From 74199c6742e219fecc42f9389d59c38b2c5c62c3 Mon Sep 17 00:00:00 2001 From: Xinyi Xu Date: Tue, 30 Apr 2019 23:56:59 +0800 Subject: [PATCH] Adding slides by Sam --- Presentation/20190430_Presentation.pdf | Bin 0 -> 229611 bytes Presentation/20190430_Presentation.tex | 362 +++++++++++++++++++++++++ 2 files changed, 362 insertions(+) create mode 100644 Presentation/20190430_Presentation.pdf create mode 100644 Presentation/20190430_Presentation.tex diff --git a/Presentation/20190430_Presentation.pdf b/Presentation/20190430_Presentation.pdf new file mode 100644 index 0000000000000000000000000000000000000000..7c60135bd93031d8a0404d6cd6f6327bb1f2b8c5 GIT binary patch literal 229611 zcmd442{={l7dDO}q%vhF>6piG&M{|t1W!n?+4l?iiFufS9G@byF`f zln=rOaXM#9EG7ow)r9b#a?)~w@XA8iRXyD8Z5%E5c%U2*2?=5gM{~qgP&oQ>c3o>z zcZiJ}#1taqU3ribdU>hgL ze?}Jm`^YdJ{>>x9pg%`GW#MSyYHDxeW{MaSkloQ7qGRf6gZldG88F!2p8@9)*zyd4 zpU=>>_JO#$dzkzDnim@jw||Bf{M*p5EyIfZ99G52+`}Fa)!paUSn$894hBrJ;O6n* zzts1q@&2kb7!Qm`c*}UdlqO?sVPw*Wc!O=Kre-;lSL8Z2m3$zf^e2#?{l* z@z`k#F9%ach>C@~wUhZT>G}VvK{zl=&@F1@|D{Gg;agVB?Ei%Kwc1SCztf_<5j0o998`mrk{;Eg;IK=PUq)x;iS_l$ZQ<_aa#NKb;=qRZkhLYBf>wd3@yEJw0Q6L?M zZCtExMub-O-EiyDSa}8Z%-f&pW~02CtL?L>WcT7n^e*%*{CHaWkX-jfL|5FQs9>fc z@6b!+Pi<(GIUe+oKcJ{SV;KEn>6)?qHMPiZcV6G_HHu*PIv;y|Z`K-7rg~MlKl35> z0MfTKHjIQ!4s%&=qZ}Kpoyvtx$QdYPI06YZD#@g6skIwDjy_@xW%V`-V_mq*YLt-Tk2_hY5-vYTVhB||bnpmn#IEf8W*d_Ddyp2AJ>a`&C#ZA_fbT*wvEv8dMxZpzl9hb*Xt{HgF;J>J>>g5 z&v|xTv?r#g>e)@>y;arI3qp`1B1$|@Sjghf&T*u3yT5=n&YL^zzj4KjBjnDbBk_{L zeNX51hKa`Af3;Tdg=d0|{1EJ7@%0>2?7i3@*KFnsi+E@ZnFRnU4Ih_-0XWGDORb zxn#UL@6x%F-;Rvn%mVle!Y~1UQL!+$F+Jhr4KYAiTeu)_iopdSFd>AU7BnIT#&b0V z+yS%;q=DGwz~HXHs1Ol^?Er?5c64+Co?!qHM2-m&L~MTzh!A2x-~(aOfDeRm0zMG- z8TddLU*H2d0z?R5Ux05YYa)aiMF=&DFlrQG)F{HJQG`*W2%|<3MvWqj8bug2iV?!1 z{G6YEjPTF-LCQ?btLbsh9XVghHjZ}0yeFJo%`IG!Gr?!XE6;nHSH^%x0D}DA2r+wR z?hpeQ9L57j{B|A@5kUxypN|I)SWze+55FK3xJdfvT>WwvPn&w$pbiL>zqm=T&4v=C zIJ97Yk_0gYe4E4&=7A%o6D52VtoK| z{38ldTU*!APUeVTkO$8HOE>|39ys70{}S$h%@N8w*d*A`BN1_!Y?&jhlqUe^5rPA& z2sLYhd^|#Yg4+}9cjX~hG#Ur68ekE+{-Ab_vMC-6&A zfUm^|pme`%!T%6M4nT>vit(>zeH&s30A~BA{{jabD};Bv9Vt#Z$vL@tnYwNjMFipZ z|C|w7$S{KLWIVFWButF)q73>X6^x;K-e&J1 zm#v?;@t%yol2LS|O>NgygaSJraVnv-aD5j|k~rHPbLYtGXX1Y}%To_t-#t=#1C})x zo}_3N#mbVA85ZtB>n=;#z%B)2QacX`QU_b z!Xo%uaHg4fBlyGeq?t|4W3MJ&y3|9&cQHL`DdO?5(;UgAzBx=M9rA8^PU5F&c9i=| zmo8qS;XKay=&Ib;P}?7lm?O?t-h&>x6xDr@@Uw4cv8u(@=%TLqAr?=9veeG6 zF)#Zk$lUvkfmxNiQUZ@rgHvYQgRk3aj{zKVEv*ZQQ`vME2(S zz>{mesV5FPw$Dv-rQ;KsTe93clJczLxTT4m^$Nj~9(`tYbE)(4f|_Jqx8cX{XNKAx zj=sQo=Spq_v$*s8hebp?oAMzm>Cq2F-4Z4T2C^H;Upp`lKPIB-ry#T^v21#$kAJND zwCr(MRWVh$Y4k?&saJE7F5xbS7z5I1;bJ*lSupaR>BBwKr5X6K$^jgyMRU+Hy%>o0u~hEBgM zuz!*2q9idhA$BE;p!EXOv1wSZWPFdk$3^b%CL;VvQAhTrQ%_p*Q=K5WY)3c7=h3B` zf4?R#vi;K3@Y-zj?IVkg1mueG(9o3A-C}ilf741hpA6=$yV;-W)|74Tlet4F- z_=`sscadgTg=emffXC5vIk6BD$VU%#uFoGv7e)q#jhq~FmZGUu<>O`_`#&%ry2DCT zbi~3oXjX?Qci7ptw7|^k!R*T)(!oby#>c*V&dU8L@aEa=4#geA$_DfS#STYw#P>nM0cf^&|7@_Jcam;jmb=zj;jc@T9s%K!MSFRF9QkT= zB<|AUykqoPqA`P`yEk?bzZ7f7M5Ul`%wzvISPEsWw%}4wWF7`&U!%B_1^M~AHv)qLr!{!! z7;3@%Q5LMiH|*iD-<^Kc5(ZB)@bEFzrUFqitO2s$BRJGH2TwBW5i(545IYw{$*_jV zFxDB;6oMxico-SVID;n{XdoHtv;a{s&`>he`30V2;K5|56BR_sK*PzP$TJ=^$-o23 z5Fs##HUmVY3<~>KJOP_i6Am6!21Pn%;3*Rd8de5Hx{BaQ1|C=j-BeWdTQcJB{uroe z8OnYB;~Z^667b+Ml>3gY93bOm;5rTf!Uj|Uz@R+Bz)k@oIUZpFVF(Nkl=eY|{*vUz z@Enj)%^zn88!NyMByfQ+4u*gh5rGr{!UA7Jctiw+|Fd9-un26ypg?K{s7QbUX+Ol= z!GOdAKUCx|qM?ew{>c_W`4EvB=%NV&M}KK!k@Mz$k@;fg%b(t3rUBLVqi!Kvi#UmJAbb*g**cdYwV}1$ab&FkJ-L0*I{u z%$*<%_7`~U<&}|2gtR-fh7ij?NA{7#}7dNLh!%HhAL9sJZ+%54`_t~ zyHgOk#GpXA1yIKT14I?#|BGm-%EZm0f$Be?H7X*)0|N><5t`%&ASwVH2Q(}2pG8AJ zEud`!v}nSBeFaiM2zQ!K1gNj#fe8UMSpU1E2qT09?gU>lpzMPWp+|)25P|@9LtdM z6xs_UwziR=g90@HJGgn%0rdZ4q77N>_|pLVOtcB`3vD~mrl)kZOOCX5MfbUSQT;jN zWLlPlT?)a(iIgP?N-fg)2@VGznsd|k2B|L9Fh4tgftx|<;PGS~Rn?%gbq|zUFRFcU zmuBM%O?dKyfcY9>lO_|aUO<&rcT_KKab&qEbHhPJUv4!f%4)QNL9_F6rDhxHMgxu4 zgz^_W8>#P6&I}rHa7GOqevYNfLgp@+DwfLU+yQy?$@SP#7 z?-Xl~?MoaL(HCpJDo4J-l=z|!PW0W%q3v3|q%7xxn2`B_ZngRkRhLB>+f5Ea^eJ*Q zRy>89qY_FwpJeb$(5zOc)IGJ8qtfRLyV&eUn)}M|G97J(+vw!$;1mK`avg#j=Vi0s z?=m4dN}Epcq^#n$_s!*0g@a|8u5VW$gg4LEj_r+ikZV-yQ>W#jl^ta7mNd`KbapE| z_}OjBY=4^i(U2BL(tr)E{mxP06j8HKcy4>?Ar&HR-prh>(VlQLG|lOuzFdd!l0)S-c;@hS<1tt&+^*T zMK103f7M}_8SD~K!*NS^Pq2mp%Si2R36ccH%kgt#WZYo^71>eb1cN}f%^LTqPFl#V z;ph_HTh!9z{UoeB8Q07YPm|0U;|;!)E4wJ&reS*{709+JW)dsGCBj=0)$v*im`kVl zqVCucS-FX(4L#8*;VYbn?GK{=Ks~Upfv%3~JKwa~ff5e3dBvR1*ZcgE9(s>hR&Yn2 zmz;NZ7N$80fnKQ!Wfr_?ZT2=~NI5$9JB{}1b7qjIanLne7yO0Ax{q=EtHnlLhaU3I z_#Te*VqqpNgnJX7{aj~!j9$W&0FiBTExWk;WiGQ=C_S!?w};I7>2>QLn*BXa`D2RC z39H7BvXliOHYsD0x-Vy3XN)`OCCDhb2yA0B{S5CUGf_<#zxCd@Nlj6WqkKgb76P}& zx8QiQyJyDJM)nKN5K)}HR7XWK9(9s^bW=P__%Y*M>o*OW3ZBKCv-^_QmGqv(he9Aw zzoTQ2D56 z-g`G)?n(v6{+vOowfEYJ(qdol3@=?)93sTZ}d8htUf%bDY{HVJw|opy1r^f z7~V$;-Jz6G^78Jt9FNk>ghS^^&P&_D6S=LJ!w>c8@a$#Lx}bU^r)<(qb9vOUM}jK~ zui%FmSERzNxU2r@(hgrgZ=PNeO)9#-+m)@tg75dfd!5>prl-{BcEGq5w@)*~8w=0_9PPcH}Z9<(1kvH>0 z=ewxADc$0_vOn!Fa!L?*a41D|=%K}6^`5>%-z5gR+n>74?9zR-q*MLkQ7|2y%h6Lq zK9+P-`_6l$1a$Jhff^NMKaW3UWPN4K^Ru%21&PRj2y&bn&AzW?7f$ed<0vQrbm* zyVhC^e{6r9A$L(Gv@*ABZg|&_(FwvtkJ-y>rn)NpDQz0|btE^}dW=69^}i(W5q-40 z{Pp5=hlj9d*uw=^KeoH&4=MTbQcaxe&%d4sI~KzI&}@DFk`PTYwrHnY-Y}^lFLPGyXU$%|^|C z$ejMYpdX4nezs;#k!?C)XHJnlT|f#EIM|S>MSgUO5!tr|{2ke(h4@6L7!id?h!iBU z5exB&PFV_|Q{hI9~4O%Ut;QQqVqwfT2{4BS*E(x1gv5)f0F zzlZ=ZR?#+Q1mslaX1j@i7Jt$VYzJCIHXr|-&;NS!W)K+T-v3?xkE|&D*XRD_-c1Ax z#2`YNK*Ao1?!xBX)JVW9hv>;d_hs|S0ky4AbayuJ1(AJ2g<8NZKu!tWsSVr%p#SK8 zZ2+F$Mkj*E=0oNuK#GVLx7&%JtMpGNLd(!eF;~0e3U3WX9|}Bj_f=z;AJNLPkBod5 zG-y;K|IGGtucLS#MxO&$aAaGP)xMaXP?aNK3Y{ll2k=oPCeC^RURvF3H*#w0wcJx*Eja_Sn( z1<9{kXYBU%g$QQPi8;b!*tux%)pWx0Ud`@zeeO+sn20s!p2_`L)73LClhn;`lOD=> ziKCXFv-dJ#huhHPtKcL8d2%@d36@B9ANOGBO;}*`?&gvBEaA&snw+0x4pw+Y#PZ<> z#!xfAqa~O5h+`pY4hguWSJx&lGkm7-U_oJd=Xnc$ImoRP`HdjTnixbVp*Q=9kT+v56>%kx2$CdIr8wLaF1T>GXM za94Pr$O|dju31I3+<%-;32+NQl@d;VlqH|b&eUNDafzrvK%;wZ$19F{?DMAKJej~T zITpvC?ID`|f|9^VoKwFWXhbM{+~F>Frl&7bw$+mL;F4ipE9(^P`)a%z$!Obsp;`&A z`GWRnj&NPzpr$A;b|#|StpmoH%_;E z_n26NU4GaS;V*nC_SwB}!^8Sa!AD^UlBb{~)?2jVR=F zl8s)=q+{p$k(MdHSV(dBuJ5AdMqeFia~Eq1`#p~OBny^&JskctL>m8rg@N|)=!+wU z!uJPuKV9R@>zj^t=n|Td)tvIBtY~^UaCzOw+pl~66ppP@{!n?r%U$^G`N7fLT=S5d zp>z#J5Yp2`xxSU@>+SANrFPvZB;5n!YBzXOUcB+K>OWQ_6kbi`e?{`7Ac^CVrnCul zlCI)(qjDp|vqIB90^N;U8prj&yX{)0rO3;peuv`?qYygBdi2MP-cs|604Hm+`!y>y zgY@@u&z&fsH}zqsyrj@Ok&^0XiyQUh1jAhoU4nxAAx>&ldkzk>Xlpu}I)m?@!~1L{ zxlD3n!b@r$9=_vS*?rjeQ~kN4eKFIy5R)T&86&@?@YyZJ!FUQ^TMua;GgI|?R(AYa z=?O*AHB&z+4$A=DFIRCLr-un%(KzZ|+%?CS%)RFm+pLDUOVBY-mBY5XSz@Q6I6_Gp z9dTI7!+N=kWJH(Rb3f#Kr1?z1+7eQm*I8ORA2j;iQDS*dhJ>)$A22zQ&8HG7&iK8X z0cr8JVsgkd8Q7Q{nlA&2Cd>fxohVEUO_>2jb7nx%q!~ad3hLj{v>8w|Zw3@ioB>64 z9|9N~nmPlD;syb}qcJ&TFCOsk$i_OvCwe?|lNuD=paw+|f^2OsK+5{_T-WoBX3> zfA`10#pICwEVhz>h{+-SX>8>H7n6em@XywgJ!Cwz&3Zp%fAh~Df&kY3)6M_u!G8hP zHdiVBp9j{qg^R&9Q7HdnM+N#A;M>Q=^kV>qj=-hjp<5)ciFu6z>@GXT)=>IU23W6T zv^+Q_8?Jlm%G%NqdYM+^vXmyrF8kmcBhHq>gF+#e#BWmIBvWqdoDmdy|YPk!PX&!Tml(uQ&O@LTaK{H5ii$puAa7Mu|) zt=U&*mGS0j(_z_js!R#`*KcPNIGw3q)AKn(CdWq{`pnyH^k)z3u6~a2g{duz6*SsqzW{&CMO~YD|bD0L7jyE5l zx4+`cVb#{Dmcw-={&A6){UJVCSKD>P_vYjQw+-uBm1RCyDv&pb!J(Fvo`pR*?3 z-ElpCRaAJQraM7e#X@;8^hW0-$-;vJzIY3j)Z(dPYSovzUvm%Ca+l59-TtO;xN5gv zcd4XYm-(!CS?ghy>1RYMyseK9vU-<4UTW4ao@74BppsM>$^lJ1Vb-6#ei(k%n+O7rZ;9%%@E4&nN$FhP7hT)Y zU=c&T{$*Sus6x=_zkPn0kKXAD?yUtPa-|0| z%=3Gqmt1`CLR50p=S4V+n?6cuC_Np^ZxVbyRrgWA=10)E1BEue3$Hl^XXOw?9Yed$ zewG|495A}4<;G$DytRKnu~=689N`N>_J-G!PhIksDoufFbH?7b$F z_hT{L>u5Uh9NvC=+qVZrFHfq3eARNjA19`q)iUF&?YV}NLPR#&t`pQ^(o^Jf$o;P4 z%JA`OLAq;3TvH!>cg2M$lDo?cP`24VIDR~N;+dt>n-qb)QX%-Eo<6T6yO+lYmZu8! zQ=Jkn5{5X@yjOa4PeY4Sh(IUcc-8d9?maqHWo?`@sZV>WWA3}$iz@r{w$q{F*h-d| zj>RqC@O#fv9v$%SDO=PKQ;~==GERjOWH21+t!AH&BzatpXWJnlXYgRrg-*+>$X&Yb zl_~ohY3^YSLOseu)1eFe?q;|lB8|)Q)*~*j7sth3SH6fWwSTQ|N&Y;_lB(tH(YKum zrzEMuZ#&adOvahG?!`~g5PTDAaQ1o6=`o7)`UNj?HCukzI7}U|&z}}!)O|&f-AHXv zF(A(odera@E%!owH;3r;3r0;EJeK`dyTj?G6Kv_Y#%eh>GL)%&;M|>>g0W5)#4lEe zYUe&}y?9?o@G<-MvOZ30d6N$95$<~RV(pyr>xag~^k{GHXE|T6@G^PNSGNbmm8m=( zW3RNdEdyQm-*db8&CicUeCn&e7t6#d-+9UCt0WLv=a9X7ha0lqow{?Qqj+?m;p!`v z)c|9`(l+uZYzAwgv;6YYS_U_agL0%<6%7q1_Ka6aat(B47QXhWd3nB0nx;5-BT+Tf zD#MkHOz@fDQNzZbhGbG9b=$UR#}_WtNYQMc;wCdUhu38DEL zw{S<}l=n^hHPU4|lr}Tj=KGzITIP07t~~Uj@7V@k;2dP7x!-=cHSZR62#v$h3?DEw!v_q_@Bu>;p1{zAConYO2@Fkm z0z(s?z|e#zKm#3e{LRcDC|Q4=+BY8=PKUY9Hirf~w-eYycbMyJ za|(Lrl3`s=hp9|Z>zsB_PKO~GxIKC>?91semKpMh18-}BS5AjIbU~90Jm?PP1%N0R z)*QN+%M8>L0K{@Sl&1vVoPk$Phw|OPlMFm&5R^ChN6G%~kAVu^q5N5FB>@k*L;2I# z$^kZXxA_zV&^J^(v_0q!hGaVY`9uEe&6_%Pf%m5U_Tc{w-J!xS^n*c!?*8G^1xnif zsgK(pbho9!=x0fr5Wv{8-I6w%R>ya8UyF)w+}fx2-2NuZ$pa3Z4;13Eq664T$1~I( z96Oa|f6QfJDZojP=g@K2gdCM%>z3y7Su@2VLYBIyi6L`mnD8vli3qhCzAR?Lh4U^a zbp$HuQfElltgN0Wk_Rdp$GCr>jAfwTm)Mk+>;iwX*5%G4 zw9_V6NtAGi>=a#9V@IQJoaa(H=HH{EY0e%+b>7)rRq5+zS`n68n%VsEVMnB=m$uF3{6~Bn0npIm1370t(OZ( zPc(eM-LG}wO?}oL>lZ#%d>J{ov0+z3RLB^K=}8dXzAr4I{RZKFiTPi0Jk$>?R&4?CLyk$uA4>5jwxVQDol^eR8wKKO{-o z$nwE5g+sLRalvv|MmET->yw`AyB3c!0lcg)_wOzIp^+I7&r5%0!+8J7xA@WgaGjuA znd0wFH*(-3vJr)nw`8;M4FPIh;YMz4syHV3$BHtACvZNHujNFI(2-nI+y$ z4SltS_ar%u+Qiy=$&(^-wTh%A&!rW;9yWM;>qyzzc%46G9M@3tG@pOfC-UrS_kOqc zRNlv@H4iv*u&Fa^&LoIbDj)ZIrNqS@k|hx#%1M`0&I-L!ag15uW}{heNbu7v?HW7n z`g2AyQC?4-?dI_p#>#!%53Tpq+LRSLNh}Fa0o1zA4|s+d96w8@#iTtlAqe2e9vNLF zC$GtlpCk9(ojtsKtw!AUkr=&O0Du1rwr1xd%fn(4N9v9TEs8YlhfVeEmA-c-W1Z&i zQ;*Eb(p#|_e*MP2#|ZqNu)n!&jyK*zqo{E`ZN}cuZ?8_$t+6Tz`n?R%Gcm*M;?HhP zwKn6VerFnT{A3AFc`p9hw(R}Di)1d<`!%1*_!kM5`)}R3{{6v^A<5^-?c^Q=;>{U4 z9HCe9$IjhzuuRc^Br$(uO2KuZl-kg98cIT#$>IGEPjWCr4F$J0+`5O~^55sTA zqwX^7-8dOdRc$AU1GsOMWTn4Uy&D59y>BA- zc$XqoxOU3{iM_KAuP#3y`@)t!k@zm>?eps@^5Y)zD^G(`3wlcPEpa_YhVOBAzxyO= z5*C?UakuyR8DljXTqezDsA@|ayGid*`Q%0xHfXLd&*Y8 z?`R~I?RphKe8MSLPEY1Nl49A#_6`TuOeRypR#JU?@hw~_Rz07WP)KdOcQ~rx)@MVP z^Gw4TQ6kzoe2sCji>CJs_e?qU6Y383Df52^H`nY1w-1NbLr@LoHE=>x;7)tOPB;ca^rliltJXUhki?S%*dpW%N zty2;eG1s*)J3K>Hd2i zHthH5n0miIQJ@nQ>k6O3-+kuWVpZ!Wiz~FB-cS>AVt$q`X>Y{N}*tz9cM@#QvXbz(R?~lh^L;*OBXDkqh-XQdR5CpG>y9XRWt88!>Vn&dk)cO zj!rP$mAa~JlPVlhJQFeg_Z8(+)}tQNuAkN)o)Pp|d}1W7>vAg9iFHl8 zy5-~hS~mWMI^28G?1%pVt^Rs5B>FoVibc{_1J@%N^%0+FC>EIsMSMp?v2gTw z{OIwJFXaUO9r>P3#3yRJEzl}b)}LP0&VdQ+t0FN1vwvr~{JSd;Hna*ZvE>drl~FGN z{fCtYwWh$+ANJ5Hrv5fN`#WD**h8xr_zk$kmN4w0RSe1go!Am92p@ZB6=R(tZ4-Fw z40~u5W1S(bC3uoy4Xt7-b92zS^9_J~r!uB8LB+gw0ImK`0f;){z*8pn&?@FK12yY` zJ+z9s%s@?g?4T+VQ<s8Ooo=Rt~VC)y;W41j31ohqei=ZXpHwuQzWtKN$D^ zZ)kOkQ}G|~MTKtY*#{Ap-2}yMZB^dVki4aDc}sWlmL}#+t;)P|0ND!+OB zXyz*53qTx=rmxx_{EO^`{<-pg!oU1L3C(ulUmYbx5BI>#1J6enwnh z`TJ7)RSraQKRa>EwkLjMbkOVKsM>w*(GZoc&vqyz#KNnYcQ~Kjzb0U^k0tYHOkfNNBMpoEH|53<{UeLA zw#?_UCVzii(Z69{@Z%9eci30Xo4#XS5qV5`EN1Jr_wX0i&MwFwT4#G`bET{2?3vpm z{fhXqY-Ii&m)FWy-b|;;$0_BF#P-iJJYg!*qmhmY=C2vNSJxf%Fva0UfmZ``@Uiz@ zKROAA_1d6i786z1sc)xU3#f7>Lpti2jfOR%*Fq%WJRIz z@)NqVfw}LVj13Mj+CoyDa*{Y4aIUcg5Unla(2nDMu+92<_v4M*%p7M5pFt@gnWVT6 z$cOGq7hT%Tsi>6O@GWqnf7tu{@wM2q%Y9?*Ba^BeY=LQ_MQ7T>(eNQ=pNpDd^+$Uqi-fJtT>cM zeSq7;yds`a&DZu+j&k@Xzmg^Wb$VfO4Z%vqPrlZTMrWz_>loSCSKMv!a7wv9%^0^WvvzM@5al}G@3Pl*2LJ@|hP=ui=6k%uzMFfdCvL+Nwp$HQ|1CeM7MHrew5r(Ev1P~L{^=Jx3 z7@9&6hT@Hcz|b@+0Mi=!I`nvG3K1BZF=PvniIjEgyzQi)4tpRIBS8CilDEIRt6&3} zNDYEFOW3z}V+4!HH3gnz*aMlE`U5rc-$8pf29AT=ci_z#_CO}4WT1xrJD^;|TxXjD zrJbX4AOe}-61!nfxrng=z~yz@L5(QJG6R>_4NM>tdBlOYH9-V2|DERzn;Zj(K<2*_ zzhNgB)-|FSHe)j@8VDWn*td6M0GWT_=iY(W116BU<*gJuwzD9%cf+<2^KFsr@BSFL zKqk_k{iBiCh9n>YnMi*cTRFf5GGSY2q!F0lPZGdwa4rI5D?q^T^N0NBn>SI?{NDf+ zH{pTXL;bcium42-gn&l9ZK8hDdP+|3kS}`S_Kgp@G+gVoYqWz>CH7`=Z#bUH0e%&O zFb>7*xfPSev(Ibg+rBczT@{qtB|Ey`YWxv=P?Rl^nawHs%Okc6Y!}7_)LiQiJ|jsC zv$?LG(~`qTeQMUp;YUvzZ36SEJZtO6_|I1*l&3W=h8;Cq%^@4xbrHA!PMAxYixSbx zu+D5ldZVki4BnfcV2-U2h<{J|-c?2U>9ux5?dLdq?BRA1Q+A0&nm&pzX>^a8Q{`gk z%r2BW$>OfuRE`^)J0O0r`;5$W$UY8k@s!2}IFai9YkN;#_0z;1hZQ!~ z)V|H!7&=W^+t}7(Wbt*8A|U$29*HI2EaqN`Yv-RCpO}$++F!Zi?W$+{M)UT!%jaC2 z){h=6Ia(}V>u0-oAo*>>u5ZUe$=DR_*C^z&A3e_3I(=|IG==N(^SDObSEB%-AuPm2 zQw~b7pO}SGb&7n%)b)u)mh31QOQVOD1}iasLE_$I=EuGF$w{t=j#Me@$ST6%kriW# z3RDWGX9tKHSNewvOykY3AO2+NeEPjY>p}YVuk`S#rwozg@mc_2|BApo=9{OZ1Qzk9iOZYzbVYV`{mgMI#sHh+L4ZYsWvUWbgtAj z-ct^}SBYoxhb7uvUbPR;5l=3ykvKX_0Q3aq9Ea*E2DA;n(&(P+F5)8;TGxEE*w_?X zVauiZNP5J!=ceC}u{O!er5`F+I+hokZ$^H5A5Q0a&|37y@jX-Ke0Jhd{vEDleUF;7 z$5o_SZ{)XY^WB?1Kj2zsICF+n-J#UQyOzCofkuExJSM=RB4N-=gSV%B+{C!^T6N9@ zK}ZH%H*l_YfcKH~?y8exMCqI+?D^Bw1lGq%DhTl(vhF}%QqbI9hC>WgLJJ)^(4BTlyl|-Clbojtn8Uy2pkdllreXI zUF$-r+r^LmY4Q7y$crdXKddF@J~UG_6SMnqCOk*vM~uH$3XTlC88@{e&4;T*p7raC zr1Lf=lfujD_m4~@@^zSA)1&pSYP#ktWu#G=lR|S=Tg8n_wQt^#5b8Hg>{3ROdG?sh zc9T^H&2Mf*S)1zHJl?FNv)S?Fj4|5NSL`gc1^~T&MY(ID0S}k;!+dbPu8@T)X zFXw%C#)qp8@rNipnSHr`p|5kve2*m;wfW;k*ArBYYHpGEb?LUOd+e>_q7E*Q5iH2Q z(qdKNls^2gNKO+wa(-K}XxBV_6hPx!hJa+!6*ehNvg*}<#ae-7Fu+6?v_npmKsL?a4SBQ7n1GcSFaTJkxq= z+zkAQl4-`GrI(+I%gQV8)na2$=E1 z8>1|;+D2viGa+_3oKr@+kXn-1j}9hspYzE47<0WU#`+qYa`2S39LOiehwGOUdOf^x zNzG=QaXTjQOz10cq97Y{tV8D?^>u?pS356UQZj>Ry!!+jqlKt_AJ{|!R}|L zQ+p_bY<bdrK_L=kgd|v43x)p?Thgg^Y518l{0^dJlqR6vx zYuh}E+68P(6isyrLsMPC&{UT|xQ)Up(Nvc(G}R>xO?3%FQ(XelFZw!k5ht4J5{9O_ zgrTV}fmjrE9h&MAhNilNp{XumXsSyXn(7iD07G8C1rz;uVo7WwsvY#rV+8L1PBZy; z&lhY=6l7va>@iV{=niaRN#KRWh-x_=5n!>v1o?P`08$6U+lvMN_J&&w{ees@iG6V= zMy!t9cRxdbEzuoTYaV+{6jL&A>jAMZ?!;VY;MN0TkBMTgv&{kB&b5hkaVMrS!A%Na zU)+f)+2(?rolhC|ee;;h4BVsuh?pqY%#u*xb=bfHK^j^(@LFd?xzKj(EC%!rGO;A^ z3V1jIm_rE$1zx@j)Y5HBGK^&gHnAiyWr%txv}C}P0sX$)k_=;+flMq3V&D9~6H8)q zHi3zW?ucj-E&{ym{nx7E7v|vuiVuJ34*k=3m2DjDc%{X}cr|%Xn>tvS^Pc8C<#fW- z%nks*HZ`>Dh-wlF;Ej7#CPl$7wYPV`;8iH2o9>B6@yBc&z7KkRr%|k?`jmaT z>uqr2sI%qwb|H8+dmn|OM8QN~i-|ekKxi0wrg!q?DCc&~rw1qZ^%e4@)2>;WwZX^( zVQF!JsxMCJD(P^t4YR#`)EP0__R6HeDr|3Dt!Q~T4Zgf*Sl;XD)1KU3eo1xRHmKKdPjV4z*<_wHrOi+p zo#fwhL*x>36v??05%NBS!O-It0GVd)Dt<21EdgSn$buy&C<3sMKN>o zwG0%QCe;}(J?i~txGmN#Qs&erH-b3tIDaACFDlvFmQe)D`SAoG)8zg*N%wX4M>k$i z5uc1eio(2iHGxL9Z?(%Pm8>dZq|FH*G;(HW$v<@&J~_w zxlBLQ#|guUv>K|4WLF~xxHPRYwX&lFbLNUdW@Ac?OBLEQlHp4Pnj@kYINv3^L?;zz z?Phd~e}1LQ%wIys#Gqq&FM>_za)Bb?=Ae{`W^e9yvAelVA45jdq85s&2Kfdz>;~d3 zH_GZBsnLn#C_u+2zo}eWFNnUu!RWDsj7b z<5}@YcpYgh);Xic`bw8qtaz|wm*(}_h{b*JiBBG}t}{&Om+Z3j&WyL5`;h2bGW^b_ z=Ph)>P&D4bVM~sK4XJ~4&rh;n~N7&O5f_6+_q`nf3LhS?*w&q?kt@Usp0Yc)ZPc*d)89E|3bq< z{uTH3Ky>?zO?^6#U~f-!oxN@lZjSS+IwtZ4-$D`mN8}A<_qHH!a3sy;&bq2Gs}X@p z10=!)M>AEz(M*+aG*cxU%~T0=FrlwQRV4!cH~KrOiV%)wss#FpP=7}=RU(Lw5mk(E zG*cxU%~T0TGgSh~arD2V$3rt!!cp{`TV6JUlJ)1IyYnCn`)b7B{dUys{ZX>N`!ygV zZzv7^Q5J0c;T^P9L-{x$Tij68q5@Ae?8^}`6}Z_a+xgPM9(wyd@Iq}o@a7DA=nYdc za4`|=p|?LQG=wz)Z_=>G-Y^#$xRsJvV{aJR1eqBUd+ZGg{oQPUO%2J%!-qJYP>4MM zc!>b8(yz!`8X_hJ;njoyakQ2b1mHDeKW*x1V`b`Y3B*KwiEw++?hrgk`YHZ~I8-LqO+Yi8CsIX{z&DHQN3`_s@=FLYi#=ZX=e?zi8 z{hYx6crPk~L*M*=9=qEfz=rIQ{`rG`0&M(1=i7DxHeIEdE_u@0aow-bxRN_ZXCC@F zRg*(vJy|YR;_iv*Qs6%4SCUG!x>6YU)`g^xfx8+K_b|Wu?$pYsu_xA-`FtxMUrl(d zXtK7OJnBY<%TwVjjw?h5bG5BYz1?!YrWZnoTh^T0)T>Wwc23{C-V(dg3d?tAtbD_7 z{e8Fk({rpu=Un1%=jKwScZ_`IPlggPvcjXI<@5bd=qq1nB>$$Fbj~5xg2U{R?ZOQ^ z%fT!m>v=glOCncE*uC{s`NxuG@CfK?mplcB#YN7N92Wk973YghbUFm_`xqGot3&Bq zqr##n*D~*AEzQD$%0y`On4xAIV#d-Lmn_<{EpcAPB|fFCND5&ONx)&{HHCWM5O&6d zy@(h(vldw<>f)r&T|$%~ZsZd(PWj?+Eu_yp{!{?3{RWi?_Pia0{5fxSaa4MZQLN9x3C@Hb|7InIYYE~h^&UxH(%AMB6l0#marqMsM1na$%X7Be$>!X84j4haJ}l?#v4v9S;bC=zf6BM+xXr1jN0d~n)kJ)3O}XkPrBd-CnSs;={nkRy`27X zWA=b!xtE}}<20XH^GuoTt+zUrDMQQ^`)A~aj;PX&`HXvdDLM_-4B3Vh;87l`>63>$4%AY6=r}D;gFp{`Fb${TrW6=Sw`vp2=P-hJ*F(Mw%SSM$zclkx- z#}9~Df31E|CoM&g@8H%ub6WVOM$NIK+TvH*AJu+%)>u|MxvCH?ZXF+P>vgvyy+)7@1cE$tY%Gn|=?&ctFKBVj?k_x~DWq6%-U%R~{)`G+TOCV30U>zKh&Dr`~-+kMCn!PkZjt4KqAR^KMaJ>Um}Zi5{8VvA1#cdP1^KY)`+{*0do!k@uO6syMOR%tkjf&=8TKscJy z5sv0`grhkf;b=}rIGWQD4o8EGXii5sn$r=E=5&OkIUV6>PDjAELxGNHPDePJ(-D!k zM}n1TPDeP3$Pxla)4l*SH|T#yftH)g0#UMVowpq{4eg*T5F>Q>cV@o7yTM?ClOS{P zVP6)Ai85^A%>e-d#JVmJLxCWZ@nH{6VghZ*od@2k#~z*hgJ_`Q3_IwS{=-rO6=&GN z+psYZ5TwNfPoLnylSmT|qF@3%e25K?#sFbFd_baWdl(=FJc&G2z!MGo+CWTr5?o5Y z9lQ@4W1(%SzS*(01reV7cSb&J(r2K;lmAZ9hm~m9cT8i#lUs0+ovRbP@<5ai2ioog zu{;pvRsK=3zx!q2!joHGe6mG*+mHlAcybG6;(wI`TzC?`g()3@^!+3j+(yeZ{P%wA z|8z4lmO`(K|MM{677E4fVTOMuN(5>OarMTWeJ<)zdy`2@nN;aTP?>^@}~Y+RuUPk!LCUn6Y# zpv)Y0N6gYNu81-5a=B1gZSSGdunI{cRrzw(JK3co90_DgY|jch$i_%aAJ5SapJ+S* zXFQj5JKLJ-Xv+wJP?9X~$yr zhU7If;iSFITuvph+`OoJf&R~pCz(HXM)&L<(L7dhL_p1N;&z^hSdbyIUs_u4ee#AM z?zhE*tyZcIKN51j%?Ga~ntYEQNnfXBJI_4_ROQvP=H$I<`K*8^cj)dxa+<_TDQ%SF zq#0To5hc7hF;R+fyCc)ZY6$9<AcQ2I($I=@JnHK}tfpBozti5PcEW{=XvbXM4-MpJyNYgCF)W-Payt z%sH=luHQI^fifG6U_Dv`gU7Wb%&|>cQ!nXI@g9(m9lCu((ilWc8nZ9(36a?2Y8u(; zflHH|8~iEUIzHjCHpVU4MljFf?z2}7&Os6;K9hl6iPjgoTl9kaV2Nv;?JtV834_}r zhnclwGAWaa@q*yPcc_FMee2hm$fL49n9copO3)7OHYL+S&+T%pM;i6ZYoSRHfbNnhTSqC;p!+Z3)kJVcz zKO<1?Wqtsc62tvXUgL+fZEzJOSI5M1^T%FgdAND``Kyk~zmklqiYhkQrmRy{F285y z5ceg|ba4BixN=G3>T84Xxq~3>v3lb5n(`Vx*~&!%)-u?G$JQz66P8~m@b?$D4=5zk z(Hq6n(>^+8Ki^(J6l|-X8NJ1-wyLCm&`Y!$WpMA^+jR)8n@{+gtB^s*@16GH4W;b8;5MQesDB*w8W$>voWoHyK{O(23xs zQ0E1Hvp6^b!;s!WCPP$F4U?z#%-}_l1pU`{`u+WROkFz4M6W2wP#+Co$Pi;L!3ss& zJi!RIvBM?6iJ=k^_%t)K?% z?naEteG>{=`JT|+@{Iu9JC=x#SiiipxuoD9Ehy%|mypTRCUO69MMFO5sn-+rRzE+@ z_aLQ=Ajg+mdM(7eTWEtha&FhE1wTaQD%q}y0DK0eCKY~gom*0p_gG_nLKBTAlXSxT z3VEbd8y4TXmH>PpzVrkR@b>-5JKlf0iUMCW8~7-^ANizC|O)h0!3Z+IGjCl-&!ADuIO; zTS-4YXA3TJn-~*k8)l~@53ksB!B7q2U#i~TM^kIjPpua-9X)8ej4!-k9My%x;ZV=M zjPXjZcSEB;uOw=(1lD=o4MIt?Vn1yj?r8{nERjUgp2ZFPTo3xT!2 zC(Y~YW(l6ciLY^^P2}0igY>=Ls-PWou{SgW8?(oX&3n5nqQghJTdd+C>mly9k167eP?%A_%Ho z1VOcnAgFc`1l2BrpxQ+cRJ#a*Y8OFJ?c(tcq3=P+V^Pl0pHS^0=oi|>lUje-8U9J5 ze-4&-ma6=Vyo)DO2;4B8116ry1^sKpi@%sbK$9frFfX3vV*eWT;x9@AHc@zvu;baa z_G6ym)K}9VJuLtXJN{ebi)V=Xzec`zcA@=i?2Bh<;=e|}c!nnaTl9-(7aE|XA5fb3 zukkOQrHTJq0pm#*2UyDiBu)I+2pCT~+h2~+|1M4Z7YP`TCi>{>mmoj(!RJUCyYW`29c@mz|=ibhKs^2H}2f zR51TWzmDo`>awSNw27XLF}XwE;SM3uJ;E!N8hv2o%Y6i0m-L@kFJ{h)QSaH@yLL<& z(WxW-yaYv>k0_%S2dS#?{rCsONQY)d&06odw1^^B#G*3>jieuweZ5CR1x~MHVZ_}z zqKtfG+I)P{nHf2^S6|OxG<}waDMTj2s?MUn#v4=1zim#&%flv>+e@(=f<=V^%;Vx zVpP%Z2WpU!;x)-3unU4~#@@Z97HWKxTrZX|(!Nb-U!deG=?ygR_)J6CgN~6{cinzL zl9YgqRpR!ygmdFObLDN99)h$xh&S<~?mH2!@`#gg4ro=RBYZ@cI+8EOXM3~kDWx8g z(Q)E`>xTW*DjIG^G_r|^w%iAEz|i>Ou}6XHD?bv{I$>T#EguDehz`aZ!Y?9x^d6Hk z(xaI^7GXt1)Fs2ZvJF3#nuBeTGWF&nWQvG^2G+Y#IYa~p{9>qGixGSEh4YnsZV^T- zIj1QR9(tbc#R;^jLrZBRN+AortEHe=Ol2A{QzqVX?b!fsm~J|XiY3;-m?O}Lmw4a2 z-y1*rdp5EA-j_9Fg8BLK7p;cGkKDxX7#8Y09%puB5G~-+1gYT&8AyZ*cuMUpVv3?2 zfkrf{MFm@u(6+z_P9No_v}6P$FKX{Sw1D5(Qr|!TZ*bX&8;w2x+E0VCs&)h#gQiiR z54mz0CpBoaYtZPtY@3EdCXx}hzjPP2cg>vK)pYWceNE@n+NS%TO=2cjzjD@niR719 zU)V$C5r4ux&7_Sbk&ZnzX_X@|9kk!6Ski+!K`tXq*)cV8?^gRz8zH^!gOzPwKa=M( z50_XhM^%=d85PxY<#iR@9cap2A#6Pepr>D{%3r^rb89%`BGIq$n9JgOUUw3&)Rblhw_C)aZtdOe|Wqi76m#K2uQBZ9&o7wNUZHub=Yvu8CALaT zHG-g}BJ`V8MT+kI@d*#)98^jdf&?#1-;a$9n1A~}`Ce$k%=UthMbRplc{sdbz$G2+Nu`J_acsIk|5Xlll*cxlDSV34uaMl1=QdqY}K zEGBk4$?NSVrQ9;3L;=qr#TsZ8olnfucOpc4cvE-FPjL{eG584E*?q3wPEs&aqEq)- z`?B~_8OF6$ch2ZLSs9T1w6~vx?}b;8-hojkwz77bLJ*ToZo?VK8}M7?-`RMxjySGX z>mY4+lc|MyS)a!?I|3bsR{jDkaXe2l(LK)khFMN*e$;ZQOZW%yBRysBUTEX(dlo%V zpNM*1sv81>&rw+VDd)||YOPCWVJPCYqVnz~%L%;%Gs(nBQNypZ?!D!rmV?GVb$G>> zx>X(eb!TASbuw=j-plMm_ZCDzVqDq_Q0PFw@~uoboL-2y6jxTk1WH-?Z0}=|h>`fU z)esAm4CkAygc5bQqA+io9p(YEawkc%tIWANuiG5ad4D~ypRl`SFTPu7Z@D*rX9WLEiE)?P$GE#R zbq{5cx{LL~yzC@ukSZnkUl+pV`E%W>ooZFVALgp@ne}+-KOkrf`*fzij`ZU7&9t<> z=c$_kT^44VCDqcyE?g23jG{1&rt4lPrRLFiIt*9qR2LHKU$soU%v7abxr!8Sh?38i zO%^6J%V@EZK4809y~N<#*--OVO8FN+@<)3H)IajmIWV9T3&^Q(OKTP-G?Bk`w#?mAA+FnLlD$`2!gr~K~VSMu^Z_-V1&94K~VQ02~k8Ay_eK|j3`176DXTO*KUdQ;)-6qiK#=jRZ{t<~e z2ap8)yoVBCALE~Iy*@jGKnodJ>2H7E{CE=WVu8@J9NiJW7wtNO)&Mp#o+I9PwzMDm z`qL_BtIrd+Je|~m+x9rWm{rCKbr%p}z4=+BI@;r0x|GfVi^rJ!Ye*&~XDVCu$zOKqF6vpE6)R!2OT6dn8%>jFn+5XDn1k6TF&@S#q0pv5-rE_!ds{V) z-0Q-v4h`X_cO4J6(?WF;LuUtXFxN;|NmsdCKoPFe%AIG{#1o~FX-gH77i1_R-0v== ziF*7kOpMakhMBTHjxE#ry=$4RFGA!4Tmv3zci*$;gf;q_r2dg5G!?@oI zyqRTgyg`ha$gJz@H+FIM~|t>g}#Jb>3R+W|EZLjUu25- z5p5t7+ps%0qu732fGA0%$}%M%Gf(=Uf?cpYvuC35ML!qrr&@NGsJTF?44MVJF-{UU zS_s~4To~r7b#wz7SqR~7H{p|Ey|X*mxoIY(S@>bgcZJqiw{9$~?Kf$FdHAT)2IXJU<|B`o;GfxDNQ7ZG}oqLYd2BehswtC#Vb$AkPyWo(chpj zCgS0>M;E~f(!7^3BvIf>o zlnj$HRq(ym7+t-#@YK5iSlnd~?6Io7Iq$pGFOD=xzBI}4>IQU#-E69J0#mSwgwRq^-KZY?F& zHf(m?4v`{NV2NbV==L#*XPqvX!5blYVNb|P#Gb1=BileB>qHm*;roFq?Bm!`j_MD* zwOP&l5xhMx$UGytv0qTpI6a)e6pkykY+!i0^#Ykm8OKD;^!ilFjU8JDM{2J7H8)b# zKv;o?eH%J!jT#LdZt$Fh%rNje8P%`!g3#p-l>Xl)EX{xD5tK=7Rj`n zHF*BC$U(tfNT}1La9juyH>2FVbP_1+H9y=?Ydz*r5>>Bwi)m3@9TfP zmBRyS>v@q=)@G-+mNv26_4FBk=Ytj9;B5kqg|tF^Nf+wqmAzYYS|tVX@84=uOblZoMSIUU8KderglO0?=YnrbMVUjHTt{<{a*lR^;IdmB4}0i~3oueW z!gSZ_Q;Df-ao`H|BlZpauSYznR1&YCcD!y+pVgcb`F1FLa5X!_Al7YNp0pSN35RtE zE!rG&>&x9+UTZmecdz0;L7{>5CBE3bH2$@2t22}dCLjZsl6@X5s{qQ$FI>8MMPRhx zC|c?KoH}p&(cK^c$y(%l4_CvkS}?b$SxA{NQZu8)BWv;-9v++qQmY%auwM+fSWEK!QzThE7Zp8&b>0 zYZv?;v!mpK*XM;KGZo3yun>IDL^v1xJ>;J9MYrN4V}t;F85qKD?Y-fK9YaK$!dY&| z2QG;u)Y8qmt#AjOk(@dH=sn337mmvZNtO ztos)wI^-7^1E$C71?3jTINqZ^kJ8+8yv+EG8hr^pyc10Q%D~KgCKr7vVAS9L4XMkx zj}@U*szlBKx4#5A-rm6-7Z!MR*uI&KJlzXoQ7CMZ+j_iD?w8A|r^*&Hs~TYRfCJtl zg}6`FzD2V)xn+)sRfkAyD4q0ybkU3&!l`KJ9K$CfzPaa{D{yfcG@}(u9V;~Ak}bA% zVRr>=SLP;Miy#eWZ1Jq9Oi5g)W5St;ZIK%6E3zu=e#KWh>p+6*ACx4TRWbzn zQr@^Mi}S=S;x5Eb(XHw;x(Yq;%oLcBPIr&KoB#B1&ekWh2*+i~GGo~?L-0*lK`I)y zjKw{~O*xt`yb;s9pn9vZjr}(t-ZohJ7qOq^!{Af8;Sd=YC%x^TRstL!KIyIhv<_hTF!<*qZcaXqe$USd{(1NOe|GT?KW+bSFy6nzx<4IW zbNaxWqn~R|HY$F1+%rg8nrX}ES|5G4F-Y9Y)edHj>7tSe9!UNB=lsU}KuMk-eI6qo7L@Lr}e6ee6WwRY0+0;Io3HP zuSC!YYjO!=dB9eSuwvl)Q!y!Rld+=S?^?^ibUzgKZmbl9aZ<|iL;Aua&L5XWo5O=I z9qTHe2oW4?uBI#cg*%>yaq=LzDe_4b-+~5J;%E*-jad-7mR1Xs$zOdog zURCDs=b=Rn!V>r1X9<&OCO!y(^8{5*87@5mWD0 z!pCH&J09^#GQf<;<6o4t^Hp9T@=mvpz2AIMZe3$$F7TtOTm7V%C0Zi3AfME@r*I0$ zTS!d&+X_drBZ@&5O^Hiz=kD5*rr}62_Ns_Ea)NpLm3Xd=uU3xQpjJcopz(>p3xt-i zMH$izxzA%Lm53W~88*m$Ta#_w64#_C;z(A7KEt=ZVa?|@r{pgflD*l@pY2br9oUrn zio9b(V#5IZB|bI{Lf=h1YSUIb3wtTCdF?&rHZg;QT9UMP#Vqf$sdao<4oWf&rhX)( zrZ;kH4|W$kC^Y5ARp_x%YmIAn57s-i{epWJ=4hy5DMRhCnM%k-UVIUCdm{OeyPky_ zeb$4;@=>^@v5M$x{wwiTX10gL3YJ|>d38LmP)ciV`UW{%XNe-HeWTNy4^Ip zUdD`M=kpH3DqcHxNmb^d)p+;8G`E1oJf1f4Se`e)NS|Tk-Ztt>-oMv}SI1YoOtBb&>GEMc znx82$J00_D$b@5M#r<))C!K0Dm(l7?65i3jvGG$*ek7>$t%?k`zj*wvp%!nODB51nLheCfm`vQ zE~irN^U;3ycA`~R2Nc^lHN*%3l)m`tkGGqi`63~Rr4cl-V`4QmWpi*yKfboUqI74Q@U&9N$x(S|A0zW&ix-?8DD?0WC3diWmxpjhMh`+{vM%=< zx$>ouF{B%0O%}G_+G!Bg+Ni2>Keu3Q*hC__OtBR*F?fB6G1R;<6Z32_@S9aE?X!o4 zsd0>WHL9GS*p}pty(OJmOzoBR5bMnoID+2}@NlXPB&#%5mXD{=vFG$eiLa_AtIEBa zFow|J@mEh=q7Q84u-MaCpS^>f**Z`YpsF8Um;ip2_yq5j=8eYto{AG6^G%9O@HS`g zy^3&@Q`ZXEeZbQt?RbMh?JcI%!0wz8FosRxUS^fm+2OyV9x;8b! z^bcw`aP??0im_@2k(|no1gg{A8E@FrcexOq8tM*c48Oc<94dA%E-xo^<%+anarvO4 zDOTMZ#zRbak;%yTnGK1r&(n&e3|uGIZL81yM8PQ|sBgdceQsXpj-mQ?A?Fd3-Y@9u zkK&tOr*pw45}qH^x!~iUlL4o%%uuQdRgi+A3Q{msK?**$MIO;nsDcy>Rgi+A3Q{ms zK?;T{NWoAADHy6C1w$32V5ou=3{{YVp$bwkR6z=cDoDXl1t}P+ApJ3&3qG#(mtEr@ zVa0Q#bI(wydY5&~f15IE5-h=u_!*mY%dInPftVKNseLXXS#|!FZCYBY{s&Sop1UF8I`;K1T`L|LEc$=A(qq?*dnODYO4)59p_*k;dE_f>|ntRSj!48zsViQcN;aN)KOsktig1 zj)go`$|=`8jd4THA<0PI^LAvj<`@DY9tERFXnw5Fjas%LWD|<_uR|k)(U2$mzCh$b z#nfappj{^zcf&}1WJkOAt6PgAxay`fEi=BoM%tCN=TUD5i7gdxUV7U!3;$mRng<-`kKa)g;n|LIX*4>;s zXp$<@3=j7+(p=T(GR|JZRt7oA%)cRVf1OWWGGmUH96~WP|790}N_}>^uJw)iUMs0< z8H>vNu9BbcC}#pp#VocdjWqjJTlKJE`Ki8b&Jw$5;aIg zB&x-@!~<5MO3MOP|LE*+tu~ir7i0Ym)_8i1Q7wd-=N~Pqk~?)1?sF~g=M{dX-_JAA zbEW6xfZyVGf9}k1XB)#hgS*%QM>jO)PD7MHtpp0hJ{D&xxz|_7n#IeQt-=FAFaN1(4N)mFMm+6 z?a0nEY+9Mc=WW39Kt%jneBQ<-Ywh9@IkUP_-O=672L zP4PlRN9qePIwhrJ-CbO%51JFztb%5uE0KqucPZK@tCj4Rxlb4US*ZT z%I-q_x_6J+>+58<)ZnO@m@_VTNa44me>fk&Qi zVfw~3>seG+XDceq>vscv$o=HwuxG$>Nf>E&!aQXFB-iLFdH%&)W6c3vRFmPJk(rn0uPkZpRhZ_o`{KZ~ zhu9s+Q~V3ccKoZ=>9_6A8OIYj%_+)uqNzOB9{68m9FINOM-&Yz=LAFLoM5P&6AYDe zf}wIwFjUS7hRQj?P&p?UD(3`4<(y!soD&R{bAq9APB2u?35Lo!!B9CTnC0a3aWGWQ z35Lo!Pf@m0PVaN~nCHnjo}mrL!*_a0p=S^Mb1MflW&3+U=pXT-b5J&xpLWWftg2rQ z(;t;~4$5|R1_AZNokz-fh8G>*d%%s_IVjuN(!N7_083+~XZdcrI57ttfi0G!pBsK} zQ|8&V25kKD9F*mC>#nwYN z-J_`=2MN(&>rx$VsU~p1Dwii_1?kgWe)CFeXEXx0;IaUh*qQ-FF{T371^64324sr< z1_D^T@DEYS5)zzk7rB(N!pU|bda)rl!IX)u_mLlug+y-mxLFoz_RM4P;fcnQ`BA9o z8K{YKrnKpgQIlZ`iM3&mlQ_>_3`f3-a??IJ_mYvjm|h@h-m4ke8;J+orTkp$Jm zuL@i)qAcp`tiv@WS47^-B+uiH%jzjMg~bq+R=|^t_Va75Tkg7INS$HV1KPrPbQnDI z;Ch!EnK15~sn1s~`19$C8N!)gs-p`_$$~rDGwvpy^b+&qB@#X^O#B;-<&OfkEZ*BP zUm2=uw|tN^#RTu-c@0k4iw|7t-K*Xk_B{L~*qBF$Rs29e5I#hN3Yr;e~L z0*1QYFn4hs>(4VL+q{k}c02aM=5-AGX6(pA&o{G692`Eg4*E09jW}vrWPkg1MPpJe z)X8R0Z!*V-7-Ogb*=Lpd`KDkblD_)`Brz{jEfmzuCwCt=3VBBL!0}eMhzs%1;J${x zM)zsK&9^xr)BQaa21DcOA;ktaDdUpneGfPTWmtPoh<6el zuDR{JQ7bg0%0!NC-aI-+JWC^02E^gm-F*?B4iwp+uL>e6vSNK|-r(t|sP>Yzbs=@H zZ;I<%q0#&!r4-dl49E*Fg24xvnib7sqRiS7L)J0y;e%8O+bE9HiNfT4b%Yey2_)Jo z?o)xi@^7EZxd&{bh2aE#?$^Saeyox#!#dcBiJ)Te z>sMf=r>;@qb<2*u5yu=?YH(( zOXcJ*7JKWlc_GZ3ZKysrU%3S^3+Ot-10TMTre+y?cn~q5MSiUV`!K@mLokac`P|DS zM=RdBvJ2_B$t$BOt8wyX!<$*ggWDenDeDj@VdoxsiosAw2LZ-QY*Bfuk8hy&b z5MPKyTID zANfmYj`gN(wB;RVmqaskrSf;L#A7KhDq8nvq8dBa-8+>`u(t4H+ zOZ4!jJqKLObJsnUV(+DP>+NNm&-@(i!48{sLr+jqm6`T7B`Y&a>(#m6?b%oaus`1G zA}Z^3C!X5yfD6`7-JEFo%tm>U%|L*|m!;#{uI8Q9`{rY-)g?k+;csNAFlS!Z&$n%i zsgF~Kni9QdyrpSoqqkD-C@O@j?sHERkDVa(diy><3`$BFF6TpS@>xE>d9vTPaTGf zCVZP!E&(br6w<{>UF6k*P zb~fHposKR(NVB_qE4PF?UTXp;fIj1fl=hN&wNj$3~5gDsP>x=@1-ulIjo8 zL*14AtYzQ5wKq3wCT(-8=ojSmpY5aIv-VLi0QS*ekXNXE6b!YGf}!?NFw{N@hT2EL zQ2QttY99qd?W16*eH09}kAjaKaYrN+#DDxcLMy-}rB}kDl}c zfDIXt2O^!cD8Q8lBzgVU+DA|NIN$~iK=S&pv5%hgw!a*s-(bK1lGlHceH8rjnMUCM zz&;B8**^N8UHrrQm`*gE#ts`@M6`27R&w~4FhcjEed>A@6r zC*LJ*HM=)blRVx}U|#-MWWlVSHT|b4B{Vnu5hX;XNVclQ%q( z1dzjxD6KW*5$}fKKE|c#%_K9buuSu-Yk=&EXR4^M$Sm$!+$LNs3w^N_hhLDro*KC+Z4L9K-H!sZ$N5|viqJCGz z+$&jSNMID3ji8P4x+=g;KZfs{D=nfO<^nn%mzJJ+1m3-`q1`&xvm55b%O8>#kpP zSUUocLIx>c=s1}RH&@w(?)uD_bg*Au%vh9T-ELpS)E2}PZTT{wg*rc{z9EGFHN>P3 zKP#D7IrIIv2s~fw6{ntn!zh zk%`X`RaJx<_0SWZ353eIRFW2IUvHACB?q=uY|nkem|SzoBlnGftc@u$VtLo-%;#R& zLxhg8(I~De$#t! z#*K4IgA^jJ-Opv{UY?VzxTf$?Se7o;5anV5I)b2Cf?el?i;6ObpexB8m8-#iPxEh% z>4{!X5}>=&fuOEtjjrKX50{n1ul?R^6t2&Ji^icM67I^T$sX)5R@Nic<$w;CJ7c=u z`Kc+{cO%T%%h6kLw{=)JSuK3nQmSq9wAsv)^n(to>Sg!Dow>4lc&tz^lf_IO;K0T} z=o@ISC3W1w5r5E6U%g&o=cm=|ezQezxC(qzKZ2Km2Ud}*!{-v~nYI#L=im0=2JW6f9E_Sa& z)L0ZhXp}>^#uPcwP)cs$KGPH3+D@ED+&tc<25eYp^je3JkCPtJkS0_%^A)ORSWe5u zWHI#b=*t;~xBB>|McDLz{WxM=zvQCCvBhL|K?XmAtse>5DYUmbQj(mEeoBx|NngD( zOyu2aDs7%w@Wgv%i|5Ii)8Lq==qtW;uAvN*#PAUeWJ0+mB<*WVkz6+b9L|-D+U(TcY@v;${j5BaYKc1Is%s;FOLpG!my#D~R-e*yPK?rZbs!SRn~d2lLuXTc-n zSlRg3tKuZO_*3NbLIPwWO*2+keK#qL(j7P^6L7m<`M$cTtc9lO9)hR34v-ZAyCaF1gg1&KsA>TsOAy^ z)m%cLno9^&bNOTB^Q6|(;|9%D{t;0-$HwZPzlu+W@0X?hb599yMk4x|2g?%9)CVo{N!Z^U}=CwK2Ki1fK>)uiwZU3|q;K1Wa zZ~dor03G@KvF$oaUY>j${hrnma_W45|McP?xA>g7_J59io_vczNASN7Eq@O{p4u+| z7k~sE$*BGWKt>{|!MRWL;$`=3;Eg4e% z*+GwLo!R=mirq0;sg^&E@THm38=6LSKqKOq;Ij zfiFR+reziE$fK&}-==uvF3*skfl2+vV0xK7-Oc%a_6xYLiW1)Mlu{AO6j4N%NI#n= zG_|{1dge5*SVyL}OD*y-GK<5fJMYX4vUPcpy-K*Ywuf|q;vM`T4$Lz+HTSErM|S8!$Q6yGi7Jb^Xyh=j_$T(i>N^FHUF*K zc!ty}s@Ry@Bf~k3%$Q`MJwX{o-%n=0I`+8zdOTjUZc8lJ+l3tK_Z#*S{c!JPZrQRw zB>BoHf@Qb6Zjl<5e6tMW<$Lv+Z&Gf~j>7A&?kPK^r#f?Je51g%NNaxApuraouSSC$ zW$R~1R<0XNjxK?pmPsK=NoOi8-135l)O*%Y9frssDTzwN$$<~ef|wx})BB}z2vXe9 z$?Uy%aPe3D4rmpx(6n{ryubT^woKxYz>XU1L^oBro@b=Jtr{e?v`-;iCcZ_^LAX7S{3MCr-zJ-8h@b?1uTT+a;>w4#c|?yZ3d zW9F{e{h0Mf5lrPQhz;LnhQ_07Epuw$VYN3EjuvY<=leRB?k#=XbN1nCU#9A2EjeP3 z!UZ4lU%>Oxys@HtvR?6RwjlNceD<7dxF!1}GqqxvV|Dgj`{up4R4*rN7kns4)KEsqnr-x{l~Jv? z-N!9?HZb8D?c#p@QPt=EgMttqw!7t9<88aEZ;|WTyhxU^-^Dc&qaVD`9Wm*#1|^B* zW0Dd&g~}nVkD)D06f+>YK4ZA6!ZCKy*LgVhP8CeX^rigQYKWJ7P1_Q3(v0jLFW!JULVOQ@2Rdlj5n|*tdwLRjaO^*eECIHeb5)z-cF7% zu*jFh@?)oGpJp??=v3oVfnEtd)ecGGk1fqEy<Lx4~7zp5OAl!)~Onww&K7tdFD7og>jPJgw z8G5?ZNHCrszqLk+@MfXR%scACK@ml~%PlIy22d)UkG8{gfAHp@!WG0-Ub|6W5|w11 zp~0iSeRHuT(!_PbIV6i|)J`g&vq&G$vp0Djvh#T9)xbyMf;UfienItqp-uUj>YdmE zPf@)Sp&-yy@Az!HBbs;Yeg6LE_s{h2f1YR*AyADX1gcSlKsAaGs74V2)hI%s8bt_H zqX>a&6d_QJA_S^Ygg`Zl5U55G0@Wx&pc+L8RHF!iY7|dVy;JA#{hw~+KJztvN}GME zw0~|Lfu?%LQ~1lK?SGrE+5O|unpv02+ zmZTDHI@@cLF14s`;YPe|3^&=X;{{%7VGosj89^P%K`DjrO(!Cx9Dexmec0P?EIxFU zD^$T+y=oEFiyPr`WRDNRdhrv5IgRkGcLVtnd^xnee0j4navs>}Yzf8FRl!~9))6D} zW2wHu92g#`SDd6rGk{(#c84m=Rzkb;6Gb)2Q&bZgcnhv4#k*ZcnZaFbQg1H8+}F>< z!tv`2g=bsS2d6bJ-9T(hDkcX%O(%>HcuDD#1BUQ9No-^XX6c7{CuFbf!NNu`iaKQB zrHIaErozQy^1%uqFr|9=hM~GK9k!)WTrqx{EgKKI9iho9o|kVM1UrkpiKZ@Tj7pXj zbt|f>je7rnwM)bkpO(&Eu)BjEqn=w}%_VzVsm&RgJ3cp5Sr_ZxMe&I125xyWrS}PU z%y2FucVw$=T5obMlPSrR+V4H7FZ&rdg5DbH|5$x8p`)u(s91-EX51 z9io!d-CCqX)_wfEnK@2J36Gy32@Do3bK~dTh<;7(Pr@DM=XKx!<0M3D|A}IEog0I- zRUCyubM0NahXaPWi7wNHS9i_T?6IjoGroP5E{S5f=F+l8@4hM#q1Gqte~Zz zA}`i>+}GK(?Ovted!-c6svn|5723f1LlQmT{a{2@;gT>8-uD zALa6h^Pbn()sEvoiXYuVXnD5$w3p}McGoKDYND>$gOAJ)60dFr5f;4|gD1JL0Ow;~ zc2!&z14YGcqV1zxJN{tQi1$*^WwPBilL@p}jV295gfXt{v9BIA!TRRy?C#$iCiSuk zzP5(j&}nY{$!0`*nCzzQ;LK-&MdC>0@~8dfiS%ANGR$QZmL`I8ONt0MgPqJd_i~-+ zsC4@D$8|&{*j{IA(xJORzS5}$CGiw>_{B#@J|s}2D*Xh?+s~7d6nT?!L43*L7W0=X zZqi(eca%A%VvGCNo;q|W4Jbu4#NAxnSgUJ%o~wC#$c{-Rv2(3_qK zpAa6|Ld&P7bZ_kXgy1a^(XWf|vJ*FCcMRw0rG}YBc9yX%RTU-^kW?4(t&BW?+u17_ znX6|QQMr}CE5AjTR`RZ)x5Heaig}FpJqKc3@l4xoA8Azfrx|Kp{lvbfpb$rp1aWYTlk7{ZR!@n?Xqgrv?0AK^Fdv*`npxN-l0>qgprml zITr*_u8QBP)py(MzF=kCzCaK!zMzC^TKnv7l2d<3mw}6mK#2Il0c!2GgNhgy#OUp? zK&gi>n5ME&~t0Jd+QgYlg$?T1GB|1`Pxi?#OSPxI%$4bH*% z&aO3J^NxSc_|DGfkDpxUAGAMbe9TN|o*lqK_&;ZSzbFmZyyKrUKBhBE4Osi;pF_U0 zPc>lWo9Cc>XXg`G`6lSkDc>(j1N00k01rhu>Er-=w*z=6%1Lke%gX+_IRlpR{k?4S zH!1;;^8LM9^Ec`Mmhv&3N<4fAbx>dXZ&AJEiD(#A6}VU;jgYF+|9b!0C4xqJn71_l?H~57rDWhP{lT{wSRS6PE@f zO)^|xe%C;^@D^V*f$;q}*U4#_NclF?XQO4vmt_dLF6lpaFfYa>ye!aQx~BEr^*DL) zyX%ow(Z}Gv3@`l0t2N_w)i*Yi3uxLx584cT_Ae@hPZSCtyB_5Y1RS1f_N;t&Ju32C z7On1(vKgrpjAtJ+;HL;xAO&q+F$~)g%96#da@(kTT_XQlrwcbt>24SJ*@H#2k-E3x z;Wu_<%#9`kVYl%TIbN+vIJO6*g)YL4fW3XnkvZr(HFUYF`S~*Dt;28hN(zxLKGEVa zn>^et_W`8{Nw-+;I>EV--LjN7fLp`2cc5()LncSR36sp>o!Nhf+wUv6br9U($6N2- zH!thZ79&T^aXNUkV(+4&s_O$IP(qzPoBzeyvKIw!Lo4sWC0{YacCAuS#4UDSG)n z;Ir#x4KB5Cr=6a8E(3!T*`uqJ(~>$9*=yLM%dtp@epeN+xU&a2H!nn3s;CQl4P#m{v;}c#f>d#YCXz^&(YD*EVuT7Es6-4{ zd0L-cbQeplPb+!g9?%>tgxX^HumpZ%v#$<8{9Ct4UtERRD*M)}ct&*Y1w5zS$A_=B z=J!O&Akl%S{)J|wji8PzohgFc_-d+SL4gQfie=L*jDz6A!nckpl&!e!-P2`eNq-qf_z1zaoFQhB;fk7TlFaxpGLWLcW- z{IM;mEtD~BW7OyE1>N_gh=IPf3I9%&UtJD&n2LzK zHB545>)tBLOKgteMqs$=sIpu~uN-q3XJ^I9(D=Rc9b$SC(ZwAjTG7`#fWE$hEW6}rgZ9go#EZ=I0yVQ=U4t^K@F>%gi`I1a$Vw|Tz|C%zAX{t}EGcTg6 ztX&(wo@MG(b6w8Sh6Oh_bgt%G2amq;%uKPHokKaQb6+{4?`*eG@ujT~W4j3qh}j)A z*Ya%S@zSjh6kH^&_|{DpBAB*|-U&4gNFtS5XE9Q}CP2`{@SkgwN{VX`gb|HK33U(b zp0)t1^mtzyO=I3P_9d$rrO)%QQrszgSF3yxmP3VuVqZMCL?Iw)^%2ZMDn~B$B`NfR zDj{b3L95Rs*S55(YTi_ROc#1GMXmM4BjV}sVj>mh^{0AWt42BP75FjFc@(*0)+k_k z1|L_?({`9nVhfAlgf-)Z+}rE>XhJ@4@9W)b^B6CqUeZOhR&f^AilU^edb&J7e-y=~TkWtR!5 z;eKljM%AGC+z;2N^b$1IdMf0=yF93y5%jnPBLiPa?b}N~(d;9tAUPmTB9ljNF1lvr zV)UXJF8Wtf?!y*J~ScE_gix8+`5dt+VLZF642-L6$ zff^PeP{SewYFIplM^CA%&;RXyj*ZP{u)--Z%&F4;x!(jDj{+>7JO>^n_a4fBZq9(kqsQItFURONDgh9Wp35=`EFOiNI`Q~B zX@ttue+!SElGFdk7yt0v?tdRs9vudK)SRB2NJ?_*Way)KB-7Eq`7Wpa&10fjjxASz zEu_C_CgV|d<#%bO{0}s<zo zMm2dW+LOFO21S~C`yot?i(*zmV2#~Cb5dqayeo>PV49s$L}o|kcolPGTFoHx5IAun zzqYDp{V%I3;?nMEmR9?4#tFJ zlT59s6(42l)f7dnEM_jYA*LCKu@3J4$KG2&<*{^&f>?myPJ+9;ez+4L5ZoO?aED;Q z2|)q`hu|LE-60Sl0Rq7t0>Rz=HGG_Ra_+hBzW@FA%$ivaGy1S}+SJk%KUA2ok z44J%T^}O)<+h?+`0pGuSLi*BGYH7Um(Ib;Lg*CuaSozKtL~9}5eF^cTlj&!?N*O~4 zR=*~5qO4+C0gDGQcBFE`E^tD0W4aNDN8u^%QaZLa3l5b7Nz!ry&Q>o@>$q6yQdQ^5 z@}@PYY+RjUUZDCSHuq#D;5zN)XM9ScYg}Op?Sw)s69i_~=doSAij)h|V#T75e)1gT zzF#7M`lebU9`$^o^Se$@b})0q8fl+>B%Aq@rem{#D7dsfznY=Ils-f$DE~zV%zkOL?kjt!;&51txqqqrPfeRXz{kRXO*rQ zHhlT&bbc7q3c5cbdZE)gZ2&^wfrqI#1~*YZ-kew-Bd{xqZb^C!-Ofoc;4{YnA;)@~ zv|uhZ+JwgYkccdq$_Wq}W=}$kR!89ZNvRtJ@+~icmcQ%ujM+@n^GN6+Em7*0iTT-q zxfWB{daU}T<=4oMn9N_)1+YW)?Y)+`Np5v?uAjw4ELr_>*`;L1dE4nsBe;~e4~@vx zYK!YV>*b2F8A|4Psi!a_Tt@jcbA|WEhlHF!PXxH6cbD42tow-e1?7~Ot~rc`@xRz6 zba9V!3%JqJ(GG1k%c2LTH*9fL`rX;8c)0SQHL65zBW2t*80r(bt+i*j1=Es>3nF43 zyEr*>yV|q|HH)-CI6O{xITx)rQfQ!V1Nfoda;Ws@hlR}c9$#~2cL>upT@vLc5I0rS z)9)1Mj%Mufd<*KCvG_Ul{K?K6j)7_Zr7!io2`~K6eM3*=&_p$p( z_xQL$46%>W#)j^(_ji7$eFA6fU%#)*2nL zJ#Kq?RX;{3_$4$lgX{T4Be^c?o+9*|8scYHmf8B*F$JNu7}WkTo0l7xE@0DaXp0Q<9Z0q$Mq1JkLw{cAJ;=@ zKCXw*d|VHq`TpXu`pfxZ|9z*zzwfd7`^^0>(TM+o+W+1Z`G-AL;351gdHr|RJ^q6p zD==04bEy6M3;O;xf?z`b2T}X?Jy!qG&j;qce-5?(hR5pfsQqU2{olKw@9(JnKXySM zSZMxp1NzT-tiWRYAH?k64#oF347`?o{!{cS-XSpWWGsQrT; zE3ifI4`TLj2jlxYsofhX{~T)npvMYqH~oXC{bSp9!Is=VhuJ^pu>#wc|0!nwd*kdM z^;m(e+kY36f6ikCwyytOJpNga)nANyz~=;>9sO&u__+QO)cpUn@co49p%ebEcUb*P z>+0^}p@T63vYXhvyi5Oi%G#gz{#?~dLc(lk`pVA1)QCizS;5fB$;82igjw9=wYjm0 z(lb$Al0OS^{m;`vw7J>2m{>``5Qxvj1iFjTbO%A~Ozi&&iiwk(u ze+@yPySM%;5M0k)y}$nhiV1ix7=qaE`hykt18xBagEO%KTix!Ef4Id8MBxRV{FhfO z_XT+FdkS0yxYqv_WaYTas{6|c5MQ1!#l?~^~qm~{`C#hQBuf{ALh<1wfBH8~{B6 zyAX6#%Jo-5~?w z;<j_yZ=?Um1WWslMjzU7&%I#20`o8z2j?C4-cuSEFdg6`0rrpG;djq3 zVA}f&*W8osT^I2Hr!TOO{Fb_BK`s|W(4mZ$891nT^%ndHX4m6pYg#BLXuyft9(!<;C(_HuWIquW<@V9RHV{)f` zFP1=e!@$K2y6bvy`o8%OgUZGUJmqHN0R{rxfvhYn?04hw8&!Zul^t+ffk*$(6qw(@ z5IAY#t}PrOpkE%u!Eb4HwtH&0=SgrLHo!x{3G^;NU#xdS488^dLkx`8eaQzF0H^OE zJ3vi5Bpd*hu;2F#KvQ@3e{1_6+rj=K5ZF2I2<-t)Fbe+-_FB&|5uOYZ=?9f z);VqN-&hWuzGIXBm;zt_*ASpM4$pd0s~?P1lSR50OSG05g?ja@2m+fU|ANRi|%E`?@j$r z(!W_EVEOxZ_($)v-%DID1WWHfo`5?6xcZIu{@5F-{ZJu*HXw2Ue&i$p&KkdifJWjV zVF$$59fxuOy$d$%05|D<9*&3HoIvD(yI|*>_dR-71CWygtWfWpe=mEvIPdx!us`o> z1}5r2f8X5!vEA|hUHLnq2XxlG4Eqn%aeoPJ(q9|)M+5(NzrU9S)5Tqh`_yk;^2hET z?T2vy>#lo};^et+)_s?NpMnJ%xMHv#xU&TAG{c>E{QsP${<9nZXAnoQRQv70A5$Cc zhZ(}X4Fd#~0|)>F@CCqG_waWs;y)W$aQ{D$?Y({SJKNut0NvXQJom;rc(}oJvI80z z7@@ly_g4L%DX_H$9?jqR=q|@Y4fn!;{l47)IT8L&fM6`ZwSp<c2VOFgs%JQ~1RWB?}M@%cT? z#&b6V0G9>d|I3I2OOgQt{hkK60nC9mg6p}b0dN`&*?|wo!1w_90RtV-kiZlPoD(ns z0BnKa9f1D4Pd`9F)q{Q`#6O)k2+ZKcMt}!_gM;OdtNZ?7`{N48{YMh$EnwO1zqlqT z%n6PoS$Dh!k1~j8mc*T~`4q4Dl%?As=4tn*tkX4g#-X=p&7nBxjPN38;$axg;=wqA zz0s?l^Q+gl)h)KOmb0gxC(hfRCxVw#?_#9~Kd848*}y5j?flRrEC?y>6IB!PQ~?4& z<})=3Nzh=Q1&l<4=uOSf%8$ZmsR|(31ED7}@bK_%mddcCw!u?&PZl!b=^Sdf`*i| z`*4~teF0WPxSiyQFn)lOU)}5uJZwD_(xL$k%=&2r8o}@jsq97yq1K29RN|igXw-1K zn3ZM7GvUY=5YR!?FpJ3La94Cs)1e*wuV}+i)36PeVUDj5SpxV-JcZ%m7seJ49*G&G z)-vg_c)&y1HS)D7h#{tLqWE4*j9rAbL7zE-AV`S!^cQbjZxLYLUcZL*ZMWlgLHmY^ z;0OZ})+L3|Rb>>+W{!e`@SD6P^V1Pnti2(zMH|6>>GJ$6g%>`(ARQHAR_!cLP@V;9 zBm8LjFreY4Ao5l{VcJ;Dcapw+c7}u{oBF2oDkcLS{_JGt`s|it{1NP_Z^n%tkFenh zN^4))slzIFpol;d30|K!sFv!=dzye$$|uMtAU)v|4a5?p&zWD!nYXpU@+!(XGL(0s zttGs8edjDBO09`7R0hh2X;i^J%w=Rq5_G)}!Xw^Lw>pc^z7QTXPac=~gG3F_Zo|DS z13_2SE!#p+8;E6Cb+N=~Bzv3Z<7vmm9b1bm>aE^CylWHYHPppapT}Ox_ufKbV=uNq zV3nq`_^2z0sz5+s;h@6?1wV#@x_v5z3UeLZ;|;QGBUpe4Zarug_|)onazhRkE`-_f z_{@}n@T}O06e8T4epW_U9OBI-)J@v)&GgDG^`XAvje5?li)4XbNlB}Hcq{xZDvE=D z!^O4XjLbNq8z1b{-n605HTNji!T6Si*j9#~&25+kiAe3wbO=YM>v0iL0o9BaG!Fq9 zjIE=1qnir++mD>;G)S3nrvWz&x)4pmkiNGaHgHH=4j%rlbA1QgF!d>E-ZuGA(4E`f z$RE>#XdnWFeXjOwr{6SUK&JcDVw$7wUo*ah5F$njZ*qp5iNl4r^C92!KE|R!S#W7> zhBGKZgUcoy8QRCa!X?{>JD=_J7GA1-k*a57(`qZ>@hPv7zGs*FEMlZhFG$;V+4g+q z*Y)Ye>01cjGtss)c4fOVl>kRw@k`AxsAAOJsi1GvW1K%^U+9e>Wp-}*!BdA-^72`s z+ZTM`+6#BJk$C%4+$(OM+M+QBlDgqI-)q{WEw&%izr333YF)9fB|>5v;kfz8)u~DH zU=vbE07_O=mqq(KA92Mm57%JKb?m5=^P^AaW2bSR=V+YOxvhGP1#YJWR>|D$pgFp# zmwwf4Or}vG=O|I}MDd|VZKrded)KLlncpvrZz3r0E9|1#`j@=CrU&2Sfel5T)fyf7-nm7rCx zdJZT(p(YC+SBjA8$^hz%fI>8a=l(3UZPH1$sPwcR<~tPjkp8|I_^u^gku@#|v(_v! zvatf3Dh=T_LaLXO+63o140@lq-zi1)KhJB^vd7*f4Oq4r>Zv|m;X@fNWqo3VI>ZsA z;(T7N%K(aH(Q610JZARprc|@~wX%KK^p2(FCDq2aNNc*1jx&phWbOK4m5e$UbNkFx z!+5W1Zzbk0>Kl&=ImzCMx0pR9T%}@-$QDMXF1Db3>B88vxRhb{x#sMMr;krn^|Ee{ z;cUy2-BC@Ui+d}EF>Q4YTmO4ihWCiCfj+FaYVaz+r)5-g_*n` zqU&#D#eJL^UG=?`r>Z92v3>0M&qu+cQ%}Ol-@LMavfB*TBoK!$mGL(PtU#aohcTm$R2$7^|_7Lx?6!7hK52 zZB10D4IfK$^tav!eZ2wYoRT4INtGB)#}G`$*;l8&oN(iUjkmI~37Vr*a>G-9e63Vr znV7vtbNzErxg){rE7FaJB^_+1(k?187iP9naKfcHkGuY;aCyBZAbd71Ff+r(XFjsXtA9l-82HBMA084@Y@Kxo`Uknxv}J!dQJ+)Qb}h!k>6DJ zRAh=QtBh9-HRrk`4Am`%u@-&F984h%G6*R4xqhSxayx)55c-oLAy4wUUL7q+vjpmWyD ztC!)q7o0N_y>Qr`)b@Ts-iTKpd!ILp3{bT@6t5K&YrgB!A zZ&|1{xG$|Sltk?#M$ra`5R|v-2IIyTrk!GgPoF_98kcUjGam42=2fd^*=wM~o(xXW z_@!FIKy$vE91PVX(f>6eh^|9Q!(ba7)VNnp;hlGiQiLmx_5?WSz+6i3R>$E z9T_=eQ#)?w>+R&PRjy)*@_OF|rb9`jGNk*wBx>E;SraSyosKG+RD_z67u2Q zeHmpK{_HIUN9#V>dylfP>WiL0sYttQ)%X5~HX|n4%x`noDo5xeTxKtXPv2_QPqylSI!RXbPVkiaaWLlsFj;FZ8y>$E6>O_)wq7a znj`o@k@|(7xtz>Z$<@{pd+&z`Y%A?1X@b5*D5!q895@svnIq70T!x$Kx?{`8{^1r| zi=u9B`^LQf>|5AH4~*E)QA$@ud%=S8Qm%@n+9T*j6{^^nkNZEmKFO&TKVJ9aqzuF3 zT<1;;&Ipn8>|zMk=R~ebZrqt0tT&a0Pda!Xu*{@=NLRX_<30EdmVDA`IM$tbxn$W) zgI?bBBsRVrmr8>F>7yMMFBR+t20qi&ALxN1#&P|+$M#Nzxd%@C2mL>}b)!&DzxGR2HU4@XgwO$! zdhYkZ#qZ5e53ca`oEejvjRoq$x#e$@Gg%3;o8k1q2}dQLRg{XD@W~ki7!3CZn_Uw2 zJM=2OhP;kZo|8&A(aFGJ6P%}3bN2K4%A8jWs9ET$88nb!B+xHxUDP}kRh3y*_{j>8ngqU}7laz0pJ8zuU%f;%i9LCsp*GsX>$8m%T zQ+79K#x&pIMicLyHwUIBAUNwU1*aP=%?lYwl1FFGURimW=%$(_4Z=Jk$}HKiU?j6J zIE4!TPDdt-aO^)r1XENNHP{m#<~_T@fuOc=6(_jZakUhTMt+Xa^dj{u zU;@Z5#h867;9v~h<1^HmcGX{L@h5Vs%kINEK!ldz6OEBz<0UWHsIMNZeLEA)K>4;} zhU2yACRF0r=W>frwu~vaLA9^! zlX#$nRoJnCqPB;ut8g`A=fX1{hdxmDX~u?R#^4dW=!Z(%nACmNPOMwHU4+~cmty!= z%+m2q`g?_SERTJh>A$WaU#ym&u0C695mBV6@}z3Yz`cPU#xbMb6Bo?ZZOs&;@Avik zp`@_0(Aa@DwvXVS06`BW@rf!PWmDukmw+Nq->c+)8>(?gQn}iYHh2$VL)Q zMea~yk35oEWhfu-__wV4&RCNz-TelxUyUf;?(pVf zTI;1rb`ylsR~dSDmfoyiKb?W&hOdxVhox{0k28lXtDyQ?ktOI1eDC_&11PO zZHrzGPKU$TpK0jD^P?L>*DgauS+b1Zk$mF{1>{^`eaoRhm#p;13d4;$Nh!5VBw?JY zH%xOWgez>WE_=Vzl1(MISw*IaES-Du^VxJV-xS+^f?v{wwofZ;FbtbDKYON?b^f^d z=T22=+ULnlmPu7ne zv?yMm`BbROC!$D{?+;n+I*<;kmTn?=8(9+@Q!Y3DQBBfrcR<(F@=P|H+|v+sX<+V) zeMzQI<-lvxrq%F#m<%O11sfEhca#+Z)QBb=P*u>E-{X$de4&5M9&AOIE+xQvf3~uwB&S#%)R2dc2Wp zxVUeXZS0p(w$5a*a**A%B}8=o%}gG=_^$M1KKVsda}7-Av^)!530E_(a3_9)`1`FK zjYf%#paZ!sHT@zFG$TJ{w{+j=67~~K3QC*h`q7AQh7v+$sEWBlCMb&Y>FhpFh9}O} zqc2SBm*?b$VVgL9a?Fr8oc5#A89JSEsp%{2sn)@qTJjfbK_T+V$XnOU>R)Hpjk?>E zTaN~3NVO{v(Jo=d`J06_JS#pR6Y}f0LDwvmpKR24|J2O55@w>?0q9XF3s(vlfoa6V&WU>@iF_eyU_?%QuQ~o&gzVdob0SemVv!{HHP{V?J){ zoe>dN%f74r_~P$UPi=Fr4j23+Dm#V4zUUDaeU8F|ZV8XnC zE{pdxWxkvDh)MEZ)aW*9UG=g`J$%`vIN?- ziEt6!oTzL{==++%-d@!XjO^&K=^oPsbvP(;sNL?vBbH|$&f$6aPs}dWW`>=veN&$g z7i8PZea2zcXUIJ>&XdIUbo@!uJ{(uek!MU+UKtOYTjdj#a<90;#Ll4Yx3a8FZbp{q zE!nROz8b{*qN&Q7qijk(O!P#`G#570=EB{G>YUYS5pHf0mR%w!n<3+Z)3;C_A8Pz5 zasf(Q&iJ`TxVXPC+n2y?J`nt;f3+M{;< zcuFX)-JMWSboSL7=54e>h>Au5&*SDta{Mx>&p$pdv3E{cr=U%={lYw`HAuVPGB9Fx z{^Y}!|1+u68{UrOZ}z1nl6>Xu>9_RW1nBE(xHsitlWj*m7Sl=A0l1AFnT@ys?>&OL z#|WN{ks}yf%*qz)j(7?E`ht(Rgw-)1*5^P5Z+L>Id4z1EvC+FIQKR@(bFpowMb2rN zZ}pjd)28uOTp3vc@!OIvMCsYl&Br`HKaW%_L@jfR-Y6Boe|LDwswQo~){1P1vpf9B zfrzguJotr+YMOvenVRLYieU7@C|jx(6Dx=~LsxNF$SoW3B%9P+F^cJ&dGy zjZPv>^1k7yP@nD%P?QN{BZ^?gNoUdm{N4s9*Je?v^ZDu*B@NYBU4aA`xKq9{;YPVc zST9Al0DXp6l+>6Fx@i!4ZZS=$ zGZCOXa}P1Vr+G8nX8ZcQZW2>PjIyoiU5-MF?$CrclnB4Jjf}nAXO)q9+@y#e%)zHg zrL4C&0ejIwjvJ&LJw87mgo_KV)l2yt+oj{;PDd*x#CdxiAH+1vmMfp#s=p>A!{(RN)&8JmH$}e%K zWq#$kd>_Zy5YrM|d(9XteZaz*cf~;!q2k`gx%o05=OP?i7i1{Ly>W(&=n^^q!%6X% zq9!!79)@%rBs=5Si$k4|j%CP|FDEOp{BejbC3FP^nW~6kH3y-h#su%awHanrrw~R- zjMxR=tZ~qf=!vhi%Qa#a)_#7>7lmOummm_^RF|RA${ogdC3@W5?2>u*6(*w2d}ivk znhgC;wuy)t7y zo(uAFa@ag+&5L>^8iro6?;4i&w9N;*?;wT1Rx$Olct-ydlT+OswS}?@dPHM_FB&CN z2xV5LdPn)jd>8K|T_dLrx*rppw-z%WyX=@(l;!ym;Y4W+&{s2aN9Inc5ORJrQSw|G z^<>7bc+BrI!Cz9eK$KG)Of@iZ0ik9V`{B76!W8sG@6cmxKDS!gCIm!v?w0)E$0E;K zx}#EC&bU;2_WR^zCxdegXxg(`VpH(v_@c*>=QP33Q5LY=C(x=4X(oO0ns`znI9&YG{n zzK-lwKt2nuSI3T9j`7!3vua;DZLvv_+*1X*(HLLt23!(lITp-JEhCm0 zI*=JrYnOd^sgh_6@O@GmL4Keug4Bu`#mxTT;1B-Jf>fD_H8NVv3WJcWc!3uqbivvj z*GObajFANhhqPE48joDYY`@cIk7p0O-9{QTkMt3nRuNXB=Y$y!GVgq*AwF29w>T*0 z>uR+b%}R9o;iaTBmgY7`Gd;QXU}j=lk8N=DJ_^y|^*~F0k<6AE^-r1W8>M&~!a>vT z`gGD-j;A@3+&ckN3a=9#`gz3Rh-|#Z4tj1 zM9uKvpk_ z!-0*NYRGHL(daBTUkQ2pU&w8bOG00Uc_xgEg^kOta0b4XscNHkb9PN8I;7-J-U~#o zsQA^ppjoUmQcDGM@uB;8OUsu2D_?BkL>Hd=GM3!Al9PZ)Nr#KB+2iB4)oxWOBc+A+QAa)e_hRUIen(z9_}xFBsd7Qt|@CT*&JGl^%<8}0&(j) ztz}?nN-E{t+z z6Sq9?^EXS1J(98_QE5c2Uu^L@>ji$d`QiQ5(WvTE77bu_@MqAXDU;w(+UL|!Ul_0$ zXNrHM<+86eH_6whQnjE>?qh*ZX3s1v7fBjqQZ^i5vUXsIKpW>XV!*vx4oC4B&F`93xU1m_Hjzaq?Ox z>2+5BqRN1uV@FAyG>j22ihLO+csgn~WobUjzv_XQ(veAM+A@$gd?@e3oI)eTR!hhe zDS_x7d%)scv@)P`Omf+E!58u&S}S$}43`tHRG{QP5W1 zh-{3+|24b((ltY)899SBcc5=O^V?5Z%U`bs+<5z8);1d3^dNCG2YgNmn6cgY8ou&~ zh4XoUbP$SZFi%`U6c&R|+$iR|SqOCcv6ZdUm_u^l-FbC2ct0vLju8KNB=(YOcc`X6 zx6FQJryIrmMMt@Y=9gH)aHMo)4yRo@Z=FP%6UC5(-kOh3NIv!th?=1~`{ppJzG^{- zDTk7%Q4uRlgHy5}F215I_-@f5RF78up$#LOJ;)88huO1(xv|Yin z69IEHHtG;=VlUq5nyvdLlBQrQ!T97vWLP5WvWRtu7aOa@_ZB+mPD^@B<1-m-gBOJI znCYL296r0-47n;jcd7q&x_@-G9gj6!l%AaT(c}}&DqY~@Db9p6@8r(3f#MGVn@LSd z$EEn?QV%{xURKHa&-@2J@((`kPL1Kamg=#djJY{1tn(vD)~IGeg17lxRtoYR#rJ|d1gDOE!0=l0uP6%au&zCQGzRfZ z9zfsTaort3r0P=flj}PUrh0d>@wBKWq<_w6$>(H*qv}Ft>BEbwFUgyMAG4Z9>AVDlaW5 zD@iXVC!xU#eDjpFGBkB0;Q;3l6}5FG(PjjW?PX-+0fLkRVSs_Px!i2Jz~Lm0#wIpS zz=BBxW-&uMDHC&3GpD<6rgty7d%y^6h(%zQb~3awHx{umwKBPTsO)57tp+UNL}1o< zD8a$b3RGZb=%8%kL_))CXXs#JV`cKn$;jN)6ny1ySM&X)qqDWOp_93-%}aAfJ1avs zS}>B5=0N3K;Ny!Cep`3{mopvz{Nl?Av<-X(eDP)D;`!t1uU~wDxaa@s7he}RmFVeV zEVa{SwH z1yVhB>u+1fPK%3Tn=TVgUkz@#y(;B~dh;r7X#*Y!Dc@fN^K&}}$s?cK@^Zl^Fc7}k z6v8CZT9AD?e6;8M z2o0X(F;wrZ+~)->2rUI>EGPp8NS3zrNLMXLIixY%cMh*fKb)LjqLaYj!uqVNl!jiv zhWq3}Vow9YLS_lX(D^`=O}MDw;zJ1=E{gHy7F|@T_pNXn9fa@P+#H4iY7-3XY7rR& z?4BgL4g`)AKgQ}?aR{$iBo<$HlG_+65qb!py7WEorwptwU~Fkn9+N=s(10+)sOx7$ z$UlG}%w2qPTF~3DLd9<-xGq9TVDCQpmcg8XKluiT-o6g(SbT!YfVCYe$_JgSup{M@ zA07$Q{*DCJClkFjNWq0aa2fU3FLNe?1!K`=L%}D!fd@jSU{BuD6@>DZa)EM>=2V{( z%KI%TVI>z{M)3ZgaOPvzDgATv3_B^%`i!Tq_s7k^Zr7}9;Dc|*clbPg6OtVRUp2Fs zRl@9+F=CX*nb+LE-cvxl6m}TTS$+v2B@ZzSw*z%m4fz>2^vW9M)=!!f=FE^)!v`}T z=_N$pW9f^G<4&>W4-im0C~R%JLddr|Lw@ZLFbFRo+CB`>aBR0`MH^)Q(6>~&wWlHW zVGN=WVu3i?JS?T=i|RmoQq{QIy56ddRK>=@&h-QHTKS;$Js#c@VxP3S7z$w>C0G~; z|LhfracNY@+xNz>64$*yh29(wy?D}AYS4N>NjNgk<8h7d`#tS3I_wpD!s9>+T?*l~ zd6`z^D9Cnc{e|1gIq$}++m|==eYXWiw*ykE;fJ^!=O)DDbi6maL=FnWZ!lux)R2qVi*RJwdvkO z_3PJ-mijtA%ZPmSgnwfkTkHVJ_vWkQN47frb-ecIs`L2AA=F_6i!S8e#gW+=7pB1X zE)eX#YX;tlw#~T%?i)L( z=$a*n__(8by3KVzM4>~OW-hkGYl8*`3;dutYR8WJ%W5hioj5P6iT%fvF1jxEvadrR zy{U-o*bVbEIfw1f-_k1vq1K}}VaZ+7Nqe|%?jXg?9ZrTs%-F!98wR#0W6owB3hh40 zU7v2*K*Yvif1x5stA9c8o#Z>w<_gw}Irn1TSaWIZ7)EVZfi~Lg^oV%@Q+IV5s}9Lw zHKy4d0A)nV(2R?N!w6vK?Q-wh3`=m~6;cAp_`_oxf|7Na|yjjIJ?E zTH+*Kl`5i5r?_qAwH$JFH|EzDx;dQv96iEQVuT!TtVl;elVlyd3*)3(ZDS3e83wD+ z0vjr?`ao{IDq-!E!pSTC3Nz;(MZcg)ErU^wrbbq4wGT4iez62mw|uXSrG-;|-XnAo z(_GHD^3BbSUi%!X)cPItF6|c9PrLmj*m&om8N>PJ4974btCBshMG}3BZ@unBN%1GATIw z84@y1!bW7=gcCBA=ae;e3^v&YT6I`I5-I7Ox3K-7dphfqYa;EkSZ0MlkCxqp-}YVr zomkuDV-=im1Qnr~2hVIy@R+4`p;>70`3swO8rfQ^Deyc)LY$;su#`g-LJS1sX^}bT zHcz?V#k(Ib_-eN#cp@>d9^%`7dW$E+jYYMcE>c}LAll3CIl}D#KZiw_VuUBuxi^`c zq2_=V+B?SE=Y=6Xw3x-VcBEFi^F3}HCA0bR8|M!r5;`;*ck$Y)&owALvZl%Q@!Di_ z2`@g6*{qtZtnF*=%E6K2o#Xjqp$|WL`@tyilnucs^qpRj`eGoecrG=zL~tonY9qRG zmn{D-Y@NzWLBZA8La5^{|6V44<6~59Nu;NbI#nV|=eH|E7H8}>$@9gN zo-S%_hSUD@;jCg_icQoM-se&HBW7zmE9?GFJ@o8l^P2{7UyIhRdg{3Ad6m6bq%Q4} zFjddKFrQ<4MM@gu`<*s6n8DdD_b{WxeIwrSv`$b~M1Ga1Rq$@P6~FCG_1*x1zCwD~ zLa%6z)i9Lzck!AM2S)*8(?fxa;Wwlt9729&Y|dFE*~fjy>BOl4-`(;$eVBg54!vC5 zu&b|(!}-ar^oE(0-sI;drLMB<_B4*D*3(A~Ys4BWRe}AN`Lds(4!;%>nY$bOiW4D+ zT7g6@CuSlQJg+a4E)-{dmQr~-Mt7bY$T2UevzDRpE)$LW+4kxvFTP5C`4J7RM9Gvv z*c^_t&GHbs{Ot*fK-XFCMXE)3*nUOTW@Ak_egwhA*ldJf_@2ryj$IIpVpWKufPT_nMh38mD=74QGmZ|k zljZ{s!5TCl4|%n<_aYy z$$p(i%d(R59JZ#Jw!n`^%l*~gd|VMGpG83ilBSoUjE!26%Nq}PK7ozvd;JJS!q2PD zoMLX5&;GVxDFx(Vth=5y*FUk*QYonSZJPm7xsm8N=yLD3sgWN~grN5m&0OpBo@C=^quoe7&asK9-Q9$?X}Y4!NMI(~pZW;|bGs{Q8>CbiU3KE4nF6 zn`)8jH{9-x@0a-SPKi&bHF8vUUok?xC!awjb=QGjE61EKBFa|PpI?`MlW;M)zC|OO zfVCUcO30kv$7F2&HhKbs-&lz@!GTBfGz?p#m{bRfM!sZ1sKEQxbu0>NVrw>e&j#W5 z56K!IH!cy~xrmOQ>xn%cs~4peZyd@vQG7?s(ns}7Pe+9*!M;Bd#nSaeEFA~f_e@R#5mz_?$B$gHvCH! zSXnBMgcOi7a;HD4q^+eKI^#CfnmOgJU@w{rGI!;w@*j>57INqk$n%eMi%*0vkro~7 z6IW^Xgj&m{bmb{gr**NYY!(};PcRD~e{wBRn5V)a6f%Vg4?7I7Xw*`^Sn(mRZR;fc z@Da;0>nH0|eS9%*qwf=AMpN9k`H~&=Wa`MDwGyfwDEFI3RB&GolayI^)zoAyE{DbZ zELXpIj1z`fp2=NP1QY7Qnh{&<8FOH8s zbvJ%#rlOoFW&8vwIiz2aa`8ruqB=ln7dh+DGLNcKC_UGhxE0S6%U@{zx`mNz`DX@< zO4SuNcT;YFZ+^W?{$csL5e9+x~K@{ZRtzZM|n zVLzx@8a~}~`p}K~c1tsRFr7x-U88HV{AOd~wmv`~uZg$AlNd|gRsU0r^+pMmbHmzr zyiUK)t}SPp!8xSg{L_paq~oip2u$ZABY~cPRi=I%X~j6qUkq`Inmbn{ki^_A#{Ecd zNzSX~QOK9%p=Y4NBu523X}!I?q}1!b+ysAZbT+IlD8j)CBe3E()JL}UHlKfXszOGZ z{L#>V)`^+_Q0+*4yg-6bt;cD4^U&z(d;f>8IK&00`!9Nr-%9M-c)+yJwk6;V#Ws$h zchWnW`lp(gK5OI3>f)dmsBL)E8DU#ywTAoZSS~xQt9t(C``Oi8=#PkJI8yJk)R#o* zQS2WVUYw7Lo2b_O!0(R?RpE@F(zc>;DPP3Ywo!RRN)Eko-t=B{cl&)jXpW8bJ4?mR zi!ak~>hD`vWQz6D=FRrP5>(Vtx}@7OLllxn)DdbEtgZA!w$4E4iZ-()r_U z^}I_qhijtK63*-xTT$UQ8);pEJ1Yf}LJymM?|MR1867#V)Mcv|Tj@0wBbLwKSvto>2~gSz zDXKmjzscgVeYE3`@Ge%p3Uj1DE1Hsva(mU@xeLKfbjF=-rDv43axt;taaTdJ%e5_W zAgt@e%hF(PTNXV9V$vnT{W71knS|3XvuCe3)!tFO!T-R|=%TplWlH03o_TUeZN8(Q zWvXkl$=floCF-^u!j^RQ_LVo%gtm0KircF(`7J9Z8*?Q+H;0YUr?X8z-8;l_3O}a0 zfCRD!1m>#9$Q1+C*UC0mRYszVkSt48op*~$-&V3Qr+i4n-nBj?%|{d}3dL-*-}Q<2 zy?)G+vlo-SZd^;gP%%$1I%UR2Wl51ndDQ+@Fr;g+%b@{EHgY1e1{dE`u6rK4TN!2O z%i#H9oCtn0+nWeXM{N;WMdG}Xjx!~E==dtL?$SQm;d#%qtQ#jp?>N3euV$@D%|mSw zQO~{i8|@q2+DklL8gPx-TskD{-kEwzsuUmgqDwq1Rn-oMoOM_0;*R`rlM#^M@cIs} z_*Pp^ZOaZ#gE@Mswg^z_7M{F56E$;3smZyg zWNcrATEN?PQBLjIVdpp+y^PQ;y+yrB7R^4_^4c-FwlZ%&DwRlIUd54e4jZ3~Xov1% zdrMd=dzUrPWktYS!9uBwryV3ex>&kvl1wJlJ>5IBh}h&J4O&L_9t>cQGB+7P(tnZds6bIC_btS9rRcdMVoV&D z(nbuS)hoO2yMu4?o8JVA&T`0qVk5Zi$d?p0yMX7*JQmpv$tE#r0C9y3*s+)KV${?z zcICZ!=JE9nBTtx?nb>pb@`36G)3SBDo#vYZUy9V&#&r7~spdHz9q#pF6*k1IT%oFU8a9A_B1pH<6$pic#Jz7TNTLYBj1F5>I6X%%*rP8KQmdIi>lT^?Wyk zCsnx;;Y)mCTP*>GQ=|+lG*XvuUm%IL^M9yPX!af-pBgPml)1W>_#aMnHSXBtuy9t@ zuZ@*uN{Axya@r679QlHg#sa$nWFmLfEH# zp=?r3+7Ku^uDR*B$f7)TfOJ{nqQS%qx{b*;$u%dlc5Sr(^(Ca>WONs2t-LvgeiP9~ z-SnUabClr_^%{9CK)&|aCT%6#2pR1;(P4$ss1gPWp3H0&eIGB=#m9pqZKLxqlbo~T z*Rq3AG`%0$NUsVnx*HK&hF&H*SPcss+uUyC4ivieg;&I1()7||!mnydF3-TaDLg7v zkty?!*=mYouL^bBI+bw4iXAjf8NIeUWl{{^Z=gh>f1>x5c)h0bNXa^~A%j8y&w{|| z)@_4wtkAz&>Ne}hT4VHCDiW`|pJKp_88VIaUdwIa{xOO&(IU^__}BNmv@jo4e()cN znxsuFjp_BR;St6`U9 z(@$%XA{jT|1>ZE*1&E-)ct}_X>&n@6sTW@(PJh|=5T+|&IVe#w?IqsHgR!6z~B{RKcz}#f6@Em?wb{4Ldo6S53|EyD`x$YxcKoauFMMYj|SAvqz zpdV_=L5*w8_;sa_vwk_O%DmONOn|AZm3lJ>S0@7Bda0#&MK|0;!%{ z+L1WjrPsCX5;Tg^XV&o_CAPk3w1NY8iJ8=SoNE$YyJ zPJZ8Z@6pU{D*fCBNkw(ArTikR^XuX`bqKwagsn63iuvb}ZxYTW^xVp!@F;L%B|?#i zP59{EoSs%Kr9T8#>IrtcB_yM?PV@tExu&8^v02C;x@3}6FVkHwqzN;V{S+^4 zhKJG(xHp?!R6KJeE?vU3C{#p_*_Ui_@)!s?*L!z#PsK&qLMLQm4Z55(7&2TE)AhVl>?7+>Ks43|{w`xe0p}esw@<$|I($_O3LYw`D>48&~;fs^#fDG?|RF zzFfJZFOwXd4K)L4(H|=3(ufuX$VpZRnNDBYD{l(DkAlIrvXMNlGNFLLNg>ANd_t;X zL`L3&JZO@l&KKqGcv+Ye>^IXXT4On2Ixh3;Q?ZKa+juGl1E{QL$_WX%=|`%uG?Ry+ z0@uDB>m0ekRq{l~^Lue_kDJ)47IxzlsREW4;3@|3_}9PZSf*RJE- z9xgftb)-wR7dDzP{+M0rqE(l^xB!9v$KH#5svc zr`#ovulZ}KQz$x9l}z>V*znyWMqNt~9Mh7tB-KAF9_PFbx1T&e-${?=?i>iU-<)8| z%ja?6=z6UAPL?zuwyMBmPCS;WS87#c#^N zsP(gz7fqr+FGoQVr(Yb0ibU2c9J{Y2!DK7iiT}HIS3AwNLhL4wpXRaxsS!pMt+~tW zvo*&;j<}Lx*%G;c=SxNLNG?oX@VQl(>ZYbIiBP7nCT%&cq7Kxmq~#vbk_x_c4m|d=#H!D96T!S29v8vTlUycl|3FE?swJv+KYpsj{b~E%ugC*&6`Cc$vXK{ zGA!Bruv}++Zyz3x|-Bdi@-C(NPujcmowq0~IN8MtHjG z5bNM*y69E}c{gWq75J=(kg_jmGJe*NIc!&FbEMAE96xFp-M(P&LqPkPkoe9p`lNWi z{z-=hwti$Nmraf1X-Z6Qg92NSY6uV~@!>f9?Byyvc&~mCUiA zAl#B6dsU;kyde!e-Bq0}f`rGhK0-}-A-b1G&39O(Gl%ABb#oZ&F!~GK2ln+DW`|p( z&!mz3^M$(4(Hc&KO8C8zC<_TNHQTh>0pYGh-wwIzUb90td%vLG?PtO~)#S>98;ouI zuxSg6D?n&yHz@0tY9*P({683b=ipf0M&UNLZ96-e*x9jd+qUiOV8^zTogLe@ZQHiK z{LZ=Wx$miaPTg;+YpS2_uIiroW2&pyto1aOqjO)i_O0g_lZ|^LqdRiL;bcVLMUNiL z1m|et6C%NOUa+4Z1snX~OR^np>K}-7&TlAmmD*4y$D}r!fW}DUk!|cfebalbnu%7x zK9kfSyY4{4PMKdr)`SsS;W;b9`e4zNZb&$E`DsY8a-tr7>j$L4N5J$yq1}H~Xn1&F z{{PXgl)Q|*_&3^>k@(-x?)S`7bWGp_0A`LR2H)8Qo(RXv|o8@x+YxwUlmyw0xdxocfUf;af!utE1-!m6jf1g{} z#K_Lr!l@J`2*mIU~51*^JXRa&w25BFp?*yIlf+? z^chUR?4h8pYu;V(h)iJ}!7^~xfYG9|=mZ+4!;1&mfLOz+vG&hz^ysmI>9Vpez*kl_ z*4LM#Y_gV#eq)eC{QzRGt|RA1-v@Ja22TV2rnvGfjo=?jIJh)){2Sj+XOkej;pMsM zITQ##IGeswY!>Q$cw`p#Ffvdyf_y?8B-KjL`6pZQ*P1{0wVV?Wo;BWA>)X*iKuo`_ z3jsGHUC{a>`hut16$8kr8XhW_jBe`i{Bj(Gp^^E`#N2uhEFhcRl@($QD}x{YQ*r}~ zh^`ofAyoBQ&PTTRx4xGdB^zb+L>118UrRuv#^|Iph@lm1t&^+ZM^X;iGO{tuMH}QB zAL7y~!mjDj10fUST3Xr{P2c!HwoV_y`8G&=-1`s&jo=4e9S|p|yFWh>Uo0$;Bar{P z4Bd(!xcpN!g&7|@IVgupaksjlo`C6Rw!0qpS5ncRRMDh(uL zH=Ok;90Rb1|AoAtS6GC=p&#@83wPiKuqXfVvjdQSm+$9?F;Er*b9h$tklkGu0b^TY zWo<+<$sHg0S2-GHSTkt5x(6rF-%K8Ue}8`<{}?f#?Yk}8#OR){!kZxlY;Gqg{_QL4 zJeya!!OE{Fpgz909;jzKy$Gb^?LZ*7t|M*2VNjNk&)sLg?8mO(?_cmQ0KnH0=hs$L zp^mln=PdKP&Gpv|?pmM?&u5K4LS-bgGc+2}v`Y1xo)X>kRz^7x6KLD=XO-&U3RWwe zp(_U47aPhs8N4fG8g)>X4Bc0DO4k8S7uy7cHKbxFM}Xf39gr#l(Y2rR^aE2v=q91; zbl$rZc%bc+Usz%-b4cokCbKMou76EIK@B7g5|>ma4-XIk;rM5I!1@=C5fFCHPVVAHUD!^aoo&5%QncNqZ&tK=39h#r=Qg0U&WVy%>71ICX z!EP6!Mwt=+b8jST5Jz7T7}CJB7Jv@fQlBvKdTGz|Ye! z@#Ypk32Pg_oG(_;b5lQ}`jp%)oi7mt`f1)58z8#rcXmPe@h|>MJ*dx#uBb15bMA4! zx80YbkY(|IAO#Ilmmbqi+iU+t}3bPS2pZ*^l;<8zrTiFZ~O{>D^P>&p8Wp zRk(x?DSgY%=$L%;()tAIRfqfDQs2!r=-mNm)ii|Alr9OR!>sO{4K6R2mlS#rV!#!JMFI;$N zyjIWJWFRnWUBLrLdFP5@u%7Lv=|4O{M21n|J+gz#G2}pFtZw&!bbq|pU`i19(%S5+Y<=`)?ev;QTa8!^ zj;3p%L=nd&7HQIO(I;{$Kl_&(@$}eeXq)S_sJV2^JnAzz5^P92vPl$q%hURJpb&u` z@ML!XK;e|-lXzCSPlxCs8+Al2mBxC%L(Ax^9cmqf3YWz(l_V^|vvi}(EqK7wmi40}ce_m!? z^HQ?*>6IaivJo?9;cnvbwWorRicB2kMFM5Zn)`Ox0wxF~9zY9n)MY4@YV{$XyM{dd zN`p>7)dRU)5hD|J;2|I2B3O?c6=Vpx*( zWnM+Lq@zD7NAuK+y=g_bFo3(F8yi*NF;M?G$Q*bSPqxXhcRA7BMm1@V>K6E?HQ=LN zO%%6Ektat34D~PAIPTv}Qjin%=^+{Y6ipS{KOe;mp`+^U(mvh<1o3RuSE;_K`Qrp?XMHOD zh!O(SFd>Zr$zO1sIE;c+g22^tx&*o5d-DCRM=k0Jz6Si&)}`l?ao!lI;3f9v=h z4QesGxdN0Te;_tF+f0SbYh(z0_@h1VS9Qln zb|R-3$nC1`6YaCstrP5Bm=7m`N5~|oRuOm@A$Xf_U?cjyUF>jK!-E}00PgEk7NIkc zgfl^L-5w3tmUlnfz9=LND<%nQ_a;fQARV#fQSh?+&zb1Bu^1RppOqB#q3m|z)!7ZF zKGBKV7hm9?S%GaP&3Rmj?%}jUh)Py+Cd7wJDL*U+9O_-J>F{GfJ}`eF>FiFLa5jWK z2VQf%2|CB~Khpa8k{1aJ%=B^<`}jmNj4Mw-e2Kd*O%o&P|DBB&(Q^t^LHT3fuCW6d zko8jxz043KchU`Rlq4=hhmm?AOfEw`T<<~;tjb$6q$U}EnVGyl`d3g|Rpo7w@BfYY2{y|A&II-F9u4sym_d~Tj|exPGFI#kuge=SVI?f_ z`a>Fe9ExAUfGE^gsj$fm%Fed(nh9HCCQ&skfPdd4MfNbKe+Rhf74??tc4D;0!2zG? z909sCl##R)=)k`z?J*4V4|ilxkWAL_Ism&V(YztnIIGu4&UxwdoIkTS)OKgLat(8H zXHQAH0)99YQX1d3Zkx8DokLmWf#bV3PU z?Y;mfBH;0-6Q*+PG=k}rdHUM1lIv6?bqr8Dp5CO}0gg0R8cSijUt}&XR=ar_cweZg z>KUle8*XwEB+PifI(0C{S4nhX8hT|^RC_}x)yfFai<7_%kV@Q*vcK8wDMxolavQA_ zKV(XlTtz0U@6cK6B%=|*x0X*Qw`(O72;V_jTd{ZWF1#X8U2=)S(xmdmYdQb{I1LHU zor`Cb^H9gW=YQW1zk8C4>G%F_{hLY8E?CeMmx`%KV<{BT;u%ERn zfW&%>D*{dXHo@`_d>8l8)2`QzML(qOoxcmmQQFQ!bh%&U9+k$q06o0lIC5OJ*pHZm z^jq4AkDpyJOrDL>f5fb~1Io%xU-zrG5ZiY=1d-m)Ouwh+f{r?=1o|z z@J9#J^N}K#Ov^N$+)Xrir+Ys=A(o($vSG3GJZy?sA`2Iq3aK+cP+koFn^}Mph0sQu4BdUoHp}36at*qpu7@UZ6apoyd~Hl zN^4wywnEA8T8PyGnPqTSQ;VK`We)SW+7MJp6%T$2mfF#J4ZK{pcM#L6Ulit$otRGZ z&xd;hAPv&duETu1uggc##r8bp_+Hhuz<-j|%g{CcMQ$PR z2GxK%q>REh`op+$qWTXd*|6GV+9V^~-O!^7=8;?Ej|W7QK|*G$cSE^v;6FQ5R2|c% zDJk8NC^=VUfNjjuqs*Rc5y+f|niV?k9f3JHb_SRx{jdY2>dU-#p%0&alkD^udqp=| z3}IE5^bQy(SL)(-N*;$(#{A#}h`gvSch`ELml?rg=c%&7({34^BC!qQ-#CVI6+e`F zEapvWZqpW=LrQUdTw0~8z*fw|6iBDagyGrdDNOW*IOmuBao9X8nV)iGkm&#wl;H`^ zOP$|}zmcy{1ZPv{v&n+#PN8(j){%Q`b12(RoYYTTM>8E1&;FA&uOADCY2sFrrk;v& z@H8yr>~0Vv$sD8`n{4mbmgDwWa}>bqd{mcTwYZ1829>&_Uz`igU@Dw7sm8)l@|VWz zREgLUbMB$ZdIB?mh!_d;jfRy1|6-^PR6P5JuMzDIlKr~-l_@0HEe*1H4~=c$r=hSd zGE_6dtjxvcBjH@T?Oj_{#ut5uUIJ(A-(q$&Iz*(cI-B1$BNP#vS}Ca&=6Npx;hav) zlb^h26~qfp&N_~|K3sk$V(BiA1n(!t3h|{WWkRw0l{h|~aLu3}N-B4;IgQyl^qa|R zTS+TrLkC;+bJ7YcJ&PaH))>?hwvic0{m}wEqtRdS%GGh!Q+#C7G%LA5cgRC|o?ERroxt!5_%aLU4x4%wLg?C#|ysL&(!7VvS}U1v%EI zZS|;chL(DS#J8JqyUsGgL?RHlToJ~0*UMWS{^fOoqZ%)S<%i;DSJV>MWK}+Io!_ zwTeXU7;_|h3dRV@g=gFv20{$Tp>X~SLy2YLpofvb8(jcOdRF8TBqVG;k=S(M8oh?k zBO~uDWGMZTfg)6U9pJQlcMbG6!bAeVBXW<)>BmhsNT$IYE?Yux+m9(BcCU4R4B@?w zH{N>mROVksL#R7sK^y@#_oya0_{uNS1$fU*{uGzxe>cm{gO$7}q}Mj7^xW9Wjy5=# zAYe$J(rjrAr8B5%DZ=t5hNGYhBxsI-3$U?i*+=L=Q1fp*`qgc8^S#aM*OyP+lyMip zIZnMqGODzGLKA3^cP~%yHV#TT_alu>y@U)0DOp;QY5*ctnL<3rmd~lnof;Zs?tDqS~>->;K4t_OxjB9p|4#1DstN6(I_R`^ih-g&`loXF)mC z_USC+qYdqIjQ*|#Gr(P=T8R=y$P14iiLONuoB$On{Vd~oN5c+>9f9JIC-b5{S+G%~ zBntp7lugB5L@A3#FQ+oJ`^|dG&;gBm?r{Ur+de*jd4qDZBjrG&PM#H6n&SE#@ktTF~YqRNC@qw{}a*dARfsV^oNV&JKlc6Vb z;XO}4{nzcwy9+t@4^YyY^-ovJE?yT*-M5wmo#(QQC_4IbUhN80xf})w1s)gWwjv{{ zj!~RnrbT!+A+^1eQs@LQe#~f#qYms#uA^Er6Z*~s@vQK4uz7or;WKq!$s!%-jg==D zaUc7&aFNp3$^BF(5Uvz5ev=y0q#?0M^y8=Z$^8@+ZP!Ur+j!Y$q!EIOf;woq1xu~( zDk-PYFWmCQeE`M=e^{#X0MHEm$ZrxcLQS6Kq!P8S|Qrbv)_kA&gS1J83dC?>4o zKCABl3#AF$5{3rCW1FILu+%9~7q5Z%C!(HXuLRfCvlPDvyo*-`DH`qT_iHKF!f4+) zR+n7SDP?mHv!xAXT*VA0kIFR#&5ki@Tah|jr%}cagyF zcy&O2F${FH3_&}#-E8>mg;Qi;&G=SSZ7v6a=4VovnvmT(o$Z!a4Qb z@`p*nJbv7pH)2M&Ur7+RyD?BgwGn`N+M;?@FhGp-D>KT(`{JXoJ{4|)cs+Q-2zlrOeWc5VFD=F zBE`8doce9{R!2i=UXn)%c3zV6%rywx-9%U`Fyz zkqRA56(??YrPaPcNqr=u!KvME8_VU5MA93;v{$^MSr5sflmkWO?QY*{*|c8+eklHh~j4Ly+mL(-J(7hfNP5c%(bqFf(1~ zT9#_Uv3_J$uV57Koju068qA`GKEyaUHd{76gHnbY;^c=*q*mlvCt4a*$*xPtR-oGZ z=G4RRx_7e13!MY1dWwUK5P7^~Sop)L^3V4(gm-5*XMpYPPfNVfJ3_z}^QP3zesCF0 zB%v{>t(-3ZS09`B9C>6;Q?IY#6wkDX(+tfE>irAr(q2r!a`!z*+;YhY6};;vbG z{U&2{m>6kf;2ugrv)mT(zbBGL72^Jo3iEEW>VT^jI5MA4&UD@Z9|s*2vI8 zb|lTkDd5i{w+OO3Qlo=4v;{1hof;=8m086=!jyw$g8HU`GG_xJd8#wUz%Ot*9%?mr zJopY{?0jAHP@asl_f5f;ndgGP3Aa3llu2p+k2?duav_%Fz%_T)aBmXj7ay;1eca5q z1f7Gp=Hc&U@W>l&7ng=MTFjqBDy=UrHJ}GJkvrTYh(1;TR!Sg8%9)r{6ElTW=^#Ys z$xctA!Zpjj68d>;c*+x5mWj6!8&^J+nAt_XuO;+b>oQFzF%8K}MjQt}@jG?;OrAPK z0grN;^91lTFS^IBvJ)5U*a#!j2A#V5px3VV|?Ev-?_tWfl63> z?Q`t~pPh)Q+F)#b42EDj`rmDsQn8d1yf_&2vz2V@$Wi1rS@kIcZ_Y!#SGTO*_3|E5 z3-C`yg?Z}XB#<7HFJ;0=Y_?YUDfJEp-$)04Y>bn!3h#8NijWX5CayuOC|h3h@evpK z_t}}HFWMQ67O{tTejRTDpYFDIr4xvrx?s=%J(^);6LN0aAj0a54oa^+>PK7xWmAZ_ z{qWiorr9?GOq*;htBGp!~0KA2^C2 zm*dbHI+YSnsm^I9@o0C@Y*toeDKW2nNn_+Hy?Iyj^O&*DsgkX9uP{qmbQde20g@DU zuhY+j9qae;x_OBwN2&5TJZq zVK7}Z0?DekvtZfr*KGF7ne;VCYTxb;%@|I+mi${yg<2^{IYu({*r!wb8w)~8Ymoak zmnOfv7}YwG$Hnfg?uP9mtj0FwE`8H=(lmZ+J&9i-*Y0K2-qW?g^vMhFgi~#% z_U#+bz9qy+UK>!l-*C6rSqoB-*u&IEaU%An)=kiJf~`Is>lBRvdyd6%fX38pFZ43_ zVRoDb6e)N1IX^#}J=JNZs=D-96#3-r_OILhw$8rz{QF}MDIWPMz~#YPIUPZ*U>a81 zU*I=I#6lP8O{@*YbiDQ>qY=yH=+jzzvi)mixL2h7r~ci+W5HN3+mz4XY170A`mC4U z%CEaN@BS0pR1FXlJ;=+HRKRFf|H4i9U$43Z;6>uW1Qj)O-!bjd07x?|{LM4+F=xVR zcw^bkFx*WmdduNl50$>MR4$I8lTz6I5UKvK6~$MG6Ngg&U05omRBN-XErUtz`)NxR z=23It*mMP5Q4io-?`F@~so3x+dFsv&Bp#HQrl+IxpZUI@@2Gw*n4yywy%j`+4VlmG z^VJ;VbaKhHqH>qPsl_H>Mn{-+zH#o9XB!lpkmc-roE&W`3RpEP9u=Fn(LLSIx>5uW z!RTQ56vOcOQqUERK7Zp*l_JM`hAXyG2xXBN1_*hOHMLR{ z<76K*KjFxZ1}B729F(8afe!^mFxroUWG|>og(~2PzX>EVG{>eXGKwWcaGQ1al7drG zUbi51McpXPM@TO2aG_%_<{s@5rH5pR@@l^(Zo+zp1TdYaUnT0}c{W4?JC6J@)1T z=|eAgcwC3F=%gd6^=j(XiP1ZBBg^qHIfh|dUq~buu6k4c@{i`9P;av zw&0S@;lE`LBzDWR4>&lJZpX;=D{{o{I@~IgHwCTK{-Whn)3aPu$mG7ZZ@`M-g?aO4 zV35VPqEcV<45Pu%x_w@fy5BeM&lW#}!aa_@pCP{Bs)buBq+DX+R${dkjc6Y6&Nd0a zm3bxzKt42t-IRk8pM{m`@yS!KI;-r<8j&RIM<4lj;$d6<$|}2@?=spwcfDRHXcW{v zb4zhc!b2Hd4A1{uPh$1LGCV9ecUtl|qtps%A3$GRgzR~cuS2Q%B>yhSfcMYL<#o_CxiNHi7i^7Cp4 z{KC_@cE348@w+J1Cq8q{Nu82fY>&&fq{%rjce{|4vE&VNR-;`Kf377&U&SJYR*HPN z-260we7UIpbEVrj``j2SZGeo0FKL;_?XK5nGVRsYxqcPLS6d+p)@p^PYC6X5C}1wU zHlu&O#&ATbs+U2_*Q7)OcwgW}kW*38vxG;pN!i&RicuqNwVOMmPdJqOYV{R;)z(E< zV)|a;q}n`7hPx|I6>D@FTu?72W~zhja})0{JHgF^d~IwH0We)IGDjwzLE=&pc{VlU zITrK?@=hR`@CrqcF2}{k*egm{wy(%{X5(gs;NWw^#ifO8Rky2UNsaFP^GWZBoHV54+$weuZ)|i&%=>AJj%Q1# zC&u(NVKYt?6^xaWfZHVz#NbCSvOy|oiJxc_byA1Or@1Q^2JuLKZQU}4GI(f}R%5qx z`|C54e5d^_i}x}mXa)|ispHW()L!g-G;0h@Wt;Rczhs{+GE(1~nKT|LP z*R;`=rf41f4Bjj{I2s(sf}UFx5(9sp=w+P{j*k;F z6LM0-ih#Dl7Rr7!hnjTL&I#*zRDMLcIONy!1$w|3maos{{qLzlDyd*~72;b+^rf9Op>E9@Z&o!*Z8NJ7l315{TlLoP6$Qx*(%n$VDmlqUMC z@qWk?v%1W5i5}LXm{Sk97ft_B3+uW1f(B_>1;}ULQBW6bgz(Cc{u2O*sOo^wbeL2L>L6ZcrZj)1Rb90 zMHW_!Z#u$og>RRa()IT;s>OWoG*?Adw(#QY$Vi0u-We~bTYt;yDZaMUJV^9Z+jL#LovWtxqqRKA z9dm3<+09>Hj*1e!al7g0Ms)`a*rbzd)qmw4S3~&sX6r;U%vzX5L;xa``(p|t6ikOr z>A4(EUJ2f^hFaQnkgGs7dh|ugvP8&jr&P}|Sz~G*?XT!o5tm6Fm4_a)@e4i5nWG%j z4_bm)YfY$w`I}1BlCJE;+UR^O7)c#mxFZLHa}*P2oPIy%KT{{C+65i;SjC6@{#JP2 zh9HTVOv*JRGyS1Su7=T-Vt*;A(^YK^>0SutUtUNnLK%sdbYV}B$!w(rYrs6DExG8l0UxkE2`dOLGhj@ zK5~as(W?DoDFI+;$E^-BNX@y;TUCor3hBI+F?2nqTdl!vM;pu$1+mO`21~oI*Ml9c zZ(-$+dA}fp$V5cVA(kZn`Bv%w%=v^N|C-~t1_ahuqOellc*_K%I z(6DEyQUbujTN9gZlOnql!=pOMAhgKaQGAzw%GIRdzo2<~rC#7ko;_xNE_hYUGzv?9 zdIo5aOfPzwmiV7kHMY(KsTX~uE>%!@XSKFf?B0Kifp+aTXD|b z-mxsbf1}1`)fD`l8N1k`2{&2untk|~S-2QT+TrMNEH{YA-8!rT(LY2#EGr=cJ75AC`w0;}Qb+?gz_-n17nnB}+0<@iI7MHhhA8q+zKa=1P>)1j?fcsh_DlD*K> z1p1w!;1a9e>24Yw&jf;^?O@dY_k@+iSth?_mQPigt^T6zVmlq$*#B-US>${k?>M#b zwf{uZ4V8YHr0j97Gl3ZqymlkTuzj}1es*uHSV{sMLIKypKL6PD$csjo0 z2d^nf?uMC^p^iOJp_F&OXFborN43GoOxo8AuebG$K~Lm7J3&J_&C(etS1Z)NWoe|VBfGc?p+l-F6zg%9$Z>zEUOhDO zTa-Ai?vxr^>PnUD6E3a(yuoJzBN>Uxft2X$231w&TM5C~N%u^c^um(6YpkNP zmfNg&a~S^F*+)n}z1M^`3wsJP<)djKqd1F>&a(80j)%8@Q5?r>V$?QlonVT;_Njvs zo3~MhzlJoihh&H=AiNgZJ{c4KQTw7x0ZcgH@w~6^+^VE2a$Vz26fXtIMZ*a*=~B49 zy=Mw4YJAmPdj%Y~!_Gw)n6~l6vdT1Wbks`2B4;-Vr&KtTPS!UigF-u}%^QbF3l>*G zLUBta`pdl1iJt){`;HkuC!RzLd9Zd)OsolV##8+XfODpzy*&VYUe@f1pG^|?2C!@E zMV*WLVbqR!b`t?NYd;KIiQ+)Qt0GLUw+<~eF#j7#w9IroqQP=tZ9%3WCQ%nRXBWyl zVI;Ikt^7^#X$1P?HcZ5`CK|1g{aosgsh)U7I?&JBu+x;%0H_~bt&^LX(gk}8Uze?? zQ^h6X)h&*-uqloYh~C^{SSAaWf{L1L!-IC%hL6JZx_ycE_*S<0&=y{U@Q;Xi5}s4T;@B1*apf?TQn(>M0%I1w+Va0ZxuqpSC{nI z={na~thnRU9!98eV0JcmQQ1+cwcr+5^HTl9p8xjAWwR3TNT(FB=bVmaXA{u5O`ViS zF1-)25I=VmE=I|<4ZrA2blR6xm8=>(y|liC-D%tBpDPxge1|*Cu4lfY5LkqTPN3Y~ z`z$Z&3qMSW>?KM;qTO~Z^_@^CcgXQlR8CSrYaRORv8)p!51Yr^EJNg1CN*(<1drVa z1%7cqEKzJ+0;CP@t@2qAwQ-45Hm8=?ckF4jbth97jR$(*d|#6vPD%qak2-{$Qk|7U z!9MU6uN#nt_0E(tJ$iFP(NI(qO3yt1M3n4)yvK5KC*#;@Obh-5kWxFK|E^{dhc~yI z#0&oL;oY+2R(sj7wu3kfNo6k=)Rq2u1YHg77cR^ukOQk5LOo&6E^GKao~FyM?ZYf* zx^Tcs9h&`d#G}HP*H(IwHWU% z+es-{%<5BiY2Vwuy$(mQG;I{AVG+Sha<@1=EhX1_*hMfX;xCM$ebEsaX$%^z65(TE z%5D!J&rMxMLpjlrPI1-eUB-E;nvln)0tT4 zXQ%dhr{w`LOPwFZX)(HXr$X$g9lCFNR(Z5AaU5pz5{wlCbe;8)owjUmf;v8d7X~}I z6V+yUI#qePob5{f!>FNgV~0CwT)r_XkYQ0S7#(pw&O+mga7cL4OL{BHw&XI#n8SdG z?NAEl7Fz7i+oK06<4dRr&CZ*AZMRqv>qkYCdoI5%_jlrS%#&zU&bJ`a>QaLBilnc$ z_^}}bNyipXSh2peJj#Irl`XHrbwAtYy542}yJ%KhC??vYg&Bqa+$?~`=ZCR_7M7k5Os#Ga17obN(s9anYAie4i7-v_(}nB@eqw=3ghlRb zlz}1%_nV)cU)=oVS1nm+m~Ld?s~|&LI=vZ&Y)4oX+U2XfAg4ZY+XK?mQU ziK#D_fH?(wg9S6MO=D?lw)39JdKd}bk5Fz08>SC0AE?Oie!s;g66cknCB9SdVYQW~`uYL=(4BMs@w1T@pT@1z_!(WOkv3l8`CGKZdap{x~} zY3GOQCX0@4;ySYM{j2$IqFpF4u=1G!oCgM%^rNH~NmkYInn(iAd+-B{czspGY*7u_ zp}7NHgbt5~Jf_mAU+;3kcYA}hqq7Aajxf>p?qcIz9ThIYi?0-yC;D>h?D2gRJkuSP zBb2yib=30>r>FGKpmUBViHBYI6+C{t_`G-_!_SqOun;%w83rwajG#Y+w5@k`V4hxv zCaT2^*|iix7@hg~?w%^uP^p>>gN@q@Y#RgfPHCt?*d~1S8d;1TTQ&@Wr1;c@hyBA! z=eC?IR7g|$g}KhwCP84@%MDp*f5g_Z=Hwyt6Y(j~5$FiVNmh>2n;cAS>ovs6Nk-k1 z>g^$+6O;1s&e~gk@cfkM&l)9Fh(ntj-lf&orV&H*X%ubb+Z#0-Ip;FOU#V!3%IYEId*1=o}k-QwSY%&|T#SHAfa@(4k^?+<}c8s;}@sc28Fe*mM&k6$| zyBbWtc^2=ryYzatgg}k-5c;~5>B&w)CBc@+{}`MKC3+a#5`rB%xCe7B*ni{Rk{T9s z7V}b=glrkU4_QRyfA|uO4pR{c1 zBDGDEgY2V_8uUnj-G=7#KWE8YkSl1*#_IAqZ;Ocx&{(2C;CZ|2PE|1|$s#pFg%*AR zC{VqpxRI1e9N6KOh zi^7|)-xX1tET5u#m;mKfYj%)%dNV zk^Io{DtW^S!SsFh<_oBqbm;H@QG0EPe~fRUZGo$dGge`tyT6M%_>i-9%3 z6kz(#VgdMP`5xN2I0DQ7<^XdKdvg<8fCa!3U2|L#qGf17Oo5+%RANd^Xv|1pBg_-$0O{@;3&jo`}j zXBgM;v*FHRa2pKHq#HW3yxmAb;Qi){$MS6FetEVpn%>lMrQ|1 z;9*VAKpP;-Odu0XD5!`LqP^YIJ%q-(u%5g3BU=BJbntGvA3ugaQ@Hs@vG)-g8-s!7 ze;7OxnYoKvNm2U$j%39GyL+iZ8aI4oNG*rLOi4+>EGc46oEzAX4Gh8G1`k~Utrw7w zZKE89xGp#GZ!Kaz&ROJO#0F}8)IZ*W!N=4}O)27r0>b17s1QJ+S|0#41a*Y$t^;*W zR0hVWBpTit{NsmP4f@H62gFYK)V1?@^N9`x_cFFJySh5CvVgJ+8oCT@-6KonAKFes zIgUGsP#wJd&Q$Ll*xLO;$4l2Eo2+Ud)Fs&jHY{ZU{9_0IbB=I+75^M2$WgFIw##$> z6&=EN+z|;E8`I1T2@GQ3T_xwoGQKf9pBrJNA3-H){{Zan6Jag5khQg6gTda;Xb~iE zn}>g*@mEbiB!l1BIX?ps9}*NA$Sp9xEl_Mz1MgB5SnJQq+^)p+uKsI+_YZ9yZQ#ah zHvUh2Eu?qQIYi47Xpru8Uj9#CKbp@BhL#p!Hhn9sZWv?8Q2o!}2$(_EU#8D@ZjfG} zQ32OCdk{c=9iJbjFgXmknBfUi|DjB#WVU`f>6kS7X@06v(_QSsU+*Dp1KVF;JAnp+ zhX4h>3j%$8Arx3Zf0n>)+o_R)9-RDH`eqjS2`aK4LUvJgS>ud+Xf-rn# zJE0QsP2+qHethv<__h4wOjc3-hcg+m&zqU~?M#0C<4kIC1!Z}EJClf&kZ_$~mh{&u z{_j;MPX9QQ5VgQw9A8zc(5BFO5Y*vWb6t?op`$?^0&MB}sSO`ncehR2S4+j50mMWy zm{iY88z9@;5FlS-ka_?svF8uq5X1vL8YFM8PwpbT{?&oQrSzL?SfC#p8+1Ml0oNM4 zJ4cYu4t-BE5c?lXSfI@u#Pkf!ut1yHeBFx!_;*Xp=-ZI?5+5iZG9Wgk|LHFMJhA`2_PUhjwDKNs-O2Aqgy=u^$o@%kO{nR< z=ITep)B16xeVx$oUj-J_eh>kEk7PiVsOQbcs+5XzJ|ld++OK$QNt!BEjY5_1a5S zIq1*2ubnPm7=9wVSk}Y!`p5?JQX!k;lyb}OpS<4{#PdlF$)&=5mEyiwd(xFT9WaHq5AL<$mUtf1oJ6nlMgR}#N&5XFe>$_3Gw4sd2NBBVGOGd zL5$EbI8SF@bdoHJLFLX9?2EO=>tIA|I6spM1GP{wE=_eag-jBc)QKQ6%qHDKP4)@=m;-y2z}9)YL^J7F3yV8CT64&-wG^BD=w{8CT^?$g^Qc1p5f< z=STb48!7!-6Z@9yVf~o3TcTU&Ttdcv>e!74HcZo1QD)xSswC=Hj(vAWI$wQ7SzP2L zT|<3`lb=Bf>QV@S<7F7mIQkGeG2;m>J(o&`ZrN@gnIJk>f+;s6_oj#bzI=UcuEB)1 znLk(NT*WuWHym$0)yVF=y9F~|;g~~gw&hz))H?K@9p+xZL_SG2FrrB{e|dPv&ei1| znx8M6Vj`|T>dHlMPOi1Vi0Ynb2hNk2DSA5!oe~O-)-}9ZT;=O(vJ?|RdlOqcXWupI z=)(Vcb#V@`#ampX{}D74TQKv6v`wt_@H~mX;HA4lg|B0RE;;ucqgz%0NmKuebE~}z z;5>OaGgZJ+NG>5421(o+cJSyQM_uM)Y~f?emYRpsGN8};Hb`YYDLA`^@i(Dcy?(4X z5;d#Y%lTomYU{*Ih#q1lvh?zf{PF*gc26;)gbkan+gNSewr$(?YTLGL+qP}nwr#t6 z)<0kV%uM!9_9XkTPAioI%GCO0bAWfBo7Va%!G!zG4( z0mw$pKz@hQ^f@|eju~-aWUPwcG=}n#bw-3ZAA0Ywtk%uD5)$aU`=VIa06iV<_RjfZ zGI{)SAt3O_bZzC6ttUub^b@WMD3WB~1p>IH|L{1oX1}80c9nJnsPxXSV!uwI#^KA= z?7Z4`Hxk{$Qvw+tOw{kXOD=o`V8w zi(78Go#rSLuG+I$6h-||OWx>c<7rvKe0<9n^1KIAgh`Q(fUZ0&evXRr`8`a3i)>s6 zmbh^aA%QdRU<`1y&*zgY@#ow2S;si(?`^G$~x5^jf&iL>}kQX2g#7AJPMtGq*kq1^9<3XNoQ@`9T8$v zR{xpY)=Uqc$B_fD>?^}`Ej7CAvE8TEGk==LQ{W5b3znM-KfX%q=NHuBY+ zviEZY&6x$0&<;YRPTw)iannQv0xbS>mbK>h2FcS?H@ZePFQ9P8TWD1T{vk7TsB$=^ zO}*Z_mx`$vx6_}YCrRCyi^l+bME>k%gl74{+AmV?&SAlL zu_t@D-VxZ?U^+I^+x6ncCf9P%By}w=EyEUx4@}&X#N57ycXi{f=BtzK;!*40L}#PyW(@>V-eCW*5u12b0`xe@2~&^rX!ykCfLb{4OK4ma5vq9sZ$W!6aPdK_v?fCvRrCrVPS zKoTv``6gBa;uh9UC~d%_5t^}zNM_>Jrg21U+~0(K9vZrG|9OM%4!`ofv|D(R0)Olu_Z0c zTm(?OC+;4V_VmQfY`14Kisx#pkg@(Y{n+hdp4_t2y2F;m>@WV4llg^jrc>rAfeY2y zOcgKvj1f=5!8&otY4pJjl;&C}g=r!u)~@N@BF1ISGmg;|X_A2Zpvm*>p1i;25(?wf z4Xu1Ns)?t#gwV2{NT?LgFw@GlqP}%<({7;BRQc~Eqhg(CE4mcjL*7i6&QNi6#Z;o2 zts(5KZLq45SA=Wsj>#hN<6*w#*~VJA`ftadw5ZoauP)NFmSX9pk6|Q$KsHJ**S<_X zh)lSe?GnuPa%CNN)U#*^M(&G=!=4bhM2h^98$r3*=Qw!q?&(VT4bAx>i74*{Mpina z=I&7Zg%rYnetZ_U_79+oYOH#^GB+DQljrxx2tc%311qCWh$lSqH}ACM%+6c28)7;=gVq}+2eAoAKL&;InuX+eXVW=Fri#FCW}GTeU!Bkp_ALayX9Q7PWwi7Bk3pN z<`AnGTJO9}BN$hiS(HXw1{8!h&A?GGD)%KFZ==FP8Rqin4kr#4XAB6$!@BLx=EqT^ zbT4arXBD{=rTaPdiK+yrfm<S!j$SmXajJ=Op4Q0j(RMBLNUi~SKj!O^oD25C*f|hrsV*G*Hj>#j?HO3vIGI-cl9~Z^RNboUhZPXn-k5J<-nZqh% zA8PdGQF5BP*4;R{;X<@7G?F|0v_sZmodOz{)cuTfrk1dR$&*7hOhx+xDzxLlLWA8TQ637;}c6&XDnTWE4jN}hmi>YBa%$D;j z$ITEgAfsM}q}hnkkI0UR`c2u6m?H~d%J=lqPYa>+r;SqP8x_+6YEQa*(^#^*f3@ot zknb4Jazd7z59+lWM2kJnU4}PhMi(;IWwJ0QPFy*r!v|?u)|#SNVND@)!4y$J{w1fmrmwTrA zGCZyu8t7pUKsO04-9g z)eu=c&$l3_?QA0MMU;X<25!T%6P6H*DNv*Z7LRD$=!rk^yHOn#k+TWIisLWm53C6c%GxRbEeSox0?5DCC`{ z_*By2w+!D==`!?;tVt?TRO@Q6{X+fRH^Tg*ZrA5>4P{dlY<=` zpse8AQ{Q(@kDN5yThG87cd3}`6FFOQmY+TaB+OvJLue)qYpfeh{zglG=-uS`2tryx zG`V96Bp=&BcAksUWM@|l{yKkZR<<3F9grUDkAH-y`9yfqp;0q%JAYdLcp{Ygy;0p? zXi+f~Cq=-E$lB+k~nmI(9R%%{JYWSk1`?$ zy%z3Fbx(of{w=l6MmkqmMd6OjIUv#APfXL|bu;M{^>xU>IExuM>m5yA5^QYUM<(eu zzH1$sdanf!2iFre*OO6dLix(H=wz--9CTV+6@X-beg+co{ZzC*l9NQlK?vrYkTP%9N2IX^@^&xr41gHObIu=6= zrN3MY{0dM9=x z1*GW?-=(1q#A4^SaPCDmZ$E@tWq?cvI^?2rK%+!b9#}xMkQ6) z{6k|}o>LV&5QE2nvMjl$z724tJ})6(r>KmRH>L{^WMsrFZA!~Sfbm|h_7zc7a;Eyn zjNVWcufjN;*ik*#T34C)!Mx6{LeC%Fvqut&)U&Wnkn~anh`q;R`pUdfdyjAO zdrs2B`j80|1^yhg=@dpk)sO^v`)|A~4^=Z(?nyBblDuvYkwgNzhhHrm*ruHQoNlas zJfLB8@^;Zp+DSthBgTL}r7wwu50bafy>j0^c+WP2#lpga=x~;(ZBobd#+_GGi#0>z z6&Hd{$)C?en(@aHXm41x<7!f?21y0`Aj`bHRk}f-;L%Ny)$xmZ#d`RIsqNmP)Y4o) zp$>8_T0uaryJUs7pQoT3W+b28Yw>k8eJxc*#3_$ai7w+Q->6#lcQea3Ys#t`$B-6NO0&DW&4Jj2CkZ48>g ziCP_Ep{fL*3t2|cYS#>_@WB8TXF#@4GcmTnjqLDgVXzhw!yOaH-7u=pNvBX_Kx5n* zj$G}rvlVS@sK(fyVJ-6&R}Z`-z{+$Amy3pD7;ee*j8D|&e&K^0hP^jtDSq!_P@G_! zt2%u$b}$+mapQg7j9RsUU$fZgk|`;>j`ta?=%U^}ye5wrnm;2WySD7E45v5OQ|`s^ z%uO;gTPfds(zO5Msrm{J$+4k)!7UKba9N3zVV%W@)(`z6zBX2FHt>q0yj@MtWKAR? z5TsZ-NyQzp7)!8!X-jO{US`q{QF$qD3huFh4*Xb^BEqUnIpA1N%9uF&j3S1^*T_*$ zfj8;ZTICKHw*75Kd%!kl08b+uhsKy#gHIt7icGKQ)*uX?ydA+=Z#7}&tvWsqEw!R8 z9_l?Eqxi09fZY|?m2-k4WIK2f8^~lD$u8J~k+i+=%aP3M8jo16AcDpSnEs1c%B)zz zq^sFdq4!l;wwzq?o(bG)I%VIM&P#m0TU>-< z-VMMlE}GDp5X7fRqJ${#^1Qy77Nmh_{=A?#2SW8iqT-6^DN1fCmQ@c~@d%zJg%jFn z`*~mz_eeyjch438d}j4925+@Y*6IxGf&o)6dKiFg5RrGF{~9#9P7UWlB)PyT=*|~c z4!jO0S2&31B50gUd)E9PST6$9kY~=JQ2Mo!|nc3E7PfYnJPr&Z3R-n#Ag~a_uuy7`p zvu$&0BE=V?FF)zb@ppeSqUbEn%oY(0$agG)op=WJnx8*no_maYXXJ{ifZm|xSfm_B z=7i(`>GYHcG=E(p`LGfY{_wusi3O{DE(ea$%SNQjzK@oovDDbgHT*&I6&IKgtHDuf zaWRIqD?T6)i7#S9Woiu zB-V}@mP58C$TIQ-zGt+Pmx0iFfgFd@P0{z^=fb3VgnE-Cj*;b1SBq{8a9i_Hi|JvzPz)!CV|1AXDO1MAqsKJa zGe()_+)1fMN7+PamEgj9&4B3y#7@)eYgb-Lrx6)4i zp#@KGzQv|8#}3fXnz^lzXQJ8IPu_)hDfDvjL0&uYCUy^LW+;bB>sIp53f84d;);pw z&yYu1rNOBG(c_UgZd8=Hm&9LX8>Z3B+Y1E{XU3GDh zwK9*bQvHkmUzaDRRzHWiLizj>1u41;UQj0IzY})Xp#xMAoD@ws7stmb#`OcX5Np*4 z!xir{-4OTH-6B`5x!yL17BG4ug{iZ2Z6V^8lkHj$wCKl#fF=p&M2%7ZW_N0!UcR%swsfHUq zY{0J;G{dG%MUPr;;Kn7_aI>&H*?D+eAuMbDBcM&LF|B`qSlPe^QU+Cd3Rh=tY4vS& zeCnVUYN5~R#DN>=YW4^H$1l}GS;~EM31gsh<@Ly+fW%-pFxgXM@%;*s6@eHl=+&Ru zAw>H<+GuWjZbE5^{qjdar5Az<5haGeM4f^CGIX3R@#>r1#13M+TJ4Ty^Srr@;>@%- zBk6+{fbNKZ4jsGad7v~Py^_Zh7K2LahFu>!{xCzXnt{xjsD743O~qp<8=WI&rmRdw z|IrvgA74iPRcSle&4*A&BLA9!9@oXeDM3*qUs@-xV-&wqVmnIiq zG6HtECVrmJ8GBV-4$8J_KTZZICanA}2g8YygF{Pb0RsJc#5ob*APagEsp7L;q_d4> zu_bJ*fZci7J*K|j;+6~w-6i|pIpviW_C&pEytCIWJzPgBPtABaI0It6Tk=u&Uj_8{ zL@fjJ-ruJ)^=%fMK z2Jjp1ZLW|n+nvGe0>UfuRV(TG{ZLj037OBe4sR{b==K=y_gvOP1Zr5%(|K?3M2_6zU9QCX3=M*uNrH zr-yq#j5Lx$6SN}GCW4@V8cl`ZhP_w`N`#JzU!;eL-3ArZVpY<=s8*}dIjySNLRQm9 zG52+xP$6Kl-6TqZtz^5kpS*+#C!9{=U9^Y|usuIvfMI;*o1I)yWi@P3-ezMkZ*}j) z9%`j?xr4-{T6EM*Yff!X!D-hh5-aVe2+wkGx4c*}xv=vgBb+wPtWWc~D?Q$XC+luc zPf^rSYsbz5o$gI7co9)S-vO<%JLXt%0QDD0CM7zce*eB9O0h88J*xIE|4#i@)es8N z<>km(aW?Mwt%Q_GM8FqX$=onNGToQEM>(*04l7z4r%beS2DO}gC3?kFtp2#Rto9+X4Nv&~ui&hmryO62v?^3@R)H%b7EA)S^0MiS?>Pm?b1n-G9d-Pkn zFU4=rtCG=yr|J>>0V>N#2`ZL3eW(d7SGFs|gz>IHJ4(@Z>Cu!1VLN0Ydes8q@BL|&^9V%HiE{9XuP~<3^`$N{%%Vy7*l^WAWQB2w=bPjUD`n+#$ z%eQrUm`h6j5YLL1``vjdZJvjk;>`IkWN(hyi-KfGQ2x#o%gFw-K5C9mhA+_uT27TK z9|EXCv!sYL@o@5lAph<~nTz`Qh%|B}&iyPDDnUg3y&J(g_Y zq!6F{D@@Jmy>1Z{?7W?qa$D>k28DUxkyCxRJe~q5enb=DLi>+dG;{)c?CltZ9pci~Mk>0WQ;bTUA>6ta>@xU_&^Nh~yx~u|1e;AYBXIk#Pf`@~O z=#|te(V$NX}cjpe0t;QPPTqpC)J#c}ZzJ;sCbsVH?K_%yl)kETgO|D2y^K%fn zgpz{{mzAL`gXam)1^-CSY0a<-RTMra6bwsoWStb`rVo;DlTU2}o|*;&LZT9*_S73~ zO}l4Cv~$#6zF*W>l4Jw3ljmsJy(}?mO7AbRQF3xSkj!`6tS5_Ed1)WhQ?+V<%FBQi zhJSDNe1x`!7yq!l`8~*Wl;h>twLUuQ=1%6aIHu<32ZP!w!CwH^(q^)QRtCXx<3x*v z_wkjR0-##D`-YEV)bw}S5vPQ}woX5`gWITJMx(B*oiZ;y8KA~>@2;BfyU8lGKqy_u~s-eG)J>7ZYKu1DC z_Ehm|3Z}8X!_8{4%qAnyOz)D*fy(}yvtCI0^5+&o+E^>-k}u(P-^1XG>mexW>C4jW zK%(gHKD5KdrOmmfz_~}+r?HRbJe+Wqh3lk-0>qjjnPOEu-@vR`asjYmME3f#X_Xf` zugrd=(V7)>&yLW>G4{ym@Jmj^>u7asBeW2fXAkI6#)}$#UBo3;oC5(B2{>WbVLsij z4BU8Bti%g-^>vGK=kp-7iI=O(1puX^^V~jNp*zDH8@qS!5tO4P&wL*0ziBwB;_ATo zUX%v=kNrJ9&oQ()C)t_ws&bX(2y)S>{!YJe*?8m!W8&5hdV^(%^FrEk z>(9kiw7ksYnWfW*MQm!K!UznT#y3Zqbx8}|G@Ar>!vz;hClca#Zt-2rdXr^(i=WjMSnw`Um#RyD{yVFHdW8 zbp?lx$4r?>TAr2S`#7nyw)fKfIqZ4GlLz-yMG`=#+7lU)pI&3oYt9%p zgbRnF0`A5ey`r<~g(#cF8Zh2e%}UP&Th@+8Pa8h1NZlM^y$A!9H*MuZ9Q@t~=~8zv zOg_=WG}kk9>cLwIbc&)~@gX_*A8}1FL(Q||x|E<+Vhc-zJh>pcnMGNp5Gh-$dSL;0 z46RdN^IsWA$f*4m4z2g_{voY>{{}^ad6*ox1UUeX2o;FEv*C?KKue z1W=(o*tClf@L;72-_x@sxGRe_)j6w$q#$YRnX`EyxKKDq0>@2?DKDEkxk(B9^P1rC zt@V3GCP+p4keY|5m~CZISp4fX@ITgA544c|@ZQ)}_=<3#4q5xj{ezJgRbvZFM* zQVR$t&CNfXY!Wu_j%!LXL$;OuZ1`yt!IcE++%>gFpmZG4*}_%mT)c^4R%F68MsP7R z#nsB(vWRKlQ{TJ8`OpeLeBO?#bKd(Z=4Y_)0?PG(Og)=TE<(C~t0coW>dXq5%oS>E zJo2=Lj~g7!mpz3%UxrP``I{E2=XTobTBD27CAFH0-_4aU2B)v)Gst5=sd1i^*Ji&4 zDt5KDv~jvU+h97xr@Q-QQ2fbFAPC%_&Psc2dUPYW?;i9zJwglu|g<7N_ zJzah4w!dQJzEDbtKfz;SXYf+KoCtyCysE)=d*yW4nq;LWV@Rc0^P4iwlbVZsX=7~` z+P^w-j{9??wB9e&QRyA}d1tj*>vv)tftEdM(k3nOxcs0*N{UcvZ{9R{gX#pCTQJ{M z`fYzG9p_U?)uY-hbtfX~79U!5BE|Nn6OAA$b=fa7BS$oT)_;>!OM zivKqg|8F4v&xM=+pBDUoNpL&5|G@44aP9vG*8VS={eNI>W`_Ummi>3+hJl&&-;Mas z6(c??`+vdu|6Kj=jT<(0`u|Yv|C`2*>wh(FR#~h4f*{Dh=kOVr5ec`q#bN3D;F;)| zl7bW$bQXXJaS{TYLh%<61DMH+#YfpL+-KisK7TF0e?3+*PS-v4Ja@TjylYviqBcCZ z8C&cu!w9iM{@K-IB=95VrzczhFRy?uFE1dFs;Uq9B&H)e7QjjZ5dWY7{exd9{7^qX z1+#2!^xzTmK7GH6PNqIOh`Y$J$H<7sdq5yBFN0se0fYlT?loWwD6>1D3OjTVi9Skj z*Jn}wYaIDA!=Fb;yEQwYF9U;ut=?@w3^WKJ3*Zny%)d#%L!jOTFl!idft&mUS%@Y=FSkV_yuHuouW#d+l2jV(ldEsIuU9VtMhntE z8I;=pocAUv71S$`mz!`9ATFRjuV1d5FaSKtKKR!UjwlxNHx*2eub0YS7d!qdxt255 zZ!*K!UWmT?RR=qu-T0kd)Qg*kT~!oh^lk`7de76| zO$ZT6!EXGP4f&+#LA;i)d91GuMpJU=0vIttUmYp{I6k~x-}Sjl%@sy9IIR0D`-^zheOaW6SF}?{GPKAOQJ4sPjZ%`PlGr zzT9)=f$}+byAQn%t@dL0bC;i)I%fkvM87>$`0#XLF#V+zZPCJYhR$}663NifWV0Le zI|r#NckGEd^!mt~Pf~c`&sgV@hBghVEyu4Rip{1GxxQHs#qGVGj0eUm@fdd;A{^ks z`E!kgowJEtb{~aU+`k-MrYj;gplK0pwz@K*P7C9xwbbxC1leQjYfhsn;O4G zIV!Lh4p7*%f}0)#mJ_h8V31DeR_&C$&=z;oW4kkS8y3073dJ!DewlUc`d=20lra-2 zLcglyg-wokUXLeinC5^*XK&ZmuuaOUeWpLOb?cTF;O-yef;`ilK!}%|A)Vm#S$rt~aqvly9Q~8MUiBCGv zQPb4xsn~E0o(Mc(U9Vpi+*>Dg3y~VDCalav#KAPinn0nXH`tA{>S)up5~{>Df*1Dj!;oHL-0B-GXE29usNtEgB6C=rSw|5&W@RyY zq}sKlRqt&%RZnwUNwNhSFF5o54Z7~Ev;x!{EFcw9~6`>2p_1A38$-^DCw@>D#y{7i!-+8!8>vv z2Qp@<=BLUEZao%yw}AXMg^v5V`AhY1%`I2i8j)E72bFT*^4>jm!=afStJnS*f_ZU| zX@l3pVwNN^G`y@2zFRMWE$K@H5X!NGM5BE zW4l;lK>zuZ)Te+xBz#8wmWLvlH+*b%{8m0<_=);pOihb)&m9S~T8nKVgY^-c zxb<>7iu@AExn}2Gjk@oo4F&v3C4#Zg3S_pVEfdT7yNJlmHW$aFM%v^G(-50^)BGXT zPG&`8LCKs?inC~B0g7ci^(r1Eu62wkkWv#~bteJV@i3fegb8RKVyIYfSZ_hZB0bKX z@luU}hkYAv`~3ob$|<%|-%5FA@24n6ny0wdV)-|juUCq) zVpO;avtV~MgFy~CI>MKN3e~{27%b^WT&GPx58dI;b!Ny!#<-x}og6tpr<3J&OO0!zj(7FFjSvD6^OWsSkCT@?l_bVU%B{P}|oyxrwu^2XgXT7lzowuL3@9I}Bc?zs`$ zpfC2cZDHbxdL8_A&g0p#ooPuBrC2HHH@Z~_-dx(&6rx8aN~@*S4RvxO@;BL>w= zMeP@khxfMb6Yj$pw|Mp_01c}D1~(30Ou_(IVcoa&Tj=#X<`qp0w5CiYSRGhEu3dMs z(Lus%f_d+={^sUhxX*nNn>cdZ`g@&T?QeMB2V^$qyB>Myb^QR4np<|0ahmVGlE%{_ z{_;zX#jSU6D(@jdT6ZQBMZB9D_$Ieu)+I2vh?$y*+u$Ix#+LfPjW}zFo9~@91j$J% zeuR;`TJeBzQEo+z{+Y68U*thKZv8p9!&qw=AD4y|TGErv;MC&3+kRNWf|tV%r0<0L z_otr=GuLQgV7n8In#x}Ic5@i)=8p;ioQkK?o^?u ze80cL_hE40k{T0RvATPyd8K;2*j}t2vd=zb8Fw-{+SmP&2hjw}p}%_SO}ZgXF22B&T&Tktb4;#_D48ei z5K895g>P=fQMgXh;=EP3yZ#f46~%Ghfu_6LhY?qU#DxSFq4unWu*b`*k}!Xs+XKV0 z0$4=&DXTYnQfOQM3>+V34Hk})m>3#ciLb3eGDY3u8FxCS9=_~Op?<=Zfx|s-IE#&Tv4qr+*OCcV#KGb zSwnV3XmUS1C zGFv9g_p!b~;XWs7%{xZGSr+qK`NfSuNC_UfWn0L@8{N&2kMH1!_`;F@l$N2~NJ#l2 z$~j|ORvi@wMl^!R^}$q% zMx^xU%`6ke_vyQ!Tk>Y|xLeV=t}Sg0y(gEFWZHCq1y%RHSacxe^>s)7HZy>R2V-D@ z=%bFB|3JSwH_zTgt8%?EXRcOSQB^wYwzJWCS8mOwE?2}Mw%(Hz_M_Zwg4aFlBC&dN z92>q~qqY=7tXX02wUt<}#JP9OPbF+}5hx~AAs&U$h_BMLiY%Q+e()c`9#peov=}G72l9s z5lhJ}eF!8rsLT>A#im7uzG3D;Y*P#ZZL8o<-JxtV3s9k2%-CH&J`w-^%+_T!xWC#}3)>m=EW% zAhhfEPqVdB@cf)WX9jEGoV}?}*vKA-qo!^aqrb1Va>VnGdR%ov8o_&ghhhKOS(#&d z(Yt4XS&8U~1zf}*E%Z>-R{j+DdlN12Sj8wk=R>QdG2TM0164`A&SOXMx*=b8+@6j(Be0^#0&llu9gLtp!SxLdbGgw(2;~-E&~i-etk(^R#*x ztPqAb8!~?*=$N>-{@VS_KPv){6<2I_rFz{m1$r-7kZWXYe21I@>PWJH5I*WY#Ij6) zm6-XI?PA2Mm|LON#xy?$Mj4!dkH##oWRzp#^HW?WFq`zi;!Wt&bzGlV-6lSm=tDBp z7j>ym+`|BcE`(?uFT6z#Jtvt{LGAGE$V5J%=I7h2cY&Q-9^up!y(oZPG(s&RQX?*`k2b2PA6o+rLw<6{ z!UYq2aG|=BWJxxI(I7vv!#!h!)?m~B+4MSSE;|L`(y%h<=}i5((^O8pz!YT;!T~?X z&QLqsxVAi-T<20t)eh$c41%HE^rY{2XgcaO*+m+uX>Qd0P*=L~0AA}j?((Jx(&({G zj-GNtjC^b98b~ty?NPi3ZwY|7YLdDRci=pSJ#ZPBHM=(Tjx&tiu(4e36l6n&CE<+* z+E^+%XO-MWYVkQ?1W&`tdzKeNjR+r{ZT`i!c(k%leFNt@UDmT zsB)qv2-Z{L6{Wq1H{FkQsg%@EXGc0;I5r75rP%cUYnfrE^Rk4 zR?F~e?M9r08~VA2F%ASMVSo>Fm4Bvm70lzv2>9TEOvM$Ml(lD%R@B?d?7D*$3;gNw z;)HQkLa%DNIU0oEAy<)s;J$2GJ5zg#%v}x!3fpY&c_j6wTzpQ!sIF-#FR3SWLO6Ou z_nyP>f;qraS~(?`G<<(!>qjG>ZE_3SBFLKMq_k2?-4v5up8&E-&`DELpE)fUxoIx5 z4TsDV_|g;9ZwB>dUJI0|kEqbWgx7<8oC@TM6$enUVuamp7e9 zRxry~8O$71K*rR37%t`QWHhJjyYyq`{p~F6#27y?|4VJ!yj5kW<1x6pCux zz5I-V0;bS1k-BDI&e^Cq_IU!`w@SkWm?$@QU~RAT1uu$2W}1B7<#Qk{*U6F?lbR8* zHV+F5*&`BB6}y|U@UR)2wnIWHPnjjI>9eLDSE)SSGXl{KKetW8jysez9yPVGL}m?OtPn0ST{H22$t%dLagO)sgyi7sf_aLWL@h9aewxrBmv4B z?^~Mek^t;5{B>>bPeV{rWSvrjudpgZf@X+Cyy8BLSYqhwGXah%cnzacEJHV$}Pz_U@%X=w>1R6q*gUuT^)6|K=t&m;Bc=2v>I<0b>^(Z7( z-R9>Eu2Atz##*Ber|4=hQmR;T*iiRktW>b48xkctt4xu9X3O zUt&`P(3$h_wZo{yq15Qa7>#}YiLt0F)o%H_--aq+Fmqyo3i2JL@8lL7A=;-eDlqA` zHBFcvQyxsnxYWYIyBD-+-GLO1g=Gd0yqQFUY!>9?p5_GUpOdC#24@Qlj?S3vR8*#= zvETG^JNU#gdWA<_D;?b*Y(7)2TwVSJrHtL{wMoRLw3i^qVk4mq){7usz}XBFCC`@8 z7w|4kvx~`}?6!*AF4o2iD%Lptw`K%R&nWB?9cyNMYCESaC`o>Yh5Qj^>;PuOG4688 z!$&SoOlq~GYKYu_hkS2X(Aru^>yUVQs1GNdrowO+(X2m1;~`Z;qdsStzzRr{^TVL4 z%GAL7+SM2WSYX+}c@?Gt1`l)Im$sa*bD#&aZCA2=E2Y5rN?D#WI9T<4{++s?!t(!ypqHVq7suG@$)_B#c$@$=C0 zhIF??oI*a&IyukQR4RAYkCIBw+;_PrbBYUd5Wd}2>lgiT)R;!}7)!B%1XYj{jKOH41xwQU%ZT;c*! zhYd#rR^X*SM(`LRZwDcnoi>r`&9yi}<1cHKf_?eyPj=Nonv-8W>lUbKHmUA_#z-zF zHWm4o#IXIMT4)(3^y_7L`r+(|{U+9;A(T+K$mBsn$1ZpQ7K_2yE@p z`{!o1b0Gj+WKQXKd3}QL`G{I*t^3SH zqBjsJ_OBW!0Yo0tVpnRoe!AP)=;G&iZx*_t2@Uc~nQ_B-{hA7LQX-`Dm)^zBG_C8> zfX>L|s z5Cm-g2WjsVYg-tg*>0X~o^9KiL&{U1==?w!00uR1A-u1u1v5Fb$Z!dkD|z)B=gB9tK|zaSy7)_H z4CDCpafKw5eTL{`A<@dRy(8YBM=v2yk&|v(=8#Btk`4RnPh%MMa{oo@CzTrh!U{QZ zBqv*e2t*dTuWa9u@fy~WUpsmS$hu-ok7HT^_6sFTWhu?s`Ea)*$ypA3GautdiF#%d zX;i_%4~`PVL*10^WRgJNAiY_WBuYk8mToXIPTT3?x~_c)(#tSCEmC}7J*G%v5xT*u z@>71LU`TunR_!blT)=@b!ukh{#={6P?u_LwK16vm2X&NggcQDmPJ-C0-og*p>}6EO zb^|LG%`lS##!$yuZO$>(fZ^{Du1se`YTa)_1S@GZ&m9Cay`ZmkcEeBM-D?E&rQo|> zHsqYm3R^>JaBiIpnCDe{FvZHxKJ)3&AhNntyGVu74?hee{$mpXLWAE~j zR)1T4zSs2W8dABidAsSQ=03|@Z{lV>Q(57c#SEld$wIg^?-pH?-z?TKt&0$4i{}V2 zmTkgrex=lb=xd(POK4me%;G8LH8_?_3ahQs&M0qZaVK!G8=C~Bf|pHwOIcFG)V&77 zrTy_Xt1Pvyq%9U=HT;!>E7wWEi0W8t6&Lb`rc6xV>`Y`wa2$#IQDf#D! z=jTL~jPn*;r%&N7AB!SPld!i_L;m`?@_Wkwc2pq>x#|w?`M7~{;}_G!(@ER(?oluu zJ#Xw?rG190>|0SJlFOk&a)$Cis_jYq!eWH?Y7sk@gzN4VmtR&>-E;(<`>|r)HQjmZ zo2~6DkKUTrB~;xtc~!92?>$?`8kb62#e*-vND%<^|Be%2_+LhEC3ibxy#HMN|3m%e zU~cDR>+oL`fQ-KNzi;>@)rDom|C1B==Y9L%Vgk(n<(H$U`v(lLve5rOa{_Fv|3^;X zzvOUc|7Co$a{h0Qw*Tg3`_Ezjzfb-D#{2(CNBqyJ|KEuJKgN9qJa$HU`v39if1Ud2 z>6jQ;|8KQyt^c%a+NfvJrG9=*eE^6Ff~;b$tYVD+mVPl;NpLZ7iBLTJ?S*Kj1w1iV z*PVOu+}F>Q4%cZ7#^2qV##eUF-1Ping=Ia2M!yXIqI`H$6c?2|06qb6LBSYoZ~!27 zb$>osXblbNx<>3XT+lz&EMxN!(81teCItK749+3rMAF&%DH3wvd^^LieKQbxrwDqd z$N)fqSbTWDyCHI-fPO{glxskFLy&Qy0(>%PO^9+}aH4g|&5Tz0y|{qTC$xZ9Ute8Q zzHPumSNt)0j*8%X<4fxpMsS+*TT8HcfXrZlS=>K=1Ng@_*4O#{qNk^)qnDR7<_AdYgSCPU zVC(nN!b8Cm1+a4W3&|qj8wLb{^Ho$;tjjJ(pW2Jvk_KEbumDh03-?7n zGr9qHv2!tS2HO0lNVrx-TjP=Bry|OGdBF>7{5w+nMbsaI=eRcFS@-ST(*j?HIdqBJ z1R_X9<%?{vf6!L~3fOB8I4=HU4Dwh1i?R`j9k|V(4-a<=>gf-F18b|vXLC?VDDW8^ z@h2^P6(lY#SQ&61q6+vJm=#2Tx1Jk&dPe}jObiVkZtX7eFEO->iy!FP7P{V_1|UJY zpJ>>>fmFXnYEWze+kk)g)W8~m{d#qNxzGnPrhp*pAKzBLViipm6HpSD6bwH)PkfsW z4&+?@P@#Bf{elBA!S%o%9)R51-vN1kVTvpue<{rp>zwO7rcJIHJPrC9yx6?np!c>)-l)cd5g_ zqkT&_R;Tx=5LMpVS^9-}Ai*#oN50a|e7>-Ch+{xk2EV-;?52uqVqyGMde+keGxw$N zS41!_VCrQ7+0)g(R~fv=8oeYlu+V_z0@;1NH0Wti@Nc{vYia4512l-FYL-9wK>a0W zy^#|9Q~4;pBhi7GV0ss4W*7c|oEB*Iz+G$lj^=<4zlG_5R#ot2j8mWhlyhKu5Y9ty z&NWq1-#*?eI)m^_rPmKKlnN>0GU(0Loj-ZZ>f4d62FMJe$wx_2f#pUO25Qv zNX@Wy@F?pytU<}< zzqA7+VK5Jv11JGMAy@z`p}TQVeJ5|20}FN^F#6_fzae!@TK|56QSRo=_;ypE5;_{H!Hsu3OL@RV6gt6m&WI?l*$otZw}K~8!c8){hUx7jy{#IY9JdogRO!>6+fjQ z7pqS#9fE$ny46meE-A7-+pTkiA0PpN#%$YF93jYV&IwajbugRRcb!vmnjUPQcBWctAK=FFZeM=kF*J3+TySwc4{hpI?{p>S5mfi4je~J!j9n^@E$$Nk z7rY6v7i@;Q>xnEkQNeU-n1OrBw)qgHszN7kde0)pS-Nc&t-qF8XA{q1U3196s;rF; z{5*kfo_>E3k52}ZBye=&sOKp9&PsKxd2R$x13dR1;C;VEAJ)62&u3Vgf`%O9vSg}i z=Oc`kXk&%8$vH<-;-bc*#mSORP$jtpPayXAa0LWr7sP6ckEY!EDV6OET1cH45fk;C zzJ19L`!XFc@?9U29|CPPrH{GEAGsi&yB%c_ibfs8-|n18B^k9hS%CbN)T8h;5x4V? zDs6#2kJ5%UlmDtn{vkPU>I9bR3?|0&2cssbK4O1>w& zG^bUWBmvQ(tdqCTwW&4L0a3r5KWuG>?DYByg08BieuS;b?OP?*!yc2=ARu@m^$$S{ zC*$OCUw5w7FFO!%(M+?tS2-M}B3l(#zTp6zZHS9f9rUIfVLSyc45q%6aU2-o)^J}N zx>>9f*GG&v%5PQ4$=?G(74CT}yPvF6$gIVakai_mwskLz9=(9L{ubi#Um$)pzcH=W@ch|Ik=EOOaci))`Nvq!Js$WMX^qNqj_n(fUiS<8 zaphEj^NwVi2UGjXF%(CssKEuw8BSVL_Ac$0uH}&B{#+2>>%No*yk7GN4@GLJ(J?YV z1ku2r#Yf{yb=!hVHpg^;uBITM z|8C%+aV)(oYHO;or_FBjlxH}ir85@G5WG#ZL1U{MpXea&DCt9gN7pqrzEuiGER=~o zQFaHRA%b2qlW^#GG&!>|0bFa%W!e2R!|C;o?}AS2K*FtkLAIy8t7zjZAHA~?u(|ZA zHY0BBXF9qDrFqWcL0pY)jon#~hW79+6t*vfqGHfy*@{^aEAL>dy4nWb&Xv+D>U2a% z>&KyC82Xrs6oD7C+gfGpM3j66hx|<1^InaJxvje-9-d5heIQLYkT< zt8`%>>qp9&9*I%f?^^JnR%%5v*`K+5p(`sHVNlhgrTbm*nfB{nZY0@CfTL_3ajOj2 zTy3e#c8W~q?7;H~qDy+qI05Y4WGho28Z%aIyR>s%rsjt6NwqyyLUaRN($upgsp>vZ z+p5cZg_&sF$q7}dE=am+qtIY(q47XRKVrE;)KEBT(26EE04bQ$_bvt_d0f;*^7quq z#f;j_cag5DYZ^m+YVv&j5rt;r+H|e*dqz}--heh?dv$kQ&F0{{-zO8*p&IAQb~_06 z?}|}xf*}TBjGCaL;NE@0ZZLzzl5{OMnRPd>Elh=WE@d03xu?voUz(acWDhkS+?0dE zk^R6L$~2uTbFX|dyg6fWRQD#lXRdmE>N;dnHyUil%e%oxbDHi{Z?HJZml3qJjB!IZ zQN<0~o#CsMSiUri^4rd3d>^hs3C1uc)~OVL&{30{Gt%f>6b9F+{*il_P_DG*Pk_Q_1`Ut_66m`o=VeJ)ohhl+O*I z1K&4fh%Gr3s@}AC0Lbg@5G%0;NcX7@kIjcoA#|nuGbB&`+22kgb z*AXIFTcst{u3$~+5eL*|@>N6p^a`mb_NXk-kbJ@2&%85wi0J885}omtY0pX5aX=yv z$V8GI^V^=7#tNyPLlXb2`wzvM8FOcu-d{b@nSb(Z;S2esZDeC6*SMtJ2giY~Z{b0U za4NM5pEt=&@nr?(k5!Pb)r187>T4EN)N!*3gWb-aX98k9oMq$HjOmB)N)|nJVu%N0 zf?XISgG4Lk3#*DFriuzejH6+&~&-aKfbIa_Zd)PIzocAC)c z!Rf+2uGVS@Yp%1C{)w0h9VEn@jCX|R>QyZM{8ezw6tCwxhwq1Wr)-0YMqNPm_k1;T zg#46?g%=qPreH5hTGZT~+P>^vV?oZ83O3e$3pdTdO{$tiZ<~s~Q`{_(V`kMv;O_|G zQTv|wq=n*zbBWxvZ1wZlMQLzzt}2~3f~gBR+0Z&@FTm&c)=m0G7R!|ikCg)LSi!m}yo6T(+uhW*%#%e(Ss(s&``;TVK@o!&b`v+6&Y+zf9o=~na4i+> zZXH!H`GLPg);H2orH7@skKHKUgEtoeUOM3GNwCQX9oS;;m0AVV3_3F` zNhdU}EuYV}{&9y_@uucr9M-C-&r9n-Do|44yQGby8Mm~?W;`-yVJ>Lpgmm^a=!Z9Y ziBJ3^wPcqR>%c}WT`40->AMG#6OGlla^B*}GOxq2P=PV{D;sAR=od}x;t6ua{p)7D z2bza{=&G2=;Pp>~r=P?^eYSJaPV?3<+Hs*|5r23NT{rhVw0v;oDtx(p-12{ksz-`L zgryGJ0f3)fWi%}HjX&5Xw1GLYL3WM@XYD=M1)FLs&~t910a%u?c(21KiMBe;BnyGW ztB2X35y|h0ya`?{IO93QALv)uXD%}*wuEG4KjT9j?9O91%K8hG6D{6r#KIUs`HmNR*DTuml~qiSydO$*{j8*GXIuP` z6ubc3O82@uLC9Q>{&}}RsLuR=iej9>VEhcqBzS;q4hK-cMT=as|}ObdPMe8pidz<87bmFJLEoAO#T`6lRH#bJr11q7D~~ZRObI1Yk=|BDA_=_ zM_T(v>i}ti9B6BHFecdr!$rK`0oUNGTW1K)E-akANUr?T+i2`>Oy0kTokUZd*gfej#zdm?8EqF>NDVs}7Q|#^qj9S2eJhO@Qg^Fd=bD0MJ)ug=@Bx|$ z&m`j+vH&EMt>#c06*xL<ef zudsIxpZZA{0sRCSG8xFTiV2ffStUHxA39m0YcK!LBmH-Jh(s%elg(Gs)N&&$1+|M& z^YH@xC(E z0^e$RdHGWD@Wbs{v{=M+(Vp3S-^MS3aVS8h`Ahzx*eA}Doo)z*^tk>n?jot|4R_aR zn3zQ8E+u70$}_W5w>~sUoob`fEN!@`aIY4J*tBcQ1C zHB#}ngYL_B<4{CthPb75z0NThm6|Sje`x@?NOblM`~{z+^U))+i=*f{Ge@=?*FO{d z9W*{%q&7OQj*)Z)}b_2~wvi4{C4k~=u zJukl&_!UxsZ*1{$tv1J*tI?qRnTqW(a4&NU zI??&3>|!@)-h2GZaMPu=%bAvPx@I9E2SE-{ICH*pgn$2`%r@&0K^1o5;6?^|PjsJMQFQ;y zohRU1AicM}Kf?Fq6U(D%WTy8T*QtvO3AZGn@F3x*owN(>NuT%Lp6#&2dJ&wYR4WS6 zDD1s4xJauS5Orcf5wJj$Ow*;qQY>D)zMy;Gi z(h8U&*Edlu1^4KYj+Rw$bYSdCXRp1y)n3R_*n*jXfC^Ud+o86S5-M$EZqlQq zekV5mV_+f*^c*K}6l1dxh5dJ_%Qnlp7$sa+SNqYpr>wO?^za@DxSfrT(y1EU;~OpA zM3s98?(;LID{1^Ur&(5yPgLnq!!8zRwGzdGT;D*!Nl^2|qsO6t!7x!MdBID?Ft5dN z@I#S#%qlGccRB_>kHTmN-Y{}Eur1VnOpH~##m6{@X*}R(FmtW66p6_*DN_^tK4xC^ ztdoM{nGWEq%nFgRRBP)+wX1j$*7NwR*%#|6@Y2DOJi1bT@(v0(M(=|1jQw(77TybQ z>)5_gJ!&j{am*xhCxlNrAjB>+Smc`_@(vNIV{6(b!Q+*Qv9eg6ODD7TzBT)KnXPGR z&RSp8#bd+)Fmn-m&^%8lF)}D1(}{QuLl6oy^6WTM`M^>uW)V(A(0#MDix#smfN=zV zD0!>_C&`TP;3BXyAk(Yb>wR~x7X54?jGp%;NmcGtsr&wHcjr_mh8NwItFOj$5HBqu z2x-tEp#h^6(8m-|HAV2hYzn`1W>qJ4j!#5(QX{qTm4h~l^E7)@1u_O5mwjoou<#kc{h+A3V3twC{6mW8{KUyUw z#EXk;xZPog*UTLuX`Q2$MuiEyeU}K22jCJi4iiyMNROq328_BDlvN;d!sXm@CbQp& zaLIV<>6&MRL%KRyf3;|P1tmjk{ix}6rg)OnOZ>Ai{*pvDi=Go4Y_9Htb|?oOYe#qu zS=@#Q6$zPH@ayW90--kwHKV>9wW)?`UXP1Z!5e&bwUkl~6fZdpvZLOBSIT@bBbwL2 zsXXJuEofI^n5U6idXR80;hIyM6y)v7Fz{&~`sn63l$Sx?NMf0P56z9#2`nD=WyLM= zDMp^g_l(5=kNOB&|9%~*L*W%Hdy{b++qHTIU*M&2DOtMSc~tIPah=3yX{|OU&HV`L zZcH7BP9*|Ym`S4_$YB$%-=Q5GpT)%hMovfNpzC;g0mif*I*RQHMTOh>L`{Gp+~%F- z5kCMPh(b9rU6vLBMt^@HTEvqPEPw{1ZRZ!09<;+L(wiB(sD6*~aD*K$6P;Y?U9OlUKlkd3;%jz`7yj!fJ2|RtWz5rOw`Pc}ZG!cNr@~_AQ#78?`gA;% zz3d5+v+C%H|J>Qhzt~usayvTRVdM_(SAC3VtVMN@IOTP9FO!WFs4ywvLk0^<`Yo_4 zNCMwOGJ7pCs^z~}E)In1?s;2ZqO0YK>%{|x`>W(OamMC3oznwgUbQYPHM~(*;(pHK zLh7G7L)0E7y3)mW%xw%YC`^9${V^i&iJ> zv^14#<(pbXR7%7ry|V+oyjdcmD^eBz&ULR-lM^jNMpy289T%X+j<{zQk_ouA?6HoO z66_bh_C>Xt4tN^*V(2z&5fxdR2#+|x=(_4tPuXZbBW80H$wX!7wJqggHd){u6sjJd zY)Fqq*by?AakrB_l^1k*>OdQw5lvk8)7hSh6jI6(XYR86wWsNr5p3XL;o3HrP`~b# zvdUwi!cts8!S1rI|JIrcvCet5V~w=% z0>RP&>5?-#TLo~(K$DY_>L7r_){-`$$V#}%!yb?XI7-^$A}Ywp{0AUnfSg8SI5vZ$ zRJJT3Y0UhDNegCm^55wNZq`yJIIa}CaHZF7zq1}*@SbwnKq@@Wrnj9OibetB9=YdK zH#{Q~y({=)jYn_pqJ4W94N8Up`Cae@up9DfpLAO#ZT+Fg-+=Za8xa8P6(&%Gn5b;l z4DLI$L*v`V`#c<%qN{uKhk2{Tcg#^ppWib>77XqNTK6xnU8z`g4F$pXbw4@Udwk;p zn%RNWh(TM4fM&o771IL~A*+|XBv1Q*ZnQIfI&lF)D{V>B<;K3O(G!aPPC7{St zv_W3F5JzbhT4KxYrD=$`!kMow(@%YbolGusw-B6Rb(4~+cfSu#CTrSFtZ?9 zNyndAg#LhkPncKqDzx9kP-5b1E18>Ob&f!f>Dyi#ud%RvXC?7WrJO#GbrGFMt&UR# znt>&>7q{&3I^Ok3^Tx328wAf0kUrc+8UEiBJws*sM|jLQwdVdono?gc4Qx^s2`I#B zHtE5Y!-qW^7++O;;2!b9#(C)-X{wC|f0fV|24MIt-CAwcH%eJMV>_T~6uA2){721N z)$sntSj|>!fb#7meVFYLX0o2BVRVJd#6)Vo(o5C-V}J22>n6HXx2AQHzkookw#n)i zutnxI8wimoy2{u}PU762Ani#ol+MsGH%6e}A69Z+#XJ*$FN@rzMgZdBksVcK0CXA^ z$deriJFqsYHZ>@j+v1qAJaNaS>hf^SY#G+2+|Ky1JMXWKMVnh+(yK@RdTa;XlF!hS z2qcM<3j)avq6}&;262?nW zLclthz%JNR>#ZB~3d=z-E>01HKVWbE^;PbR=fjBMrK5tEgOALr3Bgx%Y$N@E^ zQLUakLWJUtX9-Fn3D%`dKc%9Pa5Dl%+XfNJiOSv=XJLeGPgIh}D#|S3P($QNQQF0m ze6i*DZ_FY%2DITq+|j~>+iAAAZxKpdD{iXD8QfNncW<#Q9}lh0c{V7>sLLwIKhheZ zQmQCkrC_~r(qBLVZx#tCAFVEjxe7g!Dql3KSQr}1+pen&#&v<_p#3?J5j6xAml>Z8EO8_|IA`d%8iLgaKhdqaZhF3Me#K*ij z7c(SW!u9B{5GJSp3|-odoEIOl*wJL?CJ{q{{t~q|8xc;})|jObn!p^M0Pd*ihr4zB z7>oSr&-^!2oy%%?P+QvjHi@G_26LXlf$)x|{idTM0hQ@R>n7d?STDZTDgyYgIK zrnRuR1~@INf6{LGc#g2ex`1PL^cUz&E1N?Kdt@=vhciekRoGg@W96f;yLYq;H` z?$N8P9a>gdd`JBh+#PP$)?#x4&OpzO3TW(3-)wn~ILSNox%XRneA?kp$13(=UKL5% zbsc}+%I}O$d>CDH>T(|uS?%IE)b%VxMdN{%6HM0iMv37Kr@BTM*Lnj~srS>ir><|% znk3KHpn*H@7W&|-(1#kYnqdm8!m|L`0i!~sePM>`pm2{!gwu6Gi-a!4gU5|zI5dpS zK3R`uC6iWDObKtgv_B6DMR-!irXyIAyrU)v5#}h))(x+V>6CPxSuc0O?@333QJOOX zYtfO8&vBwPW!P(veeSyg4mjOhZ8n^ksh0VMpsnJmS3qxED0AVsel>}mS|Un4(^;lP zNC)FrfPkLQeuJ6X0@6L{Kb|fPZ~!<0HeXxB_bB`&E(w_K(=eKe)nA^>PG#=xz^|v7=vWfVwXAj&W*>(+z*#i$*#h(_-*zLHF{~=XLToMZwJpc< zP`TwRr+EQy-}0tC?_OCdF-46^yh73dY5J$4pXkK>%Pa079NFrwybX=*?ZS;X_N<|9 zk4F{m+rRY``O{K1!;#n(1_KpMahrd;qU*@uug5;N{^H$R(f+wG`s_&@jS)}qa4DrM zHOq9sDX)w2kOr|>Xe2ZjwM~?BZ=sHwFFo!cwwA_G_K<0GSoc4gu@Xb8UkOzIYNqV$ z*2Y2w(x0csHD-HQ1|z@S`ggSGueN0iW&iB!mOyneNnv8BD=g#Y(E|u{hvk3C7RhA{W}3W{!;PDi8;+vpsuac5L8-A z>ARU&xx+DFsp+|Iftg+mQ=)HyUH@a{p#4n>3M`GB5$ z0Uh9H#wWm3%>ss@|WYdPoLJaftA zc!vDWC>dsZw)gu!Y zTwVL~Mj6C)Fxkc@t?8sO%u1E%*pU|>QYhFlmfBXKz@(9ZLK^I*OjV7M1Qhi@AM~($SfVYh+g22_ zH$u#(1$p&IP@fpLdXMIJn}WjK-xeV;FiF>>=oAmF!~T}x{f)9CoNGLfm=~jitsspz z*KoW*UA9bOj~5J6G{)L*U*(cnQIsBu5KfIH2mt^V<=mD@0Sft$x!!yaDMS^yoLdh4 zbD`KPt3eDFVCmb$$m_O?&tb=D;jA<|Fp5Gyd>b2mrx+ILCu&yIOe94>y)$_(I~WwT zyZsrlFkAiLSMTS0eFof<9Q(#4lMa}8BF`SKNwp+PRkcCY-&4JxhG+~kPH*1qh}!S^ z?Ch3p!hStLl-pO(q{WMNIMnKJB%@E};KdNiD#eWRzkrH;=IZ}DP?YI^K_>tIKv888 zej#P~{{%(F|4%7mcGmxain6l)zqE*{>HjIK6rGH%Rq)vU$(jBSQmOxF5ext85KI1N ze^`!I{+~|jKV(uy|0=`(Js|wwwNd{nzyF;j{SR{Vzq6#w|H~iqKUq>H*8dsx{SR#v z)BlzwWo2Vv{7;nh|3(|-^k3Sj013vVqJudYMklg=)+oj)Xu2V2dMC-yAiQh|$<_rj zM4*5qF;_}$NUt;YQ|{BQ-`Kib?gO7s)LHv#kb3g!|;NL=^%j1BP0}T%9JfNQ}$m-I9XK6Xhbo}uE zZQx(`*OQmmui4$_GZ$@x0)pfRTE;iiY&)C|mkR@yLj@J?o7ef3=zkeQiFQFeJbu2r z+w*7Zc*xVTB3f(r!vSximIJ$ibhQs1^y}65W5I{D@7ppGI10VgDBSk5KPRkS$c;y1 zw-?4A9TD_gnPI_@PPw^59Ab z0x8VS!5^msUIa6Tu@3-dK~Z*}$33sb2afm>32tvEygekig%1uEwhXiHdJdl#(8L1o zu(+T5-7cUFFJq>PqZ%|=i{tKF+}>{DP9%kLdYc$>Qtte_A9d8}}Ezv{QWf zVEe!Kf>;Q!I=&1xMVBEx>cGxR(+qgOnHJ!`hOW!|bU~SizMjeRahc9>A{$#`8JJVA zp$PjGes@8GP4H%A*SHz)gEhaFn^^E-Z737S_m`hQU)-g>pEfGc7QT-#_T304wy0kw zfj{15T!;|?-x|z3{P=i7!=MMju8e1xMBq<=yH`ZeH}9Ggd^$KpklufRy3FU`%%UCo zKbe*F5%6k9Xcuik{y+e^BmDXa@ac5=^6BH%e(%CV13eJ@0`~LiEb;D1Q+?pxk*r*^ zeyM)Tv7)ACD*seBWS;yC^!8%fwUJ^)urm7xM1-y_2Q_6Wi!XZE)xvUjJaRu@LEyg1 z^{~TsX#O+~A2@DTP1RNuLn_|(L!P)?V=&B^t~(}%@=!LzU3P)UwBb@%t#LI)~7qrcnu!svIpu=Rf0Rv;nIknk-gNLf;uzyT2082L^Yk@v9Lx2^Uru zR2@oH}yLJB61MZWH&{_U$_N^=)~Vk{l==FDCim57&05m4oh9VQ@_b|E0BLY*}{ zSwwHC)9mV#!$ar?MO~XYo=$Y=MD;OAE;*(`a#bkCJ{`qWnYrbbC*q#Yh(ZuDY5Tq# zFD0mSDuDCBYc>rx-8vKH!{zDx6lh+r3^)1E>bCT<8I^EvC-<=tNgwP0X;mT+Pg^Sy zvBe>mcjBqTSekNHW2<`&JJ*SDzlvBMHM)vgr@rIsFpGv z(8#JEzT-JvwMD)ut-;chfKZvS|Up z2Z7i#%q6U6f&lH}*YIFwrZTUL?X zHW>^c8c~skc*8@2A6*sHAffL;M7Nd-(cxBwQMVH)Ydq$5xROx+iet}+%EXjp<21!J z5ZeOqb8KC@C@a{(*I8k@#-Bbtm%uQuu)>snFFZmfspeXMoKTFIS3$*f=CEz+23b_N zD#~_e<4mw)^O}8E>tJ5Mr~3!BdzEyKC8@g{~mvI5b{a82_X&lIBRdw)JMjB zJ%=QSS=-nsrdt&EAxd0v!EE|SI^PdRYAT}Aak{dCpr=oJE+y(Sbw}QmqMeQ*9xRu) z1!@jA?FLiXlco;RooOsg@A^4lkn~uIu8Yryvrp>yCj*h#eD1m^aJHlgx3>=oR4YEk>>=SR_SU zRfwehr`_$ogTAZ&`q=G!16$ASF1QzdZgW1?p(A|nvHX)}5)#Yt+3f+0 zo2$1Rgo#t5D>V}n=f|-DM#SS=O%A0avd7w zz#MYtXAC0VrfoNqX0jOs*SwcHb9d2Kh3;jm;UdU7sU}hV{Q-vU;>3Ivdae3&t{KU= zAAgc63hjf;Az9eDMR(lQsQ=2&4C2BRqEguOK#qZcQ5U-DZfrd zF1I8peicdD+)^9HT24Ast(jIB)l^3TItZS%FAto|Vfl|pg2J7Q*uyB>{S#72?AWfg zhA|t@jflC^z7@HuDb%ez&ns===PZMyg;$zPbgR+=G>a+8UEI$BjuCJzNQ7JCLNzDi zalsvQHn1!$LIx((87`oMEu38$985& zVMrC_{O0<8)xh=95@rTf9UfHU*y4=p2%P(y=CgmUl6}?uk810nHS)#{C?B*Mgj+a( zNAuM+^Q@W^EeBZ%joH#Ob&`;A?@@&9wb9)UdGKmIrMA%}RSu46DLw&-%;&@_QUCCv zxIiv9oM6pDZUg#JRXN+ z(X0Y8l2?%fYm=BzTM(siz-_I~L?N=1vwH^(H8HeESE5tmn+%tzy#C2tq+NaEKrM!+ zBLTWd;mS#aZ=iBQ%nll~#M8AyP!nu%jCple{u+`-mxBO#$4x={5kJ^>IgZIk?qO&* z^&rsxhRE~^26MHGM)2BzNz~n9ogg-H2IjPeCu15>m(^m}uRflw){hnd`y7b~w@qAb zIozE>phiyz<#pJ?VNMOIqH>H0mIEY%)S}BBS~JC5t3{Rcr8p;t;1;zsg&D0w=1mau zwu24uG{$B{jh7Kg?{BSL!;Y?%X-#kE(EhrFPHJ3m!@o@!PPp=s^&^LeTL@t>=6J!w z;1vdS@b!xGF_{>Zk*u{eu)MC#d2Ls|Sw8|#&@u;tMb{^nJ=G37xvg;l_{bzw&@oWX zOaL&Z6g>nJMw{9gtD0mn?Ifsm0~q@D!vtP~xkCImFIDKEENmAzh50c@hsLt3)z?lt z7&H$tJ3z+3RcKc%!iYPL$jmh!Rf(KsCmer=y9?XuCa!Fh?4ZZPj+5RKSTskxJ+|R7 zjq6>h^+a?1Y_g7$!6V+e?hl@MZ4=L8uVs!_vn@-3GlhenzSNv!ma{Y5C%f z+w)1qcMMzo-k2xxE@-Tiz`yGuixC&u_5$>Dxapd$kWvQ$q1%h0vC4>#gRWl^7?~#s zoFa+<3_f1jVyKMZw|*H_-M%X1Z)P>2ztTy>qdQ0yD$jqAh?M#H!hei`>Z&=Db=~#_ zVRb{ZP$*M~rZ=!f%1DNgx5B@a38qLl0Leaza}|gjd@`zJKlzzZCRg#bNh zZsNV%EeZ>KuKk}~*%o*(qD+F!>qO~g-7CiZJV}a>rbS&_vU-1LYq`&>IeYcqWTS-B zOjjhH`(TdI+kEY|T>N7N4yC#63LS^H7=-C1g9g|M>JU7(*g^5%DH+C8K=Gni7i*kP zg)=VQGjl!Xg*McXi~KP_O)6gOcxB#NnqWFe?o=T0({Ej+RV8az-)U=N>r#O{0(-wM zf>^rdf~Fx3N(I6lP?^gI3rVYt#4H%?8Xa#hZL`KM*swnLggkQ#{@8)Bp|Q`8&p7no z?DUJ@5x%&Tr%W5#M9%4lbfFmd2O??(gkIvUo6{2ETXH*~HmDz#P+fq=Z}z4U4TLnc zy&c{wJo76meTLx>cmHh%u?$qVJt%N){665dMaA84@e&ERAu)VH{Jg-hvl+*|4Xs=! zxm@>g!KZ522U<~IGZuf_LJWp|PvGFgWvk`GCk1ACkmqA7d)+N=MAuLDnr_i+ob;j? z;dIH@M@J*?c+~n#X(y!1WV$M%tIA_gCWGN_ZOd@Q#-aPk^f@!6xvj64g%A3t3>%N$o%Ri1vv9?AJL z%~gD2HwUvi#ZQp*BEpRnob5B@&HDa$)E1)9$)Ov=l-=vJ+cNbQyjMZTO7zx>>gEjs z2Nb6iw5Gvb?dQY^_gUJiNknR4Pj3S;Y0PBw-3%X!ymo3*QK<9sk8g=aUBpH9Wy-#H zHI2&W^<`TRj#X*Eh1+4upQ?ED_qbi~#i*IXNzOA@_ids4lZF`LWR4x#oH6$88EEdU z3CyXE(^Y+~fu3R};DMXZ5K`yiS%MQ1W+$fdA>W;{*_=E*OfXhos!&*vtir4?)1+pqakDKm-ylY%P3K?51qHtUQR1q59Hbx3QBOu zkqSif+~leS!5!!}P>;__#{4^nPQxLDwMh|YsMw{H^cBpxxrkNUrd*2keZwfe`ZvNe zQ@<%%g%z98{w-9WpOuk+;=`nhVX?pWv&^QgN`WbAS`|OLYhGa0K!#qPD^)wB?}4dD zFc}fWcC46ALjWUtAdS-P9p z0|+Cbf&++2t6E)^p*BRzLMZ%J&$%C?-zJpjJhSA{%@5{a>(^Z76TTt=V-ZD4w@&A_ z#cBR*(u6m~BgVIr6{hy9sb^3QGAjWRTyjDR-mr&Z zr@6oXebg=W!^1V8vd8R;X%$Q*U&B{FyzMT)HDzY!$*HT7e3I_o*j3u)x^!*;(bzUD z=83*5lc+E^U43(WF- zwK`Ebfm4|Sagr!#S6#%8l%)F$y~JVto-gJ_bIhp#za|p=TEE$MVh<(g0t;Rhigk8J z=o+T&dUS|24J?jF8UyZnsSh#Q(M_g7{B0h9%l$_C*Jp1VlIL(UaxRRu{rP+{l5xH# zZpIdUWbBC%vSh9?aDC=9cDPRD@BT>lS?FymT?Qm2ar9W^LV3YK>@GFph?B#X&z89t zh8|>4AORQ#RsAssK|TPBHCT_|-nkx@Q|$SBz?owF)nh_(Di*@tut>c=5g3iEoibea zrE(=4f~M98Sa*Q-15d*?w*9NRbBXa}$2*W4VcNFwd8Bv$UFu4)NVJ3R;oOHs8Y38M zl01ydn;rCSFT5I$4>{Ma238aRJNT<;QPky>CLQ)9|>8XnH>U;(T_JVB1RYrFKfBP zW`@0_;2f1lqE|a`swidQIPR*X>W)DeMA#36jpp|p9Dv|bw77AFWT|$Mkfg%4)p6Jq z9hlkImFduQ<5uFqRr^eFJ-dBJo0yvdP7mqJO}1QdF|rEVe%>e&?JDzgYiH-$6puSs zhHA@PbH@S1IUEMbzAu652j6^FmFTB2**QsB>kAPxRBn@ZOJ~_aj27Op9MFO_Hk@^w zPrgiAT-CbVV4T69?r>33@qUlA3aF}y@(JNlZL@j0s2ir*yz|XhT1A8|^4cCd8}}jl z{?NJqA8F?pqf59h*tW6Twr$(CcH6dX_io#^d$(=dwry+r%(-*s+~nTeN#~wtepc~#Bpzs7SP~1wKfr6M+W#WnFIX-u{ zt|1D!LAS1Z6ZCq-85ZhdWS%=xMMcwo4*~5lnYybhDE%!cmgFVRu0)v(w2i%_owS^n zhs4NG9Fw629;E`x3LjS=#kESRe-7^Ly3>}-WsMIA(4!QP5;8jew&xf_oAJA@@|%I8 ziU~Tn%c|CjFla4ys7alWLv@+9uCMKkdEeaT((zgZCcoL0NmJs!gG8t)aIk|xvq`#T z0y-R8M3VfOw&@VJ`w0aJHJUB1&ZWeaX$?99k%)`~r8>n8o~9nJdpWioC9b zxC|o&IpKw)U`9=A&VK^PHb3&9OzhpJ8vPB-r z_O~;=)Kg{aoJ)beW~9K)8{tBuHU^g{zSgajTO=y?k`>m{+6EK^sY|OL4RIB853${m zs$}IHcB&8OE&JzM9%@)j)+XQGs3`O+>-Juw&9mx#2s!xWHA- z+CIX&U85Fv5Dbkx5!<+CN*QLzt*2u+p$@PKtqOqb=bpQ=-i>A-9Nk<>4a5{U8gQJ~ z--7>sLaG`i4DAYn^~+?2WcA-R=KwUQw&Y8-0H8>1=iI>Qr3>HIzhBjs!B%C4$d%DLn7~?m7rp+p~Pwh4uBOe!kGD6m$Mx{Ah z=SlvTkN-;LH@&R7Y*A88i#Jmz-Af?-BED0pHnIT(wGOn#?C@?3c`RWR)3a|w_0UfB zKnI1Il8VI{*F*Fk3j((aso!o|AJQ7r6P24oyaGKD5)tJRCr6$ zB+4|KjE&JX= zADHHcZJwz zg$F?Wd7UXC(&vQqd^P1P*9$q}kS*gw<$1mq9{JH%v%dN@(rZYoEZv5hKkuuiz-`z0 zfe?C&^s$B2=8dSUx;ETP(z^X%kGQOlWIrW>T z`Q}kTxFkj!w9~;btPZ2^qweZKqB>l}%@NbL^UYOrYWU%N>QqwNS~kc_&|k_mcvM6& z^MtJhm5Jcwr>>rsEXykjc>4*z@qhR2!1^ZX!_~2eYTJljXW7vOPq*`_$?ZQ23?J8D*(oMncH5Q`cmSiu=~ts0Fyc;I{sh)RQtN_e_pv``q+rn)DR$m$9hB7JGV5-GGRcFTT34kVRqb7Rs*B-5tSQI5 zbMF^pA|c?+j7A$u$=?5ZyJZ$?`a18dRl2fBuUr_u{Mq*_B!6l6Jv>QuT24Yd*IdLQ zxB=?wI&%7UQGz8W!EzQX)UsX|!CO-fNm2yyY{;#ygvd|Fh=K73Eb$i$={1Gkvx+vD zks=uSb&U>nq+wZNaNmoL7T6TYb=tUew%SjZk4D@IT-^7uUxNy^FU5Mfgx_~! zi*-DzG?;&4b%K#>9G?~1QwK-1^+%KmcU0ATLr>(+rzv)u$Ej)q_nj&*-GQDs_Y3Mx z-7`kqiCKzNRLmt#SdL*5;bfT~k!?L2tY_b*S}4(Mr>|%MdE7=RVdbi_6-tWGkZIxeaduA!(&g#LH8i|0=vB^KU(DoM zd!%FsWoId8Yg-=1Bpq9Ivb{T)^ETlXa$s07phDkuK;a1*d+A6m6I3*UWV(RHXEDU#OgZFeHdRu31jn!!_{x@Q;r z1_7+3FQqZk2^)uU`(iU|$C5PQ9*JBD?-KVu9ToV3joJxkK{PgYXEZWvP)K+M{bl45 zl%@C2xFWajX6t4L@G!U4ToWx>JL$fw#|xD+hPulD16%ZTSe^&*ODPX%x1v3nkeF#X z$~24u1>gHu7SD`~B{Z&H_uC>5BvrUMQQjtg`1)w*kxgIKstQDICk;F40CXf-A3mS& zUCF(>&)&^Ac|O5UfxmyjmO27Cb@ZoC_9nz8I4;N*3%vV~-TLnLK1Eye3-=z>tZ}%R zMO1B`c(Af+u4OV7pInEDl1QDfGoext#ryV8YF`XX%OqovWt$0cHY!m_m?}mErJO=X zr=()2SnpWdHJSrSPn?I;e!^xih0T1z7zRA)Z0Vfnod5I8 z{~r_n|2*?&`?s6@*UX=V=ETVW|gx*x=3w;DFUO)WHRShv#F1hsUEuO2{Tcg!(SwBW2e@Qy0P_1M z7==)k2f0QIb=myUzQJlVPVsw5K@RB|q0NJ`VzS$EB zQ1!w6xm(|P-@FF7aRK>F5n#hP@!$4iV||?fU0Pm*0JI1KxBzr?HTeAE;s86}*WCD) z!+h^AHNR0(aj^04mR%IQ-#o{0eVKdSO!-#;zNdboQ50xEdY>^flWrhxJ*8}0-=?kK zaIfD=uQk-)YI)z+(a4*5Guu8(-4Ne+-Hm^U7T)23i?m#cEuffpO4a>7=@x(8EuUEM zTj6YKe=S!8G>FOs!c5>6nbB^MZE(wd_2D2yMC<(0j3q+6xJj}2>U;E^#9BZA1MEeJ z?zTZ!MuwmMevuafa}nJngh*ueZO1RgczbSxqNm?@TCTl?gaE4C+^FodS1^tG3j)y9 zQCijz?DmPu1TX>{NTfgjpd9rDz}13vRTGGU2nf*VBhXEwj|=eYA!hK8BGSwd=0&8R z1`+lb@IAy=z~&e9ju4>Dk{$%ILFflv>NosH3i8*GLJ@$%gf7zu{LnBoz}k140D(HAO?<3H~)lrD#n`T3)=%@8}SMX0|3Ig3#9~BN2 z+R+1P$wh%k=y0@=BcS!~+Aa513!5UqDEIT&vH%X1kojF%Ws>z_L0(Gk>)cJaIv?dz z;2#CL`e*gt@v^a2apvGH=T)NW4u3qd>q~-$COgS@hP;&N<#2eU26KoiX$EQaco@@~ z97yL|TNQ7LmQ#MKw6F_6EdUWy;fFHi5%jdoXr2eOp@+zd5dlM{{NIRd^USV1D4%s$ z4`|VK$A7J7k@-57Wen%R`Mlp^7nk4Tzu9%G+BIq!GZXjxV<^3+h)diC+kbt7p zRd=MTnMtz!^Jhph-CwJdX6_c1eYV$we0-k4JY`yU-ZcRGqpqCo{MExVs}Bt=#-pS= z@%TT)Cc~$3*e!J!#~4-C^Rr-!aa8Yx9NQU2%mGuKaip3tm2URp9Sxly28YZl{p5ZA z(Cx?2RvIuOy1h;)5$E=O=ID+?1>`nV3%P{+S>B@nP?RK9j2+XK@hDMw&Ku6$*w%gK zOvaie>6LBH;A?<&5y9@ofHxZ<4cw1fV|wy%K}uH!nJNy4T|ohfYqW5@k(Fv{$!sa( z&)UF-nOTP;VL&pEd$kW?2lnaX=Go)md8BDzmccfhHDwe~5(X)p0xx1#`GXSBUqdXI zPNEnT=mwNL6mvCV=^I5l#U~06-d3?E_`I6MTZo&L| zsN1EvzR=2@f=w&?r#Qa`LmB?W6oeu;jamf1^$Ft0KS+8o#Wj*9_j@e|%{pmk! z=|THsM6|MK&@OO4^H_dSR>|!b6l?sI2J!7tB>Jm9j1EkvP#~B4%T*uI>-;w4SC=|E zTY8{2(G{4oq;(v(?{wm=h$FK7W>Nh4tUB8x+1!$bMXp6R{L6=pepvoZ5_s76zG-e; z@(#EyhMVc7K+jfk>#h>z>#r!(3Gsb0szI{d$${4)d#3(ZQT$+{N31SqsjlSrB$^_- zLu6g8tx%l=WOy(abM)Se8>WCr0G>m_JYRntR1Fay6+5%k#NT5zPlC z{$~RxoNyf~4G|oy+dswH4-UfI7YDQ>zx=);TGb1B3;1>nH}cTUl>+LhPVY9(Z^u$( zmQ-(!_}$z&Liv)tKkjK#FJQ9`hW4o%X-hpu)SY9WCu~Z#)lInG%LHHM;hBucQrFmD z$xGL?lW#3Bqr6(uoX)!6D#Nwv-0uOIs-6NxLoTNk#fsFihR8y{6V+Ayf zDj0Jw_9vitkKrHNB1)n#A->AFO5qjD>hD#sXmAANdHcE08LDl@*TH=r-SF5<(w7}r zQ>w8svxNz}U<|@lym=asPvYqNSBHO3@8s%M5;$u#lQpIvjPYWT9thAs z%Nsxr{JGIpBb1J(osmYaW#5x?uWnW+vs%W4%Y9g)jexM8HGr-duGv9Ie`6dKzJVc= zhOF6PR2V*HIUNn(jJ6$U0j=xkA6B}J^4flQU|CJf+f@G^clCzmfZ*jqZAH31Y{VS@ zDlelnccibfQ>2MhJfV;xA57u0h+CG+Y$V3L`le3FUIZsj_6l7# zImB8XFw&mb>XZT;K$WqLO1&SqkzswGp1olMU&DMGbN`2vrbP%6y!ZDCSQ@yDq$56} zbjxDI!^vOjp@mh9YNYUG(BB)Nm-CkG+4~(aC7ibQNZhubbgI8iCo$1@<{+7BUJ}js3y8@Edyx0QUzJZJy0tSn3DKF9 zOM%x+KIRq(J=S?AS!Zx7Zrps@XOfHZJ?j%9DvA)Uf$=b7%h7rsXqNa4@)9ULzV?N< zQ}Rp~NtY9OUe7@K46kL;40?pfU=44;p-)g0($2<$=c_F6?>g!wKI8XLc}~RPIDqz`9n3xBQ80Vz=50~0NG%>NCjqIZ z%|@PM@29VHsDv2%(D)r5xp33LHDM$JzT8A~Z{cel94D~c?u~GVy8p-?-K>}EZ<;Zr zzBVBiDJue^Kq=H0FnaCOUnE<$(%Bac?2Icu8If;@1IrJry_Rwnv3|t%fxpyM+xMC( zcCHgo)Eu^c;H-6#X$A4Ax+6bnV-=9gIMHRu8NI0yQPvWj^HwTOu#H<0H+R^I336G8 zCE4Cd&prfn{wlzHWuE4rUOm?pz%Q~FaS_2W%bxm!5MxG{=)M|ME47D>VKCGVFNE%H zcH|4ToZ^Zl&fyXt%l*u;ig+qr=+(kIck z`_aA>$wkQfyk&DHGDZUq$eDO{vlK;LjWTLEd(3@5M_`EnJ-kEu) z(Q41mAV$k>aod-8CM7{hlWnBJ^|t^Xh&<5;Qp1OT(okX_q$+LO-gf&s*}lhMRLZq zmJToW;R8i2H(mzR(Efd`bXkN+($(pGaSPA6;*WQhG^e&qtlU=PC<==FzWpVRa*LY> zr>2#m7?~HF>|&!vTxZ9D=cPmXa9+kz;w8B>giE)d+g){*IJqaw zq8iccHI8Qdr!_|Y1=08!v&#t)gV82o_{37UtN}K2myxYIq20<5nla*KyXC@)Yhctu z+e``!rn(oZv}}m68S1K?9=NID^SQ~xT6}o>{C>)Um>PugGhB=-^#P8Qjr5;rVT8R^ zyo}ejlWv~hOEE1EJX%QEHse%s&+li$C?=mV909{RWw&&rMkMdiVT3)Cw0^8QWy&RJU zyF;rnPq=g%o5RcmqsI*=KWL60=91XyqE7)zv^9PA*s5qEM&9A0Q|7MCIji)Hr^)E* zjC)lnF3dD){5;L5DjKo4}ISgOD*Ai<TI0Kzqc=Ct^8= z_9V>nvJFemGFF}-TEVr@`US>%cI4a2BCGAkA|EoKXHYymNuN@yIWYG?R;v|QGz+ne ztIfm)`x0Ig`GnfReVv{{T+XM}nL;Yzx24H=H#ORk4dT*gOI((IOw@?qjYpj4etRL?4hxe*I`n)h zgk`8I5dy0Jbcu!oOf*HZ^?`QNSPI<`cuImOyCtq2Nj}Ecxhg_ z?uFL)Th|1S;WljwdqOW|-&sj4Z83vp(O{WLepZbCieix$ zEwUAdkfBQn&Eh*nh2<;SR*d>`MO7-Q_jqYo#OZp2`Og=5A`GP_S*e|7)gd|pqZus} ziYl~tBwWOkhUE${j$%L^06~Yi@Cy49nlW$u7C1kQLsc6ndtT z&3Z^4qhTWoCcd9{j_6rEyPJb@m> zl3}KjILu8ZVS1Hz`wir(nsOiqN4!DP_oA+C-5s;E$>=1bh@o+Ujs*=(sodV`OK2fh z@B*+7T>FD5zrj<~(%`wz=oHaD8x1RN$Uab2WuVaE^bv{>aN{}S*MaVJ_GyN#axkf+ zG`h%Vhi?M8{5LJ-2#q)}#VL&f&Quq!6_IN*Q4dfz&Z-p2zG?=zv3bV{jbtlttD%br zZw?oK6>ek~S~|F-0jeM&mYUv1m>9lq~QEPCx&)BVkj3;GeXn?+5xtE{;-3yk1sXN~SbhSknr(Ykkf`FFVvi!SEmMD4UEM7w50*j`GX-`YXS~5r} zIyMd29gWdR9~r#*P;tFf2HHJi=6YQjEg@567ydD_qQ6n@yO}BNFYb$}n7A2Km9p@0 zgL&sv03Wu7ueG-CX-5S|oogrkAu-wJlVtLuZNKcqx}&SO`(_y~-Pp6imXTdOK0x2e zq()Tbuxv?AxqG=7d^!6HOieKTS9jD^XWhlMsuou3Z=4kq9>^Lj;+_!Di#pdqwTm=^ z3g>3kJy1sdFi_8#z>0ZU_^7N|zNcUDmSQ#!`|IPgkzR7>!8acu{@86#pmuNm&3lLi zbp)YwauDBzg+LZz6cUk*(%_HZr+-(%Mj510D5EvH^WrY9?ph*miRlTKn;LAmacoVF zHL9)OEppWNG3R=VRbY`i$pB6#yrUNUOKbnR$L5$W)pus6Swb>^4albuM6B~>NI7O( zh9r(!fUL=g00)}4Ml=a4ec`ljroXLozi*b3Y^4V>_}OJE%wcq7hqSMg(dF3Cgd$4GPX z!V0y^ea(^l%s%oMUFi%WHifKH&SHvNikmBw9)Gj1i#mETslj zMqA_3;vYyi-7%dqDB&kN=Oqc61>y_}Ut6=e_v+3Ez1s zFg2si97lp{(+VLawg+()Q^BiaUd)7-OtkWPSlF1Tt`A8L=QZt^LHrG99pvt!8O^7* z6P~Z8dF0E>JD^v`aohiODujxiO=2B9+$}nKxidIF#bTiMYkXo1x%kVdl+RNbkm?Q`;^xWb^e1MBmj3X_dzjd zj>4n}n`wgU4B~W`h3L$tB8&gZX3zR{Cn}ppNO9E?E4u1gWB2HO#-e7LIv{)aJV4a; zAdK^H(X6qSd`oP_`0tvOXZkt{Mj^a&+7%esg~&bS*GgU^e&X(PY0s(d{MbWkWwFgc z`@VnZxnpbDa)%ekK>f|B|KxuC1Xpny@0MXWQzZJYtq7814F8lSPDb6T-<~-V??X}> z_pFH*+z}hG9nz&+cgbIKp6mJD9^s$wbip>pbw0JWXK^jfl~M8(iP@`E)sH9HPUZs- z`cSMX*0@88?e9a?7#hnEZ)hP6J&vf)fdYJt9-|~*RM~H-p_|q*!2-u1OJ zhKPB=UbUD*#R~gFM`s6P3fGM?K$AQLt|jkXo98rJ5jJkiXX7rO2ue6)c}xS`A}8|x z#zi(09v83#l-?+`;5A8yzsv7ys$QNRMRBQPUnT(aN*F-Igx@W+f^P{>>HP%DffgpC zctm?4O(y|&BRb|KX87e|fz{Lnwb=H`8+Q|=J$_uCgtg(d2O>+$X40ke%Ff3piuvrU zW*`?vy!xWx@wqw}TA(e90l1Po7Ga~g{pbq;?lgsZw!)#OId$c zy!B08V5*zUsFt)*)>tu?<+ZNBHsNJ%Weu+bQuzur&TLExU9HU4GG+PLcdYf#(4(qVOlS8_1HXgjuIwYup40U_iq6r4g z7s!||Sp&^Sg)^aWQ%lNizMEtcc(gg7IFZUv{zu#6G zyFBpk0Q6Y6i#4g4F=CP5R$xfx>Lfta&t~S#~nk zP1?W>**6be8H`*)({jVn%FE4OF-z6y_bVFDsjnUKS50H7&->wsmwMp*=Otk-A~@k0 z7`Tv`{rKwO2B~LK)Q?hS65PLUE!7*@BInpcZeHC9_p~_o)Z@I1N}GK{ALApCz(|-N zQ8vBT<~JI01XrWEk7O_4q>`7riho}lxaYYax9U6C=16T2qFAtXb4gR4xVvsgChUR* z&-)%};<<C4jpi2P zKO17~1mr*?O)97!kzzF($ILr=q1&9*q`<4pMTyY`%_>uN0pQ6cd{Qs6abTCO7Dwfx znw$TU*khV@mp&=}%@5IqV*p77`|^`Sd(3Pjffzo9vaOTMx}w^w_RMfOFSMk&8myJ` z)|9EHIYp!E*8d=xz_2L`sZD=EFK4_&yClM?@y^X82!&t9YhgfYNvBy=@+4D}5aQyB z&!{RXp692k55RJ#k;rERP|b6yi;Asaz|b+M&#E5-WOgKk+TO)piMrCx`Z9Zpc)+!p9`y6o9JOa> z_6#FM$<4p^A?5G;gEH4kx|}W$N=Ho;O*3Nk9(1AbcBV3bwI>YBIj@{PU46a;a2x$Dsd=1(^b1Zt8Yy(i!n zf|0xg(0f^)YrG{l6}GpR-B zPZW#x61KTw+WKTFk_@VtgHLqymD$$6Ay$Z`q<=W*s{{K^xn|^@5DoIY=IEEHAoAKH zIFJc2pF$rXHDRs(jqFDX&_@^e7;Rs9{i(wAdfVikSx$NWVR;n83qq#{Zi!%?Ul@DDxS$nrFTNAC2I9moDDSAdoN9 zopm2Is!(4g>CvD;x|cRoyvITwvUx{DE$w^R?mBBGfnhUwP^H;&Ee&Ao9da5W(6EhX zw{lVwt62^>Gp6mKOFgk#au={s&Sh!nh4A1?zDxw4DQX}joUn#ZSiYH_ILq^@&LrbH zJ>CtnaT=wlN(Pa?TZVGu*@w11jjbBux$^j0l%xaNv_%;=e|-9EY-=B`E)M@36->83 z>Lr9lhh*|@V@<}Ynh&C=c^rdj+YCn$F|a;jMpE`C8MjUa11SY63k=y(J7y%O-RHb9 zTo_=z&5P;K)+e$Apzeju=_0%qfrJco&#r|&DRuTl#SgLTuiyN>KF+*UXV-~czk?y) zdk$ZE@Y6zl1BeVVb^9LW=v}0`Xeb{ZiZcC;`}^pzw7k}|#T`0Tq5+=sZI^77b;MVo0`(?AEg5m6x}~6X~s5A_%sY0%usX^ zPWo2nh5|OGR>nUoKMVhqQZWC!l!EEU10iIl@1SJtgilT`mQ{3OquZOmaXJ z!zvvA_Kf}ot1z+u3s3nGRM2z$+|ECL`*&D{jh>nQ|5;Gs45~bD`^`!t8wUod?-XNG z$W_SYWCJW}RU35$Ccs}P1$m16D=r>PKtu5tC?tYF+v~Jj_VKsp)^p}F50~k?Pqp0k zv$OYbuYn$QE{F(kP#F;dI-q`RER4L!^ok-BIWaL5A|fK7on2}V18r?LyZa{!P!*6Mn$ljq-0t9|*c(mMFa{1qaqQ4bI#UaQEiHSdJ_=zRKN}-;Dg#115 zb6F7qg@D_5LpTn)1o>(E z4T(cwhupr3LE3PL!3@cW%Fm3CLxZ@81jdqsyW{%gqG9htFbCx6lgptazgX(;@YGUW zOq<{XfX@sdM1KWh5nVFq=pn;|fokpiLI;YPyy559C&zE%nE5S*R(cI4^Z~i_iPQuC z;mOLcAA8e1{yF)j0ulX^1rx#_TWzBk1dqK7&=A_*N;Ir40`&(7Q=*_6zgs&QhdT*SNN%GQ_VOUt3!r0tWNO zl2?Tt3al5mJ!U5-!&wx+^Ouh=tS38=#kVD7X=p|+1<=(M;Jo4|RzNVocQ3XcdTvW> zLr_pE^RFYgAa@~bP~RlBTl>II7pU)mIxLWvR)S5xrxg-CKs!(LC-9w6FwZ_e^h9v# zo_`Q3=72%L{_^Y~z+MoJenbG@WzoUN8#BFnP{7Qex^J{2flT%ZZz$GRof`NV1NB;E7Tw(IQ z4=e~S;`mSb<_%&_b&)*3NC2L7?Qa0S)z5Je$2HJn-}#7}5fIS=^tyw-yUV_~4!?(P zbXC4|iNCM?7kIR^eA-)m-@oD6R#2|??%4pOG~i)W0X)PjVSat%Sirp#Y4D&UU+una z>(IcUQ-P2K0VhuY{m4%U>iF2PtKgnP1Ymd2!}jsUK6+(*B_=_m{V?!nZ*;Fwt&(GB zd|zwd0@w|=@yw{{eB1SYzkbx$U;+gMea)qXwSfGJ6!iB75d6&RZf(X=buNQnO>dR}Ly8jks7}#lom8ii1p3`{f=deP zuNzdNb6aS5^63bu4mJ0ecq>Wt)qv?LC-44dpP;Xctz7zvO_!`%qp&eC2~JWCtJIaA zA|B3Tg4LxcGhE5vmpn;xNkXbk=wd5C5!kz;{)S+u4`wic|gE=r&^;=NDsfd{C4&8Osni%ImH zk>|2l#Ds&{@hMmqcQ#jcj7CZh{sI)xm4Gp$F>p%0A=5$nH%ez5caLSOIng75AeY80ma|CG(Uf>sc0|Ct)_PBe=i)uP!~=5)(?&MNY?BTiY3N`8)QO+Vw&} zcq?@c+GN3n*^blfRretufCmt)hI(1E`j~IIifGGa10VYILkCfCBs$NlGN-${u4$TD zv6g@GBZ-fMUAJTl?jAS8J5dYmodG#yzpKvN@014U=FL)%G;V;~%r3X+iXcEJyzX%> z(_0a~oX`$6J6kWKJ$2=OG17_6F?&xmzYs=0{Iqg!it>#w<}x9^Lr%~2`l>Z@@Iz%u zBKDfdZH)6TJkhs@-RN?V@lc|~bYw2T z3v@`v1>U;aGUr^E!7TY;woGfeHuTD)y*9pppJbf^;PukyyAcM^KnvmWdH$8o@+)bQ zP_VeH3v`PMU17m;UKmP19Vdls2^$#iah2MWp4<7ldNWgD^h}=NTu2(cvT?}#AT9ht z@MC$PJ&$UIx9RLvVX{n@K1PEg2hG*iGq4)-KDTIFa=DA7SJ|$FljB#dxJ{<0xArCv z*oe&eGX}#QONRV3&rnt?wxHUyS~qpR!|0FEw)OThz@o%G)XcuNs+StsB`6MF|?ubg)Uk65HX z1XP3)w;EyNbKU0dTx?cm51#r=rRUXfAq-z2NN>Y2fB(M(+3 z#f}(*{mwS)Ats6|b4^T76lx)Uuj2$DZ$aN!#B|2+LNM)uc(fuNtl^hCjre%3JXM56ed=3E zpJYzqb;M8e$hH} z*Jff@N@WAAAwqb3B(z}2qmH40%lIS2M{I^J~ay%bE*Sa;!~a#T|VRg86*9KfDda^#8D@XA3Ewuy6^`&?<=>b6q>4(*{Y zTF&KlGrY<#){GLMZrh~wZ*cB3r{-}vy-MO64p;=44ivkKtxgsEcDj62&3>oVQMg!| z&~3h-$WDz_!;{(wZz=)lxN3dBRfp^4__|}X?Mta)+qFq*vmobhjuSkI@cc_w?Cf-G ze+Qd*TU8*Pz|&NFWF8TbpqiJINbm+7+ULQuUW4u9icP*QIY*N->m5c7{KuzvI-hyk zhiB#4T98qvDKFK6x(5+Lf+80lI{vUkjAqazF5> zgXxSLSx*JEu&}NfTWbB_;g;Cw@O@0tD1BBR!qItg%5oWJDkz1{)0(Xy;@6RWUh_LX zC>7lRho+50t&Wxq-zvLuRy8L#5+!FkMn&Vtk8-fn)kLq0(p4=v?5pfxpBB7acck@D+ zTS96-OMfGUjoKBW6S>=|F`QGwHG}k-wNc0PkJUCjUq{-@ulQMr9dkoKnoaX!-EVpm z+}W3%dm_aV`dR+;IRjI2t}eB@zDqn724=}fKcJ`ixd^vA$xqpQutAov54ZgEk*ZgU zD(ZDLQ7Z3Cug`Gpw$mrZ<@?~-WsHaQf!!ni&0xR}Xi85Gs=0%C=|>}=-%TdOILmni ztJY-Z8M1WGr>4`WBRNsH)!1$Q9r1+dYP}fi_G7u~P{qbe8Qh}U7k##lDTBPj+!YaS z3Q45%=DYR`U5YyOZ%>W3ft*zPUQASz(A5k~3jVe>cKZb`fM1cbQeQdFO}lw8WwY0< zDUb)jJg}+kB3e)wc$aOnVP>-%v#ldaN9oUV5a&fP9y4K*OOooFC6efkyzdH4CFc+R zo}Z!cxU)hQzg5Zwj#Dk^o}b2#nALwvMbn5meH0Y@t5-SR;TA&644hc|P! zMMR39dPcJHk8AT-UYC4Q=V>Efd8>e{j=M=b+P#U=q<lL{O8JL|GKAHKDvRT9)tpXGe+} zaY?;XiZ8D4@urNO7(JUY51-6;fwGG;1`_8q84F+j#$rf(arVS2Tz9)9 zZFPh)FbO>lDWZy(2jM|vm26~h(VZ}N@ba!tn!~z4@TkxT%m&NCvrx$A z(hiL`3ULGDp9&TCWd4a@Fm3!~dPTTJ>;CS3Q2Tky(4DajQ=Y|ma7^mRVEhrO=2iWz z#`uw!`ueOFU7g*Pyt|H(gT@GQEn^ePAyeYP-+{15@3=(rXOgBm6fw&(y)T;(0tYwt z@&!DNe3!M?EGnBcwz9sZ-CjMvJx5@IzMvh(gj!2BB}%D6Y(%;nBR}xl0xDP~I#6Xa z;(NKF?fu26GrLWLSJp>8ww6y}I+`()sycqCpFb$6I<@^)j(IO|xK>DlSB zg9!co-tG!)^FCg8Dt7HAp9&}Xge--BTC65s_ielZuVVrH4Nzv>LUltA4MnQcX$~jA z+m4}~atfic&J}PW?3C=VHV_rB@=KbPa|{h7QuiqAst+D|{V) z1YUGV!lQ>IgzmVy8_bqq&lMU2D~-6sxWB3#X?_b}lYv49B=Z~?OiOPqS(aR;<5(Ut znyPh`+kO>br2H*|eu5wm>db&%dZ!>~F9fRGH7s*l=4o39U{_NdCf3+xirKVk?fyb| zj!1>LXYT7$U%M<>8*hKRA?XFfv*#^qw1UKOY&V0P{)^{~7e9<;rbOnf695aWVjPQBvHyveq z4xY0h-E`0d&NF>Q$tN^%Q4j(A8_+GT0?c8+7L|z?&)AbZhz{oB7F`~14XzrEXTn2! zG2#XLGwEsS&&w^aR*2j@50CLXGwGNO(l#I=fp|kqTp@cF(|7P;mR8|O*>D?f@bc;4<227|T1LukyE%O2A5&Fc^JvZJx%C%JEs=no zD1C{IC<@a&j)d@pon&c=a*aRP*SfsnI$7aMM?9+e^l3ob5zd$DfG-dwjiH%Os{3s!U^ba#5Mpuy-}^4>fM?6ooa8U_Sb7 z^P33Gwk?g;6`5*GDDrtJoETW>6cS}R)Y-5l4z0#aaQT4pq>F7}RTg~vqC-7Ie|CYF zw0ZOUOxC%d_}k0IMF+zNKIEReGOo+tx90AK;Fu6;0MZDW8`>pcp68U_JxB8Vg^a?D z<)dgY*}6eV2`V{!tb8t0We(ZU2Ez&m7R(Lvx~1G+1RKY(Ge5RZ@6Pw{7|2MJZ$np9I+b?&YP*R;BaKXxf$4p z7*>$bL%!>B2~Hh=K!BrhGusoZHDk2`T1k`=KxF&zrOU^#aaKTUL30mpJ2Fn?g^g&C zsnPSv-A*aoDVoF(sjv~m1ItZ&s(tldMslCF*O{mR-Lxs^-3Z%ruX@ZwzI=BzaUSFp z3KBvseKn-AN9E8+cPtzrQ*^4@@sc2|%S2b^gwfle*YdmzVSf>^f^IhBAp+u<(X1Ex zQ9Jm`5sV?TDe+VbBQ$4VIQ)*`fbVKa%f!c3d(4y;9aH*E0fXTeF}?z=1h{r3&%V_H zpsB0o^NC|vjTk4KSd$zqhV`xaxS#lubqu0`d!B`{)NJ18qeT8ez$ztNsLul=)Kuzz z1R1nM-MX+Y1J1jg=Ftj?&NPm?^)O|#q-Gyk$#anH3EZ}zqpVDab%&W|T-05f7n+~f-0Q}TYR=`G(&1Phv-)EyH0S?n?M=XH>e|QQ z43SJJnIfl1MZ=i~(p)r1lR}ebY1BX|Q$?9dM3bU{ghG*|5D96ZL~}?*NfMPZ{O^5E zdCu9Z_j!NscYUtsx}M#A)?Vvg_dKkD;x$PpF%= zQ9n8SdYkJL?nCh7*UKiXcw6F7MauHJA@;C5FYm~&*fWXaC^H(ZzIxw(>f5k;w^7Qe z5EqGc)-}?_HirjV_Agz#yDt2>K|yMtT;s3Sai_Ky$-BkNJ16xf2i_gmTN654gr64A zl6C4CPz-tPWgtLWy|ejPZ^*_$OQ-B(B||FX)z+$sWW2d?Oy=QbN^HSZ+L7|=$seB? zS1enurBl?>J>F(tzD4KP8TS^8rmE78%k+Pbj&;mbium1kCPO%V>iMiZ{p!SMr~dJC zw0`p~c_mb}{9Zr*HkCac%>qpdQSC$S-5QkDKC{$?ExSd}PYnFCimbJ{X?E#Lje=Xw z0<`?+p#i>^TBrUTETiu~*Ch1OrKY3iRa3NY#&Ppcp7W>t@L%80Oy9TPTBD$NKrLU~ z%=7a0$2XS^_LXcH-dcJw=iV*NuxIk)A6&>;uyTq|*qhclS^=q-jcO8ubEWk{epes- zkg1(SaPU?w(M?irS)*u?t-ZOlPE5Q;v{J8=zi*uPVF`aT(O*+7bW4{sboO+GJ)hV9 zfOh^ZpI!WKPxq%)2gr|)EH!`rD7(|-%GQ;NWjoSui56-Stj_hCJFP64*8G0X!wWa3 zzg{ygzuerqDd*+c@y+`(a>*?cDsEkA_k4o%0?YQ+Q!`w%15Dnd+dTz)rrzwRTsGz1 ziC-pG7LB`pIyiq+<$twr&WwW#boe~JC*Kg>I4#WM)4Y3ImQn9_e2)9kbXaO;{^hIb zn)*Mg-%D$_&2X*jyK$ylob^FiPu|y8-TArw_Sv_3XVTTer-($Adbj;t(H^z`&Sc|7 zd9Lw}e(){^QX3b8O<^fTU(4ddQvosz* zQ;=JFXs@DbchMnogyfy#=pS#3yS|v)nC(q@>6m%9bY4c3IXOW6z_Y#yH>|}pg#(8N zI#!+8VrjF(gZlm3{J1^T-3?z}iKOXSn(o$I9VhK^{^z&c)y+i;I$f$Sr+u}UFlALj z#rSXeJ2psFhfl}6%X@lO zd6{Tk;k7ewgYsv}el?UzrTZ2Y`aCanpOY)rNE9yq{^HHY^5ZAHzLVBj#qZ0J5R=+v z9Qid-(~h+%A$-yPD?T>jTODuo_)p({eiDD=tpUr=Cz&Q)3VXJltv&wY%koJIU9WOP zUndn^__5&U=0EG_Oxk9&XXcTpgUukL{mTE*VTFQaDsSX+tK|yS`Wy%rcF8Pu=ewmZkv^x zqPhi|Ki-o_i&1uOJ=k6n(?Uqiwq8J+N6s?#WXV-sGt;f|R1|Kw^VNwF$={iIagF$@ zAXyVaSNz@F$9)%NX%((%W&7d|$6US`=P&%^RhsJ>OY`7r#$NqRoy$9=Oh|_w*4%Zy z_;R?mD9ydYBxi6dZHeEh^ht{^e))QAS=_SU+Oip^6@BQ~ zcDY+l)q~B~%`aj5Sb!?q}$oRcYiHFbW+?u`87uBqu%4=_xnq_FbT0GKo z-5>g`mFYu8w}vNNS6v#JQEIAp+@fn<(xWcB3zlkKr6*oeE=gRHe~~JucA{#Eb5$!j zK1FaYA3R+UWv4>t#InEsFgCXq`T2m75mR>HJ>)J7T!`Nb?#!SNTj*Q(qB&x zWSeFim%ph^VHj5gjJG=2-RZ4`By0y;3IcXP!EMH1@&%Nu&vMS4(QWo7gVcPSwv*vl`*PSlt#C#RJA(d!a zoMBPV(lV&L_j_ie)P=F$*iR#J_5J=^Z*;I3|D4pwheBRcmp(4A%$=lk*8ksz;O&W=7i~qDX$aBmR98KTm6uN+SQC zTbuCieberGx3QH2! zh6jD<3akjI{B!mDZr7_f2ljj(&L7TSykm})(7iLX2f`^w_oeHzvIIWJwI$3kbvO@X!C5ki0K+-wOs=i#Rk_Xx!wBcbI&kntbZ- zs?>$6R0*o{1fqw;!c}!A%r43@blrEFPj%6_uyX=+qCy7ZYcFOl+PvV)RU5t-QHJVT zUEScGTP)RzS;3*3_rK+nC)Uq+=P&X?@Dm@O#FcYGHy*24dab^uk(!vs&)?M8IPrdj z%(#hFW(N~yzL})eFz%a#j6jvB-Soi?WL2?G0zXXR`6O1|zdz&fklr};+H+0!*9yGR ze#3V&_`VTinSz(AfUuXyB0l5li65A1Z}#q|{Tcsd+;8e+!cxLF#hrVv>}3T%*ee#2 zc||C~U`yWQ*&b7`?O&YNaxe~UTsi%?X|qK29q%ZRr6%A!okg zrc#41=6n-oNT{ZK#Ww}ezmXsXO!X2eX?H;?osD^bG5@}Z#!dJj`saUO24Q7 zS#75l;J9uzzgDw~)E_-r#YnHo{yO6awH|qXSS~3!Q7Hc{?S98u58tBaDlR|6G8QyW z8h3nfMMDDpSK{@q#e!bH>SlV}SJ~~d#3Ov_IImv`9ZssGb2a69AO4i}w=Daka^la| zulK(GyhkzKvE6GhvtwxLmp>nhA`B---V@SQm?89j?}Vd-z1^4R6ffv}H`ub7MjdqG zfBzQOxf*;O7Zr0zt+27DVpkX__gcZZ@+D4rK{w> z&}UNAn^ymHGS3=%Xf6a@nQIm zMLPW({TWn#_sl-lyJo(2{ExZ%*PJcxCZ!dI9cjOJq*CKYO`_Yo_r7PyK7;X_R!77< zcUIJ0TKUXj6LTo2$|t#4bzY6yV{K>kz`4Vr-dmy{>g`#jlju}`nb>18a5Qj2>D>eV zxx&X+CA{05|4Z^bqppT5x$wl+cZ+tb3g13_bHl2y<4m6>Bt)m`m2S1MOc`gzq|6yK%gt+{p;o!CJ&EGw^x8|+V}+Z?XJlNnEHzl2 zHLa#zRdMoSxg#Iu^yr$*|E1LaVjAml^o2!d@-KIotPc`s`|eI(WcdDQb?cj@Klk;0 zUHxJ5-JM$kUE?b5lXf>>T3r&OTYa~=NmR#nc#o^dsZd(Nn$Q9M>mJqegH=^Ie%2G@ z=d64m`?Txc&9&e5cf@+CI1s+;&2I6JnR8&ajP>>u!`K5_*9wpLzfq}_wi$mk*lx`^9Sdbl&xY#j z5~-H-y2?XIlsSr zDC)$!U`yrlj`1aTqdgRa4!okNG|g|b?Q9?R%l~NB^qbk*L)Kln@N6FG!@(rsR{gJ( zvt|T?rFlztYSH4_mA38KU2=W;c`qrS!zM}g#izGu%bmJD`>~;jWl^=jT8WGgR2sSDQPpg#%(?3pY}EMXcSh8!unY)pj zFGO6t`Y0v9ZuWug6QeXHE=Vc}J2|IpXRu9>*v^z&OD^t?A1?FQ@ug#KlJ~Nz$QAV$ zf7q6N*1Wmxf??g`1cl*o$(0{(@A}zBUbWLGYO#{@I>#OMgYWR35!ujz_n>Kn{zt+xoq_-m?EzPP;c)t5xi=Qizs8ui;B_*MMb zpRwC&=*Ge00V36+nuIO*V#X`y4TR& zxl7touffQHKm55{)G}5y)!>_fy?o0MUvqc=dA>$fM$8tA1u;&q7G%)e6s8M2-Nh8o zqDI`ILJQuWfb7KH#90EY+w4K!8Grt_$f=zKdbh5 z?O+}F@x*GU9pe8MP?3N4oH>an?cslET9fv-k!#O0jN zea!AlWoe0-)W-`QADS4K=4cHLnljsG-aXc2R3dZK_EWrtOmUs(0O8tm(gop~6_-<1 zd1?m+z1#TgZH(HYxS_=f5l`d;vsvfoixzR8%d>CO>BYgMt^~&cCq&)%N z$1FWU^lCk&BNkD%mp9j1-&08075}m$t}!a5PxhwV2epjD{tipBC$<{W+@n<=KY7rs zW2`lyrDLt<@?djyii6>x8;R9^_@HL?(qz4RVR!80o;StTH$vL;p3AShFkRu`tLKG^pS6B> zcdvc(WoW&n>h@Pj2c(>YN{iN*fB(9?=56QH?Zygy>RU21t1Tw5GV*nG4))JW0$4+$H|&&j8EE)|Vxp!IyQzyJIGg0pq&@A&_S6=CK)el@&t!Lq)iwysNb z&00eTk_AK^BxkA`IUEqt3>WyEpwxT3>s-Wc8T%E_H}-eyPFiGi|KT6{=9X)jJJ#N? zH>pvG{#~%(bWyOHA?>1w@3T|AxyxJ1zCM}n!!XMd(TKE}ow42BasM$1%5>|v^6`x1 zqGx=)a|9C^#JzL()b$!>T_;8#+L$PRb9Q`o^2+A^Z;py*9oOuCf8OI)qt&0pQnytJ z8m;GL+jGuDw;xIC-hJ!SP}-BmSs9n?`wVv3g&%nGy1czI%Au_Mh{{l><&~y}6d8)v z@=H%-lS1w8l<(3Qn3O+mNhwKE_v68%HV2D$E9~f9^;A|vDX(VzQDMHP+YZew8(MOA z{~^W2^WxQ>U5yLSnptE~Bb9d|)^`;wUSsMkD|Gfu#e+NA z`U8iorxeX4I&3bDh!Rw*cb_g+y11y1ziUI}rQ=`a5-4~1-ng*L=6pV&Vo-Rl=-{<5 zuV)e#UH(T~P1a;rJ-T|4DRw0`bwgo*aJup|SC{W=wpU1B%v0F-D{g7m$4|DG1Mj~5 zWje#?m+%SCKwHBmyK|wwQ%b~}#hfA*o~6$1PE_hHGpngdo9|*Rblt8${_aA*++^io zjcvalyU?HdZ8d*0XMtHS-^U|?y^s7mzgZjU7hZnAh|E@aH2si}m5J6a-Lmp<@`LLY zubdp^$PK<1G6jU2Z^nN~t{pJ=kV9Wy>(Y6qGa+x%<@6PiX{+Toh{l`@g z)dQ>ZT**a4sy|38dS)iZ-SPA{Xh~aWRjg+o^}YGwUX=h9{oC*C4s4P0lP-uj?nYQg zl#BN23n`M87Pm~;apjVHx{#;)FXZuDg1@l}sUY5e9DlVq)j3W-eG7Hl)xo6`!sOR&sn7Zr4$#Y+M+vvzOu4 z`bt2Y#Vu%GmiV4Exclhl;M;+u)V>?uleKHM zt0^y!d6UB@(GVgeFO_<7w@ibB|5xUAkAvfa)bfMxoxgeR?2E;17ZeH^y&+NAd-66f zUEv`XFInUyx{Lnt+SbnF6MF-R!i95l18B}&-G*ZKGey^?DP;_A%@2OD*DU)A{gb?X z`IUTY`$W%}Et=UY7yXW>)tMXD3GPj8v+E!H8c9<6deBbfu=wX&F}kG-55^lTt7w!p zu=KyE^4&`<_@vQNhZDnscC*_`bE`B94Nh6TRB_y3Gkfl~k|ei7;TPmLbS+$M^kFbM zu0H~Dl)wI#e}#?CzNzESDu{^!Ofa<>f@mh8WJv%Qs8K`1-C zP110AqsbYR5g;(x2Z0=cn{1#nv!_^e#!rKOB_lxsqNz6NaP1^d4n)h)f z9YVU(_oAcj7n=I(3n;QWWu0r*22nPAqy9)}n`4{Mp#QMvd*?ERlh@SZ98|tvJQpLz zoO${6rcX&WGiuj_p9$BV6*v7zLBl42Q%e#T8_t*Cr|dON?rrull}X9Es}wZrb~L{< zC@fqx``2-K?fO8Y!V7{EC#~#!8GZDFyRzQz+P?j79IY;GSP)-Gd)x57P@cR{u*Jc0wTMb_6Ue%ZAxk!Vr~B}95FxeK_&m1+9?OK9J9|hxo+#D+;i+ouX%gnQ-hsN z&Na!M6PYxdwwb2>yOw;|u6)+ok}t&ce$b|c+WBHVeQJ}ZwI~T+3+a96VsK{X!%Y+Q znTIJ}g5idzcYQWE8~k2bEah6>({HxP0~x95jG|p(4pI@G&+{(dZ+2Y2$KLhsYv=Lq z>5jqewkpvtpM|e!Fh~sfVtS(8;FN9wz2~@)kd2|fY?HiM0O5+?&Jg$3s_VtUA97x- zn!4d(Qsj8whc4g0AFNY0Vhz4;BS~KW-GAS|@YRH!R_#H?`Ed)FArmXa6V7<`s5^BG zd7oLGT$Q-2HOu68Z>VCsDJ9I&U29-rtGA)sEDgn-)Fo#O?UxMHK41OlYDI&6s;~Jc z|Gpa6`p$PP-IlpETE+J3iM1kbv8S~+#zts;U0c>4Fv~qqLvp=9!a=*LU}d-57Nf|+ zQ$u5xu6A@@AANhV+1!DzyJb&m#SsrS8$@^bryX%Ml(01Wt-+YdXt%H}|9LAf)qGi^ zr2F$g(-#%~7v^l~e=3>md2`cMn}kZIo~7A**QHVed?@6yrOh8+%-+*>`-q~JP{X0y zxy#$@Hm*>0@KrzG9Z^6vJ}I0a=lN%Ui1NK10sGWWJt4k&Yyb4~w=bOm`YNAqc-g;s zw`5h9^~c1n+Pi(i?f##lbG>LArX=<6Jdn8Y@TBPApPiF6TwZ(HOr7mm{^615n}%K= z552*M`6)@0oM$N|HGf<5RAAZJyV1K1Hvc?P6Er#U{TqqSM9qsBW)cr=rVD)sf} z7W5u{)VYS%N%+ycvwm}2==Xg><#Ag*bNY@}_`aR$#y=zA){%piOY6J5u6!(CtM+k^ z+l-b-pZt|pBI7#zpFLio_cXJ6rAbhiZA!m=*d+Ip>JExB)e>*Rc7@c=Z(lC(X-&o) z&x6Z?dp#p(yq#V@@a@5Ji^F}Q)OwZPErxR?7rnc)QDtZUWwU{Y+C7#V8;9c5v-WJX zgO@Gq942``*jE)$8+3QqlDJ9fXWdk*--u7>SW)%k>+K(h_IWz~?)SA-ayE(>h^aVq z-=fW)$uE+kV0vhM{iMljkE~EuUb?Sk@xo={^`%|K3w360_CL`LZxu1pbpGaFk*>5w z@R_8|_Z?E_S3Oc|+r8!4j)-YT}d0wAI~fyFyKQQ_w=QTRVoI844?(ubNT6q0KSaGEP$Ko}iq> ze$ieQEo{@dl4ieJhs@K?zcXZX)KA5l)vT3TbFC!K_V|uIyDJrbL(jrbl`OK{5vLYo zHRGG^hy2926Rx%IG?T9t>@%r z70K(>FR3Qudg{>m>l#No$cs1LxG#0xNjc{Du|o#3C%S7-Us&xhrLxSklAy9Ph1MLa z-2CvsZGoM!emCmY4xM~yU(j4-OYtZX>&}>*C%va^>h_d(rMhv&Gu&4?&olgFAakwW zYMOgmHoSXqRrUdqowJM1WTsvDVEp-pZT?`He9*DvOQ{vHLZ9>$10JF!e@jh8kM+5FRC~i zEu?Il=VN%Lp0+aUXU^02C!P#kKDTM0dHdnUoh>g?7My;0BQj}vLPJutWbhS(8>tg6 zhJIWqe4r=nz0(A{sM~uE*ESZ3ecdLNXZqm7kIb2(88?3$ESP^i>(`y+xZI<%DO;<% z8g3@7CGEU$@#(ZOInSU~cIP85`96HIXkwSn)`Ij^A6@nHW5(~+O)gXk2z@lrbvNvW zY077*A^N@hE&_Vr9Qy-jE&cXU#z4AaMXAh^?Vn`R4?31ly}DR$d~sS$Uq(sL)t=4y z+ant0o4Hbd-t%v)#a~i?sO9y9cS?pVaNH)-9$~kv-SOr_cge-m;)ISg+;%y&I?ZhQ zjaGw~&FPi%!w)KL?v`>Tyxwh)EDTm0^noZb3h*(Z(K$%PuJ zJ+p4CIV9w^$?2O+gGjz^sPxBuN_KEp)=hm+NqXJ(9rr76cd^VMn(DOYW*ncfa zaDRr}?(FBcC4*P(8dmI=y!oJ8(!u+F@_|(|)0lcag~OZ8GN{dK;wDP=W)x=b;P+g4 zqUF)vl2(D)kDAXN`Sdx(fcB%dY;KbI%g+l{=S&uxbxg?O(M#7l=hV7cFS?$-SQqzf z%i{$K;*&_Ur@jkflS87OA3A;D!pvV*GgLC2?uI9K$5(4VIJi=^ZiAWRf@0-!Tho?XirQy2cHX}Iy<&^w>f!OaTko~nDMwx17C@@GLd>!? z=sd9Px&HoM%TGr3DVmFCCxk>g7+Mxynvpeb_PUw2pR@ZLg=9pcw|G06c&>?UpBms= z{o_rceEdi2*lpt9woG|8=Tl}$x1Ve8BquRFJieELPyee}` z=6&dDTXCyRIwvnta$;Y?`)i^HTwlxFQL>K~%&eZPnDWHheRs~TtQOM5@y3clvM()y zJhl$2$xEycwLf_7MPJo_JUxGe@0DOwUUvB<`rOpUuthV5_Is*W&)9g=@}gg9 z%t;0Hg{PCmdh~CfKQw7Z-Jr`^Wm@E;NsD~v=+j9XlAbH_w|xi_TdlF{haG9!(^tKV zD(6|}oRy2QSHG}l`L{~TSpM#r#)7BA&pK2jFRqzdQc-64#a*sr@166J_IbN2pA@b? zQZ?zAPW~jnv^P$3jz1E8c4f2VnLZ_Y!VE(G;{wa|>(9&$KOdL&-tJ6z;!j)pw4y*Q z^@^i~lKGO8gER;!TH2MjADK;0kuXZSDBMk9MbBlv*kToAtTB9W*RbBkpOub_x=)t2 zik@lTkZ4IE|J?QKtX#_LWktbFitX8_SAF4oldwXUCSe@1`{0jn?w!9be0;5WxK5-z zuORQb3PUG)>rm>Qsc()sWDQoXUu+uxA^KpGyUbCu6J?d1f-lT&b|?<#`p>p~A#$?h zx_a;X{e8@w^<}dA6YuKK_Uvjj&Ar&z6#C_iPgRCoedhjkCs!PGd(mo;y3>Mw?N*pv z-S~p*PfIe+*NdI=FFUIEX2SGCY1K=}R&TG)ci$p^?1;cw$p=9)Q^ky+U>eDWX63q3=j>K@gZB<=wr`HVxmegci=N_f&%Grk*>GF> zH2)P|4$gH_*^!Ftl0=9F!K+{Fr7aWa>a+24(W!0tUKJ?5OLxlD7~!DZ4m+ObJR7z( z%ojE}|EVwWd z5@geXpoo#+->}izY-nU|fE_F_850}M65QATZU16JB6Fbwl7d4A8v6e$ItFIurn($- zU}_9|ZeGFT&UoU$sQ-Wt%B=sLJZgHIv7_reAQ+TL|EHkig9{fd!49xp0J)E)sAVgyP@BG3) zvyUebB0gXe{y_(mxWDM&AB-ncxgU)G$D;ikeQ?KQaM-YIhcUNmabv^eMh2qfamh`1E&ClHnjD|UJgO0 zad@q$=i=Z)u%NTW5d0onI|!uFzgZkOnannF1TvLP04u?N)Q8MKKe6(ETa(OIJYxcx z#a0&rh2v)k6t)H!6DT9UQ#eR)FG?leA?JIVRB9{4plbN$kJ5cf{cbuVC{`j@d8{uSO=}5FRjR)54g*LC=_X zQq=UX_w#jg@xVla?fD6C-i+;AFa?A+ZgBqKNDI6z(NY<#%w zDz6V@PsHI@|Sy~Ve1HSMpt8VkAkNM8^F5@%3tn{ z7|&6a9i54dHyZ_RhOvL;oe5sbGa~&Q1>{oxQ3=BYcvQbQbRLly4n0Qj3V_hR#e2MmKL zBi5OF3bHJLL`7$&$bz+F&kb3pzKgqyFAf{-IViHchMrqzMmNHRH5HqiN$#+b&I5AMN0?h&8QH5BMX;ust5p%|GsMsMt`05V*2&~U85R{qZ$ z0a}wNobZ5a4j?s|Qw89j87NKS*llhoo6sY?9r5l&1=unPfhmv_VArI7VG3X)^UoaY z@w{BYFvV|%>jts{M!}KoaKR}GK*N#H>z@UHZli+pcPtqe1uQsOH5W2u1+oGrX(L+p zcRXx}Lq2ZS{QVWa=89qT&yqO3;R#GerR?wB6u~xfM zTt841NWfIK!2zxM`vV|H!;=e!Dv)4ZC`5tP9dlnJm~qX+xrc{YbW8y7%<_VK0Fw^Z zh;(rN#thgf(i{k8yGCsQ2LcT`bn~|x2N)(Q>MAn0wIm@wd%VFv`N|TXPazw`IoCpuH1df)_IdMMx z&Dk`a6C83c#pQYbi)3@VyOCwt(hj*5Cl`VLbNm{elQVEH!;y*qv?Ff6GdeZL=+NnG zkHb9`H^%H~@$}&~{!r2bmrm#8*4$wTTP{Ya$f>eu*ur}oJ)N zk+7vmoV7^UVkFLLU_s%UvmOaski=OL3@BW4)+Awzk~ph^t%PgNx}X@a5ze~c_m!2c zAgNJY@8#&BW{<^hKz@)|?&y`yQ^Ha6^WEy{Eu-e)0I#(qXt?Zffo$1Dj)}8!v2`bCcsn{ez-ulQO|kqD1rj|?;m*t5WXG~wNw1R2ehWFm=0q*90^5)>JjD~Kd%B2gN~!TSGg zh$&$1<>&xKb6YnbN02yEt&IxWer|4dwjLgUmW=6E7as!rx6VZm!-s_0#&*|3rM*na?b5!mRx+~Yu7ka1v_5E#Vcco-Hxv0)=P6G;pfmRWJb$RvyvyfEx{ z%s6q6gKH8Nm-E12J|;3BnT5rrJmcVAtUiHE<2>*Hp}}@W3b# z%AoVn82E8SB0PnOyBAn@AqY-g5fZu6MbUr#l11gJz`99oy6g8R3H`t zqfilCs8m#*sdTJnV&T^XStB#?xPZMvXbNhCrwiOlMC5=(q+<0?Zd@?cLU;+9 zh47L@WMcI)-g{v}ybQss&9M>Wjn{SX_eV z8;MLs_C{o2PwVrpOJvZn2$KgFB7=e2Vg?iM1HhaTv1%#ry-dXSuuV3yE|ZG-UnU*Z zK_&x{4PX%(Td=^8<8fiJ`+vOnu_y@Ni10!N1V7doG+?1L0CSJf0OTH-4~#4-&twMb z&*>~g{xH$S+bb}|SQCV2Zy*MUFCzor@Oz_BC`epFr4kW41a1|HE$CDRB5O<_JzfqV zWWehJkcEj=UwCjP!F-6$fSE-0O9QFI-wSmVJkLoG4k2qm6py#3q%rIti3UQ6UxN+| zMqsF4C4uPT`9T8Hj;B4SK4MRydyQq(ymW!{TL@hkW6*#x1`QZv(15`%I`OW-VAnQy zVNC2}1vp%&?5;EKI5HEpi3}!IE8!joww+x8=7kZNNc>D>A@M!<4;nt+02rBptN~61 zZ^OWJVtr@sbs=nGVO>ie7=%7Z%u0s50#AD~k=@qE-3!hUnU8_^WHRg*Sr>DT_owMUw~*Fr2%;i8j#1J0U67XaWsXv4q2Cs_UHSa4ZY4SCHah^+8@9!K;Z;7#TZ)ha1N}VS$6uiO9MT`XD@_v9Mkr z@4a+LOAr`v1c6adT0ts_&=ksWhzvnF1Hq3DP71#UV+q+KW6a0E+PJ*? z1-pUlmpX=QP)JBz3>uBtItr13=m%sPczZyEtP!8P0E~eZS9$QGfRDn{ltLmRc9#Od z6kh%S6U6sWz|kOUK z207TFtxf{$syj#Ke61TY3(kH|!b!|*yoVZ!UE z@Ho?u`~wm-1`=~oXe`7|Qs_h^rlHWu_}m4G0?0l9MnmMDLI)+p<40#AF(HM4)(XHH zAie@pQ&bliW9R~dj`#|YT*OyUK;IDjm}Ag@IR*`w6m&jt=LkQT48&$bc7*3Skpks4 zME;lzd>jjL1RA$fp-zKemkMP8ybe;Kbc4bm@Wk;5%4Uc?rGgK|>m?N&7qTu$DzXOn zP-G1<`&Se<5Fz^o zRY2ASl}7dpI*o@>Ab-R29BP(`o>S>#?2SIg-soV-@$`e(8=)!0-gvtPT7=}-REWLt zHiybU^#h_}#70md_D0rVpf&=sU&OWpHxOG)WkOXIzc_NCy!) zV1nU5)?gwwj0$E0nU4lvH^bjcMQs!0lE{8(R1j3$z0eIp{4@*7g!ui^NYEs}-wUUG zkoh2~Lt$u5ng%WpPiLrDBJn*9f@O3Z1>pxoaL7JrWOmn+M=xnmxB|#(?f-ISc-~x34g!W(*5t>q|NRADaFC_nyo&*U;b%BZW2#8pkg5Uz7H$p2Yzaa7gtqz3eV2cqL z7;QxUSTtn6a4XWA0PBp@!yuwTcmxl4Av}U`4dD?TbP&%=I_MyNzmPd2HjxfGh>Qar z#OnumOC-jGNEE3b&;dO>t$?CP9E*jRc-qsckmTTG2)cCW-l!CO-w%>d8e*@&H6lGZ z=%FF`Djn=8-Y?KtW6%n6aXekXD&_UmjaV#?8E9fjL%1ajeAq-v`u)tv9>BoWs zISvMC1>!3h(Dld55ChAek$Y({DbRgGYz_mG zV!SReD3CSbafY@PI*yLSDiE3>wJHW25k%$#b|CXXD<5wUpj?93Fi6V~8^(ZO4=-!r zeUW$#tO1f^L)jKPktbRM|wM;`lx+jLPH8qE6_^>7ijq-<3KMFoI(7bX#n1(?txz{>%gXFy_GIFW#igDe1% z1L*A_`vuY?eMDdz5{H4dA+ZIMg4QviLWamL9MnSMKPKoUvbQnx5;_xzUP84PkyES% ziPuX^)bMf-oe3mIglZ0wBSQ9u=p~bVf{a&xnPA!xUP7>k?2X1kaxf+x>8TSTr9<=_ zN@Qcul!%UlMlrH3H2Dy^z#@3LXM*cN_Q6DLJ9N}h8G^VIxtE3Ztw4Q|dndbDi2sEXMTj4SiU$(Q!`6`47NS@rUxiQr$<m_t6ka!4M zsfa&f0a1}PSV&DD3PE6N_DqkvOr2#kdHQP?|9@V*vcNFNbkkVzr)A$c;4Lvj*G zlA*ASzZVW9;dlw-pxTU#qv7*a7zfP6kApH2Za%1%p!q(uKk$AA=0oBuh_jKpEhHbv zIXtZGg74V?3_2xv{NSt_3PaAg!o3i2AosHH^+agp!;1;<<7kNAf^k%Izcd;?PK0p` ze4Gd{CSE@vaY4?t01UeRcw8VsM|cED4mu7wy9M(>AdAe0#GSwoB3>^6M#0+`5I*D# z8XS8-av_Yr___~vd<~z&LiEReXp%dJ02p%S4q#M#Z3$pBbPW~*pU1;Eq;?2egq(2& z7#yU<(F!|mixCcak$_d*o_xfkhy!#Jb|4go*XcLop{9~Wc8@HP=(AVm0e!8GA) zEQ~{Paae-=v?MR>nQ-6-Hy=bu`1}Yv+lbHY0fxkw07K;uDph!Y2`x0FPYf{RYzmM7 zi6a1poSlKx9vWP@eUQKf;B6wnkp04O6~rEZnZ(ymAv#5J5`aPF8@Dd>)DgLY@&UeX z22FOPRu3>FCx)&8H2H9AKq!FEFR_!H`1~ATNZt*FQsg{3z>u5{z6yoZ4grSLG5|Rw zUj-Ntnipp{9m~Me8GG~wAM<0~OFWOjr!ep_KfoZH#H~TX4ox613cd~pnn1(X+yI8e zrTa0N0B zs)zr;e7$X5;H7HtCNP4ciOVi{M+rQDq-gBv3GX&xKV=6m57F^(@&q_g9ed%JjwZoE ziOA5_&{Wf8s(~(OXw%5rU;`LXCe~o8fde4YlnMWRh!p{zH1omU8^C_{3DXraOHfKm JYrVGM{{u$qqhkO7 literal 0 HcmV?d00001 diff --git a/Presentation/20190430_Presentation.tex b/Presentation/20190430_Presentation.tex new file mode 100644 index 0000000..f7c8236 --- /dev/null +++ b/Presentation/20190430_Presentation.tex @@ -0,0 +1,362 @@ +\documentclass{beamer} +%\usepackage{Default} + +\title{Graph, Algorithms, and Models} +\author{Andrea Civilini, Xinyi Xu, and Sam Creedon} +\date{Whenever} + +\begin{document} + +\begin{frame} \titlepage \end{frame} + +\begin{frame} +\frametitle{Overview} +\tableofcontents +\end{frame} + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + +\section{What is a Community?} +\subsection{Intuitive Definition} + +\begin{frame} +\frametitle{Intuitive Definition} + +\begin{itemize} +\item Intuitively, given a graph $G=(V,E)$, we say that $G$ has a community structure if $V$ can be partitioned into subsets called communities, say $\{C_{1},C_{2},\dots,C_{k}\}$, where the nodes of a given community $C_{i}$ are more densely connected to one another than to the nodes in other communities. + +\item Of course such a definition is open to interpretation, especially when trying to express it in a more rigours manner. As such there is no universal definition of a community, but many interpretations share common features. + +\item An important class of motivating examples of networks with community structure are those of social networks, where many natural communities would arise due to location, hobbies, occupation, etc. +\end{itemize} + +\end{frame} + +\subsection{Generalisations and Variations} + +\begin{frame} +\frametitle{Generalisations and Variations} + +\begin{itemize} +\item There are many generalisations and related concepts in the research of communities in networks: +\begin{itemize} +\item Communities in weighted or directed graphs +\item Overlapping communities +\item Hierarchical community structure +\item Evolution of community structure over time +\end{itemize} + +\item Our main focus will be on undirected graphs with no weighted edges. Also the community structure we will be examining will be focused on partitions of the vertices. +\end{itemize} + +\end{frame} + +\subsection{Why study Communities} + +\begin{frame} +\frametitle{Why study Communities} + +First and foremost, the importance of studying networks is made clear due to their large use in numerous disciplines, ranging from natural and social sciences, to computer sciences and engineering. Community structure appears in many networks throughout such disciplines, and is certainly a large feature in many real world networks. As such the topic of communities has seen significant interest in recent times. Understanding the underlying communities which make up a network allows us to: + +\begin{itemize} +\item Gain a better picture of the entire network as a whole + +\item Obtain local data on how the network operates + +\item Identify communities with properties which strongly differ from the average properties of the network. +\end{itemize} + +\end{frame} + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + +\section{Modularity} +\subsection{Modularity} + +\begin{frame} +\frametitle{Modularity} + +\begin{itemize} +\item Suppose we have a potential grouping of a network into communities, say $\mathcal{P}=\{C_{1},C_{2},\dots,C_{k}\}$. + +\item A quality function is an assignment of such a partition to a numerical value, with the intention of describing whether such a partition is a good fit for grouping the network into communities. + +\item The most popular quality function is called \emph{Modularity}. It is defined by + +\[ Q_{\mathcal{P}} = \frac{1}{2K}\sum_{i=1}^{N}\sum_{j=1}^{N} \left(a_{ij} - \frac{k_{i}k_{j}}{2K} \right) \delta(C_{i},C_{j}). \] + +\item Here $a_{ij}$ are the elements of the adjacency matrix, $k_{i}$ is the degree of node $i$, and $\delta$ is the Kronecker delta function. +\end{itemize} + +\end{frame} + +\begin{frame} +\frametitle{Modularity} + +\begin{itemize} +\item What the \emph{Modularity} function is doing, is evaluating the difference between the internal density of each community with the expected density within a random network. + +\item The random network most commonly used, and the one used to derive the previous formula, is a network where nodes are connected uniformly at random, but we have the same number of nodes as the original network, and where each node has exactly the same degree as the original network. + +\item In a sense, \emph{Modularity} is comparable to statistic significant testing, as it gives us a measure on how different the internal density of the communities are compared to how they are in a random graph which retains some fundamental structure of the original network. As such positive modularity suggests a ``good'' partition, and the higher the better. +\end{itemize} + +\end{frame} + +\subsection{Checking all Partitions of a Graph} + +\begin{frame} +\frametitle{Checking all Partitions of a Graph} + +\begin{itemize} +\item A natural question now is how one would go about finding a partition of a network into communities. + +\item Simply calculating all partitions of the vertices of a network is highly impractical. + +\item The number of partitions of a set of size $n$ is given by $B_{n}$, the $n^{\text{th}}$ Bell number. From some combinatorial arguments one can show the following: + +\[ B_{n} = \sum\limits_{k=1}^{n-1}\begin{pmatrix} +n-1 \\ +k +\end{pmatrix}B_{k} \geq \sum\limits_{k=1}^{n-1}\begin{pmatrix} +n-1 \\ +k +\end{pmatrix} = 2^{n-1}. \] + +\item This highlights the fact that $B_{n}$ has $2^{n}$ as an asymptotic lower bound, i.e. $B_{n}$ grows at best in exponential time, which is very ``costly'' in terms of computation. In particular, enumerating all partitions of a set of vertices of a network is practically impossible with the few exceptions when the network has a very low node count. +\end{itemize} + +\end{frame} + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + +\section{Algorithms for finding Communities} +\subsection{Girvan-Newman Method} + +\begin{frame} +\frametitle{Girvan-Newman Method} + +\begin{itemize} +\item The Girvan-Newman algorithm was one of the first algorithms created to find community structure within a network. + +\item It is based on the idea that the edges between communities are sparse, and hence many shortest paths between nodes within the network have a higher chance of passing through these ``bridges'' between the communities. So if one could find such edges and remove them, we would separate the communities into connected components, allow us to identify them. +\end{itemize} + +\end{frame} + +\begin{frame} +\frametitle{Girvan-Newman Method} + +\begin{itemize} +\item To find such edges, we assign a value to each edge referred to as the \emph{betweenness} of the edge. It is the number obtained by dividing the number of shortest paths passing through the given edge by the total number of shortest paths. + +\item The edge \emph{betweenness} gives us a measure of the importance of the edge in traversing the network. As such, we expect the few edges which connect the communities together to have high \emph{betweenness}. + +\item The Girvan-Newman algorithm is then given as follows: +\begin{itemize} +\item[(1)] Evaluate the betweenness of each edge in the network +\item[(2)] Remove the edge of maximal betweenness (chosen arbitrarily if draws occur) +\item[(3)] Re-evaluate the edge betweenness of each edge in the new network obtained from the above step +\item[(4)] Repeat steps 2 and 3 above until no more edges remain +\end{itemize} + +\end{itemize} + +\end{frame} + +\begin{frame} +\frametitle{Girvan-Newman Method} + +\begin{itemize} +\item The connected components making up the graphs obtained in the above process give us a collection of potential partitions of the original network into communities (in fact a dendrogram). Using modularity one can find the best candidate out of the collection. + +\item Remarks: +\begin{itemize} +\item Has a rather high time complexity of $\mathcal{O}(K^{2}N\text{log}(N))$ where $N=|V|$ and $K=|E|$. +\item Has natural generalisations to directed graphs +\item Not as easy to generalise to covers (``overlapping partitions''), but there do exist such modified versions +\item Since we obtain a dendrogram, we obtain hierarchical knowledge on the community structure. +\end{itemize} + +\end{itemize} + +\end{frame} + +\subsection{WalkTrap} + +\begin{frame} +\frametitle{WalkTrap} + +\begin{itemize} +\item There are numerous algorithms which employ random walks on a network as a means of finding communities. We give a very brief and intuitive summary of such an algorithm called WalkTrap. + +% \item A random walk in a graph is a sequence of nodes, where $v_{0}$ is some starting node, and we obtain a new node in the sequence by picking, uniformly at random, a neighbour of $v_{0}$, then continue for some number of steps, say $t$. So we end up with a sequence $(v_{0},v_{1},\dots,v_{t})$. + +\item Undergoing a random walk in a network, one would expect to be trapped (spend a lot of time) within densely connected areas, i.e. communities. So the idea behind WalkTrap is to try and exploit this behaviour of random walks as a way of identifying what collection of nodes are likely to be members of the same community. + +\item An important ingredient in this algorithm is the \emph{transition matrix} $P$, whose $ij$-th entry gives the probability of travelling from node $i$ to $j$ in a single step. Then for some length $t$, the matrix $P^{t}$ describes the probabilities of going from one node to another in $t$ steps. +\end{itemize} + +\end{frame} + +\begin{frame} +\frametitle{WalkTrap} + +\begin{itemize} +\item A length of the random walks, $t$, is fixed. Then one uses (skipping the details) the matrix $P^{t}$ to define a distance among the nodes of the network. The idea is that nodes of the same community are considered ``close'', while nodes of distinct communities are considered ``far away''. The notion of distance can be generalised to subsets of nodes. + +\item Then the WalkTrap algorithm is intuitively given as follows: Start with the finest partition $\mathcal{P}_{1} = \{\{v\}|v \in V\}$. Compute the distances between all adjacent nodes. Then this partition evolves by repeating the following operations. At each step k: +\begin{itemize} +\item Choose the two communities $C_{1}$ and $C_{2}$ of $\mathcal{P}_{k}$ whom uphold some minimality condition based on the distance function. +\item Merge these two communities into a new community $C_{3}=C_{1}\cup C_{2}$ and create the new partition $\mathcal{P}_{k+1} = (\mathcal{P}_{k}\backslash \{C_{1},C_{2}\})\cup C_{3}$ +\item Update the distances between the communities and repeat +\end{itemize} +\end{itemize} + +\end{frame} + +\begin{frame} +\frametitle{WalkTrap} + +\begin{itemize} +\item Just like with the Girvan-Newman algorithm, we obtain a collection of partitions of the network which form a dendrogram. We start with the finest partition into singletons, and end with the partition containing a single community containing all nodes. The partitions obtained along the way have been chosen in a greedy fashion, trying to minimise some distance condition between the communities. + +\item Using modularity one can find the best candidate out of the collection, or even a stopping point of the dendrogram. + +% Belong summarises the conclusion given in the source +\item Remarks: +\begin{itemize} +\item At worst it's time complexity is $\mathcal{O}(KN^{2})$. For sparse networks this can be improved to $\mathcal{O}(N^{2}\text{log}(N))$. +\item Hierarchical community structure obtained via the dendrogram +\item Can be directly usable for weighted networks +\item Surprising much of the proofs and computations are not upheld in the case of directed graphs +\item If the graph is very large, instead of computing $P^{t}$ directly, one can obtain an approximation by sampling many random walks on the graph. +\end{itemize} + +\end{itemize} + +\end{frame} + +\subsection{Modularity Optimization} + +\begin{frame} +\frametitle{Modularity Optimization} + +\begin{itemize} +\item As seen in the previous examples, we use modularity as a means to pick out the best partition from a collection. This is often done for algorithms which find community structure, since modularity is a very popular concept within this field of study. + +\item One might suggest to make an algorithm with the objective of maximising modularity from the get-go. This is the goal of Modularity Optimization algorithms. There are many such algorithms, but one of the most popular ones is given by Newman, which is simply the greedy algorithm employed in a natural fashion. + +\end{itemize} + +\end{frame} + +\begin{frame} +\frametitle{Modularity Optimization} + +\begin{itemize} +\item We start with finest partition $\mathcal{P}_{1} = \{\{v\}|v\in V\}$. We obtain a series of partitions by, at a given stage $k$ with partition $\mathcal{P}_{k}$, we obtain a new partition by: +\begin{itemize} +\item[(1)] Evaluate the modularity of all partitions obtainable from $\mathcal{P}_{k}$ by merging a pair of communities + +\item[(2)] Let the new partition $\mathcal{P}_{k+1}$ be the one of maximal modularity from the partitions of (1) above + +\item[(3)] Repeat until we have $\mathcal{P}=V$ (at stage $n-1$) +\end{itemize} + +\item Remarks: +\begin{itemize} +\item With the use of clever data structures to maintain and update the information regarding merging and modularity increases, the time complexity is $\mathcal{O}(K\text{log}^{2}N)$. + +\item Since modularity can be generalised to both directed and weighted graphs, so can this algorithm. + +\item Hierarchical community structure obtained via the dendrogram +\end{itemize} + +\end{itemize} + +\end{frame} + + +\subsection{The Label Propagation algorithm} + + +\begin{frame} +\frametitle{The Label Propagation algorithm} + +\begin{itemize} +\item The Label Propagation algorithm is a community finding algorithm. It works by propagating labels throughout the network and forming communities based on this process of label propagation. + +\item The idea behind the algorithm is that a single label can quickly become dominant in a densely connected area, but will have trouble crossing a sparsely connected region. Labels will get trapped inside a densely connected group of nodes, and those nodes that end up with the same label when the algorithms finish can be considered part of the same community. + +\item The algorithm goes as follows: +\begin{itemize} +\item[(1)] Give every node a distinct label +\item[(2)] At every iteration of propagation labels, each node updates its label to the one that is most popular with its neighbours (draws are broken uniformly at randomly). +\item[(3)] The process terminates when each node has the majority label of its neighbours. +\end{itemize} +\end{itemize} + +\end{frame} + +\begin{frame} +\frametitle{The Label Propagation algorithm} + +\begin{itemize} +\item As labels move around, densely connected areas of nodes quickly reach a consensus on a unique label. At the end of the algorithm nodes that have the same label at are said to belong to the same community. + +\item Remarks: +\begin{itemize} +\item The algorithm can be semi-supervised by pre-assigning nodes labels. This gives great flexibility in its use. +\item The time complexity is $\mathcal{O}(EK\text{log}(N))$, where $E$ is the number of iterations of the process. +\item May get trapped in loops, but there are means to remedy this issue. +\end{itemize} +\end{itemize} + +\end{frame} + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + +\section{Validation of Community finding Algorithms} +\subsection{Benchmark Networks} + +\begin{frame} +\frametitle{Benchmark Networks} + +\begin{itemize} +\item The algorithms we have discussed are constructed with fundamental intuitive properties of what it means to be a community in mind. As such we expect that these algorithms would serve well in finding community structure in networks when they are present. However we have not yet mentioned whether the algorithms are indeed good at their job. + +\item The main reason for this is that, at the moment, there is no known best way of validating an algorithm for finding communities. This mainly comes down to the fact that there is no unifying definition of community. + +\item So the most popular way of testing out an algorithm and comparing it to others it by running it on benchmark networks whose underlying community structure is known, and comparing the known structure to the one obtained by the algorithm. +\end{itemize} + +\end{frame} + +\begin{frame} +\frametitle{Benchmark Networks} + +\begin{itemize} +\item There are both computer-generated benchmark networks and real-world ones. The most used benchmark networks range the community structure in precise ways to try an isolate certain difficulties and aspect one would want a community finding algorithm to over come if it is to be considered good. + +\item Many popular benchmark models are inspired by what is called the Stochastic Block Models. The idea is we pre-group the nodes, and assign an edge to two given nodes with probability depending on what groups the nodes belong. A simple case would be to have two probabilities, $p_{in}$ for pairs of nodes within the same group, and $p_{out}$ for pairs of nodes of distinct group, and having $p_{in}>p_{out}$. + +\item Such a random graph would thus be built with a community structure in mind, and the greater the difference between $p_{in}$ and $p_{out}$, the easier we would expect the communities to be detectable. +\end{itemize} + +\end{frame} + +\begin{frame} +\frametitle{Benchmark Networks} + +\begin{itemize} +\item Ranging the size of the groupings (possibly of different sizes), and changing various values for the probability of edges between different groups, would give scores of potential benchmark networks to work with. + +\item Many of the popular computer-generated benchmarks are special cases of the above random graph construction. +\end{itemize} + +\end{frame} + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + +\end{document}