4YgXnVp+#i+`@n$tfA(L}a8`ITb~Zic_B=*@ z?%}EdPJU14!P7F1VjjFyVi`CO27gx!f`OHNOf(R7W+{pOm9AXpEUv*(MPG~YgUZFi z>}um}9J!`?c43pPpSmjcJ!teawbcPSE1_H4Zfk(;q3_ZUInXIz@`;z|qRHP?~ztUExuYVZZdW>}4XMFCD@D!lVzP%*V zq^C(exqQ8A*T;gLg1uo4kyAi92bOs&EtLOamaI%y<*em|9%8qWU$Q-to7ZAT7p*;n zstTA2=-6!+KmVKi?Y!K`w!mabtKQ7Fna#f23<6gpi{kFl3z}|&@ZJ&JrcKXkJfX!` z(({Ic7w@^(uqbli@2`LLT_{!Uy#HT~U3XZH?faKiMtO-eM5L02=Xvh&Jdc*qkW{bP zLMrV+ib~_=wHun68bs;Uo}z_@w3SLBDh-ur@4i>OsQYppzn^~`&f~i8^SaLQIX~xl z-KF%R;z+V$y{%ve{_GSzxhYJD(>`>OEMa`OTwl^y!B`?}(J6}gYjM|QM%DvV^XIXw zMwV-8&1>VeR`;*hbAJF*7PN&f$2!k5NbNXjmJ2+1HFR zqA|n{+dW;z8tjQb*TBLpry_X9Oxx0TAGK}Ep4iCmDSO^7RRT(A-SaXarR*G zk&)CR^=HHibJpOsOW&oth_5)Az#4Pp&?o;}y&8a_5P24pn7RpNP!d-kX+4k_gAZauj$*!Af36RMvt=yt#8y0DoaUACQ9sx9B~vu3@uW6|En zcLUQ6+nO_KkRBx4vX_Bh@IQbgJ9Jb(3+E z_fggx32z=6H>rOzQtA>E{4k`cvD&#jsw&XA!Az(tXwo{mW8f^;nMjqB%&8FhDVmW? z=(UQ-{;zx;(i4i^@@w5fOje9754}8%PgV^~YAY+MDc-ETy+6F_-?SI~r!Cdm4s|OH zFA63Wl+|A{lRTcGFL!5G-1e0p*YNZma@?oL8)LV{`;&JQ_S;%--7WFB4|Jl?&5+9h_q#A2X1 zH~md9#dUaJvwFII2A7W6{=+TxWi|1vX||*2K1~;5{R;Q4yDyLE@4n&xVV4q>=hkYr zCo+?lmGVHZ?4oTx`c$s}^T+qm_Y5+}3c~Fqz7-CB6NwXb@lND;!D(G$+^{iHFjcR2 zvcZB9ayIp8TYG{fM)isN>&(&V)U<*dqeUhTert*XYzvgL+XlgJH{Dm?YQB47jjr?U z+H1#*W1EP7w1WIxZQiy928XwL<_Nz*DW4nAljap(J^MX%m*32hj5}BAXRdR<+iA0I z9R5JPBWUZy-frU~Wi{^F#kD$9!49cAg>^om>W4Out*kD3Ftq>3j#1IDE74=`EMLcG zZ4aZ$tnaj5lo215mY1mbxAwp}{}LyM&JWW?w}tGsbd}Yd^1nPW6Z~AyW|K0N(9k0#ZEY}0BaW^>0D)@%C z6)t{&t#IIy@z`Z!9_FWaf9$rMz0k=mMxyLH%swXSnij2?4yml~&0P;ekdv&uO0y(rb#22OGOSQ}uzomjXv4^Q*9-gN!YE0du;b^ek`@j5RwpTq_|?=N1N@<7Yhy^h1?cvOkj)e#dR z^UnD)3BJb47L=oe)A|+Pj*8#Ue2{wI=$)MAWHq9H>0Addaz12RkwM&;ts`M~U7Y6AOC+c{LhtY)`E|Rcu&(TV=rA zPc(oTU#vI$%Hr+sT8%MwGXdLc_TFZ*e4V2NVXk{@(@pBzn6NEAVYc>O8^t&5!Nx@{t{YUE+&6h4 zZ76c^ET>>|o{*aKcbx+D1b`90j>gkerF265unRI%TM0K!Xq)6t1tP<%rIDTo$j^O&Hcreq(7Gbt&atV8#b4 zd(SPds;jGmI5#9bs1|662szZ;wnl8-C&u5;$~NCzfV!meN@%}$MOZ~JLs`dh=8*4T zTb0@RrlcSn4by`P8Ea$N8r~kR*YF-*Rc^H}CbUIwtc#T=vY^oPXvVwGqY?FrHxY>t z*HHDZ`EA_?!_@k$Hz?5dJ|5{$V@Z#Ayi(BmY4Aa+I(F zB=zZtRat8nw`qwxe~*)pj!cUz)uDSdI)0gk>tubTkjG>V-HPU*z$Z~Y8lHbkP;l4u ztxdZ^jwhhy)^Xbfck)!1wLGx7v&Vg5idKn+=K`hXdb_`@o3iS-(uk4L{hK+&ER0n& zJU55dFmq0yZcbrjp0COLxOIQDN3@vx<6>X6^gxkL$9?goCQo_U&-&0`E`J$-Y*F~S zcctfFiyGY=;*-4v{WkfOMucie@4Dp;rc|5PP-Rs3&0nlz33z+Wr!IDvoJfy%M}d71 zch{(8|7M5SI?J>MJF~VM#Db^CjlbAr{M-J~U`3xcuUEx34xYFMu9R@)$U07AdVRh3H%{C4;xuVJ>2ohG+YS);+s(dqi}VdE zH(^bu3UXu{SPl2AUmF}4<QJ&|w7`X0PBd5CJsYB&2y@S^nEmt*Ab!nWiJt0+LBcy}(6CoD01sYrX zZzm`Q_9dhp;V$wVQA}WC{yF=dCFLd+ z6Jr)72NH14(l<@J9_?-a_M%cP=ty2y^J9(UvfjxDjW2U1g`4bg-M=io>1k#Izov_W zAN7reN2EpBCtttTbNY&-X2;&|A&x)Zf^TWH`BZ)D6nAWrNeFIY>YsB%yuBk~2lbun zTWnZt?}fl{*G+wkT*3zXw0skiw+Xzg6O|eij!@A3#9es)Q4XyRqK`lHVd+0!PTV{Hnt)5%h=o|U9;@(FtsErCZPHfE~bp6C! zn%B1o^3j8CzOc=F-E{7Xo?B_@u?!x|Ag^;$%9l$|_H0-s{C?=3y|R7sd2LI*KImf-_ZL;yJE!M!$+W86;eLM&(dF z5zG8onz%QxE2APkW!>q#V3CRXH3jK68&vY24occ|$M<`FSooOpfSqB~>lf`I`C6={ zE_zcwm(&?*g$73MJJok-hC7-LIBqn5`q7cQ%J`~Li1#d!poLSw%1FjvNdLpaHn6-N1FL> zNNsg9OQ!m@R5N!;sX3xGbvFEt4gAUu=?2I7t~z~qozAhj)Q83A?=q`)W}IQhlA7*z z)5uUq{s?V)U5)Y1f!o!$!bFtq&5E5QBXr$|Y7Qi?kM9ZcGIx$Iu6ep)*y2X=KcO6I zszlk*5Xtzd<*u2R_Ox1DQ7E%YGgp%SWD;f~B)dEL8FlfxgTm6It(S}U&G$VaWc#o6 z3*P5q<_XUh+oZLJcURbbNz%)YT<>63E785}eEKD|kyf$YVg2ITnn>W+C2Y^lrpsG! zPbJUr81B{S)$`g_;_UTqDs{#PKYPbmI9aXh-E!o7?IE7U1D0@!zPVvj|x2G+a%>V`7n}I?51+ZoyH?7i>=Q}PBX6Cmu_h< z&NshGWMqUYyBc~ncQ<^__!`Tp*<~@v_pByadQCw4hTw_#?b(l2vp(u-P6o;37mYj- zw0F4vV0qtLv!n;hgT3lpDtta(ey!`Y!LU5)l>4sg?aJvx9?Ig?ukt1J#_||pqE-06 zGI>2`xo%zV{Y>#^>aTQb<`B6o^jiO^dF5B5oc2w`yvEPHBTmoq8yWvBD4STbr7=hJ zB2lr+DuG)oWs9T4%Sol*@`e$BwXDLJf9Vdrub4A5r&D6ySr+baL42!Zao0Md&ZLjE?=jVCZ-O;gK zBw+tTx&9R5VU@;hhN6=~WWA+*^kEgXg2kt*_8i^aLOU;?T-UKq_;b-k!vgU&f*leX zIX-IFn}ZM7WM7RL_I#%GkCIJB{iKJlzoXmOyN#?G(d!02Ej06IEqQ`Z84X2f13+u2}}!-#a#1BDp%?&?|v;grtPCmC@%*YM=I; zJ1d!guGGNkhB==?Gj|cw>BVCahSmPDqo=C;94A8k%k9_RH(T<);;r5iR@F~2O=sm5 zp7eP6DM`rQiK)NTCR43uUm$H7?ITcSr6(5`n^dA?yirQ^#wzJ9qie=%T%*$3iozS2 zTd$^CRc#T@oQUT;X7}hEk;(B`?TO7>_Aipd*ck|-y^n1ClvSkqP%Tif_iws`_LRoXO*$Afja}9h$})^m1+ij+f(?> zU7dC*h;H;gBvY*4qf{^Qm8OOC$=ejkvH3aYo6a;{%8Aqpi@l;Hm9jXwykz?F8BoEaUjy0JdYfhjS0x4>k@o%DYa>V|IbUJfS zT}5ZR{8jK{201V8=^mqI5$!~_ZmYuz2hZ!)UM;)#pA@HYxh-wcDa??+pY*zZYt-0Y z=lgeGYJ3q}TkW)M{5V&&vxt+3d|L0l-g^&<$9C4PkhhEwt-N{o=+y4lE2TRR#DEH`No^2EY*xm}a$-rIRP~-A&+k!D}{3A>t19VYa5GSd;jjfdyiB7m^m?~)4ZDc zek1=TyYP3E#|)~L5R#|sF30D+BqI7az+XONKId!DuDv<7!{vU=LJ3n*MUC2{E&ZdT zg+4xIcmKA3$9iyxM{eH}6X~!?|0Kt^xjb@PC%wPPzh1GVq-S#5##dKgg|B?Z=J4hD zII~jqR_^L6VhY1-9bpUK)$JT+ubk8>7B(Z+_axlA&zo>}a$$q6*l3jBu5A~I)zupd z;=Jzi9++5j@4>~@1iR>$^m~sQeVVOQTo2uOs$bI^{V17e=`0#&z7ft%+0nDA8K0C` z#PV>}m;Pj~YeLt1JBxw}72FDkuNPWJeRJlVU%SOLg6rC?SDkX|L7ZFERF?RiEMs5T z-@o9#m$rUbKNq!)IT`D6q&8OU_4qi!l|OFuP?g~mKDFWC>QxcFqnBRQ5Y)dt~r(mgAO zmNyJV_Gnp+vo~-=^e|J|Pd6&0POi3OtvYwT(Zwx&XDYv9<4UV>Zp(^DOE$}GryGgh z%ArjS$9FaEw|a6p-M~cZW_mzOnFmiS>&u7?Wi6YSob`jn4+3l^d$S!bx~AT^D5_<* zf6}E!Y=5}x_Shmvwj+Zp62n3~Rv9daH8xd?`-W*&@N-&GbJi~xEjzD%kNu-WTEAJt z8O^W0yZ#yyNSt0-zwAQx%K8kJae`&sEst=?d*<@)nQUjC?DB46{?M)ya%|m(c~grM zHRg?na1EK~X-Zl*AN?!+wn)f@Y_|H4i<4{fri@PzOX^o>)t}O==UV$pIJ^DADb}H;c~92X5C3)U-{F7@S_=Xz78psKm|8_4mIZEG(02Tvs_foqd5@gbQ#@VC zU#LV*aFfwnjpS<$#Fe33l}7zorSYc7Nf$Fa#|lRkr)$-`PD;sBS3ggCjP*ZQVLiE^ zMt8@gLi}`tPPdf5f4fw9i`~5|tEQ65YO%^{p8FzAOYDp5{w6}Y zMD`N||DfF=nJ(7KeihT|r1!6~*wFg}+;+RJCa$ENPdUD&`QEse3{G6&YJP4fq2smmu%0-7A zhDUeQR1G1Wp+f7btQPg;&g<#g;m9;0I8t-xHT3TsKj${2qihncylcFjqroy_GQcZ$ zL3$;-&Li3A@)5E6XC9o7-KFZe-k!M`ef(Uxb??KNfR>z1l^ol37lyuxNSSXdyI{NS z{Lqjc(L~YR{;LW_Z8qZDy>>PBnjz(npBEDL>nSeY$!|uQa$X-9e_}GNUa_?$+mF?K z`fih3bsCGtL+hnIr{+(gABgg=a%bO}-L_`+$e1^ce`wMhc^==(+g>@PQX$9F8#$?w zbF0Q>VNZM2R8vGhO9N5XlknIIk&Kw!UGc6^Npza9m?#{k*SI`8n_<1OCs$#-2>cF- z2Aj)8{g1kwBTKVi1}@z0dk`1fcFkWuOG7U`P~)EnPnO54Di5+8Gu)}6U3rV6qvb-_ z;*QP>@#zuKT9wu7Dx+DBada%*p`H{`BGGYXnRfgu-%kk}RIcy1^^mi-q6BBxtdZR4 zZ~waZk`(v~k%w8-cyYgzQbU08;=BIaO%I2O@SKZTq$3vhs^4$HxyLtULg>#DOAh!S zyBNmO~Up68DlM;?{&b zFz8tCpCmH)e*U|yT-Aq9$I&>R-G1J2yUVs%#rm7)9j@F!t!)Ld!=E>N+{;fdFFhLQ z-_2fcn7FcjP2%Qm;!>iZ-i9j*H~mW2Dcp$n&3Tw*xT&E(EHb@^`T4qH`w9=|!6PS6 zDm}^!sgMffI5gBG5^aaw@jSgZyvi%5!!`8L;bir(*7^^JQqJ$fyESt+c3@@64~4t0 z9E?}kedL6*-l;46OB|;!878tH%DUlN^uYdM?4wgd*;|HQSA+jwRwer)y>ikZ&SP+R zMU~E#_q+qOcQRPARjX3YtQ;!ua&(T=h&w!bu~~wl&v#y`iU;tX73UvF*sa~3t!F1Z zyxHG4bo8NPC?JmFq5&7Lu3wuW`&OWgEnw{@0Sz`Pm7ybmF|h!%PXa+Kc)-Fofg=K3 zi3@Y*rSN+_=TN>ekLJn#E=j!R4Bz1kERsv+=|AA`{P7mAHi1HRHVR`qm9d>h3phR? zK>Pi#zySd-L4=|}!4>He@`{R>1d7p^5)7I=F0peLLSgPg6{$2uYJke1fY|?MVMfrP zzyK#f!zcojnLh$n>`Q09gIMu%iL9ff2}gi4k%C^T%2j7p(n2pyR#qf&7U`~EEP zOEDD)=?ofqAp@L}B%`4i6Nh9B`rJ)ZsWgm+K+j?*bM`@i{+Wdg9A3!8Atg8kft27> z3iK>aWs(m7`2B+h&4hHh$eZ)_{ z&nRXxpoi%c*fMk~yg@p!Az3jULFUF5&_PEja}Gz$n4gZ4f@?;Gp^*8(L0~2Hxi9?w zJ~|v9bmkw{G3f+kLIxEILK=ex#{#e*R4vGifMv5+;JeN>D1i4kSD|7MM5<3PL8%L=~ARr#dn+CF97(o0$Jt`HU(CF|B5tQsZgn~kVgitUFd4oU( zVE_V>iKK%7is|^AlmI(MC=7%gm;mCT=m#<;*{le_BWTl9Dugo#m4+e$0ROl?eqGLZd*L17z@K zXjGJJEdrqdDJckn3^psMCD7?;D3mz}4f~nfzpYBcp)5fF+=5v6ZvR;e={T%}@uO7E zb`$LnRsdm5#tHzya1a7h|F!}#Q}coO5jfuw1c6V7ppXd>1cPt^JPKzC0z)-IAawe# zVE7pe2>6nn>=J~DLMaAn2`QbZ2uemca5$98fS;v($B!BN|297g>_AqGVo>1#I0zLi z1k^D2Sx`8j_c3Ot=ZyZD9Wv?ALX3iu@f!g&06H;7qd|%RX@X7+P#KmHC=5Or1{D(o z1C)k*5)6lf3#0$xAPg8q0XTjSba4LP=Es34$VzYu#Bvav3U3<#kQL}O7(nQ>-!S?!bLa>I ziW&MJTnsq*k5~vWUA1u;0f-f}Upk!vzX~SkAgKOu1elH>3<}f*APnkv=L6v~PL?Ev*DR9MLQYr8{DhzE*(3Fr5 z#|-$mdLt*ngn2*0#9#nnVzU9{2YvwffMSOEljHx+Fcg$y@;V^D z5Duj>AzJ_$1U@K;U-G$88f`Yr|8N2dND0{qC=G*{4`@*#@Ie8ECOZKIg$N*i1(r>274Ny2y`Amf5;^TMH#RiQO0Z#|IgE)5r-beC=g7VPfC7jh(@zv5;GP8>_*YBtvm-!3QGhpyGss{vLk6Ib#TYdBSpXa}E&=ENRZ_qx z10vEW;LKzM1o#J41>g~ADga~<+MzfyCys!ADiy_n8ghUDVh-g14pS2lF;E>u=~M;; zEp!@$`6wMB;1knP7;Zp~g3JnF4%##whiV>5XZ&Fu=ySgxc-G7Vr8DQ4=DTGWR5%Dh zk%yumxEM+?P`t=h69vU&9-w`KaS2pX$oya`0GSnxy5_v_`}<(dj53%|K|`4o zWEG@@8SssJrUKERvu&@HgA7sqg+~a%w z#%R=^^m@}TXaKw(HYw;r@c@Ah8-)qjIy5?L2^!34KyLuWHwKzVa$*4)lp7fGGs|Zs z5r)v9G6|Yss1}2KrbF=nnn%du2u^`4iOd=r%&^^=Bmx}`9AF3oj5UB&XMrpRcod`r z1(8i&H^V9*83MZyMNwi_;Qa6*fO6<`D2~I5=@60w8$jg(R3xbJ1hStXtMfZfKu$p? z0gWPbl0P(xpw)we8w+?U0MGz*_3$g;;RXg;L&z4OHH2&dT0_XI7!#`PU|jk=jP>St z5T`=Wh~YG-%K|b8lQDoekYdmV(gU0}Z4`k9z!(l1Fme#!bZ8)i;fz^xlpkZ1nPWp~ z1o|jgM*T@Geh+{#IvB2y6$2U$Ka9gsPp8BF20ae^J_ZT8!2lSjfOrIu!3f8IN2C}7 zfo>eYy#$Q$3=E=~07Eg1JOIWRbZByfF&I!U3S>|b#6ZD=G67@}6pCOB{xh_H4S+Ew z6^2{Tu0i?Bgr^D^6A%fq>zEkC)WN;g?3QN+HwY?-cNh>ro|8*FX!{^`2HH7jNCYma zAio1f3AF<_WroYn6x~@+2`DdQLcqD8z{CNCA;T=lQ3wfeDgs#nP}$${@pAx-Q{gMF znK=)cs{k1UEns>m0>Vt@=bKMhQA$x3MOr2!6z z6&WLeY$gc5+y57qgB}a2!$1a6dYlFiiUIUNcQ&9KfTAA<_awhF;=chf5JD^(2h)4V z#~`-IDK;}^`-ALPiv4V;a0FB;vb6{VgHi`vKtuTsWDpy{LE{a@2WVb@pY8`NsRT|3H)&+Ef+`EkPBIzMMCe)g`UBiOL3j8dJm9ZT zz-$A0AsuwGWZwbLL6nOQnpSunAPl4p(gFRO9Us8{GdHxLJV6WL0s{gVD!qWR{x{J7 zolSI5QD-app#vTs)2TQCK`{Lf17I-Wff@}uxJoBuKS-w82=_fczy$_WW$EDR^~Zr{ zHIsB2Ja7OqsPCtP3ronXG|py9W1|kXZrKhGpPuAxJTB3M_-j3%D!#Ny&dVApqc@=^XfG2V%kC zvhxqJKLjQiSd&v54Eso(Eoef(Efv(wf$xGqbpY`*t407BRK@6^M8itJ-3j?w3?d+4 zN)9?;QWFAzAAHF(_hAI|N#xQCWOOp70~wQCBfzH?(A78aCH+^G{n>nNy?0H3*lzKhg^03kGoX3X5Fl9VvOsE6#P85y}%2QuvE*yJbI05Zn!IQp*% z0VRh)ZaBbAF7z1$kfG#`8OX>{O$9Or*>#{?LH!1kpdmo>TvIc_r4BjZfDD@P0U30& z3@+fHuT?Fi5|gcQ^j{|7N0J&phX diff --git a/lections/OATD_lec_7.pptx b/lections/OATD_lec_7.pptx index aeb3ad1cf6749a56c4d7612997551bc0fa9f6cb1..34edec870a582baf7b29f4022d78a050d6fcb142 100644 GIT binary patch delta 88827 zcmZs?bC4y$w=LYKZBCohwrz9Tw(V*2G^VX-p0+)0+qP|U+SZ%jec%1!-4`z+*RHIr zh^jw!)XKe9W=2mI1Daw=05$JKklL;3V2L;Qq@YM34Fa&@_p~eo3u@R^&=u;DL)~U% zIQx1OY)E#YV9)Of3o)+5--UZ!ooGz@C%wVLFHawW7R_Jq_0NTRzGg`HtAQk(v)=A_ zf(ni((;ss8#%!}y;NwgOE0TM&v8FwY!Kr=}!}4-)@%30U~(gq)QMoa1Yy>6d5?8r}?ft z)h;L#-gl>x?s-Y}*XURs07(NV`_6bL{)_CbfWshzeH?z7ROA73rtOn4E|Veilc z?Vu%`7>zT9xCR8z1i$#L+g#W|%>pYfnsV06Z>x+W4fR4@XjeAMbz3;=>YPBrV(D(< zu&(CFCXp<{m!DLkTAKBAsEK)`fiAn!x*d-oCVp>-y)LOYAklaZKNj#bUh2;&VTltX zTSmsGUD+YW-ujP;t!=+VmJUqF9`u&-|D-fg>pN1S9V!Bl*t!!EBdF0qwC6W1H!-tx zz0U3;M2uYrkT`_hz$u>euwzPK!U2d>-=buklOGy$A*{qc`g+3dOSqk5AnY_~<*X3T zPCrmXOhoLS!)|IX#s4yquS{y2YBO0aTbo8rGM+@!G@2^gvo^M;Cg~z7Resf0N!yHw zqw&MJ25(HF_mL!4uDH8qp4(f@aWoTR(3?v1Wu^`vHL9RoL>61 z+*#Fq?V-pzA3G}kzZ022L{;xZI*C%hTSx|5FD*KTUVm`q4_}X}OUG6Zf3gNs&(DVl zQ_mOMiUKb^94}V}2L@)!3JMehVAWf6D8K?M75N{k5km}Tj0P{1gbQUd66j)SNtjkz zkzP~OBDMsD|62Z@R|}@)rJS9@v|0^eqg@=6NJct=UT17qr5z4E&_bkCp1%FCAMa8% zzKZ#Y&Sh%je&m=fz-M|YF*b_(C)Uz#b}(ODAtR@{4V(x?w=)I@+u_YX&tQF)ePj}- zWtq>$6gn?dd#cW^STZ1g35Y`b)kpe)*l^e_9_o}}XPKz6Z-T~iE_>Sc=MmymbC#to%eVn5DoxX2XqH;k7$pX-^=JIl+o>}umHN`VFzhE%~u3dzu8KJ zv{cRNXz_{*%R?3sG~px0qlymHf>NO4u>p*ylH_i`%*SiU`U0ce)I!>b@AlWIEbudSxtuhtT;wLiMNalC)Z zUI_SX`@?-zXUY34uevr}fXFrXSB?i4n5^E_fr+Jf*OB?o+SU5IV-U^WXG=mB93z-k|e%`&bnjH*V?KXB(-H|TcO-$5XG+g=@zgm>;fihVlZ zeUw0_L0M+XPytnhm7bQugjPcti>HxN_8gHJxc!+%egX3cym*UXG5Ipm%wigj_+T3W z?tkJKr`@Y1m}@~(*eUbO+lZ^T4B&3~4zKBDog`6of6y3y&st2dRT}U57~68@40pj$ zQ)vV?=B%o-qJ^;bWHD(Z3H#N|o|@tcLwL1in_E)J)~D5vsyK6kCQ@)Xd9vuTM<_p`2>>99m#F%6CssDmY{6dgu~K+(3|uHY#s|!0ldcNUAF=!yJg3uiaWqKC1;dB zC~|dXwe33)B)_sOR?2>$#um;eo+2iWwt>ZGOj*pUR#NYx+iOz(EnE9BIF~{(-dW;L zS}~tzZ2l9GJ4-yCZ3V8Zfqlk9Cc)f0fP@jtJhwiN9NOW(S72 zMZxg7&9t6xJd@xN`av9UqYHcgi2SY@W_G1-j1cgK?=)4S_6N25Li4+GJDIIik9=oL z){X4$9UE&;)0no2vMR%fV@HxSaJTh*FT^bBC-N~(Y6>s7bR-rj&3+@Fb zME98PET__GJ;nP$c*2e{aq58Dq&RKk{(wBjJ*H)}m~HjPTEBc~R;sKbkP|>v+Rt2h zmtTy!0eD06ioyeH_U^sEp6f28n@X^ShS}{Mc&2N!C?-2g>C0uDA0W)NdtCLA>P;nVi=u?NcyJh^MBqyR-_@3Y)6Z^8 ztOUgHZ~hLghW7QH9JQt!I6P$tpnST{{2H&0OH8z>4iRF9aX`aQOauFVhM`pR>7as~_Ky61ur1A#dIH zuXb;?@1Pxql;B zku5jWLYi-&D=pvUkP!Y<|IJsd0EG4omC7U(m+0Y7r}~7qWHucLGOFZ#B1L5n_xhW7 z1G~95*5kAua#Esf;t8p8o+v(9T5X7*6yICZ1=xa_uaPp^v1pz-#pw65-af&={eV0X z5idP^Sh(bEKCM5a1iDK#cv-u=^TQtS$SF)@rStLprYHRkK2`_SfSM{yVnBNQWDBma zI(=z5rBNSUgJ1+A$uuTj@9Gp&m?6L7s*XFRLEUt~IF||66fy}Jcu6<-w7KZ{;8H6b zTvF485;cb;K((U<&|Hu-I~)%q7j`yVzg#2w&caMspium|1YTOhe3Q^w!RL*11^L*f z_@2;2EdTxzB!Y$ZrtJB7`|c}juLuJ{c!qqk?ZX}jPy`(NM^FcZM^?q*%46zTVk7Lv z864R0G;bJ)f*&k=&x(ejYU>EFW?IxrjqYdc{M|q~FI;wv;Q2$!kQ0 z-+SYu1*#vg4hOSFW!9NV6ZBe8gin>F!xbTpo29`~LVRgc!sv2`)+Y>tiq%6k!g!dUP?P=`TY%%tx}#pO@@pmbh}lb z0@I`khy&S=soc<>X~s^t2ZSJk=%fc4W6(mO*%7`4SrQdc#E3>?vS%{zmefgJI$Hd&QUMnk zNde$z1X^t-pp8rt# zCUPb++MLVX9O06olyW~A#oZY(pYdNI94aYtKBII#!}Jw-q*I|a`prDVksC;MDNki` zVc)lvW8$@N=v*g&y89!c>-^WVJLS7&A)2pHBKZ_(D&=EstKV@v%l`Igd+P^d##GY> zfl&F4rLN~)-PLFwIBi3IdiZgOeq)YsqT|wf_j zkW{+g;IgR@IuXpgNYJTsk_@nA#Oud4G%Pk{9NC>c3rpm*6vBZx;vq{CF-KCIZy)}% z+o!Y;ihXn72T2^jn7PIce591pmbVAal$T?cBW^0xx#247K`2;NMzwN~qrAkEH=y7( zl%^wtFz;niW7aAIo2Dr&z9~%AZ)yhj+xNBN^JrS}f$--piz*h+;wpX{6f-Yv~rq^te;1kLeT!NcSqT2X9yai;^Ffot%Z)b*TN$=1+eY&X3 z8NCjrBUk76v&a<2NLwJ5%4G}DUVB>*_DVMWX$vPl3;TJbSu%~S;L47S$$^Bq45T?O zF}#7#k8xCh{0VES(-r@MNY6sz>V$YuZk{4@Psnbvr)}TM)6SluL6JTP_1uzB%|ly? zd==c>kqGLC0JdF+Thw5|(!+6w+=scV2pNfjW1JddxXH4mWeL#5&e?{OCu1rlVYPlf zaWqZEfmAzv#H@aBwJgo#Xah-)0+|%dG2C@<3*{p@?4f3S=5&o?c4pQWUo+nYv}2lP z&B>J|KhI&W+F<{g(u9RHuZxxnis4cCvPvFKoLW8_Q|65;t%btX8z9a@5z<{)W{r4cN`W6(Fb&&-RZ8I@DAPycl zLzZ!JDm3c*hzgOvZ-M+ONEs4~GSQG3gWuz$zA#e)r&w)lC-gA*64>kvr^48O58hfw zk^m3qq%<|(7Pc0J=*3nv!1PM(p6{44yKby_RxN`?h=9Aqr>J9YqnXi&a0w#RBM9h< zNC^uJ4Ch0P@ag5$Jqbt9PIRwXt+WL;R*DP88^y_HL2kZO#b)~{JT99#e`w#kU-!X^ zF|^4W<9#A4r>Muo%GdQ{tE-L-CAj=e&l%Xh@vFuL^Rt&a*(x%)BRg=rN@^M15QgFF z5VGRNw*p^HZVERkNA;|&X!QNj%WF2b0Q3$vL_zKmu0J1|;uTz-SJx03p$*8g zZXe0B+Dc5uFvhZR_p`Eb?PA^w;G(H(6n}<9%K`S!tFZUHt9xWJCnBz?oZj<-N{mY?{RyQxTt$Z!w9dTe3v?Q$3F23#U(-m=n1=n-A&M3&o~ z2-dfaepY;pM^}u4sC_z_(5EZV8*$A*6#MuRUk#fhQm+XUq@$@R5uruy=KH&w4==L(jhZ^mENV zxGUjVndm)w!R6s+slG7GS@P%b$eWP5P_*wpZ?Z@`8J-~BtgZcRS}CGnY&*URWvYNq zdfoBMR4~mmG;cSxK^J%r1xcYx92RCO%TAzrKu$3X=~NO)6R7CNe#C}bG`}Sn#jAJQ zgoCHOxMT#48&WQ{9h*17PbKG@KbZjjx`D4pU*17|Ba6OJWR;)#w_ea*X?fI`*VWMt zb=54#weHfV>4vv^rz@MPuHNi#j1Yw5d-M>`epM=E`SUN%qkAAS;5ePj5GK8PJN8f< zsE{^)8A#9|W5*mayr$(2kN-7Ky=-QCVo-PWtvNHHW_gS7!jd--&+q>6$8<*ayOK+X zzTLsZ(C&QkfgN!s!;Q}OG%jNoC!q|I(KWV)yh|MOzwenNEL#D8AtDrOjfIawf_&e# z1>sN7KOTOU*mVPic@Lj)6?u$Cb^)H8@I>8#KF2hC83$&87sXU{a@iM2U(pWxIYW6A zp0L6g%^c=HX|uk4b@%UF0!E=1`--u%y$}F@s$r<_rw8{56Fl$-$DD%1H8S4?7NAig zS~i=H0fLuI%r_qQP6X5`tkeuRll|2P)L}<7(@?Kiio?L~4a5rGM5v$TLxQrHd`JxN z)1JE=Ma)QWCMb|t3_s>C%z^aQGh4GNGOEAobWG$r)Xa+_HH<*zkrNu`$_Zl>Ze{e0 zB|cIyJ>+~>#chE}AWwNrsB9`&7Ec80*LKBFLcQ4!E>1YzTvp*uRbR$4P<8Yw70v^(~Vmn!t`gF`4T=UgPOp+!v214 z= zq-FPP%(eeC?rT9W?IDJ-9dmB;xLAyMY;8UWIIKrta3N~Y?L{i>X7(WSIn*@j09$Kk zk7D3Kg&H%p9n4M|bUq3yUQc_~zy}32xejC)MHrb$oyz+;_Hy+<5t}Z)blPxaQ~^Gl z%#W4dB5yPrF?9K6{#>b3h|H9C9YQBxym+P@_d6^%W?5K0`B6!0Q`PQk(57>+iONB;CdrJ$IU zsnz3av*{oSxU?{cWUd zs5*jBlY*A0!f~crRd#V7*&Y#m2_#6gynaIc%>HT8Yog$bu8(}F3y1xy2S_j$bfeQ? z1m3e9SSNuKg~X#nI(OX(-USe_}NJMp9U_`t}?(g_=LEWRXn-A{)fXM-~A zfF;Qvr913dZ!Ei56q$FqVx>)xZMr&e@_S4Jj&jU#dhu9}!;`o16VNai(w}^K_lt^} zloOC0{2Lj@1LkRjO+j~n{iK)$V@Jx5PJxiRh0tbrz66@E)vo7<6&v1}S%0BoV2rPP z7wNVO<}J#t;jQ{1xKzwhJ!Y&g3RhQqk4%u&bppvKTe>t0-u#Z-9|?TraTXp?u|sH& z8HZ7f+wcpQGtwl01Mot2JEs)I+WGY)s9roR!nibpk+)X0k*!4GK#yvf5Wg>oVS2YTNnuvB0LDJE zksH~=J9beAm7se4Ds#&T+aBZZG!M<&@DKV$hLCT)- zuG5}(t)siJSiE7!p1xNi9a6gB?Eu3bYkE+dT$&kf>AM`;PkvEM=YC=ts7z!iLQMwm zMa@PS!LS~R`p<4Hge)^nVvgQqaG{Wm1bZB7<`9Ds(@@)5fC|PIuXnHsGNGM(s!_N>OR)uV{5fi8?&q0)(4>QY1x@(Q@au|%O_Gg2tUQF1|9%}!(6ap# zR5b!!eO^96_fu}?T(Z5lnnPTEUiU$=Q+>`cYVAiI4iFO?TG~>QxJCEM%^l2dw#R%i zDb*vCTh{XZXG$|vu5kf&WdD6}#^aI?)}H)P=kQ@m>!6cUp$lc$ZVQ>om=?Zl@u2Vy@q^{S5sU<^qyO)Yf|LpE zWdqd)S~{`}H+^ISjDqfKlHsSB)E>DhMVKjVc^+#u8GK|_DUf2j zV5Hm(oLza@G@TVpl+$TTnerrlyf|6shuWQeV;E6-vE%X*e`;1>GH(pCbe=k;)OL1} z<#wdw16lSYoX7mbhHKp8^sB?YD5~4i{-aG1F$^MQ#V@9$AjRb-zv@1H55co`;d2}F zjBIc)ylMyk5ehV&W0>}EQDXA)Dq#5_c-(sw0g6K+*#<888*{7e3VYW=U_k#vvqMmi zNOpQ)M&akuRb3f!5jAo%qsaV{lpk#hW?JmYa|SZhwXahP{c|pTBg6E1!-X!{eHIgq zGK1)#YLv_6ZKlKup3v8Cj=JmG`J;m<(F&8?S)4zm8~-K)k0?*13KbKYW+3|mTo2Yd z&ROj_ySqxe6xZ%fZ3PjboqqxE+G(`%Mn~e=dr(`SqB>hva)p%@uNLhz-`eEJ0TF{G zjPy|N`(ckhJ-s>NW|;Exdhp)_TCkRkqx>0tRB^qXfHau|<5X6GS5|iM8ZnvqLW;KO z$iH(4v-%7q>KGKkM1fxVCqREml`Ur1k}yXDxVCAYvMIOG&w7KxVcm?uwLkJ-A3rrt z3OZ*0EwWMC-^ks|AWY{Ji4pf5l!{qOt!y#IAuEyK6b~`)T_Ecxy2{VeJeCHPrK9VE z#~H;{l;L=h-ctwJS$UDv-XCLpc*Va9EJmF5QzQuAu}*}6-_GAvRs(0Ua$*u%J6<9Z z&+1$ECcaM{`crXl@Wl8l0N*0x-NvTGdZOO9ySks+VNd4cJP}^443s|ZYLS9 z=<#qc)2b~;BW_Id!dC~ST{g2ZUMv05uik*(-V{5nB_!?S#^%LPY=;K0(}Q8dmex7H z9cLFpp;FfFRy<&kcyn4Ai%mI65~(atuv>eUWycYSpFfBYKLY@SIv8GkNP-af z{tDT1&EMm8ZF2beQ0P2IeaElOTWbGB%$8U3`R0GF*HQ|Ik`~- znIv@_Ho3M#k|)20oSeLI?NLhS#3h1n>`})ccD- z)CUdM05y0>r0&VkgZZw(keF|3O|5=Gz2^_)aNi15^po8E9?GBI*#bzFnV$b{XQvm) zKgfj%c3*it0hb~&!I=0qa|8^eenjQp$m#_-*)}~aL$)T*Yj^}?Zol6XM$Fv(xR#!I!;y)z46Gx-qfzE2GvXx#zB#9|&YE2lxH|JCu(F724+x;O z0ih@1Erb4mo@#LzqFd|YNA@TL7RrWiL${OD8=A_4Gg9!ND=Ni{Ch6o=!&1dnUz%v? zWD6WBI1V(rn(9o$hKiy#XO_fO+0A6q>Uze6;>~?--ZWg@GS2X!Apjg!>c3_Iw!C)W zO;@i@!3I#c$MJ(d{K-bT%N9?E|6p>RFmUU0fyDCig z8%x_`9YzW4LYnIDt8)^-6T&6}cCnjnRR1|D&1!l8L~xL|319()stsUmHZlO^rzzC{Y!4!Z8+dSzApg?MFO95O!g76dmsS`&AOIA|=6^nMhyg%Bfix5UiJYbkKt2rUIsIQZPXz%H0Mac4 zyd&!wJm?b^odm$yObmzKLjsaY{`Y;iWO$UYn?}GtfH&VX zLa-M@9&3hQG}Guot^$CeW#9B;6hC-Q)SiuI&zYmsbiCOadg}ut>q^W_PSa*APT95E zXLjreCfqKRIL+R6=?#{;dMNoXv}dFSyLlEHbwqFs9l%gDch3BitWRL9;az&k&Srj| z>QQEOij!7MuM0EV?IDFgV8cpqalP&!U>dbt%Gnzs6l;FPPDSFWO0~&A_fO3`9M&|p zX=kBLb1~;2Jri>OZ^_qOZ2%br4v*nHXSN9r26hP#V$y>o1Zf#VVgVDGaam1fCFtC? z4@bz6Tew@R>A$J|(FzG0id>rue=(`@X;1nYd!~aY zRb*ws^l@)8u-V~#P)|?G(QlkDgBo&HhF?~YE;OzUkY2U-MkPFOcG#i@!0N?Fi3yMsa zp1oyCx7W=dh#kM;{`gMYPA)<$=)`p%IsuNJT@Uq~6*6rvD<)xq1}%9U&2ppWM#3NP zhrj!0t=3w-G}?J9`@Wo29o@_`dg9g%l&HaoE1EqH|0o9`5;AgDmZ%b6sahu|wX>F& z06qI3NXJUeB3)p;f+Ix(15>4{wFpNnQKBego?aGhHf{*f8b>U`m75UitH^`cU*pfVojW-dk)aGN=LQ=>k14_B-RgM-{qW~&;Cw)};J!I1q_!J^ijX5_x95!k z;@`S6$iKPBrhQadLD1Sc2%}tj$Y+Kk^j_qJwq}g8&)m9JT6D9F$haslPTB7#90xE0 zFS`RVypIL+?F0UB=&mBoavkcwSadTDn6f7U#$S}nh?N$)gJFpjz7y=ysg20 zatN*;)w#(ZMR6>Q2`#lboz&(JgP+^!;=kPVv!FXln5dtE#{$28UJ&wNdF;@ig?cwG z5Jr@fbgCED#=A^q8Xql>1u4VW$=I>2s50g)eB11;29E2jBE(T+I#=FkA(Ia6fSU=f zyG!wEp|(vNo(t|y)5#C3d<(C-e?>X?nW~U*;G$P#1UvprfIenoL8!JvV9IKUd{nM6 z%L{tg8#l4@l$jrNX^ws(ktm7*Flxx`j_ww(d!Y3G%9nZHi}m8gfv(^PJSQT7R699a zq9&f61(NJ|B+BW-72rRgEmWatT=l;1>?`We>5vcK8?-pu)=GzS} ze(qhTyO5jw;YE+{(U0F2u3mCYrg7s z$wgg4rdw>xrijfb4NF!n3JuMt4UP%gg15t?22z)@gJM0XlqL|dGUNv79C`Xedf`r` zHlKd^Yxo)7`19k+hpD)72tFL=s_q6$RQEGm*qqKbKr%toj?Ep6&LQMY&W--^_z#Uf zPptokM@{bfwL2>O0_8nd>T}~Ffu{c_k9L9nCyxql`bUUs<-`RVaS!0bL;t^t^uKx3 z`v2xpg#TD)VH2>>{{Zt3u>Sz}5Ae+sun2=P&C?A42tZh+D#AY?Hdm@5c`G3VEbTO+ zQUbvK0n~es{S72ph=hXzBMb%xu?GtQ1_mf@Mh*lSfzyxx-a&!jH0kk57G`(8s-6G# z7pl3cD5!#E!OC!Yw7i(1CJ6S>;rtCF$&d4;#svKuWUeF3fsdZ#_9{sdu9l8yR+{V9 zN`sUL9d6Z^wc)ZEG&Uj8$d{vX_dILetj`b@m=9UjB5#t&5tktW|De zi7C52+JG;EV=_e_rnkg6XnQ3IDB0#d=&f`+1E`WTl0pCJ0OU=%qrNq$*qo=;B|>H{qi< zJGG~oSvFy?T`ZJrWaet0Zpv1gFP^Nw*6EdBfHjOk^aD6kL72feRFmZpZPk0(0ej>* ze6ychRJ!CQ`}8y^irs!4M7eO+Jqv}@6aKm0P~eg{G-vSI>T-gGw__f8~!iu-12oh7=IF$fEwR z(m6D>poHhp+l6yWYp_b9O|+rbC6e@j(`U9mgosg?S^;l?MusgvgVbj$g|?Ymt*~id zu}yCm>Y1{(obJFeRDwu`zE`?CY0?~28pE>nUQ$`D%91Aoj+)BhTG8EFY_`_k_Xw@W z6ie{_2{mUfOJc0_mM+adt%wQ^l7%3%hz?qt?Y=eBmD|3@n^F1Oa$CgT*X<@rgt@Q- zvr|KdaJt)e-(SEhxv7caqQ=Cn{cU#N{^(BGCD3MfdhTT)mqWM+IFXI~>IY7R1hwJm z>ns~>^|#0$2=(qv2}@+O9kRpMyG9lD{gAmR!!>3;P=AFXO$LEzhNhV4j4qt+m3M}l zS(Up6#skEC>lQKYLiB9;g*`d3=wNrXr}w1F3sQW}d)j}xYNu+}+#?Xe*OR^2yjDl_ zv-}XRR$gUweWqdNSBhb#%ePQVu_g!;D_eL`<3iR1M#gD#XinnHjzG+%Na2n?8D=Go zq2}?+S>BC4*u$+9BR-axf zdzDlJ?j28eb3=-tLW*4P-zGx`awfRX0{U{=Bz%q3a!wHP|LXHDYIj#wO?j93I~BvFl7its4c1Y} zB-w54=<;pCoREWd2ybv_jY@dl!5tfyXU`Xaz}>bXe3U6IeseA^+Qpsucw!w+%&o%J zz%*-?H(Z2wmcu0oK^9Ep%#-lpmVs0SZ0oZp+1=59-RYV&+n?v*dQ$tLE0iyp(^22k5T zXy{Ih^utl!j*as3B7sshhRHmiQP4p;Z%(?4`m}|9qWX_Yv9e)GmxW8O*!yRFtjvsM zA}~gS+E1qlt1hT}#NSL$vFJKP)JOac!;^k(!q7jv7CNV99z2WqmT}Sw(mlmMTH84b zf*k_MhMh|V%a*8edEUMx%Nf2M_`SBk`lLtdf*crxw>5*!0*y_7&T=RgLD^KYHEYn1 zA2|-SYk{-`kBHni4Glg-T;i_I1CY;_^JC-HkE(YWbVB$<^=FmySMIc{FQB6lb<*U( zFU1H)ZsE@Z%j5bZqnea2%e%xsf)o$?(vIBUJgpn2)~bomMh_cq4pRvA*O|kCqClhK z;?D1v^ORm#pA+px>AX0z3hOHSI>^Fg`}78 z1|>&(RYs!9xP^0UA^;u)XGJeP5AK=Xe`=9sx|82+R#*Nc?V`79d zqbRM|$j=yvPP&%jWp9Wl;k=Z&axhBrOipf3^p`Cp>v-h6Sn>9mefC(xq^=&aUN~`SY#g+98>r&nME22{`1QM~TCEoCT3_wv;w||P9NMkd$^6Qd1N*-qVLp}3+_f*G ziw-=11Pu3;3}b?hYY_8~Aq1?Dxare=Iq}wIE-%UYX#ifaZePMuiD9Vp<>woOKzmz% z7YPzN0l)Eh7_Lu9M(Sz3A(rN8z8%9Hn~wcuNNvT}bj0@GeQF&$#dy!_E`+$u4DXFP z4m{m1o9j!OB)KMSkAuG3Ye@=e0|oYsxUFG82HRqEp|+l@x={+kO`l)T@X)8Dt{ib8 zSRyjkQG`Z}qszo%0lBx#7BP-=oauw_pPvMlYYCe+--jV_dv&F~({@HlBi~p_i`u?m_JX%7H##&i`tdiMBRrCzp62`j)B5MH_jTVokZ5VB5$0I~A80B@he76!+nmS1 zdI1)-V5i-0S;lb`Ss%8^SvkiG^2NrGIEEarIT$f?xCAz{%aLP#x0GRUHZ;vFp+inq`&pK>gs~Vpl7o z;y)U`Tk>XL20xy%-@iNkwrGWb@@*soGI=~!9J^I07BB%r(Ky2NpTCJ2Rt>|)p0Ctl zeOuqkR+-j23gpNIul#*|)a5rKX5&}S36s27zWE&yM!65UMxpzsiNGe=1Vr(R%#PG8 z4lvjV?i>ESmfq;twO?D2BREl0{kL2cnWC?YBrGyDsMk!i^H4Y6@fY?#lbXZqd;=N?To`sXHUuC|k9T4hMf@EYzq@_5#CzFN@gVTyc;;}`+H{DyA0IS8_iR1G(`Vn zx)@!v{B}F~OXPaXGi{T)_`^rt@|q3vnLs0}6;4oS{sc`*%Ck>9I#Z(JWH%2pt}-*^ z*w$l7q4Ldh0c}%5+|8@vG-6HzCcfUqb?`L0yQOl=vPBRkhY2_!^83`!+!|L+?m>6A zFnjSl>8XSs!AG6{Sx{S73O~GNSXD#AH|9s7t3+pVIlVubektl_&-mgo?MIA`xkLI_+b6=k-#b1CkbM-}|Fv zuENy)DRpP5x9mt=uILG!6I0E_*rw91v|pmIEqM0)eG8Zn_wLnSblUx8PH{1QU{pPI zXr6J))^^%T^!g_Bsc*T^!KXpyve>OYMS$w4u-0U)TPYwA^hltx@t2I+7oHWNi3x1s zSqgR9E3|UGconagwQoy>qF(Q4ERJ`J)Qq)#-6;d0`+aH@JH5jDclXhA$)X(|SY=rB zqGJ|Tv=y-Nd*seOQjXjNxXLc&rfpRhO1SEmtPemq#Ax()?t^EQrwf%edX;vs1NYSnk6is&Nuk0_?lC(`E>L;p#yhv@MQ+SQlvBlZn(sApz~>I=W+=@Lz~ ze1Jc3?qd_TpLqYmPBXhajn6kdioCMhOj9Z?wV_6G^M~U2G$CEHWe>cx?wzQ-@+fUT5|ASnT4bF)@E<5CRR~a9MI#!Gi0#?TCrF z)W*V(BoL1{=3?}ueN`2U`DTRXz!Wa*2Wnr%gssB`x_%@?D3YwU+^}A)Sdm5BtLt)S z3b8Y(%bIUpyPBJ@fFjv;PVr*L+HplisCkP}0kIO%h&GYK&b9I59V0M`QSm+bN_0Ob zezpoeJ8yyGWmoy}rQPC0=S1I$*f6#D?uDo-^c{k=;2ef?8T)+Gj8 z9&};+)cRFB`K#kk4NTOkf-GWujOukpxB0C^@(Q`qlP5dGpTgtgvmwh;lbqr@--UI? zd-4sWOTsTp2q`+2y7R!LnT>B6fbZ;7N;dvzDrgz&Q)537VbXzX`wBGd76?Px7gY(3 zV29ZZOAw_Hp7z)xsJ@sMc8_*c(aRxZn2sT@t%k7%s5}>?=GxL*^HIqNx=r~zz z_Qr+Z1#mQ`H=|>Be=1}&fn>Ln{lTd96pj2&mbbiq{8B$;oNslvHT6Xb zx*AKLEX)Q{ClY568~4+zah5x}&k#7@$1otlFnbo8{MoX7NGu5N;$2lg*Y)+lf&S8C z;fvlnxLafLv^S;T*Oh#$!CUbl#HEADewrvgcVZ6j{6jg(O-l)?lc%Y&sDHEYEoEWZ zvYl!z!g%BGai6}-b%}v^)pdnwUbpaFjCK+bRAB<%Dy*^h$Bt)v`SNBs%hB7cWvgH0 zjd85d6g#B}%z92rR!`Q1EK%d?%!$VZD~-A#6q~*ZeiI+|8dT%(sc|YGIY|i1gwW4L zJi(NTSy*#F-(D~t@Y5creSb5M54u^gje2l9EwX< zs%(z>NG&AT!_(Z6Wg>4a>1$sJrKj@d)jMvQ(eg7j0ZG$(j=ecs!nG5@qR0`%f2elY zos15dr?7~Ol9UIAR4)n4y1|U>m0H&d%T@)3WqIYTGu3uYRYi_v-0Te?`s*oqYWXV_ zE%lqvnDpl+9Aau-XV*-M+@(};-}idxMidmh3)vt)ha~Q^nIqT3aTyD@1+1M&?KUjG zd)UA>44&W@WPiDsop|hi^4r&=ka^0Ua8KDq+3IQ7r?qJxZX>_$1|UupMp;Z`OPT>s zJdF271?y^MB8l1>FZNXpo4Et3DBW*d)4tJ z$^9cQtU3OKNRUEW(&iupX^&zEf~A&wFUJw5WKGL}2~@V@bxKkYX1cDC^M&x3xI@gg zAiq%c_j_8|<<@t&N${%|MH_-435i6t!+=zx&+b~=P{fDkJip~s$H;8tP(C2EyY;l* zZf@2ItJ>;Et+Mz}JA=gR3>0tXz4L6To79>v3EzKJpusO*0B!?D^W+jijLrDfnGyty z-V~J;+lzUoJJ5D&$*ihtf?yLWeSzalt~}@}s*&B-ZwyrRi6)fs?-)893h0EGypuV} zIu zjPxWV@P*bB`xQ5G;NM=P4U775r7BGo&X~0MwqC!BsYQwuI3lYaWTyjk80yCiQ`(^a zMbtM&*A;HjHZ~d?jcq$=Y}>X^oRfxaV_S{Uq%ls=m?t{1)7Z9N?!Du^H^v_O_x`ZH zHP`&soZAORz)g#mlancV&AKW;INy^-@*)#hLEL8bIO2lw+^8W#^-ytOn_j!}uPdx8RmIBoKL9~E>*W;L zvMdm4_lMIND~4C|Om7z%RtImV)j-5sDoh|aS7pL2#~#1k@r*oH3{cu=-GT?WHtmbV zSGz*_vV58_UqDwyp?m`-b#8Cp&wKkJq_8Vh?WdjDT{p4)i`Xn;$7TpVn z!+Fk>>ZG3BjI-Ll-xb;j5LhTUXRR&oLG84Y@wBGD&I{`eZa7&Y=s;80Q2ya$$O12M zA>vnwig#UJ+@u+C>NyRQeoaVMdg)@l>z-5X?0zjPihNaQGtkd@O#03^d#NaoMoOg1 z8@YV)x!Vf#j!uz!&*L#_b~W&8xkwTd<}RTfm@w%)YEDWOvkA(06!iyTY&Kycml~as{mGk8DC4tDN31bOS$k5Gf)}C@%CK&diV*BS_4FX}b9` z>QLuc;~r$mi=-lFM-Df?&In`Ic~bj|+=SOJXvZn-GO+sTka-u_7={=#QumfC{P zdnpCqX-7u|l@#H=67W-%Qtn|ef=)Roni;f@0RZhOku0D1??y9QY zfq}CxXx-rR&Hq%IqQFYWx$Y-@w-|tCE^&33{hg1dXtLl|#pX4otZ)y^c6O6;FnE{l zT@(O$vFR)|Jyqy1#4kslkqzIt-LEC~8i9HfdMX1-?r*a_G@Ks`$FB*(o!#tg38Vt9 zolI<5%X^*A1((7m@(I5qgDf_N1}}MXJO(^f;Zl$Ic#wC z=0E=6BU97T{iqlF{x^IoMOc023kCAE;%Lujr_ju9m#k;k(llJiKv zXJ5>)kDCR?2F&kF3JveGtAW|@_@J|IJyyw8+n+fxE5PShcS;0IM5+Z?{S|}2$~BJQ zVan$cseAS#s^!fMKi?^z;N-Vo`itUlx#Mw9boYvpX+JgxKE2f>7B2YC@-)26c6TYc zp7&p{L6G8=Yt(xTD@h6pvV2NfSr$s|8NC)xi|)^U<|yf7WVHw!shvy23F5nLwt4E> z;NXL>0>3wK)RWTEO(eglhlw%)iP#G0(th09vN%nCt;iAsWch*Bx~UY4Xw3M(NVV(N zg81xOk~0<}YbD>Ul|#b*Ka(iIE2eQafW5!}Yl7`PqpU%9&B#qd^5Rndn(Mipu}!pf zO!J?-!yvDUqNIu#<*O2e4+$l)P~yT^jt&E9qrBq?RTM@$Sdh$}#uSpX@~>x)cJ1Oy z4#J(?ApNuLH2)i`)ae=%dQKLTcj}VX@qqtDBH?|z==19jChhoiqibXT^v{?CUx0x| z28RDWuyRs!C2ALH^V4^WW!lsC%o%m7OS(bM6a?#o4AYZ&n{8G+0vNzvifeYfw0tnhwF>q%b zG(zMQhbvyBuD2b9TbInM#0>tX!Porm;cF^{*FMH zp9#-}V{~i~c`~ctBL*P^(gnXDPGpmv+ZVN!kRJLn@w_(|k04kV7t4P=H}RP^Q5BXt zjI2ORd7;MhR%_n_AEc01E$>UD`iym2)ym=>S~PssHFyl!fQ6GS*jfJ3Jp?+oP3)$l zIgs$V#lbucE6rT{LU5yLx(qfSoVG$!@X4YB+3VW8d^B(Mpytv7srhRQfufS4>PLQD z2p1MI>5$BU!JFbRro+oHySECK;#Y8{lGfkpZjCX~g2{l#F{4xoSZm|REL&7vhb~I^ zWRf=QwSr~XC>z@Vr$LsJjwMn8w9L;oP*19!y0if12Sq}E&eNJa=wGqaMROtsVrE~+ zGzMVaZ*rS7mafBr`4RC5e5`0Tc0LYj0~h_BpWM^P-u6q6xNqWNgf&DogU-?0%S-(# z<>(sn3rk`V($Bo{ow;sB5TEY~g-NP-rCK*naYrLiO%@T_spSKhnI8=;AM&s0tM>+=By#>cYG@=5x2VK0_DAH?dFRnn(UlgO+2^Fy3vExO`(Xn3abPOBv) ztgi#8J&5($I)y?C%twUL1mhe=Pj1h>LL2hrlV4wb)73N?mFPDB(GzZ@^Ui93NjycoDZA;L;aS5uL1>XA{wdqFc+iPgykRgCzcf7N4B%0PnF8l)I(YW0 zU=GUX{}WQ=39qXdK|$!ZU!nJJ-L0s^0O+9z4d4UHt6RJ7Z4_&65K>on@NxF6STHv8 zp99OQHkHl;uL+ad!y^DNdoSu*@s-SAcB^DIECG0qhW$w_NP1a(#1_L})Oopit$R25 zsOjzT@M`aClH1>H0dn>Gsni{to70!?d^cNnzb8hG(qHhp)l}cv7XD+j%hx z@P%!*9~AjvmUS_gYbp%FnOFV?cng#HR8hb-2YQPI3gz+Dk1{`&Z9P82zbB%jh;~mS zyFupY&iwSaHxj(s_aHR+G1&D2-h}>>-++W!6#l`mF)(=-7x#3BC`R^ON0S|!4aIBhlh?unZe%t6=kbOO^2VQ9TOU=ml$(qx9+^Fl$ z_(X)fqh@bNj3hHs5?UMKzf1xuZ26S>B5m1DBdf||rIIWywbF;lXfek(mq27pARx1i z02yUAZ=U%(AQ^_2Mk?FWVO5V;fc?iyLUbo;M2Ko|NsWLE45t^|MzML{Wx^1Zpqm{- z&!6E8Cu^S3qQhe|8G9Xs!?vGy>p1>(LxTMb0wUiiT`SOyAa|<;FH9PC!cV`$3gV5{-tl>t`4qMC4 z(}qg5pCd=PtNVFA{3Sek(CZt}y4)*i*O#Sm9FglzRhN6eZ$!u0^mW5t(%J59^6y{t zC%#jb8}6B0CY|u!b*ij(6uhWieZL9=Mf;o$sej#yG&~F&Xs`vpfVWsC|7Hr-N|H9X zG)++hls*V+6RbYIujk0fz{!G zJ%vq=G{sXmh*IRU?^L%r$CZ}m#@KogH}Cs0&;6mRv8%hyWWP7W&q?tt>Z$JBOX1tf zUL6#}pzJmql~iu~Bd1)2KvgmjRvO%q(V=IB+`(SnqmtGM znj3O-Imn<^iVS3LZ&OXGJtQa|1cyc4A;rBs8fQu(+Hfs)nJ*tEkVc4-WE-z?iQx*h zXEX^Ah7IoG?C-S-X)Siou}!Uyg{jXL^{(xOw7DFZB6to1YjA|GscjEvYX$f{X2;{0 zX{<=Z_DIm!m5nrsyhs)Jkc_M$xse)k|N4Q7+IyeaD#Z_LptT^$YT%bqLIt{XY8+_F zZtl3`-)=jzT8-2)ma+9*-49$vd|*2v#e?tIc3$NqsUwf*5x8VU41BqPs)OE#kDq*$ z)Bs&uCsipx>kz*$O)-8thiK@jPYdQeQft_Zer|Ii3pe7%=&#s$9+8~NMiA5~Z+I>$ zA%)_miX$EOVGGH6lP*2*)VwLd2sKyN*i_gqYUiIq*ZWF&K2X->kEv!BA@q5M&6K%q z!koEP?YAtOfZ)mo+j7noj}Cr+PRj^JE5Gr_PCMTQ?(_Rf|6+EuiNT-eoudp@CEX$4Jn-#V=M_yDH1(F*-w+3Gtd>c@Uv zhu~uXC$x+JTW}SO?)v5s&9N%KwV_$#fqBt&>>e`0t-ZtLZ z4YEi6%lyE-LN9T*p~I>;F&kj3PwrRBT{Na%9+9VYY1fYG#`E^dRc`+5G_vh=X- zYb#ZR<7{l(dZ|e^khCR1mR3Zz^ES(Cm~FpOD`e{E<-f7CC%5O+{qB<|u)ax1@HWTQ}_t2$yV9B=`WSEjf!`T4yoD$V$!%$_K4#o|C#!qMuSh_ zO1q1Xysq(IRvhH-FB|*N%FEaKx-XX-lV?Q0zzz!%_qhndpB+5b3P$rMcRz!kuFWM5 z_|53Fc`|=Ri?`_McRSb+;rGH2pBr9?jNQs1*i-m>rS8QDgR|3IeCRVz# z>{KW&b1WA~BkKoBw1KqqX%0T6M|tH0n2$iWS)+I#bJK}-DM6eCw{ibnpp*F>kd$BL z_gG0ELMcjqZ&o5Nx@R$ztY;?H;ryM)ju_8bO5v)9RHU6D2;0N$`yk7$i<6jad4m4x z1P6~TcLa#GFt^HZHC+qD1DvTuZ~RnZ3&oO|p`pu&W`cx*7`!kZ@ZkGXk-KznD#Y=@ z-WOuii>ulG_cYJO`vOFs${M)8FAA3M^_)|-h{ZnR4B()*K1`?N3^kpO?XE7ym~oRd&! zIjQ#I=p#v5>^=}n#XpkpEYK^-x+Yi-wfifptLm-0QS}#^!Y=9&AU)-1{{FcsB;!3w z_(XixKF^#5{njWs8VK0Tq#UjC4|E(YzTFggt`B*~h^3KdJ+75w`*(XYV@{T@63>qG zi1xp$WNv#G!%H~Ra1-EVT73Mf^%OezyK!K7VE$l`i*9)=aZ^cQoa}5eGMz|0>_#f6 z?P_qd0na02n}cZny7OsFG*;M+UkN+@#9+|7bI3hoQ^?vfjA{)KFF3A&JuK{#P=3y6A)WKKntDx6pkt2 z0~i+`CuH1u0qE9vGd+;7SG`zL3l}@uY`RQHL&`WSS5=|u941=lgG@(%V_R+MFuh() z!uX&giPFu<0CE0Dhl(Lu#*yPR%1ouy_V7Lp-CbaJkSh{qk&AoEEI!HzF<)Vyl)5|b ziWBom?i%vuEj+VB3xlp)0_8T1>l*p?R{bFLm$f7Vttu!6>9 z_-Jq!?^Wdy&gF8~Jzpph_=yezn6G$iT&~cgAA#_-PTgO3SmqX{7)#ygE;ScfVm*P8 zo3CarRyX#{)`*@;KE6Fcc&QvO?SWnH&d)R^+(RAPhP*l;p)*O#38%f>&CXUHd#~2V zYS!0~lfTZV4a1~(AmW8p;b}gXuTqsP*x2Em=Y8eBF-rtVUNl@UUd2oQb1;3}h523G z1N~zcM=w#P#?(kxIP!V+G+!!R+hFs<1*M#sWDnG?Yck!!YrDt;1CL(nf0Kwv2@LkJ zJ;3Mx%zJr^;N)JiCHbd4vj4?Bp~i}_hTj;wj03$zi#{N1QrT(?KMWiHe;brjw4q-@ zRTuI(Z@fkM4&HzAaH30$sDty4W&#L3^WaC=&fzIzn}axAmL>SPgAs<%KfW(W<>Gk{ zXB1A1`y%%GeNUMPd`7V(wD5Gp6wH^rx97!?>Hdq3)%r4+GwcGwcstHQ;&(t-m*lmJ)!8?Mx_caS`+&gESPMowuU5b=Lfj%?2hqhcN0XooY_uw+rtly`KbMv^SpS z%^2hqH#@TpwyqNAS{cul%PIx!=>#k^^C`ElL+Ff}_sh5~9eWvk_OY{aj#x-;6Sk(@ zcrb1ld3?rCKsKNKp5}%5?SMFh7j55BKO*@->p=R^#v(t?M+W0f)vU@Xtmy0nip)bt z@DEB2!@#>Q?{=8R`PThsI|7UEb9q-+4C7+{w1!7 z9;MD5y9^Bzh0(;3M7t03rbe4k zRYi!rOv}Q5#lMuOUJRri|6A!aHbpbUt3(VW;kOFNtxYZT8Fgr>TPVQ%`yp?C*W|J% z934n0{VnBL2*qX+cU7rN(ghDgh%BL0-JbNjy?Zhfwn53d(svN)eU&8XT_oeYu_>vr zLEqtQGErcI8A&xkSD4LgZ;^CHK1_S2OH6eoVV{sIWuapTbr*P~gM+e^0lw?Fx2By6 zWSaDbfhwT1Uy-27D)p(;&W{Q!^0u9qEj{?7g zY!4PyI{fG?O@ZjVCZw9P--k`(IWXguSAdzdV99MFbE_#|WF7pRG zxlFFU+tD^$@jQk}GNbk6$&ol=`w&WO=sZOOPlrV-G~FwHkQqz)Af}L+)sFWkA4J6U zkUT^(pqu!h5EoZmx_^DVO*o^qU7-~{Lh93uZw*J50mA0hj7UsstZT2`>Y|S^s&~Rg zveBs{RpdtbNh|+eg6~ARM?J^V^IlnZiI_&2vkWtSrvky>SFTp&wGyG8;}99hx*h=? z3C2K4|GpA&#hZ%tkTsjoi&uxx++V@BcY2XdpbGdMw`PmD9`;-cXynPi_5ROR-6!U~ zc-4YIFW<6AY#WpCN#%s))aRN{?EYa_wFa}x7X9&5>bAA4vlx2F6@fK>oVSNjL zoIIqk09Owlx&PW<`{+Uu+zqLQ

X!g$zo$bds?#ue+kjI!`_HASfjS>J zIvY^uoFODTsHC+Wjtt|fdKHpqZ@~G@Ol-n{(Rb!3x2Q3+_QqV=)&S?wN`gkMbq$pF zeK#;I0zk+`b>AqlZllr77PXIy555S7q514Seip$Hi zADV8B^-bgbX;Im2Cq+;f@JQl@N)W zX=Kf?ZkcCZIYku3gJmd}gRH%lyF^g{PhZdPZSo4hJ9w7A6)iX$%$jOR=&};KIbB?e zGge(1Pvu}Bz}NPbnW?*;5?C=LEPsmd_9*i&X5gJpPY?!(>5u5O?&%%|E9B0v-93N=`jbBoA8h2 zn0VkzVc=E2SYDIEh}R8UQ%aQXwLTYz;#t~^Lb?krY5k_70E$^8C-Aow9#6JtvAu4C zjUpSl9T^Xz>*iH`YY{Gm)`2NeDXahPZlRyszMoBtgU=cx9M|qB;X)P1 z?bp^P9eH|;)pmVd0Fa$H0I|yX7Yrj3+`_O%=4zNWPJm7oCq~(wVb^qiT!X3Ndnr>B zI)0G|My*Q*AieOu3FP2p70IG>dlg!`7TIk+h7tP{6HgO4+ifh=`7$AAy z=f7eVGQkD$<)+GhgC5hCSP#?)Gq8^i9;UKm0Qe0#lQdev1K%46tu>-`v67qv2bt2) zSUekn`Rt?EJfuI7();DVeT~Fuub+p-Ei&Gw=*Ih@NaZX~18lJ3vRf5$2>7Uf`R`jr*^mFO?0b zM-ILRm_%#kQWxgar8qJZQ^j+Y;PUBzPGv2q{0{|oeorQ8)3X~6MemW;zhW6eF(#_{ z_Dr0Cl4%Zlr(0P6nFMKIAlpMHg4=fbM^d4_VX(oUT1lCBSc+Q8A$JkTId=R5inhvk z&y4j#4&7YipT1905{IZjoUYrw!D&%U!A`^rwlk<75)%0zrexeuq~N)g)R3Re0(=!p zb3>;eZ3b+BhEI~>Y$X7w)JkVs4Q20`S_Sx?=YK3Ef2yQS#j}AdYoI=BFZZy`+(RqY zVm3rkl9rYlJJxOD&i_ICk9W_CN4dnZV)xMl{90#Ohi;pSeT=3;6yP;T;$Z(Y+GI@y z!lQaTG%+)atGZ*eh3t`{V$=jXv!RVUQtAcPbzKYmLD>a^J9zJ#-BQ<>r~6}M%4vhI zqHSqUI~NEQaGtccr~6bI9rum%0+S9&nwMs98f1s^r9svhieCroSVP}&LO?jwVxwtqj5lRtD*@@KKyXnP>{OEhS0Lhn?p`=|qcA<6_GOm@e z5J-dimxHooz#}=k{4I!@IzR^ia)(a{XP%jFDKNdFlq(agra3_?vfzh5Qdruz{#V0& zbOh%%s8=XUl4Hp^%e_~keJR~pg<(BX_a+Lv#0!7RZZ|0^I5PV|`)=oq65|Vtmiue> zyR@#Q_IXyD5>C6mU@wNtn+Egm4}Ze;wvD@(r-7txGd=NLHB<4=;6xLXT8-TdI!pOl zMc`PamrV2mbMUAvFN07T%!9t(f{n?B<{ezdqH$q)&Ow#04P{>hUCb8rPo1OFz7?k5 z3IS%iv;_!3_o9SE0g zKgvz#O1wTdW55p8RG+4pGd=ccU?0rUZBuDoVbMWfpkR+QkrZ-OzLCnu+a@g@%`4HQ zC8p_TkjkBnm;2AaJ*fX|urh>^%1`?&nLG3%GvsO%CzmZ9tpp$89IOoTNLM56nKhUw3;3wa`mu(KyhfT}+NDpat4sboJ3+shZ^{Y!gvn?YleC(>g{C3@O7ZD{z4P1&TQfjr! z3c6z^aK*7-`1S9~>RT|pm(Sho)})|IX{)G)L1xI8ulDQBD-|NPLpR?w(Lv8&)AVOn zqDhO(gMxLjpWMqeZO2* zk!i>Iai-nW)8Ud~g2%Y?iE4(v@wt4br?Jv;V=1a4i8F5mvb1NCG z^4QOa%3*I}`wY|PaXs+w%>c=uR+U_+bLs-sg5qr{J=HVZ2RC`O1|U)M(7Fj#P zhnVf+fP_hyuZKaf^x|6Rl6HMA>?`p@2lR44jV}_2oCV3DR0m&Im~q`9!!Yi$`@3u# zCiD|?a}s<3Z`k}o6y<**x)MukL6zYL^1vS*tx-{ zJZe5Dph$YpekKOEd=`ZH$GlI*GD*2%)9jgu^>+TA#>xIc!Dwx_#k!1*e8Qhb)PArV zC)>!5Eq*LuZ*$IFp6X7)YD4y7pH~3B*l?QzV;;lBfhjlQ|`Cw zWS7cXRs3eaMeHH4ZfeD|Q`%s_WHSzHV^syR_5vT_oL&p`)?9X;F;U>-Ea)5Gqu#Pz zNC;#zR%2T}4G@Gb1JvHYAF-AMphuGZHTuV7*SatM9lH3)xzj9Npoo?Ur4?g6dMu1RMSMnIbiZ%k(aHA< z8rrPyTQo5+`)QWEGyRpj9Yz5J};D24Wd)vb1#E&)2)+bY;q}h6F`{_M%QkRJN(ET zg9?~Jrje@vT=vvBUIClET9ET-(xcV19yIOXuiFOIT8d zpCcBU`k)zG?$n?E^t=kemLeYXmRT`0x@DUCKpE45YxId@SPJQJt!-@5rLz(yFw=l9 zp4a`2zE*p_!Z@-y9vb-3sa3{lT4`jX52~pC#=?b;woMD1)%5Z9dx&Dkc_Wgdzu=nZ z;Et5N7|NfWq?Z-MdAx5_?x$&$`H5XU;<@s}!J@(2sd*E_IpPKjUF@faV@cjidfQgG zMi`l2ly#}o@0m00bpJQDiO+68Y(TNGz;LwiP7$J#-sb`o8-qyLPo%Do+OUn*e+Q`7 zrh-g|>T2Kyf@qP9ieRblwV_9yH2p-Ru6+weaN9A8p3&$ic)M+(ez&&@)8Eb`(FZf* zpxkk?ZXGV3$cd*OA!FdO&+X|LE$QZ2F)@3aA z4sdAkKOiUJTpW|uiXUQc7Q1vpA)CN46-T(6L0Ai!c(Af;FQc)^2>Ctamv+xjMLp4x zlxI*(oA`pvf)=QbP*|T4QE0Dx-!z>bpl_{`Uiw-b>^E5Z^#Mj?I7ItaMW3QxEY*I-i zp`b(*pY4Z$CX!7yzvN|YeB2fg|7Cw)z9`xI7R#R@UoeJW+vqA4wb!U6oCm=yDu4Gn-uw?_)1E@^{G>dL9y>MaY~f zZti?X3R|gqU9$A$J}`xzk0|?Ef7hje?k*u^Y*^k2jOORBd5y`GGLBIPFBePnR3IC- zv%hkq^myq#0`PR#EVM8aSZQel(CkIn<`pH(ce{2|)S4QZn?)gFzHxB6YD zxTGdgM~*tUgP4K^y`<%`u3DL@6o-w(N)S&&1o7uLp_jqQEeYZQy)T<79E$yeXcS8~ z^#Y{8cH;(i@fjVfXc21^juGDNpIBw}Q%}EX^RyH3jGJ-$LML{3@E%X*I}&9dlS%B) zzO9K9l>gD`)+F?n`z_2V>;Yfb+$KJ*WMZElV`F{P>B0s)S}6>b&!2_eX7Vp_UX+4hE7zwkBqCJFh5O10Q$(UJ@PmO(6dh-*)^ z--bzyenao=VdjyH(3~rJAZ9Wsrwho<5}jzHtBzao7CcIc6V+6WivKkEuCvC7*X}hs zVn0krqX^ap-|EnhRGG<{U_I~sSFu{3!uJ9VUl9h+)r=L$fQ$m4j1!GkzT(5Mk9d9>0N@(zMBVB=|!)_pSsyY3E(nNWZdHePX1=rX4(R)KR6`rP97RG55puK(h zM}LBJl6#Xf?{6B#jrJr5a~m}MlexEpX%jRpBt0b6A3GY7sXLe&sroa`^4LfIZDn%a z=vADo>^H*GkxRNo6u3N0(J(F}dbr6+Igu`6O!G_<=Eq;Laq}(((NdE`^?7~jbvtK` zB=0f8E=vfvl9CuPGkm5lNEA;T4vav~ORL)U@Y;?vTF zNgM{`3;@Kkj z+^dUwxRl*Njh6DSV#PO1Yn$$wsx<31fK89GN_cQ2P1i>}_9TOROg;VrD=&8B?mB9d zqz)v$-;)>_{}mG%n@XH8Z%fCgZj+ntP;tU(%&dN#C^97R8gov~@cP)GSAKOhp_18+ zC112+ar_34xwTXfsT?s@$>vYA#kdr8y!Tixw7*$G7>hx+4|gDfmP_gso){(Lmqva)8H z!_o;<{SALf@Be-wR^A!Db3e>?Sr7|+YS5xA=!ySiTIm*0g|v@qZ)&z87kky$qP-9c zt5}PdWCA2xb)+IwZrZ`cUO8!^B2$fICYF5#v4)dggRoP``bq&AIQ8 z?HH&7Ii5((9JdpCqz&NP{gFK#3NME4gtHX7e6#x`z^-~aA0Ge5)w#FO@}J+j?RB6J5hv z;HIH5lp|C^I^8xg789I|%u;ykoU0(t)F6|{nm=F@ojZ?Y=cqI3DP@FGuKWolbkqEX z{fWS2=H;~^+P<+s;zEX*_qSRQ$$uB=|Irv>#VLEgBL~AM9_)nuzY9NTIF)(20Q)sM zi=7&c2QIph?--M!99^#5`ZT0Of-4`bCisf~jEQLSk5M`**>D9f0-%L7eR5R}PMLto zFF(0Kumk0pOF9C%jM-D5NgdIRGM0yMod_;wfTx+8m6TMf!0)i2XYWG`XFXLy)F*C5 zS$};a3tOlyqu6DHpl?$fFH^Hnz|~2<%3?;SvzzA6cfb4Dx-YTQZK{gp@ZV2UCTv!` z41!5Z9AvE1Yi5=)dGD*Qy2|~brgoBZCe}!$tF7qH<6D3K6MQ$;u4ng!@2bPlKey=hm3B)K5B?+v#V72YCc3++g`Isc0P5Y)iF!oOpjs5Lpu1h_oZlH z2Yj<~?G$qaE6OcGqSyQBbf6oeEYrUjzc}-z-Cazb&+rXcXo0+fD4Yfw80DmCgoGz- zWR;Rwb6-_{WK_+Nz7k1s0C#{o+WG{-Ff=(1?Qu+v+tQ%4p-dVY}sMr0u>=7xk*&P?ILQwXP1 zOQ~;Oe!bp&9b>N~$Hk-n*)R}}_8PT}zTBc;(eM8u0i0ahh%-6p3j~bUexR9;<;|_z zrmoCi#&~PU?|TeU*~BrSsrnJzbZdI+AN(K_j;~h?XaVYP4V5yMDVAGxB;3}BW$Su) zME%2lv2#0YzLu|SzujHq{Sx%~2-3w_OI;u;`X9>lzt08I79CZks@R9v=9_QCWeNr2 zI1eJKee&Ii*KFy6}s5<0LV^k9Jb!Qa+_d@EX5&qkEtG7V}@X-nanZ4bPHs?#eA zN}TU*?E4LiwkI;8ED>@iCnd3f^W>QQ3cv8CFyeo;pnSYJyljb!z8QH4G6R^EyJsfG zO$J$v;0PKSY97iO zks>9Bqu;|Kzg{}J^e|IY+SNc=F4=9_mW$5Gv8}GD)J{>6ZVyG_MDY<-ecb;p#J+$Do`>5qVx@wv~cEaA=px~Te zpPdUg_hy@IO)+6>#jjkI^9n&(*(1yaV7!uPAD~zoVc-s4Fs_&R2U)lx2gEdVALuc)w!Od<2p0yoKbd55JWHM&aU6&Fr**4z#t>>Xl zgeNdx+G0~`2=1&(RLI!UXjr6D;D6tnxu7MFS%AELbInoL$3} zBhibs9{=N2k*$Kx;^~GB#$6TPV8JkJHXTbNw`?rl2CvK)K=u?JRQ>4Cl zSt*}FORC}0hkMQyHZW&>*SlRH5r7#eLF*ilznqr*U=$*_cd(vh4JF-o0KFWVVg`Z; zM;=OLkeRyqpC_To?H)|nph^zGa<7d8ropLoxgw2GYFj?=$4e}0v+m2|R;Ku+QMOjb z@Dl99(R)ylUT{4tSkV6$-h8P0;tsVHT53$-TRzkJI6(z6Fb?Y_C=@%$g}5H4emH>69l^kt7Yh1U$yFuapygKf$gmHU zXFLM@09mdBUH8Td&_A4lgzpi5A+9IK3RMIFaOIPITmNjlcZhe~dRN=&UKB;~fLe{Ob}F(1T^V0+D(S8} zS*yKP-pNS?>*W z-(+%2rmmlT+%r0|-KApJGba!xL~Dhz4rn^Wjy;~<5-tdGX#BW8)Ga3~ly!EI^LM*; zy>H*-?Hd=Ll-;GF*3#x=Ksbec4(SW+jl}qZ4%m}Ny*{@)(|{p3tezkf;MRVZ_Y9LM zT2N`LeQ;esN2|86c>C!Pt-irz5glnDJTGE7ay<&YEwOq@X(J+iL4Scdv{Sm$E+k_% zMg!fbfL=+%d8x^{z}Q$XpuA0W-=24SUx`5t)<9U_+3d`_YdKX^-Ux|4OAd)%dDq*g zC}m1+ND#CM`J*G=G{>z1#8F%U5LHG{mpDie-xv*L-72bY0WO@LWe$_RP;r&O&B?TC zw5`0+FB%VfuLNtd9MC)aJu6tPJ&*8vbtO5QOb35fYg$+j-HXKI6yDmRHkjJv`a1}R z8famD)-wECCYrurh;trW?dPy4>W7EK&so`lmg=t) zqz9$v|A+r1E>sR+*Z@2C3tqGA5cp=ZNYyUOSc^;^b%DE5C6|0|ZsC83_}%#pc?hw> zy|F_V{Ruz>a-_KW_N!QeYZ1qMgVL8<6!17-T2ZDm-WJ5~G15kGUvcstbL!gba_7E^ zPj2aj)(#DW$S<52<02;kfjnyDid6=;MHYPeGQ*Z8kU4pawR2Z2AQ~wYaNXS0@}>Mb z`*)wf(QD^poAK!4W5>zPN^-?EcikiEH5l4~%?!vodD9ie8@J~<;jG72uyFOqTJyL^ zL>JSrao+HBHM`U>_$)U0v$txj4#c3*urt(x6b2*k>WeZ&$+lg3_e0bf6LtDnNc{^` zYlcH!b31>Rg)J>eRe;Q#34!x1eSa5 z%1oD1?#?4JM&mA3{_lRw!`%I}^}CNq^NfdL?paf$3f}eV-SizNq-h%M$QqkyY1|}U z>2DjhQsu&#n{Tk0`ik;4&Ryo97VU{ka}9jz1^R5D%PG!D)eHdYxO!1?2^WR@OWTHW zzp=8V6dNjpSxDKwG1pceXj8Vxg(mJfS>vA=j@7%kfMhPz7byyaYubWF50U7(O%&Af zKruWlcs&{^YZ(T!)|m?1!gV7&!;6mI{|uPLqFTk5*5>X*5a1fEc`OtvKPkGQvjV$U zF(^H-nTN8FQsKCr$8xx@tImFTGjr=e8#hwD5b2?*xNRNSUm`)6Ioy)JlaUnx-R z0HIIN-@I|N9w$QJ2>dvj2@|t~?X94GcU!u+eDT*FUJDepO&x2@&Xx+)&6E4EeSm?^ zYQfz3qr}H)iK3No%E^5sWPV4+PykFmYK|k8>p~n->4P@ds;M8}-~5GZ^9(2z(gaJ| z_)Np5WM5_TuYTD<1x;Rys2B2VAK>d%|Fn;cG%#W>;FVj+)~Pw1LMn%*hGLN^uBAHP z-4z&fp=YCZY(H~4I59?@k*-B9NIE|eTDF+VU$k~50 zTxT-~RUAKy4yh-Hf8n}U#hN0GxKJDosS4%?Yym7n0u|(FT}V4f4WsX8AV2n4LGRY+r~`Cmn`UwcLbmytN5!5OdLc z!{Cy;G#Z^eR@E9LE81$x>4h0i2$pRbf;g#9+U#dB!$&eAZ= zxAL;pcF-w@8OZoztRJh4Ddozks^%AT^nB(8hLGs^*pwcgDqCySynig z2&ZJSq{Wr3zKtEvXe9z1B{y0b=i93J?BlM?ZYk({;YZ--$=wgAU$Q9>dk|3AzB2%) zJMxFI(35Nlhi-q{2b-W&Mww(2F@8SUi(z%2(Z;hE|1JcahxI%?+5V`Qi&5?@)GcJC z@)h+S1hF$9l~Jn$5oSvCjW)Y2Vn>aUBDY!%e@n#{mkyBVV@@{28O>LTrn1!?-d+~O z$P7RXcXxMpcPqucSb@^M>HmJ7_qo@~hkVG%nwc|a&dlD|@7mKAUY+ej z8;LZXly+ib{^m?bIn!dLV(n+65>CqggmJ&G7v6Gx7865i{5>wg33Gd-zb>7oRlrhe z7GJlx^B-8(m30~ex3|!L;;hdbvWvgch3)E#LUsj$>oO^ReE#xx2A>&xTuuA@HjOpr z1}4qv(VU(}gLT#sJwRuBUz+WpOPcy8Y#<`HSGw1GT;c~l2Zi%5_BY=^U}7 z++KIPi1Tx$n8kU|{F9KYP}kN}U1V+29w)vBJ1KD6kww6;99orA|H6jZ!e91#{NLrK zH41Nq7wqHj?HGR(YJSFjL*RN`B)?p8G8(30U5JIXSLhJ90~?`i$`grAKc}aCFC3g& z87O|{a}Yu+;b+&qErDhqu{UfwGIu}!x^5f1TCbs9lJrisv(LrSN0pVG~Mq zsWW-iZ+)>7;H*?n%V3i7?4PLH3cSc&E)?@qr-zJk@F?4cx`0G1x+0+g?dz=RvlTV zEY3ncTqh~sa}`3WM_AHKgArw!8#6 z4rnO|!BEkf9|Hl-;`doi{-1o9Mw#C;(0&xo;*diI^nPFI_oQxDZN(%#_mfu2n|K-v z7ff!kPE@UK=OE+4k**A!jg2Eri51Nami~MTTAVHM<$dwS=33+p?QLEdhq#uIC^p&| zz}7f3PgujLCTOD5ojT4cFh+MT%eu#2{pJQvfoTwc^6h8*(+0>Veu96~EI0LYSKFhv zWZBOzln1W0Rn6FiG!Q~mqy}L-hCuG}leE?-msx)KL$*POj#+$1{xSj1H}Pz^lG12& ziaLVEQ}@#u?&zNbgD`wBRf|^5RRQbqde}z0Kj1(zUj0ONy!T6on-5DCxLQm;&O_t3N1N~eYK;r8sG2-ru?*PP+*l_?TPAh$*WO_+d-c}6%9N$!{IK!C^Q{_36*ON zP*zxf0U8!59kao?DjKghLr%^Kx>~<0g6sQ8E%Ee!cqFG!Ob(%>1T*@wiEDI?Ou^ua zqzVl`eG^nc$3$=8Z{iF3RDDxfHeQz%%F8sE><`ASP7ORlf;DMX zsm6kEo=?9=Pp+EFcl8KY()Fm#I33I?axZC^+b0{0-7KhDw^3o?6tLE4Qd%gB7kXhi zNrqd>YLx}5<4XD`PwAgujAxXGg6F2?qH`rY*l#9zx(PMe6!-hkT_&4vf(b}7P>BcZ z4x71{lrN8%+D}3Z31_SlQ z3TVDB(s*O|oz!8nxtr80fc!5yLId_!ZJSL_8xTwPY6fdTV-4eI>3W;WII{=b+q)Q7 z9fa`x=bze+QyiGM+oGNPxPZV`uSOJu!5WczXjp_atYyTW$nkenN%JPCq{PFuvyokH z^}Rb3#)Gxv8(DHKclX8KLgsMdZ+2eTf61gtBpaFLpc!@a+Y$ZEfA7 zrQku$DfF_ejLYfC*g73|Kqe$2QAS`CK|l=Fi+np^Q^Ewd&uIaaH&9w9P}lD2m6I?_43wNR5(3i zH^KJ!*8f^?@Not;o1j`ZbLng}Y!UEp+3z?bH!{9PD zHwWnFdi1O9oP2-Z?-M)%PNWygsT5*{;VBawjSW_Ynu2(W9i;{s<#ldCg;Hnx z^99x#wj%CQ9zR`!Kpnz2jpPj-74l;bOpzcBR1RV5nsoSk`0BF{O3WWdDbz5#*nM_V zY58zu#;l=ANv>_-Af{phT9lwCbN1V56agz8_oWI<8fYK76(Ft!)x08lupM_llkPdbF+(kQ%X%q)`LHX9MUN?h z8xz9$eI2D1*Ko~&F0o+^Vzm>8_NTNxVF4ANdL~0MVvC#QjghSdUs^gVGck+Jl{vFCm*3kUoEe$Nctz%1nS2fD=!gyEeniVZjCBAX z>n9)N{zTccR8PWsL$0oyoy4JkrUC$GHsXF|ark|(KVwQ>1e4t>!@#yT=1%myj51qu zN}gOBJ)cl7FqC%8&YCxS4H1r1Dt6NYs2Ojhtogt1Dhy~~p&DC&T4BxS8UHv7-FyM6 zB^Ghx+6nGbh5E!LCa09>E9&n>|rL`x6nmWV)FEp@R3<%Ub1%$lE?gW|XIIc!mSla#Jqt zym#Iv>61%|w+$b&vvjrf-m}w#KY$48vCq1^Jj3PfMw&+JT)zOfD$lj47H0pcGg;54 zy?$l5Z!%_2x141&tS!1Vw-Vo=m^H%r>E6v|(^W@2h3dCko8u z9FZ4ymb(u_sVsl*>48k%0Q|Nh4kJbf|C!VwCf}HBJ*u~o0(XhxLisIO}H zP=ht1HWc^uoOHl|9?WNv_zMJ5F!mIakbbwU?8-lCBJgjPMe-z&8J27Zo|T?+%LJ5p zRDY@0?>gl1Pflt$^m2kte>vn%ce`%q>UTYDT{<&NXMxI^)`ANJvh?-i((?Yex+?LHTJseoKQD{>!UMBq} z<>tq*Bs2VkFsi(N63tW;Ps+vA7%R}K`Tq1^r@FpSO3#XqY5B>C zRUZJo8|EtgEN|UDPB7i(I2GT~8>>QwJGG^*#R}&Bdmui33i@Zk&D0M*t;>Y-lY)SX z2{*7D7W?x#{5_jp`s+KZh;Q&I5Uj)rd^>?Tw7z|kdRvnmT)IF!m6hM;4K4I8IO>9G zWNiUgb?{S`Ij8hT@Kn{4v9R8SFBETj-C{$m=^yu2(n;vy)@LaeWR$;}H1HehPJKPn zm6ORyFpA(N8@#Rc9tTjc@~7_XgiQsPatVXieEdc*KLZr<=kze1n=6>j1xy4xBD%di zUyGO3#Y*#o<^{IrX9GNNRex1s=IfhoP|_BOusV>C@0Ag71gTz@&ueWTm3II_LueXM zsb%vuZMBNb>s;Q@(e+{Xbl^1$EjyT=V94I`lLCTVi9eS4sjgyTL3XJEw!mE)n5>nB4uzRc4DpFLdl^HQEn&WPW+I z*+@0Z3s2+;m7d`k?J$Q|tko!6RDLO`;2$N>SHC@}=#bW*5f<9mizR6qVhb&BDX9G^ zafGa)M)ml(f0??HZ#Cxz)sDdo+WY};v>CVa4w%6#S`@8{D$@DLYerYhh>-8&YTWaW zFdgMol=0IG--iJVL#i+vKUNs(#i%&b8NHFSDWj`US{Qffq#ns+81!qAc&^X=8{hqD-ile?0`n=8S{1Z)=Gki>b zGzjx3Yr@0%a92d$1AP}H2h41?`0m*^g*T~gur6GhW8mU7*Lpl^o|i&3#}-4l8gzu} z@7~}Qw0y+!O=^=GHcvfAqQRHkyJD&IdZSx;tRBF@OZkAMmdh-}4&NBfxtjHDKcd9X zoNsE0F>5VJGwIbJF)rMRsSp$MnVC}RhY!EZPEOI|q4&@8Y`p^VdB+h`^{B-bE;5HI zO+n#nLg0>sW*I$pA;j| zy@s@(594PiI2a@-6jsULb4>5Do@Eudo8Yx*X&EUd`X#J6ygb`2w7|8Xlqr;jK86;w7PlbXLvOGa@%a+< zmF3a1a0itc7ePC|(nTu&@i*gR3j95irw-E02hM0WxC)E{5?eKTG*#L)w`aM_{YwGE` zKX}r^_`!D9ITjG__*2F|-U>Mv=4i%`4rdk$K2Oixd8MGLJPt=aFRIl>Z`~VZb_vX) zU0Zf|n^Na$1Hi^cFPu(EziXvBlf>eqo`zofeTTpw<6ZX0Pw`>p$(mXC`Gt8o z^vONJ0{?z0edUBthI{Rl#Nxwok41Jkki2-^j?i-tU)vKDP~cRFxE!0;xkViKKbgq? zwS9}9jbKmQ443T}BRF{OnliQaV+6;>O->!(9ZNf&)6I^0vDNbS{!sc=MEFK#I?Oo^<1C|X8%`qr;t<0pI>4IZg0P3nfno$G zaaCC)J((*1bzAW4IoxaWNr3B5@ml6iM(@pbU2tD`VCV8$$i!?2-ZFnmUnBUQwHd+z zu|HKRtw7M+L;_6S`+nW|lzAnB#rl)#uEE}$uiJNFk@@!Dzv$*rNP2eohbsCb8f~ci zVx%FY*f>_>{Lp+Aqj+#|RA2r46%uYai@JF?m{oJ>`)7JZ!truu zTIobj%TG{DQ^o1LZwvn_4&~z6*TAoOCVjK;h*v1NdX@Km_C=6^gu5W0P8>_$u_Z5J z{hh^_gCQ5JmMy>f#l^I1?+OBFX~rt4j}S5$svTCck~s(Br^#Cq1TVaR4DFfnx${d6 zq65TE(4B3b*1JU+_i;rsRofeMubF1!#@R3IcTb?4x$v|aw!`IFt9jqkRBpLRsuy_hDtX*x zcJWhOHoI1%2`XE)fZ^R>kIM*(K^Bu?3kBOfvkH)H(h!vQ?zJ7uGDnkS9m48bD|W=e z%13)?3B@4a3-@hSB3AJWUqY8n>MxOjubdKP0ffH|_IY5o3vN;6_vXoBe9hKXE_>Mh zf(++WRRGOy%fqliLEpm%YdNW^V$w~pcj~5!Y~}g>-Z^#EgJX`SXPSm4TPWXXJ5N=* za8!Gn+w`dO(x}D~;EDstVujHS5)~abc_=!&jXqEI0J@qE#Vxwm)_%|g8%T`QS>Mx^hl8DG5mJEv>7i#n z28d$#!>f|$9S><2X9P_A>Q>0h41Lw#h-5%VD&y@c{+Kc!if;^upypZ0gwdoFZc8Be zu=v+Q6~MC)pg*CN8jvPSvX(}`MYw{>aOk9t=LTl7!$tX%BAp$O_Iq>TyD@Us_Eg4V zF(c2#j-BQ2(oi|?dO(bf#q`|cR{hu4cBwnzay)!R3KFI1LA*&W%~#7Y4TS?@iq1*w z$pDe31y!aCtWry`dT{@*`kSB*^#KK`gF zI3|+c54gycwS!M_qeZ`kJ0XvJ zeaQ0jl0yw${*PV(rpio~01%=+c-3t=0yY9Cz{pc9EyQ2~F#78z5a~4+Q6I_(m2)u!akex@!HwHgM0*?XFZFP1yatgNwF0!M4Z%*6S!Ct5M4;f3J3u%#smL>pb#o_T-|Pv z1a6|4!!)x9n&z?5=8gFCVkpu&{8B&ES@GMB`P&6xAvDnxSaAiyq}FGcxa^kRHL#X# zH&e?SnUdSf0ZLCzSM0=(Ph@;}#tp&sGApxHv3hb@-mREd&g@c$$%OEeJ$bSk2D7{? zf;OWzxDDkF#_)WU*;XDCoBu z*i^wWi@GWi*#T^BUs)3~q7#A=t7i?V^9q|nRkzs{|5UJDjTNiFtjh_3TY?uMY*!Z& zJ|8lHT65OtK!7Wro>n|J)9H_+z;c%(&1dQD)!AROlj7!|gAsO#CtXO1ZDGs<>&IMGNHdPA#z4gAr!>Tawb87J8? z8Y95$KplN5)9_iU2Elyy+Qj;XHo#Pa@uAZSXiRKj}O__b2PgyR3CxwL^V zvlZ8)3N(&2$KTn@a>w6Dwu%iXnCKRhqWUz*m?aHRaABZ0o!MEe@q2GUY=^~T(a`X~ z1H-CEqYIsJUM}zcXU3&1R$Bf(wn%cU3O{aMMPd1LN;ZGw3Py9yf8eg`oFJ~y%D_M_ z1AdR$C14cge61@DL#biYbu%!Ih_sdNYzx+G{YvL#zWWrfI zE`7m5_2(%9Q`{d5H&eRC+DpdIB!mv;o^%521td2mf4z zSW?-&pOtdcM#b7c{O~jH6a@O323yQsV!?Fgw2*NKk)@(Tpo$U>&9L3&XEh8Jz>Q@^LP$NK#!thEwFtqh@VGu4 zfxkBaCXrP5&aMBtQ=4;pv>Y!tvj{UmJ-vBT<$XKuZdCp_4f}%hf@TlS1?vcLe!ik+ z8Kf+cUFe2;p6gOi`%Pj0xe9X*{jmzzPWWw;B9FN3X&RF5<@?J4eR-4~{+{th?F$-p ztY#PCC{dOd6>*TzRHHBQPSRM?|L-aM?@QUPi`dxR4l=ycY;wb`50>9CxX+}Q!^!-bdi}H&@@b`O>4i3KFQ_u|CB(KnzImRsM(mn*9PbxJ9azCvU)oE2WQwJ70 zh>rTQFeCi##8n{csA$KMRA9m}P$>STRD-ZPfj7Ob6e0REp_WV()c?TB(%lXI3g^7W zbhhclTiw%h9YHbutmGdC;6WQ7WSKJaUdN;SC`A-^*o3u~snI6Yk5kG_p07ot1>SD_ zdj%ekqjL&`gK?bk_ei5DFvvwb6fEUhj^8dB9` zb<{CQV3b+VsUM_=wrgMRP2h=1CRj*x zGJXhrSD$Wy+TYIU&!;v(?sSs=x@~w z^lbt^5K3|v8NRiggTW5S&as~>u{d=sCG)yPc3H5+EAD|`(?0Ndlxc6Rb+mf4UHe`JXAr9T( zK%L40hU;~M4QZ4`cBx9D=`3x%!gPVQ)Kk2wGH;AUhn)qN@=4a~T=Zc=uK&?zA^*;{ zc@1~V*FzE^sfrO?dE}1!zN~{PXxYf6GIX_l)i{YBQ`&wzI8g{KAhDnt_qVZxU>dd6O*S#b?VIml_8{PA1}+-SAM!X48#50P*Mfi)FL>e8WNhc;JN;> zatYq6hp5LHmZ@8ll8s>5UX8((#css<(AJ_bFxg#RR26hCt8Ak$rJj%!I7z{2gnH`% zQdJm83N2s`u_dARlwTFtqq(0xQ)SA?REW;#t>(BRa(Ddx@s=iU z%QpG?_Xn<^4<{E|HH*S=^iW$o80I5+8n6%YGHo~|mp~CP|9~1fcu{~Q*djVLC!mAJ zGCPAECDeMkn&jpmMi<@DQ&Fm)Fb@>=y;R+x^P=!$XwcRwqe zH;uZzXp~fp?kCT%I#yK}W#xM;H9-gw{(*wr?jQcRJ0MSb{+)9!twYb^ zUJ^pg=t!bXgy+UWlQ%Z?b(QuuuRd(*k!jT}nfOr$COK-KG4aC3IB77?)*Q|QK&yxX z`X;~UEHEsYq)CYSZGCqsh*Jv8?3ht42<_f5D)ey-wZuIurfOo!6K13TP?!C|?WF6h z*pi&jX;htJ9MWJ5U5v`267IF3UCXwjEhgD6hu$~5gx89(uc*W}@kwEE@8LoFvr9O0 zU9@W`5$F7*hT`?82;1q#0v#8db+qzZR4#IW;)Xv0jA7ASyipxmV5s-VK-DL!hpaA^ zye5b8Of4Bwb?p)vM_rkX;`lHnz!MhVJ5a@kF=)SvWfy^cXE%U;Vm~N4N1%TCERBNE zDB3-+2SR5*lq7pt9Ir4gZUL_1A#QORX#HDd*dyKWaUiLQ#d%K%pyn(b^MS0Z|LM}K znbyB9fzQfUL-Uy=IvVx0(+NH^mNr=J>q|mfFH@Zs8GZ+Q&?#tQAeA{yu)ti#r)lY) zcmd`x%M1PS`Lc6Amj|OVh`mo~aZ2pudX%$H&{dfY7)??%x2WnIdU6Xq_}p7Y^E?7NFWqViT?IESX4Dt|2ldQV z?dqk;v+{PQf(8o16dkmtaN8zKG^-mANSc02NR&bYhpSgxM_t^F!zQgai#+iWD+*L$<0TEq0#hy``gK#Op4=Sw%X+HY=AtIFwS> z#R0nVh*WA!+zQc#uE6Xr`dx{CB#u`5WxrI(p10!tiHu(zz=O^g5JtBA=MIkl^+sk_ zlo2Kv9bvL1NqgWt6e~aXG)e@$kjqf$z+}vdOgHJvw{*pEWq_Wn0rH+gsWR;gWh(iJ zMul&gm5|aO4z|9rmG*fHK#NW%ct%IvvxQRN3((Vr=5@zo++=Q^_>8c%ZD=q%h%Nt& zq{R3%tXYik**T;=1lG!3xJ$TgSiE&gJJl3AXBD6?(E^V^&}viyjlL)1Fao#LoB9C7 zZB^~D$+XdfMx$LO)7`?kJeIDG_Vgvw2ihb%=+uRSVxQSinr^c1<{m7gdo4_gv4dG< z^=kj=w`dB*HVf*BWsg-`C+y!HVSyFms5#Weo~|@+WEG~$>wsn3_+p=f8yeC20GGP& ziN3SWwSFw#t~qD7B~olnV-y@Ao=Ut&taS;WdHzqqo38 zpp5TsX6cBx#z$|xm2)uHclIMW3!eWKrTcFOxAQI56@z?~ng1hvKLs7|PtUTn!?ut` zZtUSAE`Ao5G!)g_tNwHfS^vOpP?V0pQ}x9u($8H~hm?R4N|9-|fuQ~cnGU^VNx437PgXU_P1<9rpK+6vcLV?dgj)r#{e(d{W$GlZpDdNp|Nr(6=^mdxOPz@Y98 zWuC?(jnaf-nRCq(X#dNZVS(3`!43GdrbSRAUguScAZbV+Ak-+6#>Q$)zD^f-V*8is z^0NKloUlFRmnqCM+4}dK-2wzOe;VIpJNb-qLqNMv_SXrmT})LZtRc_((FZBB&PnM< z%Tj$jWyF!x0By@y7NF$}4O{7b+i-IqSNt#-yVolJyNWhY~ov5oGdO z?(RTBaO`&Vbn07x$4#ms_2oTKqjz%KTzh5k)jd_SBLMGT!?=g>F$cdAooAOJpP(Gk z!<7aWV9xEyN^C0%2fLh?y@+E8ie42?JJ95{o;Wp(o}v*odue%uqW;$wD&VPpPLW6~ zeD%jUxK~4s%%v&l2!qA2AbpazdmGMI@Tk5tGMA?uR|QX-@&JJnR}};hzVAtw`KC3o zu&rFWpk$>6ScRG#TCBBF3 z(fj>RV=%qFAaY`JCB*()hra|y8L~1VLc(v4;K6N|ujUDLDeZti-BO`mfx^U}Fb6Pv++#89Qa3Td^47Tk&Fhb=K(yipu zHdkWd1FBANSm)^mD^pSN4zrh!|=u!Sj?n?$O4g zPVAlLyv?e`W!AW=*H~5tluWf{9pHTtwkeJ$&#J66c^{;po#Bo;WqZEMrfru_JfqaL z_RcN4Y0dk6?G{hu$Gjh$o<_`(75_1GO?Xa|d^zitq_nhuY+jL&&;DBE z9IVV}U(bWFV$Z?1EPCuKg{H!K)}dezc9t@!(6r1DYcYETOAl95gy6M(V=Q-eE_KtJ zu=b-28;HV-ibaK6vgHyNha*cc+N&+o5x()G^~}UI&ejy@%Qk9d86_R5mrrE-^Q-+V zK%k{K*2=s~LC3??VXeU``$=oB!J(KS3XneYti1k7GF{Mx7~=M)vqFjz%DPr}axx48 zv768m+yciG9sER!6ZD%}(8Z)N6AJL;4$rV3QGd zlnCWVbC^1pkaKks7(>&)n0cyhOi!4IAeB(yt>?guVYNlY%xMTitRPG^+e%pKib}Br z=`dJ>Bd?KcoQeEC%K}ei$}$1tXH9Jp=dxV!G1C_&l1`lRgV{&Lpz$}=(;I0B`QCoK zHvGb}mfhe{sqa;n)t({i;t7;@wTJSq&JMD$%=p5SnI5hvn42bQN6r;% zR^#>jZJ-AG)oCpK=ZQR5YM7#dozg`xHh4nT*77=^JH5lbP-8x7ORr+AeY-0sWC@!` zL)}fe^y9`Ll&uUUKw-8kN63}D<+h!*T@OGkBL5`>FO=T@+nK_uHZ6GqcI&hqrETyH z=k$9mBg#Y#h(kO6_{H8|Nded)iqmqj9`*FWutiCz!Eixfmr+H;5xMtc2mat6e6Uue z#LWlI3Wu!%>g;kw^e^Lag(96PMzkmexDb}Su_k@VlF7va8K5w^O&N~tAJw9150O%L zCcQLdktNLXxct&gl%$NL3RgkaJ?oEiFA^U@aZ8<;5|HkZak61BKC|Cod_Fdf+iU(WX~Q$%3plygCE0P zj))w?+?65gUxj*9U+tgEdbFU`&*qE&OLVhmPXrAO{@Vw869=QO*r$W_z#l#ea-03m zArdBCRz6pT_5q3!s~s!!QyQVja_nt%_t_oKv*bZH!6mRWc9jP5(6!^~o=t^2;tKsq zy(s#xc1LbTlqHU;X^w8k%W_Gb#jNdhBhzMBwgy=T=ut?(wCzZIl*{rk@2_5SR%rj? z-lsX_C<;^?va@yID|llf2`DT2SpH<{4Xtk(ONvL@lOk1r#l7_*99vaNwv{NU&R0{s z=veUl9V#ZmDl^mUSF)2DG?RsXrzObXQV5?{v^})l-D>|DE~)F0LSow{W8D@NSaaeg z`kAN!)A=4p&h|YItQPIR(I2JQ1e6MFDI_w{{%X1)GzZg#@>HeO4F88cyX~yP?5ov^ z*pw<9U*yYvSnc?6NnCQ2@K<_SI{zF6aW?-I>8)dS9?ZRh*tkjax_(jR^#P1rn^MEZ z-X9;TghILOxgCC_gs{Xr1qK?8%Eh@Lh><-z7$cR{Vchq!)h5@xshs>TtN;@}{SO8K zBDiiMhO5QYQ6AG*Q5_Q8pey=M1=yM>jR{YVZjk#4e$_pusqX;fZ(ZWv2C=KOscGKY zf58cByE#-}gl}~}-bjao+yO~G7)|%uyva8%&uk`YI(s>>wQiGSon5sWMhY};ir-KV zW}mP02^msx%b!j>Z7e;edGXB0*g?3#Uk%cszF@jh$llYcC-Z4UHnrK4FM*DqaWbnx zVG5f!BhzkA&GV@%ObGq))A?lLZw2v1=9_$DYYm6p_;mb9rO^0MV)Z~6W3^fnZLaXi z*z*&%gYRLcu{CMF;u(ZZ^J%{!gd54<**<1$NfY@zOhTfmHLTf-PBEdEB@Y$s&}r)u ztzcj#p4yrS&=+*M#@G~fQm=l$+CX@^VC42!IJ*kSO$IN9`9P59!P}f23)~UsX-S>b zPpR#uRsv8aV5wTi)25*p)l`AfhSo{5FBix(9R{HRCHYmuIkatKO`-4b{qd7890gD- ztM>kvH9VaLzeYS2*p6VlI9Ralrkcbq@9sOtoVKBTK9vKifTIH`;?jXKkR8mSp8z4e zm>}^;1cLzemGXhX!`_0v8gf}2rfR>>HmB+4eAu_NxKB>NwQ^nr&XT42O@8es_Js&C z_FVfU~7Y}d3zo%K@7@S3l4&}bv4Kp3c;Rcm&gh-xn$93$g=EO`0P}=^>39vJUT3`8DtDcU}8n z?D$t%><@i$CG2ge(>VATnd*Q+E6xNxyI{EvJ~#Y}o~99gh~vMabh=>S;Kh`lcIXZ) zJ`C*sZ)PGPfOeOmuA?lE3+sLzTn||n+|z8c)c5|!rx#c+vUl0@S{unxqo=-`Q!~d( zi!%lr-Amb)@9m(HSv*DuQZMo+NUTlJ)TyxDm75XZ{bEas=Df8$pJkX1zdheHL8;zi zmb8Zel2Kyf_}a&1Ff{$w&H=OSxOoKMu&Jman6JB|;XA7Yz{i6Ux?#KXZMqO5bu z3)RjVr5}J~A|<)jxjjw=QBUyLuz#dJQN&;gMbc{eB#aRo&bmq6O?H0DLU)eThDvQ$ zB^o?!FOB4d{9r^zZ{IyB0**^IFg2uslDW6vqWJ0}n=Y zfKh&SC{ywHSK7Q$8w|Rq1!eyvD1F|{uYejiEO7>{E+Y+K3?Sj*gmKf_aG!5FARYRq zK50T_D1*<3WE7vG?9~zKoc)!*3~vs5?E6KKDSdsHf{hd|nT{QdlFi12e40(t_TInp zN7*bYjN-cYzj&LlRHInHfD!QTc&_t^>>H%a= zgYo`=0tZt%X>X~B=JqNZ^Z<)*Xb74T8+glnRz@duPsl}p zb|p5d?Lq{{?JvCT-bXTeYui!{nR5*MxB) zBWn15d?s#9KuTsvV_+Den3fP=JuBM!>+t7dg;MlUE~Wc}AjP-w<$= z*_hGnxixT7hOPRjarugU&$2yV$-&-epa&55-w-YtFK3Fi1_ZNDy@y#2E<`R9$1QS% zhWGSbnOt$0(AnApz(<)|;2eXS0Xm`uWx)P$8V(w-njtNyKIPkr^q2;w(ainl^DoA@mKeu2;<=SR8`|b0eD^UBMknii|?D^=j4GkLn$X;_klX--@Cib1J)47OOLmgZ3T- zjvv$DNX|Yku{Sw;4>%~UF_ImQr25=~mCn!i=}SH2E*YOrm|vmD$j$q#D)NfU2SX*m_17+yV{AKdtH!~#BwnPQ z1gDm}70hmqg0121(fD1Jao|>9bqo|vp^aNitkf2&d}GI=eGI8>&*rXf!c+xMl>cxy z%{7I#(XGCElhM4jUG9S6>9=hlDmvjQw#BC!r}%mS5#wfJ`2NZU$EULoG!J7(jNJcB z44qX@Cs*u6%=w`BNeOo`bm15N7yW{BCBZ)ae?DYmiQCGlS8%*HswtSQV%?E=kQsa4qlcohcfDDns5+Fl#8eoS4&WH>v(|AgI9x#c|QoTT=b5?}q(@vg%*k5o0;w61CS{ zr+fC3Ks`jKHEOdDrM+vk7`qKRPhC{1K5(|96u;K&u~e^!p&~blkyw5!C9YX*-H}qv zMC^zk5!s_0P8t9V^AP4i8`PwY1^T9V#%W7#I0LST6bAhNsCHMs*?D|DV&Zkcp=lY_v1dK}a+sL`cT@>*Wjwuvzo)A=+Q+lL`b03VcX^5h zpBwl9Ya3(+I{^cXggAstumXx9@{X%E9i!^c+Kf1#Ha0j>aqPJc*?#m`_BexWk{u$R zFJPHm<5?+G{&){fx%DKaD4!V9=N;S7z#P&Qv}c5qiY~lJWBPiopq9CzDggwp7-704 ziC50QyMSan6UOt1#=RPo+af0z-FRE_wkCTz+NzqCheJ;tJ^C+*Q-z_n5gMSeLrHcO$lN*htuOzZKY|I>1QZLmjKHo-lGFWMC0n)jdS(_d4oII5mU5cjyG7 zEWRolV*MMJT>YrB)2B|<3C$hQC)AT_LfCaarn_c?_xBRybz`s{0WA11)21~oOAu92 z3dH_!%Y~MwatBI3tP%+CcB^^LMxi#Wj9T*E1AL09M@-KlB|8lwPBmCgkchnRuth}i z@`EWMZJ%z=m?bv zhv(|xN!W1D0W*f>GfMdW(jipQgg%k%pCHdWVW=HO75#sk2X?$U&JI`H|K-L(WCq>7F4heQtd+4UEmS@MXOetH**#ZKd$%^G3kj`OQ5_oKxa_3RGt#3j)ws*}V zdEpN#@J&=&-Q8nP~M+8^p=e@TM}eKsJ$>mQrmdM(coVJwxh}-Nv{p4QNI{ z9r)#WbqzVHVF@MvAx<6dd?21f_H&Oq@VCza+jqZp?lRT!B~2ktLuax}P)~iur?0}` zhQ*Z8_7b_S@Bq5%dLJyqikChaoB#3KxQ&7OZA5^Ii&w7|Sv3qp1(W7P0;<1s+AM!} z^0=H3LMmgod<*g2Nk9xDcCW^sYayJ)SaG0i5E0Y#S>>g_qs}@)bU3#wc2a>%J_`sI zyH*Qy_6+Acw4kHQ8_Xq_H(BEuf=S)EbDiv2TI@SI(^aJM-ifm3AyX z=OcJjrFy6u+F?Z4A%s@mLym+yGiD&HD#fG_8RJf_Z6^Pw5!sRCXTuhzRnP9(LDmP5 z$B>x?{O4WR&SoK<##PtCAH&*0t$SL$&i$%eKPg=9<;O&lMxaVrIVDnfuthH4rh9KH zczt*;7;4d?k;(QGot~jeLT`-hX#2NJ>jGbmfI{?R&t_9duIFc~(Np#fn&$B`i45{n!9{&*@QmCv*F8c4L4*ho)9TIQPuR}D+)B?+)Lq}jN8&Qv72bDr z@$V6dS9@IAziZrEUzDy5$)fKZ@9fm!l+TV{y7)=Q-5J{2k7(K*z*+jU=0jSzK(bcw z<_e0iwU6kgOehMklMV|xwdgy&`FYAGg;&m0(rs@5pj~C)F{kBC7@V$PS%0k?>(~gd z)8Cz#V9T7w%1U!A0oo)QK*vHv-tO?l z-yKa%fti$_qI&r#_2VL+Sr6-nI0dLvhrQOTRAL^JEQX~l9oVjmVZKtrKj$|v?E$r| zgmh!YR)0=2IOm(pjma9+Ukd_kyMLg~viLkXt7{*6?=VS`20byf0wq~BT0QVvU?fxk z)v~O=P8d};erRU~muSp#*p~c=H`RnL>CS4}^YC%iD{7wB9HkzHi^dSF~f3|n3Y+}AJR6x#)n92va9 z?wUA?fJU4DkE?eKudIo-g*&#{aXPkb+qP{xJ5I;8ZQFLocBf;fW9ROE&vUTcgE|GQUP+Hg)K~T3|Yb_2V@}#q0#2tTP%tINcP?{bOoq&I-P!bt(#h2>M5Tl z5KGkGGQ1Q86=)e%csgn}8pvF;$lAd@pp-qL#Z3p??-D;NnmYrSVJHzVPzaico1m;F z;X6^%PB>!^V}Q8TgtLpQI!|lJvo39GFj9k*=+NhnK+p2dt&JBJHeYXzdoeY%$#w=B z0LwhbUYv@f^kF(A5=Z4?E5t(C)>4z9R|kX9eBl+Pk`hJOPLta--RkoBYxulwm09#7 z;gorm1@+dJg!uDMW7@HH=x|>se4H9IRvfokqJR1|&?_OyVu<2-0=;pi|hg^x67o8#rGf(^a$< z5ZJ3amzG5(>h(+6S(<*k#;|E!r+4F?o(!aT|Jpyv9MkRYcw1Mky((H?H^S8i@zUyuiC04q$}7U8CBWZuN5&q= zvqUI`^#~qz|KKq>#5sC{+>>S&)s=pNy zMtW2VAPRW$Vf;Twll8+aZLpR=EkOq0M}?d{r{6JGvXD<%ze&@oGv zU1q9j79wwweG8D?2DY7IdPr|{Z1%th!W`GnXT6ontE>RXmv#YgL7j11S1O;oWGbHS zza5;@FuNR1nGoNd+yR;W1LJ}k{JYC#Xu*C8-sd0`VT0r~M)TY?gOq1@{syOg4ApPz z_hLiOt18E1Ng!NpfiKBQdmS+j4R4JB z@u&NO&%*C>)}K*;Qys<2sjpADdUAzgsh$WYmV~Q;2>5T@%xS&h`LVnhLdcpCH=jD@Kgl~FmN8*B6O-J8Rp(j(E)nPOaT+#(xpsUP@~SA= z#Z^Lq?3G81F&qd2budT4I#ocXM&mJ$6GQO)RwI2KC=V@wYu3JykgWS7y=chn=w)Vdu>x}Gg8;-g}&UG zgJ0m8-uf8y^El5@a5=lv7h8$Iw90ERyy>}^pvRS&C7n&s_q)U3*+Bvc>se0HMZh>K zInEaGCvUo#$?R*szuJKXa!*;ujnUHXXSqu0;~h6XtH(YoPtJNUCHI=o@s~={=l<;B zz;X@X4GIv;l|^i)u;7mwfQ*J0f`nawnCH%6r1Hw5OU81?X;l3x}dT!ADD zq?RPE$*?kgPy9Tn41f84xyKzA9;A}>Ic}~3s$DH$B2kF5fpe01 ze8ym1=(75nza#H#pxgfhH(cl@<(ZDJ7ewyVK=;9N(r58&H}T8W|S&b!U^+a08 z`(*h*s-5|Eo+jPPmUKsP)q=?6HIsRY2&n1)^s*{x!?fTKXbOF&`}q6y>}QpDt)N|# zQ#Ol4v8v8mJ%GAB>ilG*E@yonDM546tami>_nAWgZz4v2ol( z0)%k~{dg}<&wU=82IdeiPqT8COs9`~%6NE#^k<WmXerb)ST}PgGxsE^j8wc9OW!hY7Z3{P*oMA$(8e52s0>tf~+oK8v zlC}ug+FUjp-ik>Dd3Hwz`VYN$92D|}By_^+#Tr$wTFnWCh=IvVyEP@(vSuI!b#T8f zjjT@(V2ie23NnN7nrpx`bZtcUv?tiMvlfRYKPbQ{_kny(t19KO)N&ji_MaC|pnpzQ zVq-V&M8uZx6c^a`Ujp520m*>{H@UNIEvkJi*0Qw;fV<_Rd7WQL$ww|%SDf0H#qN3P z=`EMM0RM4A7eV5Wx7|#GC1!XByQh_CNS!Mlhf}wPx?11W%N%-o4*#G2gA7GnwIkwQ zq!j+)RbQq&xQd*BCX0E4b=!@unWH>_^p{#BtebxpK*8JZwF=G+Fl{Fd%W^yHPAqDz z{nLvIqpjM5?$v>sz+-WFhZhNxmi|IU-io0Fw<-KR#TXO={T}jUl*68?TKCBPl_m9? zetMV0B2wof6GvVfZkSb~)*#$A5I)$Bs{1UM)zggRbW!X1L zV!o@4j+{3In0O_4KuQ)7kmT4dZp{kQ<(2o_8}mYIfT?K~E{+0F2S_{xa13Nq6=UYZ zN!oGt^r*XN0vn+WBqkS8XbrhO?q-qMY|1cAsc^D)3yOc3FA&Kcb z+6HB}b9hnzHFeeIchQ9Oi2&t;s!ScobZ5RlG#?*OiOdiIc-T!yTVc)2_BH^-zvg-m z`i-6zqr=$^=}k(aC_V(}(ZH3b*{>|p=fjt^8Y#o1-z1?|pGj<0%IZ8;GN;ivE9QA8 zV*NY|im>YB^_Mv_CF5hHRMl~Hn8=tMgvPJk={3*lY=1YFhsgvF)FX~UW@uC0Yf>IO zod9v>7D-_TG}#UcfpbxR%xvl7#I)l&VZ{f@stBq_#oaBHF@zjwWGy>bcl*AX*HFM68W<~09_T4N@T5%{SF(>e4O3k~$PR>RoE1V< zvH*??K(dUfBU=tRWTPf|RWwe?wgw4*C6W8FB3Z7wJB|4{y*Ujy+fZH!@h(>t z)$^%FF%HPc|t8qdFkQVHK>&0MasZjQxoN>{K1fS!>&LB}% z#h(j45QF|YqMu|GbuVy`h?!yrDoot`4(gsX{*9iG?d{0@B8ym05Y}AI9Z}B+5j`bSxEyjY%dW`nB>HF; zfazMtL(~0rybQ-ARNXK*`y;5xFVv6^^Zv>F*X(fJAZqUB%I8d0W~rf)_E7&ScR1wS zZF6v*&*lD|p~5z}tHhybjK8o7V^&7M4E_ByG+aC!rL}ib)IO_27v_?9#Wd;RHGhu6 znruv0Z`f6Veb=VSe0u4SR%d!fz57)m;4Tyt7GukO$}&eIy8?8Oa*6QNU~?pA8c}Qi zAYTeuo=TPKlBiGy^!4BylQg`z1@xNSps5+svPzS~l}@8X7;1b_W3W>8j|NB`MTAPk z@U~=eoH?Z;+1w+b@=_b`b~lbXkv{!)5Z_*fct%DrF82N5w2~455&rS~sgu9~fO>-Z z^6O^oC@t?6ZpxtZRFT9yWM5lEO_xnohg_T&3lqz{r*nrS8Nny|fbROwD@&XeQyp6P zv>M_PlrxA~p0rwOmZ^k%q8t@vVUdq_c&T`BTyS;W@`dYFp%jloGSdU!-nZCpZTC{m z-%(vVF0WR84d6N(^p@!0qhMljfWISVRuOr?{w#gEhTTrX_nh4GxD>fwQssat$6HO7 z6kBTvazz(C*TOlhqA-XTtWZ2dayYck?N!Gj6!g9I1W~cD|7Kp3yE5vDd=g2@6PMlS zsdcB;EzAD#x%B(*GAl$ZiX7n8<<$XjdRB(OGv=cZg7nj282k_hbP`Pxpgu`A417Xt zatmpGwMR9cCFx+3ty3WUelTLwr#2fmbGsRHMV)C~q-VUYieL)qeFj;TJC=N@k7h9` z!^sJmpT2WxV|}|2yk=J0rz6v;cODzMj93Y{Tu?uh6K>k!VaR?T8Xpxuo8YtEdXb|A zih2-1ag zF4;EM%9|b3ttO_(7)`o+|9l$e%@%G?${?{tZ~?$tM@MW_$hPs;160HaZT$W%qQ zO18)J=s8dh3^Gd17?GJ##SG|yYS~m~e4f%YO>iNz^d=U0aSW%z8e0lt^KTv`Kc}o!dSN=$(4$f_(Wclzi;y}C&4+V$a5YCPB1Sa2ma0T zS^8Yqx{mB#%_d&z{ZK=B%1}bzKX<9}ybW%jXe)MOTo8~GyjDSQ%~p?AU) zy^!uai@LT|W^JcMND@XvO~SEACV|z6I~H z%M}Cj4Ypr0sb&AlY^B440JJeNl|UTjx;@|6N70qeqoT$gTVBSZV)7YIDasnsAPgyWjAE-SquK9fLukF)>5lW``nU`=A?_J zPn}cnu_-op;1K|#9ZpxJxUx@rD8h&4URqC<)}qdz%PVf^ptMFFT19IB#wuU-qy5Y! zIB6rtzZ`gLU9BhAP}k|9T0PpPqa(^3;kW)eU_(?^)3}LFIBe6Tm(PbYvKO1n3)8W# ztFnv3|4tgd7qx)Z@2)BJ(DbMQz#q;_vhX!d#YhH)kX55ud7I<-Pi@V)Lm`H*PmBd2 zCpNNPWKo*X#!Yk&Y7WvZbZ8`Bl%DDH=KK9 zx#hb&bMcaA5jcv1alx+x%zspy3{9t`0_p5lEw&fS)*Kg)(SbqX)PuhpLhM`cKo&ud z-;WCzBL7Rf_kRi1?W5k!Q2aM;+Aw{RQO0vwG{_i1wIrq-OSxwVcT3gEcvVAOyL?U34(rYi?xDG7G>_Fh{KZdH@BzT$T94Ea ziw#=la?Qd6z7kR3b-Z(KtWi*0T}G3AD({nyKGqVs0IsTOQ(W-i1N)H^M ztTnSHFKRQ^{C|UWqglIV8(UJ1GxwK?0k}?S(=F>L+bgY0ugh{LS@4v)NwrY@3uXVd zVK$rcu(hV{0oe||HSV&jaZ?@Q+zQZF%$PZ{4qpttw=d^S1ExX|LHClk*U@; zk*^Th>MC$-1+Tf~dSum9d=W=CqyxKA6QF)R+)_;O?k!fDzE00kpTb);UD84!*qyUZcjUScRi%4 zgZNW%aixu5TA1Slcqbiz&j-Jg7ZmTmW{_Kwu=oRXIP$$4vz6UMmp34nj^Iu)&Lm0N zy>a*qhI!`xz2SKw@hZq%SnP{6D_PGu_&M$zIWCj=f=ZROjLd%!Of?jM*k!6r*U4${ z;Fa{0#O6vu0jeS6M_${1|gL99AEr~P4Mah&BHo#Um*I7$jxx+Rg#oMg8`BxrpdA4S{VA(a&>$G;*7(zp>;a1A&Fv z7qwn;4PDleyOYPCNdzJv0XdVeWg*C*w-?{HaW{T}**cwB;s?8~A7>@~vG()vR}BWd zy${NL;-KQIc5vTcsSkZ~7ZA9?TS(Rv&CfilYy~*4UePz_i=uk-BPD)5MkMnA{&?Ny z*$nA%NUPC#LC32#A@n18c+19l$@P(KJ-qW zxTdWzXygT_g0*HotHenOu#B&8>2CMZO0^|F#>xDwc?{sYariaG|1L^9*cTjGLO3Fk z&=x65ZAO)uqR1N_j<-QnOJ+kjBzpSt4B1@sTI}`!Xc#ExA#)HJjC0u5RclNuVndHK>KVwqU=pjFY|v2^seQjc zeLLxFQRoBFqpNQ+;p9;8)z9;Z212n~`r%`R*POb|ZwejH$#W8=a2v$JRw5{9Mc z!WjY}y&n$p;-4}g@{4*?%mCFISC;#_Qhc^7oy2vL^cnlL-_#E#y#!@ajXidT-M0yt33n|U|na|_B~Ea4K5z$piqpZ^9J;8^?pns zT{?fGyj_1%c(&F&d85g*h<&zAX~J1@sF~$nWhP7RB1^_O95i~-BRX~H}?>VRkSlhY)-);)b~T? zcI?W*Xu6R8w^)f^g#`h$S;UUZYQgFNWZqTb1xZpYIrcbzvA*4^V36bWsJ~@l}$v5zC;cxs)k!$pQEviuNde`Q|J{Tok z^wdhCj`re})3QgOPkFg7-yhAwMXdytzG{57gidtH*u%F3UwOr!YkCd2Cmgx}ctL8> z5U!EBp1vc4H*^zg)>gVy2D^%Rblp&kc*Q=hQ?~q1nZ`{QVmZbg+MZztbQHb_++L9q zRO?`DBZ8C!3uuRdpTJ3%R!z%1lbpHaQ>_vYBKTxBj|4=R>S>h{RHFNu9h25yF=8FNpLb#O-7#j3EEy z-H-0%bAJaXg#-iP?sXUpY zCsA)it{k0qpEjLcYE`QnP2@oR)>@GDkprWT0oJD}ka#LGgExDZ=K5J9wPQ6Q24;0l z%nIdR#-i%2c~D%&~e&^rrj(pWWtiq(s_ z)e~VdvPi|r0CJRp2-iMdm>Tfm7tzzV^iDU7VKNC%zrf3VF@H(WUUjg{BDY9UwidGb zxyiijBsUyJd?%)`4Ei)fK|M0dvrM9xWvwI^g6<&dtl>6N=mUH#M-%-u_1+$?3^TaNlW2RksHHuzgyDRF1O) zSAplX#c%)Z^Ctmx}tBPWd>NTP)+G?2?4}MMX zPf~5BP=)CjW+M~&vHk{J*ci6_PrOkTPxsZl18|Zq>k+@Lj@QFOv;1r$LMi|lN%du*z zo#=O-*D0OqAJmXEARl(zeqAHp8pB)zAfN`M^L1te9M6mgdn3?asxO3hsj+zY-;Xns z8I~%-BK`=j6oIYd<=R|AWb#Z>c$-m5N3R~~S+TN41sp1M==R}O3)L<`m@pDenM2!m zSaV(=)6!^moOrNH3(A0TBS)ycAzo~G3#%iPFCv{P_J^Sox*}KxCyONoit1PaLU`NB zE<=w}$;#1C$KgWV>k0UjA$gH@s1tN1O$g_5=H z`7aYRc}kj1H4ceSKYl}E@Prq&^^UCJfyuX7N&7zC&EQ>=gF)v z*DWfUiyGH9d0O1v6&~&$vSeO-`L}mkv!IquiO9O0idyVd8n^8I+Rm&3AXe)!47AZU ztY1t6L0iaVPvu)YYwFa9I7(J0h+gDyfFBh3?O@ebz?G*SaYs2k68V|npJ3%_M(B&% zMs>;wE+&xafoUs-Msn=?I@bLCs@xk5l|>~3N)JN55Shp>JW&(;;9e_#;R~F(#NFM6 zl%Q^aJ3|LP{#KsWx6Q0j07ep7cxs-YQY5dP2CPyFWL(K=KrNE4nxAIGOxl!@;l}yt z$dUGA3!)JVc3b_{pR+zZ}?sS2e}3~nrP$CT<~=2uwk0PijjH7=b1(0wJi2ZCL6snWwt;#y01$&p5V2Sf&DaxS zzM@s@5?*!{Rl-r>4{AnnYg1=fA+JpQ3>~A>#^g{0{0=&F38y&gcG8+x9lh(yDYNIq zRb#Gw`isi$e;7gvo>mgmP*Qd%E+d>Uf+b)#UiYi|pU2}Wrq3(|R}DFRm-cnjgUbb2 z4#Alt!{)ebL=^&H!rrT-h4>9GY#m!9t@680WYh7 z4~ess_b{YNiSNRYU{=RoFrm8I?w0pHov*83l3#VY7(=BNqE4(}6uJ-4ns)BvPT8yA zwHjZQ*l&l@*rSZpm}NJ6^B8cnv{P$}R=+e~f)8si5~f-{h>4YA;yw*x23fcsWQ>DK5g`iQ-b?VWk4_cfI?JC#zvrJxGF73 zmtc^5YPPxKj`X)^{Z~`kMVHLK_1kU!pnTDM#P=p&0fLYVtsP%t z?FcPHS@n}7h-^?2Dukl-;jou7>4a|pIdwO z+y}z%V;cd*`pH==FpERMx?Ka8jw&McGW-dMvmhe8; zgekr=E>?t31Zgm1C$LK>+&K=Eyl%A{56A@l4T^`o5ZLJWXTq?l+EsX?_VQu^{5_4W zcSh))VBkN^EffeV*Ju=!Ex&1NR!O)qEEwOWLjvyQhL5}Ac5$i_{5cDNCHY{&*LkBG zVZ-@Ym;3T>Cqfx#D6*Plr!GRGd6$0&zFgc#hS_~;*|p0%BO`zwF7(+v7mM53|f+C{@oY6Q_Yy1clEX>{E29mIpsY5ZL$iCd}hRQ_JI z-w41tCEhJ?SGycT6XrUYm(J9)c)I$yGdOQ@VGP1$aWrZ7;bK%}k7SXb|DNI?;zsCB z(gVo~a6dIv1%46$^e+v{+@Yk7G6viOr^Pt7!bY!uZXj{wBSp;u-gXJTayUq!;6Z>I zkoj3jm`qwbS64;^?q_LvQx=>#dyuX!!T>&a=OOeH@8^>z!G`>ySTD%X86p`J(8QjR z?e4u@b7BKJW06D_bRtlE4L`#Oq@4^cg5>Xai#{X=$thw#NBUQXR=!yYP9N-M@XUv% zBqp(@>BhS6AyDr{^u~qSu4c3_OY2LA-z2GJz9EFpOdlXlDuc_+Q$wcZFqrC)NCFD& zIJ^+(_+0aKJC#(u;IwzS85iHn?WUU33#|XnLez36R}88|z6MZ?XbR9*B@jIN&Bcv{ zJNFl*ux1tOMI2&_S9fY>$CT@d zuU7u)W;0YpY7z0Ojas5-)zI^cCIS?7RBVJUw-(>TKS%q2?GqL&ffVt*BK%RG5%zE1 z&b3I8^*Xp;NxDk|NS-BxAhPu1xz>MF32yS*Q+q+CNFs3|>hG=B$th5$QMlg=~HuFjfT zzYB&&G@}hIGb#~+Oa2azna0kygkk=2mM%%V+pmh7_yv`1(0_ReQ=Y3k1hduNGvdc%_npYwdhL zk)&tz2}2+ka}p$u8Q_-rcdGMv+_|b|#p3uC8b=MXvqEl9e*#3A2dc%%z z(fa*tgN`kqkE-(`bM#`2BqTfCWHj;s9!iq(LY#h?P~lIo$C!5+WfQ8`PpDTOPVEUl z^m0){D6-eA*m%{0rikg}A#8aR@p8RojiFTWm}02Cz<9p707Pyi-6+eD&>+PGr(4TL1xf7w`>iF0`D5`pFauya~^^Mx!BT{?Ugdy%d8@o445k=23a}h zBqyrhH5=%+{P@aNf-_r&$*dz>i>yImhtN=o>|~&NRs#lAD>_l?YxT520~0XDK{f<= zoi>|Lnh6&J_=)&~5l#?I)J`;RD3*hF6Yw^To^O1E`vC>h)N!~9HiE0%4_R&k;(fsV z$%Gafk-~obFYoauk!v*iBM0qHN_=JU6q1!nMBT(f%q{I1MhG+z@*5Q@5xOWhjeo@ z0GS*Yvl(5O5%O4sGdKN*Whvn36ChohS8TaHiNe-B#JG6;(3b3TLYqZtV+{xPXl0mUYV@uS0Jsy z)~bd-r_&x_XDhhMi4<9*+qd(Ws{$^ZgTUsBNIoSaOe%pmnJ5xU&D&9qXz{;rAo0Nloa4C;d00C5-iDRq%)Qsb^bY}d zEZGH-7K8wX7qzZ$=fFev=|6YF#Jb94u*^1r781Stp|_Aot$Ja64L~H8c30W*$J?!+ z6aN8`)P!zVEWM)GAeg$Ng(4;I|Ebojh>9I*>K`AJ2cD*m{dxI}H zqJ@Dm{h&`@gd6CGA)oA_ap^fAY}6sN?Go|{a3FhE?2@)l=gP~;FF$5foGNM30M~(< zynMtIb6xX_w{u#5k2%w52C?#Iwi9ofGU13UOp9f(pxBIR9$&pX|Hx56U(}`4z@O}o zu98+FyaneDb_(nyJT=Jcg*8M8POjGgdxgX=(Yxbh2tukE4KMs)Ps!p%??J& z{kdy|OvZ5Stxhhq7R-oN{$1_J7@?)dBHTe`u)kC%Py$$W>HxX?k>drNM39fNfeVHC z^jJ|&Q3t<**WAE5sl_0+nn(Yl2qOaW_o*wV8|0nCCM%TI-vUtMe5OuOyU|YAzP>hn zu#S%0*mzWGOdE@Gn_IVIHy6(yGxnY5BmE9GFxt$XPNG!^oC@(SGh)t~?!LZcR^I+V zKqnH3O?Uv#U(T8Ykv%{)zj+33f5SRp>N@(}g!O&i8;#qnirc2D7Ryrqw-P1*%w!f4 zj>YS4q^Ny;(zqb##r~6Zk9Y>4%6|^Zjq~O}PHTZGR~BF_iqdVUk4}LeL9ePEG{Z-2 zR$TXjN0gt{Op+Yb(tkj$#ms2Hs`?Pm4|qeESVY8pnd8bXCQG&DFP}e|73j+QJVNTb z!kpWNXu%b=CBJ{?Z}x8KPw|c}NrSd5#Sn{^VaN~0@shx((w48yg{=oLt7uoTAp8;0 z_HDIJbU-=_$an-DYML|eC4w^d2J8?QdQ43bS%bc6H@BEF`p`GSDlA8CGul@|Txx*p z-DBAs<;Bb{OOHPVg1)A{{{;2cM|T&vRcoh&mF+=9oBP_^+P!`w{!y_J^+Vp$1MCA2 zDCj!g%;|-u_GwfQkl4nu*Prv(|LL9ae^j*+mt-*ZygaHfJf`{;m4NAxe75KuLb{@>`suA)@vfY^mgtO&EJ&8 z&)17pygnR4rXg5zKhu5# z8%&Y<-v&FSOg=CPqe%@=m!cK1N>|I9TRxz8iAT>dUe~l&C!xhyEF_#|0jNdlETh=kEst%%TcN;8t(FT& zO|@%bc95Uelz9l-^w}4vef4}8?q2f*M!UGkca6T~sk&EF%=W(-JGlms|5h%Y(A$2o z#EIV0(o@VvjU0+RZ=F=a^YF)vRxLahYo<7*Z9r`UxTcdJcZkrKEq&5cj-y7jT1xTb zHX|U$+De}Lq*l}7x6elkY3ZU#E6U6&NYZpu8`ot|sTSw|eykfi-5Rn4G5hi%{?!r` zll^72%9ks_wamcHH+ohHGHeY${?$8<$PIO*+J3z2NI#GbAjoQICIqQ#h0dZQYGoI0xpP8P zF#M4MV_!%0Cry|B(1x$Ul&un+0IrY%#R{6rv*L0Jt<8eS1;{_I&buFj z_e{eVY!zce93?oOYTK(pJT?APIyEh=Q~H1fG5E8xF}$XjT88PBzXZiISa#eFNo70D zl9*}*qv*apXRX0r`~GL)VEwRmVY|0(Hem#zfq`K`-#3`K#Omrw+QSQF?kQK+)Rc%W zK$FdSj8qo*tK;<-ft3bWP%~e=+mo=!?0`#m=Xed<#W&rIijA*&3373Pw`y&^ZxQ%zbY(`G#$k{4uj3~l0633QicZ^t)Rj*0d+5^rq zu_Rkh+9Tr?j$BuZnkW%R0a-CRA_(pDH{0f3cC$!TW=2X~dS&sL%~+aT7d9?LE=_|i zdJWBb#@k6((OMz?#>8mWkBliefJWyqN!RGO1N}$_Xn8rCgyNyS#?f@T8#|?*mEnYt zGGoR@M!YAW&t`kC+Hd~VhnSSSqO&5P6%})6VmV#vq{OUh#W0rtcH*)+>wDu~8Opu8 z@!La{Rej>JIF~8hkBtf^$-WH*RDFeCA>nms;C+rlI+S6 z?_iw$%G3mKf{74aBLc?+;}XowF(Meq;0#aojo@fXruIf-k?$9%bK0rS?o>Huku+FP z-O!>8;1{M(`e+m1?^#%b09NJn?ubmrj%75x98Sn;2~xh~y|x=@bp`z{WT{bwKXfN% zwk(R|f4V!H?EXV6inIAU5u%(F{YVFB91%*(rEt~O=p*?uK7|T0ja1um~xJb6NQa_uemGIcwJ|nb8`l%XDe_3M!^{c{7)2bXKb<8_|)hQp*PIETsFh|on z-G8I3Wl)8|TN7jg?3%r3`zK|SHna}Z$D}38e3COm22{}JzZ<81#HXT`$aoclZ2e^Ld2!({_o8Z3fv~gHo17lQ4vGVO0n)NiF z_e+{qK^6X{G%VC2Gc(~7xrQ)xBNxr06+93;PZ5hFzyr3Y$;+2Rokh~_qd3Q62p3>4X&cm;a{hgEVk{~-|%idKWZ%v`zX zhNnCChoEww_4T?dR8Sbwf-3ptz!DDE=Kt*N7iRIja{SYoTlMc(^ecI@HR?O$mL0Nu zK7BxOkyRX;w_sweQ^Z5z)@cASjVN>@>vGA9 z;U-?2$eKQXeI|18Qd<5H@s3bzQO>5hfksvG;Za^Fb2ZnG3*B9;Fs^*Z`@>o;Q<^@Jpl+*>7YED)PI!}lZ;k&WOkiWC0_yKY> zJ!HKMr0OG>l0{m9w&(l$n%E2nZoGb3rQ&9cbDLtKV9f^hV$0VOa9eF0QA-@c%uu)U zutk->t#9u*7(L|qNFu@dXz`v#3@NQYme>xAX9+vg83%%-i!gXp?bEdg2WUV3>KwOh+IO#Zu<7c;?V{wfn&dNPN&%+r zD-J{C1rU=5>AJO}9w6C9;kFTZe+;k++k2%8OTFv8oVKVo9x(;TINVq;^w1mKG%Sne z4{Z90q8sJ~v^FL;$(+!uX!*u<=kFnK9h9 zKUJnj`=2AwMX!Nd%<+jR0j4AZb}q={YQi?VyV20&4&h6Rs3uA{RldPkxqz!(xtr}o zf42ZzOo1$gstK9^ZbpXR-t^89EiR)leF|=^Hu08Ad(sur=7c_^@;RH%BUB1#WL0vc z>^-*era8=inhq(DoSY9oUT7>D8rh}-?aQ#F@0&P)?e%ThKk>%@2wQ*SL1EK(N z;Qv~ebsx6Su^ymhTADOrfyT5kG-m~Q!=%afkIrAW;{PlwS(E)g%i_a(z{sM-hG4IO z)a>fk<}G-IDwr&7*ZU78N25}`45ZQ0roGdkdD(AJ(?Ju<|8U~bKhJLZC06B4tl7%o zvJeFVZYAN!TP^_8Pwr?erY7S?-oZzQW)HwM;Q1By|Cv~*3CrOmu@3T%*x-zR3*j@f zia|~#ko?7rX6)QWt435V>W6-6VSSJ=3h9cRyEoU=QDfZVp!G-b4H#Yn?1n&A8iz4| z%=}Db<+-@f-gUPxG{K=On{7KZ@#;X!-^a^-l8ktv(VI0DLBuDrO3alr@MS1Ovsnx+ri29q zs}CGlTMUNlou{(2+vqm~im@`6b@CG*jg@7D*P!kx77J<7DDwNJpPGM}UA5}*yo-b9 zSmW4UfnM5j2fr@+hb>od^JM-y59V@e!MQmzbo?X1a~;$-_qLE4#vUH}o^ygS zmsEdpANgJm@!2~4*X8zT^>t4FM1*E%(Kh?froK>g)j#IkRyNbF>x5#)H@+; z5vV)CoWp$r)_1+vLwu%A|4q7GS$+Mje?mgDcl!WU0(Iy9an@#d)@SpIiGFyt+_geb zixsZg=|mh?{NSQFz8m3Ag}({ZdN59)z3fI6un+7ra(OTAerVxu$1<*Z>elO%h9(X{ z7XII#G~{|BD8K=Wqi${GldVAXYyvFsswv}fMqE^nKpqJO@ZaNx%BMg^X0_xx!wm@o zi1sE0YDDANe9C;_wO;HB*NC~1y4^IyVFsA%uBz!=AtgZ=;t*dZ>xBo!Y4n1CDbdr~ z#}C>s|Nkx=WZj^1zgSyPTL#!AJQ?CH*}l62>|mU5(@XrTE(r!a2MM?vuj{(*%{L9m z{hyxsZ4K@;{o<>6s3GPexEZLamhmS9y zV%M8mREf3AQV+(o)U4Ey{bteV2f{b8UCqBxrR~miiz0#!; zIQ@^~X^O;ars7pVi(A4bQF&fZP+J2-RDRq)4Ht$!B~KhxJ{hj;b_BJ41j}46f*F2rBlAyiJ*eu51A#UgBnRFqALnRzm)!}?V52_CJFO`>$_eSb#XWysiWX1(w)rE;^F$x~a9Da&nO6Iht{lS@mP- zo6u9XDddPsDJTUKi4kmi>oy4nC&7|e`_~jNbw2} z3i`X=3Q;3S4MzGc|D2*QeDwYfN+v_TujA7h)fJ?})ak|FfG~8-R^t*!=2crmz zK8K+M+H${u^QPFHLXnb>GuWBsI$k=gDxwv}H~UiCfqpeyRF*xH7~XkAOil=;v>0E6 zW7-l~>atl=H*HNsrmI>s87S;Y#!U(O6g(rxxDr?AGFavCx8})679Z<`Dyvoa7RF)} zha@PP3F67w>-#k)Orft(e>e~Vr%Qs%CT&HEH%+|<&fM^Il<9cCg~N4{h${&So7aGovhJSw8a3ySeJ@9w{7ktCi1$)FM&T6~XEz-&`td>?( z_%$a@tgDhE&O8!^0!)~RUmUR#-Rd-0&L%~1>UswAoA~JXlY>U}c6sG!1JL)pUGx(+ zr-Q_)A2MV+qTJWwse{~GHBF8dO26vUkBxXv^bRIE+>xsL*V8H6U)BbuKIjHThLegd zF|x-2s@&goXWcM7BAiMv@D_A~mnj@{^tJ*RBlEtJ)%KXB>g#8pA))SEuh)HUv_ZK- zl08dvUhahg28mK|Mfffg+CMQv354_1P9^#YXIrVgyl`0$lj*P>^qHD%qYxq0>(9BRi7 z;^K>j+lMh2drqq*=-AsDs4N0ub-u?+m=d%oNGmS~I)+hRXXQ__cyhL1x^n-D6ldr& zykh;vHZ$pr9lw?(8n<2tPx9-_o%S{0f^k1Dz`1^3wpSQYF~`F>9Vhd{-b{#j50wn% zNzVtj#f(+$ODRp3WpQ zZM_-j(k{d39>nTh+*5P1_Qsxop7Apg0%Vh|Yz3j_Dxrbpz$L3dXF>T=#1}d{M`?{m zkzg*9%JMO_s<4=uJA)n_&PWvT7T2z0g(2*k@6VHxB3I}G?iNwsj!1ufc?>HN{df1P z>qLmm0`8!9u8ieJp=;zQ`!4Dl5Q{^B?fgqBEnC(W`dVm2mH%Ip-<(Q%t!mS_Dgxs? z{6L^Ogk-txkI1Q&H5*f~TzN*cf5(g-akYoiqC%4leNO5v=WpS$-|(cl_scQ3C0oo? ztabuKr;Me-(sy#dTS%yhOB{HrxvTyO94bq$?o`7jckH%l?8DZ^Qml?B0rt$@vyos} zFDFLYkx!cb({xfhiS?(XI-eky5ZUZf7-fpQkZI@NF-mqSKT$TwZHV@Gbz)`$-Y~&` z0!1%tdWPV+5AvE{1LQC~rXl?nWl0A7h!DxpmZb5(!}`2P>5OW}CZEGChbUUu*gO#e zP}*ryuwRaNz*Zwh?^1x|0AT>^HwTz)9x$?jAFU;il6Yh>jMRycw&htq4d3vop8s3W*muSOsv}uIwaJEQM zDebT!E^ozKTokH*f?9_`y6ZSyQ$TxvB}_tWez%YSOSPi(4FS-LC(-hfBa+@BDvw9N zN$jH{{y-*6ksoPDq(FqYEjdAd7BqwVR&+}F`IE5(29hRbuhlQ#l_)~<1DJ$+$P`FV z!sAFYaitY$h3w0HotZ7sw&EWMJHqoc$KYXS`jiTCww8G`i5Fud2P`msI!37GhUl?_ zs{G9GV)WWYV_E?1s(BFquv#;%ZuJz=L=PS$%i?q{NdV85u4 zw;IJ6=U6`tP++S1LZKh|5pQ-@=?}Mmhio3BN4~lPvcN;5{$`z(jV5i1oxOESov1-a zvnLzKibn6txnLSo?UpAq0@=;ek(Fx^bayk7YvQQ-OP$cs8tt-ia0k`NsY_F`Dj*Uj z86|)vF=+$e;HYAFD_M5-bG0vczT5v!+Mw*+;%RF4Fw{76;Tz2sX_iOQ({YHCmTH?E zfLLJOsv}++f?a?Xy%O1rDU#bN!C_37&cR@lj@cbUpRpm8d?_hTJzIQ3q{2!9gJs%q zcWz{HgBBsC!4RpjZc>=BlK8T^SrHl{`G@3nMLY3=tEqo@K*Ek<7(LjJ^EpQi*A{AwX(6dQcSxtV0vlg71HU z8Eh90dB78|yVFGyYlRuwGcM;~9D=@ChR~;IRoxcGqBJkbst7p*`I#{i_%=zsSstzl zj~{da37en$P&Fw6$GO(HU`Sa$178O2Us4}Qo72AW(Wj+!_hs~ceb^)XtyqqP@abo}a}kOW_btY~M9U z%tZj z@w`Q}EMWh!PY$W0yh4V?YqOb)mN0kxNp|tz_;)Bv4}upycvr<}<^!e!w2AU?{dU!$ z796aSczgHh=PSKqHZyBOCsZK-dkvCcsPw|vG#Z;_gbGOUs|g z$C`g_n>X3?_P|Nrl+&M(Z5*uoU1_`iY<-|Gt#eJgEASnI5zcxrLpEgz7HcW_aL7gW zw;yI?`*qdZXuWJc>V&BzZgtVwn6v_AC&_MDrRoo5vO&_JL5Udz634)p`r~E!8Ap_G z7M5@F_QT83zlE`=^t&Fzlc12M5bm+`1sW!MTWbr$@_-3cd9UJuk~q+|h{YYV6RSj> zv)Dk-cpGv|_7W+DY$Q0=%=fzViJ`923`~)=KYy3=7(^`*+XrPXR-b*7{CwG|HWQZj z_o7jK`PwA2QAG5HSm)=WXtF8>=P@Sm=C5n+sJ2vK4>V}lMFvut+w>l^k#;y5^iBjx zaIiMxn^B^6tST+&!+hnDXg0aFOVDu>QT`DV1JUCWwkqR$ST7%bV2tV6i=M(qEV>w2 z^6wh?BP@lAUFG-1y4XhiGRE&Y?X%E-RJjBVwq*0bA7L<|?_iQS$M1fo$8cjKIS_d2 zUUTUs6VPBjdG*7^@>`U*fg%^1+8jxZO+e7&(n&?P8PedM^dP65+&jhCqr!;-3Ls*= z3=eWh1+m9NZP38JPp;#z%eVhw@WMqP`~%wF>czg+A{L zbK1x_vWGVFDN^+!7ZPVcJ2O!GvMzZ#^H%~3;6vRhIvZIklYKdYHRxk}H%_jQ z2?KTX%Le`pjM5B_>;pjP3b&N@?@+f-O*2dm(gmS2E;U0*NMd_-HeH)uom49Yy}?4B z3&r=ih(IP#84_xoRd|H5(0`pDnRC>&j4y2uA_;utK0U=OIK&5~4UdACTTC=Xnts)BarjsW6*TJ59GK-}qVfV5^g zUZ*;NvU@;a1j%?{;N+?X6{1j@vm>;qszc0eSJ}kf8oczAUQSvTvRjq`W8xq75?Pj$ z{>=Xcc&E~}F&7m?VX3jU-ZQYAW~kL)PVSH>BWjbg2CBV0`*xh5I1uinBqx(D+yB)& zM%G`^TcLC$n-PAP1bgO;>j_I43T)miz{ukle1(R<(G=CrA&WpmEX;w*k9$;bE2ijg zSu%!h9w-7#4>$Oz6aml)m)e2c%+rOQY&Vt|q!#3bTU~;%JDiQtsK(QRG4~sCPE&f7QEng6UGyqCX~vhU{Q(=$2jr^oOQ@;G zue?~03?oQ|rMMbK*{H{j9h)~xNNLU2*6kF(@B3x!Ly-g1`P8??FvBvx3FHiLj6L97 z%<)xUFIN&u=DAyuf<~tRR-#_6ssxu_UC_UBI{F?Fpmu@{FQP?$je+piebIr~LNnfP zt%L&NMivnaWrD%?5?~k`Nq4UI%yTzCpZ$>1o6=4^M{H}x;gF$|AX5H<4pkkta1>SI z_(_o*S3o< zDg@+SzU3C-uXIFXOu(}wu9X@cT%__M>n{(3eYCvlbX!4eE$Hm>qrT6+2d^{Z{oEW1s^lvPw7zOt~ z5!YOl+|3F=ZAL4E%0A=X^Skoji?AzXA{;e9)7G5{%NnQK4B4m>G&mhhmf!cnw8OY_o1F<`vNAj;VGsotkex79!z`-#SWdc}w zmM35P!ZJzLQ`-nT_Dgf2lUCe9xK#s_%!kF1ZosrWl&SxrhC4rc5vVJg`m1FW+?KSG zy7aZS+>@qJ)yu732G-B*>f6`XTpx;xU6n@D)O;1)Y4<1R5^a^*n)+3_g6LC)kHSQGvup~Ql4tp!xI-L9- z{(euks?=GcG_edzJMhn!XwOxd+_$kHN)k$CRex6;91gLq2_CFedQm}@2VfXBF!!o9 zC~u;*y=8TLP!veDGSL;$kjD(~RZC_>C3ENozA_&>dwWq564~%2mFDg{3E;|QV1*Bd zs?=WKuP31H%EeW0U!fW@MD}=OC6vRy zYM5j67ntF-zc>8suJ!+j~ zpB{gnD}S!J=udRIpl*)oTaIT=Puv|85m7<3&4<@Ya!BZ#6ROj_%|~0jM+EzE`0eMi zNjvw4;fQWFq2Uf7d3_4?5r~x{>imjH5m6_4cDZH0_8(haD_cYZc2u70SQ5x&vL`QV zxjYg^S4}+PlrC5oG-6X3$2>@G4(6~DGkA}q`6XdFW;Xw75h`5XFRZVTItxD3!rC?f zcVm0e2R@RHMORE&d+o_ch+T4wN9; zAE!Qk;uF{(BaxEqipPKaYCtISN)F=8`VGNp?@s{PM`f^h%S7b$Ilt8d^lQ429Vi%! z>0O)cl`B0;r&(F1(v3OD8jOC65R;Xmz;Z*Jx>Ly$@Sm{KRNz*JU`Y%|;MNX6cv{77 zQJzkdRj2qiLiNJKP0R&7p`xe27s;Vj3kaJ04^t&>6N8B-60P@1LaGA7O+oO3ir02v zfNf)t{2{Itt?JKJL4;H|3%S_nF8GL9 z@$Y_YD{>;dE3^aG+depX6+zHEDqzxdZ2Y(NX28ZJLJ3Jzh3VAt`DZA}(Pgzh(! z_W8=GZoaGP+OGmlHlqN-i>DDA%c>|#rQ^#e_}H57rh<%cOp?_*QZwPCe^%jsmMyq9 zq>T>a@i=N3Ou4-f1BgAFK07`c0&%+$f5CU~L3b&->j|)<+vt=M2FTJm31Z|C@fQ9a zW}_?aN?lDf<*CT2NW$z5#_6Pl=uG+Z;cLR9O?>Hqrv@#2R}|SGvL571Fv};hug4#Y z*J8naU=<RhHIy$E$>!2?TP#JC(Gh_hJ7biOX5+)>JW4gjR3M7MiCiW{Lu1?-&&j#|V z$#%~aUdEZfgx$}7H(Py3sUL(RHf}G+AI<$Yh&&}8EESDS#B|<_eJou&S*g+SY%JAm zd_^S%^!r%b*iH>2HZLo3<78sUifj?zwD+g(jm;n-X7-Z%L4?ElDa~>a0Q%4UP4MdR z*PZHnlpIwdl98u?VH*Y&wJ0pb#!yC)UVy%7&b{4@v4HD0Jz$e4d1U8pI7Jn=t@P# zgfW7DEN*{J#$VaFhVA?1;)m}SA!}Xilzc2MuT0lZB@FBcI0>c&zK=a;(Uuxt$6$@n2x-?;k z{VIiFFmNDjZK2H|%46&veIoSB-~#PInxvi&Sz~Jvx~iP^5fw>L3zACu5k7gA^M1yN zCfbC`GIJUI_Sx#asYk13oT>AELRHP^MBjL)i*o?ZsT$6cN5jQ(9O;ZU$M3MJmW%w! zokb(sVJo(j?PX<=hF`;3&d#Xd7Cb-M$7R!+yT<`XrJxOSOjWP*)a~c$-mM)HJGA+M zJA-#tzoHU`r=AzUa1H8`D8x$wWcfVDRN zaCc+C>q>6u+(8tuXTgSqoFB99LZA9B@~xZFbsKPc59NZrFr-8eVIo>Au>;ZOxxed2 zWs2~c^um4n0-DiEm=Qpz;KU3KOWi~I72p9eQ7oQLkHK3-tBuZIuJ~|;Q+OfJ?QS?% zxn=uIns)Z}CL|FlVW{&cwV5Iw z$W-XnoEX1}vyxI5RkC!!X{YO@jlaT7=9?b8?y}&bm4S-L7(I-ZYSl$m*3_73Tb7_yW=UdzCAzcgUJdmC)lqkwje5nDpfH#*b>J#7V}_L!cWQy$%chm8Xvb z6|@<{;m%F+Hx{^&6idfMPXk8pC}^M=ff)*8k!IzuDwK^)ODQbm`j)G3Y?kN{d@IE< z-PAhOhy@eIGW&P7!}zKV!K`3S33&n*zvr-MAajh+u&AH-TxcMpQ{k`nKoS9Q)4*TN zB%Z7xt37u6+B`ouJ+gr%*DDA+d7)cy&}sWPpHeTzq=Uc4?hwB-c>`IA$Rd)dpCMH3 zHhV*ZP{9!C8shyT^P@9vw_0ra1DL~%AhQ=9k~a`=n_HNOO=e4FPd-YV(r?oT{OkKq zkgAm`5sKn&$T;U48nA0xS z;V)xOsF)A}U{q`qIF!BhtXh^MdnhdngE(yvpiFYb2pITN5+epBI9&3ja}RZvBFVb_ zwyL(!u7ur#rNIQcN-8yNl0dL_F|8Iik~PZgavM9oqb`>^kD$t_SlQ373FAtOgXO#?;NxO!6=#mdE3bupqER5>+B z#CwT;ahXdHQk^Ks2@Mz69y4mi(lk9ZJSD>%K&;l^-Uth2XI|059H383La1<0iu?@I z&`;*Dt^_?9#t_< z>8nZTlB1&L0Q74MEg0*Ns!-u$G7b5{(f?73{-=0DH*Z0O> zrZe;>2#m!g&vmm`IeqbBQz(~S>%L366M5OADZT{Z7}xt*)ki%pu&9bJ5>qQ790U%k zQ)um1g_S6AL|>zQSLF!U>9C-TcHS7wNCpgTHW!zy(>LZyA)W;oLts(Pk)d7@Jydc` zDJ#H|@4nf_7G^~-fFT|)2n#8F^>-Q6+?$>KU8Ag6Yo~(%S{0d06Ye^AvVzQ{{rm_7 z$?f-};2Ybih)6E_IdWOTiKvs%gEJdO_jV&5_-3>6XP@5$xDC~HeqM0R5oZQ;kOF(N zqPWwgKgUl!Q;=w@%o)!#5Stw@brMQ;Sab|^R=OFLa~Q zvh&GqXa_8(L-bgt-hQy5(wBA^A{J4c;vxjkQ9De6%XRCF#U@{o{^YYM_X|25}#HZiz|FY`#oW!mKNX2lZE z2E2mjZf)&%KDV+ISKioK_B{Q4)Pi`7^ASEd?h3!YV$i=3zhvCoHp*V^Cm0zP^+M|JTUA{VeK58A`o&V(YHK6}b<|eq<=I z=;9rPta$_a<(Z~irER<}um6>fX$x2#N<*I7vU&b0U|~JUBv~Lkct$e?%inxU=Neo! z9%lJe>5LX1Ru2LphkeJ?CL?GoAQnil1xxTfPH52A!M=#`L=$9@1 z){02t*WI_#hMRgP^i~XXJ^=g@q&%3OYqOEg1W_(AzQWFV-$SStP4BJ$G(42rQe&l4e^Et_5OMO>K1p7 zn#E*uik)M24IRX*$zwQGaYPQ6tPmxRt2VK zp?=gk+mv^iOkpzoF(pEUVl)G0&q-=;$P0`HBfou7=iu@cT^KWPKF!fR02PWvi2f=d zOtB?KQ*0ioW$>TlF5~+wkRt;uaVM4#@CCE|3PFz9MFtaBX$$z2CcP~eZT1Gke7)}q-3B`Ja2cixCZ`Fj{L zhUA|mm}qX@uJRc=D8??l9hbbomX`y87NzSh)4_-$8$m=V4Zk#TacC zJ64XpB*B}U7i&4R4OuOL@B|<5l-p=6&#fY{6-5UHPkzJc%t*K90Sr$@B(k&=5_&u~ z>}0izmi4%u+4aqd6y9yA*T z-B_HW2UvVQE?f2#6?;OmkFjl(3*PF$R)0$6jx~2LmP(kQQ-Qw$=!&kf;0l8Z+=UZU z)Lrytc$!MZUJ)T`NE6Ck&i-;wyrHj_QHl!1)Ty6Q({R*6qMJti*4+OkwCj%}$1Z)3 z&u_z^WwFNj+l$<#9Y6BLLbwK^29uN5@pMiUHG1j?+G4Ca_G{T=)L;M7r!8xEi#gHJ zDKvg{3V30-S%TcJzIN(Eh(_T*H7_XiR7+VL%udmm zw#zb@5@!kwF4JT=k&3pqPuWT5XWhGj>mpZiMy1q7`DG*k-x&BW%2go!s!Clur4FrF zKD{TgC@bmGfG!T=q>S}#tpI)Z+)WRIE0VH-wW;(+#3HN{GGmZ(>K`NUJsG0aHaLAz zAw0w5%UPX#`QaQ*lI&aS`C?|o_cc@(IFPn%7;y66JNsgMdXh#<;qv4pwD>zcOLa}) z`OzeV6jp&O=5r(6%MXK>l4wOE3P7R4BLa2$uf}!>C{kB9zYs`MV>*E-ee2`D07hj#%?!^GczeWoEZ%R#6p}-FbG8b$lo70y> z!wg#Tke6}ej4bQoxTv+r*e&EdVEJ#jNbjzrJ787HE-v)=Ktu4P3*3V8&!R46l2J@{ z4}FDu!tk)bCL~FLI0OYuHU6oK4_q{PI_4~74GL${X0e8i$Q2*0>~y;poGxetPsj)R zsldiqv_5NZ%Akd0xO`e?yb5OQR0SQ0EoDbWx9E3e$~f4?okuPGT{1*h11e5SjGHqS zh(g)7(=GuEiVnhpJ-{~8=0Wv5_ZLwst^P?skaob-;B@R|c^Tz|RxP|se|SEj&=TUe z)?5bT@4edr(c@0YgsKQ@px)Pp((Q{+;chw&!>ckU8Z-S5CW%J3wKG_6Zk@$?%usb@ zQgG=rRV6otgNLB{5ECZX%Akr+)mY>kpc#S-Q;&;WSlqW2o-O+7^ChaoXUoa3WJD&6 z0k%N0NZ#`bBmYz|;hUaNHQ`c1#z7_R_XeBa5bl3-t*{nF#(PlysZg&tSa%OV#xY#q zNJ~2hnMy$I6c8%KFe94L+!x^88^My$Sa>|c7k)*c%aS1A6^fs;vArZe{Bo=D3_R_1 z*@}OtW+aF*u09q5fAClPNo)||hwY(PrQZ-kUbB@27|HiJ-kf=?37ta$>*OIaIVXQZ z0(*_z^_k%iWqXVQh_+fg4ot2qGN)f}E+1uHlU@b-$kEMX**zrQyqZD>>Nzl9;VkG* zSoV@@_mg_S;g*yPwcbjm2H*kE5MBP5kXw7ssCFjakuWUgnrE)#?;n@;`pllK1;ju`Zk)6=2-ov! z3f8K4h*+oPmQlTCzkz!=&1pW@sCJCWN&)w{;Iy&n7dO#k8Ltt-Kx62kTxgDeFO2D% zB0Oj<&#dy@Se31Ww@YLk5~4W6rl7+-2wXLCb@U9+P%;aNy+SoDbN$q@9{Y}30kJXf zUb59k{tc2S*e-wiTLpckO-6W8NF>dXm^yNIbz2dry6sN=GHl4{Qy7&#NafzCeJ~!q zLg6ahaZ~;p2L4IFnA8rNuAz6-hMkeH+&%B}o@cWKX49uwE*JR1-XDkOr@F|0}K9t0;pG?1O8YBxE&mfxY3c~M=>%Rc2l=B*>n5ByEtqp zse|E-{$TG5k~__>pL(5{t#HE3B%M*~wF47hZ`Kz2s}I%&kOd`C*XI@u5M0gaNw0mr z`8~Kjh`mqsYQi6&Gvo%gZWa@M5NMac$gAP?B$^=U>d9K~6&BT$6G~nejVg{3TEsS$ zdyV!Rx^!WZCe@)d^^1&x>H+iZ+{B;qer_{Kh#Cw|ULcjPmyXt1qY*5zgqh)eZj$R) zPQqn$?M+7kkX#%iE>cq$NcDIFa{$9R&v+EfxX~eNi7)L+TLU8BghpBKWk(27su+&U z*rIaM4S!X#dix|jBUtYW)1Ilo+XUecQKj0R9&`=Hp@*Tx)cy+5Y^ikNQKS5m8etzz@>kaPR*a-TwX3)Xfph#LTr?m^y$cDVYs zUQA(J59J?GVVIPo_8QiUlLl8)<6fsxjWn0Nw}vNI(+8~vKE^p#7G-BQzDu@$S9D~4O%?l;ArU?rF(-~KU!XrcSf5&b7>l3m zDZtg)V!zjDd^y+4OuO!0{{EU0 zq+>BYPd)zKmd{G%d@Rf)BvM&P!f14>)F1vB+Zkgh^zu0?&CIO#cXUJx|vGvmxub+ z@69yU0yvYg1zM~XnDBVuwEezov{5*=Gvw9t@`u=zSzge1hiHnjy{DY#Du2C``uWS$ zLZfBEEs5_XwNKkB@v{yHC8|%KvY6;j5^WpS6h2}{1Y@Vux(EqtFAta_w#B*ga$Q%! zKD-P_0{gi{N~(hw(Wv+4=X!v7+xG;kbU+RW329QDmX|%+Qc=S;;%;{dzYe5yVR8F0 zO3es&%t+=DIMtwE$0D;U2MT38eC#;OJrPZ@51!Q=h*sT7F$oW!r?=y@z3wa;(?t~W zN;2(?quvuUOX8(bf4g>B#5p^cgM#NcIptSFSpTi2=erX-@2cIi ziN%76fhR+lC+MynUUuz{krppAP|FCF=C>`&&|HP zKRK1`JfHKaR>FA4a{MgReGd80HgJl{rh4wL(#I7u|nLAB$bo_kG(Y@^uz`JqKR5*CTu*uBRn& z`F0p-SXn67C76P~ z$;cA3z|C(?%_;)Pg-cXS8T2dDB>Kc_RLfTZF*qL(!o5A`bmZgI&)i)~-%Ze-Q|hC> z!6aCKR>;r8zQ72UK0s|?RZ_dX?2(j1rLzLv8ld?IVtOk^0UQf{w-Ju*?ZMd8XGN!N zBiD@?hbWt2h?=??d5{jy{=d|=9q0VoBh?FBu=b;O>Cn6@*OMH>ldzYm1u-!BBIDlK2(%lj$(d{oS=Nh1s>G-Qr5Ku47L69>rzo+4nZ-0fMe#HZ;o&U1C-`b|k{&w6}yHn5p zvR-m{{3Z>uN+y~tEUt`mZAO$gQ}HnW+p)lWBWLQ%uHf7H`vDbDwMwE|dyp9VzCnF?Tw^M%_a{7u+D^d1JbLHotXgHbVwPHFj-E8VUVIyC7qZZ;xMt8L4kV-h z)*=E%Nh1yvE4ON;?lmi&qCw^4NQ>?IegEB zBY27=&hJ;YP7?qax0-rL%(NwK6omw2KHL8uwAy!bJY#iNh9x0)@ZMi>^&%VGrrSRY z3Ex^OyMK3ZJ3uyehl4HSEuFq!@IGR50Q>HxIE|kloZ`vd70iNq*#1`UJMDUU_!h?sVNN)5nlL&zJGaPQasH~el)HE=o@s>)| zmqmJh=bdjK>^)~~Exz!Cm01^jwZm+m%ZE0dh_@e$h3B)8Q)F+3M#R3HQAaQvV;F7t z9CrX+z7bMVs$5unH{3lAG6M6{e!J`0Ia+++!Qb%KPW1hl=Di9_jsU9yG)1_B`)%Kj z!r18gETBVwWA9N1+rZ;{cKTr+ifZT};zXej_K#VyN-5eHy;|T=Fi@N<$Co-w z9}JHAkyt%~hw#Zrqxq8C{cPYjzmQwzNW&LL65!1JcqWC;x&JIWc#~<^`#1w?^)5bs zEzUOWH8CkYMBv?|(&C2h3+osS=aKoi_6oE^rQ7oHaT1{{-tN)cJ)qkls8-=0!lLpz zXTlLv%pd=nnE8HsZZh{Y-JT?lHE7(7Y>jLzM(bJ2#oBE^`R^{6Be+r#jr&?uPV>>2 z01$tg4YUZo@>Lbxg8SCo_iI;a)-U7KjJt4M$RAIt&#L(RtoMI%0&(9q_M@%L@&0ah2==@cxb zghZwo2$9#}hEDI@*gv|>F=A>fQzjTW0Fy#Mhk@&lj z?%Ot`m=J8j7OFQ}wa-42dmVFzU_2AJCg> zc$%Q-zu!UUUt~>qVpNpljFy0OB|o%e*>jj<$7J?Y*_gC7(>}aoao}~JrQI~Q82!|T zjNR&DtU8~eeP}463D8py9lqK7(XO&4KevfMNoMj1-m*==7mYMAlGP`cjT$55-r^SA zVAnvnV5U=*8`!`Vx=77QlS5TZ0u7!@rI5dWEB-ciIaN<_I9$Q#;*CGk>uzy`AFV@g zb9J|v(XQlc6GNC5@w0vn4s>&=YRV3w&KhVX65XGogA9)QP9_cnd_GQ6?AM`LWSTH6 z56z<_`us9LA$sVh+xTjhrQ)8S!Yo{Q=%kQ8BeG-cBGeXoBCQoq5bb)y2~emOU??va z6gbRl`G`rBjl>Y=vc$5&%9_BmuaWY~vn`YJ7N`YTs%@P?a;AA1<`+PY5{zR1ae0W~+IFJdr z3BJlzb%j6)T%4_Gd^^f_0Cd~2eXDbWa2 z^;HN|Y0$+5T2Y1l$wsGs9FI*J`H*zzgNmRA>y*#kKvoqkEQM(lrTn7P6+brj`x`X} zc@L>X{eIvWMOl3MJzX|$V{}l9^_LY7!C$!sBOz2dYSI+-RY;M?SS7-!KWqs9yNOCzyMgCu8gWt^le&CoVtyc0c{NOix{d!>T+V06kAE+5FNimDe_{c z*>}!IHTQTvCk*o^Q9leK9@QhZeLYy<%X}8$sHXcYjD6KK@}pv$fLut>ht+OUe12+v zgKPio!9Dl=zCzGLw_0JX&npQ8QLT^HdA_24bCeZ?Oa2=uF9OY_HY~;t_Dku zo4+#L(ObS`j+$TU|5w9@((+Hx@RfQAFFB#}q*MTCzg<(NsnURxc_B^XjkLckayaP7 z>RkC8g-dfQ3_$7SL|#q+>P7{d-(ZRw%@Z$r#uBzrr<`(dmw;f~YIXZb)0!FN^^43o ziSIi}z4}3tY}hkco}QTCxB9|*%#|qC3sI6oo{hwTWz?{vNpvot5FWw6SVycm9vjX2 zlhH_$aDK^EUnwKcbE^c|y+^6dd-8TgYsG0xuq*&(ZTWmZ*VD%nNRXr!NOmiWt#^1h4= zPyf>==&~D9@H`ma-`PZOq%h>-R~k_`=`bNmd@8ZwU;``A7_vmOs;)-QI~Yl2c%50j{m5VcQxCpV-`jxxNjRFiI2DGN}`A zOJ9tVX|FuN=de_U&uX8BBvc@LL-lSloX{r;Dkj&W$cc4<;-7)4AzrS?>EK8#SW<$r z>dtczl;ox+Ngw#TG6@ObDN@|w*ryH5d}6z4nxXd!;j?g=LxqwTavs1KoH*zJRb!*D z18Xdgr}j7d-GcS=DgHSuOInC2=T#~1^I9g(uvi(d0Uo0mzvDral^jiBF?390vw*h0 zFC8^*lHCgCT8!EzyR4;UjGm4L-VPZE%%P@UI zbs|EE@d{&&fkfZYVzP9`B;&22<7mWo0bb>XP?TJMBQg{{gWK~mSSI44qB26q0I;^&SG=Gpq&X6B@inZWV8 zb>W6r;6(tle5B`*pLcQv%i_yw<9p4%9z(@=a^@u@7)CPeqyH?5mNoTvlMdO+(4TJD zSx=!3DjLk{pnBh55v%?ypDtI`bOE7l-SZ*bwZu6vVt(Z?r{J=GldVU8MZXz&A&^ay zvz#7~m+&4T7L#K-);7iK1u;PeqV#S}nPXOeDw~!RKG9J$^Ne@Tqr?l0%YpbgRaRC@ z{pGQx(wZB0lE+*M9Ac&kXM{Bs=P3DH{vjKjL^ZGUV zyA(XyBr8%bF8rhOVe< zyAw)x&5oOCOn!g<#{4w;dIPMNzxn-GzUND|$3T=&Up84#!?zX9(}!mlsTYU|9aPwp zXdq23rZg5yMxc*jwSz5WKU=sum8ZjRjJ^8Kh$m~Ft#1n!zwx)=hbH~YhFVKA zs0atDQj`4vEn~wn(h51|XUSPPsPGwWM0b`{&WVzjiI!OYI4|RH=qCWNBv}!;wWDF? zycRTBa}Gwn*L$>egQ@FK7~fhn*zeG;DcKc0*zonU#_b#KB52>!b-A`&#uUT(hC zrVQVr|)ITCH>!SHZsZf81qBl2$ft(!di5Yl^q> zKRzMCsd6!nGI|{v zET>VFgi^CdLeW?X)pJP@e4ZXCK9^GDl4y4)YEj(M$Lh&amF|ma7zvjdj}xu&%wX|E zWXzZV#smHW)p{)b2Yx~W!$|6G9ChY%>Pvq^#)hwJsvum+%QDjInX+jOeH#b{gH^9B zHT700vAm6JLPGa!w$Z+CC-TNHpv+`09SFj*a7MW~QkCZ@A&efif`;y=j@a7@<~k7$ z?sG-sV89CQ z8UOY52k|(%;uQf+=KU$q^hgWN%d6KUr}s?A`B`w3R!I2Se(_|yTl?n~7bJh{a@wiB z58x^o|2|5Q350P8uu!~iBuar8gKHLNM>U^U8s@d8;~QW0$4J%dQK6R~&*cOPAj&G5 zC{aJX#NOs=`5pZ+Zk}y5llz_gBg5|n3}_fDuO!^}&P1+dO59seev|}QJJdPa`M5ZH zMe5hH4!fJYAgl_wYbajs|5`)=z0XW1+qY}AL;%zE-1c$`wTMzbYwTev$o}AO37x4I z0+ZJh!y$7(#|VDZw|P@U){n)TotZaj(u1hZX#p;IXMu3*{W|!1p__1^ap?!8DGpYg zVH*qC2ZdY2?PSMufk~d0@nd>uuyr`@nbnko)0%AG`D~0T7tLJ&m#ERpez(#2Z0h%4 zXY>E69R*Mn3y(V$E)2?loX9DR&0^{83Rn$|oJ7cHx}OcoVxTo}insp$Pqk_0MmKG* zXbYIxolCRvf=J-*#seNwT}{x*vjpM!v2dTDV}Gr+t(iX8I52csf|P8HVT@@E&CT zjK|{2oQ-o(nqk&fXdlO?y1JNHohS$dQ83Z>2Ht?~;J){E<{?jL&7!dY!N`V4&D{@Y zNP?ahhl{IoFoE5@{iVj6Q_PQUG5%v|5YXmKv#z|r!h!zFHC5u?g`T7|u{(2(zo)=E z-(v9xRtSi1fAo~y83t6eQwY|_pvMKjTtDix!h`CEKvcTC8^fiWQ}lS3sUGr25l9;m zZqheiwzEM)0ni?+j|ZPi49_!7xJULMJhSZsP(L=+69CZ_3XXLN6(>CPZwRR&40p@M zAjSmd5t)%V?Tb~+m(3+NW1^m4%OesJXErXEJ%}S8joHx_#n?moTxh`Cou@5tWNJHo zwgssH;vI8s+8#U8GVDzm9$V^AxIXOak!)|8S(!b;B)MsKRljJA@NkG zAK0^XX2aDDPH+6MTGY;s$7w=01+3O_9aV3G%e5N_FY-BREV*U5HUFReT_=Q zAc+zYMM;shZbcF)p@noLjg|3bg5M=rKBS207Ff5JzF1{_(eK(k)R-JJGjdHxZqjd`SWwuD zewE`vJNLENsGgr2aWL}6!zB+pz0ZD?qN-G1RwG51hOQQMMsr={JXEyCRMl;y;+s_H1K^iuLV#4vDGGQEH*TWX6mvr3g2qj= zDdwrIL@R-?9~%fX#Bk%I2C(@Qj*T*o@IvE*#t#h-jQ~vm+9qg%(1f6EhDL-Y3{3>u z7HFc-#Gq}3wv9H9h#ypA9oAl~Xhfq>u|U>IT!?(k>(vg9JKQhHJbpGFG`HbRXJZKu z&Q05CHjgSDxoI-RUYM=AvRLAzcC1f0kgC(txuoOvt8eqMZ#zSM>I)y3=wG@u!s?V2 zyIMhBZ79QStqpf`aXQG&J9Yov4_cl4($SV*TsT&ll&V6H_?DiX6W0_uu4e;+ubKcy z+y%~KWJyfWe*2=@8Fd@yXhfHEahYvw_FU{Emrk{99>gQz12TmdTvI6-z2vA~7FHc< zA4pb=SQZ#H;lEY>>haH7y=gIRW!Did@#)xamI4U|GG~%lIvq~lh*v$D#CB85Pb*fS zF%FloXZ*p{hLTACevQ}{T=oZjGjqV;9SFoowu!$gA>9>ZZ=wO>$XE+Y3ky%O+Z^_Oa@V?NgJ!ifRQHr^DS-Bs3(wOjC%` zP0d;Er3w2@o)z>7#FXvQA|?=N5ynOBYUNY@3PL%$$LHULC@lRH6?|x5eOLoftL2WC zJLM^+DRaI*a|Wc5yxxaA(Oy%|B30Jb@SPv-FB{~%ZZ{*?DPXWCd~QB!((5&4Wlv4~ zxa$`#YCj7<$Sgp3Xv{9+6dY5M>99%|E%~&#B$~WW|Nahs%6aimJOKu?;+hqyLZ1)o zozO1a(C$2xXunY{$wO*1l+T-=Ihw0gFnM!QF(t@ zs1c6Yu@!XdMNeJ4Nc>dT8sI7Z#0R@y5li{@^4%e6HfbOBvfc8nflPAc$2yFRIQlOy zF+F&BiM+XQWYPWJz@)#Y($eCfzIWRL**sJN>rk7JIvDXC*>JybS7FrgSbg)6p(?yi zm>8C`Lyfq&wb@?dHc|C4--?G81H=<_Gut&xxQLCQ!mfSnb=MLU2tJafCzF+iN z!Cv9gcQL`p;(ZBQg}7a{uV+3U{9vYi$92-iAv;o>_04KJ$JFiu%U@eMN-6F zV?v?U)~L@}c$oaH0^8$gM?A%Mp~=I2eH%FA%F$;-ZSmAx(wKtv%`vN4ec>rqJvWPf z^6RHk9@O1ehpnX>Lrol7f3fWvFQ4nZF0f`!@;Bs4a_{=q)4UWi*PAuooKe7jTZu9d zz%!hyme*zQc4y>mrzbU|vnxHOZW2NA`?cFn#i`^zdcP}3y+^{!K#Z^d=cfELvySC^EF~IS=JhOID~;QQXALyCrKz`NCtJO7-V5@2BcufLw*-aZ zGgpR!Y6oJ5{rZ=LZ};FFyHC*`k;4Q6@mjlY1s(q?@;QHM=z9L4yIcQtiNXUuU7M;t zwn8~m89bCKJY-_?i0f9?f`xUZLx9$0eyoKf`W08Y4QFr0h*e+X^s{4~^?TwCjJJ6{ z{gE4bm#9?8Y*i;4cl#!PG|P9t;5!p9TL@n>{c3xN)}j2F_;-=Sd@8!BTkt8l=;23{ z;*9$sBHaOf6wN3qWKCoUgksx!9lOtKj0_vqw4XxmNtpt*{@)NsP4>+a;5 z;*kS! zw%a~7))o8pOq;rm`75x``%Vurf7<>0z2=}7Yw_;VYSp8(U&2*QxRA_-wJ`F=d1Yn~ zG2uxST+Hy4l*O>5*0!(LMDD95?oXNZYjx3#zy5Q(y&K0^i}1g^Q0G>J&ONDnYSOG0 zUFC1edQK~FLsV@6*Ynj^xJdJsc$IRIhzAwXs!`89Z9DS0zR7A*T<>xUYaOodNZJU> z@mPP7{>u6MkW!UIty7ov7g9GEkZ)P=9rwms3M`x6j5>!xSCc0{9;)r4y6X)P{syJeRGTrVT8Vu78|=fK?k_jbTwCN0EQYH&xwA zKKLPl2Q83Nb>`x&=0l%aktMy=cz-Er)eB4F3kECu<9)6PIsD9?NY;L~47_;Okv?0K8udcQb}nIr7-ZI3 zplj1sxzaPb%WP#Eg*{2OW`T=chBwi;s7&+4ne(KP1>G^;mY&zjofD#?RW+fO^L@Hw z;$0}KsMC%U`5^_}BOacMeutQr6M}d&F7*B!tsq|fO1-8WEnhvRJMdEgg~F|^VNtZm z36f`$3 z&b%=b1-!!%0`MjyO1M(K)NoKiMs#tlybV{^Cum%uh&mSBiAIEgV+6tvW}*>1RY#kL z1NHlLTooupB7A9)h&+aLfPO6ngfAgN7~-+@37~fg!GoMgh-8{EkRCeMz!qplA$))* z3Od6cbVnOgc8&q2)4{cHhBFccgR)Ki8T3IcV`>9k`*H--&P!%!H%CCSTEd^?$_&Po zXfzb9$_GZ#h!jz$GfB6C6@_xxi9+FjZ-##1SV2|j-~)9Ogg=b}l{IS_vE(U;97d#p zq2&W-K^J{G{2rul0>3DTG$y-yeW`j3f+ub?{UIw2>ogXCLJ|H7aI1fv6&eH6;T;1v zV_?MsV2Lrfw+!)eSY_ZD3z5$=jMzD`5HY9M@c9=8Cngfca4T_Ek>*CB+E4#8#kX3gJ8%lmtmfFtr@VbHH2>m{}+B>!+<*zpx7f@hI7Ui%?@M| zq1aP9268bGQNj$_GaMVJ2Q;rh(QyYlvYtH$2)Y8R8=M5;1FpYec0fyl@aIGb7kdEC zE66Tzg}$`K{|`?071;fRfIkqyB#6id|ADyDb(+%ts@|LMKM2}XNZ6bVwVzP_fK8Gi z+(?J-Uj75lOGYz+k1Kl(W&GE(Jn30j8Y4GE2(=XH#HhCa8!gSk8oNri;)Z|2Vr8(8z*8EsOu6GnLTkitAEo zDUiLPbe$~%)KVb3Bn1)2u$O^HDTpwz%z@!%au6ZGi}h%fx3{0Xhm)h5oxGceor{y= zZaEh>XP}&lNMo&DpuuDv8V>@XhjASOC8>xerf(R$PlcyAWCXOP!A2fPgOxU$WH^a* zC+;oXIf4z&>lzRnj0`_o}M&!T`=I--dc5M~B7>Bv58j2JWcnvO^a`+hLO89{|2 z_#yLeg)R~^Bcgr=jCevCkTc+hu5AZx88F>WIlz$#{f)UmACA~*A}dJBMD}53>%r4Z z_+DS27go@Zo!$l!Ae#y|e=G|^M1OYBRs@?BoQ25J@48i4us(Zb!5n?mH3U1e5iP7y zFbDW-$w2_|*|4^9IUL||5cHnVy~kY~z_T2BCONQMTVZc7qu;>Z9E3y+9h|7+kwl~D z_V=wd?Ewgb4Eh5y59j|XH8jHo(1sfc;1yk~9BSc<0q_6y89q9v!&54k3pY@0$Oqce z5JBLWi^yYnPVfPJSzZFD%7v+AIq`v^Tv(1TYIvZ4=l@TR+Iest?^`@DY=Mw}9%LfP z1W=dAO3#y#-dOg|F=7MwHPM>E)>9jrK6W60IdMo%W?aP#QOfceVlwjSOFr)c*+A? z3K2ZkFIfU87b07Q*Pk?SD3mC?$MgK9D3dAy&J`kJpt>05GMgy@3MNPbjApzlgpjI+ zBp45rAONl+xT9^>l0dBpCYul{2}0ln=JG?(S_FGMw4Ve*!Xybms2J8BescJ;F^5l* zfNd$V37F*|T)=}K>SY`W#1_M&^%Z)Ucd3A<1fCe*r@)v#is3;TeO%lNhUnu_9Y8FF m4VQ*w`7tx(pFLIBBj@euVyMf+Oy6B0{M#&tLPez`(EB&*|7*Jd delta 81157 zcmZU)V{j&4^sb#Jwr$(CZQGvMnBa+Rn-fp$Ol(bT+qQG&cmDO(drqCIzV?UR)m^pg zUcK&GYwvD}Ed#{-Ed|tl5W*m@qxP?WfPnNSqaYH1vN0!{AY%dl{$wEmx7`d0=+kf# zG)}N=Car=>!tVqUg|ZtuC6XR?P6*o{Q>O+M z@<3|VIRy^fywm}YGi~^2ljS7XWvO9Hb?4zsXVH9USt$|iS%)twT3Geue+iATJ{dfR zyruyLqG;kIMFb_X2nW4oKCnFSrOIA8&Z3W%uf+@Q8U6rh^lD&#iBAvDIs%tHSs~!O zjLhHjNi96Wl$r+R3{E#5wB)+%P=qYo-rjEzl4qgNVVjeScXs|QPYN_SksLpnhZqS6 z%7PyD46#j;(>2B|OEVOMhXSrOB-l&BlMJKCNM7%@wUy$4pD-tJdbiR29o)F-*OBO_ zJkIF_L$?J&RvXl^CG90dl*ZKSB2w!NpGPjAVzSJT*W$=-S|R0K$I>W!tJAM6>x)5J z6^L(1NczfqD(0eXlNl3H&S)*&q;RiEKPLdzfs;(o9OAZMYkW*I=eSaMU0vj-tR>aW zAA!8IcmX?TUM{_(&pn6P^PY_mzZKwhG5eK2@-Syb%fWwwa{m8<{`B#JRH20sbA|tHybJoi`{nRF z#kT07PMIEMouZ5`-&~3{SVZ-tZZ40%W*)PuW^d7wA)Wu9pvwOg&H7JK#D9ur5DxzM zzXWyse*}G}uEqm6`q+KV7f(*zB&K;)&}CPB*;J%6?2W){ITCfJ2a-TyBoR_II+6ZG zY88S3d_y-@C&5EC8uN~$rpr{&ASX+Rqcnm)Y(g}aYtgYawr92@HKHC~LN*Gpl0i2r zHi{x4It75LRl0Gmf@hJ3Tr9)&guZ~ zzA5{e)?cy@PXHI8;G9xi^;wokj~d|##vGLjO~y()VXhUA)m&8`PVx~`=E$FE*N%Em zxv)NtDama(YK?5b`-@c^IVM%bDQ$OtvuH+43YWDH-$jfYuaz_V!8WJ$=e@hNxKa@Z z;4m**t~X20SENF1kvA`egAI~)46z&C_$h?3j!G4(!Cl&GC)&kd1K#*rDVtCTD}9?i zDRwSCD4fi3@!F$kuV>o2#=ddwFK^>D2QIfEb`W`s4K(L66)diw9h6V(7-o(3b{RIU z;A+`zlPFqI<&~viIpeI1X7b0xHm{B_`YlRZjeF;0M{Ug5<-_I@EM3}%3RDWli}#@A z#uar5{4Foy?Ko-QBRlXiayOzQmp+B*9n39?4R-P}wRen7*vC zZa)rx{iwu_qb0!p;`%Q(8x#6jkzi3Vh+^X5KtOiwlZC`FllNv(fdM^9zb#}^=qE%| z`ZbH}0=W_FplIq&kh1Xg?7Zk?cs%Ao96DFcx$NgIJ!T7}XV5pVdLUAw(T52 zBN>6N{BMM6wuvfSrHN-N$0@opghclmOQCkFH@X# z5Ukzq+!xF@t4DctU9Q{6SoWQ{BK(Jm0$ZShUeG*#{O``eek@~H@{*|ejw5FFc3O_3{%ZFY??USe%R^>yHW-V zTrFe$@kgFKyrk;Pmm6`y=8&p2%0$ck+N#@f+$5xb;Z0++EHWsA`<63OKHkHaexwM+BWmGRX{*@WWwa$F@$rP0$=b|Mz zqyzfVcEGfm4A0c51lHZ`mOFvb-AG5$_}y;`lM6x(!WKKaCa!%k;*k9Dn<0JdIP=Ej zRej3zXOJT1)M=~eTO`G?bvYNoLkPo;Zt^tH&(GJCo=PmIgu?5 z9hDV85O*~-r49-Rw}$u|`72P9}$ zBg}U!%9xMVDCo`?WXwHGGVKe~vAg)jR%#PiLFwx7=B+G-+&pY=3*|~vkuB#Sm%sF{ zD4>cdsRlFCa%@U@7382qbOY(SEj=qNDIH1nb){6Qgj(wZg%AGKeQ*=;QgC)-Ch_l} zB@G+i917Qm#t!&ft;}Fpo!&(-D^KGmDdvtp*15<)<~H{p)2CIKR)azDJ2wa>cu;BT~oW~6de26tycR0txepxQi*7?X@(7cxZ}q96@t?`k{DAI07kvzYx7HOj_K24x2b_7Yb( zZv>K87~L3I4xKTwH;Cl~NhV1TonGlf1t|%ZZ6$;gKTFSufY2&H`^l~dA0KE7rdeOS zpj8VmH|nIl4SGEwvr=n(V(GcSMjQsU(alNB3JI9`%ursOUa)WH(lL7E1(uR^{BGI= zUP0XDP>xtCO%f7CVX-&?yjKCb(DJ>=LJ4qpSpjNOY{wOUW~a#H0d^=MY?Jl&eAx%s zaCiQXuKY>`bAJr%1Q5T@q1 z>Ygd-h;jp%AOluEy2YD6feiNXozhU=WIl;ozSl8H&jRGPcz4@UVtvBfAlfpyxp3ZV z$-BbgnP6+ra+tjVB>~PoqUgfn67wSwrGV1L(9oL^Mi;IPJi|0(5WvMT#rfb*f?eT)& zr;O_*a!pFCj0_U%8B8^a3^CU6H)U-t4)`FXHAer-EX^}~qs*Lc2Cbu^6Ww>%qLuhJ zeL;;Wfr6lL={K2lu*V}&>>!-kHZcs z)l<&eWqX|zr-b@`l?Svq!CP7A{nmic&~&;e9Yv|9%)o5U)}9^)(TE9GDs>L-`7LfL zw6!YHpdl~?jdxk+JY`M1-tJIF#w_FviS1aUu;asU*)4@1F_vFE$h zPZ>IMXwUp#z{mOxk{ZvJk{$tHpY!#r;qEfuo`tDrb~W;a%IDFRdBM_M4#H6csE!Km zjXS&u;B9DB*-n8G+A#`TT>h?)-W3BA)MAoEPa_sqo5$*mMLPTg2h}hxqbh7CJmsY8ME%{Z>TWJ!)v18f2#NMX0KZ6Qo z=+?@p>*VzcCN6r>^ zJ`s2{RX<47{92rk>d*e_+}U~>f?#_2R5M?2T}7~GQcT97>c+ikKWI`oAnnTvnQ|Z# z#+ePI@J?F!(;tpvE;{!%D{@rFVh%0N^UKf^`h^?yRw{|p)@p_*Nl{#04@1ZN zkI%Fpy|bwXJ=>dRXB}l9F}v%Rl{KqyRr1VZ5mO?MXvM%{kASmQHlV{Y)@-C8{trKH zmYofL6C+6vg$1-_c|sV{?%G-niinJpf%i%zKN6O`1MBMvKEZm0yyj&!`7n;nPg<c`Ad{}M@viY~8iN^G}4nAlXt84Wz!O?R0T zPj^(HvZw^7lQ*R4*%QTT4a*$pLLV@BkY2?-F{o}5iK0g!&0aMCqXiXlgAZz&xZu9R z*CB|k{1%O8hIpRoHa!&js_*stGyF+k!Z@KMp)=K>ZX8km{nBLg0&Q0pzr4nCp&dLF z_@gcfQyP5b^g6Kv=IY{Xa#B687TrpfZPk|}RY-s%Gph!ZQgty>U(hI%MiHpxVpUTp z5Q8hEzez!=&C3zeU_2dDN*ueU_|cMa1{$5w^qQ=(6N zCQI?v7Yt)rc52E1 zo7Er~+`?H5{Ro+PifsowcSV$C9PE2=OJ*)D6rdq{_0R%{`f~bH4gmjB48st_pA%G5a)$sN=Y?gyGLL^DR872A6?*H9_oBu&N3cXRporfvt=m7sk?>fX@H}>J^FC^aHPe z2_cG7I=P5R0nGu%3~d*(Z4Jm9;&>OgF? z4^6!Esp9Yttzt>DdJ|Y**R9@MIcd<1jWitqp5w$_>r^!h&{cN%+%EV0q_P%Qj1OEh zTwvC;4dzC~ef(*TNWUDR`O$l~qqB`>mInD(qX$|$WTQzrMi9n zY(H=Fel*kEnZb#w8;1gRINOU@)Y)vDwiGlIRe+=F6Z0#&H?#ff;RY81uh3#QxAoHy zi2WOCS@iB@{HZyi-iNprcOQo_qC|6=(0oXGZk>|rQTDO=W6ApBNervD7q9V;F4*q% z?lKu@?c0 zm!P4X7wWc)>{im@`#_!)h{I-T5r}|gpmFb@51}c6f z0M9C0bP=^&cM|6Q14^?Gzxn)0_%~RxJw|U-axvMCX1XT6NmR`O%3YL3GnR=GsPr^H zogDn2_!A3boLoty^_|>1VM`G)c_iUYKp&~zP~H}e#HY(v(po=1^LV+}Qie}$j87$HT`vC<>XOqtiC^{!#~WoFgv-O?L~$X!j@$16*r!9PlrJr+ zcEvfwxo*#ap?T&4T18jQS=HRuLeCCikQ}093t{gueHYL%R_Cf3&aZV=8n0+q>2b6W znQ?y5VIitrcc=}YIET*A1gSi%3nvD&GREn$u9S5Vi62j2-2j9Hbi)T&kp}5}P%zze z1hldAp@0sUp!Zn4G6r)2iQ#sFn(XY1;#fbXqm`Efh{fE`Vl5W#@vFAOC9Um6AvTU4 z;Ke{jl-v}rtqBxNDMU`|P?sGVZ8y^fX$=fh*G>N{+T7=pVstKGuL#U=KP8T6cDj+~ zIoq>6ko6GNW^`vmNP7E16v9s*7EYc@+htIO2&Qqac9B&#z9yPLz&`k`J+2O(_?-V ze6)J|(+wY|MeJINJa9oNZBSS1NL^+@TO(CM6O|8teW8QFqk4!gYVAi$R&JC(-=JmD zP1Ocr}`DBFa(yLC88QGEbT7Yrn zFGEx?S*#jQ%4b{zjahXHde@xk{62F|Fi1O?&<8dp**)ujO!TK!i={JXunxf zg1JV3IQN^m>jMn2<%FlSwy76oQznZXS~d4C=Z0%YN#9jHAd)!+&t8YZ$ z1D#;v6nRF01%jxj0+WiU>|B-L2MDs6(0(DfW) z@-&b+C)Gy{%u?tiS1j-H$fO=bT_=j`%mA_?&S!z{C?F)~+>X>}52N<$5eT%EuPtkS zPzv)Lc(#Z!iqjF*Y1c!_w8_P`Q*#ZrA+2Emxsi~rAABC2Qfp=Qt&oBdytd9h&7AN8 zuxOHln6iCqvG&UqEX&pLVVpA^y6co>AOXWw*+i@=0ZXraj72k0iND81+YMf754gK> z@ppk!#tlfpe*z^26|FFYM~z<}V#k zO?pCbhD~7>}sj z`=djYW$yyf07YFw73OI)hw&UV6Exm9zI+thoAg0Cr<}%{xc=c7?X&$$6j+m{MjrQj zLYWA5RB5WUTh!B^Q}*cYh)S_?`X~y>7S5gip1b38%>Ksnc}XX^q~<{xB~gp8({y^x z>f62(I)tOIKJW?1;=0ymkD8I6-k9?My?>GDav5t&*uo?vF}S^ zOp^4PS_1tOPtb6XS-msWjjO}6Y3F?r`-qj}V0l6`p^nHj?W+8?y>ppY<~a{smv<3I zoZYU-E87N&a5XCX+Wv;=nB*n<*2GRy_7$ztvLuB^61z8tWKk>L|20)b^mI{alH{2D zdB7q--wjfPX-t1?kA3XY1Ch}Ex2(Y!eKr#B0fn0voS*}z?5(|n)>u}HKuNDfTozk8~Vf@ z>6VV?cgFGkL-fO!{-*-2fc14m+{}yf8--tWDNFIK=34%8Nc2f9vk7WD{ZdF@KwqDx zowhoM3TA5SVi=Y~6UgaUe2_}cc2{`nwh$JT$MO*C1^^_;R*3@ z-Lz(#94Tr4K;#Vy{$wUAiAw$rXXWPpfW{l|4*TjU+3MH?f~kE=wHuzR<=+VU{B%)Z z&FrkgVK8kp&9@&kF*=&St$?vGZd%(L&H9kZ@D#<%*vO=%Us~H1acH>R zp)qa%m#F2mxQ|iOmII7U;X-Q5UX(nCt5Lhv7ql@aBL42=K11Y8SN`nE?H-3OZRO7V?? zKg<4$L&RaxqKZ#=%F+J~2`2S+0lJETL2@&}YS5AluEOJ>A_p#(>UGj!zp%>xQ7l=`D-Vz6^e zB)+}z(vM#Adc}O$98B?>L+=zv7(8ws5~2edBU-)*NyP3NOG#uuQ6v%Q+ovGW5E$!{ zyR3q-)p}S7@M#gsRx&wCT&BA=D$%0?ojrM{$2&pHVqhqX7ALAs=dbXrpY*jKH4DGm zHPAMiX6B3?hU5%1ZO&;2$)hGcEL4(o73`}iJnq_4adgQU4KBi3`p-KlVdrSjet)3p zl%jPzf@`%#b{DcCD@U6{U=z#~S)kPUt%pJ#Oigej!Q0&78Gb2LZ!zmvuNqFDtrJGz z>qkIfMv+Th3fSTaP49`^w2Smm9~wUUnKn`z*}*_z+v8q0Tq&Oj-+ce?jUCtymzx9{ zBoL56+vFY(tVYl`S6JZ7)Knla>GgsHQheku{)3-9ECEr*4<0#;$9>da`eCOKE*2u>7^pi1Ic4rh%~&{hma>sX4=NYp+w{e)19=NZ$@ILKtiL_; zn#LDuIBl`knE2YbLHy7dkifuDJh4%qgX~*oP_P;(FO3`ZmTiD~k-nsTgsHqR9rp$V z0`EB&wPSm4jVG5op(tUxZrT0p9|T48Rk#G%=HX10r3tYV#~U0%kv;qGhD;!DYjHDO za$QGKqvu;R&dKe8h#p?RnYW;q3+bZpL9_4%oD8efwwTCu^Rfvxfa_gx;8(;;f{yp@ zTgcZKS0)yd@e>ek@+_L$&&YdMp-rF*>~UyM=8r;B``nCb#|OE($)7GT?TrO~@JrOw zgEM=w+>^bAW*mL^PD$RwOBr5wrJ)q66altjJ^{8B+*c_yY!&1D16Z7N(BWkRrol(U zz+~=Bv|Xh=^fp*)b6+@k9Su)a||}m z+R51k?>$Z!IsftJ`w9Qpv65?DX7Jy8HWx2b!_^+a>Q9?1(aiXj{5Ah&`@gKS@tG1G zW@aQKy1_a9OKFX8!#U*QJKiuOzO1+KVgoEcT2Fv*(6TLph)5$T*4(9|GO}?nJBk=; zp!sjslUA&fS1QspREy zv*Ik9R(@**HOT{RCtGL44P%0*=IhUP`|kdIegaD7R%07@K*+5ZoLJXk0~Q7KTNwMv zQvx996o+FsBD+x!!9?U&4r|#u7>{-GiZN__bNvN6=U16Z&DhdRm-#l00}q8sZ5Q9l zv>PbL+sS2S9+$vt;gQ#$mC?-Dfii`$RY7jOy=GBX$Nr-oe@>C4W-Dv4b(ZmsRdlx) zu7Y>rJvBS*1n)v(B4AoPXoomZ;DBbGDFLX+<3Fs1i0$G9k{25^;<&TrJw8RrqeJ}X zH1Z;eitkXUc>Sf!*&2orbY{?AVU-9q^TsRHU{nDqgXH}s+05-mIAD9sSwxzbr;FS* z4)nD>b{fh~RT`Ew}Gjg?`L( zc;#Ao!`G8vg))3H0XS)3M5DRcO&bEsG`NPY^F&dV9Ks6pt(G-!lgM z0=#w79YBH5s%i}|hA2Z%0zkBGh68ROTG7)1ED)`KV*yg&>Cg2v$m!%s0Q^>hU_dW; zt3(c<0V;j1>EA5WF91QhSSesKc^wKi9jyfLnm)k@3EPTO2CzbEC2)g70EF8v{|9KR z?J}5JDFl{*uDWvi1{EY}I&m8fMC+L!cs&59is`4duLeZq#Sqkf;Dt9UO(Rs0yRj=M zx}eF_{z=)S!;7%Q$j*%i!|2nt%*FGj@LVY(bhp^ zf%_(s)vtdO!P}(In=WI;ln8x(&xs75?IpI`3n4oDH&*aP6aw4fT@`O7=yb8CxN#3> zA<-eJukOA{kH@asLDOpR9%0f7%pYp%e_W(hIsiNf6r%S8t9v_rItZK_7>rCQCQ096 zU2^pYKXVX(MYY^aK=}D)$cF>X1}0j}xCTgE>8{=1cV)2rql@~%LAid=w5VVig;AT? zULjG~Cv4#eTi&R^aQg1qMWufiQi%$2Z8U=IE)f&Nuna412GzWR5%{~#bl`VD*p}G= zJZqzAlw3>rQj)^3CudnF5Pc~-*C2&MjS5qhHM%(ohTs*yIGOypQGu)3XDE`|^{o!> z=H7TdBnebFUGn3IC$?V(+4oLKmN~Tl<797Kw3NNJZ7BoowuntrW3t9YcY5Sre2)zN zxOJ0k)mfI7gkr=LgJRf5+jHLm4SJL*F@H3p-X{{q)};N4a|fRmIO9&2dF$FE{8CF< zRz#}G{t<1t9!6cif5)c?jF_vDo(V_VP|!>E7VdX#0qMEFX;=6`J;vYPdy>OKnOBJz z0_Bu?ti_l{=YvUODv)mJ0;BK~0@uiNjjvmH6fTpo2qBoN-Lkl^udq=K+6F4MQZE=a zym@&*wNdqE_@_n(kmLM8Q+WQSpEvbLegA}o#vC>3v0^V%<)qMHzwO5G8LW^2F4TC}36BpUT^!(e3v|E<~yV8NMAsmkz(jekv8UT-mrk zzcp5gQh~FNz)3sSN3w=WBZcQ?^!vz`i}GVDtDBp)iGiLmFx*C2o3~7a%P^o>nWz*o zKl=sD1#S&+XL;c52zxX~d=5wQ8a5&FNf$v8AL14}Nr6jbC5KRr`u8s3)(PZzEWbPK zqku{%r$c4LKczH%g-JMQ>eM5&6}F*5o8&^UEN&IiHym^#;%=4Xu@7!6>hVY2gg^|r z9ujd`{=E3BLRCI8Fi|G3HfPTx-@tkK2l3B8xNUx+ki)HAki#Ng3%v)_f!rU_2-x`v z-`6VGP_+e4sL$xbvx)sqtOQN7FMpe7U%nlSQNFS}zroV`7$MQacSFHjcS9kb3L$9F z#c)*r`$V~cCUPEJa>(I?x)slaT9laq(aFx2Fhrk^1bo5+9wGtEPrjYrI6Y%-%h-KA zOUK!w9yNdc+Jhut-zC!#1(w{5Op_gP$%Op5#rK+}f7=@L?_L|lb&-thVdh9|&K0C} zkf@~o;)-H#aT(53oBWj3VYZ1Uh*Uu2qa|0*D&l(qx-U}u9HFF=)^KEwstjW122Pe{ ze@XkmiE4%VZc==BmyATBQxsKoeu0JJm+2(=##N!io8aV&iRw&N2jk|L$sbMh=`Ygi zVl-p|GnL?(e((aX(#H^gl{d5W4%yJ~^XNanf01M;vqu_juqgQq1jJH0eS(Dq;2O;1 z9PaY~altSBM%Y;p`Q)Njv}R*UQxfM=D+=xOel`b z6!DE*1S3`|^Tf%W)DF02CNK=l$Mu=|%$HaAw|Xhlym-O8=My{=Y8n)hxwPkJclNls zsY99vWZiSEBKLXEOitBH3QNkzjf)FfQP(knvaqxazxFp#&|QNM-}G$yu-Oh{TS1CCH7JWURZRp9g) zj=cZK4IX@eWJ{U3O_;i)eb&dQ5@f*M$QlffIrxpsO%tDQPKg!UgHTB>Ja_T(F2t)N zaMf+_x_33bj|vhq+>{pbA5i~*{s+uIU|UUT;f7?=>HaxL>pus92c-Y`LxUX7>kju1 z_*Pzb1RLe_<8wsf^uZwntZ>2$#D5_D1G$y(0;Q=c9qIxRyY(y`b-XP-pann+;ApLC z0rV1wcPpd)1N|Qu|G@kQ)<3ZSf%6aCf8hNC{~rYZAp8f>KmL1;a-is)F&X@$ylyX#ErMv zO~_?0MaAtTcX53Dd|~dty@0VEC}pqE*Eo^F#ym%BKOWRmo5ys;JwP0Tn#!SkBS73^ zl#~D0pnLx2@dyV6ds3p0i=>TTM%keN)9VKT_IP!5twcc;6WZYr77%4w!zHzJ{uk!j zP50J!*;dW6Zhvy>IOQucj-I9inwIm2kqkHAGKD`&IMU6mIK zlON#C)^62E1*8emL5~H7CIr}o)?vvy9s`*xknaV8t=O=6cjoX0I#`K~V{W)=V?TN@ zqf<3+TvI1xA5CYVTY(KshE-|Yl<$*qgY?7oUGzt!BVn^HRybDb$tCqv63;!w zWA)>QOXsS1OUidYhgb9J<_YIL?NkoaLb^@4^KcetwSR!Ib4=w71sPf7&H_+_mpzjU zkC9~L{2$g%d2&PQ0ZtGK*a%kaEou{8t@Ya~CytFjns}-CTnI)8K5Y!L- z97;gKOH2()2Ul|G7NSTMev299i>w*hS;s8udSe}4TWir^-r(eP5rwKhvr{~5E|7c( zZ4j!=8q?JY1SR_@AhAO;#GHzlvD-vX7d4Eg*$GKdup@@12rsFPbpR^!H;L}}z&bYvOVru-LxFn=3Dfw3~U$?S?@XbpWQm}C#x&J;TaBSPPp-~Ud> ze*d$UlVSi8#5R4$P)w^(Dg_$=m?cDkg3D9{IS7EN%6Q;kCD_L}-(0*(5mqvmos0TH zOPBnS-K4Vkq&f!i8yDp7Rjf${J`M-PBNw)L;xmL9rH`4o$+17|rI(PEvibPXkIePPK61d7lp4@Ce?zy0WCqeeW3pz&c{nV()@AL*5CJQt8moev^coS9yZ^(OVLnT`yPLmyQ z;3A5Sp21JOt)6gmV4kUqyXksEXg8Dbjeg$l47W_KtmkjOpO1xp$ygRrZTz}bAQ}>| z3Z>Ui_u^70jpT^d0Q|O3z>_Y-5igRMRmg8hQpqTJbv29*xV(!sw_GC=t*bFP_kb~3 zE$=YW=GwEL40^qrVL#!`KhuP5&|s?u+}5}ID#don0^fRNXY}{Un zJuUEJXNMkHV<7ZJi1Ij;Uy}DMZ##q0gl)2B( zgfF|~gfkAKLxRs>v~#S>(X=mlE#c3Mw?UgCpY)bdnk-z=ahxNwV3e&cQh-orWm)&w zgNHZdM$tFwz$y-6i12_yv%a6f8x9{xUx-0wA`!N7*E67&WA`Cu$_}~}S0Wa6Mk70b zzG-Gf?&6y|@n3QVadlrYoQAZPP*!{*50b%VSdN&;!ziQc-OKE+rNzWO1NKM0e%-v$Tqf0=aP`_1SK6d$ERzK z5pW;oP2|@j4oN^==ZSyO0Hu{{)cr#8&Gc2v^`ZUu5AYtAW;}E8SU6Chi!GUj8%)IQ z^K80aW`COOezlR_tjHo)ckAxIKaT7 z6PAxT0w?~;ot(aN`6@lqo}K^j8}wKm?YAX&^9XZ@+oap+EvemE20gmWqWegk2pvt! zXdV*HCf{E;p`FnfS&!ljYUqhzYCQPs?3z%cr88>pb@I4H-Ua9YT^^m0_!Ld`&fd5> zgNM5zcqaD0$x0?tJlHADx7%d#4RkjuI_d!dN$+QbL_<&w0^d)A1c3YpW_tY)0$MsT zKL$1ulrRVgSTi&j2ne8+pK~gGca)MCqDEO>T_RDWM%Hjtt>j-?<8@P2R0DyQ;e0JY z7R0^^CyuAaNM~-yhyBa#T_#*B9oeefqn!ypVmxiV>}0S#>2<6cP;*W4Y|8&#^{^Xz zULc^I?l^*g4J?rn7g6^zy!eFEI_G{0L*lLSVXXlBkS@uVFb>Szd$Tg`oU2$mtGxam zI`Z3Q7;7*KcM|AbMH)=A*et2ewrF?BVUmYdx!n{IA3zf444EjuSKxtOG&64Tzt6FF z$U1DOe7ab3?uKXkC@p30H&BmhB$?i&q~$d?E3Mn_0>(|74*W@b(kx%nXpX=FE0}Ah zq-38{W~2SnpE_QNh0Lp0R+r zMM*ULcP+QFLr`=kYqcd}4i^l+dZ3c#sdA{0k)dev-lADjAEo*1Ox!c$xvePo5!{M4 zc^PT<8|cD}+QIp^0!Lk?Xq@rVkl>_z=r#vxo`~IcvmzqmA*i7y~J*2xAfR+z}>|WW>i2!c zsOR}vK|S(@y8C>uW0qin^2Tn!OfL)EoNHi$Sm%6xWXHmbP!i1P-ra%Wvvm+u4q>)( zwJrhvB#4r|oT-+F_=0G6;5~3xdQpETD2=eJ0RaQC@~k3;aWCH;P4V`I9^Ei+z&zf@ z02p4Ut6^(^-w&6iJpFBm#STLD=GY%NrI8_<{fHzwGz`IY$jsqoN*UdCcB2F-pbobN z9*g0O8apAB>#m+Qfp;oldo5k2`AB=ER#X&VlNkHZC@0>!YKJpFtxdo_8DN32(pun9 zY@NznGfjoxr4qS@8J-+KII;D$<$|N04irXqXUkD@%ha??(<*mbFhc|c!6;PuPEN`f zhSBjCGA3ijs#>TbSPTptuoS>iR=X9cns8{oFC~8-+Zb1nSE6 z{bGHjSCcL;I{g(L93%^dW*HN-HrEw3#wok}0Buc!RCL#Tv9q0#m>YEV0h-ffLBem4 z?*CJLr2O5+H0}(7Dw_0Xr-p%2rL8*LchVFVWHo^HlkLfE<{FLr2knmFFjiS_M5*DK zCo!TG{xM8k5%LGQ_B%PtFZ?hkBH)!1ZwuTX3O19!V7x;MVtx?L5=KzCBbKmGPdkKQ zR^1Lx-a}yD7vCMalJ4v+ZQXO9$TbIO{wJS^XKU3h{~h1b9HPdI4x z!VrZZ!k{WqEF~6V##v+cok&x8^UsENWp7!kjw*4;vb=@Y?x@L5zp~Lp^MIr&R=W*( zo7Gi%wBD^j}(u>oVAKd^*Fch z`gsbE9E7vl?fP|uXe(_ebOO+trzNT!|Kgd85$6lR${|Nlug>44WtBgl7#FyTPV!52b_C?17^pj=-zmZ=T&`*-TkB9Jg2pPChyYn#)6Xh*<<2LLa5t{yk@9W&oxjN3`I2OWo2T z-p&oW^AZU4$~2pkE#M7Fd)id^ne1Yt&ax?n+Ihlxy-sY0Ky_lC|0vw?kvlwykzxIp zQ=D}N1Usa3dh~oi8dOwP_|b3OP+N22Ww~m%Fozf|uNYi3S9LhY6V&tf`?>JvvYV>; zpKfpPMOc-aU_1^ko?JOxhd?9#(}|}dHbV&DTI5`awEton1+b{}ZpFoRE7P^kiv8f( zky!G{(0y?4o`}Ge;eC4r=L?VJyMvvic5d+6(%|#lh^2#OZ9DFvt*G(~WqRtl>{)Th z(sK{ZENE2XCb%}nadTl;PC#Oc$&9UKDQ7`{X`;0=P@<_its!c9w;S`&Hm$JZ1B@bx z>2Fxqndb>{5io+|&mrd6!i@i}j!6v9&ky@D{K7Ucc~U#3<@{XI{4auOGT+zMhi)7J z7`d)BM_9A;;unTu+}3?wsRQMqwI`x&wo(F4Dh`6<`391NZCz0$yEE>Q+jj}h!OKWf z@qIy)vhAKN_kU6Me_XG+zWJAfEo}9Ez>a~tKRrM!;|j;aw0TK`x0D@LZ;bq+hRL0xGoKSKGXN{ONA5S7fz3b$_Y z2K;-C(a!>kgSps#y$xy5OO)is(Zm;U2^|rS!#gr z)qrj(xv(P<#z5MH*6`-h;e(+l4n70(3%B~InyC0n49%!nc*v~`VyZj{n2r3^N1k_a zKhI0I(qKvJ^zP_SBF%V;-6dsRV4RSrpm(orjgo@=v;sJqD10-6Mph>*{e7!~r)p(T ztEt63pLQXu*NQA%ni3T%e`Ag^LIGi6GR4pZoIjk3IoLmMXtmAWp8siC4!N6Ndjju6zdPQ2C2`0jo{;}h z6vqB&Q4xI>w5^y?Ex#>Djd_`&Q$<#>0M++!%G9lFVx$+)t3xGYWUQ>Ep)1$%%M$WY z?45!2Y=(G)effA}4vdkUW4nGzB-9WVPMJGxf>ZKoe#vRqB@syaRFlX7K*mtB$h!XFSKtlY4G8mLrBeeQZG(HHxPfC)(wYkM@1t{ zlr;X*h$f`xXG*jLG~T=kC5t-a?|HU;EcV0UluX%fZ`Qg4Mct#5a-)l}6M1PtaW@pN z_4Q>QS##^_FPJvD4e61A=HlcvWB4URXyuc{fDly z>)gCUL+z+qXQjiHZRwKR7=Xd;CDouYd2*L1T)+>B2?uUf>Tki_boamin>1cQTlOC^ zyB!if+;^Y`frGKJ5fmg+zU=j|KG>FOj@Nwry!M{NJ6leeO0+k%EWEw#n*_uE<64PE zB}`6Hg(@?pTe~Fm+%-qS7kK^HcZIby&fQ1%d5&YOQ-SKIZVR8y*%=={qJR} zkSLw1d5DyiW49v(86^D(+I&)LdiX!+B{dYVRe;&y%@RzlEJZOT?A@~)`i@A964TCt z3^|~`t3H{!N*>WxJOWUM?$N4jdMGqUDsfC|pC6-P2#$**Ej+3+JgzZv`)bv9)U@3V zRSlc5T1eyKZepsinVhs{2MRC-G;8{!udiYltKWT7P&T#1-Mvc>Bj+@s602O@h7M!K zG=ay#%tpbrSf(Q~PPyaMo9odc968V4K$(3M|L|N>~o*qi(B@x0zniqtN}ucQPg0g za0cmSF2Ni(`h650-7Sr2t5DI@T8l>K7(hwxdP}pREvjw0H}83z`-cP~W+|>0o<5f? zbVU80Wh+0DsgGm3HYd!M2A3?tLi-~_8-1gWq+7Kj;WxdWr`DNdiwdf-q;^~o~5{FO*7e&02q<2i*IS!n70 zU#9h63~puiYKTp>?vh)SYaR~=-&<6O8MuNKS1_~=2NJE#m9|Z3iSrz<9&;N7dHO57 zuX4O%-oG_WJNPCF<}Z1TaPhOh`$H3Q_F?nU-qBV1ewsNB zEB{SN_e(DL+g>Lm11Y*1sWn)G4gHDS|Lee~>Xt~zjV2C$`V z_gGw7A$uC=kzR>ee$E`pN5THKHz{WrA7;^3JFP3`O>gDh7Ct~VHa$Y#!GD|HqZ|d4 zl)Qc(hA*iZLyB*h-X;)R7QW8nlkI2EReE+BGS8n5PIF>-Obfz1zV*O5`M7?bLSWk* zn>oW*%&bgNHu&4TOqQ~|_H$Bnz$cUzw?$y321f?y*OUNxQRfRSeXS1i=rG#289NrW zGs5IZ@<~rAU!HDRJ{HcJ7&uFE0|xbm)XGmHqiXEr3xB)bxDaWDK_8ke1eg94bMR?> z7y?x?!JyCXbDHN-ZZ=*eY2B_e7BqH#=D^Aq4yxn-@%}yQBGhs7*0dHbO$RP*i}SAl zho=RaO6>~6AQ6Gl1%RMoD!q@?!j6hpyxOx${B98tJj6z1Zx)VBHhK#EUrc>vR9wN* zZLr{O!6Cuj-QC?axcgv11}At3KDfgW+%>@+26uOtA$Z_%@Aqu2v-R$zYvjQ@$sYfhCD25!bns<`# zlMWzr@!J!hfwt@B(?5Y)^j4;#kT`zb#r_$DoY6qynD`A~Cn#G9h#*8azoFs9XDK8X zd#6>TX}HXPwGMQaa87W)Pf_|dW#Zq4g4AX5#_YQ5S6E;z_dBLt25K{NMcouXzcHdHq8X?Hr41J-is>l2j zff!jNRSqMCXN9RPFjthvph< zdL_`|TcH34ad|Za9d>NL_d-VK$apvSm0-Q+ycD#di)*Z=HXj?1!aGsBThE@zmZs$L zAfXc3dsm&}SevY}&FNS82&yv8GDodS;^Hogjto;D@j|ufzuncwB0I#_nm_C5?F!9T zBG<%d4B^aAC*zT{Bzb#PkHWsUW~sQ!YX-JZ#SKY#H4Ae{fna6nh?4BtG1|mZy<5fh zsyPZ)#8wv*Kk^?&a-cK`A%cb|=pHnx%d>MndaCe+;Kbbf3T5}LKYbR$2A#e{8x1I% zIIeXVc&?hIFiu!Z>hSwU>D}S=kus_b07*xYTd`{{2}nDP2h9~Zjf)j@MEaQvPl3+t zsDT}O3?+6xtR00HVev_HwI%n6XFsrGtDw)Rye0t%j;U%NnnFxb&wkGEiNezZ<$oi?flMKzP;pR8lZC}BJy6AOQ zec3kAlUByNaamfUmcd*%bUr~0T;Bndd$1qN^PNbn=Y0#d2Gyed!;id4*yaDtX-~YL zzDHnU#L(KWhC;R9G~w;8-COYeAkGc$?b*IQj?C=X!SL6)+;P4E$)uDF3ow6~-iYik zW&DgzwLrieu7XN*K_xS)v4-8kaYCFoMmr*Y>OT79azTWi{&Tf^sm%0j&kq?DzU8>= z*T<^9g`hr-mG!dR4cWq>D+UQ1%`a?DIBe|X-=hbx-vWC14`&whqsFwa)`W(SMzjx# zO&jvy-!clOrH@ZwN0iTx$bdf~%vYu_3h{m1m3BYDcv!Q2Z zu*u+}8f~lHW>g!Az-O;(^q(1cT@{8V=tMHE+^1B}a2D>rC+_l3R;trchIsE3tW-{y z^Q!bQk+~U6L2MT0L{=)7L31Z#b4RR@;%W^u&HWeSUnSeSTA~2-0N~(|oa7m0zH4tE z`V*oACYm*fD_Coft)}8&x!UZuJ_XvWoJmJ?pf_6L`(aeQypO78F#u-5DYKbb(rZ@q z^#4oj4hbc+;3r!`l=%J70z&-2m49l~cBV>0+zJ&j33Jpi&7?5X$GNpk!%rF4JcWkf z_DlEAS%7BwKHZGDKJUuAls-iEDNo~KiJd)dH*6Z>)qXQpCZH(TmW9Z2w2rJJ&pXFV zEzz#zK#=CqfXAbcSnWhH{fo_kYc>rN>fJTPP9V-QudwGOlL{qfTwzEs+14;RhB~Q^ ztu{Z!M~|(>z{T&;6f}556YDx{@!;D&XJ396pi943!b%QS`pdTJ#;+gk^MAWp|C6Y? zzvy4k2~|0EM{fmKkIJ&@2i33kiB_d-AO$hBFXL~n?sSK_Gm%ZH{wG9O&b&QG*`)-+ z>}NV%vSI?7dsn*2cRG1;tOg=pQ{e)}$tKy{jU5Qvg)S)K#k@-!ty@gb4t|%S*AxKv z2&EfWsj4K@bS2i(OtM%nOqPXa+s`|B);QVeoY&n@drluVVmKRj;6=vWVtaY;I4L%@ z>(fDvC0iRY&nPo1Dpd-bQl=VVMBhwQc94+$rWCe)xh|KFIx!VDoui$MSOgQGTz=JP zHqi3oCas8b&uN(SzduoDeOqelNe+QUEG|#Oa#i&Q+ZFJ_J#WAc(ANx;I?APYiz0;Q@aNyMoAiS>aOg z&1v$z`JS9R3h~}ZHbrUl^F8qEUVT4B92b#gBt~zDQs+oN7k==(Jx?B)I!6(52Thr} z+>mR{A33~_Crcq^vjDOXxD}ol{oq!m5@mg6TJ;tx9hG0h?rdYxk$U{na9e>bHQw1% zy+9*(KsWK5o_6UxaQBg-BJFSXKYQSiqh za>%A{V@>u@HPx^gnVTpJSsmJZo^V@hAR&Fon>RKfJ1?qKWh3|%PR-d=BnI_g$Mg~k zoLd|P&PrMaH&5PoP&=?BR|>V|v%6;P0pHMjhx%a5a`OncCQ;gt1{^wvS(D**Fjfycm2LZYkHRbhJ?A?fx>H*}C$w=8|$ zo=Ha0T6B(+M{OSoR~&VHOKhiXLPfIAfh}8yZ~mLkzel$97;j*be@;4afqSI#BHj5e z!Rw^I=j4=6;|tl8Nrn;2fH++~|BJPjtO*y*Tfgf|_3lfr@g6yZz2*8W0DlFnYBEUx z5Ode_Z1TBoke@6o8<(hh8o8=^F7N+Z)VUjAC@G)khZyVTT3Hh3W+ZYzOOSm=}B3%G(cNh&;!m-s0zL5f_FFEogmRbBk~I)k##bD*;0C>aNM=Q`Zr#f{K);bD!zYHlRN;}Ab_ zU?`OMNe_1~`3_cD_X;?HX&&WfU&kSGyruZRt0pbV*86l3uX3ghrOinu zw9oXGL=L$e#syCypT;%!CcVNOa7jTXtV?l5OMVR^OZT1D>a@PWuh6yBXgJg$HmRw@ z^LbD4#w4r8_WZw=v^&T;!dHp@F3qVTK(z;h2jB05B|T`)YHLiHbQf^Z4YyZQiR)TI zjz<)TzQx~4A1KKI8Y)n2tjYA>Qn4PROhQEGGJThovDJa}YNg-_ELLCtSP!bO#XA8N zg_+O@YqpjCw`@5Ep{Sw{$9pV5(((F3b#q7IC^@c_sco@Vcr*h5;KMm@_UM%;Dt{C>7+)(k-*U|Q?HmRUk zcK=L_MBe8Xby+Pd<46yn^&r(}=@tkfGoK*Gej4X6E;n5Is(&bS1Z^&-pn!8wj6mLB zb-}j6Ss(mOrVghrAfVely#!s?0oK#bMb^LIWUJ$5Hn{fukP;GjwV}e=rexS@`;e-s z9nbl7OJ=*ld%vq~C0kss>EiuBy@ZmM1Rbq<7Gfi3vvpslMCOEDJ!cqAQ{J501?|9D zb9caW{|-DQnG*{lWUf83^e`?n1+-e!ECRfYDBP!nbIeZeA%z$AsI3NW5ttj)zxG`=(gD5(FGiCa8LmmiRw{mcYxakf-*synarLv$w7#p*H?Q0f=EV+-F z3Z&howQ?ZW@>*0M2(#mXP9PE4L)ackb)w&30jodE8w66Nk~(C)!EwA=x@d|d&xdR! zGtV3b9vjIT3Y6STrH@6LQI&CkgQ|e7{+tV_q>u9q5+y$WDx=EFrd|Wd^Q3sPj*WdO z1M0t^KfvNX&@P`L%=GOBcCV$&b!~MJRoE_l z#~$+aqvfSX^%*TNYd;{|X(b@?->Qo0(jHn>b-BCiGG2(nUX<~f6+L{w9mNUAlABVh z&@-sq5IBlsotd7L2vo+li(!0qZ+ zEL_D!C51th*m?`KGrbKYX#r0Mv)^tq(?|6_gVE4XW{4Z8H)yQUC&xqyQk`XgI@Gf= z2q|`?>X3=t0f*3yLW=lDVvllij3K9=r3B`iBLy<&xK+Gn&s89De(=x35QM@BrdTuK zEg<&0P-e@f0n0+gZrvmSronIHV30%Z1emkmz|;6iPr~wMIVpM?!P)43Z~}-X317NWx@x&NJTpRgm+qG9J^&LhNrvW zGWh)Jtq{4X;8+X>4)JJ{8xu0C>;u-{juVmN_99_c9c#GJY$E987K!QyW+^&o1`#8P zOWdFEbPkqCbaegPY=l>LY$g>FdHx3!i@c{W5RFa# zgSZmBD>O-HuHU*dYtwYh|26op>J>tT?UnMbROehsm1&vLQIA90tXiZ>OK5nQ;ATVR zNwB~wWmJv3kCJvb=_TjarQJq~uabeyX!|?3=&kNm*Y;vk9N`#z#6v87^(b_Rq!5t< zpu}y#!ES|M4XrVIk=Uo4^#LO3D#Se`sY%f4fn7Oh8NkqD-Z5CKJ)7HFI6zw+Zg6hm zsWI6_+dwdn;M&XA77rw+JrS=F!0FEu?#^-qyKvgp+M3tTp;5Sw71%M_5rpPmQQ}|5 z`%V~nOC?iiQc10H7fcojb1&j6Qw8P&rD1clb7Tl@Zh{e&=H=(K@>3Ae)Dh z^tanfH{S+cw9k$#W)3XSh|{%^sCFMX4()>Nad=8377OBNCA614$_lib_^&rLQw9FSepYX<{E!Nu z)@J&x896hO8!kz?mww>>6Mr%r6qD9(1vc0)-zh28V;PukL-6}sh?Cbq7Hgufx$-QQ9F@25QHuXgYcmU`aT)!-gJEipL)uB7 z=!8q&^GInGF7ZX8@$fVHBv~yU!vU&jWQA|X7F<$U4}auoGq0T^$?v&tS4z8!^mJOq z=3>;so9&m}YgJ*=f90}l|5~WN(bIYU8!^ctmAag^yF3l0$#VW~16|?OJJq z+y%~^2FFaJH4SFk38<9AA-ooyqS3OIP%9QsYY%v3g0VY##0OA6+Wj~@3A?D`JMEUU zMHJb<0g?Hpo^y<85PVSs`d;rT4s@f|$m>LpeO#4gaXs)#KRVlLPokSSMSg(48;J8; zp9g*p4!C%NHz5>VreAzd68%UZM}~4Ff!)f+^u>d3(RcliR<%quZyn`SJCI<-DM(&$ z=@WUSo1H;zd$!nyC3gwg8#v$Vr)?Ss|IN8&TxdBevy{My7V87>&#)?=9hZXu#mET$ zp@3Qvm!EvZ8syDdX98mf5SefyrIe1cw~8-2Fy8UI5=_fE_D$D}-F==>%b~BG(wf6`8AP#p$hE?T5 zPJ&f7L+Z->BY40?egRT&Xk+(`nBRZ)#sB=v2lEz+&ioT$tkQKo--|e zpZDwnB=Mpf*?`tPxk5|CY+4Axhkmdy_|F!*g@O>7p9$h+Bc;F;DDjWHvBQ%b#c z3#&S=P7Bl=ScI1IzWF8@=lqFdmad$Jm6N}dw&mT;&^H2$fWTxL9PeL!Xl&0S@9oZx z$2k6B(#LVU|5gzp@Ot{k&%xvlBQJwD0L4*qg?~;SZt{SWrZ?<-e;DW>%qZ2iABi^I z>`k|~hZS#hvc4LWpib4$nqyhcYLDWhB59;|4{T+t@OCWLA+v)S%|K|hvQRXs;P#_o zrhHiExZK`FV4cnYNx@ZbmmRAZA*ZVx!?p;42BzQWg!yIk19ca%HErKb3qkqMPKSv>V zZ6@v0;$Xy&kLUaHeOS!dKMH0u3LX|O!Ug4b(@5mplBn)I!y~lYz0~1G(;eEY2j4bC zqj?!pIm_2gG{I4=n>7giFJjx<9|~2WXh28r@?DT|Bit04#XBsycHjk7WV7+GtmqEQe&Sd-{2VVD6a?2^^3;m>$k)lg`v5kca zq&tK0?fn{xWVHKHdD(gJ;lJ!2GI#)U~e2OmPfOb zWAaKd{D);srY>r#ZzbRknLbcSPnzU%U}{Aw@&knr9M?U%KaPVRIB>{&$+)iA_Y04; zj&&{wLr{6r0~Y_uk9K)lZJU1i_c8_NgW=vyI{=i$`)^vx{~JkblEUgXA)jG0H1Iaj z`D!#)Hay3jF z5Fyw_;46tSq8cPw`Gtb;_4l`Y>OmHgB8G}T8ZRl0(2$g4lU+=KKg)kwhd#URo`{~; z0yA8$M(>oQH#7qgtDI1LV8tTVA^i8YZlV|mvXXg&nvv{7fGEN>TMeSVnz1qxpJuZi zFRwu%_pw0>pCKu`xpA8fchMNc=fc-Bu8y9? zi$Y{f>6%;|Y`Dtmi9r3YbcM58>#0L?tJA&+XHl%4q2K2A6$Jw4{4CFaO4&rk*JGRj z#{*^7HmpLWIzX?V)<;f2L?0u~1GqidV*(TXW$Wp8J4*8Y7wYFN)x4mA%OKr#vtPDK zthfCo%+)qZNMco*Q)|6RJ~b*zdXrhRBM>F)Ba^HGV#$Kz3{PKcL}YTkPuC>p z*SJT7WBVZnyHgnZ&;8TD5l2>SkBtycDS@|^E%>d_Xtt^WX~N`#QPB$Sp9RKEDpVMq z+>V`Um0v|#)FjMKZ(?d*=ZOC^A@*|yc^33JL`4#AGm!Ai4W|(WsahvFbKLJ_- z3A;Ie5GA9C`}jKbmCZG*=;DmyqW}rn63-^Xz#E`#PrQQbVI4+A3axHgEB8vJHMHz` zrYHf3dp2K0*u%X0CZ1F)@k{gKk*J-fCvQXRm;u*_^o;24?SX@@U{MazVFDL;j#|zg2!iYu;d z-wB#9Nl~QEPY)JKQUxd4z`haM%y6c#X@QzC=9_3ceFYR;yLPTbJ`JlQS$v(xKdXAy z8Kus!X4D$sQhhi)`0;Z2C!nk<9?gVRs;OP_;H8#YSkCmiGcvQ`=!Yuk*U!5X#xtqh z^l^1lC^;7}#kHkSe|XTN?Rys+SIB{pUo{ER2Xuv14A3-p*J;?VYn88&2M9R@?M%c} z&VwiuvI4O4>XD|}gi*pi+alEa`Qab6kNMXo6WpcYm{o`xY~dd`^0p!xEmLE~I!YDW z2829wA7i1z)9@BBREHZyGO4k7HxxVMTmT2Ujerzjohu?qO`3p%^qy-Rr{-ulrI&Ew zDTvb&g`#Ytf_W zz!#hikxH^Q4m^tFPKW**fr_V{X`wI8z9zL?3BUMl07xLpz~pa@i)m>i(%5r zSP@*nzyNHR-<}TGL(NoXC2u5alM0gsAxX()<5~t ziFRLBNy}3wj?MsPn+Q`u-^eWX16Cl>f$MvQQ5e8W4OPf zD;mL^cZyg?rX@p%m;UUZW)J4rndX8L{WtJj3jSm;BhUu{zH(eo>FbPcfXgPFIkmalI4I zoe307vu6ifVh+5sXkV4zTTs_}orQ(W!qiooRbvo0{hlf{glBisp+@=Dm0ZreGe?_` zDBJ`3lKxnYMpj2Ur%D^*U1y*LMTH2`=M-WpR((e>VHF8X_Qr zq07hBV2qY|OCuPz-Y%Piff6>lhtMNG>(VcsmacJvc^MmrQbI&0K&Z!mJk;zL?Xq<%#0DLdr{I{sVt(s_=IGz+#2)K;h59j!yD zuURrqeO`Ln+DEN*;zCy`DfL#7wACqzKlsuWZF;B`%52yIg?14=SimvjR96Rd5C4a4 z^M9Z8?krlo^gmg&IR9OM?xeO@L4V*L%4$dtxo~>1F>xSKSgem^Y1V;py9)6_I$o_9 zouSo0=@EC)49~#ANqBBj?Rn9ftn%e6w=q|xohMDud*VS!bv0H)o1bjhWrAF82WCnh z#cJOi^&vg{!mkXA1k;ryh*GYt!jtS!T?7n=xQnJOX`*x(`XB%sS7t?melK^lCO~@{ zIS*$J`STK@qRPu%Aclhf6DYl}lR_Sa3M*N@^EYtqv4_HXZK&okT1a%>|2!p*P7ibv zT@JSs%C6fQ*b`%HJ$@&kco0t(fe~lKz$l?C$6!9!bzm$*w#k*8!)I7SvS0QfJ?oDF`N5_}y;pyru)m+(-0N%ve(&}{{K379 zXFc>QGz%9{_KHczwB5PS;|BjKmPf8OI7WSgw}B<(rJzZtHffc%Y%k+O6Y3}shCi&* z00N;_%02R>9rD0gEw~g0@tD@^uC3UY!gQK~HD$&myeLVD<5p>{zowSXN6i<@yej5Y z>}_sdd%i=L6*t0#NcB1_YqdZ1b;OHn9uPMeo4fl}UwmI(PaJz9n%vY?b5CD+Fx!+b z4XCsIli*VSB_+{G6N4G?s-ZT)#&l8Z4k2U7xqv?V2<&S^)hDC;=?e<|d(S$iYgr@X zd5B47FnJUcZ=>$cPLArwfb3vaH76QYNWEBTj$jv_F%uUvE5U1%_Lx#}XvU$N>d_yG zPArB&CZQtk7JDmj?_YBm8YR=e2)CllUO-@UzI@FU%?V|MJ7ul6lDYAWGWNGj$Mc?l z`wT^{!XHOA_JH2Y5%oIJJwoT58f_>_q1FZnI)-%Ifgu-W{q z60m7371^|7_;ac(ScV(TH!?N4L?u`b&eO)fRK(?JG0jKn(%0jbpcG4{;m}$#sQ@z% z_5%Al3=Fww^K}q~g**3>mOfjG2SqPXg&nT3D%X)E2--I40j#WjyA_6nNHP8Arr zhmp~xi-PZn+uEEa`g&1P+BndNIf2?8zu)pQM|%jaEe;9r5Pj|61KoTP3*z03WDZAC zU0X(|Q>CG+wR!J#ruO(MOXkpS&>WhrFlF7UWPy+rSbx}}x3Q6Dsw1k!$k6gc4yqxp zVZPh?KFZ9A=t={2g?nOjX7@t`V(yIv+pjc24#~es6<8saw->0Gbn^8yw!lm`4IQ~N z1NII28I9POEGW+t5ky44ye|(>n0fXjZEp=5gB8(ke<$TRkZ{b9PTG7Q&D>DTw}>dO zmfYN%?&X`o;`B9MqVG(4osBfjR^Hs8c^M|6pmykVOh3Z0kwYSh#7Sa;S!phJAJpi! z=Nf|3Fpk_qPHb2w_NMo55~#HA$hg1(A80e4Tq+UDnLV&ytmWWpI>5?$ zmTj4tPRlPdgm?WS(HZNrPd!c0T^;N_h+ngP)j%ULvUai)nzK_C*|tskR=G5SKnNkM zBjko@B5Uk+C+_{ra%mtrJkV*Sb|%|Or%GU1v^PHYsXJ0c#VmSt=(h1}=kKh6Yd_({!=gnj>iM>N z(BxUCfX2*s5gdUSu7@U;1ek3J&V@|UMr)O(iMzE_pC{o2HpR8f7iB7LcfUImJBmPl zu`mkdx6`KF+*5`b+Pe=vI1hW?M5q#M-FL!8|CIR*@<^Xl{X^l9|doY68a zq7zoe{11@0$t>7WTaQIY_^%ctxe*m({iHgqoW#8PM7#mv{(37k3G0h*k;zVHF-nL? zlE6x8IlRK)i=odNjvRUN$_*^^wk7MduG*Ni&MGEhS~CC`Tnz^(OsT; zuNcNaepdG2nA;l-10KvpB_;;NI)GIX7UeLa1`0Gsrxlb6`>m(RlpIC|E!8##)EvKHMBNH$&8Ix=d2Pvrami>u3o6CCQGtu_X=N$LciF= z%5ZWbOSfWZbjvhPgk7OyzSJjCW+|Y@_p`Rik}>=-iFNQ2dk}4ZJv<(LtxoC=R8+`e zA*gOP(A59Nxci&^$m=@1I%nQAP+uc=dYmC>K_oc>AdTweN?6V}U7CN&ljnjRLb;o3}1<8B2=KN2ds(X*`I&=9&Dd;z6RMzY%ZGHhZ3ogkk(FWO&+_&0Dq-f`g)m{J~H!rC#t2>#j*y*gFb_Y>{g7F^ZnK7@sBG{p|`HBq`B0m zWF&B^%{|Ui-j=LT_7Z=@o6iV!f31hlNnw=G(a_X1eBBtB5LHyQnCw2$PA20fW%{ui zDUv%%td8@u@A`Wa1MwmLxZi0+c=^8I=pNrFzDkR+7$W>?4c|{zmH|FzpaPsd0rYH%UcZqBh%ULW|2g7Pc&_h9<@1hVIveSDz#_oka*{^C`6JC|L^EcC z)_Y980Oi-D=Sta{Fr0cvlwnOoeMDQP%B-=?qMx*&oxJ^bbL?VU75-dm>c{w5B$YKjAsmnl%me6RbnYerMf!0&$7rO zz}Q>VsZCG`_o-JUJ zoJkpSHaMs9Tu=Gj2sdi{i3-K8Lv=$E_M8YBrZmWmU1|4Wq%>+`n|g%@6%O86rrDI< z2>4y0nMg0CH6>z!qVek2_eQ%077_vgZI@-z50u9>A+83t||>Ry^d5dR?g^)%_DsM_Fi0CY6u`<0k~7r zTVf*t%c%dVZldB;;;b93DqrMR-73IU5?bJr0goVRVpTcfYhQCEcd+GvU2BK2t&nu) zmzOLxtnAW0E>XDfRfAucD|sY%0Taev+C=B0CP1?BShpEcs->tZB|5FHeMWxDNiU5Z z4~ovX7L?h|@%U_&<>O`76$)0F0ERk=3N91KLz=Wx=6gd~$em)bFoo|%9Wd96+sYw| ztP&kEDDmd^H-o-tWQjAfS;}?mco2mj3=NLxAYWeJF2ssKwsa(oFJG{eaNliEF1Sv`?EM5(Y07(#u!}%BaBr9WQV6uwiNN-|u zv0;XRl+F7uOT1DUG72-cJ(6@rqpgZTrDICtoW)&Go$eo_eOk-7izYRN>zonDgQBU? zP|LrS7KhI+FAk4&j>~((#ZCc3qcQ{xp+=JOm*PO2O(vDP?N7xny>hl zY0a{ATtmT$%gD`7T|3OC4@Yc;>0i&Vh_{*MpO~v+dGAiPpHg;|zB)n~x zKL(Y&#n_|dpaw1sEk)>i2Vs=x1L>y{{x*NUZO1!nW?{2d`oud1{!dZwKTlqw1;K4e zX9#Y>E}F%Rbu#i(3P#ON)~d+uhfEvm5`D@o*pnBOD-sIC>@TJcg%98jS3UU&!lr}8 zyHi{d2C@Ca=C6aLDfgh2>dLOZ_CO-hws8OEbJ7~1VMA}RquSJ_RFQ&k%*LfuVi@)B zGIw0es`ck|ZPxtBnhz9UH~&haMKpV}udDL$H+^L~KB@3Zi3FkKK=PVK>_h@1kL?Iu zk^$R4pR0e?rzJ)$I8iGSM%)MwO9k$@|3F5E+Haeb>?>gtsvj;=vSP<3CPxI4Hw9*w zSew2h9LaMAkeoS=E`_vudu|^r@{2DB#jBur>SGkWW^~&C{kIlF$dR$>NL+KWT0N$e zVe2tVIrQ|8Y!XX3iy7-sh`oK(V4!`Srf=}WP48VsR?)T+i%X)UxKTqAwaJi#zZP$g z^b|Y*j(g2;x9&UBxv_YTStQMK*-soJas~h}>a^nzReO7IuYy93$9amk^r640&25yn z9deZ`2?Km1yQ9@{Oy$yda|TW9~lEhwqN+o$JR-xV02Q#PFAIuO*lBg;G>HLAF(gLYZ@H4*sPuXUFe z^PZV!Znq3HK^nbXOixR*^1{M-iV5<_UAaPYN)`}eg5?}YkPy6 zgf?QnO$jP-jaYISn0QqwPhwRg7-zP@zR?V_A;+9xq96CA4uSOHlq8sAp3c!)wD>w` zZVOoh5vhO9wwFrfNq|Q2B_hJN9no199AM{mQS9b31MK2oKgr0`$Fyh_vL>%p6ZEws zqg`orY4hbF@I8S=PYI`k*0S8zAD0k-M;~nfZbaCMUnO z2{wkpSkX_AP1~7BK?&=8G~s7mcd$)a*ha(%tfBGuo?6}Ql{?3*C+eD?9v~8Z2<7lnK+QH%*wSbBeLt z58{qP9s@}5@#xnS&WKbTr+P~U4@({*F!#Q0cp9etwQG5g6TRF?1p*3`gtE15 zhyUT?cUL;xeE*sGF6J!tDLQ)lctK&>eBt7q4CBz9iw`i#y1GrYkQ25k>iF%GwZ@A! z5m4hpsL|3P4lrQj$E^E3ggSpA#Xa z1P_HcEDl;{u0o?E-i&mzA~>dV(vy7bUHO<^*6{WlqkxKoOhi8a20D|H5%DMv^}=dg zpg?aH3F!$0X?5J4MeH<_e{ zo+wowcCJ^vkY?KQWm{WV-o|7e*kmfe_nnJVor+Q!7DDzVu$@sXeMY~f$byi-9%BCyJnQ!*sX8H zYO1%XO^g{)q3Va6tsiS3mh^I(G%hGRC$d)SQ#oY17PuRr){K0FO%V(Vz6tBl zSS#HIXo)A&W(;BOZf-9&)wOiir()ddZW5-BFp}z2mJ1HJwh5Lo|AU2bN*_kzGucobzw~Fqr)%IqQaPhL@j4ylyl@sLmayAx?q?>(m0WWe+`1}XTVwB_;nk^Is;vDl|4h4R@-LwRw4+QlyA#dmEQUo`)Uo2VAx^E=^ z{qB3W_+bU%V=>gNiyJ0~jji(@t&)T#6M^8=lP>dha2l6PPFmjt_p2UyJzPO*`S{OKWG0Nc0#a!afIwJ-4#TU+s|`qt!dqcRo6Z%*A(;L21PX z(*p77%nPd$Xt&Kexu0)QB#C+vYW@ho)_BFc9nUnr*L1j8^XuZ2#Fr23NIrumb-#X1 zBVlO{@-)^Ezqf9hVU;ACKy$|@^n7Hvh0&S9QMf~*y zsh&H@>eag}2MIcJw&oh?1xqoas0F?HDJImMYN`~c8cS3VvElGlT$HD)L{7~I5<>Q? z=m^1$&zK;V!rd05&_w;!C3iaSqlO4-WRg$lL;A5B*8Y>{vyh|6dO^Ou1`j~@E>T8&`aq) zg24Y*dV8e24Ivb|d3F?Z0NJDZv-c%kYB%WHsNf}ZF*QWls-Ua!_YGVg#zBjd$kvu3 zY$MlzkIHUoJdB&s40#RS4AzXIK?RxL90d$lY_Q!0*zzFbj-t0O@5MEg#i^j~Z;2@? zYN4{eGs74z!aYio7Xjop|4iag$W<$&o@h;P1!^2c;Qjb(CMUNh3tfo)8AAnsuLxCW zT(X@ob)?i)3SRE5CRH@BH~dBW>kZR{$j+Az{I(%QQsy<$guV;=jSiE9w~3=w55*#E z;ag3GxETp80RlBF(E8asv^~53B%=&@5#DW^If35Gu%3=uAp}$3nTgt@KzgmDxsgfh z(7vk|*ZGmUTG!(H?YO6!n*Sie+?wSFPd7sI-kR*mPuZV5WfiJ8YaEszu@?d?NLmRp znHwcFoJAZzvNUc@DSK9YY--ij;H+VL0k+(q2RCYq;599=Hp}`JaKSyxPc`1P@<0wE zegf3&e>fkF=k4oYcYWR?P+*@1RqcfaIvOlYoR@D05HusvCw^&RYZZoxpiRR`Ipnoe ziIrg|+_zI^aWE_GvQN&(S}Le!ZQwP15!xh zsnn7>(rDvAYT0~xV=OvM^_A(V1*c(H59RA(N~th=3FPd$s3*?@JHpqg^S_JZK=$DO zBEXX9*c}+b5q#YnnA4SZxGqkDZ+uB;Yl}X@r%F7S6{sjwmh&Lm67_B9^<|b#T(93z+Lo z;$cTs9#u%mu{ygB4a{wuqF)A)vbREG;|GUeWo4Mz`AR0r2vjPJl03jNAz=<%UkHm9e_q}?^hB4|hoV!z zKv@Qw+BsTRQ*U!!v`5>mbQFNVFVw;G{I{gtwBytScin9s2MKc6~OK^90cgUc@-8Hxq++ilc5(pC98GLYecMCAMySoMnB)OCKJNKM> z&o35>^{~3StGlbK_THt>__wNT^QNJASC~q=1^S1aOz{2=w0Ly?F|eb@v_Hi6lXsRc zNKRetFUns#ebYY)7v=$kuN+?Ve-0}qsUL5j;hwxmlSd5S4jzdAaSuQcE&b_N=d_c2 z3x`Rdny<;#%OS97zGOBlJ;ji@W=w+qlqT-J@M55ttSm8ca2;K>t>6BM@5sx1&ONw1 zxQ;t|$o<>D{Z3qGn@S^DD#88_3DRvhF9=Qp$2k8JfOKMAJeZTP)sZ<(o3$bNt%8^L zk>QVm$pz{HI)~)!SYT5gIDyD`W|KPE;nlCe>Y>NWZvSr?-2|%TyFtFi=Otn{1_w_7{;61(HG<aO1i2x4z-h;hDD zM(=M%G%&0)8WZgfV*|RACNME54z+K&TefXXN`-0+%!pP7FFWWI>s!P@IkJ_ld&cPB z1=&7Tfy*4~k;33#Q5Csc3y1H%{y4@U|Cyxuvv*c??~PB3Dv3F}x@LyBM~?inRvnWUlPE1(;6&dhjQeB#0oglCy;p&b zzs-QMPSAgk@$mG*r0m`W6f4Wo_FK3WWxls3|3wWhms^Coc|Z85e~xhxvQp+B|NX|`;5$-$sLaXTg=@tr^kX?PcKVl#1_f@bW`HTl)rmCB7H8PB)fYYlXmOLRr z9JW{hS>K=H!3oxh+aIt7=iDWk#_xW&(Z~~xpKALk2lrQ%g{-!H2H97&Pb+-n`M?61 zg{&8FtxR7XSq72Gs(FJ>Q$fg~BDe4JCVj2EYQ_B~(bhQ1k0Vzbw+A0X$$;WgShg$U zz3yGetAyjBb{%~;FY|YF(bv)b`KDic#e+}KRby|n{f597Nae@P>_dybyuOS`o4Es}sU~tv%TP419yKjXgs z!WHE8vFR*4v=W^V&U?@P`m3qL{)X`PxzxcnbVZEB&`uH*!dKDfpaW-}yN01l?&o4C zuRcy7Uv7#{KJ%?J+8ew6dNudIkv+?O7AV_1W#*r-B`FTiTMxCz9ehtah}=+FK)qx$ z@O;(i@s$v+S|h(jg^l>aL`&|bjW8Or|K__YM}z&&0k{kED5K08>i8OHcj?hR3r)@K z+4<0OyL=;gs0xple4ck2c7H>>5-w2{IK}H%gYW*#!9kQ^&$O)iW5#|KZk;QCz$Jaf zG(BhFYG{Q>{@Depd5tb&BMIyiJihNppdyz)u{l+B59q19&hA+_x4q1C!wA5lyYA;m zy&h)#oO)Hwhyl7Csz7Ls(}%ABV=R3x&44m|-{D~=s1j+wpJrJE2mx*+eW(Q95~XDh zrrN=pk>g~nSSjN08Tu4<1*OA^Y^^8jGt)g+bdZ^ACacJ;vU2chtZ zG_ZPl-9->F2~U=Z69Sh2;0EvmbccNkqQ@C9Xy$YUKIOnq@!@$o*|@DaAVyqydk#3K zK-V1OD-Xkl{=52f3UQQnh$vK+6cWGvcM)+2}Z0zlKc7)uDcs3s!rU^M+O*EH2 zAAeAfRipEnxbKr!7IqO6BUj^j!V1%u9d`ME|9R*Cd2_&j{n)EX(J*%zJyX%x z^Y?dJC%ZS{N*3*{UU_{G!2#Ll&+nqg0>}4$8I|A?|BB~7ls0w=n0eji9iq^NelWIv zh;u@P@@L2U*zT>NBf$*_hlwl3K208pM7e5IAqFU!Y!)@$!tuOzXp!v-fdiVP=I07F}cHu=&~bABspXl?=3#w)(ifJ!zR+2&mko z#b0!@ey6fC|AwpT*mrdCr}c;dX6^oyG5XPXJL8n4vBNn!^NF%C?&<^>8($+u4$+WQ zHb3Or7BUg!gh|;o_JWR86(HmsdI&=wFXDz@fGftX#1aduSY9l zcHqNYQPSQsbp!~3_A@`$wsb}~m&IRv5(q1=p#@mRKvRk$jPf_Z=cK87oWuNX?D>>G zuYx}s#7*RkFgK#ai4d;`xr8p-X#hzW*G}kp578L=E$ltn8LZT}x}M7u9W61I&SUzJ zWbH%u_z&APq|8{hBJia%~>_>k8^Ig%8@e5TUYzqT}F&Ab%(Ny2`8IyI2= zo9OsH@78;<>7VHG`W#dsL*P_v;_LqDjX2-=)42n4x+z+9Xsx_dvXh1NFBLJ&c}T} zPM_}y6BB9(9P3Ha4j%>O5n~gkWLb%jcm^Q-%+OHLZPT{F)3d;Sc(B*Sg7kbG6(?1! zacNB$FV$#JyVFhSmFttmujO0&1-?odRW+n{7lCUiaCPKDXu&5C(Ngy#yMG>5`-b;T zs)KLEuVYS?x6~)=ECv;XRDLm=>?O{WmlIpK${&uOjamH@dx zsw*rb9cw(zWOOuh=13o%bQ-kIh+mI`uuSZ5iMA!RKlcUNyhR=T*+ZXy{nbvv43(#C zV*vq7wIO&Sv1AzNP^9`hmArSPZ(&(hVWSF3W)`ECoeQTbdS7{Nc%*Rpp!q5>HfG}T z3oT<`E2TAsr?m$$T=5wDzO36+K44zjI!rJJPv8xqoz)|q{xig0TNOrC`11B~v>`fF zOJ~x(=?gqehuZeth?|^5{rtenc}7hOy5p!fVL1MFA-(XmsKSp zV|8CKHsjGR%nT}Z&SjYIIJx8=??-Z+W^mdQyyMX~4vZV$r=6;!MJLGa{-d5sp}}?<(?6;t(T}C>DfbcSg5@8-spDgaWzJtw)>$C$UI3CafH0DSW zY(>ArL6*jF+xNL&YjhGRAsR`NLH*q=arM=g1S_KW2zCf7emGt@+JJO18;SZ+)o35w zYYQ5hn1d@H2DGMUCcvM_1CaC0%R*DeNxeB|IrYq1ND?&!@=F`S8)J}Q(a5ze5HH}& zauxkjJICY~vl)OEL6vfX->5l=4HBm)wuvk(Ge8fSOZtM}WibB9^%a)>7v0yl72K!| zesu@tsYMds^KtrGZ>Z6Z0LnccBz(WuvVeu&t-8QVU8=CZ&oa6`{VUvWD<8<2UN28k z&&VseThs}g82oTQFi?}vi8uSgAF=(Y-)T)9PnaeBv6kU>>lpX-vq3Ho2oV=%!tAv` z-L2CY&d#8sOjhfQ{js^h=%j>Shuf&cxQ*m04*@NgfL2FYMXWHa;jlGk_f>2ZDjmwa zbWGJrQyN@4SwVreom&gvqexFy=?(fK)i#9TRfr)_z^S-Ai0Z=;b}}Nq$?`Ygadd#9 zl1Vbj{d=+bQfYNxFX!`V&>(+d=LcOyZ+s0lfXHV-P?%JFK*cJe7bT(FN!;He9;joS zf(K_?HaYU^hxE=)VI5Y33B?L}1-YH|u>V_wc=(B8>#WW9^T6tFwd?O1yRsxciyv zvRm_5pm_`w{?6H^V67xU>K8wbsLljX(L=mv_pq~62^G+b)Xw(xxv8__Z)84AhYyjz5egSN+CyY{v zY5nRmKkawxUj?-3H7*R5T!9vi`~+h^zFAmLF5G?%c=N(@=M_1;Kxx|XWw|UvVZ-&U z#zB+gYg8z0ijuNV{HF~W9W5gLCr8QVL&|Tz^S|P8kP~o`SVc>Up5C!9i(?Is2gaNV zj*6rtf_RFE$Y?M~Va>&S?9g$(mZ&;kZ_d;Sf5JzObfM~$l*d^sTLVwr3>#x+BPP)@ zlM$^x1FbPcI{6K;4(=S~Q%1sXaO7kk5Iuu;s{k=+fQAg5tLIJaZy7zc4b}lnbXhO# zL~Gpab|VuSg=O#zJ2;$IZuKkcX^rqW)z_(kRO-*#WYth##b7k{onsu{OU5w2Kc>x1 ztaOntybBK|B-?;K^eM@Gns?KUWuD^!)k!b_BoJ!Z5bYw6yu!H^1evxUu~(FTW6(2t znm^E2X4Oi||9$)CVN(ydyXDjpR>)toLC(}_r@~*(rxRdIw8dteZvmJPNlD--O4a28 zeJfiFt96Tekue)6#X~1Xe}N;XSjPxiXBE~7qZYpE=@Ql@aVs%c$bIeb^c$aP`-&7g zWpLnPr7B8tC57+{L)2njUaa%ClF$7$lUsF;PUQN|gkkob_0j&>USEB1t>vGfxl`JQ z>|w^sN#*|b?53Qhu~Y)sVrthwJN;iW(6sa3l-hNU;kz`M7ya5q^eMG>L>jn0{!=^5 z5)RMeXBot*S$-gi%Y>JYawi|{e4-w(6;mXL12Dx}ug>lQ9X?G-^sZh~LylG*A#DU+ zsbYMv|2t&6eM-Ng@wmNXe`K;UTJ$G?YX}!j*Q%Q?az(F!HiC`fZnZX?gGbx1iMP_b?@LYWI9#3tZ+zr&(wef4eUp4`dH%AJMZ@B9*>9Vgotr&@8Th%2v$ zH|Z~cj;5kVk~^d%2iHpcJ)P%w)IVKZv{)eSqakad?JkRN{6ag%xkTogUgMx(=gI@S zZHKy3B)V)zrTan_6foBf0FHN*yZ)w5+#i6Sw&!cjKxuk*hIHX#l`{3$eIdaKGmWLE zRQH^F8x}6E(oimsA@-`nbj4bhbE(QQ z0$2ZVMzcH}k6&%EMU0yJqTpTw)$SHVJ1Q(qP3U3B7;oIbz*KdX?jMZ@Yn|#`mh4&@ zqZXlpVq7^8+#zB;G3#~@zr-W;@exFMx>GEyr$6=&_-$EKm+p>m7fWTzDc_DJ2ppIT zn9m)~fBzx)-sYge;TI*zUmMLzXXDPLaZ$3YmHhtXF|-p8f#x7jWZ*R9&Yr$}EheH+ z_R<+%w|Ktu02=T&ZeWVSRX5R2FeWv5P`4LAW@KomwxDD)hu8~h9d0+j)h-w7E_T@d z_p+LQ2J#{aMY4z0*V_xV$rbz$T5}l1z;dhW8xHG-H-Gi~RDlonFB!OgZQ$=z?9X{3 zQPq-Coc2&U$V%Hu0H&1Gb-x8IUEi2rj^H-txJuc9*KPOTy%B9+C2K6a>?k8P*uahFwOsF~CL)UPp~#xx$CBU7gyyoayp3R@yvMNO|+ zpv8geAGONzHMV;U3DZyFRNTDb*>mMCU`NBgl!e6V(gA&Frp!={{XGLT64bGSp5%gK zY#y$n6Y=+ z1dZ83Q7p~py~X5Tv5J8_a!pw*O9e_2!DTE*O4N9>Xj`R)j=T2)A$ZArLp12xalvx& z?NMe9ta5mDbP@Z6w{s^&FjDlmh38bif-k4e2&B=n0VrVuX|S*uUAr}cF(uT?BKD|N zt9d%7^Vv-nN8i{?TmR&rOjiVg_a>9%b(SDN~G}xi|4oPIAS&ghfZRNWu7@wD%K+~IN zdb*JD34cG?OVH zI2wA50oN6PF$LC?X-X?sMI+UP&rNWXJ{j=#K|LxC+W@RqeEoZ7a4`c8=z1falGz8U z3ML4=`ghg<5onvP&9JUApd*{Ah%r<&8E~ap+cx_$24dnv`PBt^uWh6*D4*T1+kvvY z*2MKWGk$XX{k{vrcy)B;)Sphf$-5tW%@7r zf`N!1-LN8^&PVxZAy5x}CIv)W;TUTx5fS|OEBh&j_rnlpE7kl16}_e|Mu;<(gg zcN#f0qup4Rpz7_hD&L<|Ui62B{^-WVH|*RN;r5;;{U-L7q)VpznDb>nA`#~}-G@Gc zqVRLmf|s;qkn|TT+A6sQWE=Cd*QLr<#qq?rinyS4KL?Zh0-AVEtT9}%NZK(y2fj-* z@Vz<0?-u+Ix?X|;%tfYnSlSG=oXnSqrgcV8+O>ZYM8tQke`kVn6wLN?^Lkr%U6|4H z=KFgkV5Ou5Z-?|_2yiYoejkI{rM~41wY*uF6QbRa$tMA|Ioi)a zwV$Mw>h}0EA&ews^(lJvza!#grL%eLQ9d+=OL=XWlZ*1WA6gz?Gr6-^r$+&h`&+Y~ z&0q8ZF`S_0gl@)iX&$$m80)f`<~od;1r_H&`%O5VXG%wr!-Kv1+jS$dBxKM8DR5x zz@zXgRyzP%3nXPv9{tkps{Pv+<*%|U;gppBx2kVw_Fl;v6CX0c2kf{?0qOY*BvW@w zCR6{&5;cJzQ?7k($2~rP_HC-QozbB0Q7#ICmqw>FiUr&SE1|AS&7P_ z6Z|}IiF9^|OWL-zx{XL|hXVLKvVZJfCCr$sR$UwgZ=)yt=9jFRTo4nC$a01s;Xbge z*%!e0cjvT5VmNg|s@W6qEMQ~c%knk9FH8kE{Vk7IMGq4_^Nt;at}|mrJjxpYnbk%R zO~f1TYg6Um_Hfpn__!`qz+eb0V2g6h^kMLfuyq_t5*OkX%u~CQdH*3Q2}JzCAb$jD zZ31r4ai(2||4*lc8!xbUp+A+G4wvNWB-wnIBG4DI+T-)Y_aas%s1O_`nPs{1{hnl` z>p{Vr(CHwv%gFL) zG=@Xnql4Tx@TPG8PmLFzjb+L8csDwpgDQMERbO{)w62w{|iPv@>aP~PC z+01$ey=^U9c$k4H6Pm{`hLHRT_Jbqr3xn}4LjC+J0_8?hPMX<5K`v)VpQ%a>!y>Ff z$(c^aHvulkjj%vmmCl9={vRs9?iaG!&4f@coeuaHNDcH|+q3sfkFf-eR=>iui}YJM zo#q_+lD)0DH{!vuv0}Cd2iVzFOE$}P$m#6d7Z9vX#V--i1g+?ukM~ivla>^=_y3UT&27yf2xDZc|~a|T|cOEvD4bp!)5FB!;}CNtW2N9F0-T-!SXj{nd#~Fl0={$lY{{c z!wFX+i+C1!-ZH^)$2j{c6_$ih&AmPpP2l;U0gjMtcvBS8jLxyQM)q8Q6SDsO4IiQ* zV?$;i4hl}7;XSSJ=C^kk^(4Ls+e1bc;UlJepF5n6XXSr&*aB~yn!+tS-=M9D+e#mI zgw;Q8&r%R&yp1ExTp{md&;U zP?+q;_TU8T2)qN5>Y96iqpuP$YL%7(lT?4O&{2H($2kwee#e_sTn?B7xe5(gjd|HyEwq5^k4Jp zGS)f!dRATDlCqXd}9 zotv*D9z|ov&{Am3Erwab<6SUz6vl4?LlCog*uHyjuwjUtm`?-PS59>2Qtb)ADNYBB znr*j{$Y`v9z>V89QPzvkS>$iN<<9u?)K{v!@=WP6$ zZ+Ego3{}Ni8^!#bi*;l<@mcugF|4ozeD?rz^5;XK&IBPO{NzR-AHC`I(_&Zj6D2RK zX`%d2t@bad1~ zft~wWk7N#FlCjH8dai|hJfO0(&pTuIIx9en=EJf{tTj{K${x2hV|W9H7kL7=aAiMl zTC)M@7{$I}sDkg-Fb~J2Eg4~Bh@PngHW+QWj*2E_S79C|h}2-L7A6rbRh;Hqsh>UP z%<^O0-k5q+!H{D;cHa0~;qhp+tKoTGAe zh@&N*FOWe6%`44g%S~jMTCpq)>BreeCn=JAOt`<2BxYsp5Y%#hmaa$hu10Y|12M<_ z4g)kL=3)Ia?hJQgm51p6T|2qA2^+SC=hFcx+N}9v|5zaaLjt*2<0XYaTz+qUYRIW@ zaWS}7$w7e)b*k?ZL=A{p}9r)T>_9i_Un+IY;tmm{lrXCCK0W^FKb@7 zl?&3~Qktm)r}pR-gXA3z7*~qoB2(VoJ1?(j=z4Y`T)^d2E zmBXl)?CjfWz~}1@#jVfx-xIsHx2hji_;>el)QGO z4gjZqP$J#3D)YuA>QT{$@M^$BC~bDzvacQA;M@`t0h>OaYAxq1Qd%5z72q0Q^6p z_qkL(BAREiowCkC?uilvgJ>y+z zASY<&L+Y5mIoH4KbKoQmxg&4G>Zvc?8FtCK|G&Tu9=rL2?3$`1)?$R*`rNamRN8iK z7nmKbrjm9YD_Tt4Cj_(ykmlSs&=aeQDzEBN?`EQf$dE44cUwM_o=V zIX>44JT$qM2m%`CpW&Z8G1#|sbXl~|xvBo%u$WjMr&X=gKbbsT`IR2C?&KUA5&dhx z3>#W?@*8v~iSO`8IXEHXJs{*k+Pa#-pa}FAofoTVNz(^mpsweb*a1#tG8&eWEfLHaP`Kvd+i{#6f&qRw!_vd4r4 z3yXy>Ge!D@)r$e)U&>>Vk@&l!`KL1_gItD@=0H!$AJR)Ot}5+Z_>;^x7o+p+*_S`7 zE`fieI9>SR-7S<3eGB9-Ph}n_*i!`F)(SYu9%s1Sk&tqvEGRFA!fyQIk=NwucHjde zt=WJ+7gJW>f90nCS_E#gjiEOU2oAQ)M64_4 z0GN8hIEnyLg&4);QFsb@fnX;nT&}xG=LbxvKn#!iiB0 zj;lkT90I0-394)zrTR(a5N%-sF}|&!%pXI~SMKdftOa1(diexS{=r3@euuObzG-Jj z=+kJA1N@CK_mr$5ga>aeOreWKpNDrC+|U|>cnA2cdM|7hD(_;JY`U#N0|_^zQ`T=u zWU|Ohhr9(yG))Nz^kx{sIZ#B>=zh$UK|)z#y`P2g3hwVPe5apX=pk9NhMFM2x&U&v zkTaP}==+IFLb0ACgp~{dBS52IppE$~$y=CVi~dKU5SIcv$i&fF!fp`q-IdHakx=@t zye@||e-$dMQ1Yv1Wj0i1eg;i)%9Zsceq2^GcNU}uZniqGpwHhiH97>e_j4(?pD>T$ zSM8DTW)cIFd8+fDgN%Jc$3vUNkxwb)I{z5RJ>-`vPq2MpqGV#bwU>uCQ+7*ro-m}> z(KYZLp{?TTJJXflex%zyXBW$*tAp!~a6mMn+T)ol8-#0%t8t*(qt87=&L<^(Q9=K) zMD4%bVd4;ap@02GE%myZ5f9Y;W#@iL|4DQnfpN*!tD$X&5?yIl7uN>D9Le`Mh}qG#HIvRlp!1qdw{}9a{Utfy z*2Rp{qyA9mYg~57p3_x_9$b2nEg=2u0gX8bMmj7{Gd{B|SEvbioN0yDK93p9~NSnHr`4)8EMlA}VvoHG> zinAwwZt9`aP*FI$Q+Kqso zb5!$D_2aC|fiI2AsHbJi!!N02F`sV{=8_-;9D~yvn|gRN!wD4cS7nc4!;#7i)&6#< zqX``)^_evt^k#4z6t5g6#X+}A<<^gISE`qI&4X^f4_@nW7bQBJHnca=}&yxTUh4 zm$}yzuK_dO8;rSHO`p+Jr_3NKXyKm|{iv1DWdb_D>{IDKTd&(`JRjAW;h-wn<|i6H zN;t>y!wwBsQX9EI%C;y`G@4cs*u;nJ@pE3f)WiM^+8fMEB3%@kA967Mcx8;|w~6|K z*^d+cA?02utXH|%DP5;nl=Y6?jDDyllh);>vHV?qwEpm1UI$Dovr0Xj!+#;b9FcPa zGY&Mq|2Z2fn0>AmOI&r{Vv;jcZSl9B^?k2DfJa+&v?RDU!l}bqbft!I&?l>T;zc7& z1eW)+;`=%3S88-{GM&lc4$2npbL6Y=GF>@rci@B05<%SI*^gwSV#jQ(FEfP%upLYO ziiQvxf)nPPIzYAnJzEe=c$|HRJ5vg4uK?7QFs5@DZl(j!{zso90X5m-s$4`WMOMoM zf9s{HL@9LAiHYFInQ8r*^C{XfUH-C3!LB`#F2YF+_Yra%@mEt<7Cu(J`oWuc6#d&Z zyK~E8cNGDyNR~6v+P@J&qcZv#Ed16hMoyOS#ImFopFeg{>s%9AWt85YS~cw<$mf<6 zwUo)RxDY;EyoN|a;5a%DK3s#xDOQGuw6WHR7w7d1<_q2D?6D7|Z&a<)XhhA#FH&7;{zK@?T25bHr{&R^} z$&Q)L_Nb|>iLVXncI`n{scYr3QVr6Hi1_Jxjw4=_9F7YN2XvVGJ0nz44Nq0>j^zn9 z=`cuyg7+JVb)9&)_g2nYV7{*hrw~~(R|x;s_#_LN%CpBD0DB?4vjR*ZWLSneEy(_l z?~;tpn<;? zW14Pe(kLZsXFj7e`btN-dOvHe4|&4cL&JZWc34i*{Z(5=b*{pO{n41rm*h2ax@bHjpN)?F0Z4$cEdY)l2x~Y^%_y~o=#CqGueLI)DA64oN-u( za~93Mfg%aKyYRDiirlPUYqsP0or`B6dch-J-5!4zZ)LSI{H@rHiB`txg8ppy2J9x% zQ`VmThM@EVPkGU=kpsT}W}XX`nk)`KM+#=|X5;gi+(LF4>OEk83s3CwZpDQ$y<%xc zq%(>Gu-;P{8`hnUSmXw96))<%hY5d}-j-1W;h*Z!Wo&yPL>=u(Y2&8Ev3|KTv7`6^ z$jA9v$9f=)?X_6UeY}P3IL|GxtGYoOSTq~pnuOHQv4p$unjw<33YE0V8Nv}ziJcHZ zkC-JPmyjVf0sNnHn`cCD+5yW~t55+oHpS{qx}pVUd6AQkrSeh&Tn@zs=r?DjZo1+y zE8{M7tSjd^@U2e?vho(&H?zGVF7LQJT1zs^XJ1<5{ z`8ZlX7K0r(bb&7YFU|WdS$piMx2NB8?pwiV&%nQ{H-g72zr+4VYc`X;)pC5X7>*UD z4oRT{_);b79^ng_gyt#%5$&MkM%+_ciyT@#J^y1oJH+ZPBCk2~WrDX13| z3oEIwGk(%wy{SH-3IG+YIGxzi5}26Hd5C3%YM=j(_-M&_-n9EN=62Zj)-SReMOC^b zCeXz(aQseiI^mMv0kqx3In}qHj?Z_Okq3jNkXlU7)rC}$;SM@-ne5C6c6>cpd0shE zx?~lZte*H90lChPF0_8<8eeNy{a}{4rH~{29>{c0D5!EwAs4uxh)mJ?C!{#0dgp*B zAWnnPTa_s4+09V;M7Ud6@V&KTS(vvB4b6&i|B5&srD5l z!E0}WswsG*!jH_PdO{)fKI&P2JLs;+efTMy`S6RSo%ZVT(mtJzcA%#r*FL-#JDvtg zAtL^Y_E#H3t<+7gl!0Z6?DLs7Wla_$Z!%{Dh`eMT76)VDvw6xZ`Ccb{pF+qWcV#@; zd9z{=-j^K`4k`ez_$0xaCxn3f>iGlP`jHNVz+3m?7;Oukwj%INSC&_nc{YcqY*H4g zZ^>8VpIb9VnyAoN9F5+mQ|7&F<_M=8>opZdvA8E*}qX z30DUN+B<~o&x&z%@ifk5^wEw6_K0VSnsg-WJhO&bKyQlqT(myS_Rc3*I#yjJa5g+( z_q~nizWOOS-nRP^1qCS`6NB44@2r0+vVYkOP3Hq7m*K;r%+uyM-E7U^d4H-k#0>Lc zrI2Mb87!X(`nadA^GtNb2}!tspbXj9@}kT&%}%BmN0HDqxXvpxrXY3;kI04nCx9^Q zCj3a6L}2)XHk$oFGKTf?l6Atx1f1h(Zlq1Fy7<32p8ul)_`jq8&3fce-sQttm{amE zXB}|T`dhRkO&zh=+g5|Haa})tZ&j?allVi_fNt-Wj!%Cag1K8U(M$cZ7N2dKs>;hs z$yPe2vmH^L;9z?KnzQU7$qNdy*;nba{)UxaW-@R3yOMOK?NJ_V;r*S?^yl$QY;;Wn ze3#uf;=hhAvCM;pw+q{Z0P7z!PRQ$wCuD?6462yB^cf*eX!f&fkpwCeDk@WbE`DwR z@2uv1b`z}~n2O%KRf{r0TjcmF|9uIRf&n#4)OiG4|F~15_x#-*=>6NosrGVkv^E=k zG||FExEqWB#zr3JK84sIIB$j$Ee*_c3&hJ%Y;pEF76whO=3%jJo8S!A&_U+JM-c*| zeF)2NZ0*9qIpIhuoPAQHqi~?Ho=Jqjp(TyCZeuqM1Rpp_nhuuNU5d+h7=HhSrzmAs zw&jkqYPW-e#^mbm)ppySmj(;uFn(}fU{KBSiMTI}6+>ScfN5byp_Jl~u>Rp+&xcTY zbsFHE{v&?_jz$!_umAvQ_?SmoA1FW&WX+m8=$$2GEmD6wUFV2ZXi4>x+FK{JSh2Rl z(cUXR9A&l$(V+N4ec6FHyZ2Q%8eB!updC)GEcy3RmEv*lb5~E1jrqG#G(JW17*N z))a=&?8==P6nKz<)&+V_S=&LCb$Tn(&}FWDS=g~Hyct!AfYwTi14~EE;jahFPoUpN z{UjvgtS(G;orHI8WWwToVg{J@{t;MjDe!%0Q2ebZ97@~PXu|nAL;^54NUy?KO5}t% z{1oAg2SX)o1^_S{V`qLKIA%yoOfqoRgPY*(DX3i}_gskGWI=(YoKAz7WM^`2F&w2D zm-F8kgiu0%whU2cWH!o53_pc9<7tdVqcR)SFob`~_n=}9k^sbHSeH)n3^JnHx3!uW zMGtd)gG&kmz+a4S9%h<|+#-jL`sk>GTE69O97eIaxSHik4}wylS&p~ShW53X@P@~4D}2*U4( zSm(DI6B}t@t^T%_M7N>~r}sc(Rms#OjapMaz=RO0OSs#F)#~8B?&@bPL>uaM_#h(Z za>HlW_Rn51fsE&$hQ6UgjoL8*rkg8|yr`*&@T)-WwGczT#zZMEU_$Tw!5eOeB|lm_+vcMA`k?BkN)CKPNwV?7}C~NX>%_n}RlS zez)|vf*Dd5o)VRYpZvo#;zF7!A9@TsJjf6G(|3JSnz)X7gFnILh)2JjANLdG<6)P~ z%eYiGXDv2vaHo?mF!d*#3s0`{%nV9!H1^Ym1(H|~r$!mJxatM1KGTY)k-&Fs4x8&o zk)D4SrZkt@R7(u1*kIyZiw9R1$bWeTenu3ZEk~qgE|F_?*~jTX6Qey>tf$+cow)J?glW96BPj^|`|{5(}R>Q<=ILDt9~R-Z>vu z(ujJ>mPWVt#cir9ny!7S{02`{(M`gMAuc|8?dJ4oXQ-R*Vh%S4Lz8s5Z%g| z5sFz37=!=mQpHsX?uJ1vaHa&)!4INIvHu&xwi^^2d$NUXOTlz)6)l`)uX+&~h2Bw~ z3F`E_CTC9@e~Ieh_LXXfJ`MlOuI}Xz8+HfGRq6*1KD1s{&ZY9yb6u?pJq%ClKhYFl z&$vqpL}E83_i?ihQ?Wv-{W@bVt1pnN?ly<~Q9K96&ED@iPN|8Yqbe^D^2^pk_cVnQh>4n6Btfvq16a5d0Kgmz5ybh9gJzD?249^#Cm zip6Pf6oVi4xQtJ)th!YVRAAKiel z*6>>E+Sn}0JfBf|-ldo>a@vuc;d$i2DyPUl+IKdz-vOa*;CntJ$q~wtsN%@ywj`pc zl!?BIJO)7H`M8(1kBiK?nA4w?XsgB~U%~HqNIEf)!iFo=0O>B$UO|%ItBhbM)k?gX zJd%nbj->+mp(mW=?b~LBpai1HhpvYe#DY1wR7YU^iaN#H)+AM_?sbvtI(QmOywxh~ zGr<$BO+=}hgT*nQ2kswJDvQY3gZMmqf(Yz689FP$8^{Z6YX}^o7>r(efo;N*`X5Yy zs%|Pkkvuld`g08^5;RHJtzB(aB9YZKSsGAKDNzsX71W*%pIcNR0%@*TlUa6kM2xLj zp^qe@n&ZP3^l|${emf!Ev8vER)@1nwZfp8!Tsqvc)Tdg&M$It9q}v=^*!u>HY)(!) z-v;z_jI!?)<)J;QI-Jn@Mx=eS`@uogyh=_^mF9MI#!cv6-p^zchz#d&B3KQEV~jpl z4h8aw^>fb&{qXGqp%uX4E9;7iui$Nt9r@7I-vgK5>RsD$8BoPS?2q5FBFAb11tB|s;eBIdboiBD* z_AG{&GVU%`$b7DNQt;6>12kz8!`~}s#6Bl_-^GsIsOGLu8s^z5p`lK?+#6%+XFHOu zKKPxZE%4n8TF+;_V#cPwqc#Q*^5f(>o>*yE3ix0RbrVl$KN1Dn^g)W)*Y2l*Zrqb@ zi&PGOT_~CQ%}cykF6!QwHb)JNadPi?rYcu>KSI!vpmP2kkzUnFnB1{ zu$$UkXfJjv!qf_3MQ8SxpELUR-@jzfO|`QZON8f#Rq-~HLxihcPuRSaoH{*y9>6l% z=M+?jO%OV53)9LcAJCG6=|>m#d*}9~M&0zasgT30*>3 zW+`!e(a<($%FD|4Y+EYsEm%HbD|X~K<(Zdlx z_I=(f+lb-1%;?MgK^2$YY%g14b{6XuE2_$mUnAZ830>zY8eaoe4FN@9PzlXi)661=$Z zh8vwHaOG$}{?=N^|KUnczSNVVOlBj@_IaoB_A4=w#(~aCa_E;_?>jBC%1 ze`Gh zB)tN)0KGOThFi;Go+6L%?pW}F>B0(}J+DvywK%(>IXtAp?m}JV0$FS3>FYOiX6!(? z{G;B{BWO+rbCxxls#?uP>@qCByrb2{9Oy!K8Ver!1uhh_Ju*+r7s=9N`-#4P!->FJ z*n)Pr_BiEZ0-I!ZPOS%5QK^z+9hnHLni-E<4;h{mfaPb|Pq{@dy>OHkuj(6SKH<#- ztafl){<39vMGv)_!rTw*1#x-YMa7$kKeCViLJBIOSXpp1g6V|j zWJcUNEOA2SM>tJ>{lcB(EnJ*3a1Ot78K+LUS}U6;@R?ma z$`z$%OLvI{WWLDoumX} z&$Xr^RkjWD?)|`I$ub`ju3ziG*ZhVa|Kzx{Um_AF5f>vt2k ztgJ*4_Djnq20JRt)6*bIIAGZLuRTb$hvD5ol@75nz_g^zn7Q7U5cZzm*OwJUppJGF z+)~_{=;jnYqBKtk*#DI092z}jv}5A~Dd4oi*I54~TqA=+2^&aL$&?afMPr1FHef1~ zXwFe4ylpev7_P?AXruh6M?iqhA0f}D)%N|SudU_mpji-QeR5XJ-GIGIUSNi(AVj?m46}0{ai&&HmlE1}Lor<1!2?h&7O=OH zWmpW_la)CSMk;`hj^N+u(ve9s4Rn(3E8%(xw)aVjLRY6KNBkhn_y6|vu)<8sC{H7_ z=FMsX?zYkJmT>NCof-N=4aJr%4!w0UsJauKx|!pkvX4|01rk46rs&8pe`oTM+*yk1 z4pU&gRj_r2951qd;J17)V{m4}Pa0^!E;UVuw8Yqt)BJ7OD{H_B7R?ECT;@?}{KS(B?gh0ws_@WUt5dXRr;_tv>P1)Tl z@M}4JN!3S^ER!Tu+-YWD?@bA`V)?G@$>!@Ik1JRtm0=zJtX4Li@Iu_>ZOkr0Dsib8 zZLzv>&9}m+n$xCa@)a-MnOL7X@c4-`F$pmCAeomk0cn!xvoY%}H|U+SDcsV%WEgtC z%DxYYJ3hH87bdNiGC@(Y)(aQ>RXd$b zu;e=J34l$eet77pGpmcS_1P{$5FK$MXG6NvzSZ=Y4QZQyx;ryt*4u88T4Xbmh(SN{ ze4++OfDX6jpJ>Gke&j4{JO4kNy<>D;-xoI8xQ%T#w#~+kZCfX{cA5rlY};%a+qP|6 zjn&?h-~Ybj9rx=U<9yg>>@n8fYp#jCo;Bw)AH9xA!9^F;)svd%pnC~nED|*!!}pK( z|I0z~UOAp&n2g%f`40Ig4jBF``+K8|0s)3g(uBPspEiLL%)g4oU}R*X^_n}#ad&hx zR=72qBfstBaTC~`!g@=oL6^6fRMo|)IAPw<^+UcB8Gf8CzKRl5kQQEKCF+2A&<5RFex0lZXtvZuio`u|j#|OavJ_#yUywK4}8XfVu zf8TT8cF%$9C>Tw9dt$A-L-p{ir^RkFiHS9T*)h&fSLHL3bymeYD{%J^&`u~Fna=K!LL z75_qp-poyvhmV(_D?^IV?gEJpHMb*PW{|qtyNZ;vR@QaC_WBJ|ItbQ%Fh*=Co~*}w zU9h6<0rE4VxTC7AVHzyDo&3=>GM|3v<8NrF#nvcN0RzK##8>@mzG6!N1`!;|Kj|yi?T~N6F3%*jzb!;fqA=4^o&&no-lL|?7vQwQ zV#&yh^_B;06Pi6$D=2vqUe=$os=8e=vcEjgT7BZL_rgHm6dZCA%G%$4lsaaiOVm2? z8s7Y>0^TXJtSBynuB5zw0eR|Yt4XwANP2tkkPi5w^zSwkneb5c+Q$lK5?QF^-R9nZ zmfVkjA8&a7B%(*%{FQ6$kYS(LyJjr|Z|s?=m^bfg@8`RsZYJ7(zhSnIM-d**vbU}* zH9Q~w>6^F{ORqc|Tg!&!H4Gb^%BbRgP+#h(ef6oGZ*(NV0+@T!l@96AJd!%=%ahtJ zjI1o5xJ~L&(*|_dreCVAIWCT)3YO)O;NI zCz6fPnexlb0AI_e=8esTq=j{uCZ}SXxB^MoIe3)18KP1393lcT`}Jm_r{&k2SeBJ- zA_NPMP|?AswFnSqow=nK*DoI%x7Hc7;CKp%`M(l152%bdu5NXpRLQngk6((pOS=(g z-Y!+OW6~_93518TEUllQ_@BRl-*$PdvT5=>tFG}JaP8qO873Eui7BW&gu5S~Uz)NA zZMf7kydCT{Pilj}kqUfj`D!%yWMz@=(q!gq>6K>aLO;Q|Z+fagjnm{M_}y{BjIMoF z5F|Y{?P|BF$JwNKre_#b7{lo@{X>Vmn=q0@>6{WorI2djvJwN{}nyk3OE18Tj;5` z7V@2U_rs!72PD~ApWw@iMJcJRyGK%J+aK~kry42;LavCj42kPYkf7mn^T+M`4*2LJ zP2p-6zYIa0YSXBRTRBZJL^xI1;&-|0XGP;&O=s>O+QjeZjbXHIb7B57f2Ff>IDG7vz*DD z9Bwu=2TbGwUXH7Xb;m}IhU0Ix(cPJ+jfzN-F@eXjPMHn^4Vn92>^HM4Mi*|#oxlGr z>8ojVd3%PDMN(m@1kQNCNsj!Z-vR279HOlDyVs?OyU9%zG8h*>kmcYLr&V^K(C|%T z7Rh?^-|J>w1Z@^YzYiy`Dz6}i{PRA9BE?Oc!)HvnO}E+qW1;V{G2XoP4sSTV&BSED zDWmc~wk3KhVQ`7i(VQiiWJP}pL8A(FYV?YnqvKxy7_6)E0(`aRJ6^!o)IMVLpDZw2 zzY4zQY5Ta~Ej-rZbQL)dyt7xL8C#u~ZfH-8&Q{qKSJwS#YxipD!o8L9ot1mR?$5*m zdjX6dZ8g`aUtUf)=frU_KhW zoeVb4pnKqmV3pGNjLPtOrJ*(u?CQ21&k`BVrKgaoO;NZF9_$;sx)%O>0&Kl^shF-@ z!=@~nloP#f>&d#^GRn2ACHVc)*oP0{O&ZBSb6UBvgl8Y3H`WmHHwnOWnqC~uo8C69 z^*BMl;eF(rh%>f{I`Mia-u)JLQLc%{Jz(-1V%^#05rGLj4y~>*S?7Kc&@kyF6p)LT zGnSP8o(2SArw{tQf3RHp(Bk_4y2JmQhxe4nKqBV(ox9I&xgCsAhG7%g=_mb0*uEXy zp0*`&A}o$BIGKm^M$@1NlvkZLg1>?@GjVD^PX03hgIMd_k)nW8lvT!YKP`>-Hj4CN4{7^hM)Q4`C7`r&rcPq3kTC!8F5nT%7g) zHvIbkdG+2WEa8|hVNLRX+^7vsXu1J1*veTiE~Dh}`#+#t+m+@*py^ zu6s(TXKYF~;+>;MBu8u((%J-ADhbNukKY+=Hsg79JJ?lK@d&115*AR?jJhH zY^bYtq3xFgY|MCzPZG+eVdoYQj?qrU*_-eq4JzO8-U&@_{H7C5KUj$s`*Pq1X1N7k z!`8`2Mik!8m93N){`a)=rI`SY`QU}ckX5LO86hR9{24rTuAB10=B*L@RaESIuF`fm z@ASd?s9jR;zR-K9J1!4bk z*r>lxw?Z*^5lt%2LzHAXqBw~X_bKNFozmh zZW2>nzZ*D#lh1!t5NqnQ26OjrnOj`um7c~Q2uz*{augGeF5X?sb1ic`7a-JJkd;n6 zO!x9zb2-P791IK%{PA2B%k`=)Iqh|~w<9Ob;dBA!5(t;i$>=rZT{ITuF^D>3w}YWr z`A|UcNaA^x!YTzPd%u4AB@XwKRc_iveSd~nm3#Gy_{z;bw1K6!-Z}hrQTAmW-K2`w z0_7F%rUpS6E&Pfk$K+VjiF!sOR=SWvVw5l}`6@w7w~y2EoM|i}tCc%Pewv!GJQ|6r zSo#?talGS2I*N$^B@IOWaa-Z&@5QIkk8OQ3Vc(O8H7V60olI||_qbyV4$+p13orF%66hXV}c#|BSWE|6rT*2xx z!s}HlDTRssuE@q;Hj;7FNQBSAc?yOfK}^Hyq`}}dhjP^1>S)aMcg&yVR7|MYr8<(~ z2{l=o`5#y1j*FJ#coDz&E#M#Qb2*+)l z?~$cIp=NLVR6}n}=_4|f!zO_iMh)DGw^hqd(>tFb$L>Dq7F>F+w^UvwBONJy6WniP zctG12j^@~`geFW1xSS6#DVZy2F)W}En-NcpbwDq5(R zo5hQgHjVRkIzzmJV;eDd6jTew^ZEGYj6aJlJOpxvTWrfl4N2$ARUUTSfHT0mD#E8# z;SAM+_Y>kJ_6*U!Kw0YqGK;)S`Ku&kL+s-R%GT9@&lIJWKh-!)hffpkKZjZ_39m(~ zR{j9}D=p;vZQ7px=@M)2q6OSArMo%1go{1(Wzr!yMliHP>@#;x$-jXR{*U@S1SS{uaSw00z zx9v2l4C)BXF>U@m$vN@Go_leEN~(xKJG6qa4v0x9$e^fdWwqB1spqKqN?initbP~f zzUIc!A{?6Z&V%VNn^3%bpYMPrLDmR|be{sTcua+Drq7%>KRs)J!chdk4**4Ga0=e{ zRut5AJ!RCPVMjdN_2vUhb9H)~xa+bkXlKO&BM&d|Uhakq0tYllbjfBz92`hWa zLvqZOSGC6YFn{Ov!O<))4wci$efSeQ7=ERqVq)+x)A6HMnreUrnNy?$H%u@6^{(?@ z_{h23eJo|A>BrY+Um`f526)|2`?pT>sdd_kCXPU9!%u+0!90v(2}?XDzLK1@6&GuP zMDE6u_X8W{q3t4Q0^6OJ_N49ek@f(aU+l;}!Zwe{#xYggJ|^X~PU*D?xwi>}O8ph& zaDJM)9QPb#ev1?>YTL$|3_;~LrHEss1+!ktA}AG^@E=>^T6Z`=?tXxHhtl(fN~3*X zQ^Ch*oF%5}A(XFO4>lsIbxbiOMGer{-Z#|yW~s1pQhIX6MdOsXN}8Y2TBxK=-4^x; zgG@Usp_vq7n)2K<98+aPl)qvyLfz6w<_6elFnsV<<|K4?pR%XrJu=W{vLw*9JNk{8 zL-JGp1?_0}$LdQ4&>I)$ILRS6m9-feTA}q(cA1NGI|r2*M{i0 zZ?U2ynVAGi_jQ-yYTKrBHT17DuywmrB%SngAgtc3UejM4GDb9I?iRY4$}zPF!_eEu zdj@cr@oS5hE#t!-Oy!^dIpV2TzWX`7bf@&Um^eCmG2~Sm*k4-pDa+yMjFIvqTljXHllsQGyQt=L@AqWF?NAU6=+0 zQ5y{|$}JzRoU-sc7D7ww-)+j&Sgjv(xJrLpw}pO6j}I+zwJ+VY92hHB zzvHygyc%Gi{ZT@+)DQayrd5^UT0j!=8^}6dDkmOrYa%M8F{Uo-OIO@RcjH(gRwUWe zba#+ygbBn^*B%IwF>UnC-TIQlG9iad%zYi zkOMJPQE#rnv0(t$k$_# zVeDwGzpMsmNNaQ8N!Kko*7a>2)Zr+{N0^xa@Z@<3Wkhi#wuE`+5+KOTi;uT73m;-j z2)<<$eNe=;ZAsDxjGCe`%&*k^>( zD4`2o6A>A%MrTM9Fvg3S2KUN?82EL6U%L9(N4W^Mf^OG<)GPS82-gad$Kq|N!3;$l zuqDM*JnCN0qavX3_8UoK{ev{)q5B>K$hl|{Td|iI(XSW@rf8F$wU>iMEvZ)VmlMN@ z&`r#VFwDXQF%AoS*OGsFFEFYcl-T`N<{}uLre&BSNRUid|9%RZfi$m7L^f|^ROi*d z>bL$Nz)9{5edZZiT zbCGq>5?2myClI6y^K|4)*_=sO#l#pe{|2@%Ddy^(H|MhC^r$(ls)fb3$k`R}f zvd;PYUn_bc%*Xl_Lv={4bXBShU-K3FdDLYzzrKSK@z3djK@R_PB;T4}kUg>4NH2(-BH(n47?8pbuy_BKCM!E*77z|Ip z-%l4p#@rC#mr3D?!a`Z&+@QlZ&v{t=!MO;!`uA0x)ovhSD2mF6q0BvC-Xa{lho^AN zeAeveF|ZFZhR-+ggCKGLrDc@MY${gBYP^pC>#3qh*C7|AtAdD=?!?Me7K|fppxk7y zYN+&9EhN41Ee#UD;rmV)M%LbwUPE=7jH?~B-Xcy76CW&wADr;E z$8GLE%YkxE>R+Qba7HPm>G8ItnB>7-NQ{m!I9s&lVV}kQA%*Jjpm?0u<-thXY~f6j zSU7&^C0C{$W@IBlH|}A$Lj9HAaQaPU?`#i5zzI*G%AOFi=*u)de8169h;7X` zbc|6IS!O75Lq0#+)?nnS=W617JCR{z7ckju z@^D$3hK`8WBSXtpdMrad%|B9Tx1Wg=bFciWZ3v4Vj!JaY6@k6~ z5f4dsJd%~$@2OBaY%hvn*qm?m&KeJV6_%|WIl$#-Az{D23ri8Vv!C{PI`L7TAFV6= zq!GQRoi>g?3eu>acSWej3E_y}E@$yP0sX&HmMkadExw`Oh7FcKCg$8O^U>so+4r9m zOa-yoU(LG+^_Go!j`jHEhhcDLfg<4lXa@d@cR6;EXe_-E+ymFom+UN&k1v2cRdDHd zYXH1svd!G6vYBYhAm^d{NRC$7i^`qD&VgDNmOx#0N82WTUKTa38ur)<_TkMC8{soa zJ|wH>vzcoO?i^fTgLpmo;KNsJ_V4GA>EZ4zNRgYg_1X3!o07gQ1p#Cqz||A3sxzOd z-p((w4y=p+KE7rD`!O=)2-PB(n+4l!3=g;p?wmb{ROj@f-5|neeu?`GP2m;ZYTes; zF502p7eZl4BLdB*eD{-b@GmgVLwTTR#S~)`^Nl`cf^YiJ*g8hxq|3 zYcO>MUS!^g?(FkMb?Si>h@hw+U0wE7Z>vb`=VyWD5){w4NVnY@ykp}{xVI(21Sn!q z!7>A(3_~%C$^5*PJF=9cEUXaPg#t2SV&s_|#c_^GLO^sS$m3Rg~sgZMdHvnm#j zE|lb*IDbNMi}bmu+v>vLN4B)|JbhrvPL@sa=j2}1tKSh~g!>WK4M zNjghtCZLz?njp*6-L1^}S#{0pLDy2!RDNtonD}lddxtL~k>1w5CBki7sCpao!OIJ_oDg^ zYO**d?vS@Itj}8l=EavN=l5y;H*MQWunYV6Tkfh)4j?lsebsZy`}+}e2t+ezwNN?;y@gpo@v z9Ew!Bh%L?%p_N=vb?j%|I)op+CFj(AhuY&AI#KGUSSx%63`*8LU$DJ`C}2*!n4wHIKuvC6749DyIa#FV{?f040M4bS(AiH|*C{X5`X3frG}17HR@Ddb%hC_{^?~AA14!v*!{X~7Rc*WCanBf? ze#ZLGc!&VPS$Hy5;_B%w>DD1Dh82~v!fBbiXc3rrS}fQXzYGfIzNgjqA=&(Ntg?ZG zC#RwiSvf%VE`|s$)pH{^0=3RTeT&5!f>;rWXad^AaXlVJoSG)Y(!d|V&?@S-mrI%gS_!a1#i6=qI&yN$J=Yb z*us6m50~7#=w1BtX{+nC!XK0ryyOt*77X11exmP!5o$`!M~-~+G@FKjx8(J>#>Bb5 zIz!ZF!K77dt#H0QI;2>nKpkA`AzREZ%eT1XRFB8_0oU*B1I2eHFw}5_oDP%Gf|cm) z4rJO?Z_cVVuQ}4F22sm5AbN_L>h8vU7TkFWA(=$j50J{Ymdw>8@fP5h`i!fdiI@Pp zgni+U9MfZyEBR6&Azvg0sF3&ST00|RBGE{~c|CqW$+i>WwOg~q9H*%Bun}ntpHyN` zey0CvAD3r7N^Y|^kA&8$I2KXU?@q^3-hB^9!dW;Y^3emca`OHOpzH$LjYrOQEFrt9BTd3Z-p{ z7O5;r<&V!~>Yi30)iAcE@}1i6G4YtNGaFHH?3g*y#+NrTZ8sPq{o0sVm3J4()0JHv z@YEwdYD9g3!9C8=Er*zIo1%}oQFNuo2R2?&d09Ool{A@|pO?gQfHenVCGpTqxM6I= z^iIvUFfP)$!yB8LHr{Ya<=dX+@jt!*(ZX>{2R~nv2&;Us^K35kn7BIAiCC71B@2_1 z2f5(cOA*N=JY~eK;EHrDm7byT7H_j?CQUQRg+L-QWO!OZ{tJ%Wsb9`d`M)F4TnsWWEKvzn*@|d?DIOK2 zg-=e6P}!<*WcjJB&n{X@OX74Q+*u9tc6pGt!8P;qU2%*iF=-g#Z928&2q-Mm`j`l& zf_ke6e4>zs1rQbPK(2DzT^Olgd_nNOtq&TLXADdm8D9w zgLyZ&;iqVQ2y4!4EQ@wiKj>6R)@R1j;)5YC`Zw^ybG*ya+Kxn1@mz^Zu*n}hh6|4n z?w0Q1=P9fRZ?}*$@`R`wy(Y|t$e_HHB`hnz(TNQgXKnMxZOmoUkN>`N&~*sjL%6=& z%3Ur{mJ3?u#qG{TTw`2I=T*{S%uBSfD#<_j65X+7x$NssFlAE{lY7eBjt3H%&X?9; zVH$x7%hR`7MOV9ME*!JN$j0HwDX;l#)+0HXB1?p1QGhO z5fwpFRAGr7xbUKz^DlTm$}GQKXvd{84q?O5asQ`X9-HT4y^4HNFq>>wE$=S8MsN{j9rTM^&#T@{8_l*zUug<=&lYeT;fM zW1~Yepc#4-{6*G1dVxJDx;wg-xGp`e>z2 zp!{pmwDg~R>7T8r#5tJ{jME1DZv1I}Gb6n@K=H)ORie+t#wm3$kH4u9Uzp;YXhnY> zIztW@&~{cHs|kBoITDWQ|Dri{A`?R_$_QW!2>2Z#Scm zDx@D2WjZ(8q`g9fp7@gJ_r*(Y5cOYXF-Yd5r}QW+E*feK+ho!-&OKjc7&g{8O|lSa!PhI zA3U1U>baG%>{c8-MKTpjZD_|nQHy`aLi}dfnnk|x{CuiUA9IKwL*lzY@%~+izPh72 zxDZk+hR2bBDgk@0Rb_A4$d{=(e^tdOYH7P+ZF|CUVrpuy(2!Jfs^->POUh$ z6OF6JXqFJ=yp4*ro6O`jF%*-7PRensIHyRpojAe~!JK+rLpL9*x4jScffyk4NA|3S#m_Qxd#tbBqhsnyxQ!#rnHL1#9#T zAqRP~L%`SY*e4{%4&g}K4lUVl=jmJ>BPtZ>QjJ+0GgyIq%?wZoR>$gq^Lo?@DTlAC z0m#tcjTM~i7;zm_bhPy=8soSEn=n&q`t920t&uHdgKc}u@tG3r7xS>sWIBR$9;KR% zs!ffBa+L1qsg^U0c)mY|?HG)b_7;}qgh_qfBgszjkCD#j@B>E`O1)O#3lv3C766Su-n_SI;%a8H5>JgiBBvA*r1jXRMU30HBCK< z;jcv?>sZ*O{{wVWW*%dn`Mq%Md^dKfo1ok`+?%(~W9+z7+Kp8N=}?F*hTgyH(R~csb@)b0?q`fy$ZE0@TIb4FY1dX&idyR2 zL(I3mTxDUyLn3JbHX5z-hfn#(ge-cs;eo2t0q$U7od&7B;S)}I@Y2#F=?IA&&~2eU zsRmW!*ic!9X~qr}@_7-|M=fllUDTo5!qeVVXcRaKux~lb)&LXLg!)Eu<-l?lJfE;7M$5G)Av-cWy@cYeA9MF;w5gW*?JSrC9qKVR1~J%^rknkv z_@PTK=qxMDR}C3|l~%9N^eHc%1*)(%=l5SHFF_MK_F1mr2Iy;AijLWUw4I;NW*E4N zAdl@KB}XY>^gsjtK^8?vWtw@ZyLd)p+b(zP6W$%)r|J4XX6?^vVoEJwC3CYrM;z_B zIZ8qtX%n3e46-vkjVM}H&zZ#iS@Qbjr4-gRJu$LiZ>v={>jO3&fg_l~XeaVRuXvlf zenuB{><)~%n%n#j`WOD9V6#oj^E%pUrGqIDU)DFkK+Qb)%b=*CuTNG--!CD%sN5`<~*d()CX8OR(vmgC{<)Ig(z5d$9c&tO=pP{kZbghDQ*5ETCvtmCz?l$zqO@bji6fU zg{)~|sHxD@ig1xH8dmJ%As&3N2k5I0=garkMN@5sXHTib7f0gnPE?T~h-h)?RrPbM z!_c%niPz)4O+%_yK|48sOZ;JjZ5-Z+IFbR{zrKCR{J` zYRy1wi!#Cs;jsN2+&QBkq4^VYBWaM1u_B6Ty)E8E=q#u;M@fEcIyX;-dw#Dh*f$4O z17;}I)M5(O)<+Sc{kuB5f2*<^e*#nGLcN=+=NVi(leD*Q?NjxtFz%26rkieoCWjgU z8L`Y2BIL9ef7~`ke(WMA%l_}`%pP?<3!L;%waR=5M&t**U~^6RpSgA$kzG6T8-QT# zcpw>TaXTo}B5-RKVsp28Vu9Ei-l2dObDBnVlU*UCRk{qu1X?0kj6B=^o<>G#MF=Sq z*T%$BCSJte;N4VL8Q7iXY8!~-<>xs0e6qc!HowK2VOZC-5ng-oeR~0|Nwl870VJ)s z(q4Cz;0-5}%ASM*%LlizeWtn1IBY_-l|x^q^S#IaMCaApWZGU&? zjpjlKCM1QB4}&MTlDrOBkW2`of7d?84W}5yUV?}*y*xO<2NLZ{ujI3zTRO|Gjf~afPHO+}VZ!_OP ziAzn2y$$e|j3u87dyPb0E6-G_?28>ylJ*xhuE{DhyL+zXR^oCOMV9rCAkH)NE3FgA zQY5RsiM$-cy3Wby5_&+B#kpn$-;GpcNp=Gg23isUb7N7Wco8*@RJsY)sWWTEpbIPJx)Q&V@rq+mASLM@vjDU?;%iC#U}yaXMo?jcXmaa37KWN%kO*`v;;FEal)3;IR|?;I1UuWw6Lpa6$i$ zZk?NJ#Cj??BUlyGQR$hx%Cfq8?l|>-wak%7UF?`81=S*NYuMY3 z|2LNU>WCW7k>tG5wx>_jYHG={b84-5bHt}$3YxkX0qcE7mZVi4tpOEbeI2+^oznB{ zY_3B!5;KRx(S{RA(QVI_HHz@Ib$5cOxKaHW?xN0Pz|*43oW*E+E3cVmHSWRIH+ku-yVXFA>)83HF-b4!y|eXJT0}C6%GNj3czehM%$<+k`{uHH2_)-i|JvD4f^ z_wWzs|BfK{~uJjOj zgM&XFCbCd1*;JVuF@~Joo0^2e)R$R{%$31_zYSR%a`~hR>PD5p8}it~df|=3u%I6k(Xzv;>Bytr@vV{k6*nm+x(pvZ`l#H?^Zoz498yP%Qpj4&uyQH z8PZ$1t8^M2H98BXtkeL z+OPfZ%96LMs0e@?yd~Rb|Fv8(c%$^5B#CQ2+aJPo>AwjbuD{7q#I=!y-`vRN+{_14CG;wq~*(Yj3hk&$g<8p2xJn;pnQh zb9-s-`i0GFbGQ8VDQ(qVtj4Jdx=prM05=falU=|BqfqRk!8M&poXy|YnB*Ckcc6J8 z|51B=*l>IEU))5zz&;o=3jOz%?Fv2~1HaHFwEwd_r?@3z@=!@B65)xhBuH6 zh{#r3khgkN2&PPmRZ@94r^uV=xu*)Zy8a4(y zlWA=}v>sb8Y-HQ&|?*@_^QU}plnRG~3)|lpY+}(o3}SWo7(H_7&e<#UT9xo* zJ;X70n<&7Zm44)Sxm*ACP__<*iyTp^n57t|%+i>1Sr&;r!{)pPv)B$8Y?m<-Nl!bA zg>@Zze;NYBPC<=i&CoG`dpl#a+sBy{b3 z#-U}(v?~QSUy{@15P)Zix`sG#k<3x#-A4ka)J}Mq1tvv;3^IBIyQC+GHS&h>U$h9u zTy?(1uW4~qL$rU~My2K$hqEGnlEY#Q&5FO53bS)*@Jviy%hU^L=`fXT9{tD>^;hRv z9*0C@g4HJCoML4S0h&VbO{f^cuZPw_1e_(@L52}QR6j>42tXBv=uCy~Qr{|t}&sx6U?KV{Ppg@QW07yRsNAfLo-c|B|aS*gy`s-1ON)r+5uYqbI7 zYxDF=b8zK2YE%;HMV5V^lb*5n^KfC*1wGMrXHZ6bq zjBddvi8%kM3(uwO&DDY7_$#4&GI!29V;U9EMpV1sYYf^f@&J!UcxXLw*<711on7bh z{@0TKHK6BieBki*{omknPb3OIxVUZSXuCjYcEhV!KEBgcg$0!M>Lgooj=;eG;ZWz6 z7gX&rJ$LujC9Cslh6AN2MSx=d$zPtmnMAmmr(i(7wbyX4Px-d*@n55dupUrKZ<{rk z+lmw3I-le|z{MAK3g1)X#;P|_+WgS=kDIHr_%B6bfr!ZZ$;RfSwxw!NfeLLdaT&Ub z6IW7vY6GtyBKxSPrBkqL%IHB;$Y@273XN*#){Jh$c@BTDm%(}oTXykm`Jgv;@?T@- zQ$G}9O>3D9lhQ_#k*M!;ao>Rxw~ThQ3N{DW+IhP5wBIsVox7xU@>+hnxe1%+t~#F4 z@)|g^$6k7EizLN*z5T)_@m~KT>uR5$mm_-^M5)yi-B+qO=GDBbpUUqyKVK?4RNBNZ zZuY$4^JwcIqwu{M-)Y-oH9TIgs+U$-((dnGGRMytLkM>tb@Mi+{<;GuQ{}4?8#y^E zF)RfMDt7voUal;^*%&WRDJC^v-DHDIpp-gG-gIA#Fv{AGZp@40Ue9t&DGwUUb?FQL zO}Q@eESmPh^R%h&Y`-oPeJx+jxM-%Oe9hMZD0Nj`7MT0lun;=-jo6H}b6MyD%Vx&? zVtX)4+IuGutcD-=i?o51#FnP1)xRU#cV)XJt(wde`p6-C1uW#N5}wu%Uyfot=Gx9d ztnH7+mjf*z4pU*}Oh#mvwc}~#&8I=yIY*~il?sg6@*h3dd+r;(>Qw;4QI!PvpF7vwqcWi| zub6kY%ijxyeD5-Hh{!9kg#UQgUI;46+}kS-R|~O43vu!&k784GC@_~9Un7K+-muLL zP60j&n=+Skq${QXQvA8%D7RDoski@meA8XUgVQZZhsN#_qiX3EKZ>MEjT-K%vDN&b z^=!|VdiGP;sWxD)KX~I_6S-wAu;bW~RZLwCmP6}Kg zM*Evd6c8!XmO?jfBLeu)WkwB!eP2x45 zP~BmjeD#HqVYwqQN~&^la)nqnIMFVBk=`wup%%#e()7&*WFFNxe~0t>+f`` zN`9p=^zN17(pq%SjLb8;yiZUwZ1@{x)xGNB*&BXORQGbR7)pUPsrsmpJxF6nzM36X zPE0hjqeOFu{EFNHaqGNmaJ!#7&*MI-M)w%?{Te*&6g$p&>x^!JQk1exZT^4;S$(}D z5Kvg{0kj*?2|RKKirQyf>D4zkuP%L%)IBDxv-24*|7EIo46Vc&?k4DCe7X*W-<8E<&0OmC}K1IJ$J@p(-cUsJ?^=%kD)W@t#Lnj3rzBS*v9K=lFC%S(%S5?dxAz+q(PWU7LH1W87CBbN+y` zr^X3Y?grNp@Y;h3?I$TIWrK$`WH(LV;pQh8EKCr53YnO08#+ypD>OI7OM&TG?7KyO zw-Sm5-Tm)V3T@%*oWdG?Ua1BZn3pvlR(@ITx~#noS|{_(U7Z4bG@ElX`zQ1l8i{C8 zQzgGd8QthWalrMhww+gapACQ6MvK(_^K@|<#;Ri6y-QWTXEpPO!XBC0apJ@lsiYNB zV*k^}-Ml)xQ?d^viVj<@wE$-OgMmrS*4)Hj+r$?2b+P-{ufqaxts8w0COhHo3u7oi zY4Z(|X)E5tjym~1XU*F_l5d_VQm?qz2fwIed%NSLQnf36IMa6}uWKney$tO~c%Nwl zhRognw4Acmq5auDfnODArJnR}GstEhv&{A3i{DA;$>}$JQv!P)iQS z{C3xSOU5un)jnNqs4V!A9Q37i13xQkFrh@dR1l?3XSQh%f+O?poGZ$kmck@83}(}d z#j8diH@~l4=xKw412_147y|x+z)`N@$&RSQ3%%65tw74sxLW)jdSK8BJAoDhNf40G zMs|iR6YTZ#vP$6tQ3NKCMZOt2n{U{06P<6?7%~dEACv_M9*uiMqPg2^Dua zzirB7*%DWV;4cl2Yl*5x$t*>d3XAf>%qZ2?ze^QG`^LFkAEOUy!m{`NpR&FJtg7Z| z{9F)FQY8g}*B~z4ouZ=BUDDDmTu|zuh$tYa2nXrzu1g~zARr}u;gZtb4gZ7h?|VMK z-~aIN?C$LB%D^!zs8pQQ>Xoe@YKvrsL=&@{7xj;lS+vTw z^X_J^t1mwJuyR#P#Z(@9vlykhy}3Th-Tzoi$2>AO4qE`OY4GkH&3v(|IFbL!51sgV z=opJuH_USQCe!MrS#-JAJQz^EiA&dTG#=#@JaMUeoQ8Oj^K!Ao_a5M*G9m0Y zUP%uRzZ|!W+5CK=C%7B8-lF@Q+Y#$i?w&6KpXsJ0jQON5FP8GN9tqNGG%?OqYtnv_ zB?l*$ZIqTqYW*1jfVIlSG@k_koc)#swyy%fuz}0o!H{*##}{sn*VIb{!UmGR637;b z61vhNrx<7DYs%IFT>0z2)khO<(aekM2Uaqr#g|z7@>K-2eRJelVBz02Qg>{|`5FUN zoCqn+eN@W-qBJvz^-UXUe+Sit!nX3ID>3-a~&r#2-;351Vxj^zz*VHbQeKhlS$Km8|b zEU$ZXdZC}&CMbf5Xmpf;GjW->`zo;Em7Q_kDP~;ot9_4W{5z0wAcU4r=^Wz&z zp0y`?64wBJ6T^`T@7@O8H5`#Ch}Rmx`n!_d;>(M(VK_U0< z%@df#kPCG6P~`TIDeLzA#|ay7;jx>UO>-%*QekhJU>QA%%dI6kWQiFTd)JJE(&Zjy zDUMYyuBnaN8sK%srvRM$neHpas)g)OPsOukAK)clp6T{x!_>S%j7#`An*DIVu~sTL z0UIxXL1DQgxXK=O9&a-zFYztTFhzv=FaWo_S2v*58V zHqLQLA+GdpItM*pHK^LYUS^PpDe>~uo`0Tf9TjOMI?&d**9RWh#fE<{RJiMz=0yza zT5j3f{6MzdsMK8%X%=u5@-?d5kV_y`2|j9!V04FB*|6js??_Z@^T30cN1->L`RqyS)~qqpH*3i^I$0)R=urm}nU+mnsAttp}RWI4TM zoEx`?#NKd*x1c)vsSb2$6hVCdt1OJ^MCT&wxhC*Z9*8>(AWWQ>`lJhB z7u3${hizRX=hsg8L3j7LZ~*XT+NVn9_+_B$W#gVQ2V_>Vf(w2l}k^- z#x(VrHD_P4>E%)?nOd93_+g^%qlt$f<%3d(_Oe&S-)Pi(06-lDk*-U{Kvi-PI3r9G zvf37Ry&3SdS=4%TY_hNuRbXP^5N$#AOnB%hgF=S$QU2-Yl7?^iZ{-IcGuh(+b$pDc zd@*Xej-R>{0y*$im$?V;4C|fb3`f6OomCI>n&^06=tCj~$T3u* zd+5d4^ML;t8(jHAIi@PSwQ!j1{H?|Ifv4}aPloIicS;TADAry*W08|<-q`Uk7FC8m2{d<;vM*2Knz zrFC0k09>H1CWeP7sGjlUEWPs$#=oJbScJ!aV)y~WUAPB$1toBg9Z>^y{;u;>!a|E} zbU4;g4+DUz0xh8jF<8_3y5_o07Uh#me(R*UtpE3R2|{5q4oA@%X*3Drj2lmLM7)l$f5XB{ zv06`wZKBuV#}TVr`J`4XIqb87r=~e9dCv`7wk|<=ckDHy;BPIWGOW0y?)c(-^Voh1 z*fycVl<<`V3PZJNvg{-Ej0IalLHh?xGn{S;cFJEo)e?Vk6|0$hQQ2c#b>APZF1fFc zr5jW*ds&zWZ^j)Ho1ZnYdleVzJznmMcw(5VouSdu+1le+NkPOve>g5?j~VzVR`zn@ zi|l1=yGwW{H34vN)c=<8h79+>0{hXxjb~~pj50p=G3I{Hx)a|u%Hn6_I2P>b>vgGTFIv!oruv;wZ+Vy<7SJD4KW*c2Gtft} z2ksJczLpfx31bMOT=70H1iLiV3it(LBG|i?+nx~e@{+z_FC3N4q_d5&Q~9m}95{v& zCpJA;%7%yCa00X)5w#ayPgk^m1H6`eX+)^GRCegnuMDi(ixSf1Sxwovq!n`XsAY0n z8wh?Nra-#j|{ZE_bl2SP?#GLQe6!&S5;%c#|W&ym# z&M385U#b8QZrKeZ8QPfs^nAR7=oTNsn0KoP0}JtISf<1 z7`q+WEC&(2T$Eb{!e7rW>wRgTEeX!zIE)(jQmIBdqtxzfUoCl}O$GRICsNAjsKjW4 zS&wdU)cbeYA^Mx?C~FyHyzJOi15C0`?j_P9G2h=s5cI5pkyeZC3`DQ%+yWv_iYv)J zDWshQyN_?Poy6Wx;&v}yejP?NMPXC_^x`z#GR<}gsXye=ki;Kz#4;~4h zl<|9p6qym=^$2*|84)F(JxeIXv5uKd4;+tX3DO+Lz#juRup(dE1~6Fl0;c629nEa0 zHWJHj;tBQ*Q_~xM$NPNGTwi|h>|6CL;f_T57AI9)ubx+y=*(h$$W>{?y-GX_C{V+qV_0wI8+njRd6i z_ere_saJ4L)D2qF#57md{St^O$=DdH?Bh|a$z{Ra*2pBmZ^~KRMNHAbW;R=jM#k@N ztc*p*{9t1h^T?a@O#gWE^-5gKk%*{7*tSV1wlZO_W3ELC{U)KdBwmXg@N+UtPNYsx zAJ@R9X+8=Gz72AUet7&~1d0mbiZy6S^_U-%d!!WqRf87T=!|8(*+oPy?S!7WejBeR zik4WYYqmb@t0rM$QNl}gt$~%PZ-pelw;`9T@p;oJ*Lfy*MXzPDC++;TMpsAhGNQjL zDY~-+Bm}+*Z)dW)qk70>ERLD(=K*4xnA;_d4lCCAVxX1SYJY|_-31a~jVhxvRl-dZ z7)i=6{cI)Ab;z^OnNDuUW?wz&<$Nk^1>*$ln+4B^0~ybh2L%a{-tFk+lcW1LMD_)8 z*19-7>K`4y%>IJ*OuprpKjxhtI`6zUJ=WN&y&S|BO#~cJadE~Ao;>c9M?E&C*Pw6Z ztN~G0Cpy9S(3un%b0n}h+aF)u{Iz^Xvd5w($itOE{xyqd<0*gu>UkeDM&ST}*Bw6` z!1>ZegZS@fW3gpm`_OGvQwa9z`e(-~?=ZLI7avw8I8HYjcNw~Vk+!1hk8tgqdl;g0stK5jKI9YPqcfigc+QMzD3;?a=*99llx2ff>+yNo=)OhUfw)SGvY_xJk_3&V zHBCv(vXKg>1rR#wEXt4PS+Q;c%YKAgGw@EDw>@14zN z7@!Ba`qW6)%gz^f&0`13l9Y2%=5i;B&Eh%PXH&QUDM}NNM6F3M8z2OTuf!Dow4^aq z++iibVW2; zN2lh~%alD(%;LLuI{Xy1JvxxL^rG)nvtLGvE_ekyLG80brc)p8>FZaI8zxVu-$Uw`?MH`pb_A)542G<83n2>f zx|#`&H}LKZv>E1}#fByF6_miO^4qZpvtKqrS!kO!pjFUG5JDj{ARMgo%8@8>(8tb9 zG4ZB3S~0I4RcF={&FVWS7r*3QdvG75@1>wwGD_Q>_9oz3VPegnj4)Drzucg1Kowko z?aaxx#rfE-YaEbUdnlqMQC`DZHmA#<-QvAz9Kf(J+ftiJ6y4J6|4XZyFxyD`W69En zlOo_3Z;oS)9r!Ha$7Xh5@);*{{rn&Y6)aaVH(R=BgEc;`gHjiG_vCWgZXbiSA)Xng zX%sT@`blf?`Ul&!@|-)}X*I8rb;*IuZx_E!ldtBxTM(IvZGI9=-!`|Sd~npN-6w{HuYkK+-&!M0K~UmCzdhYz#9+}&J+&vWL}%STKa`t_Y5~u5f1MUR zGPh*q%~~IW#htl`TFw%kgKMlnP01ach1-m5KXEb}6&LOdA~e-l!O~IBEJm5t2IYgp zpA;HqrCI(#RVs^LvdQ#46K$S-?ysOOsCcd8+1w)4M>~R10_Zb; z2W1l~?`}9<-`8i1p{9;*EMhMIQ2%ECDFIzoGZr|yX@?em6O-SXeMpqYk$!YJ8fU9; z>47)!ZAu^Ewp+Rw2R>M)&3RuSFI@tNsc+N!%MvCACG2Tj9if#WxPzMFpkm8>vtU=t zoDg#4aCGv+qKS5l#;%mXBei;B*KiB_NuHP!sK{+=oSiKGuJ z$%NES#^mkWzzcG_TDrQCLGuiazS)?Gx-7wc)G|G8CWCsIix;rlS$Aa462vyHucxP~ z=Kanz=ZZeHP|&i+fN4RPy{h07wa0BypMMd`ZbrPXGq@CUP@-HJ7OYq!onOb?-x&1d zpw-RZsJ75K_dN>qS{}BnE*>6+1=1r-%#Ody$XD)*>bv7`JJWdV&>R59Z9k*GF$KNh zjZg!`U;gxslg?c^iO0VAN5Y9I<*|?dYc;Ka(9z$PD67%9!`zn6^;0=_OLas2$@LIf zsWc!*lACc`QYrhW3Y%DcFXfc z((%D1sdWcCji2?WhDYZP^<cVi0Sh@$Vb}?~T-l4LIrATU9!1+#=2B&mpWWC^i3xQgD52XK ztfti;ja(NQvyqyRt$a2Cs@7C*?3nF-lHSnTRd#wi(67SiQHq}5lA3*ylb|sV9G!Fy zI|MB_!TUr0KGC5LrtOYH42|npuYsnjO4pj=p^}~^%GG30F4*|4U#MGRLD!WXhPOgW zd0vOTm4O?t#^XDVzsxB4>c`Db(-AcL8XTj;G=C0+vieoBdz843?H0v_t;i*JCJVB(OvV1S)QYmuFRsw7mL^kQ=iX!9_a7L z{4JQjHFBIMpm=}?_2U+ckIVaDcc+is#Kq83G(9oHjDagXGx!D@?Xc+DTi}*v&NdOK zQ@=BON=(7GG*o%c@p#<}vxj?Gyo!)po_cR6pDw_4l*BLD94Aw%eTWdS+MDXU)A<8D zqs`-SpHKHa`jsU0smO**ROz9I@E~o?@RE5z!VXf!+bDxjYEWhYg^CSC>oFH`_FNb2 z*ME`GT2(~m4!+4sa!R+_{93fPPlD*5BlwUZ=CGqZay-M}uypu+o4!T^SRKme+ZN1f zr8Y20dT#M5Q~mwP^^~jgfrT*(T2_v)gz*To6`_Oi^wga&_H z>(huGJ;u2x3BPF*>!66f+rG+_S7)e~Ka9S)--!wRSZq^iPLW+tWA_RCsa;~{5v?3K zaw9$6RtMY~n4pp2lm@BX);hB1>>RuEqZ7{%h*Gtoe8Dw#g9dblt)mZbNKonf-TdgS zEMGv&a9PF--d~9D!-->9G*aVxge* zcNx^Y-)U?6NyAGAO}?9>=V&{y#WlOeBZ%hSI*h0>z|E{x?Qtyd=C?5H(esv7`bY|{ zribbUUg{~)>SqfR+Bd{gGc1pu%yst>d{psMH_iG?U2IZybV>2;W}PFvOh*eVp_WG; zfj6XcU*wFx5B=x#R*iO;CVipmvF)DEC#JlbXg59 zs_lrBsHI>p&mRe>D`|cZ(LPsi1FrrMdiS5IA3$rGU&(g8m{=_|^IdaRtZAi&4M-E~ z?{J17>&X%ll6P)p*!WF^NFkjrCt}3TN!s*IV)5g8#EPc!S)IsglceUh^#nCk+^{4@ zowj;j`$mYJXDN4jZcE$J*pnn4|3V{nlLk%y8S*4xTU3zr^LhjffaS8wkeG`eMf9Za zYPS0BybGDs$ajhq*vk|vtDY*DxB|Zfn65Q@WgstaH*c<2=kwVBbGvB4?FX;>J2pQ! zvc3xXUHt&wm}oO#KFSdu%sMa_=fSR?-YensqY_?#8W+++C@~4A4sS4;X7ZwUy}8;W z97hDI5d9s>cf6WIz;={l^RNAn+4>_g#qhB{P*8S9GAyf5zSez$js*A!@0iiE(aVSa z>~c*EVk;`jq!Y`7kI*o+KUc`>3&W%6FDjbhJ}rr}@Y8|g>aZcH8F1x8YYa}N1&`i< zLrUG=vYxxP&_u)F=hct&Hnf*G`tzk5(zJzQd6)N0y`4dwV;XLeteieR^hB%v>A*nV z?h4yKbXGcE_Qrx=oVEkL$q!T=Esas0$`KX(l$(0;@|eeoDfEGe#$%t1jFY#EPR2tI zMK7w#O}s=B6Fm?e=k&TDBIWQY1$%8_*xkC+cBKrVWc7#5V%_JT_gwlLISEY2R_QJ9 zwnu)hp16VYPdWTzrCtUSs8-VqWqCZ%c<<{nmzCRkU zEIY+rh=>Wir$=_c6uI6BJDIm61&lc<9?j*wT{y+H&T>!iiNi1{?GX%4AGwubl+LX* z^7ga)_$IzvmgPIrhXp8LURVi>;3)WP|BcS{FwKWoQmdDv?2hbGj4 zYA=6fY(7lb&6V5ETk91D*v7@V?S5RB3?%n=C*@BKo#oH*us#jc zetSsT&NQkN)2fNRv~Q<_nv@%RZ#zhpN#fo&J3CUV|8V(6sJ2eF-8sWmhkc5*?{+ud zY+}=^2HtNXj3XE{tm3ps_KJP;TckWtpqjkU>!|$QPF!o`dST{SFvi(0`@*gcPDD+- z3-2d@pS-Wl-h-oLX!_e;1h#HnW>s+Qqe+18{wy%6X_1utxZWHqhjNZC!1N= zKxVcGDo%@GLb`YVmF}wT7jtm(#i9|1xg_5o0=^kK9-YQR+xeFhB`@`O>;>bg zic?}4S`ZuVjK5UJ1aMup2UUc|2@s|8mDDoSmwM1W2EysSSB5%Kj{#phV|HuDZOJEB z{`O20g}@W&)NFVCeD>@x!3ECCJgq$LA`MD8{4j8C8_*|hPynAHVKY-`=sgosz!L{6 zGL6lW!_7A1Q^sWL*6*tDw$WbTaTthh1y4FpVLH%?#X&)#o*uiz*;k7b9r8@$_ut^7 z3=2XOZ)#Te3z&8^$lKbHN#_zEKjQcZq=CjG?v`ih6$QfSAxHtKdLq zC3tNnES=?0J|rlf^OQZkiS4jbHK0f0p%qpQ_*Rf27Uq$Rm1t#Z^~z$YS;{I6>?TUo zd!+H)BW$Ca`I}H2ED@(WEBZl`bji~aYlkfe0P68$u%aPqToIlqoNtV^sI_gd4RS^s1{a=Um*tq}Pil=pS#_+uv0zwTc_}m;qmD{=Zg;*LW?6a9Z5+V_ z?-6jX_E&Z;^Dl%7jr<-8s-oKmuUl4v14rTFiA6(Mk93VGcc5eGbDbjoW%1}a8+V-2 z&{trYJpA3jFT}k^>*w5(>ni}T!Tz=Cbk4sVC_>kh;OcS7SgO86gzPj99jn7+M$*e%l4oD z!~?v&*yra`qI{dl<_8JG;;T}^D|D491kIQUTj2vjYDdYDVdu@Q1=plVP?md*tb4|K zQ*~2}-B@RdrktB7yJ>OF*l*9_LwLX_JG{Sog-~Rkw~_!Qkn>RtwZ@fNGe39Nwt&Dh z;}LqpzxK)M%fX#Ta=W0E99s99N2`Sz;R~t4G6LN)fj513jy^O$dVEd}Z_-*3?U$y+ z3<_f^%E$ti6w0}X)WLN=X0Lvx+RIsX^Om>DG<@>9lPIL+c-N?_xebo`j3rY~-yBdm zy);N@|EcV^#$ElH^@s0uT;L#r^>TWL^M1Ni>aM_U55}!L#ZDA-;a$*QYGWZ4&J7al zH9j>NQOxKFuXq;RMJ9HB`PG*g2KZ!Futu_Q`$n8T%T}(J@m{5C81IOyng{;=ieKc4 z2dQTBupL3%MD)ou(zl~)2*8LxR+yU9(D7uXqe#rH;QUK7K~}g@M!jCvD0TRf6Nc(_iZkXKwo9vGskntd(L?C9c#SH{=ETXB#`7W? zZIOw}RbT0X7}k%Y>(8i@ys}MPtftDhwAXWqnp&$_VFjO6DFLxm5G2L^e zZdOOXtL<~s*{}C-^qH4i+RV6}z*$q>`M|x20N#sd#hZ{j_BwyGpOHsiHY1)0_iYxa zmTPhO*Qw2Ng3(~;83_>pOtgP+Rq+~c%S`vp2>ZOt&Aa@@@ZJ~WTSUM&?jK#T`Q2nB z2||j;-REF=cm!%)10fLdJ6oZBpb!8k2BwOs*71IW%J&H1<#n=jmD(1WbfTSfck20H zgO~C6OkXc~?@iNLA^E4Y7u(=`zJ%z7)AtWu^DXfKZ&#hx?&&@J8EUlD&KZ1&P?OP- zoxL_4n@&JichfheY2Rga%uo>r1jhAHXJ+-aZfmovK6hu`>^~kZ*`Gz5hbavdPjCpY zJFShWFo@#&O*Ex7Hm0axSp|2q=zVvXiEFzv(gwpt4ELyoq$6Hz%M;)ZJmQ*ZV z64agoFF+MkpOm`7@zI-SWL;(Vy1!SxRP<#D?5-8krN<)53YZf-Bv*F9YpsO9@PzZ! z*h|HA9*hX2q$xRG0hua-Eb^Bkc6;f2DqW?`w#Z|9@$me@+)7+jyyDVJ)->}gMJ&_C zZK|YC7Tuyr2qxG?G8i>~##V2=_iBznf3UB+HEM|1$zRjd8OdBtLCNHl@k#HbPU{+! zc5{uM2yONG4FLdL69|@Rl;*ARC(G=R1N+REnCKu zx0)O3frBj28grt|fM^1yFqg1u-kPklyqw)HdxclRaA<@Kp9mdq&vB2FOp-eLA86>; zn-`byy#=}^pdsqEf9q{`|#%Vy#-Q~S7Kc^ z7aCxawTZo~$txk9&S4BAj9CgUYr&@^=Q1x=$T@oGz37`suspMFgPkTjpFL5u z3>4=WJ*_GW0+ly2DdLw(8kZtlKIXhA?e6x8t}R%47pu`5v*uu4z{lV|ESA`K28%sy zli<>Q--l<}W+@5vOGz>>&yXMGmUj*8r_%5A6?Tn2JxX)Zr9_F_2U;48j^omcqObT= zxwzMUsY;ttkQAY~;lE)FYdAR%ToWmzQ)8 z=?1_N`ht=Y5Tt75+jq4uAH~hAij%@%MP}o=HZV@ln`^;X}|>(SWFywNxKz7^xHcZVJdS4#t0 zL%BD4SB(Pf3@hA>UCYk$YEOE}q`kz2M!`JTiB~cr!H2k2?$E0WRu~&ZsYBxV1#7?i zOkO0tJ8+`PJ(~e@U3Em>$E=^0m!U^Hm)a7X>xv0ua>H&IN&YT$aGTn8oPj6z_zuQB z*L(b+@~0lm>}h_B)-#E&HUPl)e0*P4^XB3hz0WU9IkgO9jOAGk_LjzusPCIi_@iiO z{2mq$N9oSeuL3MbVnutkmGCe~U%i34<~0O1o9ynNFX8tLj_27f#i$I22dhq%rv& zf9Gbp$8gEGDgu~fuUtVr-q!?a&b-OwEpyf|XT5XW``zcI@+cYc&7x|LT|uzx3u|pt zxk6ItQ8hfF2GPyOhl=;^&9^?Ce*U!Fy}@3wPWe=sF_)sWF@NbkxIQFpqu;d_D(!Sz z9r%`WLdog=YlCK~Ho$T0SWIYieqhjedgo;7>~KPCCw)H)pndq9$O{BdkSP^d`emYq zFPjFy0n_O&FMSVLyO2&`2POgekZRv|ZERKE1AkQ9NDM8qM9Tz^w0nWO6XW&ghq5E? zHo~i{hk=Ye*rNU3=bNw4mzLIEluJ4J(*O4kXn`15oWm72x*`k?5kxsAoWX~o1q|uGByV}#Wcb z)PCME>9zJ(2BgA8O=8EfIWh3H8^=Y`lg%GLDwU$BpXUNY3@9yu{O7CJz%i@=6{~aI zf-Jp`<#Tx6Vrm*~5=)qq52|Q_&e9~syI-x16d|gnH?Wyb*oi9~+c9O3O>|^}?dfrXC1$U1c9hy>=+}8VoIG_j5OZzhG>F2E+c^H= zkh@Lyspmw8SLlfPtf(9K?grd`HTA4*-^i*rYkEu@k1w^wP1xqSq6}FGot95Qqvt;( z=h;RWSQOwb>*+Pm`qi-^H3M7t#;hba0IWN#jeTOd8;03R_3^k3`v)w$mkkve7AiQe zz%IRU)AkZ?Iw|TT^6ym#9RCIh<(1yhv#>d{gikbi%j6CGETZW>ohFQ%gD#`F|64bEc-%Fo9qO3Rx>SX zO}qhiKN6I&b-Rdd?Xa9#+p?3%+{f&=W-zE?xdZg zGZzB)$P5}O@%=)Nn>8=hg?l9q{~3;k?9+#bb=}t)>+Sj)K2+0?C}W#V4w^cri>;qE zRmUu1RGfr7LPfh^hAZCLQRSkOQf2%B#Rkhc@%em+`7iasZ8+Iww?fs#3≷?j&C^Ub@1-vv3@#R1l{SH{crF5qlT*$FG>6 zl;JuzHupoc76H7l8am!v>WYnNO(kiHZ+$jXZ2MlJGbd(^2el>-DoTm$UxzRGop?8) ze9F31H#uU>YE-+O_bXNNX!8f@xnjk4vwUhzHLBnJknj1#cep|a&*8pyRO~}xS}4~# z7qU&ATf+K#H{s7tVJ(GdCy*Zv>BT-Dy;YKT_s4Uxk!#3z%i;n6>DJ6_ZFmVy{mT>D z4;%O-{oT7M-M@oymXG*Km{raV5A{#7BV>NYSd)!&gqjG?v#;vjyUhbH<%Go0=yy10FPH_r7tDHg1$`XNq?C-_iC{fwfTG|mXkU)y zDjKEBV!@9Nj6xpaU%5JZy>a+Y`wM~xw@YQ=DU(ot0#e};xq_x7q!Nv!LW?FMC2*nM zEF>)ymV%^!&a;q|(9LutEe@A>_~te_q>v5+DpFv8*u6i1`4l8K4w>SgID0Cb`4}#Y zb4d#Z&_F&}$gAO*I#-GRw+G-D{6Q^Ag^Quh!>5ACq5X^aJ(oXm@w5wao`2%tMcnG` zpLkOmOxol^5YEs)1j5qcOsr5D(aOw}w+zaW3(_msJ^RPfP5OF$e zE}2vqFu48)!|6hi(b+IS^XQMrZP_q@;sWsb3dEC*l*N5}6#>cKKu|$J*>GWt95~CJ z8hVuj*A)-80PX}MBAj%E8WM#~aMKu{=rbj3gmuOLmamBg`ksSirLTIv@ey`mfbVwy zjX^Ac2;VrQhAdKGKI5dK`1eKme~kWuoE!ZQBD3*d;H`WZk;CLKh++X!5QpFNFG$7(M9l0jh*Ul- zOf@VKu8cVXYH&c@hUiLRb=-tOIQn)Mm<*71A(9FrEP^5RPX9vg7r{mkbNx3Fev#nu z_%|_K1l!a8qV#X?e_S1m3?Yeh7mR_aW0_qyR(#A+EwL?SCEt zsIVBx2+2S&Za^`t7K_gprTL-#3qf)t|0Ts+3=@A4i}<@EM#Vt!B}iSI{aEOr1TKIn zg_%5o9+o2ifhf!1%EiaQA0zaGp*TvZP;4p8o2d+W7e_S>QYb^xL-cM$w14&MhEhnr z6qY2Z8djCv(Enley$tFtL(1TEqapHgI25jgw94T&JX?i;c&d;$pyF~QH*Q`1e^RFx zsja5}q#mK+)Vr4dq{1&!wCxC}XBlpQqiE#SOVoz?n$S8LNrg-O^b*wRbBP{es(>|- zWCW>IAergEEl}4@z_+JXVXy4w|LE;cc*pb)J`I#x0aKNDb_v=DxI_tU!=-Wkj`5&> zDv{E-o9B3t8T?W#9+E=thB~x?MpEMP;p1O0qJe5E;evIS@gWyBd`bwn3T8`92ys^- zALHS0SZwbRr;`Y9uqn4yzW|U!4egREiXVs$sq1BxpcG z)ks+!HZ6#@1`ZpDAj6BWiwjDGL)?A?V#v{lm--L?|dJpsNy;R8V3)tS|mL3W$3aPN5p$wj=zR>Tl{# z>?onD-{3N8bX1VWMI>{F8j8G#2sQr$ja)?B+Wvu@H*Wohz`X`og5uGCAmau&@8|8? zP;vv3h2FQx6iPt=fFmvdT>D??;TV<0U1+WWp1l?5! zy#aZH-h$lqwI5tM6K)Ovw=`&X7fNeH-lm`6sA>+m1OWfQV<6IyCazY)Z;IzydscG13V+a zE&wgA`yexPaDfeb0Dmj}%_IwSy9qWtLo?j8dS63g%`k1FdRFM;FV_F4IrSoo7zg?W zXW>k;L%1z)C@2U$Y=O(cUIZ<7+kNE!$6c7q+0jZ>0T2H|J<0IjP1wiLe}RNk{|^pk B(M$jU diff --git a/lections/notebooks/lec7_clustering.ipynb b/lections/notebooks/lec7_clustering.ipynb index dd2e848..d03ef43 100644 --- a/lections/notebooks/lec7_clustering.ipynb +++ b/lections/notebooks/lec7_clustering.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 107, "metadata": {}, "outputs": [ { @@ -22,6 +22,7 @@ "from sklearn import datasets\n", "from sklearn.metrics.pairwise import euclidean_distances\n", "\n", + "#X,y = datasets.make_moons(n_samples=100, random_state = 42, noise = 0.1 )\n", "X,y = datasets.make_blobs(n_samples=100, centers = 4, random_state = 1 )\n", "\n", "plt.scatter (X[:,0], X[:,1])\n", @@ -30,12 +31,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 108, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "

" ] @@ -52,7 +53,7 @@ "\n", "# Реализация иерархической кластеризации при помощи функции linkage\n", "\n", - "mergings = linkage(X, method='ward')\n", + "mergings = linkage(X, method='complete')\n", " \n", "# Строим дендрограмму, указав параметры удобные для отображения\n", "\n", @@ -64,16 +65,16 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 119, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[2 3 2 3 1 1 4 4 4 2 4 4 3 4 2 4 4 2 1 1 2 2 2 3 1 4 4 2 3 1 1 2 1 3 2 1 2\n", - " 4 3 2 2 4 4 3 2 1 2 3 2 1 3 1 1 3 4 2 1 1 2 3 4 1 3 3 4 2 4 3 4 1 3 2 2 4\n", - " 3 1 3 2 4 1 3 2 2 2 4 1 1 1 1 3 1 4 1 3 3 2 4 4 3 4]\n" + "[2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 1 2 2 2 2 1 1 2 1 2 2 1 2\n", + " 2 2 2 2 2 2 2 2 1 2 2 2 1 2 1 1 2 2 2 1 1 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2\n", + " 2 1 2 2 2 1 2 2 2 2 2 1 1 1 1 2 1 2 1 2 2 2 2 2 2 2]\n" ] } ], @@ -84,14 +85,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 120, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -99,14 +100,14 @@ } ], "source": [ - "plt.figure(figsize=(10, 10))\n", + "plt.figure(figsize=(5, 5))\n", "plt.scatter (X[:,0], X[:,1], c=T)\n", "plt.show()\n" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 121, "metadata": {}, "outputs": [], "source": [ @@ -124,7 +125,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 122, "metadata": {}, "outputs": [ { @@ -132,9 +133,9 @@ "output_type": "stream", "text": [ "[[-1.56129966 4.21898437]\n", - " [-7.07614521 -7.97322589]\n", - " [-9.96347347 -3.48454825]\n", - " [-5.80277079 -3.06555518]]\n" + " [-7.5371344 -4.96080784]\n", + " [ nan nan]\n", + " [ nan nan]]\n" ] } ], @@ -146,14 +147,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 123, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -161,7 +162,7 @@ } ], "source": [ - "plt.figure(figsize = (10,10))\n", + "plt.figure(figsize = (5,5))\n", "plt.scatter (X[:,0], X[:,1], c=T)\n", "plt.scatter(mu[:,0],mu[:,1], c = 'red', marker = 'o')\n", "plt.show()" @@ -169,7 +170,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 124, "metadata": {}, "outputs": [ { @@ -177,11 +178,11 @@ "output_type": "stream", "text": [ "0 custer dist: [[43.11598405]]\n", - "1 custer dist: [[67.14489804]]\n", - "2 custer dist: [[16.25475117]]\n", - "3 custer dist: [[38.36151505]]\n", - "Summary of squared cluster dist: [[164.87714831]]\n", - "Mean summary of squared cluster dist: [[41.21928708]]\n" + "1 custer dist: [[723.0435087]]\n", + "2 custer dist: 0\n", + "3 custer dist: 0\n", + "Summary of squared cluster dist: [[766.15949275]]\n", + "Mean summary of squared cluster dist: [[191.53987319]]\n" ] } ], @@ -216,7 +217,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 125, "metadata": {}, "outputs": [], "source": [ @@ -225,29 +226,21 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 126, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[2 0 2 0 1 1 0 0 0 2 0 0 0 0 2 0 0 2 1 1 2 2 2 0 1 0 0 2 0 1 1 2 1 0 2 1 2\n", - " 0 0 2 2 0 0 0 2 1 2 0 2 1 0 1 1 0 0 2 1 1 2 0 0 1 0 0 0 2 0 0 0 1 0 2 2 0\n", - " 0 1 0 2 0 1 0 0 2 0 0 1 1 1 1 0 1 0 1 0 0 2 0 0 0 0]\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\Андрей\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n", - " warnings.warn(\n" + "[3 2 3 2 1 1 0 0 0 3 0 0 2 0 3 0 0 3 1 1 3 3 3 2 1 0 0 3 2 1 1 3 1 2 3 1 3\n", + " 0 2 3 3 0 0 2 3 1 3 2 3 1 2 1 1 2 0 3 1 1 3 2 0 1 2 2 0 3 0 2 0 1 2 3 3 0\n", + " 2 1 2 3 0 1 2 2 3 2 0 1 1 1 1 2 1 0 1 2 2 3 0 0 2 0]\n" ] } ], "source": [ - "model = KMeans(n_clusters=3)\n", + "model = KMeans(n_clusters=4, n_init=10)\n", "model.fit(X)\n", "all_predictions = model.predict(X)\n", "print (all_predictions)" @@ -255,14 +248,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 127, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -270,20 +263,21 @@ } ], "source": [ + "plt.figure(figsize = (5,5))\n", "plt.scatter (X[:,0], X[:,1], c=all_predictions)\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 128, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Sum of squared distances of samples to their closest cluster center.: 369.5556880065657\n" + "Sum of squared distances of samples to their closest cluster center.: 158.76686919578418\n" ] } ], @@ -293,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 129, "metadata": {}, "outputs": [ { @@ -314,7 +308,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 130, "metadata": {}, "outputs": [ { @@ -323,7 +317,7 @@ "" ] }, - "execution_count": 14, + "execution_count": 130, "metadata": {}, "output_type": "execute_result" }, @@ -347,12 +341,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 131, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -362,14 +356,21 @@ } ], "source": [ - "kmeans = KMeans(n_clusters=4, random_state=1, n_init=10).fit(X)\n", + "kmeans = KMeans(n_clusters=6, random_state=1, n_init=10).fit(X)\n", "plt.scatter (X[:,0], X[:,1], c=kmeans.predict(X))\n", "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## DBSCAN" + ] + }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 132, "metadata": {}, "outputs": [], "source": [ @@ -378,36 +379,37 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 137, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Estimated number of clusters: 0\n", - "Estimated number of noise points: 100\n" + "Estimated number of clusters: 4\n", + "Estimated number of noise points: 8\n" ] }, { "data": { "text/plain": [ - "array([-1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1,\n", - " -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1,\n", - " -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1,\n", - " -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1,\n", - " -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1,\n", - " -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1],\n", + "array([ 1, 0, 1, 0, 2, 2, 3, 3, 3, 1, 3, 3, 0, 3, -1, 3, 3,\n", + " 1, 2, 2, 1, 1, 1, 0, 2, 3, 3, -1, 0, 2, 2, 1, 2, 0,\n", + " 1, -1, 1, 3, 0, 1, 1, 3, 3, 0, 1, 2, 1, 0, 1, 2, 0,\n", + " 2, 2, 0, 3, 1, 2, 2, 1, 0, -1, 2, 0, 0, 3, 1, 3, 0,\n", + " 3, 2, 0, 1, 1, 3, 0, 2, 0, 1, 3, -1, 0, -1, 1, -1, 3,\n", + " 2, 2, 2, 2, 0, 2, 3, -1, 0, 0, 1, 3, 3, 0, 3],\n", " dtype=int64)" ] }, - "execution_count": 35, + "execution_count": 137, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "db = DBSCAN(eps=0.3, min_samples=10).fit(X)\n", + "#db = DBSCAN(eps=0.3, min_samples=7).fit(X) # параметры для make_moons \n", + "db = DBSCAN(eps=1.2, min_samples=6).fit(X)\n", "labels = db.labels_\n", "n_clusters_ = len(set(labels)) - (1 if -1 in labels else 0)\n", "n_noise_ = list(labels).count(-1)\n", @@ -419,12 +421,12 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 139, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -438,6 +440,13 @@ "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null,