From bcf1335176bcff6d060d1ddc37be21064c1fde8f Mon Sep 17 00:00:00 2001 From: Justin Hong Date: Sun, 15 Mar 2026 21:33:36 -0400 Subject: [PATCH 1/6] Add optional GPU acceleration for autocorrelation and local correlation GPU support via CuPy for compute_autocorrelations and compute_local_correlations, enabled with use_gpu=True. --- benchmark_gpu_scaling.png | Bin 0 -> 204317 bytes hotspot/__init__.py | 1 + hotspot/gpu.py | 79 ++++++ hotspot/hotspot.py | 16 ++ hotspot/local_stats.py | 141 +++++++++- hotspot/local_stats_pairs.py | 71 ++++- pyproject.toml | 8 + tests/conftest.py | 7 + tests/test_gpu.py | 507 +++++++++++++++++++++++++++++++++++ 9 files changed, 816 insertions(+), 14 deletions(-) create mode 100644 benchmark_gpu_scaling.png create mode 100644 hotspot/gpu.py create mode 100644 tests/conftest.py create mode 100644 tests/test_gpu.py diff --git a/benchmark_gpu_scaling.png b/benchmark_gpu_scaling.png new file mode 100644 index 0000000000000000000000000000000000000000..7bc28280b9aa4ac430a790a89e37cbca32eec19a GIT binary patch literal 204317 zcmcG$Wn7i(`YnvQ729PJf*2D8Q4pK9Kqg2CNQcrPpro|z5)oxmBB>}HN;f7QQWI&F zZfWUv+^qfIXP@_+FYkw!pUWjM=X{>$j_VrN7~{Gh%gbKeu$FZ#0|Ubbs^kR)28Px9 z7#LQ5S-lEBnb%XkgZ~NIh^yKtS{mBeU$Zh`khx}ah{a>&C>%U$u|C-t3zrJOV z+IDaAe|>-EvF?%O|MflB<@FN(^(_OZ`~MFYe_k1NIb1)v;kapSlxe2h()HxujSgk| zPc1BCVCue12H^JH@=!6Iz*CmW*>;1+jlYGBZj3zl;;4c9maSV)7=PQHYF3|+^Z6sE zYMyhZAD>Rbstv5q50Q_$z2)4{ZZRuHU#83z3{iqFSe7x|UTd*1H~sST&DUL(p*pRv zl$aGGE>(SbyfxKftZQ`RN`K?&(N6Mf!-^oatGSJ-X0d9?hA~>%b`Ad`YmLE|IrH9J z5xbIh$3}**zN?00gq2S7<&M*|9edx7Zd^fL#GoWke*H^t>DNm?!C(JO0N05%Yt}ga zdVHWZK}%>QBV%cOy~owMIP?ossPA?RDtu?&vU{8Sm|@iG23y^XJaN!T2oO ze$%4od(`oarSs!`bXC7`5aGJpP-*8fmH%HPzMQ zpVsk3+4j>%r>0a?RbM>ZurngpX-cqVp)BB-L2^TF*x41->R(@<*bb)FAKbh5TwY$D zXBZg$vN<(deY&f($2 z+qW4~uQw>P7d)-Gvw~4G&HP)~9em)Onn3{}OFY)|a>JU1`B_eC_{C=x_OiS_At4Fe ziV;y7=@x4@Z18>d?Ahz^aNF)+`yHk+1?)n0J$D#)$(Q;a-pfu>&j@Ez>{m&ulFf8RCIREp>$?06h7mq4}T^a6Co2=QdwEq zE1;TU?6qpst~d;NNmG-?t5>hGMoV~3*!C$I7#eDivuXBV^j@AcfBA4Dd(27m#wdxW ztaN@)X8vW?vl{4(u%TH^UUtZ$5bRDAuwq?u0xstl2!P1oly7|cu#nhjRAwY8b<{Ohl)^h6y?*$`oq#&kNUqil|Ti#&h3;xfNN2{u;x`ORn-|Mbjv!>Wuc(5t`RHR&JMZIfBk(UIGMZoG! z>6ot*$HrLY_@iE4UUY}?kr96U!(ky_J@sIvown<=L3>x1;n$AtZlj!>oVZX7u{p+E z>GxM2N})rgi;MNJ(CO3P<5b^&GHL4RG2T~PhAVeY1_!6B=(yBfkdRQHU9)y=iM_0q z(5>HLCM{X1+r1+rBiC%)nC5C{ZGFr#cfzlfdB0ppQ1=Ur`X%he(Hy(3vVbj3k?lD- zlZ|E(CN&ZC%nfVS@Y617Y6kHas5Z^~xVPz&zW$r-8dtA|70-8TsjI)t?DW%!oAI>v zn{}x}NRrO8#L5co&Shm~HOL^pGp8Ry6N+p;)ShKQ8&BP{DdEgx!2rjEm=&qF=|xB6fx|orOpSXC7;0+;}zd$YE-zrQCfx z&m~z|PyT`z9vY<^B1jZ)nJx-D2T7J9w%F%W_|_O+UT7*``J&;_SUuU4kda*Z?j&l{8fYldfy-Nsu4ezeq>qUt4(trK>^(Abj zJ52{Y9&xyS&l#%_GQ=~|C(27oj`q{zkJW2hKlRe@tBuyHuC5+UJ#2dJr$VEVkx?M8 zR+ehO4PDzyH{=8r<5sb9X25ih{Y!=y3sRSvJwO8|(%f z4a|opn=DV!E`5Hup?shrIbO9gSjZ@Ex@%{DE_R&>u1$BdVq}o#KLWrZ|2iot>C&Z39$xyo zdV28{5@+cNT4wXh78hoRh2q;KPv3v^DA2mQqLaH+q@=aMc;>CNzj`M!iy>C=bl;`G zljR5PZGNz^1-o24P*ioZw7e?7UmuGnUD&|DOa8ReWZa463z)_m>IZmuN^N?+eUvgAx4F|rzpDu9^l$Vs2K6b*i_6V&kKE1UsWl+O1*C052ozPTfXc;r6 ztY-35n{%?4{>((bfA@rdbr&<0gpHL28!?n&SIIy!pC7v2yo?}`jm_AKYt+-O2Ou?4 zsN~rY+jtv+IRt2LqN2E3Z0ogT`!BsbPNmt5c2Ey%=X^H_{{CI{Ye7MmQ!YZn=;Wjy zrNyfBuxWF~%{)Owx>QPUbEb7;veC0r)li2nmdwn~#R&n&abt0DaViZF#@c^Sx)cd9 z8q*E5&?@M+&f(Ur9=e95uZ?Rw$Gg>L4I*z9wGYH zE#tXABeaS{-)Zb;RfDmvaz!hvBw-PeiGrP$r?sTtznKbXI#I6~J~`N=W8-GueDjfQ zo0f57iV5valSQ`7L|>h?`hkN7rGP*Dl#-^t++MbV;#-lblXL5RYQnGkYqkc_r<>Xq zA^^FhX`=JvijlU6niJpko(UYz9x2$#Nk#H6A9IwH{F}lpAfOf<9qrF5h|#^h_>2te zWAYbSr0lnR?D5kW16-2!Mm^OuTCdRafobx!&#R~k!>zf&c682Y@h3ZCG}03`vJ1Z1 zu=8ZkOn+jfN+cGoY*SWtHjl8d=A(`53X!tGLG;HS9w`fMU1cnhw#b;Z;TJbW8dz9Z z^dVo0PIqkWzg1Elb0wBS6|x(UN7B-y3)v3^QA{vwoJnold6dZzsAt>7Z`>u^lj3dr z`^U#E4fSuWG#|On&t%5cWZPS2;)(|jT-GFc z6T=)mopkX*yh3#}A0Hn|Z}sqFm)XhQ7W=k3#QYTdVQtO>2TCo{yQ39Z>sxPn_SeNm z0?-J?w_{pGU1p3Y2O4 zad)pKL1l&sAj_tK{`qtG2SHCOYDr0nmHGi;;bupvPb?Sb5`OW>Jle$JM|m3=$s-~% z|C)eR_uR?@q0S14Iiv0q$=TW2=gyyxKcEiW=JWEUx<&Yhb=Er5fBtY`atb}!ORZbn ztvHzMLo@5*)RN_Ad7?tvLrCnX2oZ6rGS?~*8JVcp>BsWEA|df`LS0_|IkG!S4WEF3 z=wn6|J|(I7K9x_JC-{_JR6ZFP7!Xc;bpL)&a;0d^-<$WPm^Ymi8UJ>k_U6Zrt6C17 zzN~^aQ9#f8<>V?qv6BQVFXJV&8vyIyH$M0EC5F54n-L=p99+^G) zfByW@9kd+z^;P-kPfNGiz=c2Un+){zd&YZf1RcktJa>u2T-@bwfu`@lP0uSi@6c9= z-2XM9JL3TIpn8;(E}+PRM$Bs@iX<+)GfFO0l#~HTWLOGsu(*3M6*Iq{@U2aaFNxC0 zcXfaAq~;=r%NwtK7h|a2`=z9$s_(8`XH&>-AB9CDXwxI_@MsO5LCLtYr8_2}h}|b{ zH1An4yOJiVmLG1UOys)kX|lj;(0H zVUZizYFf5mxm@9N^E5pzXQnT9qC#kx)Ev`->7EDv6~z6-TH(d)K@kxxY^M@Mor5#e zhbly+)lFKqwz*6NW4dC$eUm?|`tFQ~)1*&gqGgESO0C&nF{?wF78Vw=+C7DiTX$U= zY|YhR+_bBm6X_YhyG8YU!CrJ@3rIc>bLJ1z0-)1*| zzHsI_N`umLi=fXH!9wvHvtv_tN^1Z=D95S(Oetdy*KwT|r;Wzjv#_!rq)JIj-pCxp z{bwGsj(ec?O>w#B#NtVd=BRxaJu~7|6xa%@^IV)FI}4cS=f)~|n{)<(z7I|=9}fK# zw6)My73scIu+*O~J))-6MMq$$9pOc@dg+m0wuh)@+_?7GqW)$%DyaQpVq%fDeuvb4 zCAnNn&^pW3{pZKWdyTnH={17DOC&wKNt(_<&65yv>(`q3c8N8e^IOVJrh>=QNyqiHIP5va(k25+&7b8pat3L=~SlKiGG!HRoYnu zOqo>c(c{#VFPZ^5IFvM|ne$N9^IdamHjaC;3ys&Q=wvnMtQ&}Hz>}w6VgC5>BaPIYrw_Xg=T4W3^u{RfVTQj6J>+4jSBGd3k%<$)8ZHM6ekyf9OF9-ELQb?w?U+M6|7_n(d* z10vDr*9MM_7jJxaEVDk-reMV9(LNKxb9@l6V(i#RA%78kZ2KXS9gGTMasOa?n;+`W z5?`LWbW5Fh&CKe)`$mR_reFrL<|ms{U1sg53f&dKCvN?|O07P>N#sp>o2!P2i3zPj zjPoW!s78Mgs$r_AsA%U6eHy^Ia)M^`=6w>X!7bzCHuIgK1~_^4S(Yjv5{-NJ(j z`3sIK|Mf2}9vx>1G}IS<}ey4kV3tA^CqkCt#_E$eN;ND-$twix|wxXS(VJGmN(^rr!+b- zF6t<#EpkRAf<>ItE=;ObJ5CNnSA}1crtP}*W0}Zk(LM*7FbfL{$&zHHi(kCh|7WEA zL8AqdXlGYfL`|ezKMIEA5W$kNvRc5LI+U0zSFOsrKAd6KlxALoWXw06;q2lPf8mo+ zs7u7`P_`UK!rNvcD`$eP!FtLf=*?JhF0#GmsHmpHbf-TdJo*TP^!{B^RP+s>InfuJ zC`DVfo>^XZmL$HIz5gtY=SyLp;mnC^h>9zd4a<+Vwzf*py!3%iWWcG6{Qmt;dlvH< zKlAwU;|PE=<$yv2%&y$w<^J&`^jg6y5#>Z0{Q_Y*`LBbBzy=h{o0E7#-Ff$tiC3;Y5 zQq5GxP)cabW_&~SBLlXe?j$nng^L#hQ2^r(UkckI)|#51nsTUQkEDzh9|+A5-t@pL zAi%_Nyyu#ErD1XaVlFAHDFMq?ta@P-;!q%Y6!F(4>#5LC#y+`Ad-m*6o+XRKgH51X z@+e|oS^Xr?@?ed7u2AOQa2Gw0cFSh06ubIe%LKrxMFcOe=%8?rjJ>X z`LCMV=-QB?o@QGt6NdeWeT%J1$QavSe?9M37g%5yzI8;d>2AfMx14A|r1^~-?`)ra z{qp4nmZgRP6A;8vgw5oV^MD0rQ(u{MwwW%XFf7{ltRs8T$}MkvsHG`L#Ob6C8EU3m zI;?tSOXcvevD44_=d-yj;8U!DbNrhKk@s7yW8>&v`{x`>bl!6zhTA3g1AuGZ{zCey zMV>fe(R`Y4RJ(TV5(J_H-$b}Zm${Kb)2i1Gu85sJtt#!$TbE)|QyZ(oht+tHlT$p^ zw5}RK9Pc}7)^WqZ@y8v;ajddFP+wkwfq^K?YI7W{MNsdnCmTL3-8_%%UH4l2No}MY zhuPYEAU4y{j^de4f1S0?S$mEjSIS?QiG8?AP0A*5#)l($rXC@SZ zz>ypbgT0&k=<%@xK7+fI$Gvp+_s6EB9IuO2kt6t@B+dNA`C;Cvv06nr6Xf75Y|Ofh zn|jplizBB@sxPFsI>zSB^zoSWeV{cOQAbBds~I_*!|(xSwNaPB345Wa_o2~VBVER* zBx*YjWp=07_AA%LYovc`3Kn)q5}oPUXFJrahVl{%gb<1oiEi`K`HKtLc)s?ecx**K zUagqyp)6^Betsz#nbZU=0HRlVx7wec8Xv0^GXo-b_wZ1Xl5$_ZVnrSBxJ;<1))OW^ z-rw9$UXv1gylrtoh1{xoy2W86ZGqohU@ryIl(N|*Woav<0?mySGX7MWQgu zFd*bQw}mkdaFue}+S+7kfU0Y5j_FRkhupkWay{R3z81@PdS<2s>^;_17P8C)788@H z5b{oq*uuyr!a-wI##|16h@krl5KO+{#gnu)@JmCvQ`!h@MTLbIH*emYMKCjV{0`Ga zlz-Jg9|@oUu%BbW8i520T+1$YJLYS7xlE<#Y+O=u^2C>|az6H_$uL|k;?T@OLGLnF zeu`|4<2Qbs0eWbfq1lqMp;gvlYSI6&Mns@R78RVNUwV2vs4^RHEoNZiADAuz;q@Z% zDI>CWwzr4Bc){G_G@OfaIDc*3t~1k4zdtf=-?b~@RO>A~JNv=m8w^S->c$c;GDO`C zah)*<7P6O>6CSxgHxH74Pdi5yDvcl5RUqqE9Uc1YB92NIpY6Ir5G1H!LsJl9b8~Yg zf^$dxpFa^NKv6vOARv$JI}^vJcl5NyJy$GZFRd7~2(btr?6 zJ563EWi^NEpI4=61mf%AC?N&x&wx|9Fn}lnM^FxjodZfuz!HJ9qY{R3M(GT6fDL z5@y!w#&aQR>U&&n%X7gZJj5<&BMI0nMWt5ZA~pznQnU!U(4nOBp(r0gMI%runzrU- zg3?dKq`i%Z=pzsq(@128r#nwon9OEmoF=#rV6Lw<7cyMq+c$40oSdA!ncX4Yl=2t+ z=M(d0VrnKqc~-ehwM2ra+rWBU5>l7crAxJsw;r%TVIW1@FB=pEz`J8ue_50bvY`#o zvNTN_1-6wZ$;#VTPTzZt-R_r=JE<-*KVE~qk;ofuj%5tM9gEMAqLJMbeEQ}&pe@vD z-@?w`^9c?HMVl>$i{ETqz>==>U^zyiwiiB2*KNzRjzsc|Kwcsb0KDpNqs`#+j3fl4 z_L)EJ&p>{7Ar_z6PAKxI<)VLntmy3M=*j9&ASgJ9PL-DSws9Tjc>~O3j>RbLcc==Y zMl|721Q%CoBe6{ou7M80<`+R*m`$e<4iIw{^6Aqj3ia~k%P)@^c_Q%zM`~LbRRmS7 zji2XGZb)N^(LbzZ*sgKwRz^bJjH!WQFCLH!DO1TauG+f+1qtdNU+i-*MYf&3DyDe-N?yI))MTSdWzhdb4FrEf zb|7+++q$5<-@142-LnP$&pwpiaGkEWmz$fr@x9)~JV6eZaW9I=pWi>-A3rWuS@?E- z6Zh`jXHbW~6mhZ(NkZ*pCQ~#!oUa39Jl!ZZQL9LMgUgsgO?D^&=NakCqasDyb$WQ8i~9&xz*_Bg}`JCFUwaG((0| z0ycYj+~oC6i;T0wIb)tRAGtYy;;!qjsA#=K&4|Df1%<~EgQb}_%m%(W94xg-&$m~m zH4#sdwfEr0QGc0z`Fk@d$4b-w5n~k-wR0&{f_FjNZri+>ye!qY>KsJQL$&-n^~PJB zhND5Bk^&yV9=ZT2%C)N#g<;69Wx3B^(#T#iLOXl9F6& zvh-Jb`%+bbM*vPA9UD``q)z<)yve^LYyhdWFT`nRNg?mgtkFDk_rPz#*FRtuP0aI1v$GZ%8A8GloqB^dus7PHoK|>PrFZ2ndd>$BlPW z)!*wrAS4CIRz=WqrpPUMdB0J)*wkH7;f8a-)zy{kRxC%wAFjwh$6aP@CVFcw{`~n9 zVuf-`mhB1sqUXY)cM`TuS@%M-sTG-O4hJn!R9Pv9(IB~Oe7r_ZXny_SLxsb4Hi`ZT zD{5l6eU6{uwv;)RJ1Mylw`hrTNSE1Q<&Wb&BxtCWj}zrMpQybt{ogB4^Nn5ycwjGp zv?zJ>naHGSo{KYZj0Ei_2eH2&;0waEs=8>3~ z2p#ub!cXuK@ktpO8P0?4?d>vH{iB-sKYsiWp8AC3+HKS3ISL3-d)%V=yW~;OOmr8n z;#&?50YC*+CbPeq?K6i3sQY*C-d*Xc#cp}?DTkP7r6>{hQ4M+NC!m%i6&VYauoWxQ zZ0+q&p`IydY7(ldAnY61Ka?|5cC`>R1l?P?Ck9FCNtaaLB&iK zU5CIsmck+8m;#N>-&q^PjtM2eZN6V80{#Yis=afBKtdG+g>qOyWM(G^<7dCt*Vo4= zCL78myDhp#&JxcKK*IaJnc3Oy23L?DYFKGCX~@(21qB5wU0Akl)1O}qw9LCX-2f#T zyv9)#Z3lx8Gq<0!9Z+SDfH>lh{Nal!iV>XEXNGD zsV3&kE(xbkDO;JDds5_#JovFpk|#&7qdK{FLMimp2kY8YPP&@2T*U9B#S{S z5OyhkGEwPnin^36B?DI?@$rsr$Ky>~u`x{wIDwBLiuB+q`=$r$m|mjLWu;=}@>M#l zUc2@v;B-a3=u~D9@af3tXi}fh0$(wR9wzR}qk0AFW9LyWUj>c|>Iz{SevDeRA}gOa z?ij2pk+YJQE*(dlDDk$=Jfib!Ai3fNZCcY2xi20jh0xh%QYTz*Oo{$r-7W>~Gc_0$ z50i7!vM^>M0QfdHS>~Hl0)WxCtMW}Tc_wTdf6xH7BTg*H+P=f;0BexTPlAwlQX{T? zerSkDOJrtdy)xjtG7OL&>&ffJlmIvYI?ZOWWt-f4KQeM0KOh@)q#$T`^`#d_KF)kf zp?I&!6q)G>r!%>GX0U_IRf!V&j%9o^Hr%%fdCf4@p8nIC`KbQiUi#3#yt^mx#NTG_ zrtS_Fv^`2ILnzj{n!7Goz`6j{VN;eJ%7^3$@lkMThG4S;BlkI9i{ytwe%!LPS@I~x z<0$ITQ$T11FUIPJL0r5OtbhfqINhz#4$P7az+5?^({+R}j~0tl`SX*3Ca7BKqDxS8 z)aOM_wZJzK=h+J(;<{|Gpn)$~i0V0@ND>{oP&xS9i1O{9VxpgaxSpSJBO4x8t{@kF zgo4u2(yaR6+(*DQ8vd+bz;jkgJGR@2CrGAOL@IQ$5P{HQ=BXqkg)O{3$M9ykBJfPCg+d)FhaP z;vithZ{b1Lncf40=fw5Ow#o@#gWyi4m3S+_qYH+fJ$rU~RRojm zk#pGD;8sB_j}d`8F;vLDVh$f_2!{<*E(dQNSV$SLUr#BD`K~TwHF9EV(*elPfuMdm zd+oJfgi<9XkEFNQ1x|xh8|yet^Y$)B8FC5h)Pu6bQa0HSeO!$|8{srHME@)Ze&3MD zf)YzCu4mv{ z12^bxsUc6HA$TCLPS(Y#H0$5xU);HYgN4O}@PXAeH8NNZ@v`QIhK3fE(e`+`p2{M5LJST&Hei)&aP|J^&>|$wPK+^OkFK}DXu7W$`pxOeeoyQE zfzrNaHl3IS=!snKS|6~@e??8} z^YLj3L&plQKKT9nw{Ul2MyNFKN@}ZOg5l0$r~x20jwmbyoL?)%eC@;SWq4eK*>!P@ z3}1ilXE^iL?$7UQR0Y`0qKEqdz7*kD!ZMA3DBcH6rpE8E#x~T4;M5MaWj*k;ZLr85 zJc$im*?Thl_3K*jz|?Boh;i-$_IfYWdfFS3Urm|-*+NH0Mz|+$YQa5W&5GQF489F4 z89+{VY`ZGoWg18>O$#1-wV{)qi%hjA?Hz{FII9+P^Zxu=NA0d31*LT}Z}j)?8!c{& z^Sn($3G*>;e zwK)9xvIbm5hG5Q?RPf^FZFyR>@v>u;MdgPVLyb_Hq=TZ@=x|xjeB=x*&Q>CLWO6c% zz9#n@5})zcK6e1l(n-&$-_Vg#Z;kvq_tp8;|J7zBJ6s=|n5SMnJv9k?MO^(;{+B}b z36x%<6oQ)@O?~R_o4~V^rRJFm*f;$lR&#k+$Y&-lEQEE8F+RB5I=?t-q4OMxq&(o*#p-FZj=n~no_Za( zI@|;qaF95q2Dw7RIf@Fcvu~q-spIqNFv0G*xu2}Yg&wVEdA;MXdIwJ;7^OO+!|s^> z7|3H#0qOuXwCJ;iVhek8blRK~bwDFRexOn2ksf)Q;3jLAZJO$@mqY6G_Q|hw;a-@o zbn9{|Z)s`ii=F-R#~4#M-3KRGFHBO;eZ;zdW}L#h(QGyH-Y-L=02LgS%L~Vn#ZG*S z;9LjO08ix2J)1UdYJnb2b9a3PFfP4Uhat>{*!T}-B3^+`dZ1{sZsSHeRLuQ&={$Cy zBS01>6?EYhVD7Oxom5lbH)GTXFg9h*rRx`Op;ki?icf=m=s9I+{rW%gyhThNuM1y* z7=!L?4ERatb8wzl0HC+DTom_*3kF00Rd7)}kq4;AYG#JmcFY9q22}m)bCJWr7kc?j zHFneAN;CP-+G{dh?5=oqdP)nGA7P3S&9#vDzX1_$V`Az)`jGY`qh93S1}R%WQq2&{ zM__S!vDXwq9dFyRWiKp@AaU>qTi=%U225zy^|qKRJYXeGAGWqlum*J+j@2LJcLL%N zxF_0zeU5(&v1RGtz3GCLNT#q69X(n-vj|EoZn5y|SG7W-ko(W(^~J!2g~uzg7CY_v z7D@zfQ`W)K;^Ha<5>6_346fhWEvaVyl=@-syMR_|E7;lc`LN*RMNs%R%q?@b!~jD@ zqEWQm<|iIlbZ6)w9w|l2vinb!qRu}YZR`@g4vew7&UGCm*(Ei~qD2snm>o_{32?!x z>-=VV+ZNy?L3jzG69##mtHI6Fcbi9urrCRMAB}jy`+s^hk1$PH7vFp~jB)x<`2~qh zTcK+BX5sLP(UlBR-WMGp`*4N8V?a#`SWqF6UCd zYt|f!B(8Py@uLczK)M zE)QiR^Y`M8Y6(S*sAde=0j3E75^bNtKYyzE#=Yw&o5a&KR6U)rm~uW$-8?%rgZqz% z;qnSfJ-QhX8=|il{QHK65rn`(c<^uHD$9f)+D@%ocNlJx{yvDX^bzftPhYxYJi|3h zobo$7--i7`*#lBoBiU+Omvu>C{zD|4TWp~^9fwQ;wdc_ ze0CK-KFwXSSow9Bi|3j1*&#uu0ypl^!`MhATitGo`Lj*IHSPFnX7p<@)9J|-3~wJm zybhzSTer?z=?`DBJG9`cm!EWK$h`U@Ev|bCnHmv6eEGXxFQNoh+wthfQ924dE$l5{ zlpMs#NSGkr{_X|Z0;(9^et{C~#8F|}A!C>y1C|SY^_*ndxc0`J=C{0craG$P)72tV zqpRS0|iXI)0&tYGTX4nA`2oY!RMEy1rN|Cydq zk|2_dL-9UHV3C9C6l(7*c+SFZ%=;iq$Ae$IvGPG*ePSXQ^ehvswEE?WzX zN;S%XR|QXZ_G1_Edb#-e5Eq`?+{hyk--Ntk7qGej&7p>97vnvbA!XHO8FJc&$UA#F zIm0dWAS)l-%##!jY`v1@utbK@c*>NFIeTFnr$beN15FD|oC)@tBiN^4x@}y(womjY zXkgsYzk@q}-6;F}H>p}yY{oDtUkyZ})>vGGh^R%k_JM;SNp(;o)wDBZ9(D#T*|&aR z{=pFnn(I7=cB&fQzE1sEMO~)7rhT-2#JL=$ubIPaAaGwnzEeR@P9|voFkoXvhC+ zwMyqM>-LFF0#xkpeNycl8ie}D@zbkA^i|Mp&U_VL2>S!+hHH2sKYSi(c67aa#o?(m ztyI2C0~L)-Z=$f9dZw6sVS*syz&r{WIv(3*X56GaL_}kvzrG#;{kZOzzqe>)?Xh=_ z;F_;Mh3PU;r$Sq@SCK{_>x#EyQ?l2LQV)3|aC(idtX}-Z&871^dro0&&X|x^HYF=hzRW2oiG8!AT>}JwFcijK*fHoxS`;d@i)y4TFVlRWO_DaLcwZB z5S1yRNhzHgLwio1q|bc%eq|QHlX$XZn}q1^_@d@v%kl{d8c1?YF(#y5`pxIeE}Us6c>9G0V+^l`~WAwLjRnb-UK zqM7C7!PaWI3E2PPc0+F}aBoJ)l zTh;yr0mBO~5W>JCK-3*Lx8cI`3OUYO=s=TNGS^4eydoqI0ZrN2PIL%nlZPdsPeyknDAB89(6WG_Tn zN5bHz<)d8Wq(ZK*0f5&2kta119R!M($!U|o7D)>W&Zz^nki89UXSAJ1#3R|8kzcae z9&@m<9il>DOt1OZr+<4S{Zw-jux({Y%UDekllHB%)zguJRtKs}0@3hgc$SoX!4E)T2*3rU?J{u%V6ZusL=J%e?B#lg`)2h4l4)-sDxnIWeSBTF@gzn(_DxOlA?ndBl#u zQVFvoswj6<4!(~9VDUNeeL>f8YA7DDT3RrF{l~9{d$}IxeEvG=<@E3qt&HXLOt6mg z$OAxD-$e8%wDXP~14f`LFl(e;FIEWw1O^?O^+oq^5%|Qe<3{gc&O*&1MdKBeHc_)~ z4n$I|MtzX_E@la$NnB+05hmMSnfGf1mg=(VJ;}N80%Npq*KOk2EBQ zYb{K0%;j`UGRPaRVvvspM@N9&zT!BoY`Q@%qBf{e6s)}ck{~LHERhou5@G>X(u@*- zwxbuMSp_VVb;J_8)eD#!a#YWQ1#G&PK6DorxE31#j6wzz)RGH?QIYIFbf}C%p>&wc z0#2y%i@+Dy1!D`HAEf6P;RB)Y?JI_3Z*;HG!9+;#$DIG%*jIe()~y#{?6eh}^gO5_ zg;9DPrClOKCnB&1e*qewUSLDiLqR}a4Lq~vebSg0Ij9n^ZU6%6Da9K8lR)5kRy_{^+diL6ET4GmQ_zd0MbiMC0~empud#ENC?ZR-;_1)-6v z4L;hi)9|a!P_qCb$=e49&0G4J@*dd_x0<778Es(%#v~m5{=IuYp}kG5DPR7Y=uU72 zT}kt3f{X88aySkzE>yy5NC(>ucu+=wMeHC*DTm_jh_L>Fzu4KqoP%r2h->c)fl1+A zg*gyM8KQq&5_IC1C`!>EMA}9(ZHvHUKmyOaB8mj%4I0ja-w<>dSvmBy;6Wh}B;)<{ zP_ke~G6bX~9J8_m+-ijKEN@$wJhhdLP4kVlHG%~z)eurHZ$EZmm?Omgl({>faf73C z)&s+0i_>x;^@@s$W2r>m3=*)86P#*u%O~@N9zaaq%YSG!v>zCvbw;)+AC@k9Y55R%>dAc>%sT@&G2HB(>P-; zP|(&iFYW8RCXr9;7T^Lof!j(=&;fvG$aBedfI@f)x^FpXX6NE=&=Dt;wQIc!m))-Z zu;f1>X=-2bT))num0IL!u$6G(N*=v)=Z*ty*+#d8>BteViLB=(BqTz_DmVks?z|Np zrY?8-{@DLya=~bIfuwy`($d^~336K9G7eGaTX)zW-o`jU}oN7Hia|g01jCvBxfv#y)+)F(^2y!Isqh5GSN` zH3y_io)Ec?XqIW6=+K>Kg9(_BT(JY#EYpn~f;L4qgN=1D?LGP{SFY^L93pO_`m~ID zo82ATI%WSl-PkcyD}D6+`}fMfzN(dp%Uma>ABRcuL|RR|L>ylb{iD8Mu5Z*vChI)kd}#-81BFo%qo9ra77k zrQ|(Ld91tA-ob*<1uoCUxEwFygILxCuiU^cYiFtktraq34>JRFOwo}8X> z&YYEpEN)o!TKs{)Q(402)y8X_s+|1%=@aS2o_Lx3aS%6@x@P_QGViuE>((7>ZEbZ( zC{7KJyLLU9;MG{$1ctQD4QL$%BTA(aoWOee_Mty%DYP|;6Q_fok-~gAA0yk zW5R1Rv%CTqx+qC&b(zvS0gH}KFw_t=#Tl6pVS!4)8;Dp0d8ar|m;%m9;Xegz0yK0f zLH|X-kS5lrG>euPRP0?138)Q-o!14eC4G&lv9KZgB6&k-(?n>~ejgE1DYD&FS=kTe zh4K$Em6`}r%n|!P+Ff45NkFnRJOS=cpVko=g*%z5BAqaha=ASk#4dLr<%i%+IbEimO<1b*C##-ViQAk zX6B`5^A?&SUKk69u{06sUY@e#1&)X7ZjM&al87N{s`g(c2 zB6jh34HcA0^{93_Yy>NwK%v&Lfisu<94+AlU_r`vgp?nOttR*4$XVh;g6u<9QEVkY zii>!yY-Lc2{-tR+cma5$9*)wu-tHPqG_2OJRcZhWR-vg@rB*SVEGW{bs z`)DVH3`$x$iFF4nV6RR#CY}^hOTPI`Ya?)!T=3UpL76tC#bZVBx&X;Kq8;D~Ti|)n zj>qkXGzp#Ghu%%nQHjzK-HK6|F>=_4<|I42z&)V8Z6<9fm10>n_mpdD`06uDhJ*D-Y{quq1wSDR>(C{UECBX#>BoOtlV zx>iN3$L6g$0&Szaw~OOriTNECFXFET(k3o<9PsfLdafDrEU&-Op~sbPiFXp7&T3@q z2*{`8&J+hp$mC>cX#r3?Cz ziEb_8U@+i0c1#hT6ViAA;P5)nWtO~{v}?mxMO>NH;E~p{tzOCS^$I_S+zJNGEpTTL zS1x$Yb+@bi{y8s1l9rI!^>TDW#PUA?OPs-O)%WkLj#|BC%NF9yg&mBr_;4uVx(8Q} zGM;H5o;P@DBeAoN{IzU*0oEj?ckWQ|`U?#5jl>pl<;(A%pP_#nxu95@fxo9jh)ro3 z;ai9gejZnW8QF&d^J70)%PTmTBL(eZSO`7PTY0-BOWRNg;J5&u7P}_%PWH9CsWbVD zvtpo-O+VeoITdS(#Tq&0&T}z_5>GvD8fl~9>6W}bh7}VDg7GXs3LOa#*JY?PLAvqxj4b$v5Kf5tpRY3$%JF#uZLsl>2nmd<1{eu*DgH2-+oKYI5zX2Z zMi|5_LiQ7rHcG;S_oDu*`yom*rtatlLh8cWVofzi4yi-W4hcN))zg7hqyGH4MSRfU zk!lg|(TMq3!JYYkZUTf#Nu+wY$BnPsReBnXLhH~n7>lkdr~|XF%^`lSBp;=sdGmqY zaBDnj9%Izhq*k_t!iPJGSikq5W|5^23>$sNqIb!G@v=7V*~iOkk4ofj>==~aN(u^u z^L+zLNjJA8A{9wj*oINC?@u?LGX8c37tSVPt8Sq>9LF$w$Dk4YYwM1s4~C!Od47IA znv&I9UxnRY>Jvd%^P68?8)NFqR{JA%TtW8?7(54mmHamxP3 z<-6~d1Q4UWC|W?=vZd^amN=;8%VYy~N@SvufdR?Gq%BJ7y3QFYj^3bApd|WRQy6ad zxwnZk+~|enlyow+UJLsdsG9FsuL2jB|Ioz|HQc14=j$dbTYlHU(zbgEdD*&PB<+Gk=I-gK?Cd-zKGoaTyRtCK+g(&}Ro%|10}Np~ zBiXAN);?3)9P<#&2j~9%Qi5W!d+RYOxXsH)m|xu|0IA@`e@>KI@$ZAG;zRfC-CM%X zx^zDah4DEnqKa_n5+zv2;$r}`5URq}t5*ZQk`_h=h95`J#rE~${ zIjNAMt?-Wdq*7j<Tmc0*-xhc(inZs82Xo3#SZ_k5W=vFTr)27;l|_pUwUA>&a3p9gruP z5!yKT4`X;j`x=rXiPBl&)#VF%94sC=83Hg1G2OiwJR_>6wU9(W$vHeChnm3Nk82$M z_cbomp@4vg^|(njrQhhHQ8o%Sx*6%RK^y4R`8f#b#>F&Fl5>fv8s&&FA{sHn@7=o> z8o_vy(Cu?YP#8h?6GJ8J~Tq6Wk;@Xv?0aZHi&|@AbypxE}*cgO55IHdKWt8w@^|mzQUG;tU66 zE32bxR+7&<^ZxmNeKzx?_8nAvvamYhJOV|8&TTt(C|`8}gc!e{pYNu2|L>!}GD0v} zM+$694x&DaIR0L|un#l}N`_=+`;M^Udrs5h`)&RyuNe9#}X668}tU z941xk-;;WLT=2i*_WyaR-Ju$CDU1Xao9-YW9nHtrmlL+{(G5$7>)|*N(g#Yu4o2h5 zF|PglCD7qTPF4ZrztXzrpUnWqIm!@i8|3(tD9}gf6C?aL=|mtQ9&It?WV5)efBf^M zW0e3^1P+0EjtB7PsZ4`<6z{l_<%FpZb^#n~@~n@@4TJ>+NmhJo5*w~!uc7xw*sJt< zn)HuXB<0)e6$sBce||gKD*ulyt<>wa)Vn9I&X#$PG4K1Us^s)5)6L6DkB1e>QjCl% zW>%;(*{gH2G_3tSDPRBa8f)YGkiE-uONDZrl@qn&fd~6ZuL>;b#7B;4h7uRAldp{( zQHO)4Uc;LjgOeqcvw;uEX?U~>Ik!wyOD=zYKAM5+gEYUzV*hp8Tv!^pyW??eGMevX z#!l{1QuZuXOw+BT%BUr2q}xPAj?}07JUgJ+6RuCFRh%b4>*(!O%lmlx?9vGiSO<5l z7`d+q+Jg_#Oe%R{+?3;x3_D3Igl)p*J5DwjK_j>HZ5p&AxQDa@;B=K2k%I&f2tR&~ zhS8s&ADN-<&H@pc3VUjj;8OhFe#ueUQ$lu8rvI00cAU4b-gtv0W6JOacf+T>n%8Ei zXH51kotcKy0UYWC>^~gckU{Z0Rce&a*&)6E^y$_^`yv-3#^ZvHdL98Y2^_u==a-lP zxV;p1unN(?OCbUiI_T-Bw(4LOTb|DJ*I!}aR#j*zH`@!G*DS5Dy239jo7P_1-;u^U zl(L`qyLQRuWt~fB*pQ)HR1CIeTrUyz0b3nyjfsF21_lPj7U}->lD?zmqma*guuYYe zlzh;E*SowQ>{ToZR;CtW!ny+5imHH3^Y{xn;UmmSAS5WkVJF|G~S3kuB?G~fIxdJp=Ez)^_0B9Y9S|jufl49g%x)SW?Ytwnu z1SG6aQF`vQK9%M^7}nz+caB1x4j;W;=I=_Nv6){{lgSlM2$*;r*{7bJQm2C4Ub33YD|AZWD<` z@($Z3i-*_6x7f!>QMSoX_*`r~vlnOAU_|<2@YJjJDP2W`#jyPCrm{k30uAP#t3}@ID<>sk7m&6>-tnIS5v<{ zT-CZKX=Y77lf_NjQm?75x%jWJjDO!^LdW=_@|GL&$5aZre~xGBn#aa;Yy^yddVj{j zr2W{ud$Vg}$?4o|=V8utr!bX$Pai+!9(6rGpX1)FOaqXOL}MBXNEveU1z#qyTOPmm z>HZUXsYs_T@q=(PL4zu&dZ`It~dWf7c2Upfx)Z=|< z+B@`a2u4&KKR%dsyy5(g{2 zjP&G}Xmg#77qlCQf(*~(phH@PC?+_E07yqGBng>-ltd^NQTil>-luM1it@=ukVh>@_oZriUvuMQ79E6 zWXp&mWk&Yi!ej3}GLwjG8QFX95oPbphpZ%7AuHMMc|Y`ff4}#S_xXIj|9n5X@B6y0 z^E%JtIL`AruV?nNsA}h`Q5)3kP7Fs{u?ye0IIm6OSO_m2DfB{vHCYoC>*yPpakiad z=-Bu@8(TV~725B_8Ea#k{j{rg>zwPZmOZ|)rsBho@$dla(oPBxBbivKpPe1#5sAS2R1 zD zOYgikD@&)*pA~UntA2ivV0Thwg?W5TBv@lm4!oY>(nndbwpIm?a=$80y#6miGlv6Q zS$W5hKNJo({#e#H*tf94J&p9%g56BHE0to{oaN9p>L5K^WTiH=zGa2}BDKk0r798c z;^`Hf?i@e%DW5l(jw-g1CXpZ9Dd=4b_!CEkBfwyEBMen1Pwq<^4mK1sWeNBJLUXk zm+TmOVIiE#ZeCB!x1XmAb$X$4Q8i07*&=<0&~w5m(O#GTOSPqu@3|i=`t3wW#rhSRjpnl@{hr-Be$~)0-Ra!gYRz03MWvUv>7!es zQ&Zj6c=A47q|-XY=jCoezBV-FB>Gm#=n}Z3NX%h!D{Ecipsb`M&Cz$X&&0BJsG^`~ z;Wd!K09~OyBLE-j?$@jyH0j{GGw&z6%i^!dX)c>}r_1I9p6l-sZi;j^@P@+44%nHX z23jcBC2cXw*r<)R`_yTIub__){B_N>db=PkH_*CDPuGkhNr;1!Q)FLNq`hIk@9=Zeik$*St=>JH>-JRLc$^oj-IV|Iot zBSOst_3fD0o~-N_DXtt=Db6d~rQ14jz5c?6t(qkxEJ*g`NF-?goR{1d^O03b)BHh7 zr^)R02~n8dFS+Uqs2{}ma@0OfiHl}TGr5}U%eRi?A1htx zg~y+iv+JXd=0vPH!dsZX&Z3%gSzx+^ueC*JdWU0>LQ%M*_za34LpMDF7S#-bKJM%% zrsW6rPh8GCJye^d9o5|2obhZu#>%=lT*h1eGSYPpe)2=B#q&VeAT{E@{AbS#V=`uxoHTnVV7PW*Z}4c)Leq*J-PFeYblU~=@BV&ll??Ze zrz0j3l4 zdKR{QMoa7x*1f&zBC9DEMulO*-mrwBtg6;igj(jL zAzX!j6+RtliE))!i78~dCG+)UlB#6sR0n(u8y`;j#duCstp^ysnY)xrexRXGa_jDK zt8qD=4m(P8iqB~2ie6U#8qcQ(P7766$Q_hT)6_9@n;6>BUbwg`5Nr&X#Z>g^-2$_0 zo`>XDuO@p&4u(Yfsg9gFlYZRhJcIp!Cq75?y!~9{IPLq0U5BdqgZMYLJ>mE>i!&Pk zECt#rMx^!(QGLl7T;&N3TP}+4qS-_dW)>E*EL@WH!o5s?=6Dt8Yf?(?N-9^WQss{1 zUn8-;H!++S6kn58x#0ab;@@a*HN{B`2FhE;l&>cCv08)oUI*_Tw8@^Oip_Cmi@D*9 z3~8shr}1q_2O*t@ks@L6XdS=~L8~x^qgQ}}Q{nWQ!u|V>0$-4`x3OIjvzm}Sfm-4e z(4vqmlH&rB27z1$Y+d?$S6a&8WU=^PI4b!hHM#Rez61dDKax`k4=0V0Egw9Bs{C~fBr8**8M6i_5omHOMty~BYytT^m z%v4&nbK{(OEqTXetQlig`Ts=sWevAaNDnb&BdfiXy+amLyX^5mqgsrg2>M3$vRzX)w_Iws%Oa$1mnffgo;(5M#>f?oM(2XBfPP{2hvTBZo?ERk+*fO~Ii zvOWw2K$Z@`Ocp7h8?YM%zz+F4xlnfZgS}8ZGI(i5L}-8UM&B0iz+smrEOAAdEhD3A zNjha+)qQM2EK$&TWZ-NJlnR!-=%Iv#%&HN}3OfSm`Y*N$_4e00au+zaU(^;lly`WZ z@q9p8wbkysv-xVm$+>X`PdLN7bxcm{zvZHKmYDWMq#p}lEIBwX#}DliNOC9PgaMRE z!=V7E`G#Knfc*>+Tyd2EaE1N6UcmY(;dK>H0B{WIy>vO?dg;r6H6!X&XbObt$d%4B z;m4rShD>*(WBD@Tks1EH2RGn#PvFfmWwI)d@apwPw_66Y>z~qv1tK}%P$=Shdr82r zt!);a2MK?s-X%=2Iw7Zn z5tuysLLgk^b5ite$Xo6#I*57NR&(Zj0P`D6ca*fkk_YEVUvTLe-SARhW&dMTY_!70 zep-BJQ8#gItvP;M?i@n^l(;o|^9qR)M6~A6_0hr;8eKwINS=Ptzu6nJA5&{q*PWtYnKL_Y z*1u`GXehBoTAFuN&6hCgE|6=U`}QhMr7|NcTa%^%=!4bTPoS~bZ^Du_PA`92kubKI1hE^_A2I3(*t==xPCwu+TY>4R5qKCMeTx4A_>JqLYUk6!O% zPq+HsAU6p8qK-n^%BifwX@b(MYJ07Uyq{l0k{Y|?-Xl38(3_-OQ13N`3h7w;13tP< zH@H95aC?kmhzqVJMSAfd><4Kvi(KT;FVHnAhxZTKK@Bf~a znHhf5;RI}=su)!wVw0I)fVILJc##<2i!kdl7gw7=jiD*O?CX!3hxgjD_e6ecg2^J4 z4|czXKSXLciT3cVOJpuHb8;#`XoRElL!bh#OE%GoBK-DNCiIU^jsFJk#A**<5fRvP zltX+tZqIvYOwH5z?3pI|kz#3}o{C6f(j6&8FS0m`nZm@P*6zYZKhq~1ruy&Q>Bj>7ikjar{5gQn^9az|ohl|jm@KVw|3j0GO?a|~e`BDuYqS5R zVwQWh3X+Zfa1;#J#CRf84-cvo`8Cz^a0T|qX9Q2hN-m(OpC^ou%fCLL%>G1?MCy-q zp6zC$3e*pHA)FWrCFhVXNl@RL3S2h>bZsP40JN`EzvBw1jY#SX$sZK{;eskj=shBf zoZ3dtQb2wd5^oHUP6A~(oJ9oDUXh-ekDefrF)SG3o6}PIcuetu$NR1?hQ*>nyaWBZ zid?e7*JasGW*m!B&-dEo5ZR~l>LoR%S~^iTjb-w_8)C^-Ep#+Bdj|J~ngE>3T?Mi0 zE3`{{u=iUC(~Ao<=2C+$a-=mH)J-5QnUN+QNIM)#$|h$N9QDLxO`#}z15$;?O##GW z;^MN*;Hsm9HhxQ*{1PcxYGDOEX$IB7~>j0@Tx` zPXR~KC5eY~l-U5ke51eC{8ZWKF=}z%{=kxsNI6qu^pXXf@f3aT;J`9;0k9z zVHCQ7ZWE4b%uHWDxYEYu6KHZZLJJtQ8ur%#gZsYca_;R*$T9u6kX0TK&nu|0w-5Ir z(ZB38slH-zKW9Gsd&$!8k&}yM*(895SgO)&86B(E%MC2$BkFKp$MV8mHAF#OG>$Ay z$TdpRar?G>%00|uA2jU~EL4^k=ks=*Ir{h&IYFCW6goM0;mC)Jo4oJh2@-S|=3 zCC@ut{*Orc6wWFYrR4|oE5=^9b8~dLNF%Y_&(}ULJ!G7mj(#8?@20SP!x544kR7>i z=ejd`0s$VE`itHV8L2W0Pv@Iwb}X)YWB33T@f#MAy5;+sz~9umArn~Vn;>Fuo_K>| z@lJhgeu#|A*kc$hmWPW1{Lw6lS^u)`9jOi!j?-crDrPb5kL}FQW*(%EA}BAn=9Ta7 z>}&}k#MwEBcV(2<=2a%*s24`5pD%B$%DhAv^Z#azhSV_nNY(deX$aplT>Yaf)lthg zX7eoAx2jI@=JtBn@rSmr{;+YaF{m@h=S}R-jAmMN1ifls-qDa{L6w$!6yBSKf zFq=7ACA=8KkVH)OLl&R_kIubEr;+3lQi~Tl0G$pDkkE=H{T;OEbxxYO!6OhxOQSMy zq3N)*wte7OO(190IGOTED__KWqnJs}%+w%{IZkl1q#2=+`UPWH^z@`LBeI zWA6^<=;4qBbcV6Awr0rvBHavyCYy(2Xatnf1xP&TQ>Y9 zrC^Smp63>xM>^cHm$t{(03;g@*X594(vw7^pV*9?=0Te&+4MisX24MVb~t6; z_B7#&VABaiRyE!P5&kt2mjnmxx&IS3zl>~{L~ho=s#@<>A%>q8;t7WTmIUHb6m)(; z96VG?y}Jb!bn9V4w++fi!{Oc(^`3e`H*FYf;v5Dwt<^dmqFvit%isibxuYaMf1(e$ z$f+=(jsZz@;(Ve1lBaU6byVCKMPfhUNw_W-)1nWq!(ul>lC5gw&bjlynHtWVn1$JH zf&%qBkaK|~Fb@>^JNkKDLfShO+#8w$qpVLY9)0t1#Of)td!6``o-}xAih)Nw#qe`Q zPR75P##qE1sZ6VMkPdFgL^(MM*lqh2OCU&$rAy*of+bF}dkY%O+)i2P%#!8miFQF{ zZJ24~MgeH)12vAaVp38H(Cop{&szr$Peb8BB4jVlZF(blfVZPRkKj>V^;5M|yG{!s zZjv^tXhZNxdhF7`<)EYwNkhv~yy!1xpDjOy1O$-J)P{;jx_ivHVOuD&WUob*>5xv#6cH|K%q4P-p#=@A%H^TCRMrOuKa!ZnUD5s z+qrqLX5K(v`5}^UN;DpJrlgw8?uHwqboLVoy)} zh~UpNH2R9IHl_kxo$R+YQY)WoY#3h3dx2Xf*Z*{g7#F!-3Es{Ot>CZNt00?iHAt7< zFwkO2i|WmQEK)>@#!H`@Oy~Cn=Y!{&G#4cI}&rG+e~@ir_7R=psOnS zr8=+yBuFPTlMmK<*6=HdBRwl28Dl}iA)9buCy2;2g~en{i1n_Ii%_u0%5r4 zq>YYmk)zLi2f=$kU46&J^<{tNHB(L_r52~1Cx-?BXEvC2k!$eafuN}*L8#dnO!E@! zDXPvPnOpjx9k*blSB{gV*Z}VPlo;lI2$<^7w$3ut(1Js4sZDSwTT$H5{8*xIeD%jv z6*N8*AXLorSVR~Oc@Xzq;(~s4a&aho3It&t_7vT)ldgOnbdM4@{(aurxYVW znNo`b_^X3;d8iMIUk7x^k7rH^^1B~LT%PtTHlxsmKTa;%nMn)j>gd|YcRa1E?)7^z zcpO_YPW`ziKD2(m9Mu&6PO8I|e|)oC%im)fYdi-YHnANNwZaMqiK zaV&4V<@x)FCpeBs>_bUcS6S&wiegrwU0B7S?Bke&G;9piWZS^W#b(Y6Xhc0UA%8eY zF?i+Qll*z3vq(smzJyY=ypM2pteB6d#J6?N7g^g%XHd4h3D;T=bcYn5+ zL~M3<$?NN2Z`3d;M?SHfFX2hz%OecPd+A=l*5CNk<8IWP#jQU>nr@3zl9}tSF{-v{ z{5SkqQj>cYd-)Oqzdr6x`&<3$-dzkOg7nyEwaDV1yxwyJh&%KQfF3f)6Q!jfmLXgV zC9u@j7ABEyt1@&H%f$Z^%RClnK_W{iqv}VJuN8+9p0=^*a|7^s<6p{xAU}mz-5Szz z6@Fn}w!2dEAib6@{Z>w&(FTI_*IdQ^NYNpKG}W`z7`YO|2OS|Y**=P zM$scNRWA7xhqei<#Y<9)8z>psX9R|sQ5J{Cq1|Jlfi!t@^#!}>%mc;=HwnAxDzn_{ zRO2IzDmQu1iv9_TBd5>Goj@uQpsFDq%7sKjLAC7ZL?&GDwqE&F*W#JCH12h>E!_sd z_5KrN^s!ix@5f5L&CrtfST)#iCyU#ZKT1w(yd&u)l1f3BW->mrFJ}$7n4$8&;Gu0J z2YI;u`mQG%NHo=)v1H(xa*rmwA_aSiB*jK2pSDLQ$Ggp zG2bDH8y-L7(k3hl6*FHD1-Hr>doX)S5$sp~>hXT?PI)mi=cTzdKMv_jCWaQHI7-RS zn;=UVlanbOE6mcHAb>CA%f^&hCBS}_(HhT?)_k)tB-p?+D4R%79EN@SpYcjGle%uT z$m~zr^V$Gu@8`k)ytmQm5wS3uMAOfQu}A68NI+Wp*%0%QUWzxEhD51c*CqqWlmIWZ zvQG}a5O(D_)UfP1(uo4V&jX~z%Sf>C=gZ_SXK$++{*Rd{1^Bp(1*k9yM|yK3Jujd{ zZW{-Il3|6H+sJnGmfX5D$~9?aS=EQuEsE!>I7^WwGhOrvQ}+<$IL@8Wy@bC-LPkvS zjfc%Yn9D~}rs5XnsrF;<@YPrU!agOPf73mSNYl9NiF2- zpNB?7=Q49q^nuF%)t(yeBpJWzXJld$=){qGhl^|Hr=a8UMXG9z%erkbB^K2RzwXbM zjP-P=Bgt|5O+z}WXYpbf15UhkO;QY?JBO8B>#+oy%Ce1GN$B-&c0hlhsb zVwn@znv$k{06s+hh4G5;mCOkB!L^sFdp9fkL8$eLF!-Q=W`K6KBuS#qqn3bak(0IZs1# z;EguV0Hn__{H_~Kz9OovF!Te)zFaak+90{5F(SRSX?#n7x$3AgT&)wS!Mf)EHa6Sy z%!7C{Bx;J-2g^*yoVZO!>G50y2Ol0JSZW8p{ZP5;2~^L_#xnJ3*Xx&Vf)YbayrB4R zf8VEgCWWqfgZp~y0c)$Oy+*Gf;x{wu6wiv_B<39T&=)KX)8&e(zVR@Bzd}6yIa}P2 zkv#2F#E_Zr8xVww{OHRo7cZ+_*kOLE_qIH~s>}z;18Y#4rCucSDEh30;dz7Iz`i#2 zUM@lA19;PKEM|T;Tek7O5AkE;N?u2kCN4ibL&h|aVvvYany>n~7mJSIXuhRQZ@ri5 z7oS}DV()&PKRVaeggUU=V|;1?P&z{$Z@?VWr=TI0wn65GYQ zT8E%gV{?*tH!KGn}MQDu9=ly@-ioOoXn{TxccBv8PGvdDHy!bHmWX<-@r3`up zE<`rXfb#~)+pz@mGgNj9!y|aIr$giO+^8zqAp} zx~_=#B6Ur|rxU4qoHpzAYWQ)v8b&-6Lo1M?YK}W#PkH6`|*?+Ar=Tc6%u+{AB9^2_-Q$y7!Ti2 zR@LsNYc*u~O)IKLY(UY5I3j$*O+%lM6SJ7|j{w9^9y$txFfb9K{q3`QRm<{5M>%k1GW_GKpHA*=;ly&vxp5_e4KuY%QztV{ArRz$#htV?Lg2Q`40lTAHvx@?9N@hH-6 zkc1%EO>k(uF&BJ!Xioh$xW<{dXFS zjSaDbED#tC4}J=LwY*jNbP2m=ehu?+-z<25@8t_52BUwWLsDKw>dalF$O7Y-TTm$d zq1>8Eiglff)tXodiu)n9-4cbC1T$BW;#g_lK$ac-t+Taz4NObiR%NZD^Iz}foJz(R zU82=jpe{%jVXw$caC7pM2$Pk+9- z5L{hiu^4h`WP*`mAw&=}Wpca_2@#h1K%-dG?@|x3Qn~B?MFdl!%kmhR2_kf`q>GMy zmKsuD;~ufx`^y$L%#=%Nk^K$cmz(=B#y=Nc3v}HORo5{#+}mUn=Q;X5`kc5YJW>4 zm6zoByGB=8Ju*=3D2Y@dfwV@)Kzmq!8XkpI8-jp&hw9l@-vf+8$7+`k8aHeU(v7L4 z*FgOtt{KyI@F+K1QPI3vHK5ofm;mrt(DoQ_>C*$0hFVE>{WeM%7hI6~r9}t~I7eoj z{0Eubx9R!3NHeo!#MgneUSc1ChFlHWd+>k)NX`b1e&mEk| z^(zpv3+jT>4MF2@t(=E?4|V3IZ_5V#rMV~|ayV5rZW(Y$flTBq7722-1pIE(++h@7 zIarG{$O}*uDT6%b+&uv#f=A@S`&b%qKi4I0*OeWB~gV zeGX@*$Ht>WNq~8>ic0nL0chbs+17l2MqERLNokGOdghs{K6wzoH;xOp*JEgt2Q}nW zUH5ly)UNh3QAml|tF!=;wcj$#sLnUZz%sA8js;oX|EeGl(`AQI(B-(&K8H`+-_a3z z`JB0ksDUHb*hp>*XMwcqIUW{039BbESf*$ekq-N~FC7BE2D+2mq!t}2Mvzibrwnu5 zLA;GS(`Qa3I+6ZYaku~*vN&>DP^6ykEQN4x#!1_x`l=6Z@l~ZTNfR6@wvUtoP6*C4 z9!+_qp7o<7pr=9*LhO`Z2*!Rz7<|B4sKsf;O5B0wZX%j^s_Vc31bp)ue|l6Rs_a$_a;5?s3*uMM95oPOzS3@RlUieid;2 zT!yWDwxM)3aL)`=icQtmWyY$wrDZ|%iQmhZ>OJYMUivd}(<|Eh?c2C_*4-%8X=)& zc2S<^;oXrIaIwi%6U$|3x_bAvf|j~_c4)O&vd=z*q#XQI(zB{?9;n%SC^M`LtNwB& z659HErpPbd>T%tvM<+P~9t!V8#t>ru^and%)MN{gEM zWJOu%`||C3&s;0t)#whIp-y6VN>IkP=RdK%!8%}U@d)!o!jQCC8y@AtEmF3~+11UU zWQ`{*C1)>utNPT24Ev5sGO2Kitqj{sf8e)sNpb*jX-EGLQOm#UBYyyNE!PuP5Ron4x$<<-;0lms`-C*}_S zX`ubPNW!aBQar5NHetsw@iQ%$Zb9^Cxg4Russ9|oyfd)pa z^x}=qMZ)9nddgr^kmLK}=gRknOkJ}D9UJI3wq6MdeT0`bygL-z-%7?{EfA zs*lBqJC&lwoh#tO+col7^w;zK zqaplv!wJ=OSYihonW?|OI{vo3sPU;Eb&D5%|5B{xR?}E4qq+O#^U|#C&$5s>8(Kf) zeegzdsq}Ya`>Dtx?3q5P3DP-3aPC`-=c_Sx_Hd~}?Peb$LZeS5eRRlBzWcqGqMiIj z_dQ?pmlnELteoS7!DTKy(Vxq`>aXw#Sh+tOJ@jdRM(N15O~Va?yjI=asmm~AorVfW zC3;1DnoD^&ZiFET!U7y{x?EUzue0jqG~f321%)N%O(nJu&v4y%%Xl-ZVug;ZMCFx` zK1XMF+w7A3>1+9a9t2G7EnDglh|kpIS&}zhr?!e12)vH@HrhW|6xRkKdAD6U2!lC< z`gI(>h1%@UJSHQNI5xOf+;LJvKd4>|t?_*vb~;rZsf?%Xc_oi5sxjrm9h;!@T=!D_ z{oS7*nefx|iZ)3R?k=^l_6j6UYI36HRG+XTQ`oXpuhG0)p1XKtc83b6Vzw94HwYHO?C&eriQr}^TIV9i%_Hl=>eveV{bQDw zk0~!o(n8YUl5C4js*s-lr}?8b5e}4vSstl8T@xPrOf+>%2JdE7V2q)atBjpxLpPL9iUu4St1KDk=6jt$yVBMrvPg&PlvFzvtl?FD!Mc6(*2eSxQYR`(!GqCVWwrd7-@rmxfS_D6u6576C*BcaT7b?YYzC{N3SIukulRKK? z+ep5h^$+3P(U{+fSj*hZZ&aVyQL{@kPaS`A-2fN&UzZMTWKvxpMx(!aXI!L#WuC=; zXL$9Bp@bm3gh8dvq#15Y>xS}CDK`od612Aw@`a6&;499Tk*t<8+Z9x2^qIaH)cNjv zFFYxXN1>+fs}Q4Kbl@%b0N;IQCqxEMi03ie_NWZrS4L^!6n$y7M{Jx> zVgtAOogn44%dx}E`s!uWy13)oIz>)5?{eYKqK_2YOT){zTD-}l{%!VE(+ASsImC{g zBM$yf)eXAp(jL(aJC!0VdNu=KS0NE1U1z$K>}?ob*&oEoR5o;7(UbK8Aa z2Y0=k0{l^u_+0|EP^oa!xVLQ)+vU=-PhV}ba zNkgcmZv%!9_*prHAfgKIc^-Rn^0rqhSDBe7S{OS1$e^t2mh^N+FCxA&a&yUl#N_|_ z-sxf3C(0e`fAywsEL`Oa);WWB&)RV^2==>t^{D{=zhuXo^RJS+R~(o1xxceq)%P__ ztyTLu5f@@N)10IC^5otBgqzh`oNBM_(I8eBaQ2#5?ND?1S)Jz!=gmEaf;%SY0T)c6SzuU-QeC zf;n{AzHbAPurVUh{)Z$8Cs75wN(Ht4(H&dwswa2pd@KBAlS#i*vjYfADLqCKt;%$F zbAM)T^KR=k+z94~zGLe6JJbdzP2}o73vAqK&sub}x4i)+PL4RHyaccN z*Kq%Yv1$Ah79~a+nvMC^u7>CHkwp4xup^Di{tXo;Yw>DSp@{%9)5H^fb+6Hwznl-p ztYx_Jx+QMaC-Dj#I}-gO-uEuG`*eUi3UyXk@=FV+9**6+6@AtBR)3yk!NaqUg;Q=z z9|JoQd^_BgeE#}k&84J_q;6A5VQDPc?v+l)242EThAjUOfWLW|;;4hU_d};@Fk#aA@civ)z0so4{tzJDRr>Evslegv-jyL@C~UK^JVa;sjYnf ztxN9s69xo$Di`c$w8Vs{>sGp}@zh?T{;wy|8k^SC{lv=8ZB0%r`HC{l_vVzK9D23t z%5%|V5D8)1M#oRfod{V|iQhLSS;=Q?oU+mEX8?B)xcJFGudvzo@{ujCdh$OGuldLt zOfW>5ST(Uuhx2-*@pkQ3Hkdr@&{1O|FMt2{97o&jX|}wE?sRICb9AALKq)80o|HL^ zPq@5m(`YhuGSJ_pWByd^R&^_1k?+eZHpoOaVqNfi*Hj%4T}d4bk+gQG48L^k^^LZ% zsPIRAtrxv6!8{7c9<6o>k1f94gi>_R`uQzs1@I7;DXz4Rlh{pxA3uc?g%3WwD?XQ; za>c<8{lMnT$p)8LI3O)7{KJ{v*wm$9h$G;}O4Jt3*T4&=tw1RBU3oE||2OPtZ>J0b z+Hfgay$;OdwU<74i$^(E%&v~S8toCk3Fzsc)rS<9=U0TH6@RWD#5~GEuzeH%bQ?_Z z!%PGMQoj*8!bIP*zK?PC^<}B5AJOiTN}l%rDr)2<7^$d!@!W7lY@s9 z+vVGoR80nRqH@)*p)GX0sZ%ASB`I#=35&3gN~K!?ib&{D7~;>LP9I~35~U_$+nVYs zk5t}ZY4w%s^n6h{C8T*2QNj?Tv0@3r)*EL>fg(k`k660W|2 zMrCZ!dhwkmwB+Z|CWqB#d9JUHO_j%64`J#TL*AN7?8JkYZGZ`CG+!d`_18YO8%C+z zuI`fis@qyiCrs>Sx4PwuZ0yhWll;-jSr_j}}L10~f9X=7E&iWFRMMOOt%;Hz&& z@z~NsKV+;xXa~oO0J4&kj<@A$pRmXca5&_!#cG*|I3tlJMHUmb{HOlCP7Gex#ikHa zT{ocnrfXTRo2Ezd46rln!wMUbEyMICQgAc9a8Is(K)}g*<5Esj_#cEu>_8=8Gewp1 z1)JMlnX+-pdxKYKHU8}ujehFeVa|byx3KdLj~A;iNg}p*5Own<^f*0by%J@n79Q>2 zltXjGnhA|2vKGkyTI@g6Pz`B`N7&)`^i9Nwi1#m@IXhq`3O;?~-}j2hJZ7ZI;s5eHzyueumJ-k}jjiR@v`xXDVwORr#`6;)?mMxc{_f+bH}&aiV}G(=dZ7Mc8HQtFr3 z6=u?x0RP^`uwda7$A9)h`hquJd)kwA5&*|gwjS5r0|pbfy3BV+Ps+$M|CVh2gyk2{ z0`UDvyD5a%w4XTZjk9o*66SMaBUTLAPAY+YSv$p5c}3mp5fRkXFMbSbDD80#?@@A7 zNXCgEf3YX1ZNy>zH@ zrW3Q050d1Orf?8&OduxY&};3y9KXifp-zZZ)TiSTB_^!mGre7~acB7V74DL13?F$P z8{@>AV8Y#sSUmUhsZvfxrogs_=ap81)Y`^*B!nSXB}gq_t^WEH>p$(mm}+t`XPXb4FN zf4noH{@x;W&5Gkjjx)tCN;{oG-_PGhwTBPAz8G>JdKNn~q2@+r5!x1F&;umP*!>Q| z+-HVvBIE=2w1uq!H5Y++s%#EsFS{QD2ln&0L5k}LPjx_mgD&g$Xr3yD;O_CCh00UA zzBU0rLtc@647@{qkoNt|UFR!9ou{1Rc4Is)qNUC>q(5>P%bfO9xqAh9t*o)B-Ggxp z|7c)g;O@|0fv+@-ScujmJ?f1qss9NzP<;KU3M{c->*ChKm}lg@9-g~R2kpIXbP)jv{Nf_QVi9c!!KP%oqVbN zjWLhL+uz}4KLU!Mp0~=#@kK~$ZI;Kh0BeA@Tsb%5Sh7&>F=L-RjwkGA0XnNzp5B{Y z91l~doV>(;gWelhTzBIGif5`RXUkL^zPC?|@upo}$-Sf37Stez=Jh{EK*PZ3i^4T# z_wsj;mOt5%-jJo3_@UYL&FzbUws8VH_QWop^YQ)R9W~Hd*X5jEQ^SoGGn|j_rY|ytZCYJ!vmu_eOv1 zw_NwikQ4%*Q{?|mc-7}V+ubH=2Q#EWAiSx0o8 z|5h9tsvGY)D$z1MHTQeGVgx~B?AU$(4eX!)(UJSa0Sx2^MYbIn$hCR|{-k}#gpGj^ zq&iu}v)LNH#61tYED0Xd%(-#|R#E9xlapf>DyDApbPF;j$JiR+VP!FhpBn+Feg%Uv zsRe+8V$kU2#q&Yyk&dIv?^X^P>amJnT`hk8w`(r11phoccbxy{d0E@apkDi zrS)FM3s`g9C=uskk4FLtyZI*mg$I*XQDhzK!%9j&OF3azf$U+iRDUb!(WaXM05XZ= zx$72%K;gcxgKN!2@khy8H2=?@n;K7?P6HkwW4FwYh#6&`7tYGlea35*dzu5zl|!MzsOlVD}(p&ghAf5 zxAj1QM9n9g>k*21@Z@M>*WQ7zbGS*HF#B;r((z4~sU(bI^AbBzrY)^nX5B;mc8b1I5?+^L|O=U`Wx=+q;%+;eRitxVUMkPOI6IpORQIEpR7sGIW|43 zHrQm4t|D>U?#fhCZ?3N^)@l-%N_yf#DT{aoDaZv(F9Dpm#y{ms)bLiSSK`2qNXVnf z1W_SFhK}X_wdA3nRI|+MWsWuP8jpz<^RFb{r@}wRhD{5m7?sxS>6kav(2nfy55ENm zi~shif&+giI>P7Uv+|pG6FE7*- zy7Eh!*UCo%WOf9~XSD8v_{ahxY4G%^6Oda_>&?G8(!dkaD}(qdVe;2UY@jiDPgj0# z>2+M^=r2dqhPZS2?1ANcN~1R!FzUUa+7q0$*sl+9^ta;|`?~$ssb2oL(fniQhg3%X zsduNJ`+kagazoo=*2xb$$js+}>)^NABbs0P&4XhXiB3$%d+&>@NuDid#DZG!PK&|4 zU-}%>h*`fs@!w)juygLxMY7H}%6HTRxT6g@`d-8C;yJ=jtps86==C1+Kfia{`AqE6 zM`I4!Wcc_#0^W{sWul&~pTLTp^lNhWncn3`rv}+9dB5cui&BdaoU@EZ;Rze!5v^Ff zQHpXrJH|uBvtjG5-ep;Ueki<46@Nb1eqY_PaWL@WrPGo7mkl(}cEo#5pzHSzy*AE% z*_wUxCl@jNzh1iGwl&37Z@CnHBBCAo>%&Y_gasAyPZwf%)qnT`?I6dnqpm(2PBkEy z;ovOiXzTqjCcqR2bK0WEN(K_*o^Qhi)r0e|DtYXLsULUY#jNdXOy{e)Kza-bW_8r%t}q`fQWn zavpJH2ZoCutRQhR{qBulhWT&SfKNIxLg{ z8@(BgX}!n*o54p^NcPOR0@9;zJfSK86DeKPVXfYW03f4TA!{R-fcam>V#5zw1|_uZ z){F05Z`>@eJ@A_)|5&TrLvFRRTIlW@m+&d1%VIG5BIWGp81iL|h~%jVA{HpR*?%IP za^IL=ZcNDm(eAy3iNjk&wWuo^U15c(0(|eKTgy$bb2bQ-F`E@5E9wm|hgCX|qYksIQ;NJ%89pn`|KAVJOaedDL+wEX5| zkWTBgbR`Jm!0TWh+bcAdkZhoE3~u^mlfmU4SNoce?fZ@>!*w;1?N>*0+b1>?F1Lzi zw)?$(g^Mc673Gp}Va(l2(YABABzq^Sf{Z52%YtVs zn;B2}RtuPO3c281Q#ov~#vKwIl{*u_ZJYD)+=By-##Es`Eu{m3IhGUPm~Pg>7@oe% zEFFpFe8B(=%%f|WZ)vP={I-N()ve6{tNA+NIt4(*zI8ExWSMe#koY`QU}ow^jr6)_`qb_BR85>#_WlBzBM&a@11enRY5|8F>GIh$tkYVcvUuU3+TU!oh2{>aT{yf!EsyA00Vv zxXkXG6!=!yF`Rkr^*ye@E&>(X`1-&mYdQJO+d8}hIk$!3#8Is!)bF9vyr0;`#0m%J zKaa*u1QwXH8{eWdjhfpaH2S0WTQpASJsF8zcAkk zK!k=AMck9v7>bxuc?=m7ta;)(M{J_%TnoLhTTo*|AckzaV^m=x#yQYWEP1qhpmo&6 z3wfJrBw110Bg zIr-%(5`in@NG7LGvw91BVF}%leXQzcuZtlY)#UD7Yv%`FbZ7vP*vC)$v`S|eP6;;( zfPI+Xxa)HALe82R$tXp49TltFP)+Q`kMB5|HfLKT;%5&W^iHbnR?RNHr2a-pFwM}+ zzr2Ga0>0x;sH)Fd3MX=X@Vw%7pY_d=8ftO#768_e=CmWQBT!P85>V&%(Tll^a#e|~ z(EN#;yX8Nj(M|vG5}MohWq3SFr>Z^!HxV7KRYn?#VW}}bY!p4e>vm`#TlPemJ&;0P zDFU!F82U+jLSKkj=v4d#F2sauT^>Ly^}Mv8+wd2;!bbA^J+8H}z_r-9$0i+F=}H+1 z)V~Uiss^-rN?m0U-RJ43g^KXN%RpHs^-1-3R=?LGoHSVs|Ju@_rLy7bP7-LQ%DtrI<7f8#d(5Q4N(Ky&z)OyFQJTD0-;97h_g^TkqHtp?SCh1+!F=mDdcaE1QB z-*9!tD)hA9OFbMTL3BwXr)f0%~8qK8ng9a`~Z!!{xh9m+ZRN)h<&W znqL0grG?LVJl~l+IJlZ-{GYGh-_H4}xlqdaMdxSe#8Pxv_#*=`)dlivV|=>Al>$~2 z^?;N4SXmkr3&AMKdkSmc?p`u+xV*p+3oV`ojAIDlf&npTQcucmcoDkZP;+pES5@)k zqxazYB^p{twu@EK$iaLYkQk)6s`A?H6Pl$>65>+_BXu(-+x|Wz;k*Ki8uC&REa5l zyD?6X^D`q2{alKD`PEs0(&C2&gP;FbyutsY@cPwpYd8DFnO z)+ma%i1}ZJ8Sb<$Zsqn@)|FW zpos+J1&iaiSB8E{be*Aui?RvfN&}n<{=@NAxE&*o&u+DeWE~m~!$np?PyJD&eFP8w zdgQ5Bhekx$iS&%Z&F|$caJ`SXu`xYd$o687-=B2G-5zB3km5-D9N*apq5?hh=$069 zR-FoK;Y*;-%V;V~y=o4bw-0G0V~t#*wb@)hwX{R@u79emnUF|S@^Ca`>Hl!{)=^om z-}@lljnW~gV9-cNDj=c)Vi3|LNOyOGlpGWU1Vj*2TDnt0QjqSD?s{ovKX^Xh_|43k zwdSnlpGTkfiGA;V?JMjkJ8P}Kd~rA-uQ4bY$yY1H{tm678A2IL@cIB{&%O8nZ`To( zOIgET`s^0KT|7C)ZWx$_(#cR+Su!a1IBi#b^Ogz4##_+I7_j4pau~0s{_|MUn9pVW zWzV5SZ*uaw)K?=cQiy;+larUXcRQ_^IXF0AkA$R{00Icb;Lh3LkB_`xXzTobJ{;f-Oi5Wg>!PHZJ0$z~Y5I3)VQHyw z_2JS@Bq*gRlKHW_yBN5$5P=K0$jm$(!BCqP-IyrkLGn)am#KmFA zQ(LVt_GdXxiGYcXo|yduQrO7^wa$9(rI#+iGddGa!hLi~LO+g^G3KG5MBj2KFqfr6 zPDK$goTyH^`WiN7Jt9D0_eGvc<>{MdRLaC65EG)mKP|1)xnJ+QV*@0<{jUJtA4&o? z@@2OeGZVjDhv3DtOAcvf^O&0tbD7+;!0ehsqd4oU0i17g{PWhr0BGM$I<#dE`Z;Fh z#Y9Qf@|$-IS&XQJ7FS=0O8%II79)mDKaLd?ggsYl-Ew%*@Ptk(HN1lzDfWTi%<{H@ zpafJeV~25@+#>ko*ml-xiCJ%e&9=I&Z(-ZuY6Ui1~TyHPy46hx<2 z3l#)7K1o8~jXO0ph4x%kwL)A+SsD9|jDK+&1-#eEMnA?WPWh}v&nW~F*J|4>E{pQM zd~VF@n~jq}8AX+Se2K$jxUY3RuPiqodeITRg)uTJgTJUQ?{j3gl6_;csxN>c^BYP% zfr0TSvGhM>M!FQg^n7rxLW{+#<{@D2IU(>mrR5}Im;HyMQ@B1fL3jj0Y{|(0{NuvW zhsGdmUAua)9+8ojMicV@IxF>J@p~7=Hit;6$DhpR&%x&B*wNex;Yb4Fp{6{Sk&pw{3fpmE>|?_ z3z|{G7rpuHWkBBHMKu)NZ|9M#Em&h*jsh%cS|6Vf&C5aU*jXK+_6B3@GNg7upv%8k zl|KDiB%OQkhiE2YzUXK!2C+iu6bxP6H(7cB!0Y*>%n+q+gK z_=R|<=2uZ5Mek5)n5QCK6A`n-2k1T_8KDg#lNJVYCrsug_a`yYAXsq_3t^3=UH$U4 zWP9nmM`hkCZspxIodrh|>Q3p{bi2DK$M}Zptj0OtX<{A+_2o+W1qB#AA|tBAmX!|( z-jhu~U$OfE@Srl!I3NDOy?W4=29|w-crbOJmn6Ydad_|io&rum)2>3OAz>}R!Z5T_ zC74b~RE>G4MS7RKY1ZuC@36_cy1JLZT#4H2piQTAyHhky(n|tNv(Uu0+xg9h3qwE! z92FNg)c61?KxJ^&xtE?Id+zAV?51P=je)qf(Dxs^>r$XoaiWE^(0&uaxp|77d5T$V ziV}#q)6yPDj=GZ&5!iHo%?8hZ4+G`nE;M5W%db8U3Ga1fijUQ2waxkVNbiRv3+if~a#=2~hFxYl|BMM&c=+UO|2 zWpK0KRNLnQHFb1C!ja$1grth5ru%T&ByKp83L!dwQ>H)HXEg;z@@08CdX9iv^ksCaPx1I+&sg+%`N2-a71T^wo`%L zdBiDmmHzK_(`msvd|rcOyXmKU|HZd1*~A1qKvcbN+5RwH=jq!fbhz#_(=UG6%y&Bp zVVXw`7bohrFy_emPs&M8hak7VrL&VwRP=~lhnj+-9^&VI!k?uhCCN`&Sz+J5^P!mw z(o=>0*nkZY>$Dauv%5Tt5}Z`2CpUQF?VMw2n92)r#YL9_a)Ljk#Pba#EPn8kPCQCf z;d!CCP1JS72nCQ2nNWghE}f}ewE9D}F&-}!p*m98pWfte+wkTBZ1d7A)IOf0T=92) zkgM@G>}LEt3D;wHsP2ZU)kZTBsXthAK|5jcbTpgrlF6HSvl5SojpZfy*M^Duu9C%} zjWw0^J4=0XPbdgMx~iC0hdYb%34*J$1CU>#@E%!1SLc>j`>4jO&Hwn}CTPBNVpYT`;`{ls(__YvD4HgU`SxkV11as zaBF>_{eU>8TX?BlNAcB>rBWfWN)=JXd;{a7+9gTRhYSqPJZUR+G6i87h3WNgyr+OU-@M<|gau*BlI69askcW z7RJrwD7z6qVA)CL@|PsX$~wQ%HiCKrAf)n{&!02z_@~HT%HeY+K1)u;zn8lSCD3;7 z9iOOBGIt3>N?q?tjTP}SLj&NUTt9=Gzco3*tu}slFVBcA%jF_0YI0ZYlgylaEoW*+ zWrQ3Dl<(ZZQ|q)=DD9QIcK!B=S|t7kuhRGB-}wQN4bwGs3e3{O2N@Awhi5PoS|3Th znm8K$F2tAp4}zv02PfXYflSd%B`vq&Cga;>));#e_oC{~PvWoD!@Gg5L-qsacOLWQ zcyBX%JBo+F#vlF*Uy;cUCmmqYb+klxdwm0lOQ1ejYQJLH@-W>_v-Iz~-IB7KlX$u0 zn0jS5X&FQ6V^m=iAp;7Y=mhS!`S2ScE|-pTtEj6{d?@DE_0b$l_lw9kA=R3tm;Z&`on~9R21gK0mjQ z#=LY;wdCq%jQFzYtCrGfw=TVaFGK&{4b;jv?(kp~(!XK#clyG4`-5e@==x=-ecdNL z{LBH}gZ~7Tp1QN2JZ&ju(54|FOs`8L?K;jEtRh{W@SdvidEc3l9NGm>**`asDD6+C-I^yc71|@Row6n-3+-w@zsufu;Vl=nwkxRgrvjC}a>k)YG%tq1&I`-sWx zu|p2&j|Py$apA&+;FeW+5U&DZ?CZk6F>o)^Z5)F9bey?z`vU;|UqlwO!#glEty5)v1;Q3kkp$|c~ zD<_t08jZH+3Y9~5J=KHr>d4d#{YNd*(mjW+3Py%5zn-cbFNyMw5*PZR+f|v|H*e15 zdY#f!?RhK=FjXbE?N@?*aAQ-GEo2OA9Zj4i zefe^Y+2bbiRZEV6vgf=UP`_?x14xVl6}Bkro}ha^WE+&!HI?XXPNWDjkOS_U^&tENwkh`rM| zfIrGaS=Zz1L?Duci(W@YvsToune=!zBbtSS#Bv|aSM0Ya!^UPVRDtiF*pHGO!~I%H z+fhUGbuWZ2i-Ae6*k&UogQVvNaE0UnJDE<&Gk3_tm4n`wbm``e8){Xq0+4Sv3)ve} zfPKw=j@6z{31XUtBzVybD=9cDW-~-wKgDFsug{(o;aZD~4TLRGHT%V;M~{!Y;bsQo z?cogWaB&cWrnL;(dHl6_(%7rNSWu4R3u0P%B)XBb9j?o+H}XO-tbl4 zTVc?%6%psGaWfW7C|mj7=DbmdOUq~2^0?ab&(C*akUrF&C`w&1<|#<7{thxIG4f!- zU{hq>lD>L1ry|6_pz0VjY9?$z?{hY3l{hUhWEK!a<=*WXxxdlqk633pceUxqnQ+E%;)ck^r3Q4370}Fr z%?8@?gs+X`n;H8I5tMjf+l*;B@Hb1J^6fu6_-dv@gMMG=nfRom)H9r<)6yxM?gOa- zN$Pd~*iJuf)w+vkj*Ozk)Y=T_TFv!ExdMkJE;;M`U9QId@Y8?g>eLieeE^(r3tkAw zJPa)GB=S;KQIUP|f)-6MfjIO>PoWRegyh5AHLj&~XYKUqjb%EJVO=`sJt1T?|FNmr zDuDp8?LICbUyMq~Rs>)2bhB~Fp?d?INtZ;{=>XX0O8VY=T%SJ%``quE3V4Z~m>uXb zDst!V4YwfUH3LUQiDXMLne2|KqGGG37hv9h-<^S3r;@#hbl#b_NtTTpzQv}rx3xU< zZoJE5NC1Zq1_t10Y5+yep>z@U4u+J0)@3%?F;d>dDjhd_ezcTj?LY_aWKXV_{+YCO zdO?xtcU}>NxlR8*c;Cr$NWMSqIk?5LQ{K}&@!l$Nw-c{t|8yrqlJ`GM*eB1Q|Mm}& z8GR;H6MXA495yC)#ang5n1d^l?k^0A-qZBoj*)&Tu)_7t{)h%vG3jAT$n;K5=iFZv z-{ZeiAxAW0U0WQfrGR%;RD9qn3AAW1;j&?w6x&l*o&7pXXXOmit|=xG*mayU7ik2z z(OgVvtw^xZbPAyGGTxg3+W1lDL%fO9JyG4hM|qo!dCG1%{2E%!?@6mMDfq+N2HK0> z4)`e)^ZVYa288LK#6;p+Fn=vV@b#9n|Evd5v94M9Lx~*Y$}4*xhOi`=-?obzl=pD4 zmgeif4weKAwwXbdQtFprmjfeiEw-08S8AU>GFSCTt#anfc6`7<4z-YBoZO|e^%|;+7w>`Y1x+PWy9FNnaW33)R|}bqIo~xK zF=rFf@*ns2h2I75U(BF%Y==dTdqqH!2IFD<0c=-8;fkjN`bjh);Y7WARi+(rfR@AL4-?n&jO; zFFx=C6-dbBzZUxq|L!c&t5r0J-h+5uB8Vh1S{p6P(kO|5Crm+0+nV+uI$k6xST55J z6nTi;cJCX;>l?s)attGy0~GhzU5R3K_?445V9?kP9i`VE0eL1**(HY`_YQEU3}2hs zf9{u?)sQfgg>3*ixa!+4_pi?8LvXas&cYMV%}||!8jYMzXP3E_2cCrEu};VJ;#bu8-ivHVf!22TW$gi})FBp6LU<3{D2OC0VHu1DicSh)B~Uc%%FJQ8bIL%}x0bvPf)kIBi% zY9SXqBs}~jq&fb(Ef`dNj2!COzlS1>)f{35Lg23yfz@2zhK+D(lbx2P$cHnuol+=H ztj2fEa5un%*mm)AECn5%>((Gdf;B*{do4s6%RPEzR&Nh4Np@Cw66heHuw(4SI+s;Y zzM?n%10>*MeL24Cyn6qBwy=Ae8G+N`A<8w^VxqZ-P%1aG_S=|mBY(2MWr()=uqQig zSyEv8=OG_Ie@M8v14<7zWU%hs?dydPK<=hPW%+4VPG*+bh7G*Fzdk4q)(rOfE4^PX z<4Vs2RCm6s)|{6sIXKy5%?uZ8o&RL!R_jC1E3%)17YAd~-nGV{I6XZO9Ibtw#$AGZ zeK9_zrqT*oG63j80}A?#zO~_^P<%?Z4~`t-;*8#qQTz>gF3oVBgGL&G7JxV^qvh9N zcH%vI4WNaoo^eLJ;w1-w#|tr<_v*jJ>YXGg=}eV%8u~C%Lb+>w0pbVaM&k}Vh|4wv zcUATp?P7CUh%)~G`IH%b0=I6F(arMHrvqo#(a?H4LP=oW<0{s>4A(cLtGZZPah`%WHo_s+k1(F-X|t>#rTa+NCx7l1GtPK zWOTK+z##4Ku-5G)Dl=D&RWXmLO_wJ>0v6BoexGzh-qV+m2aT%nN5gg9DbgUwAcd8le)q?_Y3b=tRaNJA<0a1yx@Ko* zdB7-nt}FSmv$HT7g32T1tz^`eFqDdu?-Gz+&{nR0({)rtKhtvZeyzSPI^$qL-3cOM z&0mr}$btwF(cDTYe+cDTnOnM*YrSZ*3K@%z=wP=O{rEVdOQjFVZAFZ`krjXKu1_5{ zwPr1}2cS^?^C#b8M9{KoS4BrW8z}}D6%i^MgQFHO^V=#$!l_v5__5sSo_e;grrM71 zipFdi+YQ>zBk`Ro5)Sn@RGUR})sEH>zkQZ=czEavaiuP3r@OgciRLnBrKoW?m(`*H zwMu7Rc$2U4^HW-{`YLH_dk)V)%x9t))MiO7kQRgBj|Yan4<4Vj&9bQ|XIvd7n^;)s9j*vq}xd^0;@oZI=TZe_AA9-g3z5!?qKOMK|o3;OJ>W($*mjtfjqu z)~V)b%tS!P^WZAf^gpj}=4_mQe!v14{N`A6FfqpJe;@;vZ3im=?NZka+lB)~oG+xg6-x zYBHN%5@S~OwchAR)nn?KuxVx-g+JBqK!_&alm>yERW8?T96(8ks4_aPCkB^mvGbYE z8mm(cN>m5!KOFyv8?3T<$_+D&U2DUg)a6E(TzlBiWyf((to+e9ABNJ@CHIqn8#P{O zHM>)_Xf;F(MmKX+@9QJa6Oy9w@NFy{4(o84yNk?Jfuzv6;NrHovbcww{0|fqKBvu& zI!04OHKA%m(^}%}gcE1y-fh=4vBs>4N0d}MQ1TQ$yE3p7YOI!Vjl+oYx3bbxRXsIr z_z4X|rg*~#yetXYmp|H<4Dui-`zWdTUp_5J;13C&fEXIIOT4_lkoC#@ z{Cu*QAk1D#Zfm!Z;fkVFj-`0aH+tt;HRm1`_R*RFCnHscj8c5WS^uk zN-LchRQF8oOTE=z4hfc9)|Ie%GudH9R=FzPt}V+e%==`*@91RbC@5d3m*K7VN@(Dq6r>+~CRxy&x zM*fg}U^AfQWCIZ(iG4L`pFXiBxh`Et0@8cO-?m+cNZYHTqV(R7l45F%?3^AcI}jtQ z8E)>ec^f?w_jM96>jxqaeyvd-qW`O@79ATxnIO7;TNnSC*!B!@# zwN((do)7si=@BffJ?6@N0viCFAzQ%_#7Ck5gY($@4hDEmq}&e@{CocE7t;+MOUzbd z-7j&@4PPXXUh}RVkX9t(=zctBoK$NZ`E`jDi4Rz@|VKW z+Zob@<3ydf?B?3hKLYw;!na5JDfuESaQXSr*XP*l6cs3MI1Xdn%ITw0hA+y= zxL=a1U2weaI$$2@VgXJFCOgal7)qkun;O+B%w`>J-`g&sN zrvN{(@=nED!#t7gpG{TliFcd3HcDaKELAj_?gv>`{=FXeeZ#YF;1$K>GE0v9`S$JG zAdDmT?%e~52_-G<1IRI17%E^-Nr~^cf&6@+VxQB0JgXAExuOy)z|Ui=8J`x`c7jc; zTjGlBD;hn&ugf&z9^0(y?r%)V$jW|qTGxj8>Q0U4iK6HkRCqKVo9RY2Id;~bV}L$m zR&E%)PzqX1@i`(TtOa?%_V`}n!R3r612D{PR-HT8_GRX8>HVU!-#bAkB#>a|*Z@BuI> zW^f$bY^@ zJVDU}?YSN(Z?SL|I$#T;naR&1-sH9cFx#2V`R;Ye@pN*yCk*t~ZOG?*rzVJvO!=s2m{ zTxW(X8HrU*Yik|^SPWrLnuJ<4JrgO(CL$8QvSNPD|D&X&7cU8xvwQktp!WVU>6VeA zglNQb=WJpy^8sD~$oT`-Rt3JpE>u10b!whb;PPYTDAaJ_wpJ=lc?5QW<Jev zl%R}9#@(IcM26hrvTWKn3_mVYy7dTM{|O#RJ?=xMdMEUG$G5L>zdFCqFO7|(6BAEB zdy9`h_3J+KANaHDaSf!L`pr?4h;>h@1Mb&vC7`VUk_ij|c3^2$?^`H?d}S?lMF`>U zfQ(^nKnXoBP-e#h{OP(!uGTI!NGE|n z#0Ae)7ne?T4#b`_0UddSF>oB)ZtY(d;D@Mk98n$f+x5WQfsH>(ot{S5NNSyA^v%0^ z7_zE_E`Tg1HHE3zYl-fMwQdn=xW$m>_z|3hQp0r7kJHHiil#c%;gEmqUY*z_$P9-( z&)-8H=p$pRtgKuD%`B*wEgp5dT}g%OnDZwjJ?wX+!x2e~82GOIx6<4~<6he4#Tb=s zBTMx4-0QPy%2flyvkOW<=W7?hj1DFtymh{M;8%J~&|Dzo(Dc|e%OM3O1y_0w!d=p zKPYw;8BuD!XX=8%CTxWwbSO)U49<;`|}w9iE-C{yu-QiQYWta{@E+ zz<5DdnL$sw*=Q^(42~ui3a&?Zr^38`dWi>@Z9X1IL?aeJv^-7-#(n&p zvffFa4UfpI9Wl}VWT4SuDb))WK8 ziqN_@o@2Zn-eWkTbD)_bPyrwy`h2q?B>k!o8i9DZRDsLC`}&@!t3OmyBK!60kn{ok zmd_)gB?I^?UvT22c*#OKdsL_xIRja1_0K;`(a%S^L-vS(**s|(7*LnJ2t(om?@>n0 zNt@x$bKSV{8a5edSt@3|fx!6#XzE2#&0EkGy66Al5v+){AoB*m3#k^Mw8y~Q@dQP# zdek?AJWHx9&x?u-JK70iMBmfzpf+`XolN(L>>r;ka@QR5aaV3&Ksr~`qP^{QhY-I( z6A>CRDH?SpbxfS@36f?(=f)eUpZ-5TABBH)n zB*=Qr8zjVKdUAYPGna`T!avd@&oD$(#$BI|s?(k?>!iS{%JpF>fkkA~A4(H8825Bb zM#>;M>R_k$alU%?&cZK0NK8&r=`FF+$*Ddx1>6MzBPTO6_B76~TH!0;5m|rE)e%7H zEX}4J5{QvhZ0W9#4lbQz;qo9T?%LEeAn}$M08Z>B6=t5-g|h0R;JcJm%ya|lF*>No z>OUbx99=vfI=>i`+^4Xgy1c;Ypwzv26V7Yu|D?< ze#^kE!qz##Am3Afc^qoV2{5Y=P1&{M&V`JPPUE7*oR+pjr7U*PB_0UmE- zsTGLT%3XBRe<)3g0L>~PixFErQA9JNAu7j)3Q4{Ss3B`dOg{;%9kfsLZy>w{*e^i6 zcga==$3NdDCC15(@Pz*XcLbHW1wpl43UhaAI#aO$WSOK49h@AEuBJp3RV@Hez%@67 z4^^9*5)I;Qu5me@p(FNkx5Bqf>3eI&e}MTyzUT)_GoYc&qNtrRwEnL53Z|@UbGr0e zpIN_3oG+i0qv89p%YJLP)Sb0w#bou4Oq$89K}H}42g4V|l+aaUAXxW4%o+Kdoafcr zjaGdDJkJhpAb}1A^uA{l>qS$WJR2%B!nE}xv{1hTHec}j_L+VzF5bJp47AbU;BHM5 zm`>+v*Q~cXmoSo&YC^$dtwi7?I(5IdF=FP(DkPFj)1sB$+cJE?QWyQBQa86o(89nNn_;0?)FBZOktC5TXZB{ZdsDr<|uNUFR z@yx1%rVi`X{3UX$e*u#I9IZ$9?gcbs`@vL&bbR1HnwtcAU760Oz;yqVb=~8{Ojj^J!P$kGg0+VB0bczD5 z!B)sVd9p{n_0ej{_UY03HpIXd0GSPeOV9vAX|eL$rU$V>8-%3NiaK%#javKtd!v;c zJTM_nuI{00g++7wdGu+EJ$&d-Pfyv011qr71@Vo#kIFJvC)EYd89cGe!YS+hp8TZ$h z%h`P{!bG545HM6M@&MIzNC{Dw1IqE|M8wuWg}{R%m8cZ}!=9|SD?ZBHWpw0ARVz$} z-(mj&{rdyIyXy~RI^!N&84!?=%;}sRQhOctCL_xbNHrE_Ac1s^vPoaUg~9w(?qtLj z)U$C8^AEiB?*tB-$C4rmifkvq7Y3xbXdO5gO+0Rd!U__mVgv=}a=8|E%xO&p~F!O^eK@t^o1@$Jw%ok3oP!M zVOP;hLyD}Oj6arsiU7C7RyQ+38xb$(aeYDXt_lDl#MK+OHiEEOrzd`r)^5$~j+u2& zdNyA`>*4a=_Qd_#Kri`h+;(seU;YI_^2sT?_KN>7CE10k>KD_g*MUSbV9@L!>2MsL zTvu1Lv8>tQalr%weo#1o*8j^z$b<;+M#N^%$Wr2wQ>=4#(R+okj$mV;RZ5FCzlx=W z`NRVh5)H_LBw}?_n|^{GIu2Nn(CN!dz+T|Vx%xWI1ZMg7Mf#GUw+T9@mV*!DR&xlg zeP|>P(o~iixal3(4jg2vR99Psi4;-}ReoPKbiqXi;e*(aXLO}X0B6EU<>D6X;37V3^xPpR1Wa+)FS^Xq znqt$!mwsCVb^#_y4^egB&T0>bl$`4A5?hHDDK9On<|JO~D`oHb0&`>@1Zq=pYqvw{ z>DSCmI}MPpIfKl~j`f>#~F$OeLw7+(sm8R1U^Jp#)#;AfjVpu_=FKv6IU-^a&?nL?y9G&9rIOzGCdJH@9i2&N>80STEtR$xF`f zvu^bwMN&N#cK!**S*%W8Uz_O?##%=*3I3YfF~#4nxd_h2zz_tAU&=G{_qj93TE%Nu z8CLYLNN-hKFIwf(ZMiTIj_;GwG)oy34d<$LmpCfVe(|a6-byQMj}+C_=|B}w?dlA$ z(E&54;ZO5*g}{<8wXR`|53w^r&6JxZC`R?Od0_*wYR_}EjP25(02LVhm<@|!RJ*i0 zIMq*zx^Fvs*-y)Dl$@vQCG$&3EQk z0d5%PMsb5AS!7&^kc6J0E9fI0Uihg=+4hNv4+oKeoC)Te(nP zS37boa8hm{oEl!R;;+W2QP$~a@P_4$tP(MbJP*Z(Pb>VI(*$pN$52yo1N&%_6*YMy zIO!rVK)aE{@#{hYlAz^|{ho};Zr3h{x+ggn_(7way^^C=9PA`Mz39nj#ovZQCN7%i9%X zRI>#->#RK=Zm;C+UIur7@$t7oKgt~M(ty-2)@LqF3+MQ_gPG}Uu1iU0ahR8-JbGE} z1<>_ z@=b)?(=+^G(K+z!-7nsMS{puQ+P3`f-sy4Zc zhr6r}Cw`G7qUU`=`-ps5j_{vttFC$9;X7yadK=sd++B$K~zbGAy zPlTt2H=z-lwdd8+oMAuG9yoUNyg(l5e)z5U`*(`WzMu3~m38oEs;J+xb$R$Kvctu^L*;>>IprTo%hRs4 zEk_@L+R#%^oy*=OT3`@+vfa#l^BTt5(8}p(X|tA>OrsJqb9)tT%VG1!uFt3L;)<`C zqMjLk{;_`vq2e+x@Zmr=F&r?N67oVOo;x}FX=l7ZC*k1mUejjED@ z_GcP}IQ=fQC016XlVxlN&2xh770Cl5FmruHKR53r8jANkR%-3ho1;%C+7QO0inaZ9 z&#&WeL*)uGpb_0<2M$YsXy|(o(}K&O`(7z1UCnUW4ptBjzB+^1Ajn26g9f<}PrOc_ zu6Xj(y^62TTMnk^GWnHd$jv%42qq3A#yeLIUerFc<#g z7MZv?qmvj1W{}-wO`r-hDO=OVwHOw1ARymFhhl<=o*{{ilMU|NF&3fIg-zJ$uWaXe zzq`O#51;}~0(s;EX2I9{CEukGn=v;=I#V#{U?K(t?`a?{Xxba^Bcl@M3jid+Zgd9L z7fkf6bwver{t}FFVq)(kLZ18{UOCq`A3gHgx&5D2a~QO$J-1#LC!ZA6m9so*)B(mA z3k!=+cefIhHn<#}k!R0aljkiAekr21C!{esVMRxc829RC{s7UJ{ugNfh6>=^wH_23 z0HcQ})ZKbCM9I7V9$w_M&xk4Fu+Go0KSu|qBTpDCWtTkIK@SY333f0iK!^62i4@%3 zR%7arp_a6tO26Q2<8BreC7A7Pwloq|;Q|&LlZjxl1erQMzVDES7?0evQTtv6v7?oO zw=ppkjEt*)pW#j996#8#1Y>GA$8Yo_a!fDHLz7Td@TiZl^!xm{p`WyF(OSoVPdYbK z7d+Z>MQ3Hw{`3y}tOG&jiHZu2cZX4f{;#0-V1x!7(9WiYcD3SUi=fBO*$UwF4tBOS zFKQx~=<&f!J*o7&5GrD^$<2)5#rGMWzFm?}^?t1nL#Kv)=sEy{;8Z(6R}&@duf|cn zcYfXEaNS}%-O}b@=0M0*>g@$n8f--#jywPbgnJvH51`LMq>|0wmd5%4c0jE5h~zAh zF^%_kT~Xew$>8lSyYL|b@JRz5n7lD^t8ejTGwzT7AE>Qdo2urMW&pUy+dDGSdQRMg z(4z5WGn(z%f}aPb|M;-k^&OZLYn2}fCD$3T@0gosaqGiH&~z>OdxUCMTmpW>hrM*g zE36%F;EMtA7r`A*PYG~hXfiG80RxJ5qis@C1vW}I)Y@*}Gx$GmnSp%{AM`oJOtxM^ zh&efF*rR#l6H1$(0%}KFE{sk zA&A+QuV1^i(boVMRwxV>5zf;EtLV1_WZ#?Z29E^#s8%IYI-_Bbknn8*y|Q^qoG<$14q=3EmJTvNJTK_I*La3NVDWxi zbYO4esn?Q441$T#QlNN$;k~LM=nWV zE@dKSK-Ff5VYtYmj3O2DC4os}4uI^PyP-AWA~xK=ZjY$FoA)&9 z0`Di}0|Qkpe%`S)+xOr?YvSD;myoukb33h~2mYWIL63%+RTFVqj8gdthMVqPyha=o zT|%O-!M+*9^v_ffA0B!6f8Cto@q;k;IQ{!_>vOv57GJ9J+o7dB_O7dev7V=FNW8_+ z_s%N8&7NVPdDJ`cGg4Ae7+KZ)42{W9U1)*jHpKtFtOi8VV2sf%Bs8oL*sUV_8Z z81gc5i>fGD%U;Udm~nHu!gHr%25#=p-wZ*-R?wj#>_uWLQcU&+?}WdQmRzVK&=|uAF@3L}?D#pdm1n zBmR2_r^MhwZKT~u&EgjBZ2#i|jsZNxBtj$o9+_a22X6C-$v(x1DHHqyg?z>80G?!> zk}{~RRtfT89BR*-O1+A;l$Rji6g3_T%X{^UHCG49!hV9sk9T5%PV|IMS zAtj@qJQ1&0od~v3;oqjOWgW9;C7}zV!sWcp6sMsp+74Kozxo>f6{G=eGAt0?*KdPL zFwu4B%a>aOs(X2+@sLcMD`a$E7&GA$e|I~H)XcbCRzU?3-*Pqdd3VpNd)o$TthzAl{*KHD z4iGmF73KBfbSwQUULOXd+us%=!aP~!@3^p?P8dfIigo$3ND2NzB6~uh5tAc?vQEDF z8En$u=Zi%~_A`I%pW9HQHW#q#^Ok`Cp3jd&$9`RhIwkLL9gI~}Y6zN9=encw7yZ(w zD!|p!lz$}|LZz|H>b&_9kPq|Q&Y*rm&MoHH&UYu2_Dk?jO+eQ0*xLe2a=NHk+K>kvnZb?ZflL6-xfgC)oN#GppLgCL z%vT%Lc4UdN5C&mibAjXVi;@goq-Xstga0|=-SX0uNy}%vkvSF8<-`N-g(dTtoJN+k zzd{gSdgnKu;jj0@G0pTApMf1gmw?gDoeHMF#{us}#& zCuze^dgn4#^;B?!MP?09_J94dE5>!R)?6Q~;gFXZ(1j*!q-Q0Gn1@MKO_JX9A!4Tj zrX0Xp1tWtiNnqXA`IQy~EW~1m3#rBqtITKn&2}zJDtiAL%46-pgVSbPkQq)JN9(+- zCJTiD$Ejl*eVoe`->%E2Jpf8)rlZ$d#mp|#T6{sEZ>#;1%^n9x?JvwZdsf%t(b(T4 zs-gr_GY?C6kriRa-7^bD-(bjd&Pvp`VX;gQ+Djdx^O`U{f<;gL6h6bRw;6JF z!}`vA#&poNJ@w+VVc`P)5LbwA7l9U2pC`I^ac8UdCx5|E*dm9gGweu!G4EJ$VxCmo zw*;geG>sBVi|H$@lFy$`#}Coa(~mShknxPq4*CiHcJ!Hh73)lvlnk|12IV%=DzA$V zFPM-lWlnBJ7(1;>2VJ^^<=74mP{NhJ>@4IoXtr+B*j6kj-;+6hOTNxu4$3nwl#o2yLFY+il}mhTvK{V`q*5&iH(X2XkoxsEAaM@8*H-C&c79U zRMYE|M^i=kYh7dIX#e22R2LfxWyPW6_Lue>uQ+TZD0B;cw)y`0)-%pOyOU+rU1AxD zf*_LqUbeXffP!d7 zvfO3aFx{pw+UlQ3*YO2ZB!JTaGgynsIMV3zz3moQ(Jgd0Atn@G=0;Z!Gz}?;&cHx| zJd362B@p*P-`QRI-+4DCjj6ZHG)Uj^+qp0$TMEkndnca@)}z3-Xo2?9)coJ}@_lww zpF7xO2p5jKStwoEsX>ReQodGrE2`$7AgQjKp2GrT+&;JjnnJ!DUf@x|>e*SlcMZCb z^a60;i0l|^8rMf{&r*&AZfxu`X^s|Dtre4-aDEbPXmLwH6_I_^LRMEV<0U*qfE^`z z;Gn6gNtsT5zyc-LclCZ8By^N9$Fgl?nH0b?85bsud%Ii zpm?3w&lA5YH?Y>IyHHhiiZ0wGU6jvXHu=R^eKV*eC(|QYR*#=GOP+Xv6s6Q7WqBe1 z`t@@aa7{5pC;-c=6WXQGB+`6!@Ez(L73AySo{InngjWNUofV{fIcNo^72v`i^M9c8 z9Ze8E^KTn^A*SCso3ZD5yoRj(^e3>rYd0l<|3#%XM^5jBYs;A46om-E|52?1#`u6j)g(Wl#GBB!8JBQvoZh1o?jno7S$x zrpKy2{Q)-fl{M*azPVO3m%~8NcIaRTHrcL@VYhhBWxkm=e0HsB<7t&tCaVPb@L|<+ zDs!c{)_@pfnzLJV;u)1soc5{pT?FP;|7(y%7EC%H3=WOQ@ zHcv3~f8`0Fws#{~Kdc?qp$8L_A^|%{H>)Z028k1tiT?*ka{aYSs=CWTx=uBgE>Guw z0U>?C(Pn$JkJlx5xyz}CJ0PrWDqt#4mrnk$Td0dN8GT+7Pv@~;sz%Bojr`$4`+X^J z>l9r+Q)eUz;_ZPPcQp|8oC>Z z3|`xy^|BfGiAgd%UU1}ZH>I8~u@P@5S{ zag4CYd^55Q5D)U2<-in2o|SEOPn|=<;u$-l`yiiO2vJ9}Nx%sl;VnR(#pHC-Ds zN-<7|+}H=O60u%Oe^g<8Y9)p9ub|((3A~8MeZY(OyKnlrwPeo?0bo+(@8a>tto~)8 zfDauw^xHy@22{KiMDZZ=k~hnXvA^AaOA1^FT6q?zz`Qa~&0tF)@Y_GkbCTa_9X(03 zn!SfsL{wBDULbhc(Xp#w%jH^o!19Do4z=_+-+L$SG@_uq_jX52U~1^9ieMu@i>2AY zdGu!4(W9{>D>ywt6Ny;7se}$8cHopG6=qbEpV$>G8jx9&HSk7e4rKiWAPG1Pf5w|% zhJ)1tpfS9VyJu98JURreN|=9ZggqQ`9`C|2 z!-I{$e+0b(7q||4zm|hA7393VC|Tv-F|Y^E@#1Q?IjLHDi5KAu)Dt+W)ixE?_Nf<~ zFzss^9adgbPyQg!3G_G9F&kZfBI7Ovg`c&D6^UtD%yry^ppDU098$wvD z3OZUT1Km-|j3s@MhK2i+p+{Om-$8ksF%c8IpMz-A`m)2m-PnXy9&A*j&jy_9!E^a zOeMllTO~VvF8r|a)=I8`(Ws=wE&D2-s}?qRAo$CJS5I&u*5B(f_Ihv;bRFSfrf_~* z?(ZHX9{h1J!O}R$3s zO(g7|dYbeyI2q@;RU_WBlgGFzsJ@&bZ{&Nn?F84=_7V4B+BS%a>^=gSUvmP)k^?xux(JC4y{>!Nl*XOje#HvrKyt}6#A}%M zIhar(;h__udry(@P};=th#+=D#NYtxsBI^N_<;3Jx>N0<-lixA36MN7+5H3>2N8!B zR?il|oOkz9!Rw;=r$_U7o+ZSbATgz^d@|t^@E8c5Gx!wc)(yWF!ceNjXSJqo9IFOGrtpG)gGl-AKnfAH1LE z_k7p-z3X)?{&I2HXYbiF*IaYWo&ec$xjNb_8dD~>|LKfF+(*+zD3bA&(M>?B<=mGI znsOoNQ{St@qfQyCNrm^gr&Hp{8_;!)AtLoXH%YgFli|{_JqMzf71vs{VEX_^H`ife{$sQtc5#k)3-19_UFb z8N9!Q3@Fl8*Nepc{TsRSs!&A!Z~dX@hV7NJu~~74Q39sg42El>VLv*&^VX0D;vh&u zpA!==gk$(Ua*p4tI&TK|h<|E=MwD*(Hx|>BQz15OtP1$&vwmIsc>ca#2ldUvjz{x9r-k(7Ag4y##)rYeCItQ%tfx zz52h2OH9jsP_!;UQX`631o^WoEvNy5bD@d=FMMMpA8+eA#IN!iL#l_g0?u!{N$xjCop!gq?0@L3(7JHno7*)lZL4I^*gMy?^pnnq zfCqXU&(2>}-x&>x!+6SHoIb`_9(MOKCW}fMOZx6ooaR?w!!h;&`YYeIeDe=KYt_9w z!k=z0l^^!hR^eUx5%!*A?xljOe7$VqA&1X84u_$B`AHB2FR zxCdU&Bl+@P_04j`{pe+BtuJG9b`y+@c4li6_$|igdQ|yyHM#7l(wbjHEl78vS^E5O z+_9&wQc7cmx;9_5@5=w7q#es3vS9LwSx(u{kl{b4xz>TOv^&H)*LXcCc?5BzT{ zZZwr_m2ECpf1F8Ei3p#qnsc4#cb15un%fo3>EsY6WISPP-{+wlG4xY%;od&QPT4ZO zYpv;gs&0@1;g1_>v`uB1o># zlcL?9@L>&pW^b73o7b5`+5CI1ZdcS8A8P`!@a^3ROQbY7Bi zveg#9?v)GTbDDW&yZ0+w>TzuUdzuoo#+$I{h5&Y>e*1BUd;0>aJ>9!p{G04AMvJ^; zPM_L%oEkq<%vbaH9#O@iXm<`uVr;g?T?&c27FxR$K8I4zwhp6NP+@wk*=E(1CL$`G zqfG%kW7W=>zt!zb%SwQkx_~Bf~ zWptMMtYAE@`G?!67$X(Gb9~&xehN^Suz@!`yaYwLYLZ}`rV9ARJ%$sBSf}1vf3aCIt-rJf8(#>I8^d@w0gfN@Z(|q%ORtMt$Ony7L;0$ zm_t^g#hm?2fwOSQ)J@s!BIeIG=2|Xkrwn|=>gkCxdBM`>T&0Pve=+`uG>k-(VQ4ka zi0oDY7n3lP2$ zhW{y!&o)VgD|YFkGtDdQ1A8+D~pDD`K75vF>n#s#w-Fp@}yLj$ZgiIClh;DX> zz%3NoN)~kqrVq?Y5$n!rFwiDk@GS_I6_H)4o%p7LcIoAof5Gx#QKMCmj`P~5i?X={ z-xZ91)s2sY8lAokoBC{Uer^oU_Mp#4y5RHzwhw{Mj&x0{cqzL_`u3|;?zt28JWqOq z69yl5VwS9igL31Z9}XuY6j$$}vuH^1gFWo^c@cwc|3n^9f1uUYg6CtcMPW$ao3=f@ z$8W}gQsWVOK}3*_pO(z{Ti?^Bgjbd_NU#n+vbP~7m1W_ER>T!l?$68ybYXrh8Jn3| zp_9V>pchqdCoAsF)$hB@RxwR{v#uw7QBG9*XLCWOKX2@&2H`f1_p+7}UBscx-qu}@ zt$P)FqZ#~}%KlUvfj>@D&@8BQ=dAZZ2^3~q)62>>UvsKET; zT^Me#(GR7>Q_(y>A~|w*{Hxb!J{w}+vU?iE%=Dc$gC!@wkV+P5HzY{?g zBgdq*rNf_Zw7VHL^*f!2au`dSxglXF#+QG}k7_^t#qiNKgY`n4(Z-n3-fpJ$+*H@6 zWoQAS8-0aarTHbMX1(Lv#i?B$6k5Z#cq?jifJAs}xZ0LZR7cNPPsxQW;g4kpQDX^J zcdg~$t4>DuBswh^%U{ed&%_h0`{m1$@wmt1USaM9FvbLld~}vmTwL&8YxPI&(Ij_; zrLM)Fd0wPw7cW@oDRFxRi5qvmD6jMV`$63cN9$vj{Kp25f0Bjx9BwmMw9)PD(!*Oy z72|c^qp44PwN5TS;tL`;CD7Rxt?A-Kq5t6zGw$g>mK5+7wC5hXZK?gfVX!nyv{pDv zYK*S`X}>Z}uz(_1Uw!@z|EYl1fg~AYj%3;KFaABYc~90R@%+2!#p~ghSWxU*C0ywe z?0lvZ@yG8m6nVN zW=T#aMx;5MbY-?uJB5=3NcyBlsnm&cz7c0PT;*sz!fP~=Z!5A zHUIS)Z^v_|{!c79(rrT&!w!Y>mZB-@o;F){{Cn{k7nzDsTD`F>!O_jQXci3fg07kT zZ*7Cs!uV0h~IL z&;R)R5u5kIvq{5J_s69VxmC<;&VuTt)U8>%qSE=heLA|B^BU&|eqK)L5NqtRnS+v& z`4m;z%q$kvA8^>vb~$^B)n5(Y>3+<6s(GjwRALo(=A;rwqO%H->qk@J8ya3=zo=lK z^HP6xKhGRBER#=yDRIMWl8ejJctSW#QDr&lA|+|F5atk!^Dtm(x&4J8S?yM-wOG3c zM!(WWQMQj#5l7V9HTjd5us<!I5lZPk zwU0HFSmnqUim!MV^=u~ZUPp!7i#OC+I*^`Msh50vSGRH)&2us`K1S{IC z=8lt;Fp6zF3cVyNAg674|LcpNgz_>T%RVKY4ii%AEh@(Qin8UnD0Egd{Wb0hLxM60 zHyt)P8L`9cA&;`18`rscSNqU|i8^#oSy5`rLzQH+GT4fzSgd!rqF4COV~<^sYP}h8 z+Y9~k#XrGvnd*%A`GpJcls^X7!@T!1N?D{cv$N;Bt36qHipW)kXBcL|IImSFTiiUn z!BG8~4+&yof+%*gHSEOwvBG6T@^Tp^yK{3#92HAfcm?tnf@5XESr(@EB}+~=)=Ir> zN4$gH&DzYuLSqcI)Qt7?l*mjwZ5ksRC7k5nmgGMWIyt$PbMG2wP#j-lb*s@~^>@=L z_3`$CFB!=h+06Q^3tNld*8<-iO8)4?MgM$47WZ;vZdZ7HXkn=>)jBEZVw(!zO8r1c zDZBV@ZCkab??d>4{`94?gmLkVKRD>+m7dg>-}F(_`Vq^5%KadhdC^&9b?W)AWDoB? zyK7a!?>rSG4Hbxe2Sw?TdseIJ zct`%pywrc%8wh=6dCeZ3aQ;H*u}z zsiYAm;B}gsg4tzIYN^v7RL~kEwqyQ5r(T{|KQz}kcYW4`BR%IAYqu?jSlVBqa?x)* z`FBi%W%k3!aTAVVK^sBd2@q1OGhR;~r)NUM@N=5`9tqqzru@8;HdJ1QJK?sTq=2FyRcBLI;(=Q!E8p0se@-oeFirijN2 zOaJ150Rdi)F$%W8AAx0mnl_g)kCwBuxx1vbR`&_KO2;)d|Gc$T*9}*=^lttxf4Czg z4PQq$O<$V?NL=hZ#=Eg{arB4^5hsST7 zw3M3X#ZGCr9%ZpP!0pf*eJ7*}kH}nAM8S|L{Lxc?hsW+%vZ~#4Z4RSd8QOCW=Ins8 z=7QvyMhz3%z(H@UCZ#Bt>I&Z*PquI!|8VQ~4{lZ_C29pUnfaZa`pG&R5!vN2Jx?1e zS}GSz!iv$D7w9Z2V`K@&UJK#rt+uUi4Q>7Ck$T+A!HbxKhNWZSrS;L%hWZtN z{GahV55-F7scVPNcHzzK?CMev36+k~_RmtG*CM4#Y)S3tdSVp29xMCgO)Y^rYV61* zo>FR^TzyHV!7$|bh(9dz(Cp$=n>;#eaY}_8&T@y2+X!OatIswTm2(K3ssC`u&%q`2 z_pjq|do!4yxX-vVyHt^N){*M$66sn20(R}`#Jsb=grn=>Hu`WgicFJ=l9awV+oE(5 zK||fr9r=#vtb?3A4sL%u$jBrpAT92uI`AdJ9=Sk0a)yNJiy;0kz9=rfc$!!qcj{*< zw2#Hgo)R4$IV;0E-|%tHZHJhV6a6x-J}d#rCe}WOO^F*~0E)B43E>lg&3`vDGZT}L zfO8Yx5{7@DlJ6&S|NflLZf-mIXQqmS$KGJ1HR(p!6r9D@M`L=(NI4>q^N>Fj#xkX% zIHiwTEs!jmp@x(}+At*O<@z)`%Bm1?SK=lst3G}wz1J!1I8X7K3n3Ev4^z8*Uq=Oz z2>|##z6Qa6CofMlzY(`$+-{zq+ouvjoR@KL7D_2abmK>~;PvZP0?A1a^mJOR+uSyr zmOHqA#cNvHBv5b;^Gk+19t)zv+z%DO9mK^UY0s!>z4tZVPG)glDlD;SipL^k%NJQt z_@wEPkXLeX@XqZ17})Y(v(2d3Zek}_j-9Mn+BER7y!rN{eD>W-`1PO55zOU`YId{@ z{etC=RYHAy%7sGTs}I5>rIPWJ#DG_EauZT7?a=d1{_@m?qf7qfTUgjTxb@k>VQM`p z<;SPWE=aZi{FtaI+_Ntn$NM^@=4mrk#{XE7u!2ENCx}%Fg_dpuKN@D_+&||uH*ID! z>YX*brMcTRo!{o&3)T)cb4`=u0__-4*u}E00@3_Guj)lZ@+ozLuE0_hp`zAW;_mm0~ zD(vPVF{R__&j-~NkG(7BByK29o)q~~^?dS76pYo#{_Yh<;?>Sy%h+97%IwJ+S<>kt#{U^mpj^Z(sdV1E#3-E z>Nbk6$JMV`qRA?QsnC#oyk;&uYR2_;sLYxOyJ_*esQ0p zNin>*67c5^Bd7F)kBtl27{jmUYx>=BO%(?Neh+eE%lMuw?AEtXlegYj!k;^(^NI|d zpI@J01N#rh4^yl>dG6^`VQCmF(45VbmRcU?>b(i0{}fLI>}ivoNHh;B0!xyd8rP#D z76D~Z`IkdHy#)!-nf>E$UW>Nv!@(Xq5B*Pj(}h{Ue?34FluIV+tH!Ho#Sy=jcH_PM z{x6oA`CWOzToS{2?7iq)O9}-0?ibr$0`L|nxDiJlM{(7sKcM4KyU^1=cy7w%HPw%D zA`!y1yXj@hxm>qV=&N_MIrF>;z%SE|=12;&F?dB2$P1Lx+w9&(sWmxi>Y=T)A4b@hITbsP7?iN2!}SSW%>2bfyo>mf!@ z{E9XFLO{^QDB*rRiM4g>Pv**gi#Gk^9?>G2>#@Ly(RBvj_7BEVX?XfEu2tBQGQxQN zRQc{VTope!Gwkq78az&$1p9MGA7NJ+{}&10m$9v3?zrA2gt3!}6-f(63E$V9B=S4!^#lGus zDaGqgI{3HzjlPv!yv8HLmO~w}$3$3*H%SvL1eZGNu14PmVR}LuT^D1m@RJhpY*Mo} zOO%?gx{GMVH{+A3LTk&JqUXv1#JGWWLFTEAkjJ9>+D$H`76(kK<@=i$WYZGO<}-k;^2a$3>A!~Tp5RcN5`9yAh8$@-{yY{s(WgzPCK-22s}`A}p3UMP^PrbrIAz9=n}5=T~v5F&=^@mrmX zQZs35BX0#r3`Rn0ZGSW*CuU8}tc7Tk;FQoPs&LbszamW@GD6%~OFNtcZYyglE5*d| zPfk7<&*aPaFTX_scyVbhfC!7lu+XEAF!@S{>xKijid4Gs2j^ewD^LHKL`h*c1vwQn zb076@D=h_uHV>;#bB46Cc;?&eWghlql#L{Ot1UpsJd1puA56%4&cTDPJ&mm0np;fA zPf71G;jwVaG2@Gu4E@_kut#Uo|M2wJUquy2e2CQt*28r;QwkDwt#vZGqX4Px(jET! zw?=fgie)faQGXy+7iaxzZ}VCGWCn8K@18=$0JQ;Eu6FAkdJRc@^k!j(I25!mjQ=CePeTi&%0_im7DZW#vv$OWUuu z)KD#B<>6Lu|?U)m02#ZuzSZp5hT(k76VN^rM_ zR{95s)qU_VFm<6Lq$8O-!lfyfo^fGCp=pvRa-Qo67V>m;4n3R^0uOB=0$yZ9%>y_7 zm;iDTH@**&Wvc4)r$kgP%vtXE$Sv;!*2qPHm^?nE_p?3@0dBBd?Ov{z?ZM*6k;!-b z;;rxYTPJ-?EBn9Z8E&A$2%OCUGy7a%cq;E8X&2MWrlkpSQ<_T?sA+f+2RG%41rPTg0i@_0+;z;0?|yHG)|Y>w*1VD@Ba(YO8-JM(KfLywU1sd zRCM1sPxUlzY*$jqpIk_CCAK#JeD+7lM2}EqOf=|uLEdz5@JzIKMELW`q^B$3s`xHX z*{JhC7|&)coD~9s(k4mU(?;q1b|p4s+pjRs?)Rmyz(vO=B-}ADV8Cc@Zie>N&e+X= zjga%>NbM;H5Ljtr%7!XqWy(~*e+gKWWqO8vqzA+vr zUQtS44)p-B(~Usz-f&TGt273%Gx^_{DN-&m>Q)AT!D4?G&GHS_D{R@z0<)y{7Fyv& z=1++o8%S~nK}2&^pNQRbVF#0Y#P7-B+x*Ft{0@Y&Q?1eI;TWZ~c_5NElG>HZ$75O_ ze>{^W^FdvlBx30nd)1S>F&|pVWiQEn5VVpYMGzhrv(VF_uC<1hIrp3u4amt%GB4U3 zV?ZN=hhMrn_&+c#?0qLLj~Xe=7}JG-{qegs z4SS1IVMMFKS_krmbbc~IxfTkBuY^nPzsRepe`{K$pY$4$9H%9z9vYZWZ z3U}&70}3ooL+oEw^@KM5s#-$$#E}G(^G#cetB^QDtd%vE=JsWPi?EaT9xj47;T{{| zXMy==2p%&Mkh`D=J$yVoL{C70{9E}g9Z+~3Eh&u<`o<_*h*uIje~1v8`*s?$@paD5 zM7zE4eqT5|*odSZ9Ld0c|F|mj^uxg?W1CYYuTOT%;h)2B5okE@a>nMnl-}w-WMobQ zGg6kb^OrcUyHXKTj$*Ea_PenmOJm`@ysS+`aB`keis1G>y9xzDh_l+FKYjw?uv9}SqWf4Sn8*oQmTh4!TZsTv%5g(DhEjqT)2&Edk_ja zJ$msRI1`=!58Ji6Bft3EJ+!suAHiZ>P)eIQj168M)u{~s7Vge(txs&m-hTt5(A-`6 z6c`e}<5?@je;`Lc@{T-`l)1n(Jaj$Z zUl+X0_?V&_|I8bkcnd~u5oxl3O4?lk_bKUBKTk1)Z>czWl`_N=xHmZeqlRojG})QN zdElj4yFp#~@YeCryN&Ta-}#|<<3^sM-G?d6+(%_AQ^2GYrQIz zDG4j7#q}|IR>c(2F1g(D_y4i%5sgXiT4?H+b1@lN_4$v@rMj06@4ZG}f6F`c4eFMb zNo1|$zC-+F{%n}P-+?TYe0KRkIzqDz9@6fwNGx%1b4pD3SjlnAP>-Y*kgVKvDLw7a zDjY1K0l(drb{e3Jd3HBgGRCiPA6xK;FQoaB~-GPK3KPD z_+9^uBg4>_x}Ur&;OQu=p0L7FmvKay0f2qh-no3eyi#`_%%|x1I^wdUI#LPpV@n*` zq*r|`#jM@t61-1(1$8#sxV(Q9JDMO{^WJs~s-Z?5)}K;=VT1k2C2%VU!t#I0+9lhQ z`Q3Dg7*Aecn}MK+J&G=#1@*4e;NJdmVc-aW$`syh!+XI%h|Oyg7J@ z;;PKsMwulyJH;71E$HDO1oHjaG`DSUc{%wcmT2lb6=ozF))ggLNDnK#Px05WO=8*n z@S$`3wE<6KddkmkDEQjx+z%>ry=QB|e6}@L^(_VRyjbT03eDVRii#pL))I`nmAl^> zB6WZqCJ5)Q3J_lsb}T!xeRWDs9WKGPJo-LqLt*pFa3ZN$cT1~UDB7^57!BDaa#ECk zY)~e8N>qZHEC?*D^`Wdg+Qr|Qrc85?7RS$*kqBpuT)d|cFeaQ$^FZf3mqCDbtWj53 z*p$iT%+f11mS?NV!gY1P;r6-aAyHbjIk?>kX}h0cu)K03RQgavNd>t%omNS7T_T-} zUyz^vnmdV`s>13N79|3^4wW0MW=x|7pF+zuSD1vD;uQ}|O~55|E)GV_&%fulD7YJw z>i+UHsW`>`AwtUm&FML>=sQ0o%v1dwMWozwN$bcxaZ5t9@Y7^P(+w&ouI*Dc$zFCF zgrS7MfO{Fg{_QS6!w>J|-j_}ezJEOL#)+7C8ct8o#CJ7x7Iv4(g+79nWY!Hvn7Hmu z>0%54Ny#9kgGV3*C3KIGAx231kO}Rkmc0wNa|Q0~VA0|*p5R3-e-!2YM3mx-1DX3}wE*Q% z3HOxWa}kQ-pIp!GV~!g+-4oU>EN{F@>win-p-)9_>Qo_s1RVvu*kT+!e%EP}(DG`f z7np{$cAbPa#qbhO>t`kD#cr)!^!)D7VkEf-PLO7FB`^t}3~s#V zc&3uSzzw(#YCH?L!5MpBb3R5Y;-{TrE*qQ!?~&c5SsRVf{oktj#82sRxIYx&)<(m^ zpU)mK@QBvkA=o4c^K@>uW8)j`Od;~d3;u3cVl^iV^!3-kf&z1ox!H)7^l$TmIx*;R z|G0y32V=atS7q@)s=m%k@yF~?zl?yS{Q04z_Z)ZJ?+RVDAZqu!0Mdf*3fH2nC8*?& zt~`G8`0$^zgI|0*$-I6uSzY%qwxe(&HG=?}ey%~)FQ9gy0V)EnW9o-Kke2@5$NxYR z^s`A6f>%6Ls>}wSowGf%bYx5}qKAVcB!7>2 zV*l7k6s_*5RFZ#I7C#SVaWwdpT!17$$4jlyUx8(t1<^@~*MRJqzipNnbS=yn-V2z# zZlGNps2RVUq3tAz6hOfFZ`%$vRn09uk=n;n@-bsoPgv#N^#MXl(!-Sz+afzuOfcsh z6un1oBue3xwL@k28g^#|O^83E&L2Eoud^j_20YMsc9EQDgfEb({AO#+X!{kE+6C~n zL^{zABlq{SBlo|tO6@sJ86e967Ee?|%WrADCNvyLpVE>_Uft`6MI0?aWXps!vf1`O zx4(avlN9l%C8@0qI|?8@m7X$vT{#uN>*M{1{j!Ov71OO81}>hb~^<}cI5vMM&`XhNO>su^$KEi$BtVcmSNH%`J0ljJpe5yC2|if|?-As?t9u=JV23}chYrswH?DKW-H?^trufIXq|qAeAF zQzi&7{@quT3ptlN)GqJ!7joAMafd5chQ2BmP3B}YD=}M(aheKOyjA_lNyPr+u<}%s z7Vp|n5)wI6;_kVW^7##9iP1V$T5mc*9glbS2uyC+*Ha}an^h9nb(@SsX9ncvpTZ*ty+ia6>YI3|QBG&wGlcOwge`yU8(C{~W60M0 zTXTP>cqf8~vgkh;cIw)-Pj7*ea^{^6Er_{?0%0yfWUdmxQ^FM$9u^{4d!ez8&N&S<9<@%qvB+3AI=g*Wg9`i<`m#`OL_wXFwuD^{o{xji|7FMY?O%CA&hLl! ziZ51|3y1FZ&%Pk5O97D-63au}?c{ADR@&RtfpkwF8~SQLrhUg)OrJyTvdR9!{Hl-b zV;qy$HMF|oJdpXCI05AG_H1@6dft7S?65=MedELIrstZ!(Sh%a9#XsX!{!Yf_b;?E zp+tgLG_dKro+>gt*^UxQc!O*oiU?j?%<~1c88+?P0XJbtXU+q0+V=#+hCaL1ygn9> zEFP{(euV`?lL-zGU^6X@oY%}?FTt^~K@!Q;_1CA`{Yd1{O~EX5X!8TeNPPww{an@_ z9&LUfEw!4QCs-&YqlbQvP!c~JPhGAkMVs@t?1GubLS9BBbu8Qzu0G{&V%6lSUB4*l zdfS1$MNB3rQ55Qj9*a&DwiGPc12(m1p102;bhlx$uHlG%{3fe64u&QD6?;XGP58e{ zt#CWA;g$2ADrHiya?6G;zNK#|M3qVgFFR8R+IoCGAjDBAbw^;}ds zW}%P)wP@d$HMo#xw;2ZYZrXpw|3`K}wO*NUC8Xh&ZDagvPziE_0UKY2I+U2cpy)em z>|OFWe%l$q0iClz;lGTJ+qx!E=-0(`GS?w=)Rk;a)hmz+ailU&#Tv>)1kO7Xl%O~> z-RE812XOlGhw9a9`1y?S&Cz@d2sZtmrS5ixR(cN;>Vcr%qZ_EEB|Mb|-o<39F`nUn zMR>LyK!kNXF%8DWpdQKi@zn@wHqE%P_JK2eSkb9H$6Cu{EwVdud#j<{6|R5u!_O?r zRoU@eUds8c6FN!Fd?gc_vs8UyFtO>i!VV35{hB#04>g{Vn?D9^*kV}o;TyF@wDAl9&fosU+MVIo&GhkCdlOh94otx z_CU}8_SAQu*TAqg9HJHP+K(iJAp@5Q&w3bl)_TRo2P5#{WK7rkJH2TS2X6?Y-f$dk zs5^`B+Y@r*yT(Pf((MOCd9QRl^%BAZt_Be|20mo@1O@8)+17G{{DY)7hk*}caz5UZ zOxWBIO*qmAG0U496`StsyC01E8=>gC-p`lOO71Z0+UJD#_dZcWPU|B=b7XWutXErx*&0V(Do}#=47(s}pc;Vm zCFNJhEGM3E=gBlk4JJf>^dp7Pm+`^(M8_mq(@trABn$ZJ4(xZ5s13%&e+m1>?|pgM zz`#+@#)QA$Xpp|uT)e+*VOQ?WTmI=G_Hy1b)%Dua`6g#ptop+W`Bp|oS3`%^)_k+| z?7Eu@E#Kz;`U(9K3-WevLICVx#87s2z1NNPx9E)zVbAL5qimQ1UXehA^c(UwU5{^% z##}YfEei)U@T%O?FxWcYrp@$QndEBf=P>6gVT<7>WzhA@8aZj&kho8o42ie9inhVT z-LL{;%hoRW-7J)v9%S{46|b4sdj$FC%3qWt2_jp)e8UU-JN*Rf-XdQb-WhG*dQrDE zxPd;;!4-0>8z4Y{T42w&{YhqWIY5;#-Tkrq`pFhEof}VZqZlGLgr~7J+RT8}1OswZ zPz>magzTqdO_PB({k(-A7WNn+k5>pnKWP+zl%kKx614%*&AV2(RBC94eqtuN*wfNc znAVv%f!0um!lWgM&OGlMlbCc!k3}gW??ot8fu2tTW{4cR&dZFofOkZDb)T0<&BI8K zF~o&?E?6E#E&)*R6ifPuneLaaqaNrMcJ!%4r9D(-dg+EQwP*Vrv)2#JN%c~O_~G#S z!m;%9bQe=DYxzu8t`KBc_HPX6xlq0Jp}g*Ovx(gaD14lk9jZcskG`Sfbi}ARh9E4ZW19CP#gS`@#Pz-kMO7ZYH@Rc3<+CxH5 z%N|os6c#NfUvBCMddhNtykFs0oNqdCyVJuE*3OgBjcBnI2GK%#J3rba_uxoD<4yPR zvRx+O;@07_Gt|hrk6YFi3c4b4^#Hp-^5bl{rTM}=#z5o}O5~F4+cK6S{PMXByA)_)=Gg|ytfksUv0m{Kh3E4dtos2bt2Spji zz}<8yk$vI8>jZwD>M|{9hv$f{gTXEZ z)chwtl2;{GizfeCa^@t6t26(T?}O9~5E2yOWgIcDS8hi<%wlVKpm-0fIU7K**U1fM z%;s!%ww^3iI(PliSUwUP#h2s*YJE1zBqi+7WyKY})=Ud!{7V7X zg?n##M^Ii)l91qbAVh$5f;>D<2xkI302Z`UoK)K3gnIbv^CCnF+*)!9rcxD^$y$*3 z*_B7oROsZSaY70nYYf?vxAtGmP0PPbe0Pni7EyEoyxF54Aqh{%Yav-3)9|#>@uqSi z-99zvr%?rHtpwhHCUNzn8o+plqq+C1NNpZs&(`na)M;2DZQYu~CI4e10^~=#16}dj z-Wn;9qgQagN8)gRap^w02)Gc~j!DoKDZJTBw5npuF}NlU)dx&xKZ1XOb)fyz%yQW< zEa|@nZ7q?|aMWtFP?s_Nc%~?oF9;}$0o9B2AvG0HxPCi^LoGG2Q)x(7w;Vh^8=fNc z;>Gz9zTj{_vwG+T`ST169+MnGW?^Rs71VG@3l=*hKI|Y~Y%TxSEtK~D%CPX7RKuEu zjc9h)K!H9DQjt#kNSl7|x7xA0i%h#Wo%9hY-8Y2H6C$jl$BqgO`dOF_3?1xPLtYl{ z!($1m=E4;MgK3q==a1_cT;v{)vP$lsql3aaV@SnxZgZDE-P;pf@u(oh)zCnRfSMQd zjP)IBH}y;+-$JZxXaqG6OG~qZ=UBhqXt@w*W#Fud0WX{P^jBMX9;NH`rh-gZNy$ay zlVq9(A5`osqZ=CDWz64icI@~JV&+?8*3i829}<*bqJnvlU2Bhw4(Y`R9|h8>c0kUD zoZx)!4_)_LL$dcDV&B<$$e^osVeJSX1fupegsO~d)Md2zT?RPeX(5?o`THqgo{_)^ z^*Z*(PVLVEjUdJy&f`rYh_LTK=6bHhsQa~F)OvR10Shp5Cp_H8>@UeR=@P^)${%5T zHY5hVwG9*muuZ|xFxecEY^s(H_7_dl53$MGmF?!E(t zSG0um-0B-9X{`7(v;_qESy?ND2kbgV-jk$E z#+69Grl)xQ#(4Wy;X+LY$HZ(olQ=eolEBIxd!6##)Zj$cwbl-?h^j_eg7P>iz@{j0`j;#{^ z@Ne&5ul_>-V&D`{eIbKq;5hLhLCYs^ zP#|?Q=w}uGHEq?MtBJc*-2Rso2)OVf0_+l?CYj3jWPZLd+oN~K?n$sp{d{OZK6W|> zC$2c{^4R5NSC;IAI_V-jpFh8hnr@9E)59%SCN{#Ea`vBNQB}n^Or(r=RcYQ#x3-$h zg-sHIOQ;t2>8|oL=x6(}M6u6+yy91)b0Wxm4jTqRmr!Y;RKWj; zwXZnk6aU;Ltt+@Njjb_1y?2PFZ7z{jIJ1 zLPs{G6XM~WS`p8?XtD`7QWrI(8Vn*Rgd>O8_;B@W$p5KYzojUC+3@J_eBvKkEh+N% zk9<&b1c6tB@-AH@Coe<9KCt&xP?XykF?uwWG!PJVj{N!a(9tQ#6l`(&MtlRN&1KyK zx{?oD$B!+#lxvB~+5-$3MBSE;Lyfy~$E`2YlP-U>NhGEm_VsBEj1&wkSn`w!6h00x zHDwHb$4i3GC_kdRk^lTPje0Ni5t)sfs}2|0}mO7L`gxjj+r0&66SnUe$&}OUXDl_ zVA7!RIhuJFQ1eoSY__q@{pM0FNXnz>*BspV&rb%9;V{$xCL;DeKvJ~Va+&v8%bl*N zZLf~dJ|X9N_|u84_qmg^^SQ^P)t)>SSNk%0FKdZmnJWj3v|Wn|SB5%ZXi1%W9(`sO z&0N=2l(?sKSDycoMBE~=zyHUnoxA{`IeY!Fnendu*ci?rklSs$(&7z5DYcCJBWaJ% zU4q9echFhi$ryuyXcGfoo(FjO8&8=;8oP(CWZ&LH5G)*vP(kU1ekBmM3fCEW+W6q7 z>_4FL5iFg*l!kzqt1plSskpiMlZ=kZVVU}v;jk&VxY}dEPp6oQ90#FxihPK%!($R? zw*Y^=F9Gt)QKFDxcna1z`X-tM4{2u;AFZcfuV*xxP>(CuvFXPO@s}AidZvu~Zv`bM z1pK!x1Ja!kSg2ku5Y zEQ3dW&5qFe>#fHhmHFq@e|%V9Ap%i}+YbfvlI62SIGR{)rt>wvfEO}P3$sB|r7?hL zQLRK36pd!cAYh$^3AS?w{+Lj`>6Q3z_2$Rl){moB2 zF;g&Wlwc81tPhQy#EUu4!XRes)z3@3Fr2ye_dP{4P1)od*$>VCJ$AfRC#Yy-mEs!u z!B;^7^okz-7Gq%cX#mpH;Z}PQPE4OKWIpkX8_^)qj=0}}% zNK?NFpInlG;Z#F*fVsg24z7>^We=*<4+c-~TQ(Q<6m@SYP&pBlGGeQ$PP9SiQO>!X zl4e{OUHIsCsUa*$8)_N$8)uEZt$}!*TTZtsBiDJngp02 z>5#>X%C#G!{E|2JWijU_s|=2~;YBj0N2yct|C*QV1e4Z5myyy`S{(HAlm^I(e0j2z z>9};Z=|7+J{W1wcJ}Uu+PJ_gejLZS1Z1cm|a-DL!jt83h&9fcJo-lgU6NZ2wQ&dyM zU2`)dSW$h~$O4GgzT}|__m9J-Ucb&9(4rDJr;|?ocKYm8)FQv@QzH0>1YQU5v^hjJ z06Nf=^v=>)wGke9Dq$Ncm@jL#K3-4AAeoq#$Bj=wz@_gDLv#h;?}rf4w!kClw-prd zF-T;N_+<`yqANC9XptdbGLc| z0`quc!}zXUn*{Tb!tmc~WR&Ll2V-x7#Q*CL6`2m0Nugcgz=VlId||wDE^SI;Z2w+% zv;<5mq%ND zMLGux_)qabBZ25M`1i~~d-V7vMLZJJG-}0lBOHp6d-4<$XMVU+@c3|7X5t8WI<+@j z(Q_tFQ<_Jd`DsYaWmzbRn#HoElz|+m6PA!o{x=7L&bIIOz(8{!kg_Qm9qnyk z!1LSRq1kRRVL6z8%~1=QT^{z6i{O8b3}F(v^^V|*xVR0c0$8gF(OW9xZ)jEwLMr}@ z;jMH!!_O|3gHG2})<$dEq-wz}z$N?I(Lv-a-%BasFn-haU4|FOK{xN^1WDB7rp0q! zX=tQI>D-ChsS9pkFb(V>3=JE9F~*f0(vp4~?Xsz$sOUTKnc?n#M0KKb8H%|$NK4kE z#8a*N5%*uoD;tB%s5`Rz1{XJ?9LZUvQ4(nA|0sKy53c~nd!NKk>6U5q9#r8wIXNYY zIkREhiJ~+9v)EU?-ax>@&hEUBosiaVs;GABVu?Rb0rG>2dF-NErm zetnPfR%!D5ndj=W^wd4;!YXihWIs~`uN5F@=L1u|Dk9`T^?tMFZ^jKJraym$lQU;{ z>)W?)7}GF;yMIo*$OH?SKqYg$*Gy?R4L@18LWylgt1A_j+O|-wL2$X!ANr{&Z;rjY z*R~VPe<)J8_~43$quv|=WH*!IX^MIp8W8a`MD|MVqH{a*aiKAq62HF19XeeKcU;dH zb5asu%x~kq!mO7%2ma>SfKk|`hMDTEPG+*)>DxC@y#he7d*DEr2kH}G2T@H6l5!^d z87m+L0IvO6Kw#mtHqcVj`5z_A9Cgn+s~7;UBNBCV?(INM`MW68xqu$L88IKx#5-w8 zNi=29I#Pd)=V_ce5}7{bO;#jcm_K!ew#OHvoO-|DV__{xg%%HhI{D^&-=|`8FpAk2 z6rC$-&n)?e2I2qzCL1W3MqYrj#A>W1z_fqT)beh}^GrUYwjxoA zLm^E>koM$=9{L>C7+hpUx42#y&FLVX{dGMVGa;jN3Y&5g5)Gvf=9yvinEUWPrGdw} zCjzD|KjqxeWSL>nUodU&*{-BY1W>l?(eKb-#yU!1T( z>4ZIkq5S)d6=&%S182kUx~Q>QvpcFH!+QKImrQkB@w^ zXKp_w;69Ncn|{DBir3^)ETq@2aR+fcF}PAXaK?&6>~Bm-v3(sL^=u!s8zWWhG}UIqKc(JVN1W z%&il`rMKrY!%R&{CnBtkzIMpE!{1^N;&3gaGKLRX>gkWo^SlA01Yqg?NU%KMNew4Olkk0Q$W{?KZLvs;&o0@|8pF)sR^!D~*JPQy1F!G2+h`Sl9&=H$E z-Dfd6CQ-+C|BP+VN^%FCpvPrUiiGY$*W)H3fEFMln%F~;9yXRf9-tx6=Y#hP?P&76 zu=;DTZiiY){8c_`{D4-5>$J1S)c<+@#uRvA{^^I0{V4!m!;?4g`(p6>YPZ}TG3I$n zaoil_r&l1b{`dFEh=W6o7G#j784I(SBF>LS-9-Ejl3C(t1XDdgI!=Xd>{r2yXtL*E z;wo3&lq}*ESo-)XmjccQMW37t#zFet;pz|~eeb4^;H$ehL0Xv=Vstv2(Kngv-&p2( z^F4m}>x>nnLFs~!*ne}A+&r@WTIvXsLD4sxgB2|E-t@U#RD7OsUKIZgKe z!`@qmWwm|n!V77TMnOqMk&rM5X^;>_K|)$YR9d=}4n6 zy>pDggQVSS9^X{&xhJ-oc0{kxlxvI4QOMuAznjm44qiFxFEdyrCYh2k+VjS7%Eb<{ zkZtZ+j(Na@QR9_!9IIkgcvHE#G=@dXXA&Akk?<^Om^tGq=af6hEc8L?Ely(a8ufy1 zr;%7qPeV}&N-bv-B)IVboYVCzsCfZf=*+Tua6G{gBOlexXgNoCxGdCQB34#bd65AL zi-PZoP45y5F~i}n*ZpBWWEKn<$hFqjx$!ZxY@*Gkx)g{TP0u5wv%giCFc#gnpm~g% z`MeXUAE(C3iy#)DcLrqpPNAZm*Dxe|HZ>m@;!YJWQs4>H2epL(gi^P8%dZD|?7r75I;mz(*M{*Sdoxs=_bzZOzNxZ~xN+`+0cqv<8+bErLl zP3Lo!4d>|{Mox*IvQm?oxUraaCrK=z0p2fxpNZxj1tU3xw@H({|3b%5R!KM`eQhuH`CJj5uL&l*-%!V$H2Mj@Jg zKT$=bhZ0q3w;8PtVV?>WkTonWROPS>0bFPqh!Fj@s^B z;PTAP?~FimQB;XheUm2ijs_^;Z3iV^C1s^NyC208&73d={ClT3(q!8+K8dCe58&(9 z$pN47h0im9k#|=-W+yQ$dq9M4VwV(+Wf#5d!O>dtcqLBgcOElR6JOHt%5CG1>m(W* zO{wCyl-qwdVxHhEs#6|92Q!THL_UHlfzGbH-!>V@sd%|x;EvrHh(N%$Q9$ z)ImUG=UCx=%A>`xqj^ueud3RTzizw8)&XsTM4Z^2=k!|E;w*K2FgMME>dFC5&rz>D zi^_FeiIn`$=!%{81ld}30y=Oly^456TRf&Al3?x`-dB9lEHuyS-Tk~Neh$Z-j8g^G z2Z7#X`$|q1sw-!_3Yt$kUlOrq{qE8M%L`Xh-cxg?<}W+2!m5t6w0vrAh~8A@3>5un z{L}u9nK`A_{>mZ-_45Q5`X=?hOQEelX_bM1OZ)D}1^PIH74`|` zh4VKT7MJHN$Keo8fnWx=1vmZeGD#YrW*TXXouf7;ohKk7gSDj_@(GF0i$d)=^%B~V z?H^g1uWtMQytbymhEo!b`xPG~=}J0?5i29O+X45cT-nhKu@56kwzPi4F^dQ^uC8h0Kz5POb%lG%S?sbgU2gXKtszLALwj|h^QoeF zVpeAtW`PdM&^xr`XxGZz^Kucy7~1K?Jy}roC@V7Ytm9 zgGqfN7TmK%$soZhG~DtVcBefdI-)aC`PI8IGgZ9;_vW-M9Thvflk%QFj*u$2;mPfn zLnygaf%0|oCY9)nL18-d%EKb3p;0gScFj)B_=4HnJu7@~^^umWw9Fd{UW^g=Jl`FJ z$VN|gJ_yg7$ykuePG@$b$#`@0VPaKxCI|QSSxC62uO}5^2|a#Q6NZ+`HS+1ehsMJ5 zoE$y_dpRF2C7t?47-q6;t=BEYy7um^oM+=o>n%<(f_nerK+?gB#aC5T1Cuyl@SS|H zCDPo$(2WJeAo@Q{Ep6R8yApG~8P#!c2{c)llRT)g9@-K^kiq5HzR>Y~D~A4yd;S8- zS{tJ4lW>6NK@_n{Id=En+-9LzcV*k8{y-#j22vV61s9iBE({CD(WUAxrzlmkGh>mE zqMCYgTgka)JdTHPfHnfhVV-S6b$+l6xopvuF`9>df&o~?gzZ>frmmaBMC2IMl$Ot( zDY{yE(GjxZRuk6ywbt2CVTzo|$>KH}OTL!{}6l0hy#e z{x*c0u17*d&R?dt_QShtFQz-J#o&9+D;$!6So&+<1ot(JFPwKeexD9^h5OXzI~scL z)u6h0gxzAURYYUU!l-|J(}pvt5}H`F>D9DY)Xb0b?v)Q`g-qz0{QixKDddvMQ}KWj%8I~YAct-jF9J=uQB;G`~fAv*dVH49>BQlG`_fGrBM$}8T zQ;1!CtV$4%VWE>y$&t5kj3tkcz84!Zd;9Zvf4g40MmRe7f#AkI){q|2O<|n64_lO% zo4mh!ynK%ZAq=@@iTzuJ6Wl-0JJ0#EG8ROiMc6WXmonDFk?AyuY#~q?`SO-w50oT*+`hS zd{q!C88rGkm~b4D16)>n1OpOmX;%nDHq_p%XwzPZea5YXijZoyx0GZ-nPM%EnVv-F zV+{mMVS9ZH5<7GDWmlH03JN0t03@J2GMa)t`4521ESmwr<);86ZYu%D6J0jZiZ|}! zbjczdEUzyV$Fqp$`xQPs=dZJ|u^hZncob4%{JSwpau}xAp-hp8ob++_c5g>lT``lb z2o0qAVHQdL9F+1ZcX~@HIVbGe{EeFo9KO2U!NA)df@j!$Y2i1VIc%92sF`hx>VM#% z0ub{1HALsD!9Z2lI>i1m>g;|*deo1sSocWgc6bF7x?|bTqtQaXuX4j4{No=?_GL^L z`mHkV#Uv2$S1<+WK_H2AQgv=c;5wNs59~;zblOOz@s2}ugu}_{#o#Xv(k|Os$0x;W z{c&Xr&`*T_sl10j#!&<^od9WMsT0Q-d`K>N9->!{{7FS~DqHcXD|o$RUbGbtF#}cQ zp`O6kCF?51ni=%0d74(vpDAiva(T-2C0{k&ad?shf^p8LAtr+fm(m86bByJt>>jpY z#r^;}$@+iI6JhvwCN-85AEl02Xv459%MfRMbErF}q7LkXv z{aG2l>i=FI9H{!^B0d9MRZE7=UxjaJHLcLNE(*}vUheQ%n#tgt#)g-@q0D+=?ahUn zcJ)xV`J{r_f#K^Ba!kE4%NaZReP#qffW6%h43|N0N7{6|DO0kbk%~mR>AeoljMeOYR0&4 zzp|;+LZSMd{Ql^$m)uBd<4C@yy$6I_mCJzC|92^`EJ@$~kB`4QRrK6`9zdn_%l^_{ z<->dCB_t5!e<$?=;DEIwpypz(yb`k*vttBJUC;1m6^Ycu?(t5EuK()#4riodM}FH` ze$e(rkNjUL*?GyR)O13-j5ARw3FP_TJ?z>&!~Kd(6&IGE$Eu2}NfyRK%t z)hOIEF*Try9jgx}Cg=8GH8;K7skOE|r({bIcR!})r{z+%r>DOkG#Q#d7P?wG@x=y0 z#x<)kg^)T10pQ3%Vn52quEK1i8jI58m*$%>V26Da3G&$96^XD&Du}?=q`mU0<9v_$+ZAEQW#z(YE+dym zTQd;BYLjXRxdaKwZ5JJ*D>&I?jY9F%_eu9%`My7)-F7}PxQ)A7c%-Q`tCssF%xoGr zm_m|o9&?f#UUu#G+P}wGSEQXxtZ8-Oi-<&bg*;Kk|5T?)0mw)^Vbx1UGAPzMc5%w? z*shgesVGJHmh#q&*w%LKmuN>cA46~VZG{&%4P>O;o5Kh{azF-12p5ydf(W)zcg)c*W_;Z7ADbP@q%m@F~5 z0*(YX%~g}eca5L9O}ehIT?eZc8ir?ZOpNEhXZZrrLSoP5#j}U2+%TPna&R)tkdVAR zA;F(IDqujfYRczvJaj#%Iay&@ylz2S%k?EW)J;t2q}KXr`{qwn&E|T@&CkrI)_QW{ zYIw&>UbbTQl6d?K2ItF@;sng6vNw2!Y5ouf1lKN-h|W-Iq$(}@rUG#>BLL?pa4$?N z3eObU$Q319Z_MMyIDLL}EE_e05Y$P|#mR5paonwreEGTfw<%R5jsUwY9mDJi@B(x` ztbHBn9}~VV#Vf1-W2WjRQ)_EgPN}()Gxfz{2LBnmV^$UiAw2^(Vz+Rsa{BE)PKyF( zUMD`0`*gU{zHn>qp7%uUTiz{U%f21^R8%c}K?h2F-Cw`2G`NnZl%%9F^+UG8jB6Fu zNLIXO!PVFMd9AYX+rIZh19dOt=yYCumQ39 z$R=~)i4Iod2QohbqLovrR{)!`xNU#c>+@D64cNi|wlJhv{q%r1_G0}>tOyayj6NxS zu~KLJ+|jwG(2Zq=N+}`Jq{WYoYh+St``m z-7vnnpIC7&)@jAM`SnX8@sxWOMyuFWsPdp5an4gtySY^YOx8?t)w5|OOUeN*u_uYoTKm1p z5ZEqhWVS_uz>V4a4v?YOkxwH7=Cw=&;O)+%kI?D%kJ<)C3V5DYRTRmjra7NgNi%+K z9b_jC{fB{jcQKbTn6e#&8R7P<%{1k>fnF(u`qo!D{r0DI0Mj0+yO^6q2K$rAUahk^ zC6+p|jIMNo$^$T%jg5^gJUnFXqoeoXWg>7&?WQI>c;Mid)s4asmjl2q!ioyu+#fYz zJ>*8I@8W*~M@n+3s`jmtb?$G|OZebVLiWxb7iNyMKUarzZXmkQzoVx{EX@|f*Q zZMQ}mIxz|LpYBy1aoy<~x@g!$&u`XKsp~NC)n#Kqz0Wwc81izSoj}cr1!RJOMwvkd z05i7e3w~kk__LHX|8kWL)AzL;9C^SaXOqx4SeLgKzvgjk(ghelip$2@e;(;{-|WxN zXaF7#fMXUAD9CTWZP!!4j;=EvwDo=X75x5VBy-P!oEVV3y7D+k4;5uq3jm~Q31B!} z+xG6Ae8BT7p_u8xDo8tSCUsxbv7ZBEpJ=M(n&EVjQx=?;uRqWC8urwaSm6fxX_K3M zE#YEw}_PxE<^u4<0^*Msz}a{|!D)h4%a# zKBmclwT-rWz-0EuHDjmh)$78mXSuh==J9E8BZ-XXOwRu>5iq4R+aZ4v=o4Nx(!vN0 z>^CcHATu-eVYXlQt&-=3HBZ@Rt=Z+@8dgFtu7#X?mnQNxU-n*9puza#c2{j}Z6VyO zVr46y;fBtq0144@T6wD4pqhDip1twSc@je%l3-FVXsya4dS|Kk2ID<9Yjs~g)>NmJVT}m? z;nYS?&u7GLw?7wQrUv&ow@!Voar+wq3&xd+A1uPcbnZ$i%UKR`!HnZo_)NbbPrzWN zD>ETE`O=eBBZ#fty?E(T&8yr&`=16 zPeg8mX=o2l0zmm8$+}m7d@s)_**HB@*@->JXxeo`Yt_A$!v#*-W;jzUDdKtqqAc5ABtlKd!IE?C7bTNJ<^SxNdf0_?DX~yA+0EYS`D45*6_AZ|SQDo@2iYOAL**_fL>zg&@X1&? zIsL1vtFL$WI}Evej}nf66F8T;v@KqRgdC}?Art=|?7GVGxO7Q&5H_je*vj&9PoAlI zV({D0P-zGZEABi|y$XzKaRKyZqkANQam;_OSZ#Q3_u{$EaQzqjj7J5?z=a#2v9e(Hsd2p5Ii3@R1M?m;*ai zB_ovSk>`l`N|44R_Ve0i!cJAblUno`K}*IBUi;XYuV`(@w5!sq_j!xG!Lf7XQyY1& zwM(4%zdI8=3HG|h5-c9kOUb>X=eWe`Xl=Xbu%5~OvZt_DIRc~k`JS$ukw zr-YJzo7!|$i&v0xJ*f_>;1o}4=9BF90i9d9RK;)>T`+2_@bj8SD&4WL8$=JjEhXNF zc*d2y47rdc{bO|eX3QWn{r&yChSYE4$mY(tt{fc|Xl8!ALmzjYC@q&;n))nPa{}9p zv)?D~m|Q1CUq7N-j3P(qQ;QNh@6iid#^kG@*o-R;3P2zrL`h{snSIPP2xeOtHNdCe zj6sokkI=@iVkYR9rp0DoMEmI(^eTJTn3u&Nh%`I1JG#}-LEUOtgzV&k`!_ujKicyB zBWDuAnH(Q5&1%r^UNIyI4ZEU(;sa%AH1i9A%$A`i2WV=G*_F)Z*RNmKK=u)qp!F|; zboJ~BADX+&SFXIh!Be)H%UB{w97a*{lzk~OnX1AGFQM-0Gzu)k6i{eJ-SGsMuP(N0EX4JWzhH$4>Rd`l+g`q^IY|3 zRJ(i9&Q?6|K$P)1@yNEosXVo>RVr>cGS7#rpAJX8fWFIuJ3;NudgvnDYLC789JzL# zqk_Z@%~06d+Dcw?x|5+%6;ZJ}t|;!h^p(a5{-17%#f}uP$ZFeOc7}Wvrxmo*VD}zA4SrOCnIJ<lr*pU$SBp(5LoUt^Q81Ld1G7<6?D{B9v9 z3=x%_4fPWHCItv?(0|X`9{YL*hlNIrUBamAXP~#r(u6J~zC$}4`T?>V z`%b%Cm$HcmD?};6cd^SWsNdNW1eG}wTa`p8wX8IrnaJ>YpI6uQ_1snPcf^?*JW|EI zGi)F>R+ZDZPs3kE2AsA)`E(&3I+i?+vuAM$WY2|8!ZEl=Led@H@LL|g2L;%;Jj|IO zl4CmL-Os1yR{AA3M*Dt2E2`kHi{~A>8Rvf7$MMl)!?}_UmUAYls;fw?!XL|%-w&)P z5&0+C_l5GYuM12y7hUIOpv=)lIY8-K?-#WLPqhP~eVy0qb$%2{`^a^_d$aL%M6w}m z`rla=`_=WEEcCy4x0jHj!xJKb1V8+Hps2?`9Q<;GM62p>6)y~mAT_;9_E-l>%eH$b z2EcFv|9`)K9~HcW-r>&|e7a4=35%KO&$}5U>s(lB(cjED;{8Z>)>UcX@f)qYLMykU zgJLuIjgYK{TYfL=hn*YGfn#vva0GtZ`WD81;YB%3yhYAy<)&cLlllrQdaO+>q2>`B zVF7OM>*@KdLfnO#v3*7m#%vSrGz-GqoC9d)k+s{nJlEXrzFuddVbY<`T~oZ4`txwo zNCsh|joT6kK@Sbb2aCn&Rk+qgxsCYHAheerDR4dLmQbk3HnIA4qGc^423u-!a>PX8$*k)2jGm68sbNh72iGjqvYovq&&l4?kp`W^;^|3^t&DG^}FuOm9BMZpE-vg zj|G`H`lx2Ef5ifpQ}xe&s3LU2cTTHpu^-fFvZaRab21dc$m*t~}?`&PVfh zLSDV9qEZy0C?__Wx=$4gvEmJ2 zK4U$E5iM^6Xq@o(H82G&fBzJ6MvW6qxBvSW%6Ty3fB*Eq{%60;Ih@1G*_!+}>KeUn zLh#QMe?8_q@D5?p5)A5sGPDbV%ARg?*<(DwGg#nhU`ElYiBiaLsbs-V~NE-4N&9 z6RV#hENI>vb=)9DN1ZAOYcNg+oqSGM?&hrC3d?2}!BNzObfghD8%=@Ud67-T?n*yD zF-ocHVMamiivMY3@A)b2B9o;+gGXz_83L~+_L9fb3byx>c%i=vCLd$WVL zFnPlw@7|inreg3xxBFf|qtN$fURJpZ9OG#M+Mlv{lVr1H_~LUf7v4C_T3aD5uROPC z`07klDG41vgu&%pU0uzS<4h>C%Dh;Y5=;4?2)NyiYG^n05_LZ(Hy>*(b;4kXBe`YR z0A{0Za|a@($~AY?U717%%CLo5Iw&BU7&^Vbdi@%@rE6-4Z*6y<)iT=DiMpWmvfU+8W* zTX12aU@d;!$#5Z6Q41t|@a+(mg$X@KjCu ze%7m(D(2(E3)#vKoXJ|ImlhUR`8u-oU5e+6ZMj~(Gd=T5jqXZE*bu&=!$M^ffn7ah zLr;SijN~^z&B@7G8oisTSNVRZx;bAG<&-1Bs`fGkd&W85InOPP*}QjUf(^L1GWT-v ztuPaWPLjEwE1?~^q18=Z!pZq;mA@Z(u*_>K20iEI*>_d-j^7&zLJ8$AQNOF#q@{w^ z<_vG&bRl&+o+>0=eXw;+ovA|hmFvw{A$keFVxK%(z}wu5xmRjX&{`K%VaY=Mt4iQ5 z(TAOLiP44m838RWTw7z$pBK)Or3W22oR}!{`mG$XA1(9$@6j)Z4&fV^3S)Ir>Ot%M8Z(r?4jNK`6AV?#iBE{e43NLsBUmjxauL5vdL6S*Q-z>` z1T|ji{_Ekn6~<}es}>nycCZ79Xvw+dyzZsytYAGZV_3v&Pl!RBk z>jnoOmX_8Jmk_tW=Y_IW4EWzpy!?y@nWk3qmaRO&U;k5$XSVnw zw8<^R!Q#iMM|(COKVN|JCa)P=?LI??b6_R7UBF&bl;gyN~3yudrZN_IAq{+&{ zT!^FNI#&=pW%Cci$(vJBAh&DV5NB1_5Ot;m2iaP z%H&6V*_QkZXnTdqoIIbc#i^e!JE$LjAiWTs`rK*k*5+cc<(M`!SNNfqo_6!P| z(Q*Gg7@crYrz`Y7i3^%V_uo9lS1#J!Q-j~?o3d4qX+Z&VE?=m{8(=NRp{5TY%UL*j z2~_$=K9D~yICT)Sl9;cZ9L4!m|NO<8KPI;aBW>`uR4p{g^sk=)8;1RF|GE12baM2g zmKaG$8+!Hr{daKJ9ih_6M3@WC5Y03DdGWr1fpK5Hxp^`=_NYo1YWT-tEQjhd*_o)T);C|G1$itSAI*RtI@?K!|`JZK1I-yOymALi8CB60(+x2N3Y z=^=bAtl9^>0q-?WVPk$nKNfP?1f;$ zl*5XG;Q=}pJ399i057?ij8yxe@6d5s>&ykm9{PmF#l@9dqUBy&*$3M^#db5Y_wS!J z@68>lrL#CAEL>8}clPXAdJ)H$Zu=|I3X%MQ7BH+%Cw3?^< zH2i;(05i;Au8+p)+nJ|T03?l%N9c)-I6fR=B_bjcJlI`98Rbmvf{FJwP5Qu9qQz$c z0Y@jAqHZMLiVD*HY}(BYgUCdW)#8Ic}iDp*>SuV9;@l z1g+NMaof7V=(f8g)Y=7yuF1cu!K_tLv}RFH?=1=CU;i5gU%}e#rA{^z&C!aku3{FY zOLz|bR`@^O@r~Wk+g84*`wkA3B7gx2FO_{nx!`S^K_%1RGx&Rvm$erw`OhD{IV zdhfqE!M_M7R? z^iM3sftHuI>jnn@isdj8CF~$J5_z@~O17{ofi6>?9z&%!kWQfMS`bu~%sp^Bo~c*y zAujGT-cec!fUd^9x$FmfLkBD<2uFDD zRk~X@yIDI=w!%-_VfO1!*HBHQ)BnpM=`VOOL(_a!;ftf4KjX zQ}@OwF2{71>!fx7Zs0Lo1D+iBm^jaC3neT2RV4x$+8XyLzD(K#P1Z-f6}D*{9M~Ex zvUxF>@5qYJLVnvrMppI+A|fJkIf*ku+<8+;t1Iay9S#mo40ttA*ikoF_B6+7FTlOXvrDJ9vYn(D7tHc|H1;K0rbm_mP1CHgfIe&CWL;fR9E#=HqY&IjWc<9FMNFmxp%qIW6I+MaNSBMG0(Xk z`O=HRH>L7-cQzSPXgeKJYdgODWbJoZK0i7QK0|QIG+Z=k*g_rs&6vs3g z!@2Y=EP_FEjxCQjnoJ8j%;O-dQ>|ls1p#oU(WfxY7m z++%ffGqjB@|Jo^i`ZUM*rY?G4X$zu#`?KhX3+4o36$noGl~72lUIgkCfh`rfUv4>a z#G4$XIW>1S(xP0l;PF60MSFYu$ihPK%a`P#oa&^Ym}+aDlTlDo9#L0Ue=qLF7{;OY zB(qNvF3#kxiz2>$`I3^LsiDCvC`fBF z@x2NVW{zPqqu`Y*r+9hEVI1DipUb@}h=ipl`yX6z>^lMGQU3Ggfs*Xk0R)}Sf4n$! z1!+CdG5q6o)DPC?->>?Z|5M(Uf)n!X!OL$CEG;c1oSjQ+MIch-qriGqNvXxuJW}k| zdqJ$X3ePGlD@Pw+f3*n)Ua7?1{7q!!Ro2&4LqipXk=~V+67>%*z8AETdRSCZA^zav z37Aj6#6!uER^<&K2{k)=fnP#eTD8p*gqGqqVff3J?lS(zVV|)@faNg&qwgCOR14MT z{=hNE!4SRu(Q0Ths-M@B2c)x2ClELA3KSA()UH%aQ8Q z$E14|u(Ee;S@uj~Nx9AP{mljJ7cX9LIQfvHb$>9A#By?S z=tv*^ct=1)BxPcfc6V)hd2!?_R2UPX9}WvU1|LR+B7pY75r_GH_SJ37Cibo8g_YCI z@qh)62T=9#(WN87_ratsE-iTk29lVWnYCnSUdqs`xNE?0 z@$FHt!QMLDb)`-#N|{=GAaU_hK16RsoG!xaa(JVKXaE;E#qGP8eVBs7sh&kI8$|yi zA>qt1p>2N_46lS$XSUJ`?;4OdqCXX+uL3<>My(iox*}3S`lY4 zR4(Ye`LT8lPIiff;cl)pi=+ChD^q){H_wz-$d=91)3amwU}vGis3isqaFsul-r4@{ zAPhXoCw1)_!IRag*fsW-@XO7uEq&nr(6>R9QnxHAtJHq(yDD%}+SM9Za>x z<7?%cz3}$N!NJ8Hsq(^CzUw390awrmI8*4jbo%6FBX?lPPD3;R0D=Vg;V(gg45NCb zWn^L@q^eQwd_1Odj7E*eLg@*0$YNXj*j@0x8wF|DhLZ@S6A2Q z*2<*v2WU`1fZPYc;dr>WyNiQRFfwN44=yfRVoAVEr=E`%b16oc5#NW6;qr}_E?ts= z@B%J!JN*tYvo->$YE$f4cnexUWsdVQ!SE--+hQ_yaNLRc`sh1)YsQ< zTb`XYyIt^D7fa%Mw76dVxHbD6gcz&)`m|wW{xDgo=441Kpx344@f&l(YsZLuq|z+f z66B#f%Qa&#z0^?jR$W^wE8?^)o%lX$FZ~B>J@54Nbc7j@Xv`;bDFUnYSZ= z;Ms_g>Y*V$*!(vd;dI0=a!f8~5MMwe=@|x7EwM-32}ntsK9>P%q(Z(JM!O_+bv-9z z@`LR&U1ol`PO6s=HyHo`Vt91@M~_&8n8dlcnj0D@L5;l5*9XAMFBT(vRe zMpmQ~6vnA;Vz#3wzK4U4k6%`>1|YEzHj;>_=mpcR^I&w?xtN)evL|a&5RU{BK7Kp0LI4 zfAu>C!@@OD1osGufkJi@;}0J`r05h`dvx76oNF1c91j6;{*RA-oP6-;(f#_Dr;OT@ z0(1Mne8GXzbWac@t+(J&j15GSL66Zw8oSwWHJ@05!e6CqaAFd^T+M%lH7ULK;`PYAPiX1LI7& zllkuYyPTX0rKP1W;b5tr9*w+DBquLRKu?6ua57q6#NDKBBfDb%2m%puZG%44>q81H zM?AH(imb;`Js&upd%J6(z(ViMyLV}cWG604X9nWhtxnxWDt#$fmcKupZae#>wl)rQ zQ(JCuk*1bbb$2%nk6!r~Q0BxPjCy){Naex)hWPAI1ru~J!PO$eKy8XLu>g|NpE(`? z#}EW|Y<&2{@NkS(1?Prb_T91$Ml%FqVq)s)=`reO0=ePvVhjzf;}H@nR$AlD2RYjw z2DlHv*gZX+6M$(Tki6iW71aN>a&S=BPNILC&CccUL{|2h*1L#^h}w&wPjL`*w`m=x zpuj?CFB_3RxcIhL955!*Lff;ry4vwcrk8!@PQHvb9h120`vtoS4h{|?Wc3M$L=jUE z{gpT?aS$XF%DPXu#0G=bTAk~o5wIAP4rUY`o|^J?7<9siWvGQcL!5i-4=B;XJSNuo zj{~A(97YP=9j@d1o7*$ld9?&Ut@6zWgGg1w!k8CjW^y5&25K*#&}svOad|@x4v4Ss zHF0PZ@&#({J;xg(3_ye6YRTPg-!?tDm!n$2RVQ?8PBrIw~0V6d<8fJ7~4}N`Ii2Ce-UcLT45EB zWCAQkUw)(p*jKJUHItAp5(kedY@wU+*QCa=1jgFqFeoO}$B|xrW@%+r_2z;BFJ#0) zRsuc@vHMN)_wPrMm+#+ageN&m9oRW-F2**E7Zp_1)LY7@%VUHUPny?(B;ECx`fl&5f3h_kH&XI;AGpLLguAa=~2hu665~H0pKl^QvM1 zOlvv@z)X>h&dvs)fDHO9Xp}w4s}+G@1LD3=ali;pYTGizISrOZzh=k3r36C{?I==m zSyDJl%R05!z zNTdkZ=RnEUfqBz6Fz|w=JRe)^NSMUvxw*LoZKueO^W4o)ra@3YtvOm89|8DID*|s5 z?W(a0T`tJ8Qvwh$dH9as+>ew&2puG?=#$HU$UB!o=i<8UZyCn+-uY|WVEl$w zx(R4g;SIA54G%6Sp_;BUUA^w-XT#f{AKfg41vcu+I3Z*^71LJb#!&3AfB|;a;|){Y z*-SzX^8w&8vaqug>bdRlo#Zn)GtPJ6Le&S+r^9n|fyV7gRqgFm3_`Y*F_K;_sVe6} zxwMaGYUNdb^`{|eoLrMmB7kzwUcI8YlYN&<^rkW`Abmh{ z_-5wj7a*c*>{hxnUy`Dg$AQ93keF**72Cf#kDj=QgNhHZUabImq4y37_)=7oNjX$g z&^0fwocoz)N`o#KxFo~Sv7-i9EEIVdml*zdr#5BIdN{>#H890AbYP|~0;7iVeUPk( zXWp0p706cc!*0jOVy_46z)FG~R^#2LP9JThb3WunDyn8#LES{x{$~;wL_!1XgM(H z6!i1~px$BtA!wA?b3ryiYIp@~+|9{oH(oH@j*gDQyIU(gWlsh6_cru4H#djjFX2Ly z&y)as=@i=%GP&(u06m&xGkFW8X~4o)gGjf4!Sd=H2T%@Z{~llua;baGA4COhCXUX| z%`HLVLL4l%@?91d7GMprKpkT6DkEc%Zi)TK>U8_Zj~^=mL*#%nbEIJ0pQpSMfV94; zsXwU85p+8MI%v(-6ZiJ^j!}#jd)D*dk0Lq^>i%tx2jHjskR)f+kwVcFEglSfMm#`n z0zyI$A0J%z_j_U5Z!bQy1c0}@+OCN1#r>^GrrG`?D)sEUGKts2K0>N7fRfl2^FQv( zE3pToolc&I`r=SSPvyOA98XctW_&zQ>;pm)WA^jY*8y}#c@6)Y!jPHW-`nvG4p!F; zfAz`(@)kxwzKy!G81PSnW0ZPdxt|0q&fhPNIs4fjkLmX08ZhO@I8-I>-#?wDQ{*`{ zWduhZ-UEX1>wq+Rn^Dt~heJ91>emB1AjhcnG^z~XO!4}rre`H3!a{bxz1dZgV!$c; z>vO2-{@3dwTm0x_&-sx4zY_w}k)Q@R z{nYDkA7OU@Ar*^@hbP7Q8VJCTg^|h}0OSstsL{-f=tJqX=CzmTrFIx9E1WrZ`gCPN zAsrwb=}OT0mRrjYFB`R>?gPjC1o^Q@5OWqWF-Fv#@WLbUE4gww{b%tE@TITN3NxR6 zV)KW-`Ut!u@Dz;D0PLZJ$Dj!~c__Jg8(5tvET7+<>DWj{M#f#0#y>lV=D%Elf}+d{ zTx8w;n}0TF9A!Wb_UX7$L)CxpS=dc+Z9XXbn4$zcH?MKq8Fa|&>+2{@G~N)_`q@ws z)pdZuIkv{FuYeQe1#qzX>sMUhe=Hpw;l$!!)JONA_>?)vq1!=u?OL{W0qG$vgM-jtvBuFY zw)Fs%ex8f#HjqEx-|^ire;RrO8yi-KoR&7lj_z(IHu8r)T$|~}M!K@~fGbN{R%~}I za@`XW+xkVNnyGc{&Ye3Sb8;kM2#bJ?Sorzxn9?21jHy#$ub5PHbQA=o_Pi-dI3D0C zIG4|WDFRdCV>MQL>f*&uzWJ(`01rV@VLa$qc;4s0W$5VYj?B#XgBvvlExb-P4gdfJ zZ&wN!7ky)6LSbRy%Vs^~L#{hq05|x;Z-3x~=Ry_%ecb~axVX6Jo|?+OySImx5^V^i z*;HpbO+y$bzJY;3p3P;z58&6zK!9!J*Dut+Q%zCAg1&uqkV;RKtCyu$5d@GH!hpwN zLc{Z0>+0~qx^y}Q;o;&+vc4V}sd-l{DH?8~th zi28Z^`1k;iLI6C%$n5NS1qFqKhY(i`4iy&@y9?rT!??D#wz{fH5;mDJdb-%%2 z%L{-OIcDApSbPBHCZrdNR?Y&zOsHrK<2(n9Yr@X(^tZ;w8wfd2HflFGzb{drK9~$9 zKZwFFTA3WAf$cL2iI68}+9zqpygvn_NoaQVHxwYBmUp8kP>uOP!}4ZvMW6c!c9 z*R?k_-J1IxW3dNbD5c%+j#tazsuMkZ`gGa?;LQ@Wt2FNCe%KdrUh_0SXpXRE7oCR} z-=dy_*3U0rq;G?eggIy5y=v{Yk3koMcmWK%&;PyheI6LiBC)w|a2u4itI8mmR~t(rlt=GwLQ+y%r*XZz)SWxwMn69#BFx`^{P+rN*B8KriK}(N zO#a|Hs42X?D3hq8q49>A0DV{CleIK*DS{#$?)}X%vfEiYSFj{hvvf4)HpfZXfa&lB z8rBa&vhvfY2TDF#vGTpTS_&l;foqu7X=-XZzA-;QB}K6G>l@YWB!v@L5-4rs{p^|F z_wNd)yvacxsfL_a0y`)GEf00Bdt{OB;WIfi12dgWS=v}%PmYExq45?4f<_Mb=CySv z-;1po8XDg4KtN)0tj1(ty?O;#8U?@@2e4S#@Bla}tr-VfTk84w`TKB(HrFDToqX`0 z-r61=9UD_?0AgMRAqRKnK4iF_78TVccxB@Z49a<^kz*Fy-!zEo!^9+2-|^bV`2CLr zi){#chk6$j6d=r?yU*@vbdLk-SH>Ui)^qE8BllC%&dQ1cvM@P}i{$c5PnNmP_FP~e zXlqmMFMF!a)eL4d(e@#}r2J1pZ06nF-GnBS#|=#)h}B3nZdh(Nh0-+z1!_lJeFx$*(`irXqQ;N^nLfu;hbf0JwAB^K^@5%cSBU!d*k zDtGeHC#tE+GDMZX?1A=5rK$jw9+umW~Hak3tGbZK+h?=F1P5ZVcx0!@KFbc}OpyoRp9zJ|1kM$govQg#`oJw-`Ui|9r zmd$kPdz4g2u$yj^L0Yz@2~cR<+UI>ZhxcaP(QkZxQ7R@>5$q2E85usZyI4cUd+Ac+ z=kH+N5rmPEkygyPuvP>dd>jO*x>3joKe>WBq@eYcwdW@%@xeABl|X0&gA185KHZT@ z<^F!-(*R7asWxPU5V5eVW!Hlx!caIL?Pl&|j{7%&utG;lGVl_OweLQ>f8P@e8xKKX z$Lc&VXaBx*zJ4p73=E;|eE$i=a(mU-D?=rc&$J6cfMNE75C2wU1!Ez^3jUur#Ot*f z;YuLRbjZhtjmI-*-U(Wr4hRff$*_TxoRbmB$;k#_NfDItH03&gf;t32eGUGKcM=~5^7wMrBy0;g2*PxPmlPMr0o#kX zLm)dX;fkOjg2ctg6ZgBKZb@95=U-DC6NBP84p9vEvOEXL9EdwGc5#qH{v?c$gaj7> zH(J)fkO492${=)ba0uJYHfc+EQ9BM65ZEy+$ni7U`6zC9h|Xi)RPkTVghoOm68)SWB0fU?I| zx?Csklr`O32gymVj$G^&YXq93Q>)y0YZ-BeMA5KuV0`hB^SZ^<*my@#+)PeKm+m%( zF)G(7P#}RytXCbhg9Nkv5!h^ec@;7gCeafeva6JBN z_x3vxr%%+E5$hxJK|w)nRFsfU3-Jia>({TBcV}kP@Z7yNsVFIi?LNPk0}l6$4pVo3JkdY({3!VWP%QR4$Gjal{>#L6YFrWCi#Kqvjuvsxbv?ku55fl_0h9ns@0E31C0_X&? z3L`P-a8)bRyS%;67u_YHw8Csfuu0+y2qC+N;&yo$&|wn$Nq1F(YMV?=_#PIE#TWQX znVFpjQ=gY44qTx7lbz7`C_7O*h_EW9&))t1CB%0c>((h!py)lG-^@#Og8JZf2oyUJrzB4Zz z81)N0w;NH3Ag`$jo!NR!h$R5~KuI6KGx~s9v}STYf5t|>)YX~(0AXbU*@9Y3Vm;?2 zpC-}>so0jHtZEL7)xbubR>U2MJ0k@>h&?lkIK~X&QMWp*3sQVE4>NAVrYAI1d-QqC#2{ zeuy`#*@Q`1&g5cfx={F*f5&vGy1$~mxB$FGE8wXAv z+Oz!I(HrPJ!%jDKcSo_N`WG1qz|~}IEYMw_U_Wk{-k0957S@nqHVwk(}wPH zi6&cna1^gzyXKoabc_fWr4Z2w0$9mffPTc~EXzt5%Y%;q9exx+nSNkrUxbEIBUc!j zfk-!i3=m6ud+tx>P3CBPvor0OH#q?TK_xhzp!hix#hsRM&_E5V;)e|7$3Qor$tN%_ zlrcv&mqb&JFsvqu1^_w%4n6@*4%phv--tftZ;0RthM3r8i$Qvb8$@206K7?`gN%%7 z^w5Ir;b+T&nL0(35VLuCM7CkW8You1Nh@X7iZtBq1|piZUgn45>TGROZ>YpL(8mt@Ul|`{Vb=&$hj5TkrGM zFs{g0H|h|;0weSZ7(EKZl^SJxgR zf=^s~>gCpQRgdXNnUIi>7?5l#p~p6G;-Gw8QE`}J$GYG|yTL`dMMg$yIbpiyqDm0a z&XTX|#xA&F!@=bJXr_sHL8}pCz>FFT@>}nH_&z<`h$7rFeEK@Z$AIw$%PAlu#3G zandYfV>Y{r{-@BPTmEVKI)tEPMbhIP3$Q0ve=GA2-6hsHq>oB~xO zQkb8=A6xP^=%Y97?Q1hLGY_9QaS-wavXC(16A96(Ea7sDr`N`R>yd63UlCw~Jlf3P z__uUoPih^ybYr;g&@RY;iBJl#(gj090#gM;h%J1?K zQ3rY@CINCFgHKt6y;=ljbVTRLty>GKBldd(mWzf&0iWbH{%yd}($MyA)-5<^I6-*y zMN4^QK@dS>;(`|cNF;+(c5d!E35n%^2jn5^N9L#}=6wRGDcok2J9B0g*~s}#Pg2oa z>!Yj^dLu7C-#;Y86PJvT*9v?R_dKnF*y6(Pzr?H3_OhjF|7pX3|0+{DZmX4cVFVPkX-`KSSnxy~n!@ZpJK>y>%U+x-_1pbd7 z?tp*viC*ehN<-Q|Fr^%*y?>vE&g&=I=z_|Zm+R$U!^Kv%RKkG#;)JUg z=Kt4M3*3cjLAYh$9}@96X1}6+I|RrXt8{6|F-9DQSgVxZ ztTf!RJtmd{{~d~#S2T|X3JRPMu;EG@RWHRO(>nO1el1+sy7AsCR+!GH?LpQr=+C(#F&ka<#hA$Si$XPUv}a19t+=ddSE-g7%KI; zvU_XUWMpKTKYgO*z6pbd6IU)QMNzqliUiJpP_{s+Rsi*@OrHkT{2PkXXq@AK$cac2 z!2B&Jdw4K&zDv(zr^n_z2)uzn(Qp>4C8;k#@5O*AEy!>J=n>5BOu!m$<6n+hny{fkD)>Y~!px~7&azNhB5y!80uE>2nT1O}AwuAUpE9Z}Nxu(^;yqo(R zj%Qx^BuIHc1+wa;4naNc-%NWLJ+TFSmR7RUSG0n^GVZ=EI|0FG;w~*+hP-l`l7t0Z<$|f0$ajm~uoGb4f-<@X*mWJwFN}+jAu!sH_AaK* zq+ePBF|I_)IspMX6xMP8@2Ajd5S1zxH_<5K{vFEvmwN?#3l!c&_YIDW++KzLp$yu;Yh(S|mfiIX5K&_keOSi54EWO@#3~3%O0K{X zDuILmA}Sv&JmAnWL?##^?c@d0f?r7JfWc~%2O=wY)6lRSdyHI|MYI-}xgfnZj7J6A5W4r`(GfxPtK<;$1jVanJR4_W`hEe=2qJbuF23QJEz{9FK#6H3NVf5|+h!G0)(JuV>rZiqYJ`MEdJK66a?QdnFY;mXA&`5s)_D?5Z zmgY>;)tHrhAUWyQw#HVr{oUa@Jcs`UsMA7UU3SA(6S)FOP%F$uIsRMCn=u@!jiV?!#NN5Dn-8zadSq}@m)-Cq)P^7jys5^E40 z>j9oKa*9G>unZ8X35H30i1=4w3W{;O#Bb)wKRd_QPi=(^D`OZ;3J%)t?pZQj4E(6d z=XH76i`l&X1$ZpfRoM*>qS2bdJ6GR)mw<2h??5;`e0@(Jl|lcGxw50be<{lNu04A? z!)@A%@frL=LK3g9mV%rP*cwq2qA_jTn^74p~7`|5y-CoT4fJzbqBY|E~{M)v1IE?nzndItl zffd4-^O!)i&!5W@wJuPV?(o~8ckRr8S3 z%zkIEzle_v1b*}9&yT@m5`tvt${ZwA1gk*TT#ROgd>h2p5PBW%x?~zKejl{p!|ehf_$=qTK%P+4=_K`!XHs#blSZ8?!eWKb zAU@3z#|`uakJSsnmJufdb(xp-Ify7c2+TLP%KcZ8}f*wWdOAN2+PWKD(GP=ZZcoQow`& z=#%8}pN@_W3M;Pxs2%9brpf&?PjOrU?p=x=fXFCFyNN@Sw3}#{?2{EZY3BZj`}w(V z5!yhHw)H;w%g^aezIOKw-)H-q0+hu_LA^!?^g^rZkfLG-pe6Mqd+i3-uaS04xGye+ zB}xAGd0r^v(-Kl}*9!?5i4EYbL3c|}p)roLihrGlYD!u?Vm-n326f-@^(!5^Vn>uT z+tJ>TGK&KrH`e|@S1|tl!Aa5+pV8DLU!KU;Fed&+#2y$e_{+s9o(yF4*FLOw|A6o}cw`-Y18opU@S&whkBrsh(VcE*^gPE-eK|kckk3PPkxx{(9N?IXtV3$3p98* zmG427-~`VMoX*MXf$HH#32O>>dE4 zOXSQMFJN#wB?2}-P9-(7@8coJ1}vAFwDeC`%*+<%wH-~^$A+#kac2!|QgI`EyDb!j z-h*YP*ikz_YR%%dRR79$u%bfAuzk_H{A|fcY8=Ed^`H{{$XTIeockb^q3FyAiiG6E zk`J8J$Iz3USW0xVL=1qr6b~H`$gRq2O`~g0(X13Ts{x16oMQ0BiDHzeO0=EtS69~) ztNgW&zg+>S`emN9<5MkIJAxhmx~@+7X$`PI96nFaZS?NsS-ED-7AN(V++CHwgi=JmT!OJsqA~d$qF*j4qko{2g+VVNZ&4!#K3-|ZGX}YVcJQ}|Lb(!W z;x>405kF`ZMf{n9v7`MpKkyVlRJdEtR5=|BXriI8F%xBzO*uU~PS3_Ohv2S&U^+5D ze9SKToaFf;3TR7Wnq$9BBRxAH!us7))q4j#p#8kOUmQ9N)LMd<(s*m~2k2*#Re#)qw2G+LOwH*KZofq zA#jtIv}?-C!r95Aanh=)s`*pB?q~($>oqc7z6{V;1d=J5=A&V-BYP^MQo1Y2sQ>~B z6Cb_rTXJEjB*KftfkzHxGWSHkk`!2zFFw}$X&n(3O;^q>U`LB)R~8_lnQNV_=8S=W zz^Vq3>JuTslBS`S&iSE+0DX9RAjn-gi&T!Zr2ypvd+x`ZgtOny-h!x}lX3SB%*n+il-z|gILAhkLs@{}Gl5L#zqu$yR5Z&UAFSRSJ975U872WDFrOK( zYUO_0s_C5ZVS^hxp6&`t5r=dMrgTMl`I`{S0P9S%8PHKqR1t!Vkjgn#SM}r6)SgjqVwNb9kptvxH zamX_f{~hKyajRHj?oclrWPI}Y@ncB!R-)ARf%i9P!uf$I1wmu z@%$w?9JH$1UtLoWEregg$nMIOXD_EwAL_JbA^T7%m~N9*k4Qq}L>4?bMi6weSipkO z@B7lqzSdlgDEkf+S}CSA=-^CElP#o0x_7K92F#8NJUrk( zRBE~p&nnUWK%fH<{6TdWn2g2l@&axZ*?KcLW4-XFykHjWGKu^yw0G}WbohrS9})d% z%P6E-9$3an3vWv}iDLv%fFS?4(5kS|P*KbdVoxk7_wa+KCpaY?(0B z01|RYP;AJqAfb#~Jwufsnu1_6K&^e2fAR75=5%#+Rf&R2cCWFOBch1wZGK6$JFe3y za1;qd{Kf3XWZe(vZ-2R^2sC>g@RvBJIh-KDkTr0}M;bxT2)w_0kt(Uw*Z{4i`7K2oWY+zfL4Q zy$A8j$@9jnLL^mz^G!;idbY(yI#~=^%AmiFYefVFZGZ-J%cXb0{#_G(y2MTG^oA6r zU*?hf9n>3Aw9m%1PZ?j?AS$ZF$|G@j{!Bfm;68Yzz`3r2}N(XoP;Sy`mas7!Bz!;-vouO7l1_nhZ84Uqa0DD@M&=lUP0 zjRX{{-yEs5g-697A=VK<=2xJDy0340GGZSG;!A=$g+lcmD(`GZp+oB7%=+*!=;=C9 zQ3G&RpTGTD=OKI?LZt?T5Ed~bEvdYM!U3F*5O99|Dgb;!qJOpaEe<#K`aeyQt8RHz zuoGF0k{jm7?{*JVJYL&)xR0AFW}zt|%^jGJmDmyw_gqSqE}lTkdNf>`_Wr)cfddDQ zoLov!k@`WDF+iH|!s6d?d2?*w|3)pllM!-$p~-zU4rUSa3iR81b6rEB4)dN@z0aWT$7R2I?(n z9-~kr8*SD&gOQpYWcnBPz{p~zN^VKClW}*4lHdzlmpt&%AI&=}-j`MnFcUX5XSglu z2LS>ZO`tp{WI!gH7hsOQr+)CuNp>S1rYK9O(?w9Qre6N|0QEVYOW7w$XeK494xvU2 zWta)L{cKDQqxk2|HSsm)7gC*1BAx4VoN4F%(I5QCHDw5#>b|ED`E;4!M*eu#72T6M zwLgGtkkW-&Iin+xea@*JBc!pTyvUf{b!fRDdXwV=UG7UWZ_5+e|HrT0l^6RR->h~# zM76qzP8Js=pA*}U8U(=GWS{w({r2nM>yv~6U(-|0hoDeZx}_d~2O<=HJ#}dVyZlIZ zsz%LG)S9R2$=Gc~J=r5o5E6zc=`gQ?TO1^O#O0CZyx~M?L75KgY6s;M@zk&y>|dgS zq}b7P@2MKYNk*{)juWjS7#7uc>scVEDtNx(O%J41Iwf^qvNEd-d#dX^5m)V)sinYu%Uf23?urzRWbj z7IvBU*aL^MdW1OPc}%@P!Q`o0i>9&iu}P!)acr)U?ho|r*h4B+5B&W2wKbfl`lJG1 zV!a%_m=SJRS`>tc~cx-aQBWl(@cMGRS*enqDDd#hWUJ=e7Kx&>+zl;=&o;r zwN#>Ld(*VFwY~FF&=$RcGZ->}H{fQsp=Ae}#{hnk4EZg&V*vvzR>R{;nxAXo5COt~ zyoBmN0&V>uY77g;bjk&-v(e@$l2q~fbxiH&k*C;AgyBGSCdN*Hc^?Ob+b0%Lm`=2s z0{4p9aMR|j0^f&66FXYk>Yc{RVYAx#d zZ>sqWJdr-RkRMGlGldc>gu?qI$n4@pcbKTSY-b>eP0%frc4Ob=F#4>~k)V7~D?ZN5 z!@unJ=qO{9vu}kd>}NbxP0utraY9SG%w=Zq1Lk9ezacXZQ(^tw&itv5Xz5#0Q!{S> zvLUW1pdTQYq%fe`K_843hK` zV*9l$6WMU$Q9_y{xLeHaER=iCnDMWNKl(ptojG$J_`0zjl<+UhMgzLyQ7#*YuAuBu zF8KN|iYRL7H22j1m##Fhz`+cP3gRQAMjbp8F3d;$aA1^z@xJKo+r)~V7g<^5z}#w| zp58Q#j=z2odIus~G@b~Q+E2#8Ka5XRG%QjG6czv zyCKd3p2P@-Pmx${p&p8Xje*E)kO8vQy7vrJ21h4$wstsjf?PG(UyYp>G{x zIe10bi$QB@sX&SlFiowEP{($_kh)_4y}c@9c3gGQ|jyPLN1O_@%@ zZ!{wQfq@JZ(2P56G#!mdeks6iFHM@39=gjbhq-$j1QwP(jZ4TOGF9o0k|omGQIpiZ z3(ofN9*p}-2*Qp*fhY>=3*IL4&*(tfL+E3`u&i6q7-|ajUonR#w9$l+fpqqT-Mi*X?f5R8XF(4GPxn);$Va9vZ--)SPa}hR*mo5CGD78t4#%$s7v2mboykE&j{JfVrCRlqARg7n7%E z*&9EmHDsD2OUTdPpH4P^N3?HdU+qUT&IgZDRW5dE9rz9XMI$``_!0l3`xGS7b2_&)#eO=n%BL-E+VZ>>oOyC~E-AVFvxb zg(%*E&FiCRq7hX9ph9eYj?fk{^7V4AT)A<-rE;zF03K-_#F>GbEW{+%*-4LYNbUY3 zJJY7|jd!yCiRppX0jKHlv@&ONxzwYT*AbPXohogl6M52=oS<-bpuF@2s%? zK_1uDzLuTPW>M&*aS)RTB|^&*VJ^1P0Y}GuR22F(V_G{FEFnC>jvs=wh&bwS=m|n< z5Ac#)6BC!0UG=%8MTzgEQ?-@sh~xVKL)ypf2l}vQS4o-iE@x)ISb7T(2qfWrB=-dW zCL+Zqf(okPl2Yx%?T4d%A$mgC&Rv}MdVmf{CxJ~#iaJQk6<|h6afmUi*(gtd0A}aq zWkqo!J`S>1>OXuyoCAwdp-AMc@K5J;Z&2`1_?|Y6WJHypm{7a-U$yRGr*d<%=ioq| zK2@qI4QJV}s;(#E=W0K#)zygXIE?`v;*Djq(?cf-KnjtUyL@yJ;dhNwiV&e!AtuG1>Ft~UX|FMwC_^ySP*aJ^*qe=_TlYVzzk3C%;*T(^UaTP z3u#l#R>!+89wxqg%<5mkm0<Jm$fr{(b%$l;8^Dyv}Qxv&?Y-{!v70%6i z17nW{PW8%y<|XkSYKhuK;qy+v$i}>^oKE^rt2kaQ4nzar77*EO+2Z| z4&5u`cU@ZKUZOP3*T+Yqph|gdPRb%E@_|J$P#;5>AxB*dEFTL>AK#KkH_>m(^Fa(U z+BOkYGH8;6Scu?)z47q{#l)5n#e>etyOIpWlp2L`*teRLwv%s1^Yd8VrX5zkA{%8BGOg8EI6eoTo}5F zn>!jWWE@C7W?wHjJitpX#u~Dn7!*Rol#m|zfSh*qx9AwU$KWm@GH=S_k}B>-3vLOR zL${Qcmd0q5x@GdEOe#0Gu9U*C1B<=3e&It8CC;S>`D2#J**%y7$b3Mj2|y=_aKP{U zn$_<72JI0Yg~PUKyul123_1#-RW&x+n9J!Yu-acCQRW#UVK8{n?LF1Uan>Qt3=Kw@ z1bg(2xmmj)EFO~nL?=t*yPF*s8{2_ypNbmIxq~zL$Ok*4O>;=5BlEk#L>}?@VyiBx zIDR%1C*yF$Fr?G8BproQ5mM-eb~dXS;!q04tpf$qgGZ?%FjRx5oiTY)E;#jhV)q}= zLnWpxBFt(fcHAtW;mAlH-BLt+HxwH9IIGD$G`n6@7Si=?z5$tN@<|rqs;=29-g?$0PF|BYS+AyayQ<4Iu)yh-Adh@8B*G4;!$Y~A$VqS`0p zgvY|}-Md#d40;2nS}MC(!@ZQzO&{=^G@>-pmvhky*p@5_Z2LU*6!qK4BWrNvGNy$Xl#Lmr~n4Skt6%{pZ+r15VP4^k=yEa-6VI55(`Lq<6Xx#N_&}X8l zio&cw?uejAws@IPR#*#BoQU6T9_5p zBt+Z21_cun*-cZIHS=c_aiu0Gk{OhuG*ZsVL3`x?@$sWd-ii?ELNr`IKc#OZMj5II zp0~KQdPetg9gchqkja*MA)Iy@+5G-2|H^5kp0CjFGkpg35eG zL2CDhuVfC#D`sz$h-(6?>VxJU&dj9z&vht4$Yh}`;#C?f6^z^R>?n&ph8SQg%Y)?X zOG^L|`oepc5NCMd!g=UOw5m4UYsIQ3LXvPR?#Z`)Fvqf^tB1y*6pz6Qfz0pJLY{6< zt#R4z5#1M`zCoUeV1Ja~z_;Hy$kx!A^f?~BXJE z47gN1;6}#XD9`l|22miDkFF)udIvU+sH(51yPMl#zRR?(r~IhVY0fkD88m1H(4R2+ zaVp|Yjg){(=H`f(weAZob7du`^X`Nv&%wZCSihr7V0~9nV;8oP)+>$@*7(W^jVqJ{ zu8o70GuD_Xe7i%dAICh0%ER|$3=u7pq*<4JhBfIkB4a#z<1Ca1hl#EOvec-(M#0csW z+updX=$#VP67O5yBAJUC4ypSoBEXWZF0!XxQy&C*3_ZM3!56qBeuKtbP{F+m(#_=i zvuHAlfi}o9`O@GiC&CnJ_l%pyTGraq%1R|Kz4zgJHF&m0JZ$>7u|h0$k5^86F4CUx zoeqi30B5hCy%7jLRAMSJ-q{>uWWnsD$*qjj4*|m)^A6)2-&{Jaq*bV4XC@8T6H3xQ z<{64e{xt5a7|m$_W%A#xFdCPUP2RmzWC9?pK={huv1Q8s%M=xbWI@_M~|w09OKOs17kWMd@9jJV^v#a39e}^@{NLXIN0Ma-cvA#p)#kX38#j7`x9|oYqy|+>(nq3_q&#ql8=HQ^9GkHw7rOPs zrmMGK@E{93ASf_Uh{W#z;b&EjmS-R?u0RXGQ7eETp4uIW2CNh)i5uMd6hEXFe&uVX zYcK^OI1);l{Hn|MF)SiTF!lzasWSgSP$+7Ip46Cz7IHJ>mFpp|5*5S$7;@&-)oAF? z@ES2_#AM78f&d92-PhN( zHY@%Nwms3%#W`U@GYfoyQ!cO`Lz$2c_;$C7-Q|FHwm|jahDS{C!%))jtI^8zqt)F_ z?sx8Z!%XLiuF(tZW8yi5)N|Q_knb}P(n>6&?_&;~2jGht>&Ce%_^b&JN4eqFI+9-d za)7|a#1_+&6mL=j!7u)niOD9YJ%lnyC!mju`v~FK6bwOp(#KTO{A`hXJxMf3jp7Eu zro|vcsS|P+d;=U_gz2zc@)U^+jn`GeunCN2TALJ9 z7fJ++fW_nxVs%MO04h}T^XQhH0^;s{A4I#o9N>gId@U9s_J<=O0J^*l8G%Mq7>MH4 zGXag`^Btk(T6PP<n7v6~P=eF{ z3B^AA3zkbVJEWpzEr}5u@V`#Jf8t`L=P_DbRm24AOF+E>=z0N>mODT zA$6=J&L`sDvJylCn%eYU`Z(M=BFRl~o*;XpdpZk_1mB*;=&;PxM92IG%eGK;(82jf zM5JW!L0icV;9QiCl{QMpP9j$KC{5toh#5Tx!)s=?rPT)#qLr92AJhZfeWETcARq_8 zO`Em~6?XBWMT-*CQ>VYqJbk_NAON;bg*cjV(m}2Vq|u(&`nt8|eA5 z(PQaYD{G1XvRP)z00@9Q^GKXea&q##?p%WZ&;zvp5G_4^u_U|335FOn7SUs~?~dDj zum|9+@*J?d+Qp(J)HbVMYQD6<1rGw|czJnahu$?cX>0~_ZgQxB{T7EslPPS#_^`3X z$13km!B_RNF&*fu zz2i=c1en+E)y%et8+OqAq*1}Qu~t1*rN2OD<@M(|E=G#mv?FFh z32C9Sk*x{J$N+(kK|`|;1r>Ttzn~dR_r^4@n3GW^Tjl$$M0+Zoj^W*qZZSEt`Zeo8 zcEK*X2VcrJ+3YKUHQ?g&w@EX<02vxRcYRUw?2923vBlK>sVCx{7ladto7Yk zf%0g!!^p3=oopQb0>5`IQB>0>5Hv-Q!*JD;TqS57(@@r^B9cXlBOsBMh}m31tQGCh z={A6`mu?d!GY)GeR#uWY1?4pq9X=ooAkbV3T>TA(5&!}zFaFKl!}&@?dc?~G)h-#s zfF74afRx(}Sxyj$`eGq}L+c=X zHuG7V=_fd9s3#P|ra0tvjV&o#*CMyvpS z{T=i#kHHb*V37mHgLEL0vjkF{7ogK#G~B@hrk`ILak|VohY=Jwa0SXtB+NFq+1B1g zRsez3@ga%T0YQq){dAS0dO(HYOPhPeG3bx6X+%Jo&uR-1R;QVu^1XuV5I~SC)kd9ityCJ zRAZt@HE+KQsJ<9tXRy^|y@H%1=1&qMiGR)I)|?D2&5MOuXtWrf=Hibc=13G@V=2N= z(6y8FF<6L8VQD6=_vDLCPEI74hp+_r7vf+8KtOs?5_j&Knz)&Hzr!fmFEH3rAeET} zNa!j_fkhXm?yps(OKwLdoBz}*L-9clS?j#zHPX`Dj@z$E$O* zPC$%R`uJ=VLrIVwE}bOb9zv#!wqg6Q{m?pNd)dslMeRI;v~iMTPwXjR+fG4u2O~EDEb;xt`Zr(^aB#C4h%2UQV46V%f;yg< zQ%G7GN%bV=V91~qP*`CdYNeM^Jor!Kx)4$943`X`4trIZ z5{>&{*4oli5#I|V9o_f5EZpefPHKu*lBXi$pG-tTC#>HMHWYoY7v{F2nwnH%BS9M8 zg;fp$g7$m+5Mmx39c??1KZbC<8S*ak8RnyblwJZ0AxUGzVvNWN7r^CkKNmRKVbJ9P z_RS5!h}xI;>qR91ePRLp{fVh}`~Sg_OV-kV{rs<<KB>;F|_ z#wvk0oCmSCV*T-cuEZ8S|8rZdxtY%JpsfNpKxB6$y$X|y^*^`e&bck({g>D|>dyL* zyN4zoB7PzuAfVHXk((W^#39J5^lq)Mg>|-#PQZB^P(A*rHwjf4|x=~2Xzxl0g0qwWkefh4E zt6JuNVx$^6OT7W@EWza^gmZuoPWbQE!e5~4IPbO$0?;-1|IymXf_GoeeBheYeDVwa zfs!8%LIFrhF#Hgr36O|)?tJ10zCJY`dV85Eh!{)}w}-Qml1#Q`!qhkaqr`(=9S8|U z!D#QDwe9cYQp~=3$!(d>Nhwm_|LdnN%wxy8fb)(y|JU6?ZHkY$|F3`K!Rm!SY9Y@= zu2JGvlf}6{9}NUvg8am-GFW6TIq&O+7dN)^yqn75Ee{DlO~SX)k74sLzeU3UQ4qo@ zZl|Tq+hzZLWV*7YN-O{UyX(o{J-FrJI^1pn7zx{QyB{Rtm{I95!$Q(|;nY7LjoCfz zRz1Q2=O4GI=dM-J0d^oeu%Gm9ii%lH-9;Y{NVw+mzkMcel+?Ch}<(o0d-?9{lfEiRgk2mQ})~bS;j(37Oe{q%-$RN zNGHwmt7C`Nc$nNbKKGZP^U8;WdeS{bzaoeI|;Ec6bxZu0UadC^sZR?t&VQ z+0d}7)2x2AI8-+z`~aY6$6r?$OaLUq461S-B8$yKdjO-m=p5-baJD;UPq3pFb1tD^cF}`_}wOMxb=b+lk?JoJHfF&on|~7v<29| ztK+1ti<%??&O_Uai=Ze9nwb^m1`-}eDvL6`{h1cuQ?NKFdF9>l z+GqE7OiDhbG|monnni@7a0}uF4ipvlz(6k2cVMx=SlfXOyX(g6K9WgJ8Y?g_^MNNM zE}OE@2`5(+piLz#;V$RtT|77wj-CDcw1njBgLrq0wiZ=CKU8s_CGe%HjX~P@&qCYw zEc*Dd1O^t>0_S^eTYUKbtzbF&i{8fVu`ViR3NSaqbn?zu(!8=TIf7s*sKxSm`b0)xRlw7Tb^VMD*^q#gEmCkh?I2T^D`CwtiTQR6;M z3s2t51@}$j@+O*6#VQE^gj=hlbIo1kzemI#+}Q zXc_9jpoo!VV~v%)y*-I8AooLE^s^>~7BU)|oys2T+q413Z`IEeRHoJ(78EL5YVq%L zHFxNBNj0+d7G6#-uDXNeoV4Wb1$*U(#`HdM@VM)V<#k+9{XHhTM=PYb;;?$hAaD_i z0(P-z!-m_tX?WVOBU99mA3_6s59dFs+Hj_B!)!yABpzj7wDPLfcqNVuuY?Zf)l$@| zy%oOy?0x&s28(!oey^|#30>T-c}UkJ{1db5UGI}z#(a9JpI3_VUxPB1lEswF^6~B$ z1f<*qLV)E;B)yDh=i^~G@^=qA4NjfzTAL@#MaLlO`uA(aHGN*Q7q^UvjsO*f zSIx>wY&eHFl@VHxg|UD_ga9+nLHX4AoFI=jUU{Z-4v$>IPA+3nlit1VbCH-}%8;MuP0XzQ0$zX zs!@Y@#fOlWN`22GTf?$V(SDI{{05b-;~t$NxJVVS*sDjzyGN6&ym2OX1Yb|@(%DOzhjroaB{6m zmFByvd*VxtO?KUE;2*tB1N2QjmoKV!yr3XOS^#*75#!Zs;J!oJ1(1O;F*8^0(Crsl ziPW~S8bJA+7>66^9uOR}axYWV@otvFYS~ z*`RYjwaXgL+%5`gbAOuk9R2aUzz6_k5u`|Z`YIAn^3m19?oE^rfLh7@Ydk}w;fIp& ztMdB3`PUS4lS95EGQsxBV$YJPbY5H8svot7ve50t&z{tb+W>;n0Uf0HZ@ru~* z0`u8D#X?Z+B6}8&fYrc=U)!`hJ=tNduP+EdL^;YHXhR*Yd7(hEE|U1+>E-nr+F;^{ zm=A}*%MJ7ka$nLVSW7Ec{W(*m*~{b*YsG&v&7YOeBwMfVdD*yw%Ie-#pLmbwhYvq} zl9Upsu{=@3az$PIcUk%h?5eh`!Q1xCA(3aPvs?H+}>z{oXBc+P+=P+yMBVAP! z^P#ga?dunXa^I&o*`((6@oC4=*o(VvnF45JE1u z`M`=0u-1QH<#ol9`17O1XD>^4ttvCk_3`Eq&-n44Z}0d;KXEO!Yp%yet;?5=hcZ^K zq}{oQqTI~ABJNtt0sJv>G97@EL4Vo(;B1dn)O}hptb}1pjNz{o!6)PITf1ilxrx)Lud2>ft!{i08 z{W5!2owuEvJabm#UyJAFZd{dnpkc7+M*H1^#_{w^C0G1Cj)l%(G)HBnqi|#0R>>{g z;X_h8Ya6ksiBb=8^-VDN-XZZ)SlI+p!RSu}o4`}@Y6lD+LGgo3!dv(s*R5Z_5M4h4 zWx2=&LeTvCtl7_ltZ~K`(fJ2b>20yX?fpu@YaPZC+h1_)8Pd4=LUFDv;^(&>*X`CT z?3=zBo7}B4eR|$9Ow`?Ud!T;yB0~e#>#c)du65mDZ@$;8~+$J+izq3 zyyal0rvB~fye*PHezw1&pOi|Z*bZ&V?>SYrbn>HBh2}l)qk5s|I^Vjn|9bNwQIRZp z&^ob&Q1cV>P4WZ|LcIM26v;O5@flxnw>~Cz?dRs^N6LC}GdD4Z2(84;v4Aq%4G2QBmSOZEKash-G6ihPM$d8h!z``vD^GbqP{C8ay;|Z~QceA7Wf;-*u zeSZp44|zH&h3TXMJ=Dj_pAdb3wg{+3Cu%etPQ38yVs>L9kt`q(%CRX(+nY?o8RG@Z zB|&4|O{M>iUfm*SN8)<*BMov({w2(&_ml@KL*$Ci`I-kZOmZ z`lx+%%>a?VtFSc`58m!i+)W@ufU5JCA0k)dyuky`U@gFGL`&p|1nOM~w<>#qtxhBy zTfv_IG;OM#haK>gvzY|gm#w*TT)=;P$X?>b_naqkmw$G<$Q{qGP1f0cCU`LV&&~Op z(8%hxUng>li7brTj3*TVJrNAiG1sd%Gtm{SxtjKMGgGYD;PRaOH!U6YPQ(6jBPlWA^Li_#j4s^`cS*; zD;92l22Bh})gb^H6iix^&;s1U7S{(9D0+(n)d1*?6cW5RpaZ*etZeB1{CcVIb7Oxs zC`=btEmKl}WTA+-DZ1OCwBD_+LN?kG4dy{vOFQ zl>2R+R_3ySi@mmXLG>dBSFZ~EdWr%`-4L8|&KVHCktT*mauX^DEkrc&f+n0u$pS&m z^ROM4Ly)%$tzF{_$Yns%fz>?-7{SNKXHZ)v@EHD~JQHAVq-+m12VI2`xwMsF6EP|x zJ5}$>nCBOzY^u51W%sl?@5hGimI?hnE|V8eJ$ZyYXYTq3o&FJO!+nmb&TN%5i&d*v zPIGb1$FY*0Sg6taJ8LhigIn^-$Lwp899AscVX)3JMRf()_L@Q)rA<#9*n)jbx|8T_ z+S$|db_Ylxmg8ce5}e;eLFBIH;>yp;8-i$R@*&V z{87%_mZ^Qr4oBOzh%0@`CBGiKJw|x>?sWbu1?--MX8R7HfqJL=_9M@NFxwa#1-4z9 zVfpdu%jgijM3Kx=-)@v#$|W{-ZcWl|`(d2c48T6u1?B;%$FHtUY6ItV`CQ7QZN;Uf z2TU~Gbkr&z>6d_a|-BZ_WDZMP3P50M3 z6aDoHPxf5gmXNqHRKsG+Hnyz+!@z_>xPbNi0}6=>=s(!;eBCfdrjAd^o0U0FR3vt6 zlW&@fWQg{ZGL(ywx>K-#MC0M-aQg4&%fA%%t`XSTjW>CWbDmiH-f9 zrv(~sbpBFr{H6qn%KMwH4*%Fey7z8}v^_&SZ(TBXR-QklDxRnMo~!Jjqf7Lw|77sx zTh~0OPutOp@8BVS;apofzh&y#r3*ssWBebk!*^Kr1{ac15Dc#K?XINZ8K)*6|NGkF z-hLaGxRT56iFNaPpNN8?j>g&R!{+DcX2NV=w-yiX%n?J~HkD*iH+#;9uWxaq^;dX|6l5|#b!BZBYZ z$&(7bCjZ!nkftvsOszeE zTY`=a5mSE;Rqto>H>V56#4LXhK*mV>Qa0Xa$Lh+P7LYx2Kk2=Ru>fu5zrWtU_$?Rx zlm4>vRqls*^GA3G_pLEV=)dIcdVGIflIz~y?Az0jCi#msng$XK`a@WF_)E z=qMmFuL-@05PDtRc0rRjh#?DSo0OY{sX6sE1diJ+Q)TU4NP zcU40Jr*==!Eq9SA86mz!>-?PEs27%n<)=5PZi;f-_dXyr)QeysbF(w#Qd8t^knAb& zW9h+!5XFMe?-30TTd~u$nN23!*1O-XUnIaM6w*-U{IegIxBAkK|*-G~?0vq5#kUQ2eE=8+L z1BF7MAJ_>&L3&Kx3Sb6FcL|4E!ot6Gv28=8&2BSPx^G!zUmw&wi|*CaX7#H#ZTHDC z{QrK{d~V77WexNDf)586FV{Wau61d1zc?>k*kt)5^>p>pTVZxzTN!D32GyTi%mvr% zwBJPRXCNpE$q2&G1D>we)hDdJtKn`-;t|7lG&xre>g9BVJlPGTe3@;QGx~y&{k^+c=mQUJ!7*_4GeXi4ks0TU{!$4vsLC@&@g>&1OE!>Md_tvD*<_zU343;fy z5H-9*_FTH0U9;BJ6$_C)`Oo^;o_Ds+vw8U-J4Vf$m`}p(Hsxv=pkOYP7>@b+dp#BK&W}1o*}goveHJ*pPg_?(ZW>Cr!IGns$Z9?BV5`nba@M$*{aUR=UTncr$Vg^X`<0C6A0sJkfTpn+)Dk{#>G9y?dUGVapmR3ah|`R*3k(P9+&NQe<<&e3jxPG ze;&&<&0ia=w(LR`*RE?D8NcIq5a9#2D zlhu9hkUO?r@{Xc@SKJ|wlke+8n%>kcTM%X+bI+XNRm-4_g;7~Cllg;}yUxqensf*5 zS+Qt1cRCfd#1)l7z(?OvxRHa^2(1_80%o7v@$cQ@$J`@^ucp9b)qdsM`d|NZ{aPJw!1&L{_xK-HoemNYE_YxvZZrlid{4wE1jG5l)x13HkLWW>+up$Lk!~*SjssbEAEO zI2%ASF;6dV*l*C-Q&fEXBmda>8$IxM>)RhcOl-CnVE!!snEgRO^bT`wayE8)&iZbO z%DY9w`4G6=XI0%PR^x7289LN7p4)G<75sh6C`NVx(NUa4JS^L?G^ zt!x`{h$=4ovT*z5)V1h>wQcQ9hvr7j=d9mfYo8s>;zGjtt>P#g{qGUK-agrwbs_yz3XkE|g?9u0 zICXDJuk%6b8+G$--=AMLr2=B_D0*TyFF>+uNSQhk75efn$F-!z^~_#;+M@3rLleVq6Hnxyqt)(R(j~#m&lr8R%yPf-qsNQPj%&P} z*l;7l^N9N;x2+KQ#6yU^DK%NW=Y4qX<$%tV{4qV*A8o4(&Cb18zS~*qJ*?VMvo&)Q zGWIhgO(SDB=EkJj8#usE2CeT#snFf~W6%ML&`@co$>2sjESJRheSeI{>V`y9t$*Hn z(B#}XRu$AN)}nTy=~pSYm+$u=4kjBpC%>rO%EFhJZ0xxvgxSa6$oKl^6b*r8-dI=a9+1hbN_Iyf)@1s znA_vgPUzGiBs5rO0Gg+V#ph2Uspip%E{&K~LPp5_z8`Du_-*xc4n0MkKPF*4`YUke zxc!W5`W}1wSboJrKkI}-?DHy87`Qj{Q=CU?*Io#Y`TIcCXhRd0wO{M2PW!fKwm*&5 zOKty?ooO`rfVNvJtX%yrlTW*V-aGxY3jMUh_upL_8eg%)mD~5=%rA|?def}d__Z@X z59L^P-*+B=vsQH5pI-@|5JDS{**ZQImo6tm8l+~P_viNP=NnVzJPtJjAz8YS>cUNzRhr+=u^JQ-|0mnOboj}WF%Ik+*x^1c*Fg*mUNsPY}*$u znt!0d#`cVNMjE46kVTNzc+|Q4V3@B~nBfP`(%o8*0)=lCv&V>TtE=;I5kbVYED~iJ zA-&<-*m$3!qo^Z_a%#i(=Em<$cAvcQw6jzH(-lcX4<=-1Yg$=ZVSR_n+$ewu)>^e` zs#M%L8iJ`FVgqV5YeI-;3Z$;#utXE_Xie7#-I11UBiZ-2Bm>C8zPl7 zhYV#(2nop?GE_2VC{boftV)DLhGd?}T;^&;lX=RlBvX>igzvZ>t+m%)`~BWO-sk6! z{agF#e(w9a&+8nH<2cU?hgs3rXwVY-_;yJqZSS~n)*x2i!Sk1Q*e2EpnLtAm6@@Cs>|2 z^X<^T`XRlh>{X@fLDA#_UY-d_JZ?L?CtQg|tlxG$A?S1+AYcdd0e^<<*b> zSw36+R4XMhF|nr7WzM>AxRhlYgPQ9a8{^P^lLE2!{A}_3wKkXeS@G$2xEbz^bo36R z7OzgMd|4JJw8UF)+-~Jd$!K;8Y4 z9}TNTl`d&iACQe^?~G-1JQ{9UaQB!#%3Z%`4-bzt)~+%8wBs}tn64!q#lw+(?%S=I zG;^7<6HBd5o_u#iV=*NtaZ=Yk;mcJAAKj*oXmkGZJO*}}Z9JvPSUFRyoOSI9@sfIJ z>+svRZ)M+1xTn{0`&MNdg~Gn!RQ5z~w-bHg<)@lDvlhh{GX2l1DnE##d!O-O-PVnf zE8|jc|FrvI*hqgu8n;hzYVuS~1gswUa0mS5;cQ&6A(zd1D}-!{DO)vYU$9%7={65M zfXdq6my=%Bsu#_!8nz4qs>Z)&=vY|ArB zJ>w-Pp8%M=?Y<)G*J_a~&lwB_01o*|9jtNHZR?1>W9k{Iv&6ZK^R<-etBm~t8=3r8m z#mTz$uWeJ_X6_O2+d9A9@kjpUbv%r#HRf6d#@-q8;i+jk(t=kqHTwov` zq$T^v`*p#KZwwsgeaUg2n{fkL03#x{jbR`-56|TSIf?tD(MuU@;giKdwcwl#*bni%oF0`(GKUgVe{rP75eo-jRR_ymO}x0mF`Q& zC-5q0jmosR60o*9UmmGP6@K%|IqGko&-=yx>b)9$y}^$b4xP2W}TYl5_q=vCOcYnRV8CfxPp4kyW1 z&6z*|+0Odk!(nikJK;g-1n)7%+!KK%i5ON2eT%h7Ybd z{6?Rffn;h7()PTGt(+`IP#6#~#}KY!q6OLHzo z#j+dg>9cL=@XK2^C%}8FDH{ZeK3dMiZCAbE4)m@(v*VySCu0srGip-Zd?qO69-KUX z*y|;f2#tSadPmgBb>$D}rYUX>>#u?bw;%dwXIC(Hf#HsYY)$z7%IewYCU@>U@n!Vi zy5K2e3%)PPwXG9WL!#{a5ZMGXUCleY1d`S1j3ko?sPVtP2AYCG$!7K1=%0H%D{RN7 zSVI_CBP_YfYv2&dW#wpLPuHJNy;8}8FC$Z`9j!6gg7}sC&4_I~c(i;r8k%)wTx!}6 z_rH$vEA!0$j5GWFI5L|=ieBRhDE>i}Jt_)aQY6PoeU-utU&$IC7!befj&&AiWo*!i zU=JSth1JnN`JAt_VO%S2Z{ilAW@fDT_bHRTdny{jtW_=^VwOo9z z;=K_kxnIrokwu5vdqxs+-jWB}JD^oRG#>7zFXz>8;g+rW{twF1+hH^0BhL@B8oi%^f zHDso$V;$I$?#mg)ru86|{H9xI-yy~`GL$*Sg*VRWz9?6w!zo=$&FG-xAY*P>93G`V zL?<}p;gejSEYp%fmo;Vba$am)9~w$uUW!q;OK;mm{TV2OL^@L7BkjBNGxL^v%zBs0 zde@U6!1YF5`K$p#3@2ysTJl|a+L!=3XO^`^$uI0==_=&(W{Tb#R~4>OCOcO6>;2#N zt;&m(1eFYliE6C+g)a>FdW&dG?9V^f$t^$W>ua-AU)7kJy)cZUQp-w-ort>k7Vs5kH}2) z#O^!fwqYrIkg+sv2B}MtxYv?A9$ja{2T6Grbf07mGGQudjeLD4-p8;URdn2tD?;JS z&B!n{g_>M27|+b8L)#AJOiGy z&$Lez#TEa0U;Karb?*hoyCgf|ynoI|!{ta*DiYjgrz{0YwjqUZ>!}Z4*j1NNKAHWq z`r{xemj21%DaU4)@krfN)4CSVN}98BsNj1Q?+j`ce#HJiD!k;vJwtbPUgq1D4x8*-J6N$N;>Clr@c&zF?*cB7SJbJp&i zuci9Wm`%i|r5CYlH@L@##IM7>P|&FQs$6F}&FNmVQjcnJOV_n;zebmeri;kW zpwM-Yn=MwA_a&~M4WZ&dFfTXv6O5$R#@kfEFl7AqI0zm41B-vfpaUZT-!TEnenFK7 z*XFjnUU1ZDRMS&8&7^@~27KSdgm@0Uj8|J#n^nXvckM&^J3uA*T*K zgT!f3a<4pL7DLr6%R|PH_aY)L-9mi+*!zrZ+jNE7>3Sm1^$!J)*7!^9O%X{n=U2Gm zP!w!sD8Pj0(8fK-8}mAdkv&0SIM|%Oe5~KuGqK|A>B`QhpQE;CIT~gN;EqF_H)Ej2yoWIfh=gL6>0O)!y$WY~E2qkl(&5e>Helbr^h z?`&P{yI(B6DLy^uYi(~AE?I9hyK4u0msUVXEb&R_4Kuu?l^I;Ecw>UsrZxg?h)zvC zSRTwTC--pw)Vmo_*cwhwg?snyGa){-pk-|PKB)I+_38(%X8*%j`bSi1>M6f0oHS!rIAN;q~OkF2rSJys+HyGH|M;xmy4J_h7SnlI7@(C|}%8vnYrGxAN+f z)d@dPgsD?=-Ca1;NW(ijH`ffx4!`K4qNA*0&S%jFt#bBkD4XMt7d)wqxGL?vxotkq z6MZy;M`}`UmbWb`(>}j_wDaYLl(!1it#!{BR2PDLsfzZ5D|UECouKmP9b;$C<*;#O z?GxT3a3Ww4?Z)7>ztBtO%kjEYcZMtX*)w0My6@k)HtDf2GiRN9<*_fV<9Zhz!6x3l zeOryzqb0hT5fPt)%eZ!NqSwJI(Nhds6Hg})37 zw;S*ocNeIV;v!%~c_S0gv^gWiOH`Q}fW2ZG#}5MpZL4ZUZAuE6s~s=-8rHk6@PgaS zA4tvrGSc=@FBwmJ?1<^*v4QenLv!Je$)y!Vu3bGbJB?BIro69wz`t$p(v8$j1v6_N zWSTo8UU60J*VIpTjV1abRbHLwZz_oP9o&=}gQJ@K9-xaXBN!KTJ>9$YXK$E?HPXan zpHnuwPZyh?_tG5rX^yy^qRkukR$qUJ8rdna+fmpf;%YcqH`0|){H)^QHo=8G+bjY( z_z&wjh=sf_v%YdgLY=&EZgs2#iaC;fhS{X_vuzm{Za2OU+a)HOkMjRiL zfYYgXo;z!5J~}BUmsXIYm2%+2=QdwoNz>h^qEfsMcoK^oRm!>Z zh!5YIv*o~~6#ld~Ha_8(1!3^MGUw5#tpq_V`Z?WX6kd-O#xabXF{=m_%Lfvn4Q=|sa6ZhE#2B=q`Sdf(~9DMAmp1rRsbMypd!P#WU%_0Ub1@q zqg9L2Q~*9b*3RTUb8!jn5|u=zh{8f0H8nLo!MW}WgM)(_g_}vkdxr}(3wZbb{aAyx zC0bTwF%`CfWB~yI{Dxy%`!{Ls-z4kTbcro<0Kc#QlZkn}f1*q#=iJ8;6Ni$xji0wG zkZcA4E^EJ$PzyJuWa*2Ww8+pWTBpC|(>SMkOsM1M@RnG)D}++~}RuW*1!PE?JpKfDs280$Npzfaj4sU#vd;{#=naf+CGt;Idv`3$m-0n z(ps&fxL9C1|B~3pR5WskSJRx7$(+wB9*di&+4PSE8?u@eZm@D}7-b|7U2dS^9(d5d zolf`I^k{X0?*{h?Z_qeregK%=;qt(Z;Sc_8ClymdQ{vPsikkcu$ulfeRO|1zbk#pz zKS=yT$5zXH!w;VVU!&5qQpyw9V30KVkb~*orB}EC7>{a0yJ&o)Sun}ew``t9637#h z#mObP^R?hR7O9nsDJS@Lxby#~Z2vYx+htQ? zGQ-1L$)#NrJ`9ZYb*Y5yO|z)Wr@NuT@HK8%@9p#X4F}%VWeuDVr%-MixVVFovX*sGV}q5s=Yo9KZFXBp&B=}(F&kp5%Lz6t%;<L%nu%b_LF5GE$5{A9u8H zCkF-WUk@WBAMO~t!lO=C@>Jm73LQqzmKYESr{wU=`g+V@6aHF$xtqGQxcFfO8L{2q!*@HdG6Z`xLs&bJp?|gUO-(qEQ^=L(%BLy=Ss_}7LlD%%AJUZ;qJzz1e>tN)6=tw0FX!k#~Y ze{>eUv%$S7VR-MJjDhNyM;U)gd&HllFp37ReHrw3*>}7T_vF4lyfO}W_t-R2??g+r zq5JdZjPlYq)hjYhoy2p#KMqfPL;HJqC;;s&*)FNuWlP4jEQw@J4aaSodbS_k0&9K9e+tfJnhGp3 zEL@0!yuYxPJA>{Os`xiOBVtE+N*yn>9{F~ypqkyuI#msecXh~(57o!EL;`tY zDR{9IvqoHr1&K<%ySzM4~EFx2W&RW@jZ12(bWf_KDuaN!QQ1YJyyVKJ(6f@573 zcc0j?YAMUg3}U$iP5u2!^tW4$(e>TCc_1;~wl_0}t@y$Y1!>V|yLEO-*=}s}I}VGI zy+H*?@UFBKgop6Ip>RW09Dkzn~|pPXaX!%F#v(u++QoX4F8Lv!h~35s_rbcp`? zJ*Kzm*wrzX2g;RWcXEEzLjryHRyMK_*I{cxnuyPEgD;Nlq1|(t;HV-&$~kZ1 z@dlprui9uXU;_3Iaj!Nfn6uC&Qs*&chWk&c;L#tSSEEiyxhPm`CjlhsK}g6xSyN+U z#-5W_ynyLBIUAHI`sWAwtp~~_%lD?O40Y2NU>Yq+VZydDo05m&dj;(dUv6nT=xX53 zZJ2(>ApH!7tYM}d72cs;4??ME=6p8l?a5}Ig(8vFq)*w|Hqw^$XdKYuMU{n)hJFaa z123fdAQp%^L}C9$<$D;IVYtg#H;-MxYwpKhYxP?fry$idJzleaXPKUG;aUo(u=*J| zAMS_;>H?GI$0suo8u6aHugS;mlqT6RfQ%;D^cTCSr4L1ZosJXGozrkWA&V_0j0Kpk zx>)3aO+;q%2yCLt0uL6%{Wqkz-dvzRLYp_s8TQxVw?E4FHGU2s?$2PX?9}{i8-$m{ zvVSM3?u2M#_3euE-?kGdV*cg7{@2@iw;d#VEgaM&hwa`(}3YQ@K0uX9Q~ zKK@EP*&*Z6T*?f|E27ycC1dB+HsR^cbx91}w`H|ZyO^Rlj^>HuK!<%4Ib53YZn z3d>6#u(x}#hc@X-Eup3@KVb7xESACdfA}Z;T06N3IU)Bl;3xLEp9(+}jD0d<{dwI< zT(lVY1ooJ?=q~DIX)R$aAb|F!nW|pYNt$kBEAAp(7Pw^iB+vs_R-(9?@W~}mXR%m&?2B{r>3{fvCr^OJBK~!KT3cDOv{TC1{_WJC;l6m5 z*~-izh2%f1W@E*J7u>6#%xt1&;4OwR1N*JiUF9ug1n%%#G^41laihmY&65g$&;x7Z9;8{y5%V67aDkFyG-4 z7sx9fmYj3qjxLQY+OB1To?B}ICv&X25W5w({q5~iAS2pQZLYn2*GE#5O z`r#kmBQ}Bxs<^(5pOM=`E3+h;JqTP~u099Nr|~Ad`D44ODVFP#pHq&eR=OlnMX2fi z#!P!;*GuE7FzXbp5X;)aRW%znch6ri&1#D7*{Tyg)NxoNjn%kjt9NeVKON_#a_U-_ z7=R+W`YcASJ3Nkklx|8<{7o=hl!BD4`R+H${d{me><_3J)Unf{rbE@_E6UkR$>dFA`#i+~n$owHc_X=8f;zf?W}&GE=F$r9Skz$*>mmIl&?!SNyt4 zpGi=!#O(`e$xH?oR)0^Zh7g61rxNz=$rR%S;f!z|8sUU{CHN5{p z*}$qJyUgsp8ooAV33S9x_0>w8-buY;&>L?6Zr!LD>vH0+VaNJxHZ;3%PT=ib=rpJc zSi(>DOmw;}U4U50%&umBzHf9#%0PEw4;aHZkmU7!Oa{EPOK00RgqvI9DEQUNPH{EjX2NT zt0q`x;Q?)%?={Ct1P%SguT?12H#>%W*SVkg@x;-S)O&O-VGe~?xnhh>FM9Kpb6GPA zuQL%kAZ{M`GOh=wO}TJmqX8oLo-dg>7R24+K8=KD7JDCNj^3E*mn~2kyZj3814c7? zaYSi+^dkpYw=}?Og9}b%QClgINCYj`7JHFfam$ij3mCF z@)P~-Ca4)L>3#Uv>-dOKPW7$O@;9o5eP{TeFZ;_VHAm^_k}@h1e)e= zf7|GDlNA^A7WPjNpSKW~(_^=)$nTUrw0*TjC&Zs>5^GOzg=q2bw1RgA2SvN4^>6)Y zJdr*^B2)YNLFS*=msH3q{87{YdIue?o#yRBj2}H0qNLZUj;g1SW+fK9i)dDgW^d)^ zQbXR^#_vNG#B{+J^dVazxEhHrkl*yP{9GD(;Wj@}KaryUbuPzygJ?`tCLgc%^ag}Y zy{+&R_XQ4|^x4=<(A`5M!0fq8;->40lCH6YetF`I>}TExKA&z~)bpowFhN;U-skp> zH>pcW{}{#Px(5I6OkZk(%bTco_TaBsg}zu#v6^w8xK^H>7=1)$AAXMV2ldyULa3

%bwR=KGP?HJw zXo2!Mf>rMG>X?mOvNu-pfQsb8*=?vDmqq#B zvPWsIdnyznu53xv9t|l3+A{j_ZNT_xgDvSerr>3Ei6cZy=^QJ*|ZggT|00;Lp?n^7!?)fSLl6cV{B}d0q*%wo+ zW~ncX@dETe1j>P<&Yq~XeJ*-Kn4u<4%53cO>XhXG-s zHj`pP6jZ790szOyj<7#mwC`JE$e4L^eO0R5lDS$Y{|n_>`EL?!?k2y>I4t-&S$i){uht7M$_lhael&cAT7z)?)d;c9>rjof7{-x6f>fOEK=T&2y^AO% zXRaLC;unoUtW=f`GlT*Nyxok6{u~KuX^QCDZbaiVbZ&9Ww>nyR?OO(A&fCtX8pZRY zZtcmIwGm&xyLR2Rj_s>1;A<0nA4!Wmh_dY%NnA>H^V^OmB9wqeaI!BlQng-bB;SZ| z!*=#T#DmFro>Y9*U0Jd6P0x*wAI*l6w%{BY+5YcypFNk*(a|+OJ@+c0k!YveL6UWU z`O=H-uBbcluzPR;-BSJ}fdbO=wglozI-D^rnB&>Yc^tX=gPKm`)cuZah5-+>55@mfO=r}y1{ z_~Urq_C4gg2;4(d7x3H`lD?&=5MYi^j4SBTx;QvgvOOR2JAb z8zZ_QgT1Vo15e%=OX=|6~jcKm@xy z65PEhm#P4cKNr=AV{-f-ITansvoBYX;tP$ncvvG80hrzPQy-;OEI-1g1~&c}G; z6so?T=-qK{Z+3R}yUNPq{#gv*l=W-CTzfw0)ahPuSkwyBRZ? zPpB;gd?VD>9;GpUn23N6j!x^v{iPb#B_^YPK7zz6`7?lyqMC)3{Fp-n>pBa*T=Rl3 zi`7~=3;8Q5+&$ZZ4Y2gFei(&kg7H@xx@+j}{nFQ;`q{1Fjcy0A8l1f9*gb~xnv-y9 z@c@p0Yaj!h%UG|)V>&WevJ9;hd$jhKWf>}OTto>vvdmMI6!l1gvG7JE!}|=qqXC5M z1QNi_L)GwcM(2EAgo2d*-E$&SBu+x>K}7VkH%~%QkIIX{Cqc?T{cf0RtC^)`aepBs zu!Zw;GxnIDucoV;n%izKhvPv={|JUHC&Hicq(Qdep3BQxXdeR|sLUg`r$A;%K@`h> z^f>rzZUL$zSYKl{6Y^zz(&GADlT*!#MXPCrRTK1$)-SMwLY{i zDjUVVjol-y`@ZZqUs%=8R2%y1+Gm`I36OzOp)Xj04l4yDbPT^JvQU0fQX&7K_G@ju zxKiSiS06zaQ0$zsgo4|Q`eUVDkl8v}2ev1gD_ztvD~VgNP`>MiM%YX}+8gZ45mnuJ z&GBD24)R>UTI!Cf?h63;Zybk`n$q_YWZYoeT;qXQDVg3D8cm?bBr_{nz>VC#%gdy- z3)Mv;CkX57r8{zzIKIu%CMaQ0$?VL>h-S2L=jPO0Q|&C|(dbWFQt=jY+q_@$s4tN^99^o0Z6;5* z>8=$1{0s#A`DiF57t1%xC^P7`Z9PJ>4X|SeY3p%)LPcwqeu4aJ{u@o9+5nJ%+{B~~ zR;yDd9i!E`a!f$6O*L&|TJ7-{z7m@V!Dg}WQ9rk*6SYuw$PI2HaM?K$dKuSKeN>uF z@|a&vqtNfY-#Pj0gg?AaW8Th3dFJXF+vNe)koGo2lZ>x-o$SqB{B=dEqDKPZE=BS< zR6?K|#k5zd@h^zEQ)>XgVLi>ozSKdZy{JqEkToH&9vbvR7Azu5y&9#o^=VmB2U3-% zMu55GzTwWAvhCCFWv`-8B;1h}{8K2qe(Qb6#JbK8-FLQ*R%=-!sOB{OGXCp^iXdny z9@$@4@`x>y^1gg);nF+SC>21FpEhV&^IVQ}03Da=)t2KWs%07`0AKL7;J(xUC5|mI zfd0Dr`-L9jxZoNBTh@23T`W6Nvo6cxwu0HFmIr8yAQ?BMbIlsqbgUZ|*WpxF60%8j zG<~6a>h2qEt|XhTleF1rH`-}#!rkaj9^CR@P|IsKR9Uekftgf|!aOPAbfQUO2n*l6?Z?NsAy-l$sbl&m*6k}X`AIxA=f2OBEu&$=bhz=bLb>ZN~>`_vX7{g(iI6V1NY5Ty-jVph?ci+VUpgT|^NSHl<+&`0Ja zO)WD)4ty40MkzVY(>WfWl_3s6K(SxN`x~Rh|hEW)DMJxxVaNw&gqMcL#-j( z)WQ62e@H$R!~0zy5hl>xc+*q7EXcvEAkHU@(;=681ag84H5)r0@;P#H7`4zR?;)@} z@>Xro5|6(TB#>QHrO@Ki%_nOgzFVM#2nJHvZ6 zbo-!&4wgmyqpV*+T$cPXgmNOT90bgB)K>TAt9DmwD9lZvOorRyt7YCwwIX;$)d_Sh zKVNbw-|9eLZDdw=`*SUSG&bW(8#`Vg?P7;eBC%4p3XKuY*3Z;*X1}{yL!*doqTsXt zt*Wm2U%&vlF~(s}f7Zi%mZ!Ab*tjy5KW8T8Ioab3U%j(+YmhM{CfmGg;%BgOJR2B9A9s$ojO@2!WgVKS@|0`rRW($)HSd?7(FScM_$i`2x*9DLm|igX}E0* z+88gVUt5Ul=64~9Jd!9V#p_4*8Cda%zRSK;3<)<>QjaA#DpXHIRPDm{y03KgPFLhR z8eTbF0V1|^4OwunC7|(;bnV{&%|4NB-+Qebs@lS9`K6_P<<@>*?(#+j!SH! zu=5dtvAu%7Zi0nhmxSKwO7jI3-swtsJP99SV-lAT$z|e%vS&}5k`@YbxLi-`V-Zu@ZK2Gf~eOwG++RMjDy?>z> zd$v6hsJOXYNr;W?9kOL_Vapo*-m*N%s404t|DD1GsX7*cR%|z+4Rzz@Iv`HOClFBF z=FxCbydx0u53P5jNFbQNzuRJxJz)<_BoH6FpRL0TvW&1cY8?w;%vsuVti+!D5)7Ep31- zPhNn!C6@l)?nJ!SrNa7i+U3kKzXuSiBb;c31xD1l_oj2LqyA(kGYE*p%Cn~-BeC3i zG;W(uMORPWS0=~YS>e7R^05A!o)-E&RS6oR!X?HM6-BG|Gl;94GwMb7fP zXO2UGBZ|OX+qGSiv{ePICPfrG1zM5|DQ%>25{Vtr?T4=4Y*I6u8$00pOCBlLLMpJp z+gO={n=iDB*95Z~c4=T(SfIwB?&jSZ(j9{?Y7xToThNld>39!G17sX^B*C(8pI6A^ zc%-nbP4KW9TzcQ*DWWvJMKU;iT+N_nA|0wf6FGs8FKa!2#qeY(`g_I(-S+P!crnFd z9rdDbU$<`?6lqNy^whfgWcV`@f$|eIc{>F}ubM6UodoE&Lib7

%bwR=KGP?HJw zXo2!Mf>rMG>X?mOvNu-pfQsb8*=?vDmqq#B zvPWsIdnyznu53xv9t|l3+A{j_ZNT_xgDvSerr>3Ei6cZy=^QJ*|ZggT|00;Lp?n^7!?)fSLl6cV{B}d0q*%wo+ zW~ncX@dETe1j>P<&Yq~XeJ*-Kn4u<4%53cO>XhXG-s zHj`pP6jZ790szOyj<7#mwC`JE$e4L^eO0R5lDS$Y{|n_>`EL?!?k2y>I4t-&S$i){uht7M$_lhael&cAT7z)?)d;c9>rjof7{-x6f>fOEK=T&2y^AO% zXRaLC;unoUtW=f`GlT*Nyxok6{u~KuX^QCDZbaiVbZ&9Ww>nyR?OO(A&fCtX8pZRY zZtcmIwGm&xyLR2Rj_s>1;A<0nA4!Wmh_dY%NnA>H^V^OmB9wqeaI!BlQng-bB;SZ| z!*=#T#DmFro>Y9*U0Jd6P0x*wAI*l6w%{BY+5YcypFNk*(a|+OJ@+c0k!YveL6UWU z`O=H-uBbcluzPR;-BSJ}fdbO=wglozI-D^rnB&>Yc^tX=gPKm`)cuZah5-+>55@mfO=r}y1{ z_~Urq_C4gg2;4(d7x3H`lD?&=5MYi^j4SBTx;QvgvOOR2JAb z8zZ_QgT1Vo15e%=OX=|6~jcKm@xy z65PEhm#P4cKNr=AV{-f-ITansvoBYX;tP$ncvvG80hrzPQy-;OEI-1g1~&c}G; z6so?T=-qK{Z+3R}yUNPq{#gv*l=W-CTzfw0)ahPuSkwyBRZ? zPpB;gd?VD>9;GpUn23N6j!x^v{iPb#B_^YPK7zz6`7?lyqMC)3{Fp-n>pBa*T=Rl3 zi`7~=3;8Q5+&$ZZ4Y2gFei(&kg7H@xx@+j}{nFQ;`q{1Fjcy0A8l1f9*gb~xnv-y9 z@c@p0Yaj!h%UG|)V>&WevJ9;hd$jhKWf>}OTto>vvdmMI6!l1gvG7JE!}|=qqXC5M z1QNi_L)GwcM(2EAgo2d*-E$&SBu+x>K}7VkH%~%QkIIX{Cqc?T{cf0RtC^)`aepBs zu!Zw;GxnIDucoV;n%izKhvPv={|JUHC&Hicq(Qdep3BQxXdeR|sLUg`r$A;%K@`h> z^f>rzZUL$zSYKl{6Y^zz(&GADlT*!#MXPCrRTK1$)-SMwLY{i zDjUVVjol-y`@ZZqUs%=8R2%y1+Gm`I36OzOp)Xj04l4yDbPT^JvQU0fQX&7K_G@ju zxKiSiS06zaQ0$zsgo4|Q`eUVDkl8v}2ev1gD_ztvD~VgNP`>MiM%YX}+8gZ45mnuJ z&GBD24)R>UTI!Cf?h63;Zybk`n$q_YWZYoeT;qXQDVg3D8cm?bBr_{nz>VC#%gdy- z3)Mv;CkX57r8{zzIKIu%CMaQ0$?VL>h-S2L=jPO0Q|&C|(dbWFQt=jY+q_@$s4tN^99^o0Z6;5* z>8=$1{0s#A`DiF57t1%xC^P7`Z9PJ>4X|SeY3p%)LPcwqeu4aJ{u@o9+5nJ%+{B~~ zR;yDd9i!E`a!f$6O*L&|TJ7-{z7m@V!Dg}WQ9rk*6SYuw$PI2HaM?K$dKuSKeN>uF z@|a&vqtNfY-#Pj0gg?AaW8Th3dFJXF+vNe)koGo2lZ>x-o$SqB{B=dEqDKPZE=BS< zR6?K|#k5zd@h^zEQ)>XgVLi>ozSKdZy{JqEkToH&9vbvR7Azu5y&9#o^=VmB2U3-% zMu55GzTwWAvhCCFWv`-8B;1h}{8K2qe(Qb6#JbK8-FLQ*R%=-!sOB{OGXCp^iXdny z9@$@4@`x>y^1gg);nF+SC>21FpEhV&^IVQ}03Da=)t2KWs%07`0AKL7;J(xUC5|mI zfd0Dr`-L9jxZoNBTh@23T`W6Nvo6cxwu0HFmIr8yAQ?BMbIlsqbgUZ|*WpxF60%8j zG<~6a>h2qEt|XhTleF1rH`-}#!rkaj9^CR@P|IsKR9Uekftgf|!aOPAbfQUO2n*l6?Z?NsAy-l$sbl&m*6k}X`AIxA=f2OBEu&$=bhz=bLb>ZN~>`_vX7{g(iI6V1NY5Ty-jVph?ci+VUpgT|^NSHl<+&`0Ja zO)WD)4ty40MkzVY(>WfWl_3s6K(SxN`x~Rh|hEW)DMJxxVaNw&gqMcL#-j( z)WQ62e@H$R!~0zy5hl>xc+*q7EXcvEAkHU@(;=681ag84H5)r0@;P#H7`4zR?;)@} z@>Xro5|6(TB#>QHrO@Ki%_nOgzFVM#2nJHvZ6 zbo-!&4wgmyqpV*+T$cPXgmNOT90bgB)K>TAt9DmwD9lZvOorRyt7YCwwIX;$)d_Sh zKVNbw-|9eLZDdw=`*SUSG&bW(8#`Vg?P7;eBC%4p3XKuY*3Z;*X1}{yL!*doqTsXt zt*Wm2U%&vlF~(s}f7Zi%mZ!Ab*tjy5KW8T8Ioab3U%j(+YmhM{CfmGg;%BgOJR2B9A9s$ojO@2!WgVKS@|0`rRW($)HSd?7(FScM_$i`2x*9DLm|igX}E0* z+88gVUt5Ul=64~9Jd!9V#p_4*8Cda%zRSK;3<)<>QjaA#DpXHIRPDm{y03KgPFLhR z8eTbF0V1|^4OwunC7|(;bnV{&%|4NB-+Qebs@lS9`K6_P<<@>*?(#+j!SH! zu=5dtvAu%7Zi0nhmxSKwO7jI3-swtsJP99SV-lAT$z|e%vS&}5k`@YbxLi-`V-Zu@ZK2Gf~eOwG++RMjDy?>z> zd$v6hsJOXYNr;W?9kOL_Vapo*-m*N%s404t|DD1GsX7*cR%|z+4Rzz@Iv`HOClFBF z=FxCbydx0u53P5jNFbQNzuRJxJz)<_BoH6FpRL0TvW&1cY8?w;%vsuVti+!D5)7Ep31- zPhNn!C6@l)?nJ!SrNa7i+U3kKzXuSiBb;c31xD1l_oj2LqyA(kGYE*p%Cn~-BeC3i zG;W(uMORPWS0=~YS>e7R^05A!o)-E&RS6oR!X?HM6-BG|Gl;94GwMb7fP zXO2UGBZ|OX+qGSiv{ePICPfrG1zM5|DQ%>25{Vtr?T4=4Y*I6u8$00pOCBlLLMpJp z+gO={n=iDB*95Z~c4=T(SfIwB?&jSZ(j9{?Y7xToThNld>39!G17sX^B*C(8pI6A^ zc%-nbP4KW9TzcQ*DWWvJMKU;iT+N_nA|0wf6FGs8FKa!2#qeY(`g_I(-S+P!crnFd z9rdDbU$<`?6lqNy^whfgWcV`@f$|eIc{>F}ubM6UodoE&Lib7

I~;*V){TbmZ0u z3lYFNA69aZ^;}B4hwGj+Aoml%HqbgqAWx6NB3Ek&{m5csO?R8wU;4{CPTDW1a{$4| zXS63Q%AMcf4v`3ve@x>J%Vcgrw1i%1V$nf<9$?ibH9Zjm$4$0+RWTJ zmQC|~Eg73Yee*vm|4E|ftX$%n@D(DumNnVv213q8lwXkSBCP=J{N9*)=U%MDx>P)n z_?!F7wU~u9YYwT(RGuyoyv<`MT5v>i;OC{ip}v1A00XDIJoyiWaMu|+3cD%{8Ud5Y z5wPW^+vc`rJl*Bw3wWAH3MlTN_7T5_R1v?onpTes#W53xj2gdhnb>oPsa&hb-h1dJ zBQ=b<4&>r2Z}av7O}{J%Ui{Wl^!@%x(*m5h^k2OD4_6u_C{zWOzcSRkh`6M>^VH7! zD}wjJ;@Vuy@*woy1W)Yx!|1=IDqfG!YC}Ys<61@~DV&+HWyVMj02c1y-zG#dQHtY6 zF_T3Ud1kZ=lD>;(rGYw>V_(K-9{c~j$6wHq)xoW>6yAIVfC~zx9i2BfaYl(x96X^W zdl`-L3M3ZOt|1mYsWr<*J^q(Z@CSFSJgfR?iTp%Sx zy#%#jNBX0Op#RbCd8_GUNU0=L7wiR86R{%Uz2a;YE;;+vD(N8IWHC=*H2O`ze8Ag3 zqE3Riu?t}cpJUg17n*pw>lG5su7G0VJ2A2Ugo>=MPDiL&z->}9El|Yrv@p{$Eo#Rh zI9=00!t5i7LdYNR-6@a~^eCCupNH^F=q28zM?eiYnePtq0S(nZxiu`UU4~f$v26&_NE-0p} za(--YE9)fh)?B=OZ%fxo7%D!gmA9?ipd+aZ@zkng)qnr?cWW&gwJ&D==^ifu^XZIa z+V%$yl(Xq@nn;L`KY^oq>d-Tg4YS?J$=NU5F;#Ira5?2%ilyQ6ElLhMJRhlmIKi`brVGe+ls1xpqh6)=)~=`akIQv|Jn zy?XOwdKbAFN2dqU_F)vyM60zAB=J!g{8Iz}(8&F5xc^n9P*!0>!Zl_hMneezAry2F zBt!n&J)qi{4n@NzQ6GwYj7)WgC;N*++i18C-U+>kNZcIwb}X$H9x90PWV1h!p04Mp z-}?02P3PgedcBwf6O3~NkEk!Fe0qV9a2hUSO}4R-QxXPzz$szg14;l>y(vzYEkAy9tX0Y^dH}%%pe-XeP9Rk$B5#jLC zq=!pAhzzWFcZ#4(6nP7kSSE5ZKy#7Pj7>QcBV!e4vlO(r?b)$I692sxy*y*@_2!g` zwctCcrrgi24@d6b^j@te2-9=|CQ!AoSUIR_H9dh+@rpyL#TO9Mq~9x%%tWv#mw;5$ z4~6nFRnVl!zJ+S8?CIq9TGp4-w1+s+iH_jZ$@o1Z<_j@Zo*lUYsXziW?uk5I`vzz( z5pou;!srk@l}hP@sXdiA0W1qgL4f*8eERe>ui=NP&dw(tf?`u|6$x9Mg6_Q`9BYLM zs5@o33Vygz_texE|K?01McTyWuET$!*oDt+7mBPeQx;BUCb6WvfHFnZmBK8mteYc+ zro}A#^m0owjR&8S>q2b=ML>hbW@zY+6R9m!Gy8T49;EtPcb`4AUO#Sb{neRQibJFO zjKpRharE_w%})hLFO{9fL5gXCy7sa--C9jS;oi!XD>?2(vtPBb(Xn9*d~ee&3Yhlf zJ{IZvZZ6s7%v}A)E_Cu?0P*LngTTwC9_8)4#d3vu9}JH{OxnktL$*g17Iz2;YohlX zXgzbwDdf<5%-`|tIGaYgWHB5WM@2k*xL@;UzywZhOas=grmn7QB8}6lQoXl|IoCgX zpVk8j#JJRw5=K(3jIW1BF?}+ttFM>!dw5XCo=_rbX=%k*zRk@H zHC8&0^NvkS?BnE=_RBJF5h#DeD}#x)Te|Kn(!W$d+M6qPk84dbqw#`B{Yaw3lBsNP zsK%A7!BV+@g>!kw--CzVC9#ZE8-Zp~{~+HGO9hWrRF~47!#{$~@nxgc|L}w^!<$_q z!skZgnlbU2R1-Lnsjp*huwxV_8+lLXq3NVi#2NE?&;u;V%E}sbbTh+VmjclhoPldj zh2}@t)n3>>degzEcl=T9Msv2?95@2@hk^*Dm9}W}qLQ(Z>mnjjVk<8FlX22hL00Tt zaa8TwHEN%C?{K&qw`fB$hFFk1O5UuXBON!a!c$7xZPF{X~ z+LlZ(6X@n09j#RyK+}=BmR7Lt^-nZTJ;EJKGj5C6-<-NO+E=)K^VRt0!aq9A-eepf zXt#SSo=SFENg$ee{_5xHI8V`cyX;WV>@*5qgB6>%)3bz77m(-^Cdrt$9CBpJ4UlvO zQ&UsZ7)OYb{~z4t^H0|3U+xHB-_Zo=CgNR2s@krKjx+0DUVJ!d?5v0+XRdvbYjxKO zdzAX1a23<=(Ai7MO^4VJ*9sKisb@bKI^?tP-IVHa**fdrn;-?iioyi{buOr zc*wu4pED78AwJJ|@Hp*a)u}(x3_rzZg34{=M1pT3GRaFEmHmj2UNKJ`o0-|z8q!>5%`i(; z4$eE^)u+jKjQMS;NHkP1q^n_vk4PkDGCNnbWSa$owzKaZgA#PbDV{F9ovjtH@Jf}b~2NVMUk0Zg;9OTcH>*?bPC^h z*L2L!b_~4Utfwj?C?_Q*_U|hzc1$iToK2jFjEWjV2q3a04LiH%?e+r)FnGWO zk4_RL2+Y882#C*&%UFbr+#t9ahP za+3SM*cJgiZEVo(EL&7AmTYN?WL^X5uyH9k&}sYNH~gva_#UYjTrcZmDAbLS{IpNu zbA92XzeXwt@La(-K^$k;MdyFdlfzI46$y!#8l{-+Z-yzt_Vcq7WAFB*_2S4MOcl(V z`)WBST`4m1LBVC4zmA1PDhGx+oeSN!s3`G2{SNZZ7Csu#6h=T3iB7aoj2&50aodaA zv|A(z#6{m@nuJ!zB|#4+b(c~axi(BZN@jK6WVXEI&lf!a(QHi+?iad$XINPPN`RXn zjY19bIrA{oPbQI$Yz0j-A6P7;xtZ^2<=dvrO{dLky?*_=QFI=|<*GYo+d51zulMKm z#bV{c_32Mstpt?jUWUetp#DOWV@8o$v1m==T_?b++o6@lJTfA;h6G?;q^!mw?&rgW zw3Jl6-QRgNg=r5o(7WEgS($c&G}rym^n91ZoIP^}LSnQ-Cq(a-K>~lr=d(C4AO;Kr zhF+zxvfz{AMH~d9>g+ss?^Gkn;hbh{>l+%{e+W|aGk)4TC0;&TMCgq=3i&~ix5g%1z zLSbYjzZgYO;o*c+0UC#i9G)3f;#2Mm!H`LyRM|lXn2g=aS7YP9+ikpPeq&15z!lT# zf(J+Mnd&;{khLYgyk>n=*|XosPv<}{Q-Pmb)yF;;1&-27HNgd|K~(ML+NZSa=C?JH9Z6N=e7_rp^N$GLyA&7W(WpVrgD!HG`~3Mc$a z=%T-F3bV5UY*L6nNf>WeDu0`;P}~1nAO%F}x9E>lEfa zK|pFtlw&q>hxiw^&WfGJ<+Lsn*IeRA0wsiDh5EwflD!7(To?q)Bc z1my`iEF-;o7;xGr?>WDm7fk^vx|dWC;UV{qX2%!hPm7yLf6O%U!RhAlI8;_wa6Ei| zDqP5AuHfX!lcTNHl_rg;I@C;@j7`j)8`GQTKNBd;xS;-FO%$>ghh+K=27CT|^cI7_ zLPWpu#0cull35rKwgNAb<~NeQ@~wxCR-jx?k&#+~lR0Q`H=FRHo#MFS!Gu9TTzkK4 z;M%X&tm~*2$5PPj<@M>)emI-k2eD!Y4jj-*KmS^-4Cf-m-~{jgPj70 zsMgN@z^%bcKeOrTugT$kX<|6FXl!(}7h1MF)7Bq9o^IbUWhKb;S07a(?`BmkJJm|D zJY%n<#S(Eu#?696r$~*+xP6FxO!;gynIu(z*PJ9e{=UoL{3-IR$*dShOT=v~%e9FJ z#>iY0gZiWy$Es5LFnvqu(`o_$Q8@FTEKG*kxN#%qkkpD!v_=_)JEq-QY5Nb_C|Ife< z-jvHE7_`V`@`-vIf?;w^*iLrlY@z!6q0o3xe8k? zkw8L1dK>ER@?I_5lC*t?@i8nI<%}?Gk(I76g?sAi*z>Ug(v4@^TRXBynL%C}4wkgB zVMY%Xvvb|E8@G!}ixe1RT=PGb*DvWUNHUGc8`?f3A?qy z{ss^w8V1oAB6nzOPG_fD8PYAO)HJkJ4cS69&WYZ&()bOS0YUMB0*HSc?^+&N{<$OP}okAO9m0$U1 zc~|3xpd*|wdm1tMX`vwx1JxP_uO)+4nk6&(U^tl%L4Pom9G?`~-S*3gQ;h!=-R-S6 zw?50USp&)aX`mbh{gYX}f9%_{QqMy9P1c`pjK7pFJ6yKV2|#AULL%BHF$6Rn*tlnw$#q-;}1=;OlaJdy}wrB4h`opEqm_p||HjrkTF#2$2yZhbP%h!iwq( zXLsUBxSx~3kDpSYt0WUM>ICZ#e?f91yyq)A+08ic4aR#&@je39oEzRcuQdOwaz1%E z+x25O)wG6;Lm3?%O$)1SZcfCJ&G7{VXGwV_!sb&n(>By@yn;~%zeM_Z@AStiRW?1{ zuZ^i$&fSw$Pc^((6$;roM~i>T9QSnzM|+xUi$hyB@L!E!*3phjzt459JAIq_M(9ZGojt=`)PurgJe56^?Kj7 zZQ^ZhZFyFo+)jlaiD+n0mjxGG2at=vs@*u(wP)X>F9+vc&=O3`edsDsYNv_Urljn) zx-@)1*1qrUcBv4VaQV)$>AKJT#e1bb{dCb|W-NMCQ~VM!stL_9x6p&Hp}Z0K-yz0l zZ&yY~T`+j>ZFO5gw7xy+U7qhU_sV8_qyc1FK*js2ekp+_{|lt==-AU+E!d?&v=TPq zZ=1z?-Mg9>xtg)~RHjh}Cfn5w#ZL%FW)$rX(>x2QeT3)(qt zfgput*nJJwW}9?1cDRWlhl6xRBW8D~h}h2#{7>=cr59@>ccez|{xBsXbIW46K4y=EvB2JEq`^_x?Z9-a8)4{*52LL@2W)A}b`x zDA}7*$|!`$N|8V4v>_& zMuP}1$hg~qI*?CyLpAAV3J!1YjldfR5vS zBa&jZg8~V#1n(POAVIvL3PA&qkzQGl-VvGATz{U&JR(CY>utLUXV0j* zWC1qBW1_H^0`IeGumH;;PzU81<|y1OU}^0n!w&IcA|P$xB7|pF z%D;Y5!&^#I=%`AsIrT60!XKC5x*9-kR`5{=;6G*iaan|2jbk!dM`&SnyJLvg@j+Pvk_wTz>dtd;<6sm$!9;TC!NS(h5>`zFX0109Qeq#qv8xaL|R6IgR zl`bH(A;bm{g-^pd_};dYkJ1pfQjiZ=vzjLpa$a665C;Z!*ULX6-8+|IdJ#f+)!oT{ zu@4N!%7Xo^BB>b!2R)u3I5NU*zpl4EsAYbG4;3*w?>_N>sR!ootAO*-5;I3QL52^4 z$z@DgSC(53Nt+Oy;CkNb-({0v-3&s-1l_E*Xg!$YqFMqi^LkCrPiyf_1Nn`wc?VmeSS zH2tNX{bVc~JLKSaQ*AvZ_~+KA;e;Ru<)h!KdTF@v%hnHH9UJrA-=dK>fba(GPSiid ziC+d{xCK<#pg9HI<^KJYBT|g4>m>SS6ce86c z#wWL~fyo8IZgEqLYrX%f?say&883`5XQq2z;Z7dl${y6J{7$$o!nbe-+T?mDQ+#^D zL!IfA`A^Ka?7**Qei=aox6g|qXdr|zyIkzK;zwZ4Fy%W(f^e8XgtaAgz?QWpB5U#W zaqMsjnY+KdU)gz)vW8Ta|~B?uM=lhTX!MX)Gd?k448MkYoEBj6t=7|aZiBQR z{5d43sk>fwoXHH- z19K13TW@O8BrY`rAt>;}cJ*79H+ofF3i}Uk4802gqhjxV|M`*D?+3Mm^jTn_%jUa2 zTWqac9o$JT1=Z>dB-ePQfjzfFV>E@JgO1T9wn#2_WI9s8gQ!qlJ$Si68xK{7OZJ$j%WtTYsK;?3rU_WdU)Ua}=ZLAFsbpnI-k zD=pBaR9vWd$1XPmp3Y^t$+NPU>Ap##YpLVx6{9Ivav7e$(+T7;dY2LK?@=Fyq~+fv z9}|qM1b;pN%Lx@v1#uY)HpOSqP{y5#f`y%nOL2Z)pzD-qr^dfCc|5F$x={#v(6y$K z@gdxKq7a}_x0-`v_L}#>_plqB385TCpu6iFlPY|6zuo~w}A-A+%0 zf6{wS*q5yNr8gbgnt6_$C-n!;d@s9)C?-7~>L*aU3%u(B9dEK-4OggDk+ZA!3Bq58 zxN#(f_St>_vQ>H6@4?;jtYbWM>r+!w?mIYac5_jG&C5%HP+)yHH(A$H9G@28<=(Gf zR0QVU0O!C%h7U0Vu*?Hf{DEZ(w z_klD}{OdXmk1bE7B*!T0>c%4e4#dz<(wF#{G{IfZG;KO0ajf}#0d5W`W!Q(nyilnR zNsxFu3CwM>{WaYEawVF5{tE-pTtR~Sq4QwC@xvL(CDgoDg+vl(*SmGqZ{GA3KiD!r zdai_^i;9HzCv*?6bj6UrM%Kvr_e(bHgl!B&Jpvx!2ME%%_AC@L0ihwW)C1)C7mp$H ze*+ZpO8*)bB;^I30 zi8NYU#2hR_n;Z2~qid0CdA&LCL-CXVxdlZ`h^2!i&LF{u;$gtQJcZV{ z#@C|DXk_cLgDW%plx{RM=Vo{>`Vjq`1LNg*Q~OvBdpTv zSk--meM+PSEpguR!EmrTWQjRrBhv%w|Du38!>$|KOQfjLCnbx#$t!(Q;Qo|tmM%^M z@4y`;rEa8-8JGAZl zpjH>91xkeiR&r7!r8p&@|z{ zyAJRO;X&d7dL=@ava&=niM@N`vCWG;bwzRHX8#U$M%ENCVjpiIU6@7J(a|wgx;dm` zXP1|nme$$Uc0mrubpHPfD5}O2s?z}i2cXku-J@zyLbM;){Pp`3)I}p?U~Au}$RA)s z4dRdh*kZtpc}#heiQj{e+yMkg9>Kv>b#-;kR+M1#D77Ovg@A|cOm)&9T1I57gUNEPs72>eSNNbw-%3gjqjj=%zQGB->Zo4i3W zMu4&%S$6yiEljf?$wzz!T-Uo~R%~-HY_`8b;pAo>f@dP==5q(CTZ!G?W)?ZXGc{-J z6qRB27iSa0b=qJTK2T9ffJA{D#2&$=SN}M9k2eZgQE~^x& zEbs2_))lgcwC^l}>e|`erKF%>mg~zmj|P7F1Zc1xIPJ1 zj?z9TP)4Y2h1leRxbjmOU80Eby|1@q1in}xf8b*7@gW$|nJG^pmAmFB3J5C!Q3=qW z4#RE*2sJPC-%EC$iubn#2q!x)uZnEKa@1J)cB3W!Y#TCcl-{ujGgAUU8is&nWQX9b zEX~YHp3iZEid<`tJy3{Cx?Gb%d`>P|3=nJ={ z%w)HkF?&k;y|Md|kaq;k+b38TXhtfok$hMSKylubfEoC!*8wsW=x|Q52YA_bs_X0@ zs0ytWkD22Dw=KE`*_;2)LZJv*U=1)!WEjNv*#9F?-m2{|NSWS_XbaeU2OSIo-thYuf+dtL`r5a6%Xfl6jE_L+(&IbNfZ z(mlw40{Z$LwE?NZTVzlcw_Bo40sTw4eb5c$?_h`J+e1S~HaTI(r4a=9SBr z;(BxsKp)wPP>=?ni!b3xR{yVr;SWjv&FIvd=NUb*f$dg;kdZAW&#xT6E%g(U(g;1_ z1kyAD$+Mt%TB*J5K9z4rm$yPQ_Ppm4cjkM)+$xiFIE*yt-HC*q|Mu-$=bhPWVm%dV$0>rLF zkdO`o*8ViKw7@~Yn%0?0rR!=fZ<_yiYoSPno(rzTBrXUR2BPU}m34uhW2?ER*B#$# z1FYZ`82KTrFlV0DXTBC*tGK}kWO{#K+?9jF;Xf%0K5P~opv zEzEbXt%IU_ZvGN_;K7q6Kf|uBoL$GCRfWHSU^thTU z!L6G(6cr=cw-))Kl-SiZm3L%|)&4btMFPL}F*6qGhPuchK7R;6Lls&;h;;1^lp&or zYxNxhGNsm22*D=O7Hb@mdcxOLkQsj*e@pk=vyqOfFK8{#Ra_pu?>VE z2R;;?Bm&GI#9Y*XZlf|C@cdh=`en-dLXcx%Vn$eJA7U!w&WGL zo+9iYk!k^ZW|@;vKiLHwg*-(#s927Y^utC>kR?UBtr=2aEg+P|`M-Sx3f2EaHdpx` z);EC#g%qCbTR>SHl*#7h@MwXT!)|&QH$i!gB}JV=YDwToZTbB<$il3bTl_)H0*uGT zf=Jn~odwJm$B7dx`aZ$gn^vA?_fv4yt%EdYr_g=7W!mP(<{tTKruWk}2Zss-%sYqr z)J*-A(*T4xD?M`z5AO_{%LyNAPx5QGn-+sCtK=A;#Ed^Fi3zH8`e2i}Tq@4yHD1)T zyW`3#r_3>u=bgmowqu*55RG2}0J-@$Elu+ST2(5q1(udd@>~mz9Rm6Pv_NO0(`)8;?PtFyhT=c3Lm#Y7zaNr+a0k9^5=28O zOAT&cErW+^iOE}d7>k_wn{HBc(kb>!e=J|~^UTiYxt0i(*O;q>gbL3874yh_PEwKP z?cF=im3beq!}Td*FuGA63Pq^lp#Mvq6Yc=N3|Q`aaYmx`Sy+Mk;>g==Q>TqVCH5h8 z8!DfJ!S-)^5icHz=17zl*_$L?W`*n7pQ%zyVZSM-+}>A~98u1x+04A!oqNGjDWKo} zw&L$E%r4g3S8;{(9ZBo#rGnuhVT^vKumcW3pS?&Eu+sI*T=bd;9mds?;zuH%gA{cK zvv>VPUoOIL+QR%Q?~uFOKKuJCnklzgq*+em#G%oMarONyTDCt*_xl)8H}CAcU3#A; zjI<++rHQ&Tnwy?Cc+79(Xf4kE;6c^|W}bu3=8wE#Lqrb7&BDUsSlWFVSOq78A8Lk; zy0t`$mY>kqHODq&Y_5Hqi@J8RSO z(flNyKo-__F8*C_ZgFrqmqv4XL3ggj?hs9Z!d8+*6}bP#QSD-fT)*^fd4Kx7elihqVMeq*9`*|??1B8U z8!O=j-OE#6cCJNVvTMvm5--{eMU)}CtA^}n?%_P~S0BywI%R;goK*FOLL;i&EUfQ? zTjJA_mC>_?rKN%D5`D_1R6fkRwiB;wNyojc-KP8MxCoJf_0d;j|I5;;E{8MFTA;r> zRCucG+L%@l+UH?Gspl;!A1=aZ2g=Sub6L%klR@+K6Sc%o$A6!DN=KOo<&}zRjUoAiQniV!V-2WX8=rxCl4b6gB!OtS$47|ZMvYSj|jj^T3 zyFV~II?*Zba?>8WUKtK)PKR;2wmRFN3F{~{FIZC*7bs&uzEb-*qyamPK}%uc>`U(f)Y6SRtI{4_8wQj-LC1m>D^PA*v4# z-lyXDJbQ?IQF768;759a43*EI@2<%}{w+fqDy6w*kiIHG?t!9A)h&g0tngi!g(D>u% z(wC8J-qB@_=rUP3yNw~gkD{U;oF2L*Z}&dI`;OZ#{A9i5&qe6%{Dfb{7r9SI8TH}e z&0}!MuQ^7Trkmx08qMa_@0irvG7gR+{oxW-rY4v7i@UFOn96b-*rqoD;yzr&YjZ;f2?bFMh9#XwKC zvobGDek=>>Q|qO>-HXV5w|7GV&YTJFDs*e+qWfmshT;-}P;T!2E*rA%8jpl+3V1b? z;*Lei1U^ya>3F|z35}|L66t?8A|qu~eIJHroNpf<)t*^(I>y-u7goD=H+CV_x__KS zaC-?fR)eIXkZ3sR;ju;=8Xa!T4*t1be1`V~ri&^LOoRJrsJm(ZjWLX36LA8n(&xv^0}kI(;oLGfSZC8h73((*%fzXmnYiC7J^ z&_8;que81#J8z6mjR8@&iZV?` z?n0hY{HzcoD+W+s(K=S?$d zAIFDHzw`X1e)U~(y0+2mSEwpgTtekzjgHO_1EhR@by;wKw%)IpBj);e-IH5>PN_Nb zX#Kk?4z)_k#HAim25~L%<1%6p^yVg3xk@b=eA=RZL7HBxu!ahc+Rq^Acv`I~(*PB(LP-Cnh+OuAK1#}@az4MV=8@VPXGgh+pxIeUliuXNuvvnh}3ADnr| ziG#Y6-$xDR$mD{xlCeItSQsxB6^GT6$`_8dG~dt=q3hZsCjy_dXC*(U>(MrBb5HT3 zoP$W2JZDO_3>?R(cvg-HZe0GkOZaD)z=@$kJ?1a-f~k0NS-}<82wT=O^Ipfvsw|cK zxg|)e6;r;&bQ@I_Iq|GWPw|~xDX7@n9W4tTq2-p!db_+cuKcCwNgK+2d4&zO=4^?Q z$(_^T=f&bqq#@J9!pC+bhW*$FPB0wc4tbn@U;YS0$N@Wblc%C~bV;d8+vuXE{s5J_)ZuK7^ z14I9La=6~A4!$C3_L7%4Gu>jtu2Ua8q_$%^Z*RCtKz@0)|yDKAZGGzNdBqB^)tt%&4!QQ!CeT5yK4Bvvc39_m|L;KhX$!(Ld$F z{IAtm>VZ zr^BK`Jh6U-oWhX?nbxDk@!5>^nc(ge^W>TPN-in5CqLBzWC~`d#r*sy^H%kK%H>R$ z4ih&QOJq1<_$>VvPO`a`>(}b;T$&pqOdim%+cvT!(GO`#Cv!m7y;WS;VXnej#>J|xRk0Ckx0$~?I{NntiNxK- zZ6!4hu7#cLENcd3;j2I6)kOoFdr@%8;d;qcilU7dm26dAL8Fn2($6o4&55m*Z96S( z3B>I(3Lf;YOV|(9E(I-0VGQ&JsM0d;)_W3pkdVbt($k*xW0dal++nz7F3WP7>GVq! z#3H5d+^L`A3hqy2?vA+ndKV4ABw{~qnpK}2_Q!A!l`FTu3CCUN@&jF zX%%-D1Auv9Q9E<7m48$o2T0U8Elb_WIq@YI;GI_r(TkDykz9!~k* z1h*3)K_2EjJ}$A-8dSKy(NCfM9vR{fRXlPyW8zLZ3phUd$zZTdKUC0u`q*xsNd15! zKf`mcF<6YaXw3^Fe%_f_#BtZ{$5J?V^`ECp@5Cr3x?rI$w2l%$%ONlWMFMD%8F@vPfBE}wOrX0zI8o^cS(V+Rxc$Z;nC1DpE2!y^NcJS%%LK{-aWXUx1U_6-J!f880)$*SJjw(4c( z8HtctEO*B#+2#;jpxJ5=sMg2|XZTWvLx`+U2>PNSHB(baXefm?HX5;!e!=tJ)#EZB zj}g-8J##{h{`IBb9i>0CuP^K~80)vmAVE;f@7G;>AYwa%-#kd}ZeMy!W?I~FGb>x4 z$#nt4Xew!zUa;U>;6bz>bVACP)g#3@ow?cfYr~TB!9LHV#HeX=MKDEmuEznP_zuB& z`?GU{)=LKl+$7DczDwU9#NVw>5%7P?HcXw=@3=x!_$Q;s8ar7bnx1O3vKoa}Ox$H# z7gi^mjSlv<&3dwNJfDFl?hdKpi6)W7C&2ETu3h|oZqBSpbXDG>c%FX;h{4Y%-i4P{ zcBP!CW_y>U_gNh^TE%l*M%F$wy!SE8OwTv|jRWuGYFxbrR;D*CF2oJ{d>{u|SY^sj zEajC~2ZyEx=1mVSmAJb*o_{vd7A13xa@S+;k>mN#7v3zbWMsRsKH9#3wm(@fjINw? zCn*=B(5w(LY~aPa89uQue@Vv>|+M;EhT zMDtpv+iux8laU$uyjA0Mq33uFi9;_cJZ?kF5z~uCeERf>X7d}I(nt{pu243mKfov- zXEWJ^8nElue&n&g{>b_VWy#J=+HOJ6jSFUdUsGzX@?N_}Eoh~eAQ6NtSZC@5&!vOV zrDY<-Dv4AUKVB__kM-wZHm+!zQ;+)5T72%_fMU%7x6MHm)TxQ>dK03C_ZJ+TAmJCm zYeY&!#r5R(_m`-KD8AQeS!G2v*2(gb%B&SwX>0wUgh1R0=e^iDFG9N$j4X*^4w8lB zfr8zDti;ZFly({kb4NF=Wl1F@S0d`@&`W@(f`i)6#J z6k*C$i}TN*LpDsEBW90D`ED-E)s1jQIg`n~g4^cObvkWbC3k8kFpTEwW+5{zI80Gt z(sG!(Gb9qxzvE+BqjcycFJ1CJ)=a1RrL7HO5z42v{jhIglF+9>tq)b$sI|r6^1gM- z`tJ0H?Vra0uXYufBT$gw*#dmL(_BvN&xVHa^e;^&9X-g7>x&2}MQ23H)KbDjJ2}>g z89&@yZb`}cdv-d!zDDy%ySs~{&Ye5gnc3XXfTy>)Fc=`*l>4-PtBR^D8?z7W&`ros zoRqglsk7b3jV#5RwLXxRlkH^VW5u}M2|3;9@wx-Fm#>lzu?mmtp3wjdK`~hdD5i7x z{-|TOVhAGr%nw(x!x7vJz$jYy)pvUGLlcV10+bYAWXcCu%ggiUe{rKY?Q1RjRtx zjF=x&TPt8G3LM>~qw7Y(J!QA)*J@HDp15uUn@c zSjZ&}4Y$Y~yR{v1Y^RlzK;+sgcx-Y@)X7=6$&+%%1 z%x4!={Br^yuF|N&+lLQMnJ~`N_bDk6g3#`c zDK~U-vdwHp!E^YjDaS_3GTO^7Xk0CJJ?XcDM=p+=AWi@~Rohv>De`cqDVw&!_mTha zd-?3los%^AmdKhvD9=1ptgTJL#2WOH)J{xqM2AscXrI?NF5I|q3I$n5=!zg`b|`Az z9foXEo^r5zitO;44buupYZ}h&mp#@H5|OW58vTMu)eq-qJzMgWs!iUaFY^3nyc!$r z$GN9=GJ06amhyxVb^P(w1$>w}cG3;X>R;-h797u>oTZTz%oO#sDudPJ?1E+AR5B2< zn^Dc8!@8Ik&Y1bH6Y1@{Y6vj!U-9}q_%ieIC^7R_y`e$mjPSL!55G`Cj_ivTocPBl z{W3}BY8d4jfy3f;dioWVvWg0Y)*F}!mOO%|iP;n0DIYn z3v)vqYpI5yZ@hHq_D+{-@i5boTscWGm&M1Kb-eX zr<{YsY^MT0rnpqw&@N6H!vgQb_-0LR_w1Jpvr3eQkzVb z4dyrdU*@ri5gxKsbcw7>%M#VsiR*O_L!Q_tD&K9PDWd4&&L+=iql(W6xa$JA6dZAM^I2imBK7RqEApPn4C- zv`z2_3Ul=N(1zE|B#@bbT^XoN)+cs&1b-)AVtBvL=|kRCuD!bf1}Tou{aEk7k7>gf z*-s$Jf@JK=h5WA1BoOvIT;>3ZfU26COrA>%2B1w=H>L;m=O%a#I9g1ftacm?Z!2f^ z#mr%(3GLTgjQjq8&xf49Tx)kjM$zkpt~Ya&Z-=6SZtT(Bt1}5q{-2ik(|wKAi&vZp zhdfShPyp-w|8G|~MZ13Z*j@S)+T+%5T$j+F*UHW!EF$xJ**;R3_PBqJ!w(`x zcMYYUaN5q$cu`L_iEj1v;EX-Bn^zkBTtD)4u`?rPlivSZxnE;FqY&kDGJh3IuXvT; zE7sAk^nK1=`A1OnSLkZOk}~Z!9Wd7kU`vWd9)PwkLYUmGFHz-VM_s@yTo+ zlIos%Cf?+ScaBzq1mu#VZ}G^>w5l`c@V(_0fuRyRvUGRc%q_OHSdGQyllbPx858oI zyGrT22#xm6T-4RVG>3vHgTbRW%=%AitPyDJ@yzuq!%=C2n7lNh{)lyOScfPdlCuqA znbxxx`>WgmLzDUTj$PCR|evxph_X(K}(Z_5yNRz{Pr)k`KoUEOBU zx2bfbCyj}QWY=NNb;(}o(ecH7l1yh#`O$l$L9yN>M59qopd|)_XyL?ThmnLP7vFLr zWP(`!#=J|=iFTgzc306xd`?H_RakPMn4Xw8-g~2CJ&sGQ>?B=rRb~Ls?CVjZ4^bx! zxP5sSd^!|^H}xYf#CKoX+AYwlV+Oa$=FErnSe|jTW^KLb-m#4jRx0!B=~1}2fh42; z9{cAvEXW{}TuxAX;9^$Hi=j~4=kPgQwtSi;xx$M;?+3@yw_S?UH{hHgTYfjk>0yMQ z{)!O?-p(S1`4uE&n(UccFtn`*#VVsm-W_$Te9L1!4;YTE_M1yP+B`c%OI3|l-@h^4etVdq zM(3wLb9mO8KNa5+lEIG~NYu^)q29J@wAKTzj;rCLXs7Bba`(a!9coOXcL67dw=Y?R z*Kl>d5+fg-Gu?5cp>xXHln3iJ8s+5tS3Jd>cqRy}evysoVx1@;?aG~%s=xn%jP>~F z-GeV4XWs{iO4y2PY%zXVN#J=P{Ucw!^z5-?jL}AOyRgW| z_ZjpsnXpSV4b3y*S$9miN_XuZ;e|7k-6d|${BKG{eaM~ZPsP%l%&+`_@v^|JI$^2ME+uNmS+aZSO(}8U zc7c`G#&jFG;ODt_{W7#gLk4<3>J`+FUP1+ViB2XlQ3gBf&WVI_@+!jFKmN4FjPkMf zPTfHLq(R{ZdE2d;&}B_!ugXyC5AMnMpSrxEph$w_bF!|EXXb+AI_Y2OM70?ZRoR+i z$ez~T+FOjXu^1G0pg7Da=20H+*Pl+vo+8VB`f$FVOiTz5d_e)0#IcmSmW2mnRx8E& zr}qAY%@nvST4s;y7p^H;jXUuLZO1sAZ+J79)=qjs$z_} zqwk~e&SI&zgjkk=JoT9&qH6ym?G)tzc8&5bMS!2v?Ad*$ueuzZsZP61rTTl})yyup z+dDhs4F;9BEC+G-FG9fY;kmhfm#Jx{A~KU5XSJpm5|2=9ZVZb1_szDUhI_aSXL65B zen+-?Hkd`P((Cx%N_hD=*xygUC*6atKfi&RM#=UeB4B=3W)fs*4O?eF=b!5%6k>i{ z@8Cfb!}~n0`)5mrUUxFVV!4Y-PtyD4kWI6|0EbI;bxdZt`lmqDlNvt=vKcw};WAQZ z%DDL#xth}$mDTvS(LOCNYB1*hmHJXJqXoPlOCIC4mfmu#459w+uP8__`kgX@oIG=q z^c^B0l1l@WNud#IB#y@T4doK@>~Hx96)`8y+udL7zHWQx^CUJlTyL1AfNQ-WH+zE;OfQIkj8McG zgj)s7k4-Wy8vGQyVivl2KjPEqR93gJPVLj6(+UfcZ6g$q`(?YN>V|q8$&(B;F!obd zgsn9-)Rd`{L>tA96>YpU-~G**Z6oG7mPqcZAw&>UNCV>aK>PmeXWvJ@s&+|Au}xo% z+ffn1cBvl`3ENkktE{nn^2(l@U@v>W`s&6*Z@nsYy@BvJ(_usQ93A`gW1p6W#zvnk zeBq5V5Qx|`b(}jn)k7)!VQA0JZ9`3C`I@LT?zx`Z#(|D9tH~! z_)*>jWQt~2kp-P;$|Nw?jm?Qqm;%k&J%mrkP!v*zVfnB$*b|OP-ltY;eBs~ZZGd6E z678THp*i|})|4)*olQxFXW8W1W&aZ~g(tg8NF{pDY1yxJ%aH%>U98NXXfa1!iKO%* z(%rjjR{YLpWPZ4+PJ&RN8}-PMd+*@94GkG@1yE5NOJ4Jd{FG{-jkkn1ND)Z-9f2~$tqK3i(RZ2~^aZin-(>nZpF>KcP#Zn_@%JNqJ& zRg>;+Q_CXuFBVI*_KSEI34`#CBqNJfc=acLP|?|JS%1t$(AD>;e95ak4YY>O9Mk^Q z-(t7mv{ck^{u0NF5V7F445!&+J?dvPm!u*TKNT|C$_IC(4%qjbi>|BEaS=aI*3kF~ znSJklsee_`MoF`e+&mzR;)e#ezLXGT7vLxuk7-JI_x zhF+S`bm+6&uDAhAVgk3H;)$(K;yREEX(~lzPgZ{^`@qfMuEg!xV-aoyX8VLmL!{h8 z$GG?LnhqX5HhJ5j2f;{yWnGnzy8cow^x{>=B|RuuG8vcz31dLtDt0uDrx>81IZNuVr!n9Dl-w7poL z#xK$1Mb$?>%l;gWHwV&FUM&ufzJzsOk=4dqbtmD_fmQW;>XKi13q!a%$M-~MU92DM z2iw`2Z|!nkpEDiu6p|pzs@0+4B1JWn zGyK_ObDcj&{rvI%3_H6Iq{!&2M>?Xbi$X1Zf@1vHvR;@Dd3|lzI{3hnM~#SQ;P7|? zWG!zPBo5-%0mpq63Q8uR24aXows0mj4f%;GR)sVD@9;*~;y^$0N>8y_P7{;XXM*fH zYc7t9Cm^J_x^YfSZ*GFgC)maDOIQ!f&>rR7BU%?sW&0=&&z}$=8k&r;`mwrHrNFZ} zL@o_(KUa~&fbqTFPZCv8-3E*5}ibkcmzMyL3oz=wa;6C>B*KWW)=1x`XoKD<$G4#5o_Z(xGAI(w8FM# zJ3CQ*4nrCJ_PsJAxf0!FgWa(i{f^0dJfbwp&5;g1wJ&x8{TVFN`j=VrG)=qxDwKg+ zF%5|>Hb(IU2rKI7&;w;0PF!4^CzPB8*V4PZ0W5Zt@NBx~CIg>|YF@p1x<=(lrFU;<4mtLmrf{~)yr0pI8ztv^O4!WVze8cMMZaCdwx=X)JY)|) zfL3ApXPJ({rD?Gkx6)dbHdE2ohJjSt`K94!d_i3+yL!gP?C>EO8pZ}o&L};7I%=_h z(}U1qF#K$1iCefh&q4iYtDDuAuuF2OI_~a;pCjMi-~TEY85#dzZeftbY+KW!H}|RQ zD3NXt=3u#&VG@3fTH>VAbxMow8z7084DIAihD4d6YrsH^A^rNZ$$9xxVLa zk>d1qZJ2>@F7aoF0wT~j3GZ@Hq|4fBPOiGbq>m(ebI63KhT9CvTRClfX}drbX6eU?I5k` z5I-wPpeVNwIesi2IJYVZEGa|yq~{4MAYFys4KQJiYKX7XF>@m!+rVzGCM{_eN89;_ zrK_Am4FVkepMamqB!u>EVLWe=Rle$#kgFF9 z+o%s8T?bj*{E2LRsVk1z+hUjc!>4|+JAPAd(dHX{ogz zgs7t!6s;iYaCaEQIIh)zb?v;aJ!H0RnuI3jJUrSJ1eV+Gaxedhw!HTEJE5ZJ@(svH zR+l)f{%mZV01WlBGO~LF_75POpgb@)be@RbOoNbiC}n@=FP6^3fKp#UmG;t*LG}{U zmaR3&mOc3hztNwoOq>aIz_ZNv2m}NK&PAR%O+0mSg3i%)GaWC1vfc*R;#MFNvNTcDWG$KxZGvoHh!#S~u4#QD-upO{W486xu55}_Bif2ma$(#M4r z+$OtfrTBL-#~8$M6Muku&trIlx%OuFv@Ju2=sJv5^6hP(+bqW<<>XF)5PZprIE0O+ zmU#SSD)i!)JjN|8wj7N=%JjrxT6319x@Rm&Q|_C{77C%6ls}$TG2y^Uk(7Ct@wTXL zw#152BVS``zgYY__qWV)CUpODkq~qsa`cpUU+J&9Jn$yal7L&wvA3A25}sG}A$v~x zy4mh68r_nptXzC33+L50nZPo!)`d{>Y3%?Ox%L0S4tJ=5tZ;i8VHp4Tm#KM`@r!slPVjrCal(B~h+jM&3mFW$`k9ZT;^3n>K`U89`w ztawjO(dbwr+Lw#qT`~O=G7=Tm+sYsu5$CtQ0KsbXF721^TqhQ44Yk59W=F}dUwZv) zFeB07QoUtBYq5l-fnKC^W9na6e!M)~DWa{H%(hW#O@5SL^c!ixHdh?-{7WhwKC3|Tb&$o3O}*q*Yq2V)}Kg&=;<+H1CVM78NRYd;4aa%2e0R29vtg`i@Bb2qPNAcl7o}s~x`m>4ZX5SIN0q zcL+KFIG81+^X30$bIc!1i~rn>gPYwPbvxYt&CCXs-tH9flecd#r-{g!`(tjIR$_}j z`oeOr^?YT)BZIffvx)yI*!lprWoqLGAtXgV=Mftn9bJLsK>GfAcE&z4jYbrt#8^`B zTp!tv!e0vC;5^&Toz8m2nsW2nn-(u8Daf$oIls*V{K_w(YzLS9jm16&zmLS#ioWi( z6~LYva*b8aB;(&QUf>$+dcN;Ngl3OaVbjN2=r_Oj3kvT#z7r619G>En>GoSKlO^vg zlAqze1bas<*@`ONofD5-t>jq0dWR+ED;JUgc0Nfga@?6XsPVN%3ERQ?osf=S|53vL z2^13&P+5N*WD2}rH4*fS8*e$*(ZzLtUTKkX+G3pKxvdze+X$r(*kn;0tgB{8TZq+f zoz{K5{bPTmHY=Q_y6rvy$Z@0B9K0KgPUT|e2c?q^CxS?R5CmsY_1$!2Aa z1;KuxpSS@dpO^(JTgQ8{kxmi)vBy7$Pm8NBoU+<07+L!AxL?eg?~2pb$iB-PPfISr zwXM4hzUBM0Xv3-?{;rH9%B+es%<)*R7o^5KPfp60(iM@VcHasOqsHnDRR`FPTBp1S zI1H;(J*1Wwb^_jtUBM&si#c7yXgi};u&>NJQZu8ZT42$SFR2(r??0rD9d4evOa6NY zQ4Mk;#<{`PrRBC_brSluXjG)oa#}&+%XIHguGE`1r`l*C(Y@>8e~Zi8#;B@QH^@A? z?Nk%yLFc}Ro!DB>&F!V%K@c6z6nCaK)FySSshXB}@oA7}v3sc^(yG(ce7D@ULl*1g zC^v#geUSCuLBf#|_R#Rb^q`DM=>^Z0mT_n0(`dTiK74kTj^Z88hbJ;0$?u2PcoED} zNj_1iuDvVgJ!F7LK$P@GOV8Td`AU72>V#Z_1G>jWi^NjRpY{fNe+*UNseU20n0Ps~^4PQ%wYtjB5y?9Rv@vjX&*9Lm#RD3dLI?CND zt*dqHEg8B~g4S`l%9n;zY;NHZYV%JH5rrR|doOmsVC<}!e+k(r?{MnQaN_2(pF-z{ zTtv^xg16bQea>}Vj@tRTS%0|)(OC&%jJU`gTS_lhTA3_bNm&C3l-$15P8a^3+i3-N}0!RJaLx9qddl9&?Njj?y{4%$BwJ9mb zbY>phCT}Gjp9HSdA_d6S_ezL5{PJq0s-A{u(4=>*%KiXg7A(Y(jhUXIqXb=UR-;uW>Jea(*_| zRqm!x(4v9aJ9WjCr$q6NA9J(!7Y}-^;Y6zQnE4hGUQPUZT|dBjMGtu!H%s41%mSa! zs1WB*s=$o8jG@w02dC{~db*y-xZ4?>#UW}FIXU0vL4r-C7al`|v89}N6yOX|l&N5v zx!ElahfnasMY`7e)dHY=L6DG6^K5MawmGF`^|sP)kW@JTt3&fH4N?{Hs*%!4@>A@Zt?1{7=S-VFQ+55)4g!nuWpz-+0=|m)PZRHHp4Rf%QA)Lt*m*p4m00H+ z$&kmj5`rFe;${qaVA(Ne`upWHA))%eyGH{em)ex{_SEB^QI%|sX>|L9RP}6>%0eW} zC)~(~T@<3>>M={rUSWC%Bw*^8yawD|`wy@|Rvu^waNB=UW0QlxLHcf`r$M|-ZBhy# zjQD!~8(d)`^y&Uz>6~QrVG{gYnV62?cXso-ps|e}t+yZhZ2g>!h|JSEyqbZ_$DiBR z!)2mHAQ>EYL(KI@{;7n_4W(>8#}p6rt7il!Zs}tL+;OrnmKywXsu4?+8cP+G?LPDv zbH_!?(dIs5iA)cawDQ2=e&(=GKhe&W?s!~npJ-#@^YFnSepPm;3`&2hF8J->8K@vc z3qohh!?@m&NznIyk@gl)RjymuD5!vv21p5rf|P_JT>=UM(kYUnB8}3yR7z1o1VkjI zq)WP4DhNuKk_)7}d#!(dxc5GL?{n_>@3@yS7>3<3 zi@p+WWK6kcy>0hvhCk_T)mof8W%i3;>6>F;@tH?*S~bd+qRHkBIr3BszNmeno8>11 zodbxjK9oF8)|;=vpWr|iTLok}0+#?2aKue#{9`aneG!RVavN~3C1s&^$N>kz6Mkug-%KGa29;ZDg=o^Q?Vln?K^@_WgiPGQaS zmWFBe_gjCbd5MEyN0qpfhg5svaMJuLrGGr*koiP?3QBT|W)(}( zQ$rSyGwfEOh9#XRyK($Rdg55`yBgm;Wgweo@StWF_>`x|3r#-JGUqMLxtO*shyF-v zkvgQXJl<^%dp?qr&M!MYJb>bU!0QjAgX{E34NGn7CQ}@ITSun4iYzQ64j$SD9hc4Q zm?!0#cbxb<851uk?~F(fAM+L&(2(F~2z2)2U8-1nvd6u&kd(J>7PZsa_S~d_u5|I5 z@XVb?k&AOBqxZIc`5nI|ycd&qk^6A4_~wY2=azL;(^#z&@At>76zGySGMmz-Kf-Ei ziBJL3@lQV9)Z6B~=yB+Rr+}lxhtSOv->@9uouBd6(R0S+VsI))pZF><22QH}Sq@{V zuwhNcro&~94%9X6-PxIsk292W&{kLftE^D>=M zGV17HfH3!6t4lKuOD#;8`Qf^u`OqHPonW6%^V$>U0XC4$LAQ|h=0u90OjT}VBnBj1 zay5HPCA-~Bcy91SInNvysisTJZVlh^Y`zWb{O6fxlZay6%u~Dq>MTlXSA}XlP(DdK zfyRbmGZ#7Ng5*va`dSKEcCq7u97*JeVzQ6TU^&%epwk`EJ*SYZrof!##nrP9j|#65 zMtGR5p`NI!;bY}C<%<(-|!noo2j($WSxe;$e=}(3dhuS=oajA2i8qiFF%VE^!yfs zZt@{IC9{>#s}5xf-U3P*^xgX2OxAO5sR!weXw6%+*0)ZBqhpSa7LqNfkc5+W)|+pM zKXKkrNhgnNVvpL9{`et+Ok=UNVpT)>pSU0-M<~S3@mTdueOzTmzgIb>H;Tt`{&0L* z@LtCijTND=d=Jfi%l^EhaPTsScHMAb=LgIO%FniP7Y4hljdD)3TJ}q9fW*G&`qfBvBThgKLUal zkpA#MgfTfenWY$PO*qZ<3ez#MhpEx~QcqnLn*G^R@L4F*${`dmp`nX^<_Y<8P6X4srb z+{qWBRqOvE;zwVfu5NRBh^}8*s;ghIq9BWj5aXbA56+?!Z<-H|lh zk>GOn;`yc@7!g)7Z~^0aQsp1feMU=?#8=Q?F0hg^YPW^-jPPX<3=$k4SvW)TKd5+;@ z{bznM?daYtvcIxMOTr-5kb7Sttm*fW_G~`0{>|ub@7pxld)J(dGu|0PN%Kf!u==W9 z^B-9^@J%Jf4vRYbxYhVKNM?b$(%WfFfxYp~q< zQ%nIVM`}BE!PsNUMnePRuvxdSIT9~aZ*E6Y=UY97@m>5hrl}Ox_24gJ)NhKv#@PJe z2^k_PLkhu*Svbd#2&Xyyq2&a?J?vznRMf+g@Bd!EJR5Q{Qwi^P>w>%2`)kaE0BN7{ zdax!4j`_#y44WPx7%h$w` zUvKxcLNJRl_hg5h&j8Nn1&TT~^n*g~EBh4+%s6eH8!c1_qC4>H1begZ=O5i>2E~R~5WDru|_*$L+D#=REAZ-lk8` zi?jMVn`104M?1N-9HpkjhIsR=IubQqTj(fB&RumL5bWV%z+vvd- zw|1vid_gaHf0G#^d8j+EOxxHj z=8G-Oa!%&8Z66$Ru2Ao0Do`wMxZ^w7B0*vF=I!BotZD^B8s(pVDmb@f7u>q#9!C!ZgGehrTu@J+BI`2?`rdY~365=%8m;cS;RjHMOf zTl)ng3f!yrO&f_;Oj83S&R*_I<%92JCVfAy04Vk_Zz|EJSb3;Wq_Po+gJW|BOmVoC zam(PsOE-@_{1VHz9i5kzMH*KrdPFI>g3f3+zD?cq*Y^6ZCla0j@v#(7(ojRd^Z2d) zrDY9KnfUyOr(o%+eaju)!&%Y^E&*ilcc|eux(Dp53XDRLo!?U3gv)G+ouWL=6_K8O zI2>9kXjGGUp29w&%Jq%ER2ydlJTj!xDt;X^S?eJ6_%jO7s-HELox36a>k(-W`l^l* zyGVn-qChrguruisvcFcsY=sxIB{3y%xp*(T!gNr))bsR9;q#8)TsJECrd%7dnAZ+G zJIi-Xip+~iaEN~g4DlnzY~qa3(0W4Um~`tOhtz>&#D5bSM@@Ui*ZZqCr;dx$I1`h` zkfu*7YwF$>TEw;mKXP#s@&SsJ;dm^2@V?7b7n#Z)54a!L740Zbn`N3Y^Y*Xsq0QmhL+vOkB!_X2rd^kC{17LAk|yp^Yq|wWTHGobn7sA&f+$c z%zahim4Uv3%8>d?U%ZZyOL1MSSn6FuvH4!DXQlYOY5vpht3KJ2p|PQT}F=6^zWR(Q*Zmxa_!;rM6QW> z%IOFuaRx>_GoEAAMxvX(TyX)^wol78{UOtmqJg3I%S~ zGI)*g>*$-)c*dVnTvkvd z@8nv0rzSaG-yZ65gr$F3FU&CyNmrS*^3NkB%K8C77N4%N*R3xv3!-7?FrfS}<=ut~ zTje|8)pbQ)hm%B8z;$W*WS?%|(xnQrqrKFe5SxDiV)dS7BuhHk0Siz+4gk2~O3T}y zlow@gDU3B>TP{!a)|CT<@$%Pfsr`K*s=mNIqt$1ZhZDPHW_V}VlME#6o&fPf6=(7 z@mLAS;_oki338gfl9$UqP@89JI`^}FgNjV-!qrEdYm%I>T2NQ+QuzG(VR}^2km7V*4%zb@B;TS9ecS%36L$s>w#eq*J>~~$BCc(HDuF*_n=2R~C~yz) z?^0RLycL%0{0+fKEkyyNZZ6Q9GC|8g0q(N{4>565&vmiAGy+6oy7d2r>TwLMlzg(i z57ExeDz(x=%-FrP4|L*FLim>p#&mNb7^+7u8yNC{vN-ppAGzQ~U)48P5vY1@Kwv~7M4L&IzAte{uTMny3laSl9O;UeMiEuWdEm7k*``{KJ?uMK4}?5%;_ zdA(FET(dluc0V$J{6e^~uCS=1hGRLL4Eo|owxYZu^)u?|!aEHeR(Oj821%Q*|cbtH3fw|n~ZBk}-BR4l^T2QZwS2N;-5 zhl!fGlr!_r5W8F`7lmQ--aT`DA$#w7tPK4f;5`#c04 z$m=Ahf^ib-)jlPxcOtUE@Z?=GUq&>u`8C&tOJ~a0eJa=l>XzZ?wL<);6t~Z_AqYSH83zY-#33SdLc_DA z^4;S%<{g(dK6{KB1K+|@09jUD9rHoHdD7RHOwflKhXILL^DoQL!VUn9q&ZJXJ(i;qKJG2q7FeFP8k2Han(&-JYt z!EhCObv(m=oiO<-zfHR4d7A@Ea`Kn#y9bZjb>rT>JP)&!+PXk{36ohiQ+>Y&xAsDQ z6rrYUL;2rpjF<>J(&K&QSe62a!O{hJ*l>3E6EA`+l2R^-g=0{NwfSAJ&mxM0T(uZc~O+W&&qY-R2 zx_LoaTa3}#l_=0z(6dryFu~4k2|!?s(;K7ZOa#d0Hu_ryL!e86qDFm0WNmPFM5-41 zqGR6rslGy1EV8)<1Hy^O{r%dcRov2iz72d*X^w)#aUv0{4JZon;q>&=s8sn*1n8`b(FPKF{4i-mx_uKzeM;(+qXo#H*lEF?OuN6`?lu!3QWm)R} zCSic|s~gjycK?vK4m5D^3XaR_G!8cx0Mc1elTi z+bxfzA->2UyEio@FEZGCJ(Hj%=f!-{SEBEA#-n%q@=WpPzWQ)TJ=XNr+l+>~XkFWYA_vn&@~IvsD4&pARleb1 z3vPYa%0I1fa!*DUDv7j-s4rtqi1?8hs}q)@*MUPdutwv zIWAD8=IJdz+MoGR#^~)p>^Mi*utyK>^12;5)1@};1!hHlM(6+#OCJxEL%U65EvT9* z=&kpUIA=ZW7~NvxKcBW^K~+wXzYAo4OKN0IYb8QKYdK5LGMqlovTTq9QT-Y*RiY18 zKHvq#*RRW&WdhS3^f@@1@-^aER&NKz@BNdLbusaE$2v_nR5OPs`jrxQ&-N9Pc}sru zUWXvsPYe@?l4(7UE=Z~&Z@;X!a^q-hvPekP#VQQ5eAfIVDGw0TpxGvxWAEAUg?nAc9}nAk0-(fdqmZcWOA77RQ1XJ z1!Ejp?f{|j9@iPcB8<}wD z#05%&J%IV)^l$;OfW*wY;*|wL2sk&W@^bmG4YT3eL)|8>DdfnOU{6kMz#&eg4N^s= z(XW{&afF;xwL~qi2=c=B!L-&K%g-SiB)qC|%1dEr=z0>+eNDTr^NrB-<)>N%^N%_T zk6&<|M~x(*K1IfFNeItRWc0^vDwTo*G9$V*nuHXM`_$9ATv4_`#;VI`j_c`sCOP>T z>)S)64%@N{3M81Pfwgtmwz_A>H8u^5;UGWAHRzWhY3f1nYxWQIBTX5!hF?PTJzI!n4k`cj;!qY(2N)DX=FcF(@;FyLDGV?bKO&P zUHZ0UzL2RZgD_H(;5k@|oZH#wupd1+{Z^(aizA6B&RNk3-5X7Goc5^wNPIq_fp1E% z&A}6v-2G8ILpZ*YvM7ta4T{F=|qty za#Zcoi0|8MO~_33@Lr^M^De!y(ZS8PGn%1k_p+KMQj+cv$*Huuw%6~9B@brGhS(*- z15=U^P1q+wcswU5rV%QGDi5`ig1NlD4) zJg2u%Iz|pc3BK3fTu@l2{u2mzU|@xYEVK;(Nr)pmDdhQWZ4N>-?^9>_(=cNkSm5b} zpAO)l<4iU0E4n03EmvQ_;|1n*EM$FSF`+d|?|5Q8a3mH;A*X7Z_9>FungT_Lzasgx z;PMR>TTh0A35^bq^mQooN!8vuvLXbFNr59&A{oqt=%%B-U#eO-g&p>?WBfoKUrdOx zJ?~4LM)y20v?Ikmm#`9YwL;XNh9Rs&-e{2)`vv;Y(uz4-zi)n> zyu*KP`dh;BsKZc+KXdP_1 z9UqBd`o!o}GgMvuCVr z=sXhc|ALX&)c1UAfP$_}JCEMdSztVFt&C~g9r@5Q%MVdEl%uZE5dd8uyN~2$gWl9T zz5@>qI0VPdp=;n33HLQ1^R0ENny*c@Bc=KS&H_=NbB zNXHAR?Dl*dzI=?P(~mfD*ZZOeNWP#WlNRpbrZow*X8C%EG8)kIELT1x2tBcO(~UK5y##wYP2(rCX#ls!m;3^%}E|^J~SWZnVP2I9U%`9oppQ z@L1T`9Jf4c(#DYnc40;J>TRcX1z~|*~-LK0_PpI8oyLz zZqoSN^oMyhL44&=AiX#2iNSdqf;$Gqna7ObNUnDV)fhDtrMuTT zO@|mEhAe+upCT0+y-Hqe6$Y$j{9EJRWZb@@i*VK5u|G)?nl^J+`fB z)s|>>^jw$rEsLYYXZlVg$_y_P@isU5OTPvXttdn)FM8p*gg?lffWk@sJ1tf%bp#-Z9jZ|98a>-LYyib$$INr0ETrsxCxsbNfW90YtS?N;4?7ZwT{Ok(x)R z=Cl=)$Wo~uO`@nzNC20yukNBRB&-SgWqbWJ?fl2m8j3wO#PV`!cq)aQ%{Al%V>U^m zoZO=1SAD0u86dp?u5W9c4Qw^l3}=zP>Vk(tN6sk9h3GXVG~})D5S>5kabxT9?RnWh z6Zt?MRf$(GBB@XOWp@k}Om~isOo(Dl{9Lj1RQPd0*ZrI}r~E}>fWqQ-B}pY{gR2Wn z8{jTvNZEPGpff$_cxzQ{a9q6jt4mY$9#GmLVH`lhQ~J0&Q+IX5hhpU$e=DLG;!n;% z*DDIGE^T{q44Vad4NmnwWKI9%(cgXScpG zAL53B0b8?}74(v@8t(bhc!TB8W`~q^&EB&@3d1+Zq7m>5t3S@u$0V%Bh%i!4KrrK& z1zT!q1!BtCmvdW8s@X~ai0zfgHZ(n;y@(R=-507N>WuRXr>ph`c0|@YrgEAqpE~4C zH|2!KzhpE^d2nU9(n6sL){J~_|8}ASdfP>)wTlf*OdzPbM2WjyHv96@6vRgmUO(ua zXliL`jY*aady4_#_TI{`ua%&i@3?TLa+<^|7hQ~(-uc(fk zM*%)I@xB%_AIkWxeH`iGM5Iw?6lO;aW=pZ8eZsj~(yQPUx;K+}$x+UKkOgv8ycxx@ zLH4V4%fmUihpUqQC{GF~G#{(hb28K?G}y9oUCLVO%i}w8qJXdqCk(II{{K($M9p-4 zrrW^2jvxk9-3J~ubFXJ;hn;-ys+zKWzIibVJW=m4mj$x@kYI!Y=DB}+*aIuLsDkqiXCuM(#0L$1(}t52+$%Vq06zAqt6sJ0#G_Z5|*^kxN4 ziA9R@22S1D$oIOW4$DbQj6;j*(ny{7TAM7(53GWQ62$ediXy-tanZdPU`RjektN-L zer$HfkfMAeXmJbKb}Z=`zqA?|H5i3ybS(7!PK3TSd*?1t)#Z4jHOKpBsMkMrpy(^? z+2C--Y|pmJ_DXi!9gqwE5P~AKWl>NJbv`AhS8(?j-l+>WKRA1RUVoDl~783V_5 z#Lro3;>rz;i!;jImk*-To?oHj(&2;h5|G&W`C%tHHP0cFw{;8;2j+Pf0B% zrHb8uBMIgNgWwL#R>zY+zEi5Ud>-g5TUUJCI~{@Vwta`}N(hvH!D1#(n$JEd67^jDmVVUuS!J8}II2t>Iv3 z_i^g+V1)<*jtVRrJ4*wqxMV8Y;0*i*EN(z;#)5q z4}wzVh=rUFSE}k;oQ`w9SOt8g|FIrdgRRfVXC{FM$uW!)XSw-X)&V#?K%ZN3j)rLk z6?E8F8;V$~wa=d&>ZI@a_3p)4j}M)k><=dfnNnq;PTUo@?0})8s?Eoddz`l)es16O z8BB^^^?yhXeR@!9Y==9&!*r_r0nfHlw;6+*?Hpal-mYm2s=hbw2{W7jJ>XJ#u2Bfj zW%2E!pX`QIT>+(``ct}ov-)X6XCh-g&wH+ki@T8-tVZ@`z+Sr#x;1SEGbe>ZlYJ-` z0*f9F40q&RJK?G>3+vGG@V^*e8YIB+DbCGsWHd_em#!-Y^h%bkk@2(`(W2n- zxNYaXkn;ioPz1LtNIhs=k}tVAyY%6OrZ){^gxCI$@_CO52H^TY*0w=;$;AlKse%Xm zAC(u$g6wpD5^nhwoWu_1?OVWf4&awllX2s0S9W5|^!4bY);%M8@0t%&h_`t%C6LE# zss|!sMPAz73xrg;B*g$ML#ARQk1s-|<(b|T1pAGRzawl|(F%&hP!ZkdNPPQEgV7@5 zUpd{#rQFLEFRHf(#w4~O^F?$yS?U5=tMhrJP=p?F4WZWK+dHAfgz<w@pIfu*ya*Uc!q>`r(KSQHHT@exHNDNuRWB~)%mIW6aj*tNomOUUeIu_k42jNL zJ$VpA5q0F&;S6WmEZ2pO-c^LKpYDe^`M}wjU!+rGnx38>aG%XazL$9wEt?gIM}n)n zbDGj^K)~pW(6sT#-4TF_n$bk80Y|T0k!!Fex|yzq6$O~+hoCw#k6mA=7DP?l(c}5= z@W`FUWXv3!GU&E)0i&SQ==@`{mEU&*1XuJhW%q1BYKLF2Vl4TJ5RCZObN~jT5tp1l z%}rG706Gh2r<%k>pb4pj@PFCC3~a;)gb0riK0XoJj{f}uNZRipvs1V};vC!`iQdpw z(>aL)sMe723XP6;UDDni`JS^kmQl}<2TT^sT5)q7=YfI^P{jq+l)aELocP}3X)*~4 z#C!fJjvBN3FJbvEwa*^1r6xE-s)$rw_5oUOsqg#eNsliOiu@fnhW8Hxvh_TdSu7z} z{0pH;H`fr%@52@uYi+)N<>#RkAX#o}(R7)KpM$o5P-n(gExl9vjbyO{Qh9Tb-h=uD z*ayYj6uB-rhu<$t7>%zkF`~^hxm+0$X~OB_q@d{YPh}XznD>KuUQTy{W823@NEkpt z)s0om@#alsi*_H zt})x_3i0-BPUSSUX}1Q;XOUlUQHDE=2S!w&?O@d?D7WxE?b4s);-omG<#J+!bp!cyJh4krUt}3)d$L4N)J~nE!s;bjf!NG>}}><)6MYLUp-AK zl|3^MZ|IIr7{iRA{MEiaarqX$;N#^NRP%ZwX)?jprJID!jj7Iy4Fsn!?{_nLws#AG z*H5Z>1KIf+=YV`gLa(*(SEi3vWSoKA|8qT|gum=2GcX&m4Vr@&QM8O@r0yY4IB*ml zmrZv$`-&2G=FNvsJl%G>_eL7oMC$(%@1UGqQ7VNYDqKI#Kq{ymEobV`X%PM)B$;w* zpwKcQp~(SiR|?Gsc^*(MTI@u3J1V|7E3iK@o<6OnPkLMOG5+g2%_ZCcVmrQ0ZzX_c zZqh^+8m5mktJ&3^3MH41qrM&KAsn-E-gWstjT`=%ht6C48^5{{U-KYt{cdV}X--d@ z!&>bR_lGwHY;?jMOFzXy@{S6aEz1~4{eRNtyTfU)B7Z|A$8GofBKqmDpTpD-sqFqs zbC*HIDp|1UziUX-S?K)2p8C(fi*CPsn`nWH9RKOhRHeSxMC~1)dZIh>HHdr;$8-6S zU3R}(fPXq-_R^uA8iqpxR45*(;(-Fv^@X5(n?fRVC{#8zF1hUQr;Qj(QBaRpFYWFy zl$eMC*$)(*M4i*iZC9LtD>O1~hpru~k3BEeTNlAA6A(u%dBIm{-s zQ0h#3aCDj=s#$+yJ#eS-%Nz(KBK<-xeJrrz`AiT%ep<`hHc*UVhAUf%jM+!AHMT(i zeu6A_e=-;5$6~!^FU0x&4{jZ$nH!?)c|-Z7xN0OWV>h^p6pQ7C@{2PrHr?dJMQ*tC zHbYZK0f*Zc*wB8P^|`8#rMwsgs}F-x3&^A6CJ(B4AF-^IORIaQq*F%ff`vQhnNM%W zP@ywp&nLbC8$0!o@roj*k zkyquOwCad3t=N!4#c$sSnx1Eox2Z2EQvG}xyk)&UTNr>y zflzBe`HO=cLaxzJZc;>3SM8z+Bgz@(acAu1tQ+s-Abp{n9m;>`vO|?=LUw=k z$)*jzv-MlKwZM;_={3cAVRpJcQ~1sUm4HMD{jm4yrgRX=`M!HdLkt@z2`V~s?_Q#; zbVLh5z)@O647oBjJe>5cgjGCGqC;!3!?`HXz~jx*-1MJ}Wc=`8QDyhxQ7Y^0;~;Bb zlr)mEl5XNon(H>4vkweP1}7<_y9`-wr!J`Ygwq|;<}x}4YT#tl1~DWEb>gJ&s!w2E z9hRJ^8T|&G@)-`c`>iW2gb`^vG>lJ=3dDAPu;FT<7?gw(5zwO06I|I_GPlS0B+^4X z424WGAfn*vH5Ov=+i0BdKhaewiDjdd%ZTTJ0=m#Es>$IW6%(HZwh(mtl3jKn5o>PIi4+AGyY@<%K##P5FYXji1Rb> zppq9FkmI4NSbU$MFQ4bkCebSxE~UxkcNNE3s^d-bi}R`jfC+UH1W>e`m|(DtOA(E5rH*p+N9SVF>4ZyjsE7ElSwn`S_bp~=#*JTqmzxEc|0YHPCQa3rL}D;$=zQIV;$6pM;@g2eOxyj&w zJ#+G6X3R-u$%-6Ip9gjoSW>+h*NN??{-GzlAEN zfxXax7;PN(wC8m0IxYqVJ?v-Xudd_a3xH~V5HFIsA3R9by(Z_y61gTVk5u%yq^Zn92^01U- z8MAY}>9<`M#PEZ~g^DXHn@x6-?bPk(N-`JBe(%6bao>yn)txC?czfch-butug}W6L zq86ME7l}`{kPZ?LZ97CY@c|e0A=}OB3)Kzz%?ZfJMI}GDLZ|F_BEx9B_>>INKQUJJeVV=G7huxmR}_MKZQIQ&HIESd$#@PPNWY>< z`pDy7zwQQ$&amrb>qjI2Zj3yG6#8gJ%^$dh_9*xNgY$*Y>M@IoNldHlYtH1E`?@N`lr$C&k+zeEhP%u`t+-1i}!S>s2^&|M>AE#%=EKj0GAlSw2fnUK%gbPy3%9Q(ZVcP=04!vKY~D z0+Zz;3gKaN7>KXOKm#eGSJKbVFUEZ)9g%96^x6StIeK%0fHzxu8o#WTohYmAzP%tREVhM#u4QPbR zOdGguWa9il(`s z9Q`R-;Wdr8E8q3&*98_FcIQj@AzgGqHSQZC`3x%B_@#iqlwx;g%SHpaT-UpGH|?07 zU+ep5p&4X$|L$Fo$*#5Rg~p{JNEhq@$4=#!j1uMEOb1=6l1~FCv}-8KlSUK)cmKLrE{jjlRP(6p450HiN~mY{WUAo>z7tT zM$nJ>eA{GFv~;N#lB8pjnaC3AM*lB)dD7ZWRjDe}4{cq;>sRQqm(>lAL!%CRkO)B% z3XJYk%+TX8dhU0LQ}|J5h?oDPDgL_?-B15fPbimyv*)+yBa`9_(|tsesgUi23i86rRLQ*>BbusSU1_+SqX)q-|?e2CUX zV^FV23f43*_;#Jz@S3zVes1LoF(5eWKT%yD)Vq0%p;-sW%-si-y`T(Ljn4iu2lMwz z;CW~qDvBH?Qc_Z)UuP(a1!Y5oD{;5+xIZavJzKnIeX&jdNyD(8Pszur%Yw^GXI9$B zJJ}!(2lX5J8q!!YQRfRhQ2KcZN9YG7_@f!Ka7=uadK~luc#wSKxX+VO$a2u40ClA4 z>7C8R1HE>uo-B*5hdE^vbWq=fMzqBtG*%lsqz=f7dgJJweH2 z=q@`%1O;K;<8R9_WqgMU7at#Z7|c<4p?^6TM-9nllB~7~s;b1ujY>cfqH?#B&rtS_ z(K`KsRiopOl45%N^5sj*Ui16+59LA62|0#IKnLGvWxeFett@C-k@g|XcVC~;-!v|^ zzE#xBC3*pxEnmryRQTRd^SkYW5)Rrf46D-rH%0=SXTaVK>4D#By}h7{c90{VGoa|# zt>^v1Scxkf?-U%!BkU-gahYStL_19296Qh!r>VBi$8 zV-YJ(yI!{B2da6#iJEtssS#a7U)!UDJF<27olikOR_98qiBH1@ak1aU&3c@C-p%zb$t4#Gn%PEgYTA-pwp z5QJya0V?(jIRAU{#`udkhPWDh|2PA$gI=XwNB#%2k8E6p>~-$*)~&-Keom|P@gYy= zLF;h;LOp?t?)(?NMMueoct&G0TgXcGguGVC>k<88MV^Y~|+vnX&Ua!&p7 zIs*H^{j&m&LZi|VF%2*t=8p5%>ja}#jWHxsLrG{q-x<#pnXN-*z3fwxG{xLfYf&VO zN9Wf<#F;J_lYr#gB$g?hvi8_8wA*SdKOXw0M1_9^hN& z4h~~NTeJMKZJxjUFrw1f(@`j?0hg1WW2{h6WG%E<4b16JwDvpHrp6~gj-9cZ#kW;H z&Up2qq}z%6UYBmtyKc0atnPvUB|5HBk6Hp52#riLn#3wl+c=<!>CMkI zAj_mDh;6p-eUYZZoC9cJJ%n~7D}QKU@l>s81dA;Q z=YZq-$icx4Itia#Rww89m(v?OmJ;`*L5J)d-Wm;|M9AZ8rq7X7^W+fE9yx&r@%+b| zQ*G%JW)R%3NcuiE&J<;ZhsINP#icJvN>O+VQUbF3zP-=6U#C`ex7IjK;MXZ6;tY!p zH9aEmEtM4v%T`A7?n|HKyL}%&+Kz$yF41qY+thXf^O_oof_4%$>j|FqEf>=MdHx1}8g_&mKGkcVOq052ns`{-AqvDWQPeA~cQ+ zTAK9>|4X97$mw0{5HXjL|34d==~m6kAcK;u2#uu$J$vv^ z&Q4!Jp*JBx|412*n(=r&vGJ}Lsc`DVva=m=Yqyib+yGZGBl!MHb)T13NTCnp*3vCK zA!;5En#%?B>-h(dx(p2s$qMawlarzMg)AF8M^?XZgW=)xyho`)fAWM3VG65uiNe48 zntkyiL^ffVe%W6(4r$?>DyH|herRUURt`?dsk`=lv}!RFkab6GU-sND<10cZ&T-Xv zhjuKFI5CL&ah&B8+noeKaM!iWJR6ahWu(EvY0L2kc81bLq5Z-5^NlVIr|Awq=m6|b zmWer19W3X>JJH@*vXrzv==Ml?g1Kb3eT%{K;TEIZei6_rcxcN5@*ezDB=UU?nQcVN&oH8h0xme6C~F)_g@d&^zi$rsS$yqhe!d>eKP zxY$s6i!0Bqh8us>WZkx;#R*%Tva^|P+?-(C*{S`Ac3$1j7ZaI(J7oRy_IljgTWL0_ zSE4_?F`B-0Z@bHzU~kd9xUh)ttwa3c_l1+@%-XYKfA0j^a=Jq+^@r zgNvDP7AbD(iwY40zjDp0HyNljZ1?P(j&n@HnS?xzQb6uXo#T@{?#5E-Hw-2P?6as5JMk+_gw4GcSv~CQEunU_Rz% z2uZ1(-{_(D_8=N6l+;Q3p3i#4U6N7aPE%TEBzXFiRG}a`&l17OnW5G;p4&ARczz8 zP#yADDvObE``0qCr8e&Zi&$R2UW*s#sB$?}UG=Mf&Gyz8n~3U1GLj3M1CjZP zhrf!c{oGa1LEV?S7Lfk zW28MslJYULqsZYFis=V?O3e2ioYc!u1BqlVwv@xog-tCBtvfCaw{PLxb>2ivyjjPk z3??rLC6kS%@DeE&i7B$xyxCp0yCSj?Dfe=zw108IuOs+vM?!8&^n5{6H6z=g;;X&> z8{=Lnv(zc^)!{r$uj2MHe~rde>BkH(yt~s_1tpSq|JTcV(Y7kZHR*%fw|J&60w>KxV)uBBJCZcCToA zfjiw>_iLI$wK4%REF+j#FV$YUy1QEf9b{!~?b{%^bJcl63AfEf+1Wzu>*Q3gg0K@| zual#ud-~tvHtalvXr;p#aj$J@&m|l`guQyY)!KF5_vrf{`OK{H{hdDhuw=R_a zvf@{-!ORtb*&|PXl%QUDi}8^4b4FlsoADR5<=l6?rjt}UBBhiDC-vq)+cDt?{$i~M{Qd(93zaR^nQRGhqs2j%344BoTzEjd~kZyU(0+-fNqFLCqr+-5gb(Y{`{*Nr6k@U1SyBj7~D;0V- z=9$XqJe93r=WrYy6s)msERP<2jf&tT8sc8u6PoUGw)oC&aqVW0Ti_wB7$fuRmwMhG z*HnLo&z|nOPlXcqchl9FTvDfVc}S9C0#3BBLj@EX#jHPzO9vJ-tO$%Lfbn#O=z_2e1AzV z$bgf;ujAoSCXDV4>ZjL}<6Zq4783(n#O~=Z`j4EPx&fH$2Dr4WygUOAD?ccrPw=G` zvW?-?&d};JMIO=_z%W&(*`Dr-#cD1W7Zyi z+LT7lln6iJu2p|=wx^d@(VfqM_2dM2YEPjpr4Ar0fdI6MaNjDpmZlodGZ%_no~s7C zlc~L8egA%H^c9Quf;K-NVCwz+XlUX8h&3N>+XnSt!DDxf;MDGbcOnrZh1U;@i_2La zYp?<^29CP-_g(|#JRJ>4cFJL>M$EFg)p8O1cs0JO_7kgl?O!8e8jQ}UseD&%T zj9T=~3$Jfp&Um8!coP$Ell>RqeGa>W(Z7c4p!g@xWVha{e20Ka#*P7QTc0xbb}T z?FuQ|PQ2RpFueLDwz10F`{buAEG&pAD0DqND`Awna}32;FI=#M281xt1*2nQaNu)i z+O)(=@fsUL?Q~&b;gH9oL=erT`g|XJJW3^kWg|ySJplnBp(RkBh>smpcXa$HxifVh zZUn0>KtpX(eL(;~VgNxcKw;amBl)@P7qDlK2gWLjcDc0s@bTD1Wn^T!0QM}h>{iUy zFVeVr^|9?>xzn%>z(+Y-Tdsb-z7LusxgWW>ykYtNmS0|7U7b$U@k6oQux(LLNl6Lv zo}k$e>?dV9{`)Us!6bv4|733)9^U6`(v{T8apJc?BU=5&jT_#u2JrAgN}q~`+=&bg zO#tosX%ub~rEm=yxpP~#^VrhMhaOwQDxB%bzWw9AT}oP7reXwVx%+y?#(aO;X>NVJ zZXv6ln?w|hU7!q}FfuY?y}J#9$H@$0&Qp!A&XWf*;i>J3>{Lw+&!0cH94v=sTz0wR&2OaIQcy5X zYD-(T-=j56iSQD(AiV1Y#;taRv&}o76c&lqZ~S4&&{lQWMGAICFRa5=Ryn-dqAWL;^pPtUya9IY}-Pv{^-|+cvA$IZWruVf+I(! zfWF3j0{$a`hRb3&`{6r6yfWvJT6_f!HMP(|cZY4rk1STi8&)`ToIP8cn2(RA=pW$4 zYYCg|&Ye41KQ9_p>J59Y2I*w!CDzu~dcHgjZ^wGewj~KV_;FpntRZAK)CIWYuZf9B z+!L@CXNSW-9_)%xD>l`*a28l^-)*bP#5p*=YMf?d%z=5#g#HVPN=lv3qH%3|GTsXI z{8^@f`RY9T zeH`viaQYNp!d*-ivg+#z`?>?PjWURVVe6kvtL!(_U_ej&Md0W5L-!Mg;K zNLIjB6r!?ANh3+~JP*5lNHZ0hRJ%=SP-(8M(RZ(N&Ud}<_y70(^L4qn zF4b?Z-&)Ub-}kfDdctNf5y$Cn6Md)ue29f#-r-9oz-Z(n5B?SXwpXZX8O1RLS9}vE z6tThywcyznwfEt2PR=8r4&C*~T{L6`SEH|8 zyH>lv(X6bZ0wlm-sXVgFXxV?h(~Y`Y9Nk1Rxz0v~&eUIj{dIpgCm1oIDzUb)QAbiz z@`XAd*Bxc}6 z{`>2SSR4}Ee|#w#{2%A&|M)CfZY;yUzy3Gi!M)9aRU-JKsi|pP;8Ykt|k?F63)3}FhCmRme7-1ZP_KPM8%yu zk@2VqcDL7Vz&LL_yX#`{?ksn6L|G$rYH2iwCBWh1M}7R1?}pvGg7on7ix)3m9y{#w z@bTlyagC)4tI0PqD-0=>D+s(1dzE^QktpZX!+n)EzXCLO5)fnny;1rET}kS^jF2PpAJf7z$+y zBS&blM4xN7?nk=l_^Z<*bm%?ciYRr5ZmPD=s!hvfc*(OXmo!BjT{oanLDkf3MrRrB z-+qgppXJn4-DO)mvvfnPw-L=ET;1I_Tot2yI#oQrm~!d}iq%%w(R`dreTRI(d9~`7 zA8fRA5v3vO zL@x`IwxXl&`vmUy@5AXV&uH6MuU?r-g$6x-YH$cFS?et(Cf8uEHW}O zQ7_{ex?Y>et#RxsU#b3h&!I(&76Fgxpbu`2V|VpzxzkX)+)4pOJ@~>STzh@<=FJIo z5ixIDz`3vw18K}uylVB^x9W%${q;}(Rf3A` z@bZeu$jIm<>z$S`%x!2$IP-{3ztq^Yhs$%cYy~!=0q7`+R#Fo*i9*pj^XZ8K)TLHKDk6DQ|UP)$Y&?k%*jLc5jAmSMe^B32cCn}Q3tmMu%S=FD^01E^eUbyq*??(BSq z$1uKk`l6Xd@>``1yU*>!qx-8)L(f7S%(ULHabuFCNqIbg5t{PSv3C8=ywG1A`|(PS4{a-HyYq z$xsvz9B3@@bjO;$dBLbM%~Y%_EiIL(!{Or?j#3_N8100g?6-ZwFJosTXKvOU5;WN^ z6MB;V++S%%O+9Qsu|y9K4{66QYCcLmlz?>va2{OKGcb^ZrW1#Nm>Ui48L@~|J(s-@ z@7+G%-q3)nR9uGI^=GHPeSkqY1K51)U>L4hvj$y%weY_#(_?1eS~65TXC~eu^ERT= z8a9va>-Gef0g}d&%(HFV4p=JsR=)?}vR$tSY3MX;l^_KmsCaxbK@h;sjWNeoGths5 zUzt{{uAGpNuzcl89b~J+Dk?nO+!F^wHq6718lI~BVqD^(kAsD0OiiC_L@FliyWC_s zKQlQqH(p1K@i-kAKNTfS0&okje7@<%8Il0~q0;^RHT^ux%F7ci>LLpryYC@NHsC`E zlL$FaBTzijtzUefeTNY}C^R%dd12Il2Fx!tJttYs1!m~$TV($IzFDYkATfy$E6fmL*Nc1olDQ;L3;D%+D2flsr}QPp2lL!kiqEaXmGEA z9V_2K1t7Zd8rw4tF;*V{X5G5Uj}}o?Aj~gczI5f!67fWHDt^gJw-zs1G6@3SkMhP@ zT}Hn1S2|uk7R{ZA_W~H7L6;vNmX!c|U%n2wJs5Cpcck)}C zOhv|4kh||ApU1|>&oJC3Cs5)WKuRGCammC)qSx&WNtQTG3RZ2>-(HZ_I3O42%7i(; zDlN?cZPiIN(nnxuhPhh_9YCVtFTO$rJ5K4OG^ zwLPoQjBDfmHvy(6!)4!D3nHT6$gE`04i%yIWpA2?{d(9rr%`QSmcoF#7r> z*0g1cg8wE3a~#kr7d!Lfeg;+cL@YUAV zmcyKOcJuM^mFGKjaZy!4#Zz*pVLK9CI3;)A0b7}VxmS9U{&{%VUMCkbUE?IAq|~7m z860e`h(0~uA~C@7XWMq_XTAl z=OuQa5n-)!jpRCW38|n9PMzQt& zF?xnYoj_5WnMGT!Ev6T7=xjz9kQ9st*wOG&Z_o33Oc53fqja=!pPjNTZEI^2(@hO` zSeSDSn+cP#=SLv+4hacqyqo1iRps4h9fTJxy83O2KL{gKgxfB0DV@bb9$gP)Y|1YO zhlkt1*4spc2iZ(EJj}YWdaG5(9xfAhi6@2t<38KnGu;At>h1oX-5TSq#FjX-TCDJq zddPZVh1uECrFC_60j7iP1s}BR7GC8e@*&I02*?Y#S1nue%PJTrVq~HE?1~M$c4?CHdo!ToJJ_0s!N^B3mKl0f}u+?Uq!~DS-a@a%}t6^Pk z27}phx%2g1XmH^jUOzmI^REc8XI#gsw%JxA)rg7@(47AGe z@2+It!ep8kl@2X1)TGUGcIqos0=Le)+Xm11)dP$pi5%C^X!80o%Qh-ADcRZir7Cc8 zvKjqtB_wob$qJA3U0~@KH%B-)IM7WCx=R@dso!dgT$QkK%FHFyJqv)X5;1egBWRbg z!RODP_jmVH41-j;_Q!2*O6hSG+;icEdIV6f*{*K~lz{9rjb@aUyNJs~dW=!c5HAI~ zvMlO=(N%ylwK05w{3vAeKHTC{k60q@+;@r)3xd-_rOX^XX)kTy>tHyiV76a|hoekp zeKw6V3a<^**ljC*TDtUWMuk9@cwNnavH}ud12hj%O|g}HQb!0X1*Q`buXEZ?1#Z=` zwoU|78SL2g+Joz^ukRVCy6Ox@GyaHCzQk$W-h?Tr)CU6J=Qd&aHu8WW2G)SL8;=!q z_uV(n7#M718F~#gNrV*+u8#&MqGztJHwW~VmPj7!z$cY;m!#imYYc@UcF=$`$&IW^PqyJj;gt{xgpCwb#)0N&V`L(%}->~ zk{v&29!fSGAN&5LXZlmT?3-R*0&==smt=txTfz|vA&+(3d|O@`&IuU1Hk6elqrAE; z+scXk?HgmkYZ!3u-u?STn9HLh51Ce7fvA8kyA z_bsPP-zAlUdv}}9xvLK|IFU-@!6w;kd4-xg;?an-PJwX20o{FZ}6B~+jf7&xX zHI*ywmMNqkI6-&p4H-xSxbRY4#89QdP?O5^%mg>Ol_Z~cGg#Ha3 zYU_c~*Xs&eWiUTCI(=O%f{%H!tjr_*F=C~WkV^B_<9gjMqMoJOG1y&!f^|OauSYin zf%EY2h^}6}`X5v>Hahwc)+$m}SC>{fe_Uy|Q%U z^7&7nK7E2l!r&h}p?koBA9MN&k3Ji!y zNpo{^gSk79oJGC@mh5-wIXQWg9u(xv9&@j_P}?M+Gsw1l3a2D27hTcr`S~@$UQuMo_bJ>d zM5gB05{M7mD_!E!($YY4lVOPo7fZeOPfiJJ826ayZ#)6%+|^G=!S(Al<>nL`jV6yg zgiWy6Xeu1$c1%f0uFRqH^{+tsA3XgE0`aPM?r&pGDfd&w}ftp?V=A+G{6NhJ9Oety-XbXKHBBl z%3(OldmAy_bddFNeme|l`uC>Y6xp>_ry*|&W02d=mlUtxW%T%)+3%j7o}yHctc-*< zs3#@m9Czh~?=dX*FL0%kT1{zN-fY>jMTBK6(knC0pr9+~Q*f2A8E8ocIW@kZGE_Qw zl1UqUjlgS#tAq9S%=zHn5<%_T%Xy?t%DJHM%+Ioa>`JGRz{o8DsU>c6b41UM0hA-E zUkt%NS~Jaj)m;z0^@*8rm?&&i96s+cdRyHXSsPmS#l~IC_T7H}KyJuh!4)lab($;r zrR$-Y?v(7%L{=A>4H?8<-rFj)mxAlpZ-xKbb`($lv6e1y^^M=B%3gQ;%y#Yg3xQ~y zcAhpJ%d&k#HM%y`?)r&_B0_gh&kKmptp{pD{e?hrK5t(}xwq3#gUlDHNCB`z!jOttFJ#reUCevQjlW|s`G5yUZBRtbL8>*(9lq~udyM?oh?KG8uj<8G?lW#;s=ir zp&h0&1HLH@-80O+na}%aem=REMNT9aymz0~`y+^cZfLTYvYw4~eTP};29rdUs;40B zbE!{FTbm)kWdqazoAonbI)&FqpNUkJl^w-ZFZB=txcT_3WMUTJ(gvBP)YLBhOw+rp zbu##!po_d8J52r#fBr5Oqejk5a*fXpl(^ zjfl)p&N8f=z~wP3;+h$V12^^ZR&CsW5(vT|*Cw=Nx@Y4FSA>6Ty-!Av7n7B3d3yd% z+g`+dBEF$d`wa5>&Tj0vCX*BNrCO4t<`ZcueF6=O`yp+fodr0}I=-9;JtCN8 zwLE)vZqN@<^e3_o&s54kpqn$?~RO>C&zI{Ay{iX6@B2pt^ zw786`wOtG65)@i7SxZCso9iH=dBfeLFZ@X%N(vw(sr{e;*A>tLnTRk=2&z=C*)}$bDU-wO^9ZIo5H`?X zCEN1dmYUtPv1cg88o(2(Lw2X>o^vge62vZLZD3=bwQHXNFc`FwsjpN1QA`Rr7uv$hl2Ih-)k=Bc@eXAzhR+s0*SGl4tGs}ebhypZ!B8U zz;M5YM6ZGpTb+~CVY?aeJ1&=Tzxo8J8)8XFDsKQ{BkxMeM8xkfECZTrWR!r{oCCxv zb%bkD8$EL57Q%TPYOz{KWGB#>EJm;62h`pvDs{)uE)w=C6U)Ve=U3cx{}R4Pm~4R4H$=+&`CST z>fgSsfY0e1s`rqwT*gL5>QSZSfi|6LTx9*{jYXt{PAbUIQu<(Cazg{ai6J5fIPFf> z>=FiQQNiZO%^YXm5g%OJ1hfX5jZUq4M2@bKZAk)Bif$GFJef`gJ}g<02A6%h2zQj7|; zkk_r)YMdZX3xMmxYj!?S~e-M*tDDijc!Kq)&FXQ5D{j`0kvw+|q0Y-*~BsI#wDp_&!6 zr~L)NA>`}EB|A*-lf4#xfV0>kE6OTxI_7_1>M`zeN=Ajp7$ITz;BSkt6-DL$YYnph a$0EL|wu4*c7jBU$p&r#Zl6v^U&Hn<`VmV#_ literal 0 HcmV?d00001 diff --git a/hotspot/__init__.py b/hotspot/__init__.py index 78588d3..4b05d90 100644 --- a/hotspot/__init__.py +++ b/hotspot/__init__.py @@ -1,6 +1,7 @@ name = "hotspot" from .hotspot import Hotspot +from .gpu import is_gpu_available # https://github.com/python-poetry/poetry/pull/2366#issuecomment-652418094 # https://github.com/python-poetry/poetry/issues/144#issuecomment-623927302 diff --git a/hotspot/gpu.py b/hotspot/gpu.py new file mode 100644 index 0000000..36a1a1f --- /dev/null +++ b/hotspot/gpu.py @@ -0,0 +1,79 @@ +""" +GPU utilities for Hotspot. Provides CuPy availability checks and +sparse matrix construction helpers used by the GPU paths in +local_stats.py and local_stats_pairs.py. +""" + +import numpy as np + +try: + import cupy as cp + import cupyx.scipy.sparse as cp_sparse + + HAS_CUPY = True +except ImportError: + HAS_CUPY = False + + +def is_gpu_available(): + """Check whether GPU acceleration is available (CuPy installed + CUDA device present).""" + if not HAS_CUPY: + return False + try: + cp.cuda.Device(0).compute_capability + return True + except Exception: + return False + + +def _require_gpu(): + """Raise an informative error if GPU is not available.""" + if not HAS_CUPY: + raise ImportError( + "CuPy is required for GPU acceleration. " + "Install with: pip install hotspotsc[gpu] " + "(or install cupy separately for your CUDA version, " + "e.g. pip install cupy-cuda12x)" + ) + try: + cp.cuda.Device(0).compute_capability + except Exception as e: + raise RuntimeError( + "No CUDA-capable GPU device found. " + "GPU acceleration requires an NVIDIA GPU with CUDA support." + ) from e + + +def _build_sparse_weight_matrix(neighbors, weights, shape): + """Build a CuPy sparse CSR matrix from neighbor/weight arrays. + + W[i, neighbors[i,k]] = weights[i,k] for all i, k where weights[i,k] != 0. + """ + N, K = neighbors.shape + rows = np.repeat(np.arange(N, dtype=np.int32), K) + cols = neighbors.ravel().astype(np.int32) + vals = weights.ravel().astype(np.float64) + + mask = vals != 0 + rows, cols, vals = rows[mask], cols[mask], vals[mask] + + return cp_sparse.csr_matrix( + (cp.asarray(vals), (cp.asarray(rows), cp.asarray(cols))), + shape=shape, + ) + + +def _build_sparse_weight_sq_matrix(neighbors, weights, shape): + """Build sparse matrix with squared weights: W_sq[i,j] = weights[i,k]^2.""" + N, K = neighbors.shape + rows = np.repeat(np.arange(N, dtype=np.int32), K) + cols = neighbors.ravel().astype(np.int32) + vals = (weights.ravel().astype(np.float64)) ** 2 + + mask = vals != 0 + rows, cols, vals = rows[mask], cols[mask], vals[mask] + + return cp_sparse.csr_matrix( + (cp.asarray(vals), (cp.asarray(rows), cp.asarray(cols))), + shape=shape, + ) diff --git a/hotspot/hotspot.py b/hotspot/hotspot.py index 01dc45b..0f80467 100644 --- a/hotspot/hotspot.py +++ b/hotspot/hotspot.py @@ -16,6 +16,7 @@ from . import modules from .plots import local_correlation_plot +from .gpu import is_gpu_available from tqdm import tqdm @@ -29,6 +30,7 @@ def __init__( distances_obsp_key=None, tree=None, umi_counts_obs_key=None, + use_gpu=False, ): """Initialize a Hotspot object for analysis @@ -60,6 +62,10 @@ def __init__( umi_counts_obs_key : str Total umi count per cell. Used as a size factor. If omitted, the sum over genes in the counts matrix is used + use_gpu : bool, optional + Whether to use GPU acceleration via CuPy for embarrassingly + parallel operations. Requires CuPy and a CUDA-capable GPU. + Default is False. """ counts = self._counts_from_anndata(adata, layer_key) distances = ( @@ -166,6 +172,14 @@ def __init__( self.linkage = None self.module_scores = None + if use_gpu: + if not is_gpu_available(): + raise RuntimeError( + "use_gpu=True but GPU is not available. " + "Ensure CuPy is installed and a CUDA GPU is present." + ) + self.use_gpu = use_gpu + @classmethod def legacy_init( cls, @@ -416,6 +430,7 @@ def _compute_hotspot(self, jobs=1): genes=self.adata.var_names, centered=True, jobs=jobs, + use_gpu=self.use_gpu, ) self.results = results @@ -486,6 +501,7 @@ def compute_local_correlations(self, genes, jobs=1): self.umi_counts, self.model, jobs=jobs, + use_gpu=self.use_gpu, ) self.local_correlation_c = lc diff --git a/hotspot/local_stats.py b/hotspot/local_stats.py index 8d58d0a..84e8a08 100644 --- a/hotspot/local_stats.py +++ b/hotspot/local_stats.py @@ -182,9 +182,15 @@ def initializer(neighbors, weights, num_umi, model, centered, Wtot2, D): g_D = D def compute_hs( - counts, neighbors, weights, num_umi, model, genes, centered=False, jobs=1 + counts, neighbors, weights, num_umi, model, genes, centered=False, jobs=1, + use_gpu=False ): + if use_gpu: + return _compute_hs_gpu( + counts, neighbors, weights, num_umi, model, genes, centered + ) + neighbors = neighbors.values weights = weights.values num_umi = num_umi.values @@ -202,8 +208,8 @@ def data_iter(): if jobs > 1: with multiprocessing.Pool( - processes=jobs, - initializer=initializer, + processes=jobs, + initializer=initializer, initargs=[neighbors, weights, num_umi, model, centered, Wtot2, D] ) as pool: results = list( @@ -211,7 +217,7 @@ def data_iter(): pool.imap( _map_fun_parallel, data_iter() - ), + ), total=counts.shape[0] ) ) @@ -237,15 +243,11 @@ def _map_fun(vals): return results -def _compute_hs_inner(vals, neighbors, weights, num_umi, model, centered, Wtot2, D): - """ - Note, since this is an inner function, for parallelization to work well - none of the contents of the function can use MKL or OPENBLAS threads. - Or else we open too many. Because of this, some simple numpy operations - are re-implemented using numba instead as it's difficult to control - the number of threads in numpy after it's imported - """ +def _fit_gene(vals, model, num_umi): + """Fit a gene model and return (vals, mu, var, x2). + For the bernoulli model, vals is binarized before fitting. + """ if model == "bernoulli": vals = (vals > 0).astype("double") mu, var, x2 = bernoulli_model.fit_gene_model(vals, num_umi) @@ -256,7 +258,20 @@ def _compute_hs_inner(vals, neighbors, weights, num_umi, model, centered, Wtot2, elif model == "none": mu, var, x2 = none_model.fit_gene_model(vals, num_umi) else: - raise Exception("Invalid Model: {}".format(model)) + raise ValueError("Invalid Model: {}".format(model)) + return vals, mu, var, x2 + + +def _compute_hs_inner(vals, neighbors, weights, num_umi, model, centered, Wtot2, D): + """ + Note, since this is an inner function, for parallelization to work well + none of the contents of the function can use MKL or OPENBLAS threads. + Or else we open too many. Because of this, some simple numpy operations + are re-implemented using numba instead as it's difficult to control + the number of threads in numpy after it's imported + """ + + vals, mu, var, x2 = _fit_gene(vals, model, num_umi) if centered: vals = center_values(vals, mu, var) @@ -289,3 +304,124 @@ def _map_fun_parallel(vals): return _compute_hs_inner( vals, g_neighbors, g_weights, g_num_umi, g_model, g_centered, g_Wtot2, g_D ) + + +def _local_cov_weights_gpu(vals_gpu, W): + """GPU batch of local_cov_weights: G[g] = vals[g] . (W @ vals[g]) for all genes.""" + smoothed_T = W @ vals_gpu.T + return (vals_gpu * smoothed_T.T).sum(axis=1) + + +def _compute_moments_weights_gpu(cp, mu_gpu, x2_gpu, W, W_sq): + """GPU batch of compute_moments_weights for all genes at once.""" + # EG[g] = mu[g] . (W @ mu[g]) + EG = (mu_gpu * (W @ mu_gpu.T).T).sum(axis=1) + + # t1[g] = (W + W.T) @ mu[g], t2[g] = (W_sq + W_sq.T) @ mu[g]^2 + W_sym = W + W.T + W_sq_sym = W_sq + W_sq.T + mu2_gpu = mu_gpu ** 2 + + t1_T = W_sym @ mu_gpu.T + t2_T = W_sq_sym @ mu2_gpu.T + + # Contribution 1: sum_i (x2[i] - mu[i]^2) * (t1[i]^2 - t2[i]) + diff_var = (x2_gpu - mu2_gpu).T + eg2_c1 = (diff_var * (t1_T ** 2 - t2_T)).sum(axis=0) + + # Contribution 2: sum_{edges} w^2 * (x2[i]*x2[j] - mu[i]^2*mu[j]^2) + eg2_c2 = (x2_gpu.T * (W_sq @ x2_gpu.T)).sum(axis=0) + eg2_c2 -= (mu2_gpu.T * (W_sq @ mu2_gpu.T)).sum(axis=0) + + EG2 = eg2_c1 + eg2_c2 + EG ** 2 + return EG, EG2 + + +def _compute_local_cov_max_gpu(D_gpu, vals_gpu): + """GPU batch of compute_local_cov_max: G_max[g] = sum_i D[i]*vals[g,i]^2 / 2.""" + return (D_gpu * vals_gpu ** 2).sum(axis=1) / 2 + + +def _compute_hs_gpu(counts, neighbors, weights, num_umi, model, genes, centered): + """GPU-accelerated autocorrelation, structured analogously to the CPU path. + + Instead of looping over genes one-by-one, all genes are processed in + parallel via sparse matrix multiplication on the GPU: + G[g] = vals[g] . (W @ vals[g]) + """ + import cupy as cp + from .gpu import _require_gpu, _build_sparse_weight_matrix, _build_sparse_weight_sq_matrix + + _require_gpu() + + neighbors_np = neighbors.values + weights_np = weights.values + num_umi_np = num_umi.values + + N_genes = counts.shape[0] + N_cells = counts.shape[1] + + D = compute_node_degree(neighbors_np, weights_np) + Wtot2 = (weights_np ** 2).sum() + + # --- Fit models and center on CPU (per gene, same as _compute_hs_inner) --- + all_vals = np.zeros((N_genes, N_cells), dtype="double") + all_mu = np.zeros((N_genes, N_cells), dtype="double") + all_x2 = np.zeros((N_genes, N_cells), dtype="double") + + for i in range(N_genes): + raw = counts[i] + if issparse(raw): + raw = raw.toarray().ravel() + raw = np.asarray(raw).ravel().astype("double") + + vals, mu, var, x2 = _fit_gene(raw, model, num_umi_np) + if centered: + vals = center_values(vals, mu, var) + all_vals[i] = vals + all_mu[i] = mu + all_x2[i] = x2 + + # --- Transfer to GPU --- + vals_gpu = cp.asarray(all_vals) + D_gpu = cp.asarray(D) + W = _build_sparse_weight_matrix(neighbors_np, weights_np, shape=(N_cells, N_cells)) + + # --- G statistic (batched local_cov_weights) --- + G_stats = _local_cov_weights_gpu(vals_gpu, W) + + # --- Moments (batched compute_moments_weights) --- + if centered: + EG = cp.zeros(N_genes, dtype="double") + EG2 = cp.full(N_genes, Wtot2, dtype="double") + else: + mu_gpu = cp.asarray(all_mu) + x2_gpu = cp.asarray(all_x2) + W_sq = _build_sparse_weight_sq_matrix( + neighbors_np, weights_np, shape=(N_cells, N_cells) + ) + EG, EG2 = _compute_moments_weights_gpu(cp, mu_gpu, x2_gpu, W, W_sq) + + # --- Z-score and C (same formulas as CPU) --- + stdG = (EG2 - EG * EG) ** 0.5 + Z = (G_stats - EG) / stdG + + G_max = _compute_local_cov_max_gpu(D_gpu, vals_gpu) + C = (G_stats - EG) / G_max + + # --- Build results DataFrame (same as CPU path) --- + results = pd.DataFrame( + { + "G": cp.asnumpy(G_stats), "EG": cp.asnumpy(EG), + "stdG": cp.asnumpy(stdG), "Z": cp.asnumpy(Z), "C": cp.asnumpy(C), + }, + index=genes, + ) + + results["Pval"] = norm.sf(results["Z"].values) + results["FDR"] = multipletests(results["Pval"], method="fdr_bh")[1] + results = results.sort_values("Z", ascending=False) + results.index.name = "Gene" + results = results[["C", "Z", "Pval", "FDR"]] + + return results diff --git a/hotspot/local_stats_pairs.py b/hotspot/local_stats_pairs.py index 035dfa0..adc8763 100644 --- a/hotspot/local_stats_pairs.py +++ b/hotspot/local_stats_pairs.py @@ -744,7 +744,12 @@ def initializer3(counts, neighbors, weights, eg2s): def compute_hs_pairs_centered_cond(counts, neighbors, weights, - num_umi, model, jobs=1): + num_umi, model, jobs=1, use_gpu=False): + + if use_gpu: + return _compute_hs_pairs_centered_cond_gpu( + counts, neighbors, weights, num_umi, model + ) genes = counts.index @@ -876,3 +881,76 @@ def compute_local_cov_pairs_max(node_degrees, counts): result = gene_maxs.reshape((-1, 1)) + gene_maxs.reshape((1, -1)) result = result / 2 return result + + +def _conditional_eg2_gpu(X, W_sym): + """GPU batch of conditional_eg2: eg2[g] = ||(W + W.T) @ x[g]||^2.""" + t1x_T = W_sym @ X.T + return (t1x_T ** 2).sum(axis=0) + + +def _local_cov_pair_all_gpu(cp, X, W): + """GPU batch of local_cov_pair for ALL gene pairs via dense matmul. + + Returns the full G x G matrix of lc values (= local_cov_pair * 2). + Diagonal is zeroed (no self-pairs). + """ + smoothed_T = W @ X.T # (N, G) + M = X @ smoothed_T # (G, G): M[a,b] = x_a . (W @ x_b) + lc_matrix = M + M.T # symmetrize: lc[a,b] = x_a.(Wx_b) + x_b.(Wx_a) + cp.fill_diagonal(lc_matrix, 0) + return lc_matrix + + +def _compute_hs_pairs_centered_cond_gpu(counts, neighbors, weights, num_umi, model): + """GPU-accelerated pair-wise local correlations, structured analogously + to the CPU path in compute_hs_pairs_centered_cond. + + Instead of iterating over O(G^2) pairs, all pair correlations are + computed in one dense matmul: M = X @ (W @ X.T), lc = M + M.T + """ + import cupy as cp + from .gpu import _require_gpu, _build_sparse_weight_matrix + + _require_gpu() + + genes = counts.index + counts_np = counts.values + neighbors_np = neighbors.values + weights_np = weights.values + num_umi_np = num_umi.values + N_cells = counts_np.shape[1] + + D = compute_node_degree(neighbors_np, weights_np) + + # --- Center counts on CPU (same as CPU path) --- + centered_counts = create_centered_counts(counts_np, model, num_umi_np) + + # --- Transfer to GPU --- + X = cp.asarray(centered_counts) + D_gpu = cp.asarray(D) + W = _build_sparse_weight_matrix(neighbors_np, weights_np, shape=(N_cells, N_cells)) + W_sym = W + W.T + + # --- Conditional EG2 per gene (batched conditional_eg2) --- + eg2s = _conditional_eg2_gpu(X, W_sym) + + # --- All pair correlations (batched local_cov_pair) --- + lc_matrix = _local_cov_pair_all_gpu(cp, X, W) + + # --- Z-scores: min(|Z_xy|, |Z_yx|) with sign (same logic as CPU) --- + std_genes = eg2s ** 0.5 + Z_xy = lc_matrix / std_genes[:, None] + Z_yx = lc_matrix / std_genes[None, :] + lc_zs = cp.where(cp.abs(Z_xy) < cp.abs(Z_yx), Z_xy, Z_yx) + + # --- Normalize lc by max (batched compute_local_cov_pairs_max) --- + gene_maxs = (D_gpu * X ** 2).sum(axis=1) / 2 + lc_maxs = (gene_maxs[:, None] + gene_maxs[None, :]) / 2 + lcs = lc_matrix / lc_maxs + + # --- Build output DataFrames (same as CPU path) --- + lcs_df = pd.DataFrame(cp.asnumpy(lcs), index=genes, columns=genes) + lc_zs_df = pd.DataFrame(cp.asnumpy(lc_zs), index=genes, columns=genes) + + return lcs_df, lc_zs_df diff --git a/pyproject.toml b/pyproject.toml index 173289e..588267d 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -51,15 +51,23 @@ myst-nb = {version = "*", optional = true} sphinx = {version = ">=4.1", optional = true} ipython = {version = "*", optional = true} scanpy = {version = "*", optional = true} +cupy-cuda12x = {version = ">=12.0", optional = true} [tool.poetry.extras] test = ["pytest", "scanpy"] +gpu = ["cupy-cuda12x"] docs=["sphinx-book-theme", "myst-nb", "sphinx", "ipython"] [tool.poetry.dev-dependencies] +[tool.pytest.ini_options] +markers = [ + "gpu: tests requiring a CUDA GPU and CuPy (deselected by default, run with: pytest -m gpu)", +] +addopts = "-m 'not gpu'" + [build-system] build-backend = "poetry.masonry.api" requires = [ diff --git a/tests/conftest.py b/tests/conftest.py new file mode 100644 index 0000000..a80d3fe --- /dev/null +++ b/tests/conftest.py @@ -0,0 +1,7 @@ +import pytest + + +def pytest_configure(config): + config.addinivalue_line( + "markers", "gpu: tests requiring a CUDA GPU and CuPy" + ) diff --git a/tests/test_gpu.py b/tests/test_gpu.py new file mode 100644 index 0000000..95a2885 --- /dev/null +++ b/tests/test_gpu.py @@ -0,0 +1,507 @@ +""" +GPU equivalence and performance tests for Hotspot. + +These tests verify that GPU-accelerated computations produce results +numerically equivalent to their CPU counterparts, and benchmark speedup. + +All tests are marked with @pytest.mark.gpu and are excluded from CI by +default (no GPU resources). Run explicitly with: + + pytest -m gpu -v + +or to include GPU tests alongside regular tests: + + pytest -m '' -v + +Tolerance rationale: + GPU sparse matmul and CPU sequential Numba loops accumulate + floating-point sums in different order, yielding ~1e-7 relative + differences at float64 precision. We use rtol=1e-6 (10x margin). + +Note: + All tests share a single KNN graph between CPU and GPU runs to + isolate the GPU computation from pynndescent's stochastic KNN + construction. +""" + +import time + +import numpy as np +import pandas as pd +import pytest +import anndata +from scipy.sparse import csc_matrix + +from hotspot import Hotspot +from hotspot.gpu import is_gpu_available + +# Skip the entire module if no GPU is available +pytestmark = pytest.mark.gpu + +GPU_AVAILABLE = is_gpu_available() +skip_no_gpu = pytest.mark.skipif(not GPU_AVAILABLE, reason="No GPU available") + +# Tolerance for GPU vs CPU comparison (see module docstring) +RTOL = 1e-6 +ATOL = 1e-10 + + +# --------------------------------------------------------------------------- +# Helpers +# --------------------------------------------------------------------------- + +def _make_test_data(n_cells, n_genes, n_dim=10, seed=42): + """Create reproducible test data for GPU equivalence tests.""" + rng = np.random.RandomState(seed) + + latent = rng.normal(size=(n_cells, n_dim)) + latent_df = pd.DataFrame( + latent, + index=["Cell{}".format(i + 1) for i in range(n_cells)], + ) + + umi_counts = np.floor( + np.exp(rng.normal(loc=np.log(2000), scale=0.3, size=n_cells)) + ) + + gene_exp = rng.rand(n_genes, n_cells) * 10 + 0.1 + gene_names = ["Gene{}".format(i + 1) for i in range(n_genes)] + gene_exp_df = pd.DataFrame(gene_exp, index=gene_names, columns=latent_df.index) + + adata = anndata.AnnData(gene_exp_df.T) + adata.layers["sparse"] = csc_matrix(adata.X) + adata.obsm["latent"] = latent + adata.obs["umi_counts"] = umi_counts + + return adata, gene_names + + +def _make_cpu_gpu_pair(adata, model, layer_key=None, n_neighbors=30): + """Create CPU and GPU Hotspot objects sharing the same KNN graph.""" + hs_cpu = Hotspot( + adata, + model=model, + latent_obsm_key="latent", + umi_counts_obs_key="umi_counts", + layer_key=layer_key, + use_gpu=False, + ) + hs_cpu.create_knn_graph(False, n_neighbors=n_neighbors) + + hs_gpu = Hotspot( + adata, + model=model, + latent_obsm_key="latent", + umi_counts_obs_key="umi_counts", + layer_key=layer_key, + use_gpu=True, + ) + # Share the same KNN graph so we compare GPU vs CPU computation only + hs_gpu.neighbors = hs_cpu.neighbors + hs_gpu.weights = hs_cpu.weights + + return hs_cpu, hs_gpu + + +# --------------------------------------------------------------------------- +# compute_autocorrelations: GPU vs CPU equivalence (per model) +# --------------------------------------------------------------------------- + + +@skip_no_gpu +@pytest.mark.parametrize("model", ["danb", "bernoulli", "normal", "none"]) +def test_compute_autocorrelations_equivalence(model): + """GPU and CPU compute_autocorrelations produce equivalent results.""" + adata, genes = _make_test_data(n_cells=200, n_genes=20) + hs_cpu, hs_gpu = _make_cpu_gpu_pair(adata, model) + + results_cpu = hs_cpu.compute_autocorrelations() + results_gpu = hs_gpu.compute_autocorrelations() + + # Align index ordering + results_cpu = results_cpu.loc[sorted(results_cpu.index)] + results_gpu = results_gpu.loc[sorted(results_gpu.index)] + + assert results_cpu.shape == results_gpu.shape + + np.testing.assert_allclose( + results_gpu["Z"].values, + results_cpu["Z"].values, + rtol=RTOL, + atol=ATOL, + err_msg=f"Z-score mismatch for model={model}", + ) + + np.testing.assert_allclose( + results_gpu["C"].values, + results_cpu["C"].values, + rtol=RTOL, + atol=ATOL, + err_msg=f"C value mismatch for model={model}", + ) + + np.testing.assert_allclose( + results_gpu["Pval"].values, + results_cpu["Pval"].values, + rtol=1e-4, + atol=1e-15, + err_msg=f"P-value mismatch for model={model}", + ) + + np.testing.assert_allclose( + results_gpu["FDR"].values, + results_cpu["FDR"].values, + rtol=1e-4, + atol=1e-15, + err_msg=f"FDR mismatch for model={model}", + ) + + +# --------------------------------------------------------------------------- +# compute_local_correlations: GPU vs CPU equivalence (per model) +# --------------------------------------------------------------------------- + + +@skip_no_gpu +@pytest.mark.parametrize("model", ["danb", "bernoulli", "normal", "none"]) +def test_compute_local_correlations_equivalence(model): + """GPU and CPU compute_local_correlations produce equivalent results.""" + adata, genes = _make_test_data(n_cells=200, n_genes=15) + hs_cpu, hs_gpu = _make_cpu_gpu_pair(adata, model) + + hs_cpu.compute_autocorrelations() + lcz_cpu = hs_cpu.compute_local_correlations(genes) + + hs_gpu.compute_autocorrelations() + lcz_gpu = hs_gpu.compute_local_correlations(genes) + + assert lcz_cpu.shape == lcz_gpu.shape + + np.testing.assert_allclose( + lcz_gpu.values, + lcz_cpu.values, + rtol=RTOL, + atol=ATOL, + err_msg=f"Local correlation Z mismatch for model={model}", + ) + + lc_cpu = hs_cpu.local_correlation_c + lc_gpu = hs_gpu.local_correlation_c + np.testing.assert_allclose( + lc_gpu.values, + lc_cpu.values, + rtol=RTOL, + atol=ATOL, + err_msg=f"Local correlation C mismatch for model={model}", + ) + + # Verify symmetry of GPU output + np.testing.assert_allclose( + lcz_gpu.values, lcz_gpu.values.T, rtol=1e-12, atol=1e-12, + err_msg="GPU Z-score matrix should be symmetric", + ) + np.testing.assert_allclose( + lc_gpu.values, lc_gpu.values.T, rtol=1e-12, atol=1e-12, + err_msg="GPU correlation matrix should be symmetric", + ) + + +# --------------------------------------------------------------------------- +# Sparse input equivalence +# --------------------------------------------------------------------------- + + +@skip_no_gpu +@pytest.mark.parametrize("model", ["danb", "normal"]) +def test_sparse_input_equivalence(model): + """GPU produces identical results with sparse vs dense input.""" + adata, genes = _make_test_data(n_cells=150, n_genes=12) + + # Dense + hs_dense = Hotspot( + adata, model=model, latent_obsm_key="latent", + umi_counts_obs_key="umi_counts", layer_key=None, use_gpu=True, + ) + hs_dense.create_knn_graph(False, n_neighbors=30) + results_dense = hs_dense.compute_autocorrelations() + + # Sparse, sharing the same KNN graph + hs_sparse = Hotspot( + adata, model=model, latent_obsm_key="latent", + umi_counts_obs_key="umi_counts", layer_key="sparse", use_gpu=True, + ) + hs_sparse.neighbors = hs_dense.neighbors + hs_sparse.weights = hs_dense.weights + results_sparse = hs_sparse.compute_autocorrelations() + + results_dense = results_dense.loc[sorted(results_dense.index)] + results_sparse = results_sparse.loc[sorted(results_sparse.index)] + + np.testing.assert_allclose( + results_sparse["Z"].values, results_dense["Z"].values, + rtol=RTOL, atol=ATOL, err_msg="Sparse vs dense GPU results differ", + ) + + +# --------------------------------------------------------------------------- +# Different data sizes +# --------------------------------------------------------------------------- + + +@skip_no_gpu +@pytest.mark.parametrize( + "n_cells,n_genes,n_neighbors", + [(50, 5, 10), (100, 10, 20), (300, 25, 30)], +) +def test_varying_sizes(n_cells, n_genes, n_neighbors): + """GPU matches CPU across different dataset sizes.""" + adata, genes = _make_test_data(n_cells=n_cells, n_genes=n_genes) + hs_cpu, hs_gpu = _make_cpu_gpu_pair(adata, "normal", n_neighbors=n_neighbors) + + results_cpu = hs_cpu.compute_autocorrelations() + results_gpu = hs_gpu.compute_autocorrelations() + + results_cpu = results_cpu.loc[sorted(results_cpu.index)] + results_gpu = results_gpu.loc[sorted(results_gpu.index)] + + np.testing.assert_allclose( + results_gpu["Z"].values, results_cpu["Z"].values, + rtol=RTOL, atol=ATOL, + err_msg=f"Size {n_cells}x{n_genes} k={n_neighbors}: Z mismatch", + ) + + +# --------------------------------------------------------------------------- +# GPU determinism +# --------------------------------------------------------------------------- + + +@skip_no_gpu +def test_gpu_determinism(): + """Running GPU computation twice on the same graph produces identical results.""" + adata, genes = _make_test_data(n_cells=150, n_genes=15) + + hs = Hotspot( + adata, model="normal", latent_obsm_key="latent", + umi_counts_obs_key="umi_counts", use_gpu=True, + ) + hs.create_knn_graph(False, n_neighbors=30) + + # First run + r1 = hs.compute_autocorrelations() + lcz1 = hs.compute_local_correlations(genes) + + # Second run (same object, same graph) + r2 = hs.compute_autocorrelations() + lcz2 = hs.compute_local_correlations(genes) + + r1 = r1.loc[sorted(r1.index)] + r2 = r2.loc[sorted(r2.index)] + + # Allow 1 ULP of float64 (~2.2e-16) from GPU parallel reduction non-determinism + np.testing.assert_allclose(r1.values, r2.values, rtol=0, atol=1e-15, + err_msg="GPU autocorrelation results are not deterministic") + np.testing.assert_allclose(lcz1.values, lcz2.values, rtol=0, atol=1e-15, + err_msg="GPU local correlation results are not deterministic") + + +# --------------------------------------------------------------------------- +# Full pipeline equivalence (end-to-end including modules) +# --------------------------------------------------------------------------- + + +@skip_no_gpu +@pytest.mark.parametrize("model", ["danb", "bernoulli", "normal", "none"]) +def test_full_pipeline_equivalence(model): + """Full Hotspot pipeline produces equivalent results with GPU and CPU.""" + adata, genes = _make_test_data(n_cells=200, n_genes=20) + hs_cpu, hs_gpu = _make_cpu_gpu_pair(adata, model) + + # CPU pipeline + hs_cpu.compute_autocorrelations() + hs_cpu.compute_local_correlations(genes) + hs_cpu.create_modules(min_gene_threshold=2, fdr_threshold=1) + hs_cpu.calculate_module_scores() + + # GPU pipeline + hs_gpu.compute_autocorrelations() + hs_gpu.compute_local_correlations(genes) + hs_gpu.create_modules(min_gene_threshold=2, fdr_threshold=1) + hs_gpu.calculate_module_scores() + + r_cpu = hs_cpu.results.loc[sorted(hs_cpu.results.index)] + r_gpu = hs_gpu.results.loc[sorted(hs_gpu.results.index)] + np.testing.assert_allclose(r_gpu["Z"].values, r_cpu["Z"].values, rtol=RTOL, atol=ATOL) + + np.testing.assert_allclose( + hs_gpu.local_correlation_z.values, hs_cpu.local_correlation_z.values, + rtol=RTOL, atol=ATOL, + ) + + pd.testing.assert_series_equal( + hs_gpu.modules.sort_index(), hs_cpu.modules.sort_index(), check_names=True, + ) + + np.testing.assert_allclose( + hs_gpu.module_scores.values, hs_cpu.module_scores.values, + rtol=1e-6, atol=1e-6, + ) + + +# --------------------------------------------------------------------------- +# Diagonal of local correlation matrix should be zero +# --------------------------------------------------------------------------- + + +@skip_no_gpu +def test_local_correlation_diagonal_zero(): + """GPU local correlation matrix diagonal should be zero.""" + adata, genes = _make_test_data(n_cells=100, n_genes=10) + hs = Hotspot( + adata, model="normal", latent_obsm_key="latent", + umi_counts_obs_key="umi_counts", use_gpu=True, + ) + hs.create_knn_graph(False, n_neighbors=30) + hs.compute_autocorrelations() + lcz = hs.compute_local_correlations(genes) + + np.testing.assert_array_equal(np.diag(lcz.values), np.zeros(len(genes))) + np.testing.assert_array_equal(np.diag(hs.local_correlation_c.values), np.zeros(len(genes))) + + +# --------------------------------------------------------------------------- +# Error handling +# --------------------------------------------------------------------------- + + +def test_use_gpu_without_gpu(): + """Setting use_gpu=True without GPU raises RuntimeError.""" + if GPU_AVAILABLE: + pytest.skip("GPU is available, cannot test missing-GPU error") + + adata, genes = _make_test_data(n_cells=50, n_genes=5) + with pytest.raises(RuntimeError, match="GPU is not available"): + Hotspot( + adata, model="normal", latent_obsm_key="latent", + umi_counts_obs_key="umi_counts", use_gpu=True, + ) + + +# --------------------------------------------------------------------------- +# Benchmarks: quantify GPU speedup +# --------------------------------------------------------------------------- + + +@skip_no_gpu +def test_benchmark_compute_autocorrelations(): + """Benchmark GPU vs CPU speed for compute_autocorrelations.""" + adata, genes = _make_test_data(n_cells=500, n_genes=100, seed=123) + + # Warmup GPU + hs_w = Hotspot(adata, model="normal", latent_obsm_key="latent", + umi_counts_obs_key="umi_counts", use_gpu=True) + hs_w.create_knn_graph(False, n_neighbors=30) + hs_w.compute_autocorrelations() + + # Shared graph for fair comparison + hs_cpu, hs_gpu = _make_cpu_gpu_pair(adata, "normal") + + t0 = time.perf_counter() + results_cpu = hs_cpu.compute_autocorrelations() + cpu_time = time.perf_counter() - t0 + + t0 = time.perf_counter() + results_gpu = hs_gpu.compute_autocorrelations() + gpu_time = time.perf_counter() - t0 + + speedup = cpu_time / gpu_time if gpu_time > 0 else float("inf") + print(f"\n--- compute_autocorrelations benchmark (500 cells, 100 genes) ---") + print(f" CPU time: {cpu_time:.3f}s") + print(f" GPU time: {gpu_time:.3f}s") + print(f" Speedup: {speedup:.1f}x") + + results_cpu = results_cpu.loc[sorted(results_cpu.index)] + results_gpu = results_gpu.loc[sorted(results_gpu.index)] + np.testing.assert_allclose( + results_gpu["Z"].values, results_cpu["Z"].values, rtol=RTOL, atol=ATOL, + ) + + +@skip_no_gpu +def test_benchmark_compute_local_correlations(): + """Benchmark GPU vs CPU speed for compute_local_correlations.""" + adata, genes = _make_test_data(n_cells=500, n_genes=50, seed=456) + + # Warmup + hs_w = Hotspot(adata, model="normal", latent_obsm_key="latent", + umi_counts_obs_key="umi_counts", use_gpu=True) + hs_w.create_knn_graph(False, n_neighbors=30) + hs_w.compute_autocorrelations() + hs_w.compute_local_correlations(genes) + + hs_cpu, hs_gpu = _make_cpu_gpu_pair(adata, "normal") + hs_cpu.compute_autocorrelations() + hs_gpu.compute_autocorrelations() + + t0 = time.perf_counter() + lcz_cpu = hs_cpu.compute_local_correlations(genes) + cpu_time = time.perf_counter() - t0 + + t0 = time.perf_counter() + lcz_gpu = hs_gpu.compute_local_correlations(genes) + gpu_time = time.perf_counter() - t0 + + speedup = cpu_time / gpu_time if gpu_time > 0 else float("inf") + print(f"\n--- compute_local_correlations benchmark (500 cells, 50 genes) ---") + print(f" CPU time: {cpu_time:.3f}s") + print(f" GPU time: {gpu_time:.3f}s") + print(f" Speedup: {speedup:.1f}x") + + np.testing.assert_allclose(lcz_gpu.values, lcz_cpu.values, rtol=RTOL, atol=ATOL) + + +@skip_no_gpu +def test_benchmark_large_scale(): + """Benchmark at realistic scale: 1000 cells, 200 genes (danb model).""" + adata, genes = _make_test_data(n_cells=1000, n_genes=200, seed=789) + + # Warmup + hs_w = Hotspot(adata, model="danb", latent_obsm_key="latent", + umi_counts_obs_key="umi_counts", use_gpu=True) + hs_w.create_knn_graph(False, n_neighbors=30) + hs_w.compute_autocorrelations() + + hs_cpu, hs_gpu = _make_cpu_gpu_pair(adata, "danb") + + t0 = time.perf_counter() + results_cpu = hs_cpu.compute_autocorrelations() + cpu_auto_time = time.perf_counter() - t0 + + subset_genes = genes[:80] + t0 = time.perf_counter() + lcz_cpu = hs_cpu.compute_local_correlations(subset_genes) + cpu_lc_time = time.perf_counter() - t0 + + t0 = time.perf_counter() + results_gpu = hs_gpu.compute_autocorrelations() + gpu_auto_time = time.perf_counter() - t0 + + t0 = time.perf_counter() + lcz_gpu = hs_gpu.compute_local_correlations(subset_genes) + gpu_lc_time = time.perf_counter() - t0 + + auto_speedup = cpu_auto_time / gpu_auto_time if gpu_auto_time > 0 else float("inf") + lc_speedup = cpu_lc_time / gpu_lc_time if gpu_lc_time > 0 else float("inf") + + print(f"\n--- Large-scale benchmark (1000 cells, 200/80 genes, danb model) ---") + print(f" compute_autocorrelations:") + print(f" CPU: {cpu_auto_time:.3f}s | GPU: {gpu_auto_time:.3f}s | Speedup: {auto_speedup:.1f}x") + print(f" compute_local_correlations (80 genes, {80*79//2} pairs):") + print(f" CPU: {cpu_lc_time:.3f}s | GPU: {gpu_lc_time:.3f}s | Speedup: {lc_speedup:.1f}x") + + results_cpu = results_cpu.loc[sorted(results_cpu.index)] + results_gpu = results_gpu.loc[sorted(results_gpu.index)] + np.testing.assert_allclose( + results_gpu["Z"].values, results_cpu["Z"].values, rtol=RTOL, atol=ATOL, + ) + np.testing.assert_allclose(lcz_gpu.values, lcz_cpu.values, rtol=RTOL, atol=ATOL) From b1a7908848cfc0abd05def9c08debb3fa143fecc Mon Sep 17 00:00:00 2001 From: Justin Hong Date: Sun, 15 Mar 2026 21:56:20 -0400 Subject: [PATCH 3/6] Clean up GPU function comments and add equivalence plot Remove section-header comments from GPU functions to match the bare style of their CPU counterparts. Remove benchmark image, add GPU/CPU equivalence scatter plot. --- benchmark_gpu_scaling.png | Bin 204317 -> 0 bytes gpu_cpu_equivalence.png | Bin 0 -> 172545 bytes hotspot/local_stats.py | 14 +++----------- hotspot/local_stats_pairs.py | 15 +++------------ 4 files changed, 6 insertions(+), 23 deletions(-) delete mode 100644 benchmark_gpu_scaling.png create mode 100644 gpu_cpu_equivalence.png diff --git a/benchmark_gpu_scaling.png b/benchmark_gpu_scaling.png deleted file mode 100644 index 7bc28280b9aa4ac430a790a89e37cbca32eec19a..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 204317 zcmcG$Wn7i(`YnvQ729PJf*2D8Q4pK9Kqg2CNQcrPpro|z5)oxmBB>}HN;f7QQWI&F zZfWUv+^qfIXP@_+FYkw!pUWjM=X{>$j_VrN7~{Gh%gbKeu$FZ#0|Ubbs^kR)28Px9 z7#LQ5S-lEBnb%XkgZ~NIh^yKtS{mBeU$Zh`khx}ah{a>&C>%U$u|C-t3zrJOV z+IDaAe|>-EvF?%O|MflB<@FN(^(_OZ`~MFYe_k1NIb1)v;kapSlxe2h()HxujSgk| zPc1BCVCue12H^JH@=!6Iz*CmW*>;1+jlYGBZj3zl;;4c9maSV)7=PQHYF3|+^Z6sE zYMyhZAD>Rbstv5q50Q_$z2)4{ZZRuHU#83z3{iqFSe7x|UTd*1H~sST&DUL(p*pRv zl$aGGE>(SbyfxKftZQ`RN`K?&(N6Mf!-^oatGSJ-X0d9?hA~>%b`Ad`YmLE|IrH9J z5xbIh$3}**zN?00gq2S7<&M*|9edx7Zd^fL#GoWke*H^t>DNm?!C(JO0N05%Yt}ga zdVHWZK}%>QBV%cOy~owMIP?ossPA?RDtu?&vU{8Sm|@iG23y^XJaN!T2oO ze$%4od(`oarSs!`bXC7`5aGJpP-*8fmH%HPzMQ zpVsk3+4j>%r>0a?RbM>ZurngpX-cqVp)BB-L2^TF*x41->R(@<*bb)FAKbh5TwY$D zXBZg$vN<(deY&f($2 z+qW4~uQw>P7d)-Gvw~4G&HP)~9em)Onn3{}OFY)|a>JU1`B_eC_{C=x_OiS_At4Fe ziV;y7=@x4@Z18>d?Ahz^aNF)+`yHk+1?)n0J$D#)$(Q;a-pfu>&j@Ez>{m&ulFf8RCIREp>$?06h7mq4}T^a6Co2=QdwEq zE1;TU?6qpst~d;NNmG-?t5>hGMoV~3*!C$I7#eDivuXBV^j@AcfBA4Dd(27m#wdxW ztaN@)X8vW?vl{4(u%TH^UUtZ$5bRDAuwq?u0xstl2!P1oly7|cu#nhjRAwY8b<{Ohl)^h6y?*$`oq#&kNUqil|Ti#&h3;xfNN2{u;x`ORn-|Mbjv!>Wuc(5t`RHR&JMZIfBk(UIGMZoG! z>6ot*$HrLY_@iE4UUY}?kr96U!(ky_J@sIvown<=L3>x1;n$AtZlj!>oVZX7u{p+E z>GxM2N})rgi;MNJ(CO3P<5b^&GHL4RG2T~PhAVeY1_!6B=(yBfkdRQHU9)y=iM_0q z(5>HLCM{X1+r1+rBiC%)nC5C{ZGFr#cfzlfdB0ppQ1=Ur`X%he(Hy(3vVbj3k?lD- zlZ|E(CN&ZC%nfVS@Y617Y6kHas5Z^~xVPz&zW$r-8dtA|70-8TsjI)t?DW%!oAI>v zn{}x}NRrO8#L5co&Shm~HOL^pGp8Ry6N+p;)ShKQ8&BP{DdEgx!2rjEm=&qF=|xB6fx|orOpSXC7;0+;}zd$YE-zrQCfx z&m~z|PyT`z9vY<^B1jZ)nJx-D2T7J9w%F%W_|_O+UT7*``J&;_SUuU4kda*Z?j&l{8fYldfy-Nsu4ezeq>qUt4(trK>^(Abj zJ52{Y9&xyS&l#%_GQ=~|C(27oj`q{zkJW2hKlRe@tBuyHuC5+UJ#2dJr$VEVkx?M8 zR+ehO4PDzyH{=8r<5sb9X25ih{Y!=y3sRSvJwO8|(%f z4a|opn=DV!E`5Hup?shrIbO9gSjZ@Ex@%{DE_R&>u1$BdVq}o#KLWrZ|2iot>C&Z39$xyo zdV28{5@+cNT4wXh78hoRh2q;KPv3v^DA2mQqLaH+q@=aMc;>CNzj`M!iy>C=bl;`G zljR5PZGNz^1-o24P*ioZw7e?7UmuGnUD&|DOa8ReWZa463z)_m>IZmuN^N?+eUvgAx4F|rzpDu9^l$Vs2K6b*i_6V&kKE1UsWl+O1*C052ozPTfXc;r6 ztY-35n{%?4{>((bfA@rdbr&<0gpHL28!?n&SIIy!pC7v2yo?}`jm_AKYt+-O2Ou?4 zsN~rY+jtv+IRt2LqN2E3Z0ogT`!BsbPNmt5c2Ey%=X^H_{{CI{Ye7MmQ!YZn=;Wjy zrNyfBuxWF~%{)Owx>QPUbEb7;veC0r)li2nmdwn~#R&n&abt0DaViZF#@c^Sx)cd9 z8q*E5&?@M+&f(Ur9=e95uZ?Rw$Gg>L4I*z9wGYH zE#tXABeaS{-)Zb;RfDmvaz!hvBw-PeiGrP$r?sTtznKbXI#I6~J~`N=W8-GueDjfQ zo0f57iV5valSQ`7L|>h?`hkN7rGP*Dl#-^t++MbV;#-lblXL5RYQnGkYqkc_r<>Xq zA^^FhX`=JvijlU6niJpko(UYz9x2$#Nk#H6A9IwH{F}lpAfOf<9qrF5h|#^h_>2te zWAYbSr0lnR?D5kW16-2!Mm^OuTCdRafobx!&#R~k!>zf&c682Y@h3ZCG}03`vJ1Z1 zu=8ZkOn+jfN+cGoY*SWtHjl8d=A(`53X!tGLG;HS9w`fMU1cnhw#b;Z;TJbW8dz9Z z^dVo0PIqkWzg1Elb0wBS6|x(UN7B-y3)v3^QA{vwoJnold6dZzsAt>7Z`>u^lj3dr z`^U#E4fSuWG#|On&t%5cWZPS2;)(|jT-GFc z6T=)mopkX*yh3#}A0Hn|Z}sqFm)XhQ7W=k3#QYTdVQtO>2TCo{yQ39Z>sxPn_SeNm z0?-J?w_{pGU1p3Y2O4 zad)pKL1l&sAj_tK{`qtG2SHCOYDr0nmHGi;;bupvPb?Sb5`OW>Jle$JM|m3=$s-~% z|C)eR_uR?@q0S14Iiv0q$=TW2=gyyxKcEiW=JWEUx<&Yhb=Er5fBtY`atb}!ORZbn ztvHzMLo@5*)RN_Ad7?tvLrCnX2oZ6rGS?~*8JVcp>BsWEA|df`LS0_|IkG!S4WEF3 z=wn6|J|(I7K9x_JC-{_JR6ZFP7!Xc;bpL)&a;0d^-<$WPm^Ymi8UJ>k_U6Zrt6C17 zzN~^aQ9#f8<>V?qv6BQVFXJV&8vyIyH$M0EC5F54n-L=p99+^G) zfByW@9kd+z^;P-kPfNGiz=c2Un+){zd&YZf1RcktJa>u2T-@bwfu`@lP0uSi@6c9= z-2XM9JL3TIpn8;(E}+PRM$Bs@iX<+)GfFO0l#~HTWLOGsu(*3M6*Iq{@U2aaFNxC0 zcXfaAq~;=r%NwtK7h|a2`=z9$s_(8`XH&>-AB9CDXwxI_@MsO5LCLtYr8_2}h}|b{ zH1An4yOJiVmLG1UOys)kX|lj;(0H zVUZizYFf5mxm@9N^E5pzXQnT9qC#kx)Ev`->7EDv6~z6-TH(d)K@kxxY^M@Mor5#e zhbly+)lFKqwz*6NW4dC$eUm?|`tFQ~)1*&gqGgESO0C&nF{?wF78Vw=+C7DiTX$U= zY|YhR+_bBm6X_YhyG8YU!CrJ@3rIc>bLJ1z0-)1*| zzHsI_N`umLi=fXH!9wvHvtv_tN^1Z=D95S(Oetdy*KwT|r;Wzjv#_!rq)JIj-pCxp z{bwGsj(ec?O>w#B#NtVd=BRxaJu~7|6xa%@^IV)FI}4cS=f)~|n{)<(z7I|=9}fK# zw6)My73scIu+*O~J))-6MMq$$9pOc@dg+m0wuh)@+_?7GqW)$%DyaQpVq%fDeuvb4 zCAnNn&^pW3{pZKWdyTnH={17DOC&wKNt(_<&65yv>(`q3c8N8e^IOVJrh>=QNyqiHIP5va(k25+&7b8pat3L=~SlKiGG!HRoYnu zOqo>c(c{#VFPZ^5IFvM|ne$N9^IdamHjaC;3ys&Q=wvnMtQ&}Hz>}w6VgC5>BaPIYrw_Xg=T4W3^u{RfVTQj6J>+4jSBGd3k%<$)8ZHM6ekyf9OF9-ELQb?w?U+M6|7_n(d* z10vDr*9MM_7jJxaEVDk-reMV9(LNKxb9@l6V(i#RA%78kZ2KXS9gGTMasOa?n;+`W z5?`LWbW5Fh&CKe)`$mR_reFrL<|ms{U1sg53f&dKCvN?|O07P>N#sp>o2!P2i3zPj zjPoW!s78Mgs$r_AsA%U6eHy^Ia)M^`=6w>X!7bzCHuIgK1~_^4S(Yjv5{-NJ(j z`3sIK|Mf2}9vx>1G}IS<}ey4kV3tA^CqkCt#_E$eN;ND-$twix|wxXS(VJGmN(^rr!+b- zF6t<#EpkRAf<>ItE=;ObJ5CNnSA}1crtP}*W0}Zk(LM*7FbfL{$&zHHi(kCh|7WEA zL8AqdXlGYfL`|ezKMIEA5W$kNvRc5LI+U0zSFOsrKAd6KlxALoWXw06;q2lPf8mo+ zs7u7`P_`UK!rNvcD`$eP!FtLf=*?JhF0#GmsHmpHbf-TdJo*TP^!{B^RP+s>InfuJ zC`DVfo>^XZmL$HIz5gtY=SyLp;mnC^h>9zd4a<+Vwzf*py!3%iWWcG6{Qmt;dlvH< zKlAwU;|PE=<$yv2%&y$w<^J&`^jg6y5#>Z0{Q_Y*`LBbBzy=h{o0E7#-Ff$tiC3;Y5 zQq5GxP)cabW_&~SBLlXe?j$nng^L#hQ2^r(UkckI)|#51nsTUQkEDzh9|+A5-t@pL zAi%_Nyyu#ErD1XaVlFAHDFMq?ta@P-;!q%Y6!F(4>#5LC#y+`Ad-m*6o+XRKgH51X z@+e|oS^Xr?@?ed7u2AOQa2Gw0cFSh06ubIe%LKrxMFcOe=%8?rjJ>X z`LCMV=-QB?o@QGt6NdeWeT%J1$QavSe?9M37g%5yzI8;d>2AfMx14A|r1^~-?`)ra z{qp4nmZgRP6A;8vgw5oV^MD0rQ(u{MwwW%XFf7{ltRs8T$}MkvsHG`L#Ob6C8EU3m zI;?tSOXcvevD44_=d-yj;8U!DbNrhKk@s7yW8>&v`{x`>bl!6zhTA3g1AuGZ{zCey zMV>fe(R`Y4RJ(TV5(J_H-$b}Zm${Kb)2i1Gu85sJtt#!$TbE)|QyZ(oht+tHlT$p^ zw5}RK9Pc}7)^WqZ@y8v;ajddFP+wkwfq^K?YI7W{MNsdnCmTL3-8_%%UH4l2No}MY zhuPYEAU4y{j^de4f1S0?S$mEjSIS?QiG8?AP0A*5#)l($rXC@SZ zz>ypbgT0&k=<%@xK7+fI$Gvp+_s6EB9IuO2kt6t@B+dNA`C;Cvv06nr6Xf75Y|Ofh zn|jplizBB@sxPFsI>zSB^zoSWeV{cOQAbBds~I_*!|(xSwNaPB345Wa_o2~VBVER* zBx*YjWp=07_AA%LYovc`3Kn)q5}oPUXFJrahVl{%gb<1oiEi`K`HKtLc)s?ecx**K zUagqyp)6^Betsz#nbZU=0HRlVx7wec8Xv0^GXo-b_wZ1Xl5$_ZVnrSBxJ;<1))OW^ z-rw9$UXv1gylrtoh1{xoy2W86ZGqohU@ryIl(N|*Woav<0?mySGX7MWQgu zFd*bQw}mkdaFue}+S+7kfU0Y5j_FRkhupkWay{R3z81@PdS<2s>^;_17P8C)788@H z5b{oq*uuyr!a-wI##|16h@krl5KO+{#gnu)@JmCvQ`!h@MTLbIH*emYMKCjV{0`Ga zlz-Jg9|@oUu%BbW8i520T+1$YJLYS7xlE<#Y+O=u^2C>|az6H_$uL|k;?T@OLGLnF zeu`|4<2Qbs0eWbfq1lqMp;gvlYSI6&Mns@R78RVNUwV2vs4^RHEoNZiADAuz;q@Z% zDI>CWwzr4Bc){G_G@OfaIDc*3t~1k4zdtf=-?b~@RO>A~JNv=m8w^S->c$c;GDO`C zah)*<7P6O>6CSxgHxH74Pdi5yDvcl5RUqqE9Uc1YB92NIpY6Ir5G1H!LsJl9b8~Yg zf^$dxpFa^NKv6vOARv$JI}^vJcl5NyJy$GZFRd7~2(btr?6 zJ563EWi^NEpI4=61mf%AC?N&x&wx|9Fn}lnM^FxjodZfuz!HJ9qY{R3M(GT6fDL z5@y!w#&aQR>U&&n%X7gZJj5<&BMI0nMWt5ZA~pznQnU!U(4nOBp(r0gMI%runzrU- zg3?dKq`i%Z=pzsq(@128r#nwon9OEmoF=#rV6Lw<7cyMq+c$40oSdA!ncX4Yl=2t+ z=M(d0VrnKqc~-ehwM2ra+rWBU5>l7crAxJsw;r%TVIW1@FB=pEz`J8ue_50bvY`#o zvNTN_1-6wZ$;#VTPTzZt-R_r=JE<-*KVE~qk;ofuj%5tM9gEMAqLJMbeEQ}&pe@vD z-@?w`^9c?HMVl>$i{ETqz>==>U^zyiwiiB2*KNzRjzsc|Kwcsb0KDpNqs`#+j3fl4 z_L)EJ&p>{7Ar_z6PAKxI<)VLntmy3M=*j9&ASgJ9PL-DSws9Tjc>~O3j>RbLcc==Y zMl|721Q%CoBe6{ou7M80<`+R*m`$e<4iIw{^6Aqj3ia~k%P)@^c_Q%zM`~LbRRmS7 zji2XGZb)N^(LbzZ*sgKwRz^bJjH!WQFCLH!DO1TauG+f+1qtdNU+i-*MYf&3DyDe-N?yI))MTSdWzhdb4FrEf zb|7+++q$5<-@142-LnP$&pwpiaGkEWmz$fr@x9)~JV6eZaW9I=pWi>-A3rWuS@?E- z6Zh`jXHbW~6mhZ(NkZ*pCQ~#!oUa39Jl!ZZQL9LMgUgsgO?D^&=NakCqasDyb$WQ8i~9&xz*_Bg}`JCFUwaG((0| z0ycYj+~oC6i;T0wIb)tRAGtYy;;!qjsA#=K&4|Df1%<~EgQb}_%m%(W94xg-&$m~m zH4#sdwfEr0QGc0z`Fk@d$4b-w5n~k-wR0&{f_FjNZri+>ye!qY>KsJQL$&-n^~PJB zhND5Bk^&yV9=ZT2%C)N#g<;69Wx3B^(#T#iLOXl9F6& zvh-Jb`%+bbM*vPA9UD``q)z<)yve^LYyhdWFT`nRNg?mgtkFDk_rPz#*FRtuP0aI1v$GZ%8A8GloqB^dus7PHoK|>PrFZ2ndd>$BlPW z)!*wrAS4CIRz=WqrpPUMdB0J)*wkH7;f8a-)zy{kRxC%wAFjwh$6aP@CVFcw{`~n9 zVuf-`mhB1sqUXY)cM`TuS@%M-sTG-O4hJn!R9Pv9(IB~Oe7r_ZXny_SLxsb4Hi`ZT zD{5l6eU6{uwv;)RJ1Mylw`hrTNSE1Q<&Wb&BxtCWj}zrMpQybt{ogB4^Nn5ycwjGp zv?zJ>naHGSo{KYZj0Ei_2eH2&;0waEs=8>3~ z2p#ub!cXuK@ktpO8P0?4?d>vH{iB-sKYsiWp8AC3+HKS3ISL3-d)%V=yW~;OOmr8n z;#&?50YC*+CbPeq?K6i3sQY*C-d*Xc#cp}?DTkP7r6>{hQ4M+NC!m%i6&VYauoWxQ zZ0+q&p`IydY7(ldAnY61Ka?|5cC`>R1l?P?Ck9FCNtaaLB&iK zU5CIsmck+8m;#N>-&q^PjtM2eZN6V80{#Yis=afBKtdG+g>qOyWM(G^<7dCt*Vo4= zCL78myDhp#&JxcKK*IaJnc3Oy23L?DYFKGCX~@(21qB5wU0Akl)1O}qw9LCX-2f#T zyv9)#Z3lx8Gq<0!9Z+SDfH>lh{Nal!iV>XEXNGD zsV3&kE(xbkDO;JDds5_#JovFpk|#&7qdK{FLMimp2kY8YPP&@2T*U9B#S{S z5OyhkGEwPnin^36B?DI?@$rsr$Ky>~u`x{wIDwBLiuB+q`=$r$m|mjLWu;=}@>M#l zUc2@v;B-a3=u~D9@af3tXi}fh0$(wR9wzR}qk0AFW9LyWUj>c|>Iz{SevDeRA}gOa z?ij2pk+YJQE*(dlDDk$=Jfib!Ai3fNZCcY2xi20jh0xh%QYTz*Oo{$r-7W>~Gc_0$ z50i7!vM^>M0QfdHS>~Hl0)WxCtMW}Tc_wTdf6xH7BTg*H+P=f;0BexTPlAwlQX{T? zerSkDOJrtdy)xjtG7OL&>&ffJlmIvYI?ZOWWt-f4KQeM0KOh@)q#$T`^`#d_KF)kf zp?I&!6q)G>r!%>GX0U_IRf!V&j%9o^Hr%%fdCf4@p8nIC`KbQiUi#3#yt^mx#NTG_ zrtS_Fv^`2ILnzj{n!7Goz`6j{VN;eJ%7^3$@lkMThG4S;BlkI9i{ytwe%!LPS@I~x z<0$ITQ$T11FUIPJL0r5OtbhfqINhz#4$P7az+5?^({+R}j~0tl`SX*3Ca7BKqDxS8 z)aOM_wZJzK=h+J(;<{|Gpn)$~i0V0@ND>{oP&xS9i1O{9VxpgaxSpSJBO4x8t{@kF zgo4u2(yaR6+(*DQ8vd+bz;jkgJGR@2CrGAOL@IQ$5P{HQ=BXqkg)O{3$M9ykBJfPCg+d)FhaP z;vithZ{b1Lncf40=fw5Ow#o@#gWyi4m3S+_qYH+fJ$rU~RRojm zk#pGD;8sB_j}d`8F;vLDVh$f_2!{<*E(dQNSV$SLUr#BD`K~TwHF9EV(*elPfuMdm zd+oJfgi<9XkEFNQ1x|xh8|yet^Y$)B8FC5h)Pu6bQa0HSeO!$|8{srHME@)Ze&3MD zf)YzCu4mv{ z12^bxsUc6HA$TCLPS(Y#H0$5xU);HYgN4O}@PXAeH8NNZ@v`QIhK3fE(e`+`p2{M5LJST&Hei)&aP|J^&>|$wPK+^OkFK}DXu7W$`pxOeeoyQE zfzrNaHl3IS=!snKS|6~@e??8} z^YLj3L&plQKKT9nw{Ul2MyNFKN@}ZOg5l0$r~x20jwmbyoL?)%eC@;SWq4eK*>!P@ z3}1ilXE^iL?$7UQR0Y`0qKEqdz7*kD!ZMA3DBcH6rpE8E#x~T4;M5MaWj*k;ZLr85 zJc$im*?Thl_3K*jz|?Boh;i-$_IfYWdfFS3Urm|-*+NH0Mz|+$YQa5W&5GQF489F4 z89+{VY`ZGoWg18>O$#1-wV{)qi%hjA?Hz{FII9+P^Zxu=NA0d31*LT}Z}j)?8!c{& z^Sn($3G*>;e zwK)9xvIbm5hG5Q?RPf^FZFyR>@v>u;MdgPVLyb_Hq=TZ@=x|xjeB=x*&Q>CLWO6c% zz9#n@5})zcK6e1l(n-&$-_Vg#Z;kvq_tp8;|J7zBJ6s=|n5SMnJv9k?MO^(;{+B}b z36x%<6oQ)@O?~R_o4~V^rRJFm*f;$lR&#k+$Y&-lEQEE8F+RB5I=?t-q4OMxq&(o*#p-FZj=n~no_Za( zI@|;qaF95q2Dw7RIf@Fcvu~q-spIqNFv0G*xu2}Yg&wVEdA;MXdIwJ;7^OO+!|s^> z7|3H#0qOuXwCJ;iVhek8blRK~bwDFRexOn2ksf)Q;3jLAZJO$@mqY6G_Q|hw;a-@o zbn9{|Z)s`ii=F-R#~4#M-3KRGFHBO;eZ;zdW}L#h(QGyH-Y-L=02LgS%L~Vn#ZG*S z;9LjO08ix2J)1UdYJnb2b9a3PFfP4Uhat>{*!T}-B3^+`dZ1{sZsSHeRLuQ&={$Cy zBS01>6?EYhVD7Oxom5lbH)GTXFg9h*rRx`Op;ki?icf=m=s9I+{rW%gyhThNuM1y* z7=!L?4ERatb8wzl0HC+DTom_*3kF00Rd7)}kq4;AYG#JmcFY9q22}m)bCJWr7kc?j zHFneAN;CP-+G{dh?5=oqdP)nGA7P3S&9#vDzX1_$V`Az)`jGY`qh93S1}R%WQq2&{ zM__S!vDXwq9dFyRWiKp@AaU>qTi=%U225zy^|qKRJYXeGAGWqlum*J+j@2LJcLL%N zxF_0zeU5(&v1RGtz3GCLNT#q69X(n-vj|EoZn5y|SG7W-ko(W(^~J!2g~uzg7CY_v z7D@zfQ`W)K;^Ha<5>6_346fhWEvaVyl=@-syMR_|E7;lc`LN*RMNs%R%q?@b!~jD@ zqEWQm<|iIlbZ6)w9w|l2vinb!qRu}YZR`@g4vew7&UGCm*(Ei~qD2snm>o_{32?!x z>-=VV+ZNy?L3jzG69##mtHI6Fcbi9urrCRMAB}jy`+s^hk1$PH7vFp~jB)x<`2~qh zTcK+BX5sLP(UlBR-WMGp`*4N8V?a#`SWqF6UCd zYt|f!B(8Py@uLczK)M zE)QiR^Y`M8Y6(S*sAde=0j3E75^bNtKYyzE#=Yw&o5a&KR6U)rm~uW$-8?%rgZqz% z;qnSfJ-QhX8=|il{QHK65rn`(c<^uHD$9f)+D@%ocNlJx{yvDX^bzftPhYxYJi|3h zobo$7--i7`*#lBoBiU+Omvu>C{zD|4TWp~^9fwQ;wdc_ ze0CK-KFwXSSow9Bi|3j1*&#uu0ypl^!`MhATitGo`Lj*IHSPFnX7p<@)9J|-3~wJm zybhzSTer?z=?`DBJG9`cm!EWK$h`U@Ev|bCnHmv6eEGXxFQNoh+wthfQ924dE$l5{ zlpMs#NSGkr{_X|Z0;(9^et{C~#8F|}A!C>y1C|SY^_*ndxc0`J=C{0craG$P)72tV zqpRS0|iXI)0&tYGTX4nA`2oY!RMEy1rN|Cydq zk|2_dL-9UHV3C9C6l(7*c+SFZ%=;iq$Ae$IvGPG*ePSXQ^ehvswEE?WzX zN;S%XR|QXZ_G1_Edb#-e5Eq`?+{hyk--Ntk7qGej&7p>97vnvbA!XHO8FJc&$UA#F zIm0dWAS)l-%##!jY`v1@utbK@c*>NFIeTFnr$beN15FD|oC)@tBiN^4x@}y(womjY zXkgsYzk@q}-6;F}H>p}yY{oDtUkyZ})>vGGh^R%k_JM;SNp(;o)wDBZ9(D#T*|&aR z{=pFnn(I7=cB&fQzE1sEMO~)7rhT-2#JL=$ubIPaAaGwnzEeR@P9|voFkoXvhC+ zwMyqM>-LFF0#xkpeNycl8ie}D@zbkA^i|Mp&U_VL2>S!+hHH2sKYSi(c67aa#o?(m ztyI2C0~L)-Z=$f9dZw6sVS*syz&r{WIv(3*X56GaL_}kvzrG#;{kZOzzqe>)?Xh=_ z;F_;Mh3PU;r$Sq@SCK{_>x#EyQ?l2LQV)3|aC(idtX}-Z&871^dro0&&X|x^HYF=hzRW2oiG8!AT>}JwFcijK*fHoxS`;d@i)y4TFVlRWO_DaLcwZB z5S1yRNhzHgLwio1q|bc%eq|QHlX$XZn}q1^_@d@v%kl{d8c1?YF(#y5`pxIeE}Us6c>9G0V+^l`~WAwLjRnb-UK zqM7C7!PaWI3E2PPc0+F}aBoJ)l zTh;yr0mBO~5W>JCK-3*Lx8cI`3OUYO=s=TNGS^4eydoqI0ZrN2PIL%nlZPdsPeyknDAB89(6WG_Tn zN5bHz<)d8Wq(ZK*0f5&2kta119R!M($!U|o7D)>W&Zz^nki89UXSAJ1#3R|8kzcae z9&@m<9il>DOt1OZr+<4S{Zw-jux({Y%UDekllHB%)zguJRtKs}0@3hgc$SoX!4E)T2*3rU?J{u%V6ZusL=J%e?B#lg`)2h4l4)-sDxnIWeSBTF@gzn(_DxOlA?ndBl#u zQVFvoswj6<4!(~9VDUNeeL>f8YA7DDT3RrF{l~9{d$}IxeEvG=<@E3qt&HXLOt6mg z$OAxD-$e8%wDXP~14f`LFl(e;FIEWw1O^?O^+oq^5%|Qe<3{gc&O*&1MdKBeHc_)~ z4n$I|MtzX_E@la$NnB+05hmMSnfGf1mg=(VJ;}N80%Npq*KOk2EBQ zYb{K0%;j`UGRPaRVvvspM@N9&zT!BoY`Q@%qBf{e6s)}ck{~LHERhou5@G>X(u@*- zwxbuMSp_VVb;J_8)eD#!a#YWQ1#G&PK6DorxE31#j6wzz)RGH?QIYIFbf}C%p>&wc z0#2y%i@+Dy1!D`HAEf6P;RB)Y?JI_3Z*;HG!9+;#$DIG%*jIe()~y#{?6eh}^gO5_ zg;9DPrClOKCnB&1e*qewUSLDiLqR}a4Lq~vebSg0Ij9n^ZU6%6Da9K8lR)5kRy_{^+diL6ET4GmQ_zd0MbiMC0~empud#ENC?ZR-;_1)-6v z4L;hi)9|a!P_qCb$=e49&0G4J@*dd_x0<778Es(%#v~m5{=IuYp}kG5DPR7Y=uU72 zT}kt3f{X88aySkzE>yy5NC(>ucu+=wMeHC*DTm_jh_L>Fzu4KqoP%r2h->c)fl1+A zg*gyM8KQq&5_IC1C`!>EMA}9(ZHvHUKmyOaB8mj%4I0ja-w<>dSvmBy;6Wh}B;)<{ zP_ke~G6bX~9J8_m+-ijKEN@$wJhhdLP4kVlHG%~z)eurHZ$EZmm?Omgl({>faf73C z)&s+0i_>x;^@@s$W2r>m3=*)86P#*u%O~@N9zaaq%YSG!v>zCvbw;)+AC@k9Y55R%>dAc>%sT@&G2HB(>P-; zP|(&iFYW8RCXr9;7T^Lof!j(=&;fvG$aBedfI@f)x^FpXX6NE=&=Dt;wQIc!m))-Z zu;f1>X=-2bT))num0IL!u$6G(N*=v)=Z*ty*+#d8>BteViLB=(BqTz_DmVks?z|Np zrY?8-{@DLya=~bIfuwy`($d^~336K9G7eGaTX)zW-o`jU}oN7Hia|g01jCvBxfv#y)+)F(^2y!Isqh5GSN` zH3y_io)Ec?XqIW6=+K>Kg9(_BT(JY#EYpn~f;L4qgN=1D?LGP{SFY^L93pO_`m~ID zo82ATI%WSl-PkcyD}D6+`}fMfzN(dp%Uma>ABRcuL|RR|L>ylb{iD8Mu5Z*vChI)kd}#-81BFo%qo9ra77k zrQ|(Ld91tA-ob*<1uoCUxEwFygILxCuiU^cYiFtktraq34>JRFOwo}8X> z&YYEpEN)o!TKs{)Q(402)y8X_s+|1%=@aS2o_Lx3aS%6@x@P_QGViuE>((7>ZEbZ( zC{7KJyLLU9;MG{$1ctQD4QL$%BTA(aoWOee_Mty%DYP|;6Q_fok-~gAA0yk zW5R1Rv%CTqx+qC&b(zvS0gH}KFw_t=#Tl6pVS!4)8;Dp0d8ar|m;%m9;Xegz0yK0f zLH|X-kS5lrG>euPRP0?138)Q-o!14eC4G&lv9KZgB6&k-(?n>~ejgE1DYD&FS=kTe zh4K$Em6`}r%n|!P+Ff45NkFnRJOS=cpVko=g*%z5BAqaha=ASk#4dLr<%i%+IbEimO<1b*C##-ViQAk zX6B`5^A?&SUKk69u{06sUY@e#1&)X7ZjM&al87N{s`g(c2 zB6jh34HcA0^{93_Yy>NwK%v&Lfisu<94+AlU_r`vgp?nOttR*4$XVh;g6u<9QEVkY zii>!yY-Lc2{-tR+cma5$9*)wu-tHPqG_2OJRcZhWR-vg@rB*SVEGW{bs z`)DVH3`$x$iFF4nV6RR#CY}^hOTPI`Ya?)!T=3UpL76tC#bZVBx&X;Kq8;D~Ti|)n zj>qkXGzp#Ghu%%nQHjzK-HK6|F>=_4<|I42z&)V8Z6<9fm10>n_mpdD`06uDhJ*D-Y{quq1wSDR>(C{UECBX#>BoOtlV zx>iN3$L6g$0&Szaw~OOriTNECFXFET(k3o<9PsfLdafDrEU&-Op~sbPiFXp7&T3@q z2*{`8&J+hp$mC>cX#r3?Cz ziEb_8U@+i0c1#hT6ViAA;P5)nWtO~{v}?mxMO>NH;E~p{tzOCS^$I_S+zJNGEpTTL zS1x$Yb+@bi{y8s1l9rI!^>TDW#PUA?OPs-O)%WkLj#|BC%NF9yg&mBr_;4uVx(8Q} zGM;H5o;P@DBeAoN{IzU*0oEj?ckWQ|`U?#5jl>pl<;(A%pP_#nxu95@fxo9jh)ro3 z;ai9gejZnW8QF&d^J70)%PTmTBL(eZSO`7PTY0-BOWRNg;J5&u7P}_%PWH9CsWbVD zvtpo-O+VeoITdS(#Tq&0&T}z_5>GvD8fl~9>6W}bh7}VDg7GXs3LOa#*JY?PLAvqxj4b$v5Kf5tpRY3$%JF#uZLsl>2nmd<1{eu*DgH2-+oKYI5zX2Z zMi|5_LiQ7rHcG;S_oDu*`yom*rtatlLh8cWVofzi4yi-W4hcN))zg7hqyGH4MSRfU zk!lg|(TMq3!JYYkZUTf#Nu+wY$BnPsReBnXLhH~n7>lkdr~|XF%^`lSBp;=sdGmqY zaBDnj9%Izhq*k_t!iPJGSikq5W|5^23>$sNqIb!G@v=7V*~iOkk4ofj>==~aN(u^u z^L+zLNjJA8A{9wj*oINC?@u?LGX8c37tSVPt8Sq>9LF$w$Dk4YYwM1s4~C!Od47IA znv&I9UxnRY>Jvd%^P68?8)NFqR{JA%TtW8?7(54mmHamxP3 z<-6~d1Q4UWC|W?=vZd^amN=;8%VYy~N@SvufdR?Gq%BJ7y3QFYj^3bApd|WRQy6ad zxwnZk+~|enlyow+UJLsdsG9FsuL2jB|Ioz|HQc14=j$dbTYlHU(zbgEdD*&PB<+Gk=I-gK?Cd-zKGoaTyRtCK+g(&}Ro%|10}Np~ zBiXAN);?3)9P<#&2j~9%Qi5W!d+RYOxXsH)m|xu|0IA@`e@>KI@$ZAG;zRfC-CM%X zx^zDah4DEnqKa_n5+zv2;$r}`5URq}t5*ZQk`_h=h95`J#rE~${ zIjNAMt?-Wdq*7j<Tmc0*-xhc(inZs82Xo3#SZ_k5W=vFTr)27;l|_pUwUA>&a3p9gruP z5!yKT4`X;j`x=rXiPBl&)#VF%94sC=83Hg1G2OiwJR_>6wU9(W$vHeChnm3Nk82$M z_cbomp@4vg^|(njrQhhHQ8o%Sx*6%RK^y4R`8f#b#>F&Fl5>fv8s&&FA{sHn@7=o> z8o_vy(Cu?YP#8h?6GJ8J~Tq6Wk;@Xv?0aZHi&|@AbypxE}*cgO55IHdKWt8w@^|mzQUG;tU66 zE32bxR+7&<^ZxmNeKzx?_8nAvvamYhJOV|8&TTt(C|`8}gc!e{pYNu2|L>!}GD0v} zM+$694x&DaIR0L|un#l}N`_=+`;M^Udrs5h`)&RyuNe9#}X668}tU z941xk-;;WLT=2i*_WyaR-Ju$CDU1Xao9-YW9nHtrmlL+{(G5$7>)|*N(g#Yu4o2h5 zF|PglCD7qTPF4ZrztXzrpUnWqIm!@i8|3(tD9}gf6C?aL=|mtQ9&It?WV5)efBf^M zW0e3^1P+0EjtB7PsZ4`<6z{l_<%FpZb^#n~@~n@@4TJ>+NmhJo5*w~!uc7xw*sJt< zn)HuXB<0)e6$sBce||gKD*ulyt<>wa)Vn9I&X#$PG4K1Us^s)5)6L6DkB1e>QjCl% zW>%;(*{gH2G_3tSDPRBa8f)YGkiE-uONDZrl@qn&fd~6ZuL>;b#7B;4h7uRAldp{( zQHO)4Uc;LjgOeqcvw;uEX?U~>Ik!wyOD=zYKAM5+gEYUzV*hp8Tv!^pyW??eGMevX z#!l{1QuZuXOw+BT%BUr2q}xPAj?}07JUgJ+6RuCFRh%b4>*(!O%lmlx?9vGiSO<5l z7`d+q+Jg_#Oe%R{+?3;x3_D3Igl)p*J5DwjK_j>HZ5p&AxQDa@;B=K2k%I&f2tR&~ zhS8s&ADN-<&H@pc3VUjj;8OhFe#ueUQ$lu8rvI00cAU4b-gtv0W6JOacf+T>n%8Ei zXH51kotcKy0UYWC>^~gckU{Z0Rce&a*&)6E^y$_^`yv-3#^ZvHdL98Y2^_u==a-lP zxV;p1unN(?OCbUiI_T-Bw(4LOTb|DJ*I!}aR#j*zH`@!G*DS5Dy239jo7P_1-;u^U zl(L`qyLQRuWt~fB*pQ)HR1CIeTrUyz0b3nyjfsF21_lPj7U}->lD?zmqma*guuYYe zlzh;E*SowQ>{ToZR;CtW!ny+5imHH3^Y{xn;UmmSAS5WkVJF|G~S3kuB?G~fIxdJp=Ez)^_0B9Y9S|jufl49g%x)SW?Ytwnu z1SG6aQF`vQK9%M^7}nz+caB1x4j;W;=I=_Nv6){{lgSlM2$*;r*{7bJQm2C4Ub33YD|AZWD<` z@($Z3i-*_6x7f!>QMSoX_*`r~vlnOAU_|<2@YJjJDP2W`#jyPCrm{k30uAP#t3}@ID<>sk7m&6>-tnIS5v<{ zT-CZKX=Y77lf_NjQm?75x%jWJjDO!^LdW=_@|GL&$5aZre~xGBn#aa;Yy^yddVj{j zr2W{ud$Vg}$?4o|=V8utr!bX$Pai+!9(6rGpX1)FOaqXOL}MBXNEveU1z#qyTOPmm z>HZUXsYs_T@q=(PL4zu&dZ`It~dWf7c2Upfx)Z=|< z+B@`a2u4&KKR%dsyy5(g{2 zjP&G}Xmg#77qlCQf(*~(phH@PC?+_E07yqGBng>-ltd^NQTil>-luM1it@=ukVh>@_oZriUvuMQ79E6 zWXp&mWk&Yi!ej3}GLwjG8QFX95oPbphpZ%7AuHMMc|Y`ff4}#S_xXIj|9n5X@B6y0 z^E%JtIL`AruV?nNsA}h`Q5)3kP7Fs{u?ye0IIm6OSO_m2DfB{vHCYoC>*yPpakiad z=-Bu@8(TV~725B_8Ea#k{j{rg>zwPZmOZ|)rsBho@$dla(oPBxBbivKpPe1#5sAS2R1 zD zOYgikD@&)*pA~UntA2ivV0Thwg?W5TBv@lm4!oY>(nndbwpIm?a=$80y#6miGlv6Q zS$W5hKNJo({#e#H*tf94J&p9%g56BHE0to{oaN9p>L5K^WTiH=zGa2}BDKk0r798c z;^`Hf?i@e%DW5l(jw-g1CXpZ9Dd=4b_!CEkBfwyEBMen1Pwq<^4mK1sWeNBJLUXk zm+TmOVIiE#ZeCB!x1XmAb$X$4Q8i07*&=<0&~w5m(O#GTOSPqu@3|i=`t3wW#rhSRjpnl@{hr-Be$~)0-Ra!gYRz03MWvUv>7!es zQ&Zj6c=A47q|-XY=jCoezBV-FB>Gm#=n}Z3NX%h!D{Ecipsb`M&Cz$X&&0BJsG^`~ z;Wd!K09~OyBLE-j?$@jyH0j{GGw&z6%i^!dX)c>}r_1I9p6l-sZi;j^@P@+44%nHX z23jcBC2cXw*r<)R`_yTIub__){B_N>db=PkH_*CDPuGkhNr;1!Q)FLNq`hIk@9=Zeik$*St=>JH>-JRLc$^oj-IV|Iot zBSOst_3fD0o~-N_DXtt=Db6d~rQ14jz5c?6t(qkxEJ*g`NF-?goR{1d^O03b)BHh7 zr^)R02~n8dFS+Uqs2{}ma@0OfiHl}TGr5}U%eRi?A1htx zg~y+iv+JXd=0vPH!dsZX&Z3%gSzx+^ueC*JdWU0>LQ%M*_za34LpMDF7S#-bKJM%% zrsW6rPh8GCJye^d9o5|2obhZu#>%=lT*h1eGSYPpe)2=B#q&VeAT{E@{AbS#V=`uxoHTnVV7PW*Z}4c)Leq*J-PFeYblU~=@BV&ll??Ze zrz0j3l4 zdKR{QMoa7x*1f&zBC9DEMulO*-mrwBtg6;igj(jL zAzX!j6+RtliE))!i78~dCG+)UlB#6sR0n(u8y`;j#duCstp^ysnY)xrexRXGa_jDK zt8qD=4m(P8iqB~2ie6U#8qcQ(P7766$Q_hT)6_9@n;6>BUbwg`5Nr&X#Z>g^-2$_0 zo`>XDuO@p&4u(Yfsg9gFlYZRhJcIp!Cq75?y!~9{IPLq0U5BdqgZMYLJ>mE>i!&Pk zECt#rMx^!(QGLl7T;&N3TP}+4qS-_dW)>E*EL@WH!o5s?=6Dt8Yf?(?N-9^WQss{1 zUn8-;H!++S6kn58x#0ab;@@a*HN{B`2FhE;l&>cCv08)oUI*_Tw8@^Oip_Cmi@D*9 z3~8shr}1q_2O*t@ks@L6XdS=~L8~x^qgQ}}Q{nWQ!u|V>0$-4`x3OIjvzm}Sfm-4e z(4vqmlH&rB27z1$Y+d?$S6a&8WU=^PI4b!hHM#Rez61dDKax`k4=0V0Egw9Bs{C~fBr8**8M6i_5omHOMty~BYytT^m z%v4&nbK{(OEqTXetQlig`Ts=sWevAaNDnb&BdfiXy+amLyX^5mqgsrg2>M3$vRzX)w_Iws%Oa$1mnffgo;(5M#>f?oM(2XBfPP{2hvTBZo?ERk+*fO~Ii zvOWw2K$Z@`Ocp7h8?YM%zz+F4xlnfZgS}8ZGI(i5L}-8UM&B0iz+smrEOAAdEhD3A zNjha+)qQM2EK$&TWZ-NJlnR!-=%Iv#%&HN}3OfSm`Y*N$_4e00au+zaU(^;lly`WZ z@q9p8wbkysv-xVm$+>X`PdLN7bxcm{zvZHKmYDWMq#p}lEIBwX#}DliNOC9PgaMRE z!=V7E`G#Knfc*>+Tyd2EaE1N6UcmY(;dK>H0B{WIy>vO?dg;r6H6!X&XbObt$d%4B z;m4rShD>*(WBD@Tks1EH2RGn#PvFfmWwI)d@apwPw_66Y>z~qv1tK}%P$=Shdr82r zt!);a2MK?s-X%=2Iw7Zn z5tuysLLgk^b5ite$Xo6#I*57NR&(Zj0P`D6ca*fkk_YEVUvTLe-SARhW&dMTY_!70 zep-BJQ8#gItvP;M?i@n^l(;o|^9qR)M6~A6_0hr;8eKwINS=Ptzu6nJA5&{q*PWtYnKL_Y z*1u`GXehBoTAFuN&6hCgE|6=U`}QhMr7|NcTa%^%=!4bTPoS~bZ^Du_PA`92kubKI1hE^_A2I3(*t==xPCwu+TY>4R5qKCMeTx4A_>JqLYUk6!O% zPq+HsAU6p8qK-n^%BifwX@b(MYJ07Uyq{l0k{Y|?-Xl38(3_-OQ13N`3h7w;13tP< zH@H95aC?kmhzqVJMSAfd><4Kvi(KT;FVHnAhxZTKK@Bf~a znHhf5;RI}=su)!wVw0I)fVILJc##<2i!kdl7gw7=jiD*O?CX!3hxgjD_e6ecg2^J4 z4|czXKSXLciT3cVOJpuHb8;#`XoRElL!bh#OE%GoBK-DNCiIU^jsFJk#A**<5fRvP zltX+tZqIvYOwH5z?3pI|kz#3}o{C6f(j6&8FS0m`nZm@P*6zYZKhq~1ruy&Q>Bj>7ikjar{5gQn^9az|ohl|jm@KVw|3j0GO?a|~e`BDuYqS5R zVwQWh3X+Zfa1;#J#CRf84-cvo`8Cz^a0T|qX9Q2hN-m(OpC^ou%fCLL%>G1?MCy-q zp6zC$3e*pHA)FWrCFhVXNl@RL3S2h>bZsP40JN`EzvBw1jY#SX$sZK{;eskj=shBf zoZ3dtQb2wd5^oHUP6A~(oJ9oDUXh-ekDefrF)SG3o6}PIcuetu$NR1?hQ*>nyaWBZ zid?e7*JasGW*m!B&-dEo5ZR~l>LoR%S~^iTjb-w_8)C^-Ep#+Bdj|J~ngE>3T?Mi0 zE3`{{u=iUC(~Ao<=2C+$a-=mH)J-5QnUN+QNIM)#$|h$N9QDLxO`#}z15$;?O##GW z;^MN*;Hsm9HhxQ*{1PcxYGDOEX$IB7~>j0@Tx` zPXR~KC5eY~l-U5ke51eC{8ZWKF=}z%{=kxsNI6qu^pXXf@f3aT;J`9;0k9z zVHCQ7ZWE4b%uHWDxYEYu6KHZZLJJtQ8ur%#gZsYca_;R*$T9u6kX0TK&nu|0w-5Ir z(ZB38slH-zKW9Gsd&$!8k&}yM*(895SgO)&86B(E%MC2$BkFKp$MV8mHAF#OG>$Ay z$TdpRar?G>%00|uA2jU~EL4^k=ks=*Ir{h&IYFCW6goM0;mC)Jo4oJh2@-S|=3 zCC@ut{*Orc6wWFYrR4|oE5=^9b8~dLNF%Y_&(}ULJ!G7mj(#8?@20SP!x544kR7>i z=ejd`0s$VE`itHV8L2W0Pv@Iwb}X)YWB33T@f#MAy5;+sz~9umArn~Vn;>Fuo_K>| z@lJhgeu#|A*kc$hmWPW1{Lw6lS^u)`9jOi!j?-crDrPb5kL}FQW*(%EA}BAn=9Ta7 z>}&}k#MwEBcV(2<=2a%*s24`5pD%B$%DhAv^Z#azhSV_nNY(deX$aplT>Yaf)lthg zX7eoAx2jI@=JtBn@rSmr{;+YaF{m@h=S}R-jAmMN1ifls-qDa{L6w$!6yBSKf zFq=7ACA=8KkVH)OLl&R_kIubEr;+3lQi~Tl0G$pDkkE=H{T;OEbxxYO!6OhxOQSMy zq3N)*wte7OO(190IGOTED__KWqnJs}%+w%{IZkl1q#2=+`UPWH^z@`LBeI zWA6^<=;4qBbcV6Awr0rvBHavyCYy(2Xatnf1xP&TQ>Y9 zrC^Smp63>xM>^cHm$t{(03;g@*X594(vw7^pV*9?=0Te&+4MisX24MVb~t6; z_B7#&VABaiRyE!P5&kt2mjnmxx&IS3zl>~{L~ho=s#@<>A%>q8;t7WTmIUHb6m)(; z96VG?y}Jb!bn9V4w++fi!{Oc(^`3e`H*FYf;v5Dwt<^dmqFvit%isibxuYaMf1(e$ z$f+=(jsZz@;(Ve1lBaU6byVCKMPfhUNw_W-)1nWq!(ul>lC5gw&bjlynHtWVn1$JH zf&%qBkaK|~Fb@>^JNkKDLfShO+#8w$qpVLY9)0t1#Of)td!6``o-}xAih)Nw#qe`Q zPR75P##qE1sZ6VMkPdFgL^(MM*lqh2OCU&$rAy*of+bF}dkY%O+)i2P%#!8miFQF{ zZJ24~MgeH)12vAaVp38H(Cop{&szr$Peb8BB4jVlZF(blfVZPRkKj>V^;5M|yG{!s zZjv^tXhZNxdhF7`<)EYwNkhv~yy!1xpDjOy1O$-J)P{;jx_ivHVOuD&WUob*>5xv#6cH|K%q4P-p#=@A%H^TCRMrOuKa!ZnUD5s z+qrqLX5K(v`5}^UN;DpJrlgw8?uHwqboLVoy)} zh~UpNH2R9IHl_kxo$R+YQY)WoY#3h3dx2Xf*Z*{g7#F!-3Es{Ot>CZNt00?iHAt7< zFwkO2i|WmQEK)>@#!H`@Oy~Cn=Y!{&G#4cI}&rG+e~@ir_7R=psOnS zr8=+yBuFPTlMmK<*6=HdBRwl28Dl}iA)9buCy2;2g~en{i1n_Ii%_u0%5r4 zq>YYmk)zLi2f=$kU46&J^<{tNHB(L_r52~1Cx-?BXEvC2k!$eafuN}*L8#dnO!E@! zDXPvPnOpjx9k*blSB{gV*Z}VPlo;lI2$<^7w$3ut(1Js4sZDSwTT$H5{8*xIeD%jv z6*N8*AXLorSVR~Oc@Xzq;(~s4a&aho3It&t_7vT)ldgOnbdM4@{(aurxYVW znNo`b_^X3;d8iMIUk7x^k7rH^^1B~LT%PtTHlxsmKTa;%nMn)j>gd|YcRa1E?)7^z zcpO_YPW`ziKD2(m9Mu&6PO8I|e|)oC%im)fYdi-YHnANNwZaMqiK zaV&4V<@x)FCpeBs>_bUcS6S&wiegrwU0B7S?Bke&G;9piWZS^W#b(Y6Xhc0UA%8eY zF?i+Qll*z3vq(smzJyY=ypM2pteB6d#J6?N7g^g%XHd4h3D;T=bcYn5+ zL~M3<$?NN2Z`3d;M?SHfFX2hz%OecPd+A=l*5CNk<8IWP#jQU>nr@3zl9}tSF{-v{ z{5SkqQj>cYd-)Oqzdr6x`&<3$-dzkOg7nyEwaDV1yxwyJh&%KQfF3f)6Q!jfmLXgV zC9u@j7ABEyt1@&H%f$Z^%RClnK_W{iqv}VJuN8+9p0=^*a|7^s<6p{xAU}mz-5Szz z6@Fn}w!2dEAib6@{Z>w&(FTI_*IdQ^NYNpKG}W`z7`YO|2OS|Y**=P zM$scNRWA7xhqei<#Y<9)8z>psX9R|sQ5J{Cq1|Jlfi!t@^#!}>%mc;=HwnAxDzn_{ zRO2IzDmQu1iv9_TBd5>Goj@uQpsFDq%7sKjLAC7ZL?&GDwqE&F*W#JCH12h>E!_sd z_5KrN^s!ix@5f5L&CrtfST)#iCyU#ZKT1w(yd&u)l1f3BW->mrFJ}$7n4$8&;Gu0J z2YI;u`mQG%NHo=)v1H(xa*rmwA_aSiB*jK2pSDLQ$Ggp zG2bDH8y-L7(k3hl6*FHD1-Hr>doX)S5$sp~>hXT?PI)mi=cTzdKMv_jCWaQHI7-RS zn;=UVlanbOE6mcHAb>CA%f^&hCBS}_(HhT?)_k)tB-p?+D4R%79EN@SpYcjGle%uT z$m~zr^V$Gu@8`k)ytmQm5wS3uMAOfQu}A68NI+Wp*%0%QUWzxEhD51c*CqqWlmIWZ zvQG}a5O(D_)UfP1(uo4V&jX~z%Sf>C=gZ_SXK$++{*Rd{1^Bp(1*k9yM|yK3Jujd{ zZW{-Il3|6H+sJnGmfX5D$~9?aS=EQuEsE!>I7^WwGhOrvQ}+<$IL@8Wy@bC-LPkvS zjfc%Yn9D~}rs5XnsrF;<@YPrU!agOPf73mSNYl9NiF2- zpNB?7=Q49q^nuF%)t(yeBpJWzXJld$=){qGhl^|Hr=a8UMXG9z%erkbB^K2RzwXbM zjP-P=Bgt|5O+z}WXYpbf15UhkO;QY?JBO8B>#+oy%Ce1GN$B-&c0hlhsb zVwn@znv$k{06s+hh4G5;mCOkB!L^sFdp9fkL8$eLF!-Q=W`K6KBuS#qqn3bak(0IZs1# z;EguV0Hn__{H_~Kz9OovF!Te)zFaak+90{5F(SRSX?#n7x$3AgT&)wS!Mf)EHa6Sy z%!7C{Bx;J-2g^*yoVZO!>G50y2Ol0JSZW8p{ZP5;2~^L_#xnJ3*Xx&Vf)YbayrB4R zf8VEgCWWqfgZp~y0c)$Oy+*Gf;x{wu6wiv_B<39T&=)KX)8&e(zVR@Bzd}6yIa}P2 zkv#2F#E_Zr8xVww{OHRo7cZ+_*kOLE_qIH~s>}z;18Y#4rCucSDEh30;dz7Iz`i#2 zUM@lA19;PKEM|T;Tek7O5AkE;N?u2kCN4ibL&h|aVvvYany>n~7mJSIXuhRQZ@ri5 z7oS}DV()&PKRVaeggUU=V|;1?P&z{$Z@?VWr=TI0wn65GYQ zT8E%gV{?*tH!KGn}MQDu9=ly@-ioOoXn{TxccBv8PGvdDHy!bHmWX<-@r3`up zE<`rXfb#~)+pz@mGgNj9!y|aIr$giO+^8zqAp} zx~_=#B6Ur|rxU4qoHpzAYWQ)v8b&-6Lo1M?YK}W#PkH6`|*?+Ar=Tc6%u+{AB9^2_-Q$y7!Ti2 zR@LsNYc*u~O)IKLY(UY5I3j$*O+%lM6SJ7|j{w9^9y$txFfb9K{q3`QRm<{5M>%k1GW_GKpHA*=;ly&vxp5_e4KuY%QztV{ArRz$#htV?Lg2Q`40lTAHvx@?9N@hH-6 zkc1%EO>k(uF&BJ!Xioh$xW<{dXFS zjSaDbED#tC4}J=LwY*jNbP2m=ehu?+-z<25@8t_52BUwWLsDKw>dalF$O7Y-TTm$d zq1>8Eiglff)tXodiu)n9-4cbC1T$BW;#g_lK$ac-t+Taz4NObiR%NZD^Iz}foJz(R zU82=jpe{%jVXw$caC7pM2$Pk+9- z5L{hiu^4h`WP*`mAw&=}Wpca_2@#h1K%-dG?@|x3Qn~B?MFdl!%kmhR2_kf`q>GMy zmKsuD;~ufx`^y$L%#=%Nk^K$cmz(=B#y=Nc3v}HORo5{#+}mUn=Q;X5`kc5YJW>4 zm6zoByGB=8Ju*=3D2Y@dfwV@)Kzmq!8XkpI8-jp&hw9l@-vf+8$7+`k8aHeU(v7L4 z*FgOtt{KyI@F+K1QPI3vHK5ofm;mrt(DoQ_>C*$0hFVE>{WeM%7hI6~r9}t~I7eoj z{0Eubx9R!3NHeo!#MgneUSc1ChFlHWd+>k)NX`b1e&mEk| z^(zpv3+jT>4MF2@t(=E?4|V3IZ_5V#rMV~|ayV5rZW(Y$flTBq7722-1pIE(++h@7 zIarG{$O}*uDT6%b+&uv#f=A@S`&b%qKi4I0*OeWB~gV zeGX@*$Ht>WNq~8>ic0nL0chbs+17l2MqERLNokGOdghs{K6wzoH;xOp*JEgt2Q}nW zUH5ly)UNh3QAml|tF!=;wcj$#sLnUZz%sA8js;oX|EeGl(`AQI(B-(&K8H`+-_a3z z`JB0ksDUHb*hp>*XMwcqIUW{039BbESf*$ekq-N~FC7BE2D+2mq!t}2Mvzibrwnu5 zLA;GS(`Qa3I+6ZYaku~*vN&>DP^6ykEQN4x#!1_x`l=6Z@l~ZTNfR6@wvUtoP6*C4 z9!+_qp7o<7pr=9*LhO`Z2*!Rz7<|B4sKsf;O5B0wZX%j^s_Vc31bp)ue|l6Rs_a$_a;5?s3*uMM95oPOzS3@RlUieid;2 zT!yWDwxM)3aL)`=icQtmWyY$wrDZ|%iQmhZ>OJYMUivd}(<|Eh?c2C_*4-%8X=)& zc2S<^;oXrIaIwi%6U$|3x_bAvf|j~_c4)O&vd=z*q#XQI(zB{?9;n%SC^M`LtNwB& z659HErpPbd>T%tvM<+P~9t!V8#t>ru^and%)MN{gEM zWJOu%`||C3&s;0t)#whIp-y6VN>IkP=RdK%!8%}U@d)!o!jQCC8y@AtEmF3~+11UU zWQ`{*C1)>utNPT24Ev5sGO2Kitqj{sf8e)sNpb*jX-EGLQOm#UBYyyNE!PuP5Ron4x$<<-;0lms`-C*}_S zX`ubPNW!aBQar5NHetsw@iQ%$Zb9^Cxg4Russ9|oyfd)pa z^x}=qMZ)9nddgr^kmLK}=gRknOkJ}D9UJI3wq6MdeT0`bygL-z-%7?{EfA zs*lBqJC&lwoh#tO+col7^w;zK zqaplv!wJ=OSYihonW?|OI{vo3sPU;Eb&D5%|5B{xR?}E4qq+O#^U|#C&$5s>8(Kf) zeegzdsq}Ya`>Dtx?3q5P3DP-3aPC`-=c_Sx_Hd~}?Peb$LZeS5eRRlBzWcqGqMiIj z_dQ?pmlnELteoS7!DTKy(Vxq`>aXw#Sh+tOJ@jdRM(N15O~Va?yjI=asmm~AorVfW zC3;1DnoD^&ZiFET!U7y{x?EUzue0jqG~f321%)N%O(nJu&v4y%%Xl-ZVug;ZMCFx` zK1XMF+w7A3>1+9a9t2G7EnDglh|kpIS&}zhr?!e12)vH@HrhW|6xRkKdAD6U2!lC< z`gI(>h1%@UJSHQNI5xOf+;LJvKd4>|t?_*vb~;rZsf?%Xc_oi5sxjrm9h;!@T=!D_ z{oS7*nefx|iZ)3R?k=^l_6j6UYI36HRG+XTQ`oXpuhG0)p1XKtc83b6Vzw94HwYHO?C&eriQr}^TIV9i%_Hl=>eveV{bQDw zk0~!o(n8YUl5C4js*s-lr}?8b5e}4vSstl8T@xPrOf+>%2JdE7V2q)atBjpxLpPL9iUu4St1KDk=6jt$yVBMrvPg&PlvFzvtl?FD!Mc6(*2eSxQYR`(!GqCVWwrd7-@rmxfS_D6u6576C*BcaT7b?YYzC{N3SIukulRKK? z+ep5h^$+3P(U{+fSj*hZZ&aVyQL{@kPaS`A-2fN&UzZMTWKvxpMx(!aXI!L#WuC=; zXL$9Bp@bm3gh8dvq#15Y>xS}CDK`od612Aw@`a6&;499Tk*t<8+Z9x2^qIaH)cNjv zFFYxXN1>+fs}Q4Kbl@%b0N;IQCqxEMi03ie_NWZrS4L^!6n$y7M{Jx> zVgtAOogn44%dx}E`s!uWy13)oIz>)5?{eYKqK_2YOT){zTD-}l{%!VE(+ASsImC{g zBM$yf)eXAp(jL(aJC!0VdNu=KS0NE1U1z$K>}?ob*&oEoR5o;7(UbK8Aa z2Y0=k0{l^u_+0|EP^oa!xVLQ)+vU=-PhV}ba zNkgcmZv%!9_*prHAfgKIc^-Rn^0rqhSDBe7S{OS1$e^t2mh^N+FCxA&a&yUl#N_|_ z-sxf3C(0e`fAywsEL`Oa);WWB&)RV^2==>t^{D{=zhuXo^RJS+R~(o1xxceq)%P__ ztyTLu5f@@N)10IC^5otBgqzh`oNBM_(I8eBaQ2#5?ND?1S)Jz!=gmEaf;%SY0T)c6SzuU-QeC zf;n{AzHbAPurVUh{)Z$8Cs75wN(Ht4(H&dwswa2pd@KBAlS#i*vjYfADLqCKt;%$F zbAM)T^KR=k+z94~zGLe6JJbdzP2}o73vAqK&sub}x4i)+PL4RHyaccN z*Kq%Yv1$Ah79~a+nvMC^u7>CHkwp4xup^Di{tXo;Yw>DSp@{%9)5H^fb+6Hwznl-p ztYx_Jx+QMaC-Dj#I}-gO-uEuG`*eUi3UyXk@=FV+9**6+6@AtBR)3yk!NaqUg;Q=z z9|JoQd^_BgeE#}k&84J_q;6A5VQDPc?v+l)242EThAjUOfWLW|;;4hU_d};@Fk#aA@civ)z0so4{tzJDRr>Evslegv-jyL@C~UK^JVa;sjYnf ztxN9s69xo$Di`c$w8Vs{>sGp}@zh?T{;wy|8k^SC{lv=8ZB0%r`HC{l_vVzK9D23t z%5%|V5D8)1M#oRfod{V|iQhLSS;=Q?oU+mEX8?B)xcJFGudvzo@{ujCdh$OGuldLt zOfW>5ST(Uuhx2-*@pkQ3Hkdr@&{1O|FMt2{97o&jX|}wE?sRICb9AALKq)80o|HL^ zPq@5m(`YhuGSJ_pWByd^R&^_1k?+eZHpoOaVqNfi*Hj%4T}d4bk+gQG48L^k^^LZ% zsPIRAtrxv6!8{7c9<6o>k1f94gi>_R`uQzs1@I7;DXz4Rlh{pxA3uc?g%3WwD?XQ; za>c<8{lMnT$p)8LI3O)7{KJ{v*wm$9h$G;}O4Jt3*T4&=tw1RBU3oE||2OPtZ>J0b z+Hfgay$;OdwU<74i$^(E%&v~S8toCk3Fzsc)rS<9=U0TH6@RWD#5~GEuzeH%bQ?_Z z!%PGMQoj*8!bIP*zK?PC^<}B5AJOiTN}l%rDr)2<7^$d!@!W7lY@s9 z+vVGoR80nRqH@)*p)GX0sZ%ASB`I#=35&3gN~K!?ib&{D7~;>LP9I~35~U_$+nVYs zk5t}ZY4w%s^n6h{C8T*2QNj?Tv0@3r)*EL>fg(k`k660W|2 zMrCZ!dhwkmwB+Z|CWqB#d9JUHO_j%64`J#TL*AN7?8JkYZGZ`CG+!d`_18YO8%C+z zuI`fis@qyiCrs>Sx4PwuZ0yhWll;-jSr_j}}L10~f9X=7E&iWFRMMOOt%;Hz&& z@z~NsKV+;xXa~oO0J4&kj<@A$pRmXca5&_!#cG*|I3tlJMHUmb{HOlCP7Gex#ikHa zT{ocnrfXTRo2Ezd46rln!wMUbEyMICQgAc9a8Is(K)}g*<5Esj_#cEu>_8=8Gewp1 z1)JMlnX+-pdxKYKHU8}ujehFeVa|byx3KdLj~A;iNg}p*5Own<^f*0by%J@n79Q>2 zltXjGnhA|2vKGkyTI@g6Pz`B`N7&)`^i9Nwi1#m@IXhq`3O;?~-}j2hJZ7ZI;s5eHzyueumJ-k}jjiR@v`xXDVwORr#`6;)?mMxc{_f+bH}&aiV}G(=dZ7Mc8HQtFr3 z6=u?x0RP^`uwda7$A9)h`hquJd)kwA5&*|gwjS5r0|pbfy3BV+Ps+$M|CVh2gyk2{ z0`UDvyD5a%w4XTZjk9o*66SMaBUTLAPAY+YSv$p5c}3mp5fRkXFMbSbDD80#?@@A7 zNXCgEf3YX1ZNy>zH@ zrW3Q050d1Orf?8&OduxY&};3y9KXifp-zZZ)TiSTB_^!mGre7~acB7V74DL13?F$P z8{@>AV8Y#sSUmUhsZvfxrogs_=ap81)Y`^*B!nSXB}gq_t^WEH>p$(mm}+t`XPXb4FN zf4noH{@x;W&5Gkjjx)tCN;{oG-_PGhwTBPAz8G>JdKNn~q2@+r5!x1F&;umP*!>Q| z+-HVvBIE=2w1uq!H5Y++s%#EsFS{QD2ln&0L5k}LPjx_mgD&g$Xr3yD;O_CCh00UA zzBU0rLtc@647@{qkoNt|UFR!9ou{1Rc4Is)qNUC>q(5>P%bfO9xqAh9t*o)B-Ggxp z|7c)g;O@|0fv+@-ScujmJ?f1qss9NzP<;KU3M{c->*ChKm}lg@9-g~R2kpIXbP)jv{Nf_QVi9c!!KP%oqVbN zjWLhL+uz}4KLU!Mp0~=#@kK~$ZI;Kh0BeA@Tsb%5Sh7&>F=L-RjwkGA0XnNzp5B{Y z91l~doV>(;gWelhTzBIGif5`RXUkL^zPC?|@upo}$-Sf37Stez=Jh{EK*PZ3i^4T# z_wsj;mOt5%-jJo3_@UYL&FzbUws8VH_QWop^YQ)R9W~Hd*X5jEQ^SoGGn|j_rY|ytZCYJ!vmu_eOv1 zw_NwikQ4%*Q{?|mc-7}V+ubH=2Q#EWAiSx0o8 z|5h9tsvGY)D$z1MHTQeGVgx~B?AU$(4eX!)(UJSa0Sx2^MYbIn$hCR|{-k}#gpGj^ zq&iu}v)LNH#61tYED0Xd%(-#|R#E9xlapf>DyDApbPF;j$JiR+VP!FhpBn+Feg%Uv zsRe+8V$kU2#q&Yyk&dIv?^X^P>amJnT`hk8w`(r11phoccbxy{d0E@apkDi zrS)FM3s`g9C=uskk4FLtyZI*mg$I*XQDhzK!%9j&OF3azf$U+iRDUb!(WaXM05XZ= zx$72%K;gcxgKN!2@khy8H2=?@n;K7?P6HkwW4FwYh#6&`7tYGlea35*dzu5zl|!MzsOlVD}(p&ghAf5 zxAj1QM9n9g>k*21@Z@M>*WQ7zbGS*HF#B;r((z4~sU(bI^AbBzrY)^nX5B;mc8b1I5?+^L|O=U`Wx=+q;%+;eRitxVUMkPOI6IpORQIEpR7sGIW|43 zHrQm4t|D>U?#fhCZ?3N^)@l-%N_yf#DT{aoDaZv(F9Dpm#y{ms)bLiSSK`2qNXVnf z1W_SFhK}X_wdA3nRI|+MWsWuP8jpz<^RFb{r@}wRhD{5m7?sxS>6kav(2nfy55ENm zi~shif&+giI>P7Uv+|pG6FE7*- zy7Eh!*UCo%WOf9~XSD8v_{ahxY4G%^6Oda_>&?G8(!dkaD}(qdVe;2UY@jiDPgj0# z>2+M^=r2dqhPZS2?1ANcN~1R!FzUUa+7q0$*sl+9^ta;|`?~$ssb2oL(fniQhg3%X zsduNJ`+kagazoo=*2xb$$js+}>)^NABbs0P&4XhXiB3$%d+&>@NuDid#DZG!PK&|4 zU-}%>h*`fs@!w)juygLxMY7H}%6HTRxT6g@`d-8C;yJ=jtps86==C1+Kfia{`AqE6 zM`I4!Wcc_#0^W{sWul&~pTLTp^lNhWncn3`rv}+9dB5cui&BdaoU@EZ;Rze!5v^Ff zQHpXrJH|uBvtjG5-ep;Ueki<46@Nb1eqY_PaWL@WrPGo7mkl(}cEo#5pzHSzy*AE% z*_wUxCl@jNzh1iGwl&37Z@CnHBBCAo>%&Y_gasAyPZwf%)qnT`?I6dnqpm(2PBkEy z;ovOiXzTqjCcqR2bK0WEN(K_*o^Qhi)r0e|DtYXLsULUY#jNdXOy{e)Kza-bW_8r%t}q`fQWn zavpJH2ZoCutRQhR{qBulhWT&SfKNIxLg{ z8@(BgX}!n*o54p^NcPOR0@9;zJfSK86DeKPVXfYW03f4TA!{R-fcam>V#5zw1|_uZ z){F05Z`>@eJ@A_)|5&TrLvFRRTIlW@m+&d1%VIG5BIWGp81iL|h~%jVA{HpR*?%IP za^IL=ZcNDm(eAy3iNjk&wWuo^U15c(0(|eKTgy$bb2bQ-F`E@5E9wm|hgCX|qYksIQ;NJ%89pn`|KAVJOaedDL+wEX5| zkWTBgbR`Jm!0TWh+bcAdkZhoE3~u^mlfmU4SNoce?fZ@>!*w;1?N>*0+b1>?F1Lzi zw)?$(g^Mc673Gp}Va(l2(YABABzq^Sf{Z52%YtVs zn;B2}RtuPO3c281Q#ov~#vKwIl{*u_ZJYD)+=By-##Es`Eu{m3IhGUPm~Pg>7@oe% zEFFpFe8B(=%%f|WZ)vP={I-N()ve6{tNA+NIt4(*zI8ExWSMe#koY`QU}ow^jr6)_`qb_BR85>#_WlBzBM&a@11enRY5|8F>GIh$tkYVcvUuU3+TU!oh2{>aT{yf!EsyA00Vv zxXkXG6!=!yF`Rkr^*ye@E&>(X`1-&mYdQJO+d8}hIk$!3#8Is!)bF9vyr0;`#0m%J zKaa*u1QwXH8{eWdjhfpaH2S0WTQpASJsF8zcAkk zK!k=AMck9v7>bxuc?=m7ta;)(M{J_%TnoLhTTo*|AckzaV^m=x#yQYWEP1qhpmo&6 z3wfJrBw110Bg zIr-%(5`in@NG7LGvw91BVF}%leXQzcuZtlY)#UD7Yv%`FbZ7vP*vC)$v`S|eP6;;( zfPI+Xxa)HALe82R$tXp49TltFP)+Q`kMB5|HfLKT;%5&W^iHbnR?RNHr2a-pFwM}+ zzr2Ga0>0x;sH)Fd3MX=X@Vw%7pY_d=8ftO#768_e=CmWQBT!P85>V&%(Tll^a#e|~ z(EN#;yX8Nj(M|vG5}MohWq3SFr>Z^!HxV7KRYn?#VW}}bY!p4e>vm`#TlPemJ&;0P zDFU!F82U+jLSKkj=v4d#F2sauT^>Ly^}Mv8+wd2;!bbA^J+8H}z_r-9$0i+F=}H+1 z)V~Uiss^-rN?m0U-RJ43g^KXN%RpHs^-1-3R=?LGoHSVs|Ju@_rLy7bP7-LQ%DtrI<7f8#d(5Q4N(Ky&z)OyFQJTD0-;97h_g^TkqHtp?SCh1+!F=mDdcaE1QB z-*9!tD)hA9OFbMTL3BwXr)f0%~8qK8ng9a`~Z!!{xh9m+ZRN)h<&W znqL0grG?LVJl~l+IJlZ-{GYGh-_H4}xlqdaMdxSe#8Pxv_#*=`)dlivV|=>Al>$~2 z^?;N4SXmkr3&AMKdkSmc?p`u+xV*p+3oV`ojAIDlf&npTQcucmcoDkZP;+pES5@)k zqxazYB^p{twu@EK$iaLYkQk)6s`A?H6Pl$>65>+_BXu(-+x|Wz;k*Ki8uC&REa5l zyD?6X^D`q2{alKD`PEs0(&C2&gP;FbyutsY@cPwpYd8DFnO z)+ma%i1}ZJ8Sb<$Zsqn@)|FW zpos+J1&iaiSB8E{be*Aui?RvfN&}n<{=@NAxE&*o&u+DeWE~m~!$np?PyJD&eFP8w zdgQ5Bhekx$iS&%Z&F|$caJ`SXu`xYd$o687-=B2G-5zB3km5-D9N*apq5?hh=$069 zR-FoK;Y*;-%V;V~y=o4bw-0G0V~t#*wb@)hwX{R@u79emnUF|S@^Ca`>Hl!{)=^om z-}@lljnW~gV9-cNDj=c)Vi3|LNOyOGlpGWU1Vj*2TDnt0QjqSD?s{ovKX^Xh_|43k zwdSnlpGTkfiGA;V?JMjkJ8P}Kd~rA-uQ4bY$yY1H{tm678A2IL@cIB{&%O8nZ`To( zOIgET`s^0KT|7C)ZWx$_(#cR+Su!a1IBi#b^Ogz4##_+I7_j4pau~0s{_|MUn9pVW zWzV5SZ*uaw)K?=cQiy;+larUXcRQ_^IXF0AkA$R{00Icb;Lh3LkB_`xXzTobJ{;f-Oi5Wg>!PHZJ0$z~Y5I3)VQHyw z_2JS@Bq*gRlKHW_yBN5$5P=K0$jm$(!BCqP-IyrkLGn)am#KmFA zQ(LVt_GdXxiGYcXo|yduQrO7^wa$9(rI#+iGddGa!hLi~LO+g^G3KG5MBj2KFqfr6 zPDK$goTyH^`WiN7Jt9D0_eGvc<>{MdRLaC65EG)mKP|1)xnJ+QV*@0<{jUJtA4&o? z@@2OeGZVjDhv3DtOAcvf^O&0tbD7+;!0ehsqd4oU0i17g{PWhr0BGM$I<#dE`Z;Fh z#Y9Qf@|$-IS&XQJ7FS=0O8%II79)mDKaLd?ggsYl-Ew%*@Ptk(HN1lzDfWTi%<{H@ zpafJeV~25@+#>ko*ml-xiCJ%e&9=I&Z(-ZuY6Ui1~TyHPy46hx<2 z3l#)7K1o8~jXO0ph4x%kwL)A+SsD9|jDK+&1-#eEMnA?WPWh}v&nW~F*J|4>E{pQM zd~VF@n~jq}8AX+Se2K$jxUY3RuPiqodeITRg)uTJgTJUQ?{j3gl6_;csxN>c^BYP% zfr0TSvGhM>M!FQg^n7rxLW{+#<{@D2IU(>mrR5}Im;HyMQ@B1fL3jj0Y{|(0{NuvW zhsGdmUAua)9+8ojMicV@IxF>J@p~7=Hit;6$DhpR&%x&B*wNex;Yb4Fp{6{Sk&pw{3fpmE>|?_ z3z|{G7rpuHWkBBHMKu)NZ|9M#Em&h*jsh%cS|6Vf&C5aU*jXK+_6B3@GNg7upv%8k zl|KDiB%OQkhiE2YzUXK!2C+iu6bxP6H(7cB!0Y*>%n+q+gK z_=R|<=2uZ5Mek5)n5QCK6A`n-2k1T_8KDg#lNJVYCrsug_a`yYAXsq_3t^3=UH$U4 zWP9nmM`hkCZspxIodrh|>Q3p{bi2DK$M}Zptj0OtX<{A+_2o+W1qB#AA|tBAmX!|( z-jhu~U$OfE@Srl!I3NDOy?W4=29|w-crbOJmn6Ydad_|io&rum)2>3OAz>}R!Z5T_ zC74b~RE>G4MS7RKY1ZuC@36_cy1JLZT#4H2piQTAyHhky(n|tNv(Uu0+xg9h3qwE! z92FNg)c61?KxJ^&xtE?Id+zAV?51P=je)qf(Dxs^>r$XoaiWE^(0&uaxp|77d5T$V ziV}#q)6yPDj=GZ&5!iHo%?8hZ4+G`nE;M5W%db8U3Ga1fijUQ2waxkVNbiRv3+if~a#=2~hFxYl|BMM&c=+UO|2 zWpK0KRNLnQHFb1C!ja$1grth5ru%T&ByKp83L!dwQ>H)HXEg;z@@08CdX9iv^ksCaPx1I+&sg+%`N2-a71T^wo`%L zdBiDmmHzK_(`msvd|rcOyXmKU|HZd1*~A1qKvcbN+5RwH=jq!fbhz#_(=UG6%y&Bp zVVXw`7bohrFy_emPs&M8hak7VrL&VwRP=~lhnj+-9^&VI!k?uhCCN`&Sz+J5^P!mw z(o=>0*nkZY>$Dauv%5Tt5}Z`2CpUQF?VMw2n92)r#YL9_a)Ljk#Pba#EPn8kPCQCf z;d!CCP1JS72nCQ2nNWghE}f}ewE9D}F&-}!p*m98pWfte+wkTBZ1d7A)IOf0T=92) zkgM@G>}LEt3D;wHsP2ZU)kZTBsXthAK|5jcbTpgrlF6HSvl5SojpZfy*M^Duu9C%} zjWw0^J4=0XPbdgMx~iC0hdYb%34*J$1CU>#@E%!1SLc>j`>4jO&Hwn}CTPBNVpYT`;`{ls(__YvD4HgU`SxkV11as zaBF>_{eU>8TX?BlNAcB>rBWfWN)=JXd;{a7+9gTRhYSqPJZUR+G6i87h3WNgyr+OU-@M<|gau*BlI69askcW z7RJrwD7z6qVA)CL@|PsX$~wQ%HiCKrAf)n{&!02z_@~HT%HeY+K1)u;zn8lSCD3;7 z9iOOBGIt3>N?q?tjTP}SLj&NUTt9=Gzco3*tu}slFVBcA%jF_0YI0ZYlgylaEoW*+ zWrQ3Dl<(ZZQ|q)=DD9QIcK!B=S|t7kuhRGB-}wQN4bwGs3e3{O2N@Awhi5PoS|3Th znm8K$F2tAp4}zv02PfXYflSd%B`vq&Cga;>));#e_oC{~PvWoD!@Gg5L-qsacOLWQ zcyBX%JBo+F#vlF*Uy;cUCmmqYb+klxdwm0lOQ1ejYQJLH@-W>_v-Iz~-IB7KlX$u0 zn0jS5X&FQ6V^m=iAp;7Y=mhS!`S2ScE|-pTtEj6{d?@DE_0b$l_lw9kA=R3tm;Z&`on~9R21gK0mjQ z#=LY;wdCq%jQFzYtCrGfw=TVaFGK&{4b;jv?(kp~(!XK#clyG4`-5e@==x=-ecdNL z{LBH}gZ~7Tp1QN2JZ&ju(54|FOs`8L?K;jEtRh{W@SdvidEc3l9NGm>**`asDD6+C-I^yc71|@Row6n-3+-w@zsufu;Vl=nwkxRgrvjC}a>k)YG%tq1&I`-sWx zu|p2&j|Py$apA&+;FeW+5U&DZ?CZk6F>o)^Z5)F9bey?z`vU;|UqlwO!#glEty5)v1;Q3kkp$|c~ zD<_t08jZH+3Y9~5J=KHr>d4d#{YNd*(mjW+3Py%5zn-cbFNyMw5*PZR+f|v|H*e15 zdY#f!?RhK=FjXbE?N@?*aAQ-GEo2OA9Zj4i zefe^Y+2bbiRZEV6vgf=UP`_?x14xVl6}Bkro}ha^WE+&!HI?XXPNWDjkOS_U^&tENwkh`rM| zfIrGaS=Zz1L?Duci(W@YvsToune=!zBbtSS#Bv|aSM0Ya!^UPVRDtiF*pHGO!~I%H z+fhUGbuWZ2i-Ae6*k&UogQVvNaE0UnJDE<&Gk3_tm4n`wbm``e8){Xq0+4Sv3)ve} zfPKw=j@6z{31XUtBzVybD=9cDW-~-wKgDFsug{(o;aZD~4TLRGHT%V;M~{!Y;bsQo z?cogWaB&cWrnL;(dHl6_(%7rNSWu4R3u0P%B)XBb9j?o+H}XO-tbl4 zTVc?%6%psGaWfW7C|mj7=DbmdOUq~2^0?ab&(C*akUrF&C`w&1<|#<7{thxIG4f!- zU{hq>lD>L1ry|6_pz0VjY9?$z?{hY3l{hUhWEK!a<=*WXxxdlqk633pceUxqnQ+E%;)ck^r3Q4370}Fr z%?8@?gs+X`n;H8I5tMjf+l*;B@Hb1J^6fu6_-dv@gMMG=nfRom)H9r<)6yxM?gOa- zN$Pd~*iJuf)w+vkj*Ozk)Y=T_TFv!ExdMkJE;;M`U9QId@Y8?g>eLieeE^(r3tkAw zJPa)GB=S;KQIUP|f)-6MfjIO>PoWRegyh5AHLj&~XYKUqjb%EJVO=`sJt1T?|FNmr zDuDp8?LICbUyMq~Rs>)2bhB~Fp?d?INtZ;{=>XX0O8VY=T%SJ%``quE3V4Z~m>uXb zDst!V4YwfUH3LUQiDXMLne2|KqGGG37hv9h-<^S3r;@#hbl#b_NtTTpzQv}rx3xU< zZoJE5NC1Zq1_t10Y5+yep>z@U4u+J0)@3%?F;d>dDjhd_ezcTj?LY_aWKXV_{+YCO zdO?xtcU}>NxlR8*c;Cr$NWMSqIk?5LQ{K}&@!l$Nw-c{t|8yrqlJ`GM*eB1Q|Mm}& z8GR;H6MXA495yC)#ang5n1d^l?k^0A-qZBoj*)&Tu)_7t{)h%vG3jAT$n;K5=iFZv z-{ZeiAxAW0U0WQfrGR%;RD9qn3AAW1;j&?w6x&l*o&7pXXXOmit|=xG*mayU7ik2z z(OgVvtw^xZbPAyGGTxg3+W1lDL%fO9JyG4hM|qo!dCG1%{2E%!?@6mMDfq+N2HK0> z4)`e)^ZVYa288LK#6;p+Fn=vV@b#9n|Evd5v94M9Lx~*Y$}4*xhOi`=-?obzl=pD4 zmgeif4weKAwwXbdQtFprmjfeiEw-08S8AU>GFSCTt#anfc6`7<4z-YBoZO|e^%|;+7w>`Y1x+PWy9FNnaW33)R|}bqIo~xK zF=rFf@*ns2h2I75U(BF%Y==dTdqqH!2IFD<0c=-8;fkjN`bjh);Y7WARi+(rfR@AL4-?n&jO; zFFx=C6-dbBzZUxq|L!c&t5r0J-h+5uB8Vh1S{p6P(kO|5Crm+0+nV+uI$k6xST55J z6nTi;cJCX;>l?s)attGy0~GhzU5R3K_?445V9?kP9i`VE0eL1**(HY`_YQEU3}2hs zf9{u?)sQfgg>3*ixa!+4_pi?8LvXas&cYMV%}||!8jYMzXP3E_2cCrEu};VJ;#bu8-ivHVf!22TW$gi})FBp6LU<3{D2OC0VHu1DicSh)B~Uc%%FJQ8bIL%}x0bvPf)kIBi% zY9SXqBs}~jq&fb(Ef`dNj2!COzlS1>)f{35Lg23yfz@2zhK+D(lbx2P$cHnuol+=H ztj2fEa5un%*mm)AECn5%>((Gdf;B*{do4s6%RPEzR&Nh4Np@Cw66heHuw(4SI+s;Y zzM?n%10>*MeL24Cyn6qBwy=Ae8G+N`A<8w^VxqZ-P%1aG_S=|mBY(2MWr()=uqQig zSyEv8=OG_Ie@M8v14<7zWU%hs?dydPK<=hPW%+4VPG*+bh7G*Fzdk4q)(rOfE4^PX z<4Vs2RCm6s)|{6sIXKy5%?uZ8o&RL!R_jC1E3%)17YAd~-nGV{I6XZO9Ibtw#$AGZ zeK9_zrqT*oG63j80}A?#zO~_^P<%?Z4~`t-;*8#qQTz>gF3oVBgGL&G7JxV^qvh9N zcH%vI4WNaoo^eLJ;w1-w#|tr<_v*jJ>YXGg=}eV%8u~C%Lb+>w0pbVaM&k}Vh|4wv zcUATp?P7CUh%)~G`IH%b0=I6F(arMHrvqo#(a?H4LP=oW<0{s>4A(cLtGZZPah`%WHo_s+k1(F-X|t>#rTa+NCx7l1GtPK zWOTK+z##4Ku-5G)Dl=D&RWXmLO_wJ>0v6BoexGzh-qV+m2aT%nN5gg9DbgUwAcd8le)q?_Y3b=tRaNJA<0a1yx@Ko* zdB7-nt}FSmv$HT7g32T1tz^`eFqDdu?-Gz+&{nR0({)rtKhtvZeyzSPI^$qL-3cOM z&0mr}$btwF(cDTYe+cDTnOnM*YrSZ*3K@%z=wP=O{rEVdOQjFVZAFZ`krjXKu1_5{ zwPr1}2cS^?^C#b8M9{KoS4BrW8z}}D6%i^MgQFHO^V=#$!l_v5__5sSo_e;grrM71 zipFdi+YQ>zBk`Ro5)Sn@RGUR})sEH>zkQZ=czEavaiuP3r@OgciRLnBrKoW?m(`*H zwMu7Rc$2U4^HW-{`YLH_dk)V)%x9t))MiO7kQRgBj|Yan4<4Vj&9bQ|XIvd7n^;)s9j*vq}xd^0;@oZI=TZe_AA9-g3z5!?qKOMK|o3;OJ>W($*mjtfjqu z)~V)b%tS!P^WZAf^gpj}=4_mQe!v14{N`A6FfqpJe;@;vZ3im=?NZka+lB)~oG+xg6-x zYBHN%5@S~OwchAR)nn?KuxVx-g+JBqK!_&alm>yERW8?T96(8ks4_aPCkB^mvGbYE z8mm(cN>m5!KOFyv8?3T<$_+D&U2DUg)a6E(TzlBiWyf((to+e9ABNJ@CHIqn8#P{O zHM>)_Xf;F(MmKX+@9QJa6Oy9w@NFy{4(o84yNk?Jfuzv6;NrHovbcww{0|fqKBvu& zI!04OHKA%m(^}%}gcE1y-fh=4vBs>4N0d}MQ1TQ$yE3p7YOI!Vjl+oYx3bbxRXsIr z_z4X|rg*~#yetXYmp|H<4Dui-`zWdTUp_5J;13C&fEXIIOT4_lkoC#@ z{Cu*QAk1D#Zfm!Z;fkVFj-`0aH+tt;HRm1`_R*RFCnHscj8c5WS^uk zN-LchRQF8oOTE=z4hfc9)|Ie%GudH9R=FzPt}V+e%==`*@91RbC@5d3m*K7VN@(Dq6r>+~CRxy&x zM*fg}U^AfQWCIZ(iG4L`pFXiBxh`Et0@8cO-?m+cNZYHTqV(R7l45F%?3^AcI}jtQ z8E)>ec^f?w_jM96>jxqaeyvd-qW`O@79ATxnIO7;TNnSC*!B!@# zwN((do)7si=@BffJ?6@N0viCFAzQ%_#7Ck5gY($@4hDEmq}&e@{CocE7t;+MOUzbd z-7j&@4PPXXUh}RVkX9t(=zctBoK$NZ`E`jDi4Rz@|VKW z+Zob@<3ydf?B?3hKLYw;!na5JDfuESaQXSr*XP*l6cs3MI1Xdn%ITw0hA+y= zxL=a1U2weaI$$2@VgXJFCOgal7)qkun;O+B%w`>J-`g&sN zrvN{(@=nED!#t7gpG{TliFcd3HcDaKELAj_?gv>`{=FXeeZ#YF;1$K>GE0v9`S$JG zAdDmT?%e~52_-G<1IRI17%E^-Nr~^cf&6@+VxQB0JgXAExuOy)z|Ui=8J`x`c7jc; zTjGlBD;hn&ugf&z9^0(y?r%)V$jW|qTGxj8>Q0U4iK6HkRCqKVo9RY2Id;~bV}L$m zR&E%)PzqX1@i`(TtOa?%_V`}n!R3r612D{PR-HT8_GRX8>HVU!-#bAkB#>a|*Z@BuI> zW^f$bY^@ zJVDU}?YSN(Z?SL|I$#T;naR&1-sH9cFx#2V`R;Ye@pN*yCk*t~ZOG?*rzVJvO!=s2m{ zTxW(X8HrU*Yik|^SPWrLnuJ<4JrgO(CL$8QvSNPD|D&X&7cU8xvwQktp!WVU>6VeA zglNQb=WJpy^8sD~$oT`-Rt3JpE>u10b!whb;PPYTDAaJ_wpJ=lc?5QW<Jev zl%R}9#@(IcM26hrvTWKn3_mVYy7dTM{|O#RJ?=xMdMEUG$G5L>zdFCqFO7|(6BAEB zdy9`h_3J+KANaHDaSf!L`pr?4h;>h@1Mb&vC7`VUk_ij|c3^2$?^`H?d}S?lMF`>U zfQ(^nKnXoBP-e#h{OP(!uGTI!NGE|n z#0Ae)7ne?T4#b`_0UddSF>oB)ZtY(d;D@Mk98n$f+x5WQfsH>(ot{S5NNSyA^v%0^ z7_zE_E`Tg1HHE3zYl-fMwQdn=xW$m>_z|3hQp0r7kJHHiil#c%;gEmqUY*z_$P9-( z&)-8H=p$pRtgKuD%`B*wEgp5dT}g%OnDZwjJ?wX+!x2e~82GOIx6<4~<6he4#Tb=s zBTMx4-0QPy%2flyvkOW<=W7?hj1DFtymh{M;8%J~&|Dzo(Dc|e%OM3O1y_0w!d=p zKPYw;8BuD!XX=8%CTxWwbSO)U49<;`|}w9iE-C{yu-QiQYWta{@E+ zz<5DdnL$sw*=Q^(42~ui3a&?Zr^38`dWi>@Z9X1IL?aeJv^-7-#(n&p zvffFa4UfpI9Wl}VWT4SuDb))WK8 ziqN_@o@2Zn-eWkTbD)_bPyrwy`h2q?B>k!o8i9DZRDsLC`}&@!t3OmyBK!60kn{ok zmd_)gB?I^?UvT22c*#OKdsL_xIRja1_0K;`(a%S^L-vS(**s|(7*LnJ2t(om?@>n0 zNt@x$bKSV{8a5edSt@3|fx!6#XzE2#&0EkGy66Al5v+){AoB*m3#k^Mw8y~Q@dQP# zdek?AJWHx9&x?u-JK70iMBmfzpf+`XolN(L>>r;ka@QR5aaV3&Ksr~`qP^{QhY-I( z6A>CRDH?SpbxfS@36f?(=f)eUpZ-5TABBH)n zB*=Qr8zjVKdUAYPGna`T!avd@&oD$(#$BI|s?(k?>!iS{%JpF>fkkA~A4(H8825Bb zM#>;M>R_k$alU%?&cZK0NK8&r=`FF+$*Ddx1>6MzBPTO6_B76~TH!0;5m|rE)e%7H zEX}4J5{QvhZ0W9#4lbQz;qo9T?%LEeAn}$M08Z>B6=t5-g|h0R;JcJm%ya|lF*>No z>OUbx99=vfI=>i`+^4Xgy1c;Ypwzv26V7Yu|D?< ze#^kE!qz##Am3Afc^qoV2{5Y=P1&{M&V`JPPUE7*oR+pjr7U*PB_0UmE- zsTGLT%3XBRe<)3g0L>~PixFErQA9JNAu7j)3Q4{Ss3B`dOg{;%9kfsLZy>w{*e^i6 zcga==$3NdDCC15(@Pz*XcLbHW1wpl43UhaAI#aO$WSOK49h@AEuBJp3RV@Hez%@67 z4^^9*5)I;Qu5me@p(FNkx5Bqf>3eI&e}MTyzUT)_GoYc&qNtrRwEnL53Z|@UbGr0e zpIN_3oG+i0qv89p%YJLP)Sb0w#bou4Oq$89K}H}42g4V|l+aaUAXxW4%o+Kdoafcr zjaGdDJkJhpAb}1A^uA{l>qS$WJR2%B!nE}xv{1hTHec}j_L+VzF5bJp47AbU;BHM5 zm`>+v*Q~cXmoSo&YC^$dtwi7?I(5IdF=FP(DkPFj)1sB$+cJE?QWyQBQa86o(89nNn_;0?)FBZOktC5TXZB{ZdsDr<|uNUFR z@yx1%rVi`X{3UX$e*u#I9IZ$9?gcbs`@vL&bbR1HnwtcAU760Oz;yqVb=~8{Ojj^J!P$kGg0+VB0bczD5 z!B)sVd9p{n_0ej{_UY03HpIXd0GSPeOV9vAX|eL$rU$V>8-%3NiaK%#javKtd!v;c zJTM_nuI{00g++7wdGu+EJ$&d-Pfyv011qr71@Vo#kIFJvC)EYd89cGe!YS+hp8TZ$h z%h`P{!bG545HM6M@&MIzNC{Dw1IqE|M8wuWg}{R%m8cZ}!=9|SD?ZBHWpw0ARVz$} z-(mj&{rdyIyXy~RI^!N&84!?=%;}sRQhOctCL_xbNHrE_Ac1s^vPoaUg~9w(?qtLj z)U$C8^AEiB?*tB-$C4rmifkvq7Y3xbXdO5gO+0Rd!U__mVgv=}a=8|E%xO&p~F!O^eK@t^o1@$Jw%ok3oP!M zVOP;hLyD}Oj6arsiU7C7RyQ+38xb$(aeYDXt_lDl#MK+OHiEEOrzd`r)^5$~j+u2& zdNyA`>*4a=_Qd_#Kri`h+;(seU;YI_^2sT?_KN>7CE10k>KD_g*MUSbV9@L!>2MsL zTvu1Lv8>tQalr%weo#1o*8j^z$b<;+M#N^%$Wr2wQ>=4#(R+okj$mV;RZ5FCzlx=W z`NRVh5)H_LBw}?_n|^{GIu2Nn(CN!dz+T|Vx%xWI1ZMg7Mf#GUw+T9@mV*!DR&xlg zeP|>P(o~iixal3(4jg2vR99Psi4;-}ReoPKbiqXi;e*(aXLO}X0B6EU<>D6X;37V3^xPpR1Wa+)FS^Xq znqt$!mwsCVb^#_y4^egB&T0>bl$`4A5?hHDDK9On<|JO~D`oHb0&`>@1Zq=pYqvw{ z>DSCmI}MPpIfKl~j`f>#~F$OeLw7+(sm8R1U^Jp#)#;AfjVpu_=FKv6IU-^a&?nL?y9G&9rIOzGCdJH@9i2&N>80STEtR$xF`f zvu^bwMN&N#cK!**S*%W8Uz_O?##%=*3I3YfF~#4nxd_h2zz_tAU&=G{_qj93TE%Nu z8CLYLNN-hKFIwf(ZMiTIj_;GwG)oy34d<$LmpCfVe(|a6-byQMj}+C_=|B}w?dlA$ z(E&54;ZO5*g}{<8wXR`|53w^r&6JxZC`R?Od0_*wYR_}EjP25(02LVhm<@|!RJ*i0 zIMq*zx^Fvs*-y)Dl$@vQCG$&3EQk z0d5%PMsb5AS!7&^kc6J0E9fI0Uihg=+4hNv4+oKeoC)Te(nP zS37boa8hm{oEl!R;;+W2QP$~a@P_4$tP(MbJP*Z(Pb>VI(*$pN$52yo1N&%_6*YMy zIO!rVK)aE{@#{hYlAz^|{ho};Zr3h{x+ggn_(7way^^C=9PA`Mz39nj#ovZQCN7%i9%X zRI>#->#RK=Zm;C+UIur7@$t7oKgt~M(ty-2)@LqF3+MQ_gPG}Uu1iU0ahR8-JbGE} z1<>_ z@=b)?(=+^G(K+z!-7nsMS{puQ+P3`f-sy4Zc zhr6r}Cw`G7qUU`=`-ps5j_{vttFC$9;X7yadK=sd++B$K~zbGAy zPlTt2H=z-lwdd8+oMAuG9yoUNyg(l5e)z5U`*(`WzMu3~m38oEs;J+xb$R$Kvctu^L*;>>IprTo%hRs4 zEk_@L+R#%^oy*=OT3`@+vfa#l^BTt5(8}p(X|tA>OrsJqb9)tT%VG1!uFt3L;)<`C zqMjLk{;_`vq2e+x@Zmr=F&r?N67oVOo;x}FX=l7ZC*k1mUejjED@ z_GcP}IQ=fQC016XlVxlN&2xh770Cl5FmruHKR53r8jANkR%-3ho1;%C+7QO0inaZ9 z&#&WeL*)uGpb_0<2M$YsXy|(o(}K&O`(7z1UCnUW4ptBjzB+^1Ajn26g9f<}PrOc_ zu6Xj(y^62TTMnk^GWnHd$jv%42qq3A#yeLIUerFc<#g z7MZv?qmvj1W{}-wO`r-hDO=OVwHOw1ARymFhhl<=o*{{ilMU|NF&3fIg-zJ$uWaXe zzq`O#51;}~0(s;EX2I9{CEukGn=v;=I#V#{U?K(t?`a?{Xxba^Bcl@M3jid+Zgd9L z7fkf6bwver{t}FFVq)(kLZ18{UOCq`A3gHgx&5D2a~QO$J-1#LC!ZA6m9so*)B(mA z3k!=+cefIhHn<#}k!R0aljkiAekr21C!{esVMRxc829RC{s7UJ{ugNfh6>=^wH_23 z0HcQ})ZKbCM9I7V9$w_M&xk4Fu+Go0KSu|qBTpDCWtTkIK@SY333f0iK!^62i4@%3 zR%7arp_a6tO26Q2<8BreC7A7Pwloq|;Q|&LlZjxl1erQMzVDES7?0evQTtv6v7?oO zw=ppkjEt*)pW#j996#8#1Y>GA$8Yo_a!fDHLz7Td@TiZl^!xm{p`WyF(OSoVPdYbK z7d+Z>MQ3Hw{`3y}tOG&jiHZu2cZX4f{;#0-V1x!7(9WiYcD3SUi=fBO*$UwF4tBOS zFKQx~=<&f!J*o7&5GrD^$<2)5#rGMWzFm?}^?t1nL#Kv)=sEy{;8Z(6R}&@duf|cn zcYfXEaNS}%-O}b@=0M0*>g@$n8f--#jywPbgnJvH51`LMq>|0wmd5%4c0jE5h~zAh zF^%_kT~Xew$>8lSyYL|b@JRz5n7lD^t8ejTGwzT7AE>Qdo2urMW&pUy+dDGSdQRMg z(4z5WGn(z%f}aPb|M;-k^&OZLYn2}fCD$3T@0gosaqGiH&~z>OdxUCMTmpW>hrM*g zE36%F;EMtA7r`A*PYG~hXfiG80RxJ5qis@C1vW}I)Y@*}Gx$GmnSp%{AM`oJOtxM^ zh&efF*rR#l6H1$(0%}KFE{sk zA&A+QuV1^i(boVMRwxV>5zf;EtLV1_WZ#?Z29E^#s8%IYI-_Bbknn8*y|Q^qoG<$14q=3EmJTvNJTK_I*La3NVDWxi zbYO4esn?Q441$T#QlNN$;k~LM=nWV zE@dKSK-Ff5VYtYmj3O2DC4os}4uI^PyP-AWA~xK=ZjY$FoA)&9 z0`Di}0|Qkpe%`S)+xOr?YvSD;myoukb33h~2mYWIL63%+RTFVqj8gdthMVqPyha=o zT|%O-!M+*9^v_ffA0B!6f8Cto@q;k;IQ{!_>vOv57GJ9J+o7dB_O7dev7V=FNW8_+ z_s%N8&7NVPdDJ`cGg4Ae7+KZ)42{W9U1)*jHpKtFtOi8VV2sf%Bs8oL*sUV_8Z z81gc5i>fGD%U;Udm~nHu!gHr%25#=p-wZ*-R?wj#>_uWLQcU&+?}WdQmRzVK&=|uAF@3L}?D#pdm1n zBmR2_r^MhwZKT~u&EgjBZ2#i|jsZNxBtj$o9+_a22X6C-$v(x1DHHqyg?z>80G?!> zk}{~RRtfT89BR*-O1+A;l$Rji6g3_T%X{^UHCG49!hV9sk9T5%PV|IMS zAtj@qJQ1&0od~v3;oqjOWgW9;C7}zV!sWcp6sMsp+74Kozxo>f6{G=eGAt0?*KdPL zFwu4B%a>aOs(X2+@sLcMD`a$E7&GA$e|I~H)XcbCRzU?3-*Pqdd3VpNd)o$TthzAl{*KHD z4iGmF73KBfbSwQUULOXd+us%=!aP~!@3^p?P8dfIigo$3ND2NzB6~uh5tAc?vQEDF z8En$u=Zi%~_A`I%pW9HQHW#q#^Ok`Cp3jd&$9`RhIwkLL9gI~}Y6zN9=encw7yZ(w zD!|p!lz$}|LZz|H>b&_9kPq|Q&Y*rm&MoHH&UYu2_Dk?jO+eQ0*xLe2a=NHk+K>kvnZb?ZflL6-xfgC)oN#GppLgCL z%vT%Lc4UdN5C&mibAjXVi;@goq-Xstga0|=-SX0uNy}%vkvSF8<-`N-g(dTtoJN+k zzd{gSdgnKu;jj0@G0pTApMf1gmw?gDoeHMF#{us}#& zCuze^dgn4#^;B?!MP?09_J94dE5>!R)?6Q~;gFXZ(1j*!q-Q0Gn1@MKO_JX9A!4Tj zrX0Xp1tWtiNnqXA`IQy~EW~1m3#rBqtITKn&2}zJDtiAL%46-pgVSbPkQq)JN9(+- zCJTiD$Ejl*eVoe`->%E2Jpf8)rlZ$d#mp|#T6{sEZ>#;1%^n9x?JvwZdsf%t(b(T4 zs-gr_GY?C6kriRa-7^bD-(bjd&Pvp`VX;gQ+Djdx^O`U{f<;gL6h6bRw;6JF z!}`vA#&poNJ@w+VVc`P)5LbwA7l9U2pC`I^ac8UdCx5|E*dm9gGweu!G4EJ$VxCmo zw*;geG>sBVi|H$@lFy$`#}Coa(~mShknxPq4*CiHcJ!Hh73)lvlnk|12IV%=DzA$V zFPM-lWlnBJ7(1;>2VJ^^<=74mP{NhJ>@4IoXtr+B*j6kj-;+6hOTNxu4$3nwl#o2yLFY+il}mhTvK{V`q*5&iH(X2XkoxsEAaM@8*H-C&c79U zRMYE|M^i=kYh7dIX#e22R2LfxWyPW6_Lue>uQ+TZD0B;cw)y`0)-%pOyOU+rU1AxD zf*_LqUbeXffP!d7 zvfO3aFx{pw+UlQ3*YO2ZB!JTaGgynsIMV3zz3moQ(Jgd0Atn@G=0;Z!Gz}?;&cHx| zJd362B@p*P-`QRI-+4DCjj6ZHG)Uj^+qp0$TMEkndnca@)}z3-Xo2?9)coJ}@_lww zpF7xO2p5jKStwoEsX>ReQodGrE2`$7AgQjKp2GrT+&;JjnnJ!DUf@x|>e*SlcMZCb z^a60;i0l|^8rMf{&r*&AZfxu`X^s|Dtre4-aDEbPXmLwH6_I_^LRMEV<0U*qfE^`z z;Gn6gNtsT5zyc-LclCZ8By^N9$Fgl?nH0b?85bsud%Ii zpm?3w&lA5YH?Y>IyHHhiiZ0wGU6jvXHu=R^eKV*eC(|QYR*#=GOP+Xv6s6Q7WqBe1 z`t@@aa7{5pC;-c=6WXQGB+`6!@Ez(L73AySo{InngjWNUofV{fIcNo^72v`i^M9c8 z9Ze8E^KTn^A*SCso3ZD5yoRj(^e3>rYd0l<|3#%XM^5jBYs;A46om-E|52?1#`u6j)g(Wl#GBB!8JBQvoZh1o?jno7S$x zrpKy2{Q)-fl{M*azPVO3m%~8NcIaRTHrcL@VYhhBWxkm=e0HsB<7t&tCaVPb@L|<+ zDs!c{)_@pfnzLJV;u)1soc5{pT?FP;|7(y%7EC%H3=WOQ@ zHcv3~f8`0Fws#{~Kdc?qp$8L_A^|%{H>)Z028k1tiT?*ka{aYSs=CWTx=uBgE>Guw z0U>?C(Pn$JkJlx5xyz}CJ0PrWDqt#4mrnk$Td0dN8GT+7Pv@~;sz%Bojr`$4`+X^J z>l9r+Q)eUz;_ZPPcQp|8oC>Z z3|`xy^|BfGiAgd%UU1}ZH>I8~u@P@5S{ zag4CYd^55Q5D)U2<-in2o|SEOPn|=<;u$-l`yiiO2vJ9}Nx%sl;VnR(#pHC-Ds zN-<7|+}H=O60u%Oe^g<8Y9)p9ub|((3A~8MeZY(OyKnlrwPeo?0bo+(@8a>tto~)8 zfDauw^xHy@22{KiMDZZ=k~hnXvA^AaOA1^FT6q?zz`Qa~&0tF)@Y_GkbCTa_9X(03 zn!SfsL{wBDULbhc(Xp#w%jH^o!19Do4z=_+-+L$SG@_uq_jX52U~1^9ieMu@i>2AY zdGu!4(W9{>D>ywt6Ny;7se}$8cHopG6=qbEpV$>G8jx9&HSk7e4rKiWAPG1Pf5w|% zhJ)1tpfS9VyJu98JURreN|=9ZggqQ`9`C|2 z!-I{$e+0b(7q||4zm|hA7393VC|Tv-F|Y^E@#1Q?IjLHDi5KAu)Dt+W)ixE?_Nf<~ zFzss^9adgbPyQg!3G_G9F&kZfBI7Ovg`c&D6^UtD%yry^ppDU098$wvD z3OZUT1Km-|j3s@MhK2i+p+{Om-$8ksF%c8IpMz-A`m)2m-PnXy9&A*j&jy_9!E^a zOeMllTO~VvF8r|a)=I8`(Ws=wE&D2-s}?qRAo$CJS5I&u*5B(f_Ihv;bRFSfrf_~* z?(ZHX9{h1J!O}R$3s zO(g7|dYbeyI2q@;RU_WBlgGFzsJ@&bZ{&Nn?F84=_7V4B+BS%a>^=gSUvmP)k^?xux(JC4y{>!Nl*XOje#HvrKyt}6#A}%M zIhar(;h__udry(@P};=th#+=D#NYtxsBI^N_<;3Jx>N0<-lixA36MN7+5H3>2N8!B zR?il|oOkz9!Rw;=r$_U7o+ZSbATgz^d@|t^@E8c5Gx!wc)(yWF!ceNjXSJqo9IFOGrtpG)gGl-AKnfAH1LE z_k7p-z3X)?{&I2HXYbiF*IaYWo&ec$xjNb_8dD~>|LKfF+(*+zD3bA&(M>?B<=mGI znsOoNQ{St@qfQyCNrm^gr&Hp{8_;!)AtLoXH%YgFli|{_JqMzf71vs{VEX_^H`ife{$sQtc5#k)3-19_UFb z8N9!Q3@Fl8*Nepc{TsRSs!&A!Z~dX@hV7NJu~~74Q39sg42El>VLv*&^VX0D;vh&u zpA!==gk$(Ua*p4tI&TK|h<|E=MwD*(Hx|>BQz15OtP1$&vwmIsc>ca#2ldUvjz{x9r-k(7Ag4y##)rYeCItQ%tfx zz52h2OH9jsP_!;UQX`631o^WoEvNy5bD@d=FMMMpA8+eA#IN!iL#l_g0?u!{N$xjCop!gq?0@L3(7JHno7*)lZL4I^*gMy?^pnnq zfCqXU&(2>}-x&>x!+6SHoIb`_9(MOKCW}fMOZx6ooaR?w!!h;&`YYeIeDe=KYt_9w z!k=z0l^^!hR^eUx5%!*A?xljOe7$VqA&1X84u_$B`AHB2FR zxCdU&Bl+@P_04j`{pe+BtuJG9b`y+@c4li6_$|igdQ|yyHM#7l(wbjHEl78vS^E5O z+_9&wQc7cmx;9_5@5=w7q#es3vS9LwSx(u{kl{b4xz>TOv^&H)*LXcCc?5BzT{ zZZwr_m2ECpf1F8Ei3p#qnsc4#cb15un%fo3>EsY6WISPP-{+wlG4xY%;od&QPT4ZO zYpv;gs&0@1;g1_>v`uB1o># zlcL?9@L>&pW^b73o7b5`+5CI1ZdcS8A8P`!@a^3ROQbY7Bi zveg#9?v)GTbDDW&yZ0+w>TzuUdzuoo#+$I{h5&Y>e*1BUd;0>aJ>9!p{G04AMvJ^; zPM_L%oEkq<%vbaH9#O@iXm<`uVr;g?T?&c27FxR$K8I4zwhp6NP+@wk*=E(1CL$`G zqfG%kW7W=>zt!zb%SwQkx_~Bf~ zWptMMtYAE@`G?!67$X(Gb9~&xehN^Suz@!`yaYwLYLZ}`rV9ARJ%$sBSf}1vf3aCIt-rJf8(#>I8^d@w0gfN@Z(|q%ORtMt$Ony7L;0$ zm_t^g#hm?2fwOSQ)J@s!BIeIG=2|Xkrwn|=>gkCxdBM`>T&0Pve=+`uG>k-(VQ4ka zi0oDY7n3lP2$ zhW{y!&o)VgD|YFkGtDdQ1A8+D~pDD`K75vF>n#s#w-Fp@}yLj$ZgiIClh;DX> zz%3NoN)~kqrVq?Y5$n!rFwiDk@GS_I6_H)4o%p7LcIoAof5Gx#QKMCmj`P~5i?X={ z-xZ91)s2sY8lAokoBC{Uer^oU_Mp#4y5RHzwhw{Mj&x0{cqzL_`u3|;?zt28JWqOq z69yl5VwS9igL31Z9}XuY6j$$}vuH^1gFWo^c@cwc|3n^9f1uUYg6CtcMPW$ao3=f@ z$8W}gQsWVOK}3*_pO(z{Ti?^Bgjbd_NU#n+vbP~7m1W_ER>T!l?$68ybYXrh8Jn3| zp_9V>pchqdCoAsF)$hB@RxwR{v#uw7QBG9*XLCWOKX2@&2H`f1_p+7}UBscx-qu}@ zt$P)FqZ#~}%KlUvfj>@D&@8BQ=dAZZ2^3~q)62>>UvsKET; zT^Me#(GR7>Q_(y>A~|w*{Hxb!J{w}+vU?iE%=Dc$gC!@wkV+P5HzY{?g zBgdq*rNf_Zw7VHL^*f!2au`dSxglXF#+QG}k7_^t#qiNKgY`n4(Z-n3-fpJ$+*H@6 zWoQAS8-0aarTHbMX1(Lv#i?B$6k5Z#cq?jifJAs}xZ0LZR7cNPPsxQW;g4kpQDX^J zcdg~$t4>DuBswh^%U{ed&%_h0`{m1$@wmt1USaM9FvbLld~}vmTwL&8YxPI&(Ij_; zrLM)Fd0wPw7cW@oDRFxRi5qvmD6jMV`$63cN9$vj{Kp25f0Bjx9BwmMw9)PD(!*Oy z72|c^qp44PwN5TS;tL`;CD7Rxt?A-Kq5t6zGw$g>mK5+7wC5hXZK?gfVX!nyv{pDv zYK*S`X}>Z}uz(_1Uw!@z|EYl1fg~AYj%3;KFaABYc~90R@%+2!#p~ghSWxU*C0ywe z?0lvZ@yG8m6nVN zW=T#aMx;5MbY-?uJB5=3NcyBlsnm&cz7c0PT;*sz!fP~=Z!5A zHUIS)Z^v_|{!c79(rrT&!w!Y>mZB-@o;F){{Cn{k7nzDsTD`F>!O_jQXci3fg07kT zZ*7Cs!uV0h~IL z&;R)R5u5kIvq{5J_s69VxmC<;&VuTt)U8>%qSE=heLA|B^BU&|eqK)L5NqtRnS+v& z`4m;z%q$kvA8^>vb~$^B)n5(Y>3+<6s(GjwRALo(=A;rwqO%H->qk@J8ya3=zo=lK z^HP6xKhGRBER#=yDRIMWl8ejJctSW#QDr&lA|+|F5atk!^Dtm(x&4J8S?yM-wOG3c zM!(WWQMQj#5l7V9HTjd5us<!I5lZPk zwU0HFSmnqUim!MV^=u~ZUPp!7i#OC+I*^`Msh50vSGRH)&2us`K1S{IC z=8lt;Fp6zF3cVyNAg674|LcpNgz_>T%RVKY4ii%AEh@(Qin8UnD0Egd{Wb0hLxM60 zHyt)P8L`9cA&;`18`rscSNqU|i8^#oSy5`rLzQH+GT4fzSgd!rqF4COV~<^sYP}h8 z+Y9~k#XrGvnd*%A`GpJcls^X7!@T!1N?D{cv$N;Bt36qHipW)kXBcL|IImSFTiiUn z!BG8~4+&yof+%*gHSEOwvBG6T@^Tp^yK{3#92HAfcm?tnf@5XESr(@EB}+~=)=Ir> zN4$gH&DzYuLSqcI)Qt7?l*mjwZ5ksRC7k5nmgGMWIyt$PbMG2wP#j-lb*s@~^>@=L z_3`$CFB!=h+06Q^3tNld*8<-iO8)4?MgM$47WZ;vZdZ7HXkn=>)jBEZVw(!zO8r1c zDZBV@ZCkab??d>4{`94?gmLkVKRD>+m7dg>-}F(_`Vq^5%KadhdC^&9b?W)AWDoB? zyK7a!?>rSG4Hbxe2Sw?TdseIJ zct`%pywrc%8wh=6dCeZ3aQ;H*u}z zsiYAm;B}gsg4tzIYN^v7RL~kEwqyQ5r(T{|KQz}kcYW4`BR%IAYqu?jSlVBqa?x)* z`FBi%W%k3!aTAVVK^sBd2@q1OGhR;~r)NUM@N=5`9tqqzru@8;HdJ1QJK?sTq=2FyRcBLI;(=Q!E8p0se@-oeFirijN2 zOaJ150Rdi)F$%W8AAx0mnl_g)kCwBuxx1vbR`&_KO2;)d|Gc$T*9}*=^lttxf4Czg z4PQq$O<$V?NL=hZ#=Eg{arB4^5hsST7 zw3M3X#ZGCr9%ZpP!0pf*eJ7*}kH}nAM8S|L{Lxc?hsW+%vZ~#4Z4RSd8QOCW=Ins8 z=7QvyMhz3%z(H@UCZ#Bt>I&Z*PquI!|8VQ~4{lZ_C29pUnfaZa`pG&R5!vN2Jx?1e zS}GSz!iv$D7w9Z2V`K@&UJK#rt+uUi4Q>7Ck$T+A!HbxKhNWZSrS;L%hWZtN z{GahV55-F7scVPNcHzzK?CMev36+k~_RmtG*CM4#Y)S3tdSVp29xMCgO)Y^rYV61* zo>FR^TzyHV!7$|bh(9dz(Cp$=n>;#eaY}_8&T@y2+X!OatIswTm2(K3ssC`u&%q`2 z_pjq|do!4yxX-vVyHt^N){*M$66sn20(R}`#Jsb=grn=>Hu`WgicFJ=l9awV+oE(5 zK||fr9r=#vtb?3A4sL%u$jBrpAT92uI`AdJ9=Sk0a)yNJiy;0kz9=rfc$!!qcj{*< zw2#Hgo)R4$IV;0E-|%tHZHJhV6a6x-J}d#rCe}WOO^F*~0E)B43E>lg&3`vDGZT}L zfO8Yx5{7@DlJ6&S|NflLZf-mIXQqmS$KGJ1HR(p!6r9D@M`L=(NI4>q^N>Fj#xkX% zIHiwTEs!jmp@x(}+At*O<@z)`%Bm1?SK=lst3G}wz1J!1I8X7K3n3Ev4^z8*Uq=Oz z2>|##z6Qa6CofMlzY(`$+-{zq+ouvjoR@KL7D_2abmK>~;PvZP0?A1a^mJOR+uSyr zmOHqA#cNvHBv5b;^Gk+19t)zv+z%DO9mK^UY0s!>z4tZVPG)glDlD;SipL^k%NJQt z_@wEPkXLeX@XqZ17})Y(v(2d3Zek}_j-9Mn+BER7y!rN{eD>W-`1PO55zOU`YId{@ z{etC=RYHAy%7sGTs}I5>rIPWJ#DG_EauZT7?a=d1{_@m?qf7qfTUgjTxb@k>VQM`p z<;SPWE=aZi{FtaI+_Ntn$NM^@=4mrk#{XE7u!2ENCx}%Fg_dpuKN@D_+&||uH*ID! z>YX*brMcTRo!{o&3)T)cb4`=u0__-4*u}E00@3_Guj)lZ@+ozLuE0_hp`zAW;_mm0~ zD(vPVF{R__&j-~NkG(7BByK29o)q~~^?dS76pYo#{_Yh<;?>Sy%h+97%IwJ+S<>kt#{U^mpj^Z(sdV1E#3-E z>Nbk6$JMV`qRA?QsnC#oyk;&uYR2_;sLYxOyJ_*esQ0p zNin>*67c5^Bd7F)kBtl27{jmUYx>=BO%(?Neh+eE%lMuw?AEtXlegYj!k;^(^NI|d zpI@J01N#rh4^yl>dG6^`VQCmF(45VbmRcU?>b(i0{}fLI>}ivoNHh;B0!xyd8rP#D z76D~Z`IkdHy#)!-nf>E$UW>Nv!@(Xq5B*Pj(}h{Ue?34FluIV+tH!Ho#Sy=jcH_PM z{x6oA`CWOzToS{2?7iq)O9}-0?ibr$0`L|nxDiJlM{(7sKcM4KyU^1=cy7w%HPw%D zA`!y1yXj@hxm>qV=&N_MIrF>;z%SE|=12;&F?dB2$P1Lx+w9&(sWmxi>Y=T)A4b@hITbsP7?iN2!}SSW%>2bfyo>mf!@ z{E9XFLO{^QDB*rRiM4g>Pv**gi#Gk^9?>G2>#@Ly(RBvj_7BEVX?XfEu2tBQGQxQN zRQc{VTope!Gwkq78az&$1p9MGA7NJ+{}&10m$9v3?zrA2gt3!}6-f(63E$V9B=S4!^#lGus zDaGqgI{3HzjlPv!yv8HLmO~w}$3$3*H%SvL1eZGNu14PmVR}LuT^D1m@RJhpY*Mo} zOO%?gx{GMVH{+A3LTk&JqUXv1#JGWWLFTEAkjJ9>+D$H`76(kK<@=i$WYZGO<}-k;^2a$3>A!~Tp5RcN5`9yAh8$@-{yY{s(WgzPCK-22s}`A}p3UMP^PrbrIAz9=n}5=T~v5F&=^@mrmX zQZs35BX0#r3`Rn0ZGSW*CuU8}tc7Tk;FQoPs&LbszamW@GD6%~OFNtcZYyglE5*d| zPfk7<&*aPaFTX_scyVbhfC!7lu+XEAF!@S{>xKijid4Gs2j^ewD^LHKL`h*c1vwQn zb076@D=h_uHV>;#bB46Cc;?&eWghlql#L{Ot1UpsJd1puA56%4&cTDPJ&mm0np;fA zPf71G;jwVaG2@Gu4E@_kut#Uo|M2wJUquy2e2CQt*28r;QwkDwt#vZGqX4Px(jET! zw?=fgie)faQGXy+7iaxzZ}VCGWCn8K@18=$0JQ;Eu6FAkdJRc@^k!j(I25!mjQ=CePeTi&%0_im7DZW#vv$OWUuu z)KD#B<>6Lu|?U)m02#ZuzSZp5hT(k76VN^rM_ zR{95s)qU_VFm<6Lq$8O-!lfyfo^fGCp=pvRa-Qo67V>m;4n3R^0uOB=0$yZ9%>y_7 zm;iDTH@**&Wvc4)r$kgP%vtXE$Sv;!*2qPHm^?nE_p?3@0dBBd?Ov{z?ZM*6k;!-b z;;rxYTPJ-?EBn9Z8E&A$2%OCUGy7a%cq;E8X&2MWrlkpSQ<_T?sA+f+2RG%41rPTg0i@_0+;z;0?|yHG)|Y>w*1VD@Ba(YO8-JM(KfLywU1sd zRCM1sPxUlzY*$jqpIk_CCAK#JeD+7lM2}EqOf=|uLEdz5@JzIKMELW`q^B$3s`xHX z*{JhC7|&)coD~9s(k4mU(?;q1b|p4s+pjRs?)Rmyz(vO=B-}ADV8Cc@Zie>N&e+X= zjga%>NbM;H5Ljtr%7!XqWy(~*e+gKWWqO8vqzA+vr zUQtS44)p-B(~Usz-f&TGt273%Gx^_{DN-&m>Q)AT!D4?G&GHS_D{R@z0<)y{7Fyv& z=1++o8%S~nK}2&^pNQRbVF#0Y#P7-B+x*Ft{0@Y&Q?1eI;TWZ~c_5NElG>HZ$75O_ ze>{^W^FdvlBx30nd)1S>F&|pVWiQEn5VVpYMGzhrv(VF_uC<1hIrp3u4amt%GB4U3 zV?ZN=hhMrn_&+c#?0qLLj~Xe=7}JG-{qegs z4SS1IVMMFKS_krmbbc~IxfTkBuY^nPzsRepe`{K$pY$4$9H%9z9vYZWZ z3U}&70}3ooL+oEw^@KM5s#-$$#E}G(^G#cetB^QDtd%vE=JsWPi?EaT9xj47;T{{| zXMy==2p%&Mkh`D=J$yVoL{C70{9E}g9Z+~3Eh&u<`o<_*h*uIje~1v8`*s?$@paD5 zM7zE4eqT5|*odSZ9Ld0c|F|mj^uxg?W1CYYuTOT%;h)2B5okE@a>nMnl-}w-WMobQ zGg6kb^OrcUyHXKTj$*Ea_PenmOJm`@ysS+`aB`keis1G>y9xzDh_l+FKYjw?uv9}SqWf4Sn8*oQmTh4!TZsTv%5g(DhEjqT)2&Edk_ja zJ$msRI1`=!58Ji6Bft3EJ+!suAHiZ>P)eIQj168M)u{~s7Vge(txs&m-hTt5(A-`6 z6c`e}<5?@je;`Lc@{T-`l)1n(Jaj$Z zUl+X0_?V&_|I8bkcnd~u5oxl3O4?lk_bKUBKTk1)Z>czWl`_N=xHmZeqlRojG})QN zdElj4yFp#~@YeCryN&Ta-}#|<<3^sM-G?d6+(%_AQ^2GYrQIz zDG4j7#q}|IR>c(2F1g(D_y4i%5sgXiT4?H+b1@lN_4$v@rMj06@4ZG}f6F`c4eFMb zNo1|$zC-+F{%n}P-+?TYe0KRkIzqDz9@6fwNGx%1b4pD3SjlnAP>-Y*kgVKvDLw7a zDjY1K0l(drb{e3Jd3HBgGRCiPA6xK;FQoaB~-GPK3KPD z_+9^uBg4>_x}Ur&;OQu=p0L7FmvKay0f2qh-no3eyi#`_%%|x1I^wdUI#LPpV@n*` zq*r|`#jM@t61-1(1$8#sxV(Q9JDMO{^WJs~s-Z?5)}K;=VT1k2C2%VU!t#I0+9lhQ z`Q3Dg7*Aecn}MK+J&G=#1@*4e;NJdmVc-aW$`syh!+XI%h|Oyg7J@ z;;PKsMwulyJH;71E$HDO1oHjaG`DSUc{%wcmT2lb6=ozF))ggLNDnK#Px05WO=8*n z@S$`3wE<6KddkmkDEQjx+z%>ry=QB|e6}@L^(_VRyjbT03eDVRii#pL))I`nmAl^> zB6WZqCJ5)Q3J_lsb}T!xeRWDs9WKGPJo-LqLt*pFa3ZN$cT1~UDB7^57!BDaa#ECk zY)~e8N>qZHEC?*D^`Wdg+Qr|Qrc85?7RS$*kqBpuT)d|cFeaQ$^FZf3mqCDbtWj53 z*p$iT%+f11mS?NV!gY1P;r6-aAyHbjIk?>kX}h0cu)K03RQgavNd>t%omNS7T_T-} zUyz^vnmdV`s>13N79|3^4wW0MW=x|7pF+zuSD1vD;uQ}|O~55|E)GV_&%fulD7YJw z>i+UHsW`>`AwtUm&FML>=sQ0o%v1dwMWozwN$bcxaZ5t9@Y7^P(+w&ouI*Dc$zFCF zgrS7MfO{Fg{_QS6!w>J|-j_}ezJEOL#)+7C8ct8o#CJ7x7Iv4(g+79nWY!Hvn7Hmu z>0%54Ny#9kgGV3*C3KIGAx231kO}Rkmc0wNa|Q0~VA0|*p5R3-e-!2YM3mx-1DX3}wE*Q% z3HOxWa}kQ-pIp!GV~!g+-4oU>EN{F@>win-p-)9_>Qo_s1RVvu*kT+!e%EP}(DG`f z7np{$cAbPa#qbhO>t`kD#cr)!^!)D7VkEf-PLO7FB`^t}3~s#V zc&3uSzzw(#YCH?L!5MpBb3R5Y;-{TrE*qQ!?~&c5SsRVf{oktj#82sRxIYx&)<(m^ zpU)mK@QBvkA=o4c^K@>uW8)j`Od;~d3;u3cVl^iV^!3-kf&z1ox!H)7^l$TmIx*;R z|G0y32V=atS7q@)s=m%k@yF~?zl?yS{Q04z_Z)ZJ?+RVDAZqu!0Mdf*3fH2nC8*?& zt~`G8`0$^zgI|0*$-I6uSzY%qwxe(&HG=?}ey%~)FQ9gy0V)EnW9o-Kke2@5$NxYR z^s`A6f>%6Ls>}wSowGf%bYx5}qKAVcB!7>2 zV*l7k6s_*5RFZ#I7C#SVaWwdpT!17$$4jlyUx8(t1<^@~*MRJqzipNnbS=yn-V2z# zZlGNps2RVUq3tAz6hOfFZ`%$vRn09uk=n;n@-bsoPgv#N^#MXl(!-Sz+afzuOfcsh z6un1oBue3xwL@k28g^#|O^83E&L2Eoud^j_20YMsc9EQDgfEb({AO#+X!{kE+6C~n zL^{zABlq{SBlo|tO6@sJ86e967Ee?|%WrADCNvyLpVE>_Uft`6MI0?aWXps!vf1`O zx4(avlN9l%C8@0qI|?8@m7X$vT{#uN>*M{1{j!Ov71OO81}>hb~^<}cI5vMM&`XhNO>su^$KEi$BtVcmSNH%`J0ljJpe5yC2|if|?-As?t9u=JV23}chYrswH?DKW-H?^trufIXq|qAeAF zQzi&7{@quT3ptlN)GqJ!7joAMafd5chQ2BmP3B}YD=}M(aheKOyjA_lNyPr+u<}%s z7Vp|n5)wI6;_kVW^7##9iP1V$T5mc*9glbS2uyC+*Ha}an^h9nb(@SsX9ncvpTZ*ty+ia6>YI3|QBG&wGlcOwge`yU8(C{~W60M0 zTXTP>cqf8~vgkh;cIw)-Pj7*ea^{^6Er_{?0%0yfWUdmxQ^FM$9u^{4d!ez8&N&S<9<@%qvB+3AI=g*Wg9`i<`m#`OL_wXFwuD^{o{xji|7FMY?O%CA&hLl! ziZ51|3y1FZ&%Pk5O97D-63au}?c{ADR@&RtfpkwF8~SQLrhUg)OrJyTvdR9!{Hl-b zV;qy$HMF|oJdpXCI05AG_H1@6dft7S?65=MedELIrstZ!(Sh%a9#XsX!{!Yf_b;?E zp+tgLG_dKro+>gt*^UxQc!O*oiU?j?%<~1c88+?P0XJbtXU+q0+V=#+hCaL1ygn9> zEFP{(euV`?lL-zGU^6X@oY%}?FTt^~K@!Q;_1CA`{Yd1{O~EX5X!8TeNPPww{an@_ z9&LUfEw!4QCs-&YqlbQvP!c~JPhGAkMVs@t?1GubLS9BBbu8Qzu0G{&V%6lSUB4*l zdfS1$MNB3rQ55Qj9*a&DwiGPc12(m1p102;bhlx$uHlG%{3fe64u&QD6?;XGP58e{ zt#CWA;g$2ADrHiya?6G;zNK#|M3qVgFFR8R+IoCGAjDBAbw^;}ds zW}%P)wP@d$HMo#xw;2ZYZrXpw|3`K}wO*NUC8Xh&ZDagvPziE_0UKY2I+U2cpy)em z>|OFWe%l$q0iClz;lGTJ+qx!E=-0(`GS?w=)Rk;a)hmz+ailU&#Tv>)1kO7Xl%O~> z-RE812XOlGhw9a9`1y?S&Cz@d2sZtmrS5ixR(cN;>Vcr%qZ_EEB|Mb|-o<39F`nUn zMR>LyK!kNXF%8DWpdQKi@zn@wHqE%P_JK2eSkb9H$6Cu{EwVdud#j<{6|R5u!_O?r zRoU@eUds8c6FN!Fd?gc_vs8UyFtO>i!VV35{hB#04>g{Vn?D9^*kV}o;TyF@wDAl9&fosU+MVIo&GhkCdlOh94otx z_CU}8_SAQu*TAqg9HJHP+K(iJAp@5Q&w3bl)_TRo2P5#{WK7rkJH2TS2X6?Y-f$dk zs5^`B+Y@r*yT(Pf((MOCd9QRl^%BAZt_Be|20mo@1O@8)+17G{{DY)7hk*}caz5UZ zOxWBIO*qmAG0U496`StsyC01E8=>gC-p`lOO71Z0+UJD#_dZcWPU|B=b7XWutXErx*&0V(Do}#=47(s}pc;Vm zCFNJhEGM3E=gBlk4JJf>^dp7Pm+`^(M8_mq(@trABn$ZJ4(xZ5s13%&e+m1>?|pgM zz`#+@#)QA$Xpp|uT)e+*VOQ?WTmI=G_Hy1b)%Dua`6g#ptop+W`Bp|oS3`%^)_k+| z?7Eu@E#Kz;`U(9K3-WevLICVx#87s2z1NNPx9E)zVbAL5qimQ1UXehA^c(UwU5{^% z##}YfEei)U@T%O?FxWcYrp@$QndEBf=P>6gVT<7>WzhA@8aZj&kho8o42ie9inhVT z-LL{;%hoRW-7J)v9%S{46|b4sdj$FC%3qWt2_jp)e8UU-JN*Rf-XdQb-WhG*dQrDE zxPd;;!4-0>8z4Y{T42w&{YhqWIY5;#-Tkrq`pFhEof}VZqZlGLgr~7J+RT8}1OswZ zPz>magzTqdO_PB({k(-A7WNn+k5>pnKWP+zl%kKx614%*&AV2(RBC94eqtuN*wfNc znAVv%f!0um!lWgM&OGlMlbCc!k3}gW??ot8fu2tTW{4cR&dZFofOkZDb)T0<&BI8K zF~o&?E?6E#E&)*R6ifPuneLaaqaNrMcJ!%4r9D(-dg+EQwP*Vrv)2#JN%c~O_~G#S z!m;%9bQe=DYxzu8t`KBc_HPX6xlq0Jp}g*Ovx(gaD14lk9jZcskG`Sfbi}ARh9E4ZW19CP#gS`@#Pz-kMO7ZYH@Rc3<+CxH5 z%N|os6c#NfUvBCMddhNtykFs0oNqdCyVJuE*3OgBjcBnI2GK%#J3rba_uxoD<4yPR zvRx+O;@07_Gt|hrk6YFi3c4b4^#Hp-^5bl{rTM}=#z5o}O5~F4+cK6S{PMXByA)_)=Gg|ytfksUv0m{Kh3E4dtos2bt2Spji zz}<8yk$vI8>jZwD>M|{9hv$f{gTXEZ z)chwtl2;{GizfeCa^@t6t26(T?}O9~5E2yOWgIcDS8hi<%wlVKpm-0fIU7K**U1fM z%;s!%ww^3iI(PliSUwUP#h2s*YJE1zBqi+7WyKY})=Ud!{7V7X zg?n##M^Ii)l91qbAVh$5f;>D<2xkI302Z`UoK)K3gnIbv^CCnF+*)!9rcxD^$y$*3 z*_B7oROsZSaY70nYYf?vxAtGmP0PPbe0Pni7EyEoyxF54Aqh{%Yav-3)9|#>@uqSi z-99zvr%?rHtpwhHCUNzn8o+plqq+C1NNpZs&(`na)M;2DZQYu~CI4e10^~=#16}dj z-Wn;9qgQagN8)gRap^w02)Gc~j!DoKDZJTBw5npuF}NlU)dx&xKZ1XOb)fyz%yQW< zEa|@nZ7q?|aMWtFP?s_Nc%~?oF9;}$0o9B2AvG0HxPCi^LoGG2Q)x(7w;Vh^8=fNc z;>Gz9zTj{_vwG+T`ST169+MnGW?^Rs71VG@3l=*hKI|Y~Y%TxSEtK~D%CPX7RKuEu zjc9h)K!H9DQjt#kNSl7|x7xA0i%h#Wo%9hY-8Y2H6C$jl$BqgO`dOF_3?1xPLtYl{ z!($1m=E4;MgK3q==a1_cT;v{)vP$lsql3aaV@SnxZgZDE-P;pf@u(oh)zCnRfSMQd zjP)IBH}y;+-$JZxXaqG6OG~qZ=UBhqXt@w*W#Fud0WX{P^jBMX9;NH`rh-gZNy$ay zlVq9(A5`osqZ=CDWz64icI@~JV&+?8*3i829}<*bqJnvlU2Bhw4(Y`R9|h8>c0kUD zoZx)!4_)_LL$dcDV&B<$$e^osVeJSX1fupegsO~d)Md2zT?RPeX(5?o`THqgo{_)^ z^*Z*(PVLVEjUdJy&f`rYh_LTK=6bHhsQa~F)OvR10Shp5Cp_H8>@UeR=@P^)${%5T zHY5hVwG9*muuZ|xFxecEY^s(H_7_dl53$MGmF?!E(t zSG0um-0B-9X{`7(v;_qESy?ND2kbgV-jk$E z#+69Grl)xQ#(4Wy;X+LY$HZ(olQ=eolEBIxd!6##)Zj$cwbl-?h^j_eg7P>iz@{j0`j;#{^ z@Ne&5ul_>-V&D`{eIbKq;5hLhLCYs^ zP#|?Q=w}uGHEq?MtBJc*-2Rso2)OVf0_+l?CYj3jWPZLd+oN~K?n$sp{d{OZK6W|> zC$2c{^4R5NSC;IAI_V-jpFh8hnr@9E)59%SCN{#Ea`vBNQB}n^Or(r=RcYQ#x3-$h zg-sHIOQ;t2>8|oL=x6(}M6u6+yy91)b0Wxm4jTqRmr!Y;RKWj; zwXZnk6aU;Ltt+@Njjb_1y?2PFZ7z{jIJ1 zLPs{G6XM~WS`p8?XtD`7QWrI(8Vn*Rgd>O8_;B@W$p5KYzojUC+3@J_eBvKkEh+N% zk9<&b1c6tB@-AH@Coe<9KCt&xP?XykF?uwWG!PJVj{N!a(9tQ#6l`(&MtlRN&1KyK zx{?oD$B!+#lxvB~+5-$3MBSE;Lyfy~$E`2YlP-U>NhGEm_VsBEj1&wkSn`w!6h00x zHDwHb$4i3GC_kdRk^lTPje0Ni5t)sfs}2|0}mO7L`gxjj+r0&66SnUe$&}OUXDl_ zVA7!RIhuJFQ1eoSY__q@{pM0FNXnz>*BspV&rb%9;V{$xCL;DeKvJ~Va+&v8%bl*N zZLf~dJ|X9N_|u84_qmg^^SQ^P)t)>SSNk%0FKdZmnJWj3v|Wn|SB5%ZXi1%W9(`sO z&0N=2l(?sKSDycoMBE~=zyHUnoxA{`IeY!Fnendu*ci?rklSs$(&7z5DYcCJBWaJ% zU4q9echFhi$ryuyXcGfoo(FjO8&8=;8oP(CWZ&LH5G)*vP(kU1ekBmM3fCEW+W6q7 z>_4FL5iFg*l!kzqt1plSskpiMlZ=kZVVU}v;jk&VxY}dEPp6oQ90#FxihPK%!($R? zw*Y^=F9Gt)QKFDxcna1z`X-tM4{2u;AFZcfuV*xxP>(CuvFXPO@s}AidZvu~Zv`bM z1pK!x1Ja!kSg2ku5Y zEQ3dW&5qFe>#fHhmHFq@e|%V9Ap%i}+YbfvlI62SIGR{)rt>wvfEO}P3$sB|r7?hL zQLRK36pd!cAYh$^3AS?w{+Lj`>6Q3z_2$Rl){moB2 zF;g&Wlwc81tPhQy#EUu4!XRes)z3@3Fr2ye_dP{4P1)od*$>VCJ$AfRC#Yy-mEs!u z!B;^7^okz-7Gq%cX#mpH;Z}PQPE4OKWIpkX8_^)qj=0}}% zNK?NFpInlG;Z#F*fVsg24z7>^We=*<4+c-~TQ(Q<6m@SYP&pBlGGeQ$PP9SiQO>!X zl4e{OUHIsCsUa*$8)_N$8)uEZt$}!*TTZtsBiDJngp02 z>5#>X%C#G!{E|2JWijU_s|=2~;YBj0N2yct|C*QV1e4Z5myyy`S{(HAlm^I(e0j2z z>9};Z=|7+J{W1wcJ}Uu+PJ_gejLZS1Z1cm|a-DL!jt83h&9fcJo-lgU6NZ2wQ&dyM zU2`)dSW$h~$O4GgzT}|__m9J-Ucb&9(4rDJr;|?ocKYm8)FQv@QzH0>1YQU5v^hjJ z06Nf=^v=>)wGke9Dq$Ncm@jL#K3-4AAeoq#$Bj=wz@_gDLv#h;?}rf4w!kClw-prd zF-T;N_+<`yqANC9XptdbGLc| z0`quc!}zXUn*{Tb!tmc~WR&Ll2V-x7#Q*CL6`2m0Nugcgz=VlId||wDE^SI;Z2w+% zv;<5mq%ND zMLGux_)qabBZ25M`1i~~d-V7vMLZJJG-}0lBOHp6d-4<$XMVU+@c3|7X5t8WI<+@j z(Q_tFQ<_Jd`DsYaWmzbRn#HoElz|+m6PA!o{x=7L&bIIOz(8{!kg_Qm9qnyk z!1LSRq1kRRVL6z8%~1=QT^{z6i{O8b3}F(v^^V|*xVR0c0$8gF(OW9xZ)jEwLMr}@ z;jMH!!_O|3gHG2})<$dEq-wz}z$N?I(Lv-a-%BasFn-haU4|FOK{xN^1WDB7rp0q! zX=tQI>D-ChsS9pkFb(V>3=JE9F~*f0(vp4~?Xsz$sOUTKnc?n#M0KKb8H%|$NK4kE z#8a*N5%*uoD;tB%s5`Rz1{XJ?9LZUvQ4(nA|0sKy53c~nd!NKk>6U5q9#r8wIXNYY zIkREhiJ~+9v)EU?-ax>@&hEUBosiaVs;GABVu?Rb0rG>2dF-NErm zetnPfR%!D5ndj=W^wd4;!YXihWIs~`uN5F@=L1u|Dk9`T^?tMFZ^jKJraym$lQU;{ z>)W?)7}GF;yMIo*$OH?SKqYg$*Gy?R4L@18LWylgt1A_j+O|-wL2$X!ANr{&Z;rjY z*R~VPe<)J8_~43$quv|=WH*!IX^MIp8W8a`MD|MVqH{a*aiKAq62HF19XeeKcU;dH zb5asu%x~kq!mO7%2ma>SfKk|`hMDTEPG+*)>DxC@y#he7d*DEr2kH}G2T@H6l5!^d z87m+L0IvO6Kw#mtHqcVj`5z_A9Cgn+s~7;UBNBCV?(INM`MW68xqu$L88IKx#5-w8 zNi=29I#Pd)=V_ce5}7{bO;#jcm_K!ew#OHvoO-|DV__{xg%%HhI{D^&-=|`8FpAk2 z6rC$-&n)?e2I2qzCL1W3MqYrj#A>W1z_fqT)beh}^GrUYwjxoA zLm^E>koM$=9{L>C7+hpUx42#y&FLVX{dGMVGa;jN3Y&5g5)Gvf=9yvinEUWPrGdw} zCjzD|KjqxeWSL>nUodU&*{-BY1W>l?(eKb-#yU!1T( z>4ZIkq5S)d6=&%S182kUx~Q>QvpcFH!+QKImrQkB@w^ zXKp_w;69Ncn|{DBir3^)ETq@2aR+fcF}PAXaK?&6>~Bm-v3(sL^=u!s8zWWhG}UIqKc(JVN1W z%&il`rMKrY!%R&{CnBtkzIMpE!{1^N;&3gaGKLRX>gkWo^SlA01Yqg?NU%KMNew4Olkk0Q$W{?KZLvs;&o0@|8pF)sR^!D~*JPQy1F!G2+h`Sl9&=H$E z-Dfd6CQ-+C|BP+VN^%FCpvPrUiiGY$*W)H3fEFMln%F~;9yXRf9-tx6=Y#hP?P&76 zu=;DTZiiY){8c_`{D4-5>$J1S)c<+@#uRvA{^^I0{V4!m!;?4g`(p6>YPZ}TG3I$n zaoil_r&l1b{`dFEh=W6o7G#j784I(SBF>LS-9-Ejl3C(t1XDdgI!=Xd>{r2yXtL*E z;wo3&lq}*ESo-)XmjccQMW37t#zFet;pz|~eeb4^;H$ehL0Xv=Vstv2(Kngv-&p2( z^F4m}>x>nnLFs~!*ne}A+&r@WTIvXsLD4sxgB2|E-t@U#RD7OsUKIZgKe z!`@qmWwm|n!V77TMnOqMk&rM5X^;>_K|)$YR9d=}4n6 zy>pDggQVSS9^X{&xhJ-oc0{kxlxvI4QOMuAznjm44qiFxFEdyrCYh2k+VjS7%Eb<{ zkZtZ+j(Na@QR9_!9IIkgcvHE#G=@dXXA&Akk?<^Om^tGq=af6hEc8L?Ely(a8ufy1 zr;%7qPeV}&N-bv-B)IVboYVCzsCfZf=*+Tua6G{gBOlexXgNoCxGdCQB34#bd65AL zi-PZoP45y5F~i}n*ZpBWWEKn<$hFqjx$!ZxY@*Gkx)g{TP0u5wv%giCFc#gnpm~g% z`MeXUAE(C3iy#)DcLrqpPNAZm*Dxe|HZ>m@;!YJWQs4>H2epL(gi^P8%dZD|?7r75I;mz(*M{*Sdoxs=_bzZOzNxZ~xN+`+0cqv<8+bErLl zP3Lo!4d>|{Mox*IvQm?oxUraaCrK=z0p2fxpNZxj1tU3xw@H({|3b%5R!KM`eQhuH`CJj5uL&l*-%!V$H2Mj@Jg zKT$=bhZ0q3w;8PtVV?>WkTonWROPS>0bFPqh!Fj@s^B z;PTAP?~FimQB;XheUm2ijs_^;Z3iV^C1s^NyC208&73d={ClT3(q!8+K8dCe58&(9 z$pN47h0im9k#|=-W+yQ$dq9M4VwV(+Wf#5d!O>dtcqLBgcOElR6JOHt%5CG1>m(W* zO{wCyl-qwdVxHhEs#6|92Q!THL_UHlfzGbH-!>V@sd%|x;EvrHh(N%$Q9$ z)ImUG=UCx=%A>`xqj^ueud3RTzizw8)&XsTM4Z^2=k!|E;w*K2FgMME>dFC5&rz>D zi^_FeiIn`$=!%{81ld}30y=Oly^456TRf&Al3?x`-dB9lEHuyS-Tk~Neh$Z-j8g^G z2Z7#X`$|q1sw-!_3Yt$kUlOrq{qE8M%L`Xh-cxg?<}W+2!m5t6w0vrAh~8A@3>5un z{L}u9nK`A_{>mZ-_45Q5`X=?hOQEelX_bM1OZ)D}1^PIH74`|` zh4VKT7MJHN$Keo8fnWx=1vmZeGD#YrW*TXXouf7;ohKk7gSDj_@(GF0i$d)=^%B~V z?H^g1uWtMQytbymhEo!b`xPG~=}J0?5i29O+X45cT-nhKu@56kwzPi4F^dQ^uC8h0Kz5POb%lG%S?sbgU2gXKtszLALwj|h^QoeF zVpeAtW`PdM&^xr`XxGZz^Kucy7~1K?Jy}roC@V7Ytm9 zgGqfN7TmK%$soZhG~DtVcBefdI-)aC`PI8IGgZ9;_vW-M9Thvflk%QFj*u$2;mPfn zLnygaf%0|oCY9)nL18-d%EKb3p;0gScFj)B_=4HnJu7@~^^umWw9Fd{UW^g=Jl`FJ z$VN|gJ_yg7$ykuePG@$b$#`@0VPaKxCI|QSSxC62uO}5^2|a#Q6NZ+`HS+1ehsMJ5 zoE$y_dpRF2C7t?47-q6;t=BEYy7um^oM+=o>n%<(f_nerK+?gB#aC5T1Cuyl@SS|H zCDPo$(2WJeAo@Q{Ep6R8yApG~8P#!c2{c)llRT)g9@-K^kiq5HzR>Y~D~A4yd;S8- zS{tJ4lW>6NK@_n{Id=En+-9LzcV*k8{y-#j22vV61s9iBE({CD(WUAxrzlmkGh>mE zqMCYgTgka)JdTHPfHnfhVV-S6b$+l6xopvuF`9>df&o~?gzZ>frmmaBMC2IMl$Ot( zDY{yE(GjxZRuk6ywbt2CVTzo|$>KH}OTL!{}6l0hy#e z{x*c0u17*d&R?dt_QShtFQz-J#o&9+D;$!6So&+<1ot(JFPwKeexD9^h5OXzI~scL z)u6h0gxzAURYYUU!l-|J(}pvt5}H`F>D9DY)Xb0b?v)Q`g-qz0{QixKDddvMQ}KWj%8I~YAct-jF9J=uQB;G`~fAv*dVH49>BQlG`_fGrBM$}8T zQ;1!CtV$4%VWE>y$&t5kj3tkcz84!Zd;9Zvf4g40MmRe7f#AkI){q|2O<|n64_lO% zo4mh!ynK%ZAq=@@iTzuJ6Wl-0JJ0#EG8ROiMc6WXmonDFk?AyuY#~q?`SO-w50oT*+`hS zd{q!C88rGkm~b4D16)>n1OpOmX;%nDHq_p%XwzPZea5YXijZoyx0GZ-nPM%EnVv-F zV+{mMVS9ZH5<7GDWmlH03JN0t03@J2GMa)t`4521ESmwr<);86ZYu%D6J0jZiZ|}! zbjczdEUzyV$Fqp$`xQPs=dZJ|u^hZncob4%{JSwpau}xAp-hp8ob++_c5g>lT``lb z2o0qAVHQdL9F+1ZcX~@HIVbGe{EeFo9KO2U!NA)df@j!$Y2i1VIc%92sF`hx>VM#% z0ub{1HALsD!9Z2lI>i1m>g;|*deo1sSocWgc6bF7x?|bTqtQaXuX4j4{No=?_GL^L z`mHkV#Uv2$S1<+WK_H2AQgv=c;5wNs59~;zblOOz@s2}ugu}_{#o#Xv(k|Os$0x;W z{c&Xr&`*T_sl10j#!&<^od9WMsT0Q-d`K>N9->!{{7FS~DqHcXD|o$RUbGbtF#}cQ zp`O6kCF?51ni=%0d74(vpDAiva(T-2C0{k&ad?shf^p8LAtr+fm(m86bByJt>>jpY z#r^;}$@+iI6JhvwCN-85AEl02Xv459%MfRMbErF}q7LkXv z{aG2l>i=FI9H{!^B0d9MRZE7=UxjaJHLcLNE(*}vUheQ%n#tgt#)g-@q0D+=?ahUn zcJ)xV`J{r_f#K^Ba!kE4%NaZReP#qffW6%h43|N0N7{6|DO0kbk%~mR>AeoljMeOYR0&4 zzp|;+LZSMd{Ql^$m)uBd<4C@yy$6I_mCJzC|92^`EJ@$~kB`4QRrK6`9zdn_%l^_{ z<->dCB_t5!e<$?=;DEIwpypz(yb`k*vttBJUC;1m6^Ycu?(t5EuK()#4riodM}FH` ze$e(rkNjUL*?GyR)O13-j5ARw3FP_TJ?z>&!~Kd(6&IGE$Eu2}NfyRK%t z)hOIEF*Try9jgx}Cg=8GH8;K7skOE|r({bIcR!})r{z+%r>DOkG#Q#d7P?wG@x=y0 z#x<)kg^)T10pQ3%Vn52quEK1i8jI58m*$%>V26Da3G&$96^XD&Du}?=q`mU0<9v_$+ZAEQW#z(YE+dym zTQd;BYLjXRxdaKwZ5JJ*D>&I?jY9F%_eu9%`My7)-F7}PxQ)A7c%-Q`tCssF%xoGr zm_m|o9&?f#UUu#G+P}wGSEQXxtZ8-Oi-<&bg*;Kk|5T?)0mw)^Vbx1UGAPzMc5%w? z*shgesVGJHmh#q&*w%LKmuN>cA46~VZG{&%4P>O;o5Kh{azF-12p5ydf(W)zcg)c*W_;Z7ADbP@q%m@F~5 z0*(YX%~g}eca5L9O}ehIT?eZc8ir?ZOpNEhXZZrrLSoP5#j}U2+%TPna&R)tkdVAR zA;F(IDqujfYRczvJaj#%Iay&@ylz2S%k?EW)J;t2q}KXr`{qwn&E|T@&CkrI)_QW{ zYIw&>UbbTQl6d?K2ItF@;sng6vNw2!Y5ouf1lKN-h|W-Iq$(}@rUG#>BLL?pa4$?N z3eObU$Q319Z_MMyIDLL}EE_e05Y$P|#mR5paonwreEGTfw<%R5jsUwY9mDJi@B(x` ztbHBn9}~VV#Vf1-W2WjRQ)_EgPN}()Gxfz{2LBnmV^$UiAw2^(Vz+Rsa{BE)PKyF( zUMD`0`*gU{zHn>qp7%uUTiz{U%f21^R8%c}K?h2F-Cw`2G`NnZl%%9F^+UG8jB6Fu zNLIXO!PVFMd9AYX+rIZh19dOt=yYCumQ39 z$R=~)i4Iod2QohbqLovrR{)!`xNU#c>+@D64cNi|wlJhv{q%r1_G0}>tOyayj6NxS zu~KLJ+|jwG(2Zq=N+}`Jq{WYoYh+St``m z-7vnnpIC7&)@jAM`SnX8@sxWOMyuFWsPdp5an4gtySY^YOx8?t)w5|OOUeN*u_uYoTKm1p z5ZEqhWVS_uz>V4a4v?YOkxwH7=Cw=&;O)+%kI?D%kJ<)C3V5DYRTRmjra7NgNi%+K z9b_jC{fB{jcQKbTn6e#&8R7P<%{1k>fnF(u`qo!D{r0DI0Mj0+yO^6q2K$rAUahk^ zC6+p|jIMNo$^$T%jg5^gJUnFXqoeoXWg>7&?WQI>c;Mid)s4asmjl2q!ioyu+#fYz zJ>*8I@8W*~M@n+3s`jmtb?$G|OZebVLiWxb7iNyMKUarzZXmkQzoVx{EX@|f*Q zZMQ}mIxz|LpYBy1aoy<~x@g!$&u`XKsp~NC)n#Kqz0Wwc81izSoj}cr1!RJOMwvkd z05i7e3w~kk__LHX|8kWL)AzL;9C^SaXOqx4SeLgKzvgjk(ghelip$2@e;(;{-|WxN zXaF7#fMXUAD9CTWZP!!4j;=EvwDo=X75x5VBy-P!oEVV3y7D+k4;5uq3jm~Q31B!} z+xG6Ae8BT7p_u8xDo8tSCUsxbv7ZBEpJ=M(n&EVjQx=?;uRqWC8urwaSm6fxX_K3M zE#YEw}_PxE<^u4<0^*Msz}a{|!D)h4%a# zKBmclwT-rWz-0EuHDjmh)$78mXSuh==J9E8BZ-XXOwRu>5iq4R+aZ4v=o4Nx(!vN0 z>^CcHATu-eVYXlQt&-=3HBZ@Rt=Z+@8dgFtu7#X?mnQNxU-n*9puza#c2{j}Z6VyO zVr46y;fBtq0144@T6wD4pqhDip1twSc@je%l3-FVXsya4dS|Kk2ID<9Yjs~g)>NmJVT}m? z;nYS?&u7GLw?7wQrUv&ow@!Voar+wq3&xd+A1uPcbnZ$i%UKR`!HnZo_)NbbPrzWN zD>ETE`O=eBBZ#fty?E(T&8yr&`=16 zPeg8mX=o2l0zmm8$+}m7d@s)_**HB@*@->JXxeo`Yt_A$!v#*-W;jzUDdKtqqAc5ABtlKd!IE?C7bTNJ<^SxNdf0_?DX~yA+0EYS`D45*6_AZ|SQDo@2iYOAL**_fL>zg&@X1&? zIsL1vtFL$WI}Evej}nf66F8T;v@KqRgdC}?Art=|?7GVGxO7Q&5H_je*vj&9PoAlI zV({D0P-zGZEABi|y$XzKaRKyZqkANQam;_OSZ#Q3_u{$EaQzqjj7J5?z=a#2v9e(Hsd2p5Ii3@R1M?m;*ai zB_ovSk>`l`N|44R_Ve0i!cJAblUno`K}*IBUi;XYuV`(@w5!sq_j!xG!Lf7XQyY1& zwM(4%zdI8=3HG|h5-c9kOUb>X=eWe`Xl=Xbu%5~OvZt_DIRc~k`JS$ukw zr-YJzo7!|$i&v0xJ*f_>;1o}4=9BF90i9d9RK;)>T`+2_@bj8SD&4WL8$=JjEhXNF zc*d2y47rdc{bO|eX3QWn{r&yChSYE4$mY(tt{fc|Xl8!ALmzjYC@q&;n))nPa{}9p zv)?D~m|Q1CUq7N-j3P(qQ;QNh@6iid#^kG@*o-R;3P2zrL`h{snSIPP2xeOtHNdCe zj6sokkI=@iVkYR9rp0DoMEmI(^eTJTn3u&Nh%`I1JG#}-LEUOtgzV&k`!_ujKicyB zBWDuAnH(Q5&1%r^UNIyI4ZEU(;sa%AH1i9A%$A`i2WV=G*_F)Z*RNmKK=u)qp!F|; zboJ~BADX+&SFXIh!Be)H%UB{w97a*{lzk~OnX1AGFQM-0Gzu)k6i{eJ-SGsMuP(N0EX4JWzhH$4>Rd`l+g`q^IY|3 zRJ(i9&Q?6|K$P)1@yNEosXVo>RVr>cGS7#rpAJX8fWFIuJ3;NudgvnDYLC789JzL# zqk_Z@%~06d+Dcw?x|5+%6;ZJ}t|;!h^p(a5{-17%#f}uP$ZFeOc7}Wvrxmo*VD}zA4SrOCnIJ<lr*pU$SBp(5LoUt^Q81Ld1G7<6?D{B9v9 z3=x%_4fPWHCItv?(0|X`9{YL*hlNIrUBamAXP~#r(u6J~zC$}4`T?>V z`%b%Cm$HcmD?};6cd^SWsNdNW1eG}wTa`p8wX8IrnaJ>YpI6uQ_1snPcf^?*JW|EI zGi)F>R+ZDZPs3kE2AsA)`E(&3I+i?+vuAM$WY2|8!ZEl=Led@H@LL|g2L;%;Jj|IO zl4CmL-Os1yR{AA3M*Dt2E2`kHi{~A>8Rvf7$MMl)!?}_UmUAYls;fw?!XL|%-w&)P z5&0+C_l5GYuM12y7hUIOpv=)lIY8-K?-#WLPqhP~eVy0qb$%2{`^a^_d$aL%M6w}m z`rla=`_=WEEcCy4x0jHj!xJKb1V8+Hps2?`9Q<;GM62p>6)y~mAT_;9_E-l>%eH$b z2EcFv|9`)K9~HcW-r>&|e7a4=35%KO&$}5U>s(lB(cjED;{8Z>)>UcX@f)qYLMykU zgJLuIjgYK{TYfL=hn*YGfn#vva0GtZ`WD81;YB%3yhYAy<)&cLlllrQdaO+>q2>`B zVF7OM>*@KdLfnO#v3*7m#%vSrGz-GqoC9d)k+s{nJlEXrzFuddVbY<`T~oZ4`txwo zNCsh|joT6kK@Sbb2aCn&Rk+qgxsCYHAheerDR4dLmQbk3HnIA4qGc^423u-!a>PX8$*k)2jGm68sbNh72iGjqvYovq&&l4?kp`W^;^|3^t&DG^}FuOm9BMZpE-vg zj|G`H`lx2Ef5ifpQ}xe&s3LU2cTTHpu^-fFvZaRab21dc$m*t~}?`&PVfh zLSDV9qEZy0C?__Wx=$4gvEmJ2 zK4U$E5iM^6Xq@o(H82G&fBzJ6MvW6qxBvSW%6Ty3fB*Eq{%60;Ih@1G*_!+}>KeUn zLh#QMe?8_q@D5?p5)A5sGPDbV%ARg?*<(DwGg#nhU`ElYiBiaLsbs-V~NE-4N&9 z6RV#hENI>vb=)9DN1ZAOYcNg+oqSGM?&hrC3d?2}!BNzObfghD8%=@Ud67-T?n*yD zF-ocHVMamiivMY3@A)b2B9o;+gGXz_83L~+_L9fb3byx>c%i=vCLd$WVL zFnPlw@7|inreg3xxBFf|qtN$fURJpZ9OG#M+Mlv{lVr1H_~LUf7v4C_T3aD5uROPC z`07klDG41vgu&%pU0uzS<4h>C%Dh;Y5=;4?2)NyiYG^n05_LZ(Hy>*(b;4kXBe`YR z0A{0Za|a@($~AY?U717%%CLo5Iw&BU7&^Vbdi@%@rE6-4Z*6y<)iT=DiMpWmvfU+8W* zTX12aU@d;!$#5Z6Q41t|@a+(mg$X@KjCu ze%7m(D(2(E3)#vKoXJ|ImlhUR`8u-oU5e+6ZMj~(Gd=T5jqXZE*bu&=!$M^ffn7ah zLr;SijN~^z&B@7G8oisTSNVRZx;bAG<&-1Bs`fGkd&W85InOPP*}QjUf(^L1GWT-v ztuPaWPLjEwE1?~^q18=Z!pZq;mA@Z(u*_>K20iEI*>_d-j^7&zLJ8$AQNOF#q@{w^ z<_vG&bRl&+o+>0=eXw;+ovA|hmFvw{A$keFVxK%(z}wu5xmRjX&{`K%VaY=Mt4iQ5 z(TAOLiP44m838RWTw7z$pBK)Or3W22oR}!{`mG$XA1(9$@6j)Z4&fV^3S)Ir>Ot%M8Z(r?4jNK`6AV?#iBE{e43NLsBUmjxauL5vdL6S*Q-z>` z1T|ji{_Ekn6~<}es}>nycCZ79Xvw+dyzZsytYAGZV_3v&Pl!RBk z>jnoOmX_8Jmk_tW=Y_IW4EWzpy!?y@nWk3qmaRO&U;k5$XSVnw zw8<^R!Q#iMM|(COKVN|JCa)P=?LI??b6_R7UBF&bl;gyN~3yudrZN_IAq{+&{ zT!^FNI#&=pW%Cci$(vJBAh&DV5NB1_5Ot;m2iaP z%H&6V*_QkZXnTdqoIIbc#i^e!JE$LjAiWTs`rK*k*5+cc<(M`!SNNfqo_6!P| z(Q*Gg7@crYrz`Y7i3^%V_uo9lS1#J!Q-j~?o3d4qX+Z&VE?=m{8(=NRp{5TY%UL*j z2~_$=K9D~yICT)Sl9;cZ9L4!m|NO<8KPI;aBW>`uR4p{g^sk=)8;1RF|GE12baM2g zmKaG$8+!Hr{daKJ9ih_6M3@WC5Y03DdGWr1fpK5Hxp^`=_NYo1YWT-tEQjhd*_o)T);C|G1$itSAI*RtI@?K!|`JZK1I-yOymALi8CB60(+x2N3Y z=^=bAtl9^>0q-?WVPk$nKNfP?1f;$ zl*5XG;Q=}pJ399i057?ij8yxe@6d5s>&ykm9{PmF#l@9dqUBy&*$3M^#db5Y_wS!J z@68>lrL#CAEL>8}clPXAdJ)H$Zu=|I3X%MQ7BH+%Cw3?^< zH2i;(05i;Au8+p)+nJ|T03?l%N9c)-I6fR=B_bjcJlI`98Rbmvf{FJwP5Qu9qQz$c z0Y@jAqHZMLiVD*HY}(BYgUCdW)#8Ic}iDp*>SuV9;@l z1g+NMaof7V=(f8g)Y=7yuF1cu!K_tLv}RFH?=1=CU;i5gU%}e#rA{^z&C!aku3{FY zOLz|bR`@^O@r~Wk+g84*`wkA3B7gx2FO_{nx!`S^K_%1RGx&Rvm$erw`OhD{IV zdhfqE!M_M7R? z^iM3sftHuI>jnn@isdj8CF~$J5_z@~O17{ofi6>?9z&%!kWQfMS`bu~%sp^Bo~c*y zAujGT-cec!fUd^9x$FmfLkBD<2uFDD zRk~X@yIDI=w!%-_VfO1!*HBHQ)BnpM=`VOOL(_a!;ftf4KjX zQ}@OwF2{71>!fx7Zs0Lo1D+iBm^jaC3neT2RV4x$+8XyLzD(K#P1Z-f6}D*{9M~Ex zvUxF>@5qYJLVnvrMppI+A|fJkIf*ku+<8+;t1Iay9S#mo40ttA*ikoF_B6+7FTlOXvrDJ9vYn(D7tHc|H1;K0rbm_mP1CHgfIe&CWL;fR9E#=HqY&IjWc<9FMNFmxp%qIW6I+MaNSBMG0(Xk z`O=HRH>L7-cQzSPXgeKJYdgODWbJoZK0i7QK0|QIG+Z=k*g_rs&6vs3g z!@2Y=EP_FEjxCQjnoJ8j%;O-dQ>|ls1p#oU(WfxY7m z++%ffGqjB@|Jo^i`ZUM*rY?G4X$zu#`?KhX3+4o36$noGl~72lUIgkCfh`rfUv4>a z#G4$XIW>1S(xP0l;PF60MSFYu$ihPK%a`P#oa&^Ym}+aDlTlDo9#L0Ue=qLF7{;OY zB(qNvF3#kxiz2>$`I3^LsiDCvC`fBF z@x2NVW{zPqqu`Y*r+9hEVI1DipUb@}h=ipl`yX6z>^lMGQU3Ggfs*Xk0R)}Sf4n$! z1!+CdG5q6o)DPC?->>?Z|5M(Uf)n!X!OL$CEG;c1oSjQ+MIch-qriGqNvXxuJW}k| zdqJ$X3ePGlD@Pw+f3*n)Ua7?1{7q!!Ro2&4LqipXk=~V+67>%*z8AETdRSCZA^zav z37Aj6#6!uER^<&K2{k)=fnP#eTD8p*gqGqqVff3J?lS(zVV|)@faNg&qwgCOR14MT z{=hNE!4SRu(Q0Ths-M@B2c)x2ClELA3KSA()UH%aQ8Q z$E14|u(Ee;S@uj~Nx9AP{mljJ7cX9LIQfvHb$>9A#By?S z=tv*^ct=1)BxPcfc6V)hd2!?_R2UPX9}WvU1|LR+B7pY75r_GH_SJ37Cibo8g_YCI z@qh)62T=9#(WN87_ratsE-iTk29lVWnYCnSUdqs`xNE?0 z@$FHt!QMLDb)`-#N|{=GAaU_hK16RsoG!xaa(JVKXaE;E#qGP8eVBs7sh&kI8$|yi zA>qt1p>2N_46lS$XSUJ`?;4OdqCXX+uL3<>My(iox*}3S`lY4 zR4(Ye`LT8lPIiff;cl)pi=+ChD^q){H_wz-$d=91)3amwU}vGis3isqaFsul-r4@{ zAPhXoCw1)_!IRag*fsW-@XO7uEq&nr(6>R9QnxHAtJHq(yDD%}+SM9Za>x z<7?%cz3}$N!NJ8Hsq(^CzUw390awrmI8*4jbo%6FBX?lPPD3;R0D=Vg;V(gg45NCb zWn^L@q^eQwd_1Odj7E*eLg@*0$YNXj*j@0x8wF|DhLZ@S6A2Q z*2<*v2WU`1fZPYc;dr>WyNiQRFfwN44=yfRVoAVEr=E`%b16oc5#NW6;qr}_E?ts= z@B%J!JN*tYvo->$YE$f4cnexUWsdVQ!SE--+hQ_yaNLRc`sh1)YsQ< zTb`XYyIt^D7fa%Mw76dVxHbD6gcz&)`m|wW{xDgo=441Kpx344@f&l(YsZLuq|z+f z66B#f%Qa&#z0^?jR$W^wE8?^)o%lX$FZ~B>J@54Nbc7j@Xv`;bDFUnYSZ= z;Ms_g>Y*V$*!(vd;dI0=a!f8~5MMwe=@|x7EwM-32}ntsK9>P%q(Z(JM!O_+bv-9z z@`LR&U1ol`PO6s=HyHo`Vt91@M~_&8n8dlcnj0D@L5;l5*9XAMFBT(vRe zMpmQ~6vnA;Vz#3wzK4U4k6%`>1|YEzHj;>_=mpcR^I&w?xtN)evL|a&5RU{BK7Kp0LI4 zfAu>C!@@OD1osGufkJi@;}0J`r05h`dvx76oNF1c91j6;{*RA-oP6-;(f#_Dr;OT@ z0(1Mne8GXzbWac@t+(J&j15GSL66Zw8oSwWHJ@05!e6CqaAFd^T+M%lH7ULK;`PYAPiX1LI7& zllkuYyPTX0rKP1W;b5tr9*w+DBquLRKu?6ua57q6#NDKBBfDb%2m%puZG%44>q81H zM?AH(imb;`Js&upd%J6(z(ViMyLV}cWG604X9nWhtxnxWDt#$fmcKupZae#>wl)rQ zQ(JCuk*1bbb$2%nk6!r~Q0BxPjCy){Naex)hWPAI1ru~J!PO$eKy8XLu>g|NpE(`? z#}EW|Y<&2{@NkS(1?Prb_T91$Ml%FqVq)s)=`reO0=ePvVhjzf;}H@nR$AlD2RYjw z2DlHv*gZX+6M$(Tki6iW71aN>a&S=BPNILC&CccUL{|2h*1L#^h}w&wPjL`*w`m=x zpuj?CFB_3RxcIhL955!*Lff;ry4vwcrk8!@PQHvb9h120`vtoS4h{|?Wc3M$L=jUE z{gpT?aS$XF%DPXu#0G=bTAk~o5wIAP4rUY`o|^J?7<9siWvGQcL!5i-4=B;XJSNuo zj{~A(97YP=9j@d1o7*$ld9?&Ut@6zWgGg1w!k8CjW^y5&25K*#&}svOad|@x4v4Ss zHF0PZ@&#({J;xg(3_ye6YRTPg-!?tDm!n$2RVQ?8PBrIw~0V6d<8fJ7~4}N`Ii2Ce-UcLT45EB zWCAQkUw)(p*jKJUHItAp5(kedY@wU+*QCa=1jgFqFeoO}$B|xrW@%+r_2z;BFJ#0) zRsuc@vHMN)_wPrMm+#+ageN&m9oRW-F2**E7Zp_1)LY7@%VUHUPny?(B;ECx`fl&5f3h_kH&XI;AGpLLguAa=~2hu665~H0pKl^QvM1 zOlvv@z)X>h&dvs)fDHO9Xp}w4s}+G@1LD3=ali;pYTGizISrOZzh=k3r36C{?I==m zSyDJl%R05!z zNTdkZ=RnEUfqBz6Fz|w=JRe)^NSMUvxw*LoZKueO^W4o)ra@3YtvOm89|8DID*|s5 z?W(a0T`tJ8Qvwh$dH9as+>ew&2puG?=#$HU$UB!o=i<8UZyCn+-uY|WVEl$w zx(R4g;SIA54G%6Sp_;BUUA^w-XT#f{AKfg41vcu+I3Z*^71LJb#!&3AfB|;a;|){Y z*-SzX^8w&8vaqug>bdRlo#Zn)GtPJ6Le&S+r^9n|fyV7gRqgFm3_`Y*F_K;_sVe6} zxwMaGYUNdb^`{|eoLrMmB7kzwUcI8YlYN&<^rkW`Abmh{ z_-5wj7a*c*>{hxnUy`Dg$AQ93keF**72Cf#kDj=QgNhHZUabImq4y37_)=7oNjX$g z&^0fwocoz)N`o#KxFo~Sv7-i9EEIVdml*zdr#5BIdN{>#H890AbYP|~0;7iVeUPk( zXWp0p706cc!*0jOVy_46z)FG~R^#2LP9JThb3WunDyn8#LES{x{$~;wL_!1XgM(H z6!i1~px$BtA!wA?b3ryiYIp@~+|9{oH(oH@j*gDQyIU(gWlsh6_cru4H#djjFX2Ly z&y)as=@i=%GP&(u06m&xGkFW8X~4o)gGjf4!Sd=H2T%@Z{~llua;baGA4COhCXUX| z%`HLVLL4l%@?91d7GMprKpkT6DkEc%Zi)TK>U8_Zj~^=mL*#%nbEIJ0pQpSMfV94; zsXwU85p+8MI%v(-6ZiJ^j!}#jd)D*dk0Lq^>i%tx2jHjskR)f+kwVcFEglSfMm#`n z0zyI$A0J%z_j_U5Z!bQy1c0}@+OCN1#r>^GrrG`?D)sEUGKts2K0>N7fRfl2^FQv( zE3pToolc&I`r=SSPvyOA98XctW_&zQ>;pm)WA^jY*8y}#c@6)Y!jPHW-`nvG4p!F; zfAz`(@)kxwzKy!G81PSnW0ZPdxt|0q&fhPNIs4fjkLmX08ZhO@I8-I>-#?wDQ{*`{ zWduhZ-UEX1>wq+Rn^Dt~heJ91>emB1AjhcnG^z~XO!4}rre`H3!a{bxz1dZgV!$c; z>vO2-{@3dwTm0x_&-sx4zY_w}k)Q@R z{nYDkA7OU@Ar*^@hbP7Q8VJCTg^|h}0OSstsL{-f=tJqX=CzmTrFIx9E1WrZ`gCPN zAsrwb=}OT0mRrjYFB`R>?gPjC1o^Q@5OWqWF-Fv#@WLbUE4gww{b%tE@TITN3NxR6 zV)KW-`Ut!u@Dz;D0PLZJ$Dj!~c__Jg8(5tvET7+<>DWj{M#f#0#y>lV=D%Elf}+d{ zTx8w;n}0TF9A!Wb_UX7$L)CxpS=dc+Z9XXbn4$zcH?MKq8Fa|&>+2{@G~N)_`q@ws z)pdZuIkv{FuYeQe1#qzX>sMUhe=Hpw;l$!!)JONA_>?)vq1!=u?OL{W0qG$vgM-jtvBuFY zw)Fs%ex8f#HjqEx-|^ire;RrO8yi-KoR&7lj_z(IHu8r)T$|~}M!K@~fGbN{R%~}I za@`XW+xkVNnyGc{&Ye3Sb8;kM2#bJ?Sorzxn9?21jHy#$ub5PHbQA=o_Pi-dI3D0C zIG4|WDFRdCV>MQL>f*&uzWJ(`01rV@VLa$qc;4s0W$5VYj?B#XgBvvlExb-P4gdfJ zZ&wN!7ky)6LSbRy%Vs^~L#{hq05|x;Z-3x~=Ry_%ecb~axVX6Jo|?+OySImx5^V^i z*;HpbO+y$bzJY;3p3P;z58&6zK!9!J*Dut+Q%zCAg1&uqkV;RKtCyu$5d@GH!hpwN zLc{Z0>+0~qx^y}Q;o;&+vc4V}sd-l{DH?8~th zi28Z^`1k;iLI6C%$n5NS1qFqKhY(i`4iy&@y9?rT!??D#wz{fH5;mDJdb-%%2 z%L{-OIcDApSbPBHCZrdNR?Y&zOsHrK<2(n9Yr@X(^tZ;w8wfd2HflFGzb{drK9~$9 zKZwFFTA3WAf$cL2iI68}+9zqpygvn_NoaQVHxwYBmUp8kP>uOP!}4ZvMW6c!c9 z*R?k_-J1IxW3dNbD5c%+j#tazsuMkZ`gGa?;LQ@Wt2FNCe%KdrUh_0SXpXRE7oCR} z-=dy_*3U0rq;G?eggIy5y=v{Yk3koMcmWK%&;PyheI6LiBC)w|a2u4itI8mmR~t(rlt=GwLQ+y%r*XZz)SWxwMn69#BFx`^{P+rN*B8KriK}(N zO#a|Hs42X?D3hq8q49>A0DV{CleIK*DS{#$?)}X%vfEiYSFj{hvvf4)HpfZXfa&lB z8rBa&vhvfY2TDF#vGTpTS_&l;foqu7X=-XZzA-;QB}K6G>l@YWB!v@L5-4rs{p^|F z_wNd)yvacxsfL_a0y`)GEf00Bdt{OB;WIfi12dgWS=v}%PmYExq45?4f<_Mb=CySv z-;1po8XDg4KtN)0tj1(ty?O;#8U?@@2e4S#@Bla}tr-VfTk84w`TKB(HrFDToqX`0 z-r61=9UD_?0AgMRAqRKnK4iF_78TVccxB@Z49a<^kz*Fy-!zEo!^9+2-|^bV`2CLr zi){#chk6$j6d=r?yU*@vbdLk-SH>Ui)^qE8BllC%&dQ1cvM@P}i{$c5PnNmP_FP~e zXlqmMFMF!a)eL4d(e@#}r2J1pZ06nF-GnBS#|=#)h}B3nZdh(Nh0-+z1!_lJeFx$*(`irXqQ;N^nLfu;hbf0JwAB^K^@5%cSBU!d*k zDtGeHC#tE+GDMZX?1A=5rK$jw9+umW~Hak3tGbZK+h?=F1P5ZVcx0!@KFbc}OpyoRp9zJ|1kM$govQg#`oJw-`Ui|9r zmd$kPdz4g2u$yj^L0Yz@2~cR<+UI>ZhxcaP(QkZxQ7R@>5$q2E85usZyI4cUd+Ac+ z=kH+N5rmPEkygyPuvP>dd>jO*x>3joKe>WBq@eYcwdW@%@xeABl|X0&gA185KHZT@ z<^F!-(*R7asWxPU5V5eVW!Hlx!caIL?Pl&|j{7%&utG;lGVl_OweLQ>f8P@e8xKKX z$Lc&VXaBx*zJ4p73=E;|eE$i=a(mU-D?=rc&$J6cfMNE75C2wU1!Ez^3jUur#Ot*f z;YuLRbjZhtjmI-*-U(Wr4hRff$*_TxoRbmB$;k#_NfDItH03&gf;t32eGUGKcM=~5^7wMrBy0;g2*PxPmlPMr0o#kX zLm)dX;fkOjg2ctg6ZgBKZb@95=U-DC6NBP84p9vEvOEXL9EdwGc5#qH{v?c$gaj7> zH(J)fkO492${=)ba0uJYHfc+EQ9BM65ZEy+$ni7U`6zC9h|Xi)RPkTVghoOm68)SWB0fU?I| zx?Csklr`O32gymVj$G^&YXq93Q>)y0YZ-BeMA5KuV0`hB^SZ^<*my@#+)PeKm+m%( zF)G(7P#}RytXCbhg9Nkv5!h^ec@;7gCeafeva6JBN z_x3vxr%%+E5$hxJK|w)nRFsfU3-Jia>({TBcV}kP@Z7yNsVFIi?LNPk0}l6$4pVo3JkdY({3!VWP%QR4$Gjal{>#L6YFrWCi#Kqvjuvsxbv?ku55fl_0h9ns@0E31C0_X&? z3L`P-a8)bRyS%;67u_YHw8Csfuu0+y2qC+N;&yo$&|wn$Nq1F(YMV?=_#PIE#TWQX znVFpjQ=gY44qTx7lbz7`C_7O*h_EW9&))t1CB%0c>((h!py)lG-^@#Og8JZf2oyUJrzB4Zz z81)N0w;NH3Ag`$jo!NR!h$R5~KuI6KGx~s9v}STYf5t|>)YX~(0AXbU*@9Y3Vm;?2 zpC-}>so0jHtZEL7)xbubR>U2MJ0k@>h&?lkIK~X&QMWp*3sQVE4>NAVrYAI1d-QqC#2{ zeuy`#*@Q`1&g5cfx={F*f5&vGy1$~mxB$FGE8wXAv z+Oz!I(HrPJ!%jDKcSo_N`WG1qz|~}IEYMw_U_Wk{-k0957S@nqHVwk(}wPH zi6&cna1^gzyXKoabc_fWr4Z2w0$9mffPTc~EXzt5%Y%;q9exx+nSNkrUxbEIBUc!j zfk-!i3=m6ud+tx>P3CBPvor0OH#q?TK_xhzp!hix#hsRM&_E5V;)e|7$3Qor$tN%_ zlrcv&mqb&JFsvqu1^_w%4n6@*4%phv--tftZ;0RthM3r8i$Qvb8$@206K7?`gN%%7 z^w5Ir;b+T&nL0(35VLuCM7CkW8You1Nh@X7iZtBq1|piZUgn45>TGROZ>YpL(8mt@Ul|`{Vb=&$hj5TkrGM zFs{g0H|h|;0weSZ7(EKZl^SJxgR zf=^s~>gCpQRgdXNnUIi>7?5l#p~p6G;-Gw8QE`}J$GYG|yTL`dMMg$yIbpiyqDm0a z&XTX|#xA&F!@=bJXr_sHL8}pCz>FFT@>}nH_&z<`h$7rFeEK@Z$AIw$%PAlu#3G zandYfV>Y{r{-@BPTmEVKI)tEPMbhIP3$Q0ve=GA2-6hsHq>oB~xO zQkb8=A6xP^=%Y97?Q1hLGY_9QaS-wavXC(16A96(Ea7sDr`N`R>yd63UlCw~Jlf3P z__uUoPih^ybYr;g&@RY;iBJl#(gj090#gM;h%J1?K zQ3rY@CINCFgHKt6y;=ljbVTRLty>GKBldd(mWzf&0iWbH{%yd}($MyA)-5<^I6-*y zMN4^QK@dS>;(`|cNF;+(c5d!E35n%^2jn5^N9L#}=6wRGDcok2J9B0g*~s}#Pg2oa z>!Yj^dLu7C-#;Y86PJvT*9v?R_dKnF*y6(Pzr?H3_OhjF|7pX3|0+{DZmX4cVFVPkX-`KSSnxy~n!@ZpJK>y>%U+x-_1pbd7 z?tp*viC*ehN<-Q|Fr^%*y?>vE&g&=I=z_|Zm+R$U!^Kv%RKkG#;)JUg z=Kt4M3*3cjLAYh$9}@96X1}6+I|RrXt8{6|F-9DQSgVxZ ztTf!RJtmd{{~d~#S2T|X3JRPMu;EG@RWHRO(>nO1el1+sy7AsCR+!GH?LpQr=+C(#F&ka<#hA$Si$XPUv}a19t+=ddSE-g7%KI; zvU_XUWMpKTKYgO*z6pbd6IU)QMNzqliUiJpP_{s+Rsi*@OrHkT{2PkXXq@AK$cac2 z!2B&Jdw4K&zDv(zr^n_z2)uzn(Qp>4C8;k#@5O*AEy!>J=n>5BOu!m$<6n+hny{fkD)>Y~!px~7&azNhB5y!80uE>2nT1O}AwuAUpE9Z}Nxu(^;yqo(R zj%Qx^BuIHc1+wa;4naNc-%NWLJ+TFSmR7RUSG0n^GVZ=EI|0FG;w~*+hP-l`l7t0Z<$|f0$ajm~uoGb4f-<@X*mWJwFN}+jAu!sH_AaK* zq+ePBF|I_)IspMX6xMP8@2Ajd5S1zxH_<5K{vFEvmwN?#3l!c&_YIDW++KzLp$yu;Yh(S|mfiIX5K&_keOSi54EWO@#3~3%O0K{X zDuILmA}Sv&JmAnWL?##^?c@d0f?r7JfWc~%2O=wY)6lRSdyHI|MYI-}xgfnZj7J6A5W4r`(GfxPtK<;$1jVanJR4_W`hEe=2qJbuF23QJEz{9FK#6H3NVf5|+h!G0)(JuV>rZiqYJ`MEdJK66a?QdnFY;mXA&`5s)_D?5Z zmgY>;)tHrhAUWyQw#HVr{oUa@Jcs`UsMA7UU3SA(6S)FOP%F$uIsRMCn=u@!jiV?!#NN5Dn-8zadSq}@m)-Cq)P^7jys5^E40 z>j9oKa*9G>unZ8X35H30i1=4w3W{;O#Bb)wKRd_QPi=(^D`OZ;3J%)t?pZQj4E(6d z=XH76i`l&X1$ZpfRoM*>qS2bdJ6GR)mw<2h??5;`e0@(Jl|lcGxw50be<{lNu04A? z!)@A%@frL=LK3g9mV%rP*cwq2qA_jTn^74p~7`|5y-CoT4fJzbqBY|E~{M)v1IE?nzndItl zffd4-^O!)i&!5W@wJuPV?(o~8ckRr8S3 z%zkIEzle_v1b*}9&yT@m5`tvt${ZwA1gk*TT#ROgd>h2p5PBW%x?~zKejl{p!|ehf_$=qTK%P+4=_K`!XHs#blSZ8?!eWKb zAU@3z#|`uakJSsnmJufdb(xp-Ify7c2+TLP%KcZ8}f*wWdOAN2+PWKD(GP=ZZcoQow`& z=#%8}pN@_W3M;Pxs2%9brpf&?PjOrU?p=x=fXFCFyNN@Sw3}#{?2{EZY3BZj`}w(V z5!yhHw)H;w%g^aezIOKw-)H-q0+hu_LA^!?^g^rZkfLG-pe6Mqd+i3-uaS04xGye+ zB}xAGd0r^v(-Kl}*9!?5i4EYbL3c|}p)roLihrGlYD!u?Vm-n326f-@^(!5^Vn>uT z+tJ>TGK&KrH`e|@S1|tl!Aa5+pV8DLU!KU;Fed&+#2y$e_{+s9o(yF4*FLOw|A6o}cw`-Y18opU@S&whkBrsh(VcE*^gPE-eK|kckk3PPkxx{(9N?IXtV3$3p98* zmG427-~`VMoX*MXf$HH#32O>>dE4 zOXSQMFJN#wB?2}-P9-(7@8coJ1}vAFwDeC`%*+<%wH-~^$A+#kac2!|QgI`EyDb!j z-h*YP*ikz_YR%%dRR79$u%bfAuzk_H{A|fcY8=Ed^`H{{$XTIeockb^q3FyAiiG6E zk`J8J$Iz3USW0xVL=1qr6b~H`$gRq2O`~g0(X13Ts{x16oMQ0BiDHzeO0=EtS69~) ztNgW&zg+>S`emN9<5MkIJAxhmx~@+7X$`PI96nFaZS?NsS-ED-7AN(V++CHwgi=JmT!OJsqA~d$qF*j4qko{2g+VVNZ&4!#K3-|ZGX}YVcJQ}|Lb(!W z;x>405kF`ZMf{n9v7`MpKkyVlRJdEtR5=|BXriI8F%xBzO*uU~PS3_Ohv2S&U^+5D ze9SKToaFf;3TR7Wnq$9BBRxAH!us7))q4j#p#8kOUmQ9N)LMd<(s*m~2k2*#Re#)qw2G+LOwH*KZofq zA#jtIv}?-C!r95Aanh=)s`*pB?q~($>oqc7z6{V;1d=J5=A&V-BYP^MQo1Y2sQ>~B z6Cb_rTXJEjB*KftfkzHxGWSHkk`!2zFFw}$X&n(3O;^q>U`LB)R~8_lnQNV_=8S=W zz^Vq3>JuTslBS`S&iSE+0DX9RAjn-gi&T!Zr2ypvd+x`ZgtOny-h!x}lX3SB%*n+il-z|gILAhkLs@{}Gl5L#zqu$yR5Z&UAFSRSJ975U872WDFrOK( zYUO_0s_C5ZVS^hxp6&`t5r=dMrgTMl`I`{S0P9S%8PHKqR1t!Vkjgn#SM}r6)SgjqVwNb9kptvxH zamX_f{~hKyajRHj?oclrWPI}Y@ncB!R-)ARf%i9P!uf$I1wmu z@%$w?9JH$1UtLoWEregg$nMIOXD_EwAL_JbA^T7%m~N9*k4Qq}L>4?bMi6weSipkO z@B7lqzSdlgDEkf+S}CSA=-^CElP#o0x_7K92F#8NJUrk( zRBE~p&nnUWK%fH<{6TdWn2g2l@&axZ*?KcLW4-XFykHjWGKu^yw0G}WbohrS9})d% z%P6E-9$3an3vWv}iDLv%fFS?4(5kS|P*KbdVoxk7_wa+KCpaY?(0B z01|RYP;AJqAfb#~Jwufsnu1_6K&^e2fAR75=5%#+Rf&R2cCWFOBch1wZGK6$JFe3y za1;qd{Kf3XWZe(vZ-2R^2sC>g@RvBJIh-KDkTr0}M;bxT2)w_0kt(Uw*Z{4i`7K2oWY+zfL4Q zy$A8j$@9jnLL^mz^G!;idbY(yI#~=^%AmiFYefVFZGZ-J%cXb0{#_G(y2MTG^oA6r zU*?hf9n>3Aw9m%1PZ?j?AS$ZF$|G@j{!Bfm;68Yzz`3r2}N(XoP;Sy`mas7!Bz!;-vouO7l1_nhZ84Uqa0DD@M&=lUP0 zjRX{{-yEs5g-697A=VK<=2xJDy0340GGZSG;!A=$g+lcmD(`GZp+oB7%=+*!=;=C9 zQ3G&RpTGTD=OKI?LZt?T5Ed~bEvdYM!U3F*5O99|Dgb;!qJOpaEe<#K`aeyQt8RHz zuoGF0k{jm7?{*JVJYL&)xR0AFW}zt|%^jGJmDmyw_gqSqE}lTkdNf>`_Wr)cfddDQ zoLov!k@`WDF+iH|!s6d?d2?*w|3)pllM!-$p~-zU4rUSa3iR81b6rEB4)dN@z0aWT$7R2I?(n z9-~kr8*SD&gOQpYWcnBPz{p~zN^VKClW}*4lHdzlmpt&%AI&=}-j`MnFcUX5XSglu z2LS>ZO`tp{WI!gH7hsOQr+)CuNp>S1rYK9O(?w9Qre6N|0QEVYOW7w$XeK494xvU2 zWta)L{cKDQqxk2|HSsm)7gC*1BAx4VoN4F%(I5QCHDw5#>b|ED`E;4!M*eu#72T6M zwLgGtkkW-&Iin+xea@*JBc!pTyvUf{b!fRDdXwV=UG7UWZ_5+e|HrT0l^6RR->h~# zM76qzP8Js=pA*}U8U(=GWS{w({r2nM>yv~6U(-|0hoDeZx}_d~2O<=HJ#}dVyZlIZ zsz%LG)S9R2$=Gc~J=r5o5E6zc=`gQ?TO1^O#O0CZyx~M?L75KgY6s;M@zk&y>|dgS zq}b7P@2MKYNk*{)juWjS7#7uc>scVEDtNx(O%J41Iwf^qvNEd-d#dX^5m)V)sinYu%Uf23?urzRWbj z7IvBU*aL^MdW1OPc}%@P!Q`o0i>9&iu}P!)acr)U?ho|r*h4B+5B&W2wKbfl`lJG1 zV!a%_m=SJRS`>tc~cx-aQBWl(@cMGRS*enqDDd#hWUJ=e7Kx&>+zl;=&o;r zwN#>Ld(*VFwY~FF&=$RcGZ->}H{fQsp=Ae}#{hnk4EZg&V*vvzR>R{;nxAXo5COt~ zyoBmN0&V>uY77g;bjk&-v(e@$l2q~fbxiH&k*C;AgyBGSCdN*Hc^?Ob+b0%Lm`=2s z0{4p9aMR|j0^f&66FXYk>Yc{RVYAx#d zZ>sqWJdr-RkRMGlGldc>gu?qI$n4@pcbKTSY-b>eP0%frc4Ob=F#4>~k)V7~D?ZN5 z!@unJ=qO{9vu}kd>}NbxP0utraY9SG%w=Zq1Lk9ezacXZQ(^tw&itv5Xz5#0Q!{S> zvLUW1pdTQYq%fe`K_843hK` zV*9l$6WMU$Q9_y{xLeHaER=iCnDMWNKl(ptojG$J_`0zjl<+UhMgzLyQ7#*YuAuBu zF8KN|iYRL7H22j1m##Fhz`+cP3gRQAMjbp8F3d;$aA1^z@xJKo+r)~V7g<^5z}#w| zp58Q#j=z2odIus~G@b~Q+E2#8Ka5XRG%QjG6czv zyCKd3p2P@-Pmx${p&p8Xje*E)kO8vQy7vrJ21h4$wstsjf?PG(UyYp>G{x zIe10bi$QB@sX&SlFiowEP{($_kh)_4y}c@9c3gGQ|jyPLN1O_@%@ zZ!{wQfq@JZ(2P56G#!mdeks6iFHM@39=gjbhq-$j1QwP(jZ4TOGF9o0k|omGQIpiZ z3(ofN9*p}-2*Qp*fhY>=3*IL4&*(tfL+E3`u&i6q7-|ajUonR#w9$l+fpqqT-Mi*X?f5R8XF(4GPxn);$Va9vZ--)SPa}hR*mo5CGD78t4#%$s7v2mboykE&j{JfVrCRlqARg7n7%E z*&9EmHDsD2OUTdPpH4P^N3?HdU+qUT&IgZDRW5dE9rz9XMI$``_!0l3`xGS7b2_&)#eO=n%BL-E+VZ>>oOyC~E-AVFvxb zg(%*E&FiCRq7hX9ph9eYj?fk{^7V4AT)A<-rE;zF03K-_#F>GbEW{+%*-4LYNbUY3 zJJY7|jd!yCiRppX0jKHlv@&ONxzwYT*AbPXohogl6M52=oS<-bpuF@2s%? zK_1uDzLuTPW>M&*aS)RTB|^&*VJ^1P0Y}GuR22F(V_G{FEFnC>jvs=wh&bwS=m|n< z5Ac#)6BC!0UG=%8MTzgEQ?-@sh~xVKL)ypf2l}vQS4o-iE@x)ISb7T(2qfWrB=-dW zCL+Zqf(okPl2Yx%?T4d%A$mgC&Rv}MdVmf{CxJ~#iaJQk6<|h6afmUi*(gtd0A}aq zWkqo!J`S>1>OXuyoCAwdp-AMc@K5J;Z&2`1_?|Y6WJHypm{7a-U$yRGr*d<%=ioq| zK2@qI4QJV}s;(#E=W0K#)zygXIE?`v;*Djq(?cf-KnjtUyL@yJ;dhNwiV&e!AtuG1>Ft~UX|FMwC_^ySP*aJ^*qe=_TlYVzzk3C%;*T(^UaTP z3u#l#R>!+89wxqg%<5mkm0<Jm$fr{(b%$l;8^Dyv}Qxv&?Y-{!v70%6i z17nW{PW8%y<|XkSYKhuK;qy+v$i}>^oKE^rt2kaQ4nzar77*EO+2Z| z4&5u`cU@ZKUZOP3*T+Yqph|gdPRb%E@_|J$P#;5>AxB*dEFTL>AK#KkH_>m(^Fa(U z+BOkYGH8;6Scu?)z47q{#l)5n#e>etyOIpWlp2L`*teRLwv%s1^Yd8VrX5zkA{%8BGOg8EI6eoTo}5F zn>!jWWE@C7W?wHjJitpX#u~Dn7!*Rol#m|zfSh*qx9AwU$KWm@GH=S_k}B>-3vLOR zL${Qcmd0q5x@GdEOe#0Gu9U*C1B<=3e&It8CC;S>`D2#J**%y7$b3Mj2|y=_aKP{U zn$_<72JI0Yg~PUKyul123_1#-RW&x+n9J!Yu-acCQRW#UVK8{n?LF1Uan>Qt3=Kw@ z1bg(2xmmj)EFO~nL?=t*yPF*s8{2_ypNbmIxq~zL$Ok*4O>;=5BlEk#L>}?@VyiBx zIDR%1C*yF$Fr?G8BproQ5mM-eb~dXS;!q04tpf$qgGZ?%FjRx5oiTY)E;#jhV)q}= zLnWpxBFt(fcHAtW;mAlH-BLt+HxwH9IIGD$G`n6@7Si=?z5$tN@<|rqs;=29-g?$0PF|BYS+AyayQ<4Iu)yh-Adh@8B*G4;!$Y~A$VqS`0p zgvY|}-Md#d40;2nS}MC(!@ZQzO&{=^G@>-pmvhky*p@5_Z2LU*6!qK4BWrNvGNy$Xl#Lmr~n4Skt6%{pZ+r15VP4^k=yEa-6VI55(`Lq<6Xx#N_&}X8l zio&cw?uejAws@IPR#*#BoQU6T9_5p zBt+Z21_cun*-cZIHS=c_aiu0Gk{OhuG*ZsVL3`x?@$sWd-ii?ELNr`IKc#OZMj5II zp0~KQdPetg9gchqkja*MA)Iy@+5G-2|H^5kp0CjFGkpg35eG zL2CDhuVfC#D`sz$h-(6?>VxJU&dj9z&vht4$Yh}`;#C?f6^z^R>?n&ph8SQg%Y)?X zOG^L|`oepc5NCMd!g=UOw5m4UYsIQ3LXvPR?#Z`)Fvqf^tB1y*6pz6Qfz0pJLY{6< zt#R4z5#1M`zCoUeV1Ja~z_;Hy$kx!A^f?~BXJE z47gN1;6}#XD9`l|22miDkFF)udIvU+sH(51yPMl#zRR?(r~IhVY0fkD88m1H(4R2+ zaVp|Yjg){(=H`f(weAZob7du`^X`Nv&%wZCSihr7V0~9nV;8oP)+>$@*7(W^jVqJ{ zu8o70GuD_Xe7i%dAICh0%ER|$3=u7pq*<4JhBfIkB4a#z<1Ca1hl#EOvec-(M#0csW z+updX=$#VP67O5yBAJUC4ypSoBEXWZF0!XxQy&C*3_ZM3!56qBeuKtbP{F+m(#_=i zvuHAlfi}o9`O@GiC&CnJ_l%pyTGraq%1R|Kz4zgJHF&m0JZ$>7u|h0$k5^86F4CUx zoeqi30B5hCy%7jLRAMSJ-q{>uWWnsD$*qjj4*|m)^A6)2-&{Jaq*bV4XC@8T6H3xQ z<{64e{xt5a7|m$_W%A#xFdCPUP2RmzWC9?pK={huv1Q8s%M=xbWI@_M~|w09OKOs17kWMd@9jJV^v#a39e}^@{NLXIN0Ma-cvA#p)#kX38#j7`x9|oYqy|+>(nq3_q&#ql8=HQ^9GkHw7rOPs zrmMGK@E{93ASf_Uh{W#z;b&EjmS-R?u0RXGQ7eETp4uIW2CNh)i5uMd6hEXFe&uVX zYcK^OI1);l{Hn|MF)SiTF!lzasWSgSP$+7Ip46Cz7IHJ>mFpp|5*5S$7;@&-)oAF? z@ES2_#AM78f&d92-PhN( zHY@%Nwms3%#W`U@GYfoyQ!cO`Lz$2c_;$C7-Q|FHwm|jahDS{C!%))jtI^8zqt)F_ z?sx8Z!%XLiuF(tZW8yi5)N|Q_knb}P(n>6&?_&;~2jGht>&Ce%_^b&JN4eqFI+9-d za)7|a#1_+&6mL=j!7u)niOD9YJ%lnyC!mju`v~FK6bwOp(#KTO{A`hXJxMf3jp7Eu zro|vcsS|P+d;=U_gz2zc@)U^+jn`GeunCN2TALJ9 z7fJ++fW_nxVs%MO04h}T^XQhH0^;s{A4I#o9N>gId@U9s_J<=O0J^*l8G%Mq7>MH4 zGXag`^Btk(T6PP<n7v6~P=eF{ z3B^AA3zkbVJEWpzEr}5u@V`#Jf8t`L=P_DbRm24AOF+E>=z0N>mODT zA$6=J&L`sDvJylCn%eYU`Z(M=BFRl~o*;XpdpZk_1mB*;=&;PxM92IG%eGK;(82jf zM5JW!L0icV;9QiCl{QMpP9j$KC{5toh#5Tx!)s=?rPT)#qLr92AJhZfeWETcARq_8 zO`Em~6?XBWMT-*CQ>VYqJbk_NAON;bg*cjV(m}2Vq|u(&`nt8|eA5 z(PQaYD{G1XvRP)z00@9Q^GKXea&q##?p%WZ&;zvp5G_4^u_U|335FOn7SUs~?~dDj zum|9+@*J?d+Qp(J)HbVMYQD6<1rGw|czJnahu$?cX>0~_ZgQxB{T7EslPPS#_^`3X z$13km!B_RNF&*fu zz2i=c1en+E)y%et8+OqAq*1}Qu~t1*rN2OD<@M(|E=G#mv?FFh z32C9Sk*x{J$N+(kK|`|;1r>Ttzn~dR_r^4@n3GW^Tjl$$M0+Zoj^W*qZZSEt`Zeo8 zcEK*X2VcrJ+3YKUHQ?g&w@EX<02vxRcYRUw?2923vBlK>sVCx{7ladto7Yk zf%0g!!^p3=oopQb0>5`IQB>0>5Hv-Q!*JD;TqS57(@@r^B9cXlBOsBMh}m31tQGCh z={A6`mu?d!GY)GeR#uWY1?4pq9X=ooAkbV3T>TA(5&!}zFaFKl!}&@?dc?~G)h-#s zfF74afRx(}Sxyj$`eGq}L+c=X zHuG7V=_fd9s3#P|ra0tvjV&o#*CMyvpS z{T=i#kHHb*V37mHgLEL0vjkF{7ogK#G~B@hrk`ILak|VohY=Jwa0SXtB+NFq+1B1g zRsez3@ga%T0YQq){dAS0dO(HYOPhPeG3bx6X+%Jo&uR-1R;QVu^1XuV5I~SC)kd9ityCJ zRAZt@HE+KQsJ<9tXRy^|y@H%1=1&qMiGR)I)|?D2&5MOuXtWrf=Hibc=13G@V=2N= z(6y8FF<6L8VQD6=_vDLCPEI74hp+_r7vf+8KtOs?5_j&Knz)&Hzr!fmFEH3rAeET} zNa!j_fkhXm?yps(OKwLdoBz}*L-9clS?j#zHPX`Dj@z$E$O* zPC$%R`uJ=VLrIVwE}bOb9zv#!wqg6Q{m?pNd)dslMeRI;v~iMTPwXjR+fG4u2O~EDEb;xt`Zr(^aB#C4h%2UQV46V%f;yg< zQ%G7GN%bV=V91~qP*`CdYNeM^Jor!Kx)4$943`X`4trIZ z5{>&{*4oli5#I|V9o_f5EZpefPHKu*lBXi$pG-tTC#>HMHWYoY7v{F2nwnH%BS9M8 zg;fp$g7$m+5Mmx39c??1KZbC<8S*ak8RnyblwJZ0AxUGzVvNWN7r^CkKNmRKVbJ9P z_RS5!h}xI;>qR91ePRLp{fVh}`~Sg_OV-kV{rs<<KB>;F|_ z#wvk0oCmSCV*T-cuEZ8S|8rZdxtY%JpsfNpKxB6$y$X|y^*^`e&bck({g>D|>dyL* zyN4zoB7PzuAfVHXk((W^#39J5^lq)Mg>|-#PQZB^P(A*rHwjf4|x=~2Xzxl0g0qwWkefh4E zt6JuNVx$^6OT7W@EWza^gmZuoPWbQE!e5~4IPbO$0?;-1|IymXf_GoeeBheYeDVwa zfs!8%LIFrhF#Hgr36O|)?tJ10zCJY`dV85Eh!{)}w}-Qml1#Q`!qhkaqr`(=9S8|U z!D#QDwe9cYQp~=3$!(d>Nhwm_|LdnN%wxy8fb)(y|JU6?ZHkY$|F3`K!Rm!SY9Y@= zu2JGvlf}6{9}NUvg8am-GFW6TIq&O+7dN)^yqn75Ee{DlO~SX)k74sLzeU3UQ4qo@ zZl|Tq+hzZLWV*7YN-O{UyX(o{J-FrJI^1pn7zx{QyB{Rtm{I95!$Q(|;nY7LjoCfz zRz1Q2=O4GI=dM-J0d^oeu%Gm9ii%lH-9;Y{NVw+mzkMcel+?Ch}<(o0d-?9{lfEiRgk2mQ})~bS;j(37Oe{q%-$RN zNGHwmt7C`Nc$nNbKKGZP^U8;WdeS{bzaoeI|;Ec6bxZu0UadC^sZR?t&VQ z+0d}7)2x2AI8-+z`~aY6$6r?$OaLUq461S-B8$yKdjO-m=p5-baJD;UPq3pFb1tD^cF}`_}wOMxb=b+lk?JoJHfF&on|~7v<29| ztK+1ti<%??&O_Uai=Ze9nwb^m1`-}eDvL6`{h1cuQ?NKFdF9>l z+GqE7OiDhbG|monnni@7a0}uF4ipvlz(6k2cVMx=SlfXOyX(g6K9WgJ8Y?g_^MNNM zE}OE@2`5(+piLz#;V$RtT|77wj-CDcw1njBgLrq0wiZ=CKU8s_CGe%HjX~P@&qCYw zEc*Dd1O^t>0_S^eTYUKbtzbF&i{8fVu`ViR3NSaqbn?zu(!8=TIf7s*sKxSm`b0)xRlw7Tb^VMD*^q#gEmCkh?I2T^D`CwtiTQR6;M z3s2t51@}$j@+O*6#VQE^gj=hlbIo1kzemI#+}Q zXc_9jpoo!VV~v%)y*-I8AooLE^s^>~7BU)|oys2T+q413Z`IEeRHoJ(78EL5YVq%L zHFxNBNj0+d7G6#-uDXNeoV4Wb1$*U(#`HdM@VM)V<#k+9{XHhTM=PYb;;?$hAaD_i z0(P-z!-m_tX?WVOBU99mA3_6s59dFs+Hj_B!)!yABpzj7wDPLfcqNVuuY?Zf)l$@| zy%oOy?0x&s28(!oey^|#30>T-c}UkJ{1db5UGI}z#(a9JpI3_VUxPB1lEswF^6~B$ z1f<*qLV)E;B)yDh=i^~G@^=qA4NjfzTAL@#MaLlO`uA(aHGN*Q7q^UvjsO*f zSIx>wY&eHFl@VHxg|UD_ga9+nLHX4AoFI=jUU{Z-4v$>IPA+3nlit1VbCH-}%8;MuP0XzQ0$zX zs!@Y@#fOlWN`22GTf?$V(SDI{{05b-;~t$NxJVVS*sDjzyGN6&ym2OX1Yb|@(%DOzhjroaB{6m zmFByvd*VxtO?KUE;2*tB1N2QjmoKV!yr3XOS^#*75#!Zs;J!oJ1(1O;F*8^0(Crsl ziPW~S8bJA+7>66^9uOR}axYWV@otvFYS~ z*`RYjwaXgL+%5`gbAOuk9R2aUzz6_k5u`|Z`YIAn^3m19?oE^rfLh7@Ydk}w;fIp& ztMdB3`PUS4lS95EGQsxBV$YJPbY5H8svot7ve50t&z{tb+W>;n0Uf0HZ@ru~* z0`u8D#X?Z+B6}8&fYrc=U)!`hJ=tNduP+EdL^;YHXhR*Yd7(hEE|U1+>E-nr+F;^{ zm=A}*%MJ7ka$nLVSW7Ec{W(*m*~{b*YsG&v&7YOeBwMfVdD*yw%Ie-#pLmbwhYvq} zl9Upsu{=@3az$PIcUk%h?5eh`!Q1xCA(3aPvs?H+}>z{oXBc+P+=P+yMBVAP! z^P#ga?dunXa^I&o*`((6@oC4=*o(VvnF45JE1u z`M`=0u-1QH<#ol9`17O1XD>^4ttvCk_3`Eq&-n44Z}0d;KXEO!Yp%yet;?5=hcZ^K zq}{oQqTI~ABJNtt0sJv>G97@EL4Vo(;B1dn)O}hptb}1pjNz{o!6)PITf1ilxrx)Lud2>ft!{i08 z{W5!2owuEvJabm#UyJAFZd{dnpkc7+M*H1^#_{w^C0G1Cj)l%(G)HBnqi|#0R>>{g z;X_h8Ya6ksiBb=8^-VDN-XZZ)SlI+p!RSu}o4`}@Y6lD+LGgo3!dv(s*R5Z_5M4h4 zWx2=&LeTvCtl7_ltZ~K`(fJ2b>20yX?fpu@YaPZC+h1_)8Pd4=LUFDv;^(&>*X`CT z?3=zBo7}B4eR|$9Ow`?Ud!T;yB0~e#>#c)du65mDZ@$;8~+$J+izq3 zyyal0rvB~fye*PHezw1&pOi|Z*bZ&V?>SYrbn>HBh2}l)qk5s|I^Vjn|9bNwQIRZp z&^ob&Q1cV>P4WZ|LcIM26v;O5@flxnw>~Cz?dRs^N6LC}GdD4Z2(84;v4Aq%4G2QBmSOZEKash-G6ihPM$d8h!z``vD^GbqP{C8ay;|Z~QceA7Wf;-*u zeSZp44|zH&h3TXMJ=Dj_pAdb3wg{+3Cu%etPQ38yVs>L9kt`q(%CRX(+nY?o8RG@Z zB|&4|O{M>iUfm*SN8)<*BMov({w2(&_ml@KL*$Ci`I-kZOmZ z`lx+%%>a?VtFSc`58m!i+)W@ufU5JCA0k)dyuky`U@gFGL`&p|1nOM~w<>#qtxhBy zTfv_IG;OM#haK>gvzY|gm#w*TT)=;P$X?>b_naqkmw$G<$Q{qGP1f0cCU`LV&&~Op z(8%hxUng>li7brTj3*TVJrNAiG1sd%Gtm{SxtjKMGgGYD;PRaOH!U6YPQ(6jBPlWA^Li_#j4s^`cS*; zD;92l22Bh})gb^H6iix^&;s1U7S{(9D0+(n)d1*?6cW5RpaZ*etZeB1{CcVIb7Oxs zC`=btEmKl}WTA+-DZ1OCwBD_+LN?kG4dy{vOFQ zl>2R+R_3ySi@mmXLG>dBSFZ~EdWr%`-4L8|&KVHCktT*mauX^DEkrc&f+n0u$pS&m z^ROM4Ly)%$tzF{_$Yns%fz>?-7{SNKXHZ)v@EHD~JQHAVq-+m12VI2`xwMsF6EP|x zJ5}$>nCBOzY^u51W%sl?@5hGimI?hnE|V8eJ$ZyYXYTq3o&FJO!+nmb&TN%5i&d*v zPIGb1$FY*0Sg6taJ8LhigIn^-$Lwp899AscVX)3JMRf()_L@Q)rA<#9*n)jbx|8T_ z+S$|db_Ylxmg8ce5}e;eLFBIH;>yp;8-i$R@*&V z{87%_mZ^Qr4oBOzh%0@`CBGiKJw|x>?sWbu1?--MX8R7HfqJL=_9M@NFxwa#1-4z9 zVfpdu%jgijM3Kx=-)@v#$|W{-ZcWl|`(d2c48T6u1?B;%$FHtUY6ItV`CQ7QZN;Uf z2TU~Gbkr&z>6d_a|-BZ_WDZMP3P50M3 z6aDoHPxf5gmXNqHRKsG+Hnyz+!@z_>xPbNi0}6=>=s(!;eBCfdrjAd^o0U0FR3vt6 zlW&@fWQg{ZGL(ywx>K-#MC0M-aQg4&%fA%%t`XSTjW>CWbDmiH-f9 zrv(~sbpBFr{H6qn%KMwH4*%Fey7z8}v^_&SZ(TBXR-QklDxRnMo~!Jjqf7Lw|77sx zTh~0OPutOp@8BVS;apofzh&y#r3*ssWBebk!*^Kr1{ac15Dc#K?XINZ8K)*6|NGkF z-hLaGxRT56iFNaPpNN8?j>g&R!{+DcX2NV=w-yiX%n?J~HkD*iH+#;9uWxaq^;dX|6l5|#b!BZBYZ z$&(7bCjZ!nkftvsOszeE zTY`=a5mSE;Rqto>H>V56#4LXhK*mV>Qa0Xa$Lh+P7LYx2Kk2=Ru>fu5zrWtU_$?Rx zlm4>vRqls*^GA3G_pLEV=)dIcdVGIflIz~y?Az0jCi#msng$XK`a@WF_)E z=qMmFuL-@05PDtRc0rRjh#?DSo0OY{sX6sE1diJ+Q)TU4NP zcU40Jr*==!Eq9SA86mz!>-?PEs27%n<)=5PZi;f-_dXyr)QeysbF(w#Qd8t^knAb& zW9h+!5XFMe?-30TTd~u$nN23!*1O-XUnIaM6w*-U{IegIxBAkK|*-G~?0vq5#kUQ2eE=8+L z1BF7MAJ_>&L3&Kx3Sb6FcL|4E!ot6Gv28=8&2BSPx^G!zUmw&wi|*CaX7#H#ZTHDC z{QrK{d~V77WexNDf)586FV{Wau61d1zc?>k*kt)5^>p>pTVZxzTN!D32GyTi%mvr% zwBJPRXCNpE$q2&G1D>we)hDdJtKn`-;t|7lG&xre>g9BVJlPGTe3@;QGx~y&{k^+c=mQUJ!7*_4GeXi4ks0TU{!$4vsLC@&@g>&1OE!>Md_tvD*<_zU343;fy z5H-9*_FTH0U9;BJ6$_C)`Oo^;o_Ds+vw8U-J4Vf$m`}p(Hsxv=pkOYP7>@b+dp#BK&W}1o*}goveHJ*pPg_?(ZW>Cr!IGns$Z9?BV5`nba@M$*{aUR=UTncr$Vg^X`<0C6A0sJkfTpn+)Dk{#>G9y?dUGVapmR3ah|`R*3k(P9+&NQe<<&e3jxPG ze;&&<&0ia=w(LR`*RE?D8NcIq5a9#2D zlhu9hkUO?r@{Xc@SKJ|wlke+8n%>kcTM%X+bI+XNRm-4_g;7~Cllg;}yUxqensf*5 zS+Qt1cRCfd#1)l7z(?OvxRHa^2(1_80%o7v@$cQ@$J`@^ucp9b)qdsM`d|NZ{aPJw!1&L{_xK-HoemNYE_YxvZZrlid{4wE1jG5l)x13HkLWW>+up$Lk!~*SjssbEAEO zI2%ASF;6dV*l*C-Q&fEXBmda>8$IxM>)RhcOl-CnVE!!snEgRO^bT`wayE8)&iZbO z%DY9w`4G6=XI0%PR^x7289LN7p4)G<75sh6C`NVx(NUa4JS^L?G^ zt!x`{h$=4ovT*z5)V1h>wQcQ9hvr7j=d9mfYo8s>;zGjtt>P#g{qGUK-agrwbs_yz3XkE|g?9u0 zICXDJuk%6b8+G$--=AMLr2=B_D0*TyFF>+uNSQhk75efn$F-!z^~_#;+M@3rLleVq6Hnxyqt)(R(j~#m&lr8R%yPf-qsNQPj%&P} z*l;7l^N9N;x2+KQ#6yU^DK%NW=Y4qX<$%tV{4qV*A8o4(&Cb18zS~*qJ*?VMvo&)Q zGWIhgO(SDB=EkJj8#usE2CeT#snFf~W6%ML&`@co$>2sjESJRheSeI{>V`y9t$*Hn z(B#}XRu$AN)}nTy=~pSYm+$u=4kjBpC%>rO%EFhJZ0xxvgxSa6$oKl^6b*r8-dI=a9+1hbN_Iyf)@1s znA_vgPUzGiBs5rO0Gg+V#ph2Uspip%E{&K~LPp5_z8`Du_-*xc4n0MkKPF*4`YUke zxc!W5`W}1wSboJrKkI}-?DHy87`Qj{Q=CU?*Io#Y`TIcCXhRd0wO{M2PW!fKwm*&5 zOKty?ooO`rfVNvJtX%yrlTW*V-aGxY3jMUh_upL_8eg%)mD~5=%rA|?def}d__Z@X z59L^P-*+B=vsQH5pI-@|5JDS{**ZQImo6tm8l+~P_viNP=NnVzJPtJjAz8YS>cUNzRhr+=u^JQ-|0mnOboj}WF%Ik+*x^1c*Fg*mUNsPY}*$u znt!0d#`cVNMjE46kVTNzc+|Q4V3@B~nBfP`(%o8*0)=lCv&V>TtE=;I5kbVYED~iJ zA-&<-*m$3!qo^Z_a%#i(=Em<$cAvcQw6jzH(-lcX4<=-1Yg$=ZVSR_n+$ewu)>^e` zs#M%L8iJ`FVgqV5YeI-;3Z$;#utXE_Xie7#-I11UBiZ-2Bm>C8zPl7 zhYV#(2nop?GE_2VC{boftV)DLhGd?}T;^&;lX=RlBvX>igzvZ>t+m%)`~BWO-sk6! z{agF#e(w9a&+8nH<2cU?hgs3rXwVY-_;yJqZSS~n)*x2i!Sk1Q*e2EpnLtAm6@@Cs>|2 z^X<^T`XRlh>{X@fLDA#_UY-d_JZ?L?CtQg|tlxG$A?S1+AYcdd0e^<<*b> zSw36+R4XMhF|nr7WzM>AxRhlYgPQ9a8{^P^lLE2!{A}_3wKkXeS@G$2xEbz^bo36R z7OzgMd|4JJw8UF)+-~Jd$!K;8Y4 z9}TNTl`d&iACQe^?~G-1JQ{9UaQB!#%3Z%`4-bzt)~+%8wBs}tn64!q#lw+(?%S=I zG;^7<6HBd5o_u#iV=*NtaZ=Yk;mcJAAKj*oXmkGZJO*}}Z9JvPSUFRyoOSI9@sfIJ z>+svRZ)M+1xTn{0`&MNdg~Gn!RQ5z~w-bHg<)@lDvlhh{GX2l1DnE##d!O-O-PVnf zE8|jc|FrvI*hqgu8n;hzYVuS~1gswUa0mS5;cQ&6A(zd1D}-!{DO)vYU$9%7={65M zfXdq6my=%Bsu#_!8nz4qs>Z)&=vY|ArB zJ>w-Pp8%M=?Y<)G*J_a~&lwB_01o*|9jtNHZR?1>W9k{Iv&6ZK^R<-etBm~t8=3r8m z#mTz$uWeJ_X6_O2+d9A9@kjpUbv%r#HRf6d#@-q8;i+jk(t=kqHTwov` zq$T^v`*p#KZwwsgeaUg2n{fkL03#x{jbR`-56|TSIf?tD(MuU@;giKdwcwl#*bni%oF0`(GKUgVe{rP75eo-jRR_ymO}x0mF`Q& zC-5q0jmosR60o*9UmmGP6@K%|IqGko&-=yx>b)9$y}^$b4xP2W}TYl5_q=vCOcYnRV8CfxPp4kyW1 z&6z*|+0Odk!(nikJK;g-1n)7%+!KK%i5ON2eT%h7Ybd z{6?Rffn;h7()PTGt(+`IP#6#~#}KY!q6OLHzo z#j+dg>9cL=@XK2^C%}8FDH{ZeK3dMiZCAbE4)m@(v*VySCu0srGip-Zd?qO69-KUX z*y|;f2#tSadPmgBb>$D}rYUX>>#u?bw;%dwXIC(Hf#HsYY)$z7%IewYCU@>U@n!Vi zy5K2e3%)PPwXG9WL!#{a5ZMGXUCleY1d`S1j3ko?sPVtP2AYCG$!7K1=%0H%D{RN7 zSVI_CBP_YfYv2&dW#wpLPuHJNy;8}8FC$Z`9j!6gg7}sC&4_I~c(i;r8k%)wTx!}6 z_rH$vEA!0$j5GWFI5L|=ieBRhDE>i}Jt_)aQY6PoeU-utU&$IC7!befj&&AiWo*!i zU=JSth1JnN`JAt_VO%S2Z{ilAW@fDT_bHRTdny{jtW_=^VwOo9z z;=K_kxnIrokwu5vdqxs+-jWB}JD^oRG#>7zFXz>8;g+rW{twF1+hH^0BhL@B8oi%^f zHDso$V;$I$?#mg)ru86|{H9xI-yy~`GL$*Sg*VRWz9?6w!zo=$&FG-xAY*P>93G`V zL?<}p;gejSEYp%fmo;Vba$am)9~w$uUW!q;OK;mm{TV2OL^@L7BkjBNGxL^v%zBs0 zde@U6!1YF5`K$p#3@2ysTJl|a+L!=3XO^`^$uI0==_=&(W{Tb#R~4>OCOcO6>;2#N zt;&m(1eFYliE6C+g)a>FdW&dG?9V^f$t^$W>ua-AU)7kJy)cZUQp-w-ort>k7Vs5kH}2) z#O^!fwqYrIkg+sv2B}MtxYv?A9$ja{2T6Grbf07mGGQudjeLD4-p8;URdn2tD?;JS z&B!n{g_>M27|+b8L)#AJOiGy z&$Lez#TEa0U;Karb?*hoyCgf|ynoI|!{ta*DiYjgrz{0YwjqUZ>!}Z4*j1NNKAHWq z`r{xemj21%DaU4)@krfN)4CSVN}98BsNj1Q?+j`ce#HJiD!k;vJwtbPUgq1D4x8*-J6N$N;>Clr@c&zF?*cB7SJbJp&i zuci9Wm`%i|r5CYlH@L@##IM7>P|&FQs$6F}&FNmVQjcnJOV_n;zebmeri;kW zpwM-Yn=MwA_a&~M4WZ&dFfTXv6O5$R#@kfEFl7AqI0zm41B-vfpaUZT-!TEnenFK7 z*XFjnUU1ZDRMS&8&7^@~27KSdgm@0Uj8|J#n^nXvckM&^J3uA*T*K zgT!f3a<4pL7DLr6%R|PH_aY)L-9mi+*!zrZ+jNE7>3Sm1^$!J)*7!^9O%X{n=U2Gm zP!w!sD8Pj0(8fK-8}mAdkv&0SIM|%Oe5~KuGqK|A>B`QhpQE;CIT~gN;EqF_H)Ej2yoWIfh=gL6>0O)!y$WY~E2qkl(&5e>Helbr^h z?`&P{yI(B6DLy^uYi(~AE?I9hyK4u0msUVXEb&R_4Kuu?l^I;Ecw>UsrZxg?h)zvC zSRTwTC--pw)Vmo_*cwhwg?snyGa){-pk-|PKB)I+_38(%X8*%j`bSi1>M6f0oHS!rIAN;q~OkF2rSJys+HyGH|M;xmy4J_h7SnlI7@(C|}%8vnYrGxAN+f z)d@dPgsD?=-Ca1;NW(ijH`ffx4!`K4qNA*0&S%jFt#bBkD4XMt7d)wqxGL?vxotkq z6MZy;M`}`UmbWb`(>}j_wDaYLl(!1it#!{BR2PDLsfzZ5D|UECouKmP9b;$C<*;#O z?GxT3a3Ww4?Z)7>ztBtO%kjEYcZMtX*)w0My6@k)HtDf2GiRN9<*_fV<9Zhz!6x3l zeOryzqb0hT5fPt)%eZ!NqSwJI(Nhds6Hg})37 zw;S*ocNeIV;v!%~c_S0gv^gWiOH`Q}fW2ZG#}5MpZL4ZUZAuE6s~s=-8rHk6@PgaS zA4tvrGSc=@FBwmJ?1<^*v4QenLv!Je$)y!Vu3bGbJB?BIro69wz`t$p(v8$j1v6_N zWSTo8UU60J*VIpTjV1abRbHLwZz_oP9o&=}gQJ@K9-xaXBN!KTJ>9$YXK$E?HPXan zpHnuwPZyh?_tG5rX^yy^qRkukR$qUJ8rdna+fmpf;%YcqH`0|){H)^QHo=8G+bjY( z_z&wjh=sf_v%YdgLY=&EZgs2#iaC;fhS{X_vuzm{Za2OU+a)HOkMjRiL zfYYgXo;z!5J~}BUmsXIYm2%+2=QdwoNz>h^qEfsMcoK^oRm!>Z zh!5YIv*o~~6#ld~Ha_8(1!3^MGUw5#tpq_V`Z?WX6kd-O#xabXF{=m_%Lfvn4Q=|sa6ZhE#2B=q`Sdf(~9DMAmp1rRsbMypd!P#WU%_0Ub1@q zqg9L2Q~*9b*3RTUb8!jn5|u=zh{8f0H8nLo!MW}WgM)(_g_}vkdxr}(3wZbb{aAyx zC0bTwF%`CfWB~yI{Dxy%`!{Ls-z4kTbcro<0Kc#QlZkn}f1*q#=iJ8;6Ni$xji0wG zkZcA4E^EJ$PzyJuWa*2Ww8+pWTBpC|(>SMkOsM1M@RnG)D}++~}RuW*1!PE?JpKfDs280$Npzfaj4sU#vd;{#=naf+CGt;Idv`3$m-0n z(ps&fxL9C1|B~3pR5WskSJRx7$(+wB9*di&+4PSE8?u@eZm@D}7-b|7U2dS^9(d5d zolf`I^k{X0?*{h?Z_qeregK%=;qt(Z;Sc_8ClymdQ{vPsikkcu$ulfeRO|1zbk#pz zKS=yT$5zXH!w;VVU!&5qQpyw9V30KVkb~*orB}EC7>{a0yJ&o)Sun}ew``t9637#h z#mObP^R?hR7O9nsDJS@Lxby#~Z2vYx+htQ? zGQ-1L$)#NrJ`9ZYb*Y5yO|z)Wr@NuT@HK8%@9p#X4F}%VWeuDVr%-MixVVFovX*sGV}q5s=Yo9KZFXBp&B=}(F&kp5%Lz6t%;<L%nu%b_LF5GE$5{A9u8H zCkF-WUk@WBAMO~t!lO=C@>Jm73LQqzmKYESr{wU=`g+V@6aHF$xtqGQxcFfO8L{2q!*@HdG6Z`xLs&bJp?|gUO-(qEQ^=L(%BLy=Ss_}7LlD%%AJUZ;qJzz1e>tN)6=tw0FX!k#~Y ze{>eUv%$S7VR-MJjDhNyM;U)gd&HllFp37ReHrw3*>}7T_vF4lyfO}W_t-R2??g+r zq5JdZjPlYq)hjYhoy2p#KMqfPL;HJqC;;s&*)FNuWlP4jEQw@J4aaSodbS_k0&9K9e+tfJnhGp3 zEL@0!yuYxPJA>{Os`xiOBVtE+N*yn>9{F~ypqkyuI#msecXh~(57o!EL;`tY zDR{9IvqoHr1&K<%ySzM4~EFx2W&RW@jZ12(bWf_KDuaN!QQ1YJyyVKJ(6f@573 zcc0j?YAMUg3}U$iP5u2!^tW4$(e>TCc_1;~wl_0}t@y$Y1!>V|yLEO-*=}s}I}VGI zy+H*?@UFBKgop6Ip>RW09Dkzn~|pPXaX!%F#v(u++QoX4F8Lv!h~35s_rbcp`? zJ*Kzm*wrzX2g;RWcXEEzLjryHRyMK_*I{cxnuyPEgD;Nlq1|(t;HV-&$~kZ1 z@dlprui9uXU;_3Iaj!Nfn6uC&Qs*&chWk&c;L#tSSEEiyxhPm`CjlhsK}g6xSyN+U z#-5W_ynyLBIUAHI`sWAwtp~~_%lD?O40Y2NU>Yq+VZydDo05m&dj;(dUv6nT=xX53 zZJ2(>ApH!7tYM}d72cs;4??ME=6p8l?a5}Ig(8vFq)*w|Hqw^$XdKYuMU{n)hJFaa z123fdAQp%^L}C9$<$D;IVYtg#H;-MxYwpKhYxP?fry$idJzleaXPKUG;aUo(u=*J| zAMS_;>H?GI$0suo8u6aHugS;mlqT6RfQ%;D^cTCSr4L1ZosJXGozrkWA&V_0j0Kpk zx>)3aO+;q%2yCLt0uL6%{Wqkz-dvzRLYp_s8TQxVw?E4FHGU2s?$2PX?9}{i8-$m{ zvVSM3?u2M#_3euE-?kGdV*cg7{@2@iw;d#VEgaM&hwa`(}3YQ@K0uX9Q~ zKK@EP*&*Z6T*?f|E27ycC1dB+HsR^cbx91}w`H|ZyO^Rlj^>HuK!<%4Ib53YZn z3d>6#u(x}#hc@X-Eup3@KVb7xESACdfA}Z;T06N3IU)Bl;3xLEp9(+}jD0d<{dwI< zT(lVY1ooJ?=q~DIX)R$aAb|F!nW|pYNt$kBEAAp(7Pw^iB+vs_R-(9?@W~}mXR%m&?2B{r>3{fvCr^OJBK~!KT3cDOv{TC1{_WJC;l6m5 z*~-izh2%f1W@E*J7u>6#%xt1&;4OwR1N*JiUF9ug1n%%#G^41laihmY&65g$&;x7Z9;8{y5%V67aDkFyG-4 z7sx9fmYj3qjxLQY+OB1To?B}ICv&X25W5w({q5~iAS2pQZLYn2*GE#5O z`r#kmBQ}Bxs<^(5pOM=`E3+h;JqTP~u099Nr|~Ad`D44ODVFP#pHq&eR=OlnMX2fi z#!P!;*GuE7FzXbp5X;)aRW%znch6ri&1#D7*{Tyg)NxoNjn%kjt9NeVKON_#a_U-_ z7=R+W`YcASJ3Nkklx|8<{7o=hl!BD4`R+H${d{me><_3J)Unf{rbE@_E6UkR$>dFA`#i+~n$owHc_X=8f;zf?W}&GE=F$r9Skz$*>mmIl&?!SNyt4 zpGi=!#O(`e$xH?oR)0^Zh7g61rxNz=$rR%S;f!z|8sUU{CHN5{p z*}$qJyUgsp8ooAV33S9x_0>w8-buY;&>L?6Zr!LD>vH0+VaNJxHZ;3%PT=ib=rpJc zSi(>DOmw;}U4U50%&umBzHf9#%0PEw4;aHZkmU7!Oa{EPOK00RgqvI9DEQUNPH{EjX2NT zt0q`x;Q?)%?={Ct1P%SguT?12H#>%W*SVkg@x;-S)O&O-VGe~?xnhh>FM9Kpb6GPA zuQL%kAZ{M`GOh=wO}TJmqX8oLo-dg>7R24+K8=KD7JDCNj^3E*mn~2kyZj3814c7? zaYSi+^dkpYw=}?Og9}b%QClgINCYj`7JHFfam$ij3mCF z@)P~-Ca4)L>3#Uv>-dOKPW7$O@;9o5eP{TeFZ;_VHAm^_k}@h1e)e= zf7|GDlNA^A7WPjNpSKW~(_^=)$nTUrw0*TjC&Zs>5^GOzg=q2bw1RgA2SvN4^>6)Y zJdr*^B2)YNLFS*=msH3q{87{YdIue?o#yRBj2}H0qNLZUj;g1SW+fK9i)dDgW^d)^ zQbXR^#_vNG#B{+J^dVazxEhHrkl*yP{9GD(;Wj@}KaryUbuPzygJ?`tCLgc%^ag}Y zy{+&R_XQ4|^x4=<(A`5M!0fq8;->40lCH6YetF`I>}TExKA&z~)bpowFhN;U-skp> zH>pcW{}{#Px(5I6OkZk(%bTco_TaBsg}zu#v6^w8xK^H>7=1)$AAXMV2ldyULa3

%bwR=KGP?HJw zXo2!Mf>rMG>X?mOvNu-pfQsb8*=?vDmqq#B zvPWsIdnyznu53xv9t|l3+A{j_ZNT_xgDvSerr>3Ei6cZy=^QJ*|ZggT|00;Lp?n^7!?)fSLl6cV{B}d0q*%wo+ zW~ncX@dETe1j>P<&Yq~XeJ*-Kn4u<4%53cO>XhXG-s zHj`pP6jZ790szOyj<7#mwC`JE$e4L^eO0R5lDS$Y{|n_>`EL?!?k2y>I4t-&S$i){uht7M$_lhael&cAT7z)?)d;c9>rjof7{-x6f>fOEK=T&2y^AO% zXRaLC;unoUtW=f`GlT*Nyxok6{u~KuX^QCDZbaiVbZ&9Ww>nyR?OO(A&fCtX8pZRY zZtcmIwGm&xyLR2Rj_s>1;A<0nA4!Wmh_dY%NnA>H^V^OmB9wqeaI!BlQng-bB;SZ| z!*=#T#DmFro>Y9*U0Jd6P0x*wAI*l6w%{BY+5YcypFNk*(a|+OJ@+c0k!YveL6UWU z`O=H-uBbcluzPR;-BSJ}fdbO=wglozI-D^rnB&>Yc^tX=gPKm`)cuZah5-+>55@mfO=r}y1{ z_~Urq_C4gg2;4(d7x3H`lD?&=5MYi^j4SBTx;QvgvOOR2JAb z8zZ_QgT1Vo15e%=OX=|6~jcKm@xy z65PEhm#P4cKNr=AV{-f-ITansvoBYX;tP$ncvvG80hrzPQy-;OEI-1g1~&c}G; z6so?T=-qK{Z+3R}yUNPq{#gv*l=W-CTzfw0)ahPuSkwyBRZ? zPpB;gd?VD>9;GpUn23N6j!x^v{iPb#B_^YPK7zz6`7?lyqMC)3{Fp-n>pBa*T=Rl3 zi`7~=3;8Q5+&$ZZ4Y2gFei(&kg7H@xx@+j}{nFQ;`q{1Fjcy0A8l1f9*gb~xnv-y9 z@c@p0Yaj!h%UG|)V>&WevJ9;hd$jhKWf>}OTto>vvdmMI6!l1gvG7JE!}|=qqXC5M z1QNi_L)GwcM(2EAgo2d*-E$&SBu+x>K}7VkH%~%QkIIX{Cqc?T{cf0RtC^)`aepBs zu!Zw;GxnIDucoV;n%izKhvPv={|JUHC&Hicq(Qdep3BQxXdeR|sLUg`r$A;%K@`h> z^f>rzZUL$zSYKl{6Y^zz(&GADlT*!#MXPCrRTK1$)-SMwLY{i zDjUVVjol-y`@ZZqUs%=8R2%y1+Gm`I36OzOp)Xj04l4yDbPT^JvQU0fQX&7K_G@ju zxKiSiS06zaQ0$zsgo4|Q`eUVDkl8v}2ev1gD_ztvD~VgNP`>MiM%YX}+8gZ45mnuJ z&GBD24)R>UTI!Cf?h63;Zybk`n$q_YWZYoeT;qXQDVg3D8cm?bBr_{nz>VC#%gdy- z3)Mv;CkX57r8{zzIKIu%CMaQ0$?VL>h-S2L=jPO0Q|&C|(dbWFQt=jY+q_@$s4tN^99^o0Z6;5* z>8=$1{0s#A`DiF57t1%xC^P7`Z9PJ>4X|SeY3p%)LPcwqeu4aJ{u@o9+5nJ%+{B~~ zR;yDd9i!E`a!f$6O*L&|TJ7-{z7m@V!Dg}WQ9rk*6SYuw$PI2HaM?K$dKuSKeN>uF z@|a&vqtNfY-#Pj0gg?AaW8Th3dFJXF+vNe)koGo2lZ>x-o$SqB{B=dEqDKPZE=BS< zR6?K|#k5zd@h^zEQ)>XgVLi>ozSKdZy{JqEkToH&9vbvR7Azu5y&9#o^=VmB2U3-% zMu55GzTwWAvhCCFWv`-8B;1h}{8K2qe(Qb6#JbK8-FLQ*R%=-!sOB{OGXCp^iXdny z9@$@4@`x>y^1gg);nF+SC>21FpEhV&^IVQ}03Da=)t2KWs%07`0AKL7;J(xUC5|mI zfd0Dr`-L9jxZoNBTh@23T`W6Nvo6cxwu0HFmIr8yAQ?BMbIlsqbgUZ|*WpxF60%8j zG<~6a>h2qEt|XhTleF1rH`-}#!rkaj9^CR@P|IsKR9Uekftgf|!aOPAbfQUO2n*l6?Z?NsAy-l$sbl&m*6k}X`AIxA=f2OBEu&$=bhz=bLb>ZN~>`_vX7{g(iI6V1NY5Ty-jVph?ci+VUpgT|^NSHl<+&`0Ja zO)WD)4ty40MkzVY(>WfWl_3s6K(SxN`x~Rh|hEW)DMJxxVaNw&gqMcL#-j( z)WQ62e@H$R!~0zy5hl>xc+*q7EXcvEAkHU@(;=681ag84H5)r0@;P#H7`4zR?;)@} z@>Xro5|6(TB#>QHrO@Ki%_nOgzFVM#2nJHvZ6 zbo-!&4wgmyqpV*+T$cPXgmNOT90bgB)K>TAt9DmwD9lZvOorRyt7YCwwIX;$)d_Sh zKVNbw-|9eLZDdw=`*SUSG&bW(8#`Vg?P7;eBC%4p3XKuY*3Z;*X1}{yL!*doqTsXt zt*Wm2U%&vlF~(s}f7Zi%mZ!Ab*tjy5KW8T8Ioab3U%j(+YmhM{CfmGg;%BgOJR2B9A9s$ojO@2!WgVKS@|0`rRW($)HSd?7(FScM_$i`2x*9DLm|igX}E0* z+88gVUt5Ul=64~9Jd!9V#p_4*8Cda%zRSK;3<)<>QjaA#DpXHIRPDm{y03KgPFLhR z8eTbF0V1|^4OwunC7|(;bnV{&%|4NB-+Qebs@lS9`K6_P<<@>*?(#+j!SH! zu=5dtvAu%7Zi0nhmxSKwO7jI3-swtsJP99SV-lAT$z|e%vS&}5k`@YbxLi-`V-Zu@ZK2Gf~eOwG++RMjDy?>z> zd$v6hsJOXYNr;W?9kOL_Vapo*-m*N%s404t|DD1GsX7*cR%|z+4Rzz@Iv`HOClFBF z=FxCbydx0u53P5jNFbQNzuRJxJz)<_BoH6FpRL0TvW&1cY8?w;%vsuVti+!D5)7Ep31- zPhNn!C6@l)?nJ!SrNa7i+U3kKzXuSiBb;c31xD1l_oj2LqyA(kGYE*p%Cn~-BeC3i zG;W(uMORPWS0=~YS>e7R^05A!o)-E&RS6oR!X?HM6-BG|Gl;94GwMb7fP zXO2UGBZ|OX+qGSiv{ePICPfrG1zM5|DQ%>25{Vtr?T4=4Y*I6u8$00pOCBlLLMpJp z+gO={n=iDB*95Z~c4=T(SfIwB?&jSZ(j9{?Y7xToThNld>39!G17sX^B*C(8pI6A^ zc%-nbP4KW9TzcQ*DWWvJMKU;iT+N_nA|0wf6FGs8FKa!2#qeY(`g_I(-S+P!crnFd z9rdDbU$<`?6lqNy^whfgWcV`@f$|eIc{>F}ubM6UodoE&Lib7

I~;*V){TbmZ0u z3lYFNA69aZ^;}B4hwGj+Aoml%HqbgqAWx6NB3Ek&{m5csO?R8wU;4{CPTDW1a{$4| zXS63Q%AMcf4v`3ve@x>J%Vcgrw1i%1V$nf<9$?ibH9Zjm$4$0+RWTJ zmQC|~Eg73Yee*vm|4E|ftX$%n@D(DumNnVv213q8lwXkSBCP=J{N9*)=U%MDx>P)n z_?!F7wU~u9YYwT(RGuyoyv<`MT5v>i;OC{ip}v1A00XDIJoyiWaMu|+3cD%{8Ud5Y z5wPW^+vc`rJl*Bw3wWAH3MlTN_7T5_R1v?onpTes#W53xj2gdhnb>oPsa&hb-h1dJ zBQ=b<4&>r2Z}av7O}{J%Ui{Wl^!@%x(*m5h^k2OD4_6u_C{zWOzcSRkh`6M>^VH7! zD}wjJ;@Vuy@*woy1W)Yx!|1=IDqfG!YC}Ys<61@~DV&+HWyVMj02c1y-zG#dQHtY6 zF_T3Ud1kZ=lD>;(rGYw>V_(K-9{c~j$6wHq)xoW>6yAIVfC~zx9i2BfaYl(x96X^W zdl`-L3M3ZOt|1mYsWr<*J^q(Z@CSFSJgfR?iTp%Sx zy#%#jNBX0Op#RbCd8_GUNU0=L7wiR86R{%Uz2a;YE;;+vD(N8IWHC=*H2O`ze8Ag3 zqE3Riu?t}cpJUg17n*pw>lG5su7G0VJ2A2Ugo>=MPDiL&z->}9El|Yrv@p{$Eo#Rh zI9=00!t5i7LdYNR-6@a~^eCCupNH^F=q28zM?eiYnePtq0S(nZxiu`UU4~f$v26&_NE-0p} za(--YE9)fh)?B=OZ%fxo7%D!gmA9?ipd+aZ@zkng)qnr?cWW&gwJ&D==^ifu^XZIa z+V%$yl(Xq@nn;L`KY^oq>d-Tg4YS?J$=NU5F;#Ira5?2%ilyQ6ElLhMJRhlmIKi`brVGe+ls1xpqh6)=)~=`akIQv|Jn zy?XOwdKbAFN2dqU_F)vyM60zAB=J!g{8Iz}(8&F5xc^n9P*!0>!Zl_hMneezAry2F zBt!n&J)qi{4n@NzQ6GwYj7)WgC;N*++i18C-U+>kNZcIwb}X$H9x90PWV1h!p04Mp z-}?02P3PgedcBwf6O3~NkEk!Fe0qV9a2hUSO}4R-QxXPzz$szg14;l>y(vzYEkAy9tX0Y^dH}%%pe-XeP9Rk$B5#jLC zq=!pAhzzWFcZ#4(6nP7kSSE5ZKy#7Pj7>QcBV!e4vlO(r?b)$I692sxy*y*@_2!g` zwctCcrrgi24@d6b^j@te2-9=|CQ!AoSUIR_H9dh+@rpyL#TO9Mq~9x%%tWv#mw;5$ z4~6nFRnVl!zJ+S8?CIq9TGp4-w1+s+iH_jZ$@o1Z<_j@Zo*lUYsXziW?uk5I`vzz( z5pou;!srk@l}hP@sXdiA0W1qgL4f*8eERe>ui=NP&dw(tf?`u|6$x9Mg6_Q`9BYLM zs5@o33Vygz_texE|K?01McTyWuET$!*oDt+7mBPeQx;BUCb6WvfHFnZmBK8mteYc+ zro}A#^m0owjR&8S>q2b=ML>hbW@zY+6R9m!Gy8T49;EtPcb`4AUO#Sb{neRQibJFO zjKpRharE_w%})hLFO{9fL5gXCy7sa--C9jS;oi!XD>?2(vtPBb(Xn9*d~ee&3Yhlf zJ{IZvZZ6s7%v}A)E_Cu?0P*LngTTwC9_8)4#d3vu9}JH{OxnktL$*g17Iz2;YohlX zXgzbwDdf<5%-`|tIGaYgWHB5WM@2k*xL@;UzywZhOas=grmn7QB8}6lQoXl|IoCgX zpVk8j#JJRw5=K(3jIW1BF?}+ttFM>!dw5XCo=_rbX=%k*zRk@H zHC8&0^NvkS?BnE=_RBJF5h#DeD}#x)Te|Kn(!W$d+M6qPk84dbqw#`B{Yaw3lBsNP zsK%A7!BV+@g>!kw--CzVC9#ZE8-Zp~{~+HGO9hWrRF~47!#{$~@nxgc|L}w^!<$_q z!skZgnlbU2R1-Lnsjp*huwxV_8+lLXq3NVi#2NE?&;u;V%E}sbbTh+VmjclhoPldj zh2}@t)n3>>degzEcl=T9Msv2?95@2@hk^*Dm9}W}qLQ(Z>mnjjVk<8FlX22hL00Tt zaa8TwHEN%C?{K&qw`fB$hFFk1O5UuXBON!a!c$7xZPF{X~ z+LlZ(6X@n09j#RyK+}=BmR7Lt^-nZTJ;EJKGj5C6-<-NO+E=)K^VRt0!aq9A-eepf zXt#SSo=SFENg$ee{_5xHI8V`cyX;WV>@*5qgB6>%)3bz77m(-^Cdrt$9CBpJ4UlvO zQ&UsZ7)OYb{~z4t^H0|3U+xHB-_Zo=CgNR2s@krKjx+0DUVJ!d?5v0+XRdvbYjxKO zdzAX1a23<=(Ai7MO^4VJ*9sKisb@bKI^?tP-IVHa**fdrn;-?iioyi{buOr zc*wu4pED78AwJJ|@Hp*a)u}(x3_rzZg34{=M1pT3GRaFEmHmj2UNKJ`o0-|z8q!>5%`i(; z4$eE^)u+jKjQMS;NHkP1q^n_vk4PkDGCNnbWSa$owzKaZgA#PbDV{F9ovjtH@Jf}b~2NVMUk0Zg;9OTcH>*?bPC^h z*L2L!b_~4Utfwj?C?_Q*_U|hzc1$iToK2jFjEWjV2q3a04LiH%?e+r)FnGWO zk4_RL2+Y882#C*&%UFbr+#t9ahP za+3SM*cJgiZEVo(EL&7AmTYN?WL^X5uyH9k&}sYNH~gva_#UYjTrcZmDAbLS{IpNu zbA92XzeXwt@La(-K^$k;MdyFdlfzI46$y!#8l{-+Z-yzt_Vcq7WAFB*_2S4MOcl(V z`)WBST`4m1LBVC4zmA1PDhGx+oeSN!s3`G2{SNZZ7Csu#6h=T3iB7aoj2&50aodaA zv|A(z#6{m@nuJ!zB|#4+b(c~axi(BZN@jK6WVXEI&lf!a(QHi+?iad$XINPPN`RXn zjY19bIrA{oPbQI$Yz0j-A6P7;xtZ^2<=dvrO{dLky?*_=QFI=|<*GYo+d51zulMKm z#bV{c_32Mstpt?jUWUetp#DOWV@8o$v1m==T_?b++o6@lJTfA;h6G?;q^!mw?&rgW zw3Jl6-QRgNg=r5o(7WEgS($c&G}rym^n91ZoIP^}LSnQ-Cq(a-K>~lr=d(C4AO;Kr zhF+zxvfz{AMH~d9>g+ss?^Gkn;hbh{>l+%{e+W|aGk)4TC0;&TMCgq=3i&~ix5g%1z zLSbYjzZgYO;o*c+0UC#i9G)3f;#2Mm!H`LyRM|lXn2g=aS7YP9+ikpPeq&15z!lT# zf(J+Mnd&;{khLYgyk>n=*|XosPv<}{Q-Pmb)yF;;1&-27HNgd|K~(ML+NZSa=C?JH9Z6N=e7_rp^N$GLyA&7W(WpVrgD!HG`~3Mc$a z=%T-F3bV5UY*L6nNf>WeDu0`;P}~1nAO%F}x9E>lEfa zK|pFtlw&q>hxiw^&WfGJ<+Lsn*IeRA0wsiDh5EwflD!7(To?q)Bc z1my`iEF-;o7;xGr?>WDm7fk^vx|dWC;UV{qX2%!hPm7yLf6O%U!RhAlI8;_wa6Ei| zDqP5AuHfX!lcTNHl_rg;I@C;@j7`j)8`GQTKNBd;xS;-FO%$>ghh+K=27CT|^cI7_ zLPWpu#0cull35rKwgNAb<~NeQ@~wxCR-jx?k&#+~lR0Q`H=FRHo#MFS!Gu9TTzkK4 z;M%X&tm~*2$5PPj<@M>)emI-k2eD!Y4jj-*KmS^-4Cf-m-~{jgPj70 zsMgN@z^%bcKeOrTugT$kX<|6FXl!(}7h1MF)7Bq9o^IbUWhKb;S07a(?`BmkJJm|D zJY%n<#S(Eu#?696r$~*+xP6FxO!;gynIu(z*PJ9e{=UoL{3-IR$*dShOT=v~%e9FJ z#>iY0gZiWy$Es5LFnvqu(`o_$Q8@FTEKG*kxN#%qkkpD!v_=_)JEq-QY5Nb_C|Ife< z-jvHE7_`V`@`-vIf?;w^*iLrlY@z!6q0o3xe8k? zkw8L1dK>ER@?I_5lC*t?@i8nI<%}?Gk(I76g?sAi*z>Ug(v4@^TRXBynL%C}4wkgB zVMY%Xvvb|E8@G!}ixe1RT=PGb*DvWUNHUGc8`?f3A?qy z{ss^w8V1oAB6nzOPG_fD8PYAO)HJkJ4cS69&WYZ&()bOS0YUMB0*HSc?^+&N{<$OP}okAO9m0$U1 zc~|3xpd*|wdm1tMX`vwx1JxP_uO)+4nk6&(U^tl%L4Pom9G?`~-S*3gQ;h!=-R-S6 zw?50USp&)aX`mbh{gYX}f9%_{QqMy9P1c`pjK7pFJ6yKV2|#AULL%BHF$6Rn*tlnw$#q-;}1=;OlaJdy}wrB4h`opEqm_p||HjrkTF#2$2yZhbP%h!iwq( zXLsUBxSx~3kDpSYt0WUM>ICZ#e?f91yyq)A+08ic4aR#&@je39oEzRcuQdOwaz1%E z+x25O)wG6;Lm3?%O$)1SZcfCJ&G7{VXGwV_!sb&n(>By@yn;~%zeM_Z@AStiRW?1{ zuZ^i$&fSw$Pc^((6$;roM~i>T9QSnzM|+xUi$hyB@L!E!*3phjzt459JAIq_M(9ZGojt=`)PurgJe56^?Kj7 zZQ^ZhZFyFo+)jlaiD+n0mjxGG2at=vs@*u(wP)X>F9+vc&=O3`edsDsYNv_Urljn) zx-@)1*1qrUcBv4VaQV)$>AKJT#e1bb{dCb|W-NMCQ~VM!stL_9x6p&Hp}Z0K-yz0l zZ&yY~T`+j>ZFO5gw7xy+U7qhU_sV8_qyc1FK*js2ekp+_{|lt==-AU+E!d?&v=TPq zZ=1z?-Mg9>xtg)~RHjh}Cfn5w#ZL%FW)$rX(>x2QeT3)(qt zfgput*nJJwW}9?1cDRWlhl6xRBW8D~h}h2#{7>=cr59@>ccez|{xBsXbIW46K4y=EvB2JEq`^_x?Z9-a8)4{*52LL@2W)A}b`x zDA}7*$|!`$N|8V4v>_& zMuP}1$hg~qI*?CyLpAAV3J!1YjldfR5vS zBa&jZg8~V#1n(POAVIvL3PA&qkzQGl-VvGATz{U&JR(CY>utLUXV0j* zWC1qBW1_H^0`IeGumH;;PzU81<|y1OU}^0n!w&IcA|P$xB7|pF z%D;Y5!&^#I=%`AsIrT60!XKC5x*9-kR`5{=;6G*iaan|2jbk!dM`&SnyJLvg@j+Pvk_wTz>dtd;<6sm$!9;TC!NS(h5>`zFX0109Qeq#qv8xaL|R6IgR zl`bH(A;bm{g-^pd_};dYkJ1pfQjiZ=vzjLpa$a665C;Z!*ULX6-8+|IdJ#f+)!oT{ zu@4N!%7Xo^BB>b!2R)u3I5NU*zpl4EsAYbG4;3*w?>_N>sR!ootAO*-5;I3QL52^4 z$z@DgSC(53Nt+Oy;CkNb-({0v-3&s-1l_E*Xg!$YqFMqi^LkCrPiyf_1Nn`wc?VmeSS zH2tNX{bVc~JLKSaQ*AvZ_~+KA;e;Ru<)h!KdTF@v%hnHH9UJrA-=dK>fba(GPSiid ziC+d{xCK<#pg9HI<^KJYBT|g4>m>SS6ce86c z#wWL~fyo8IZgEqLYrX%f?say&883`5XQq2z;Z7dl${y6J{7$$o!nbe-+T?mDQ+#^D zL!IfA`A^Ka?7**Qei=aox6g|qXdr|zyIkzK;zwZ4Fy%W(f^e8XgtaAgz?QWpB5U#W zaqMsjnY+KdU)gz)vW8Ta|~B?uM=lhTX!MX)Gd?k448MkYoEBj6t=7|aZiBQR z{5d43sk>fwoXHH- z19K13TW@O8BrY`rAt>;}cJ*79H+ofF3i}Uk4802gqhjxV|M`*D?+3Mm^jTn_%jUa2 zTWqac9o$JT1=Z>dB-ePQfjzfFV>E@JgO1T9wn#2_WI9s8gQ!qlJ$Si68xK{7OZJ$j%WtTYsK;?3rU_WdU)Ua}=ZLAFsbpnI-k zD=pBaR9vWd$1XPmp3Y^t$+NPU>Ap##YpLVx6{9Ivav7e$(+T7;dY2LK?@=Fyq~+fv z9}|qM1b;pN%Lx@v1#uY)HpOSqP{y5#f`y%nOL2Z)pzD-qr^dfCc|5F$x={#v(6y$K z@gdxKq7a}_x0-`v_L}#>_plqB385TCpu6iFlPY|6zuo~w}A-A+%0 zf6{wS*q5yNr8gbgnt6_$C-n!;d@s9)C?-7~>L*aU3%u(B9dEK-4OggDk+ZA!3Bq58 zxN#(f_St>_vQ>H6@4?;jtYbWM>r+!w?mIYac5_jG&C5%HP+)yHH(A$H9G@28<=(Gf zR0QVU0O!C%h7U0Vu*?Hf{DEZ(w z_klD}{OdXmk1bE7B*!T0>c%4e4#dz<(wF#{G{IfZG;KO0ajf}#0d5W`W!Q(nyilnR zNsxFu3CwM>{WaYEawVF5{tE-pTtR~Sq4QwC@xvL(CDgoDg+vl(*SmGqZ{GA3KiD!r zdai_^i;9HzCv*?6bj6UrM%Kvr_e(bHgl!B&Jpvx!2ME%%_AC@L0ihwW)C1)C7mp$H ze*+ZpO8*)bB;^I30 zi8NYU#2hR_n;Z2~qid0CdA&LCL-CXVxdlZ`h^2!i&LF{u;$gtQJcZV{ z#@C|DXk_cLgDW%plx{RM=Vo{>`Vjq`1LNg*Q~OvBdpTv zSk--meM+PSEpguR!EmrTWQjRrBhv%w|Du38!>$|KOQfjLCnbx#$t!(Q;Qo|tmM%^M z@4y`;rEa8-8JGAZl zpjH>91xkeiR&r7!r8p&@|z{ zyAJRO;X&d7dL=@ava&=niM@N`vCWG;bwzRHX8#U$M%ENCVjpiIU6@7J(a|wgx;dm` zXP1|nme$$Uc0mrubpHPfD5}O2s?z}i2cXku-J@zyLbM;){Pp`3)I}p?U~Au}$RA)s z4dRdh*kZtpc}#heiQj{e+yMkg9>Kv>b#-;kR+M1#D77Ovg@A|cOm)&9T1I57gUNEPs72>eSNNbw-%3gjqjj=%zQGB->Zo4i3W zMu4&%S$6yiEljf?$wzz!T-Uo~R%~-HY_`8b;pAo>f@dP==5q(CTZ!G?W)?ZXGc{-J z6qRB27iSa0b=qJTK2T9ffJA{D#2&$=SN}M9k2eZgQE~^x& zEbs2_))lgcwC^l}>e|`erKF%>mg~zmj|P7F1Zc1xIPJ1 zj?z9TP)4Y2h1leRxbjmOU80Eby|1@q1in}xf8b*7@gW$|nJG^pmAmFB3J5C!Q3=qW z4#RE*2sJPC-%EC$iubn#2q!x)uZnEKa@1J)cB3W!Y#TCcl-{ujGgAUU8is&nWQX9b zEX~YHp3iZEid<`tJy3{Cx?Gb%d`>P|3=nJ={ z%w)HkF?&k;y|Md|kaq;k+b38TXhtfok$hMSKylubfEoC!*8wsW=x|Q52YA_bs_X0@ zs0ytWkD22Dw=KE`*_;2)LZJv*U=1)!WEjNv*#9F?-m2{|NSWS_XbaeU2OSIo-thYuf+dtL`r5a6%Xfl6jE_L+(&IbNfZ z(mlw40{Z$LwE?NZTVzlcw_Bo40sTw4eb5c$?_h`J+e1S~HaTI(r4a=9SBr z;(BxsKp)wPP>=?ni!b3xR{yVr;SWjv&FIvd=NUb*f$dg;kdZAW&#xT6E%g(U(g;1_ z1kyAD$+Mt%TB*J5K9z4rm$yPQ_Ppm4cjkM)+$xiFIE*yt-HC*q|Mu-$=bhPWVm%dV$0>rLF zkdO`o*8ViKw7@~Yn%0?0rR!=fZ<_yiYoSPno(rzTBrXUR2BPU}m34uhW2?ER*B#$# z1FYZ`82KTrFlV0DXTBC*tGK}kWO{#K+?9jF;Xf%0K5P~opv zEzEbXt%IU_ZvGN_;K7q6Kf|uBoL$GCRfWHSU^thTU z!L6G(6cr=cw-))Kl-SiZm3L%|)&4btMFPL}F*6qGhPuchK7R;6Lls&;h;;1^lp&or zYxNxhGNsm22*D=O7Hb@mdcxOLkQsj*e@pk=vyqOfFK8{#Ra_pu?>VE z2R;;?Bm&GI#9Y*XZlf|C@cdh=`en-dLXcx%Vn$eJA7U!w&WGL zo+9iYk!k^ZW|@;vKiLHwg*-(#s927Y^utC>kR?UBtr=2aEg+P|`M-Sx3f2EaHdpx` z);EC#g%qCbTR>SHl*#7h@MwXT!)|&QH$i!gB}JV=YDwToZTbB<$il3bTl_)H0*uGT zf=Jn~odwJm$B7dx`aZ$gn^vA?_fv4yt%EdYr_g=7W!mP(<{tTKruWk}2Zss-%sYqr z)J*-A(*T4xD?M`z5AO_{%LyNAPx5QGn-+sCtK=A;#Ed^Fi3zH8`e2i}Tq@4yHD1)T zyW`3#r_3>u=bgmowqu*55RG2}0J-@$Elu+ST2(5q1(udd@>~mz9Rm6Pv_NO0(`)8;?PtFyhT=c3Lm#Y7zaNr+a0k9^5=28O zOAT&cErW+^iOE}d7>k_wn{HBc(kb>!e=J|~^UTiYxt0i(*O;q>gbL3874yh_PEwKP z?cF=im3beq!}Td*FuGA63Pq^lp#Mvq6Yc=N3|Q`aaYmx`Sy+Mk;>g==Q>TqVCH5h8 z8!DfJ!S-)^5icHz=17zl*_$L?W`*n7pQ%zyVZSM-+}>A~98u1x+04A!oqNGjDWKo} zw&L$E%r4g3S8;{(9ZBo#rGnuhVT^vKumcW3pS?&Eu+sI*T=bd;9mds?;zuH%gA{cK zvv>VPUoOIL+QR%Q?~uFOKKuJCnklzgq*+em#G%oMarONyTDCt*_xl)8H}CAcU3#A; zjI<++rHQ&Tnwy?Cc+79(Xf4kE;6c^|W}bu3=8wE#Lqrb7&BDUsSlWFVSOq78A8Lk; zy0t`$mY>kqHODq&Y_5Hqi@J8RSO z(flNyKo-__F8*C_ZgFrqmqv4XL3ggj?hs9Z!d8+*6}bP#QSD-fT)*^fd4Kx7elihqVMeq*9`*|??1B8U z8!O=j-OE#6cCJNVvTMvm5--{eMU)}CtA^}n?%_P~S0BywI%R;goK*FOLL;i&EUfQ? zTjJA_mC>_?rKN%D5`D_1R6fkRwiB;wNyojc-KP8MxCoJf_0d;j|I5;;E{8MFTA;r> zRCucG+L%@l+UH?Gspl;!A1=aZ2g=Sub6L%klR@+K6Sc%o$A6!DN=KOo<&}zRjUoAiQniV!V-2WX8=rxCl4b6gB!OtS$47|ZMvYSj|jj^T3 zyFV~II?*Zba?>8WUKtK)PKR;2wmRFN3F{~{FIZC*7bs&uzEb-*qyamPK}%uc>`U(f)Y6SRtI{4_8wQj-LC1m>D^PA*v4# z-lyXDJbQ?IQF768;759a43*EI@2<%}{w+fqDy6w*kiIHG?t!9A)h&g0tngi!g(D>u% z(wC8J-qB@_=rUP3yNw~gkD{U;oF2L*Z}&dI`;OZ#{A9i5&qe6%{Dfb{7r9SI8TH}e z&0}!MuQ^7Trkmx08qMa_@0irvG7gR+{oxW-rY4v7i@UFOn96b-*rqoD;yzr&YjZ;f2?bFMh9#XwKC zvobGDek=>>Q|qO>-HXV5w|7GV&YTJFDs*e+qWfmshT;-}P;T!2E*rA%8jpl+3V1b? z;*Lei1U^ya>3F|z35}|L66t?8A|qu~eIJHroNpf<)t*^(I>y-u7goD=H+CV_x__KS zaC-?fR)eIXkZ3sR;ju;=8Xa!T4*t1be1`V~ri&^LOoRJrsJm(ZjWLX36LA8n(&xv^0}kI(;oLGfSZC8h73((*%fzXmnYiC7J^ z&_8;que81#J8z6mjR8@&iZV?` z?n0hY{HzcoD+W+s(K=S?$d zAIFDHzw`X1e)U~(y0+2mSEwpgTtekzjgHO_1EhR@by;wKw%)IpBj);e-IH5>PN_Nb zX#Kk?4z)_k#HAim25~L%<1%6p^yVg3xk@b=eA=RZL7HBxu!ahc+Rq^Acv`I~(*PB(LP-Cnh+OuAK1#}@az4MV=8@VPXGgh+pxIeUliuXNuvvnh}3ADnr| ziG#Y6-$xDR$mD{xlCeItSQsxB6^GT6$`_8dG~dt=q3hZsCjy_dXC*(U>(MrBb5HT3 zoP$W2JZDO_3>?R(cvg-HZe0GkOZaD)z=@$kJ?1a-f~k0NS-}<82wT=O^Ipfvsw|cK zxg|)e6;r;&bQ@I_Iq|GWPw|~xDX7@n9W4tTq2-p!db_+cuKcCwNgK+2d4&zO=4^?Q z$(_^T=f&bqq#@J9!pC+bhW*$FPB0wc4tbn@U;YS0$N@Wblc%C~bV;d8+vuXE{s5J_)ZuK7^ z14I9La=6~A4!$C3_L7%4Gu>jtu2Ua8q_$%^Z*RCtKz@0)|yDKAZGGzNdBqB^)tt%&4!QQ!CeT5yK4Bvvc39_m|L;KhX$!(Ld$F z{IAtm>VZ zr^BK`Jh6U-oWhX?nbxDk@!5>^nc(ge^W>TPN-in5CqLBzWC~`d#r*sy^H%kK%H>R$ z4ih&QOJq1<_$>VvPO`a`>(}b;T$&pqOdim%+cvT!(GO`#Cv!m7y;WS;VXnej#>J|xRk0Ckx0$~?I{NntiNxK- zZ6!4hu7#cLENcd3;j2I6)kOoFdr@%8;d;qcilU7dm26dAL8Fn2($6o4&55m*Z96S( z3B>I(3Lf;YOV|(9E(I-0VGQ&JsM0d;)_W3pkdVbt($k*xW0dal++nz7F3WP7>GVq! z#3H5d+^L`A3hqy2?vA+ndKV4ABw{~qnpK}2_Q!A!l`FTu3CCUN@&jF zX%%-D1Auv9Q9E<7m48$o2T0U8Elb_WIq@YI;GI_r(TkDykz9!~k* z1h*3)K_2EjJ}$A-8dSKy(NCfM9vR{fRXlPyW8zLZ3phUd$zZTdKUC0u`q*xsNd15! zKf`mcF<6YaXw3^Fe%_f_#BtZ{$5J?V^`ECp@5Cr3x?rI$w2l%$%ONlWMFMD%8F@vPfBE}wOrX0zI8o^cS(V+Rxc$Z;nC1DpE2!y^NcJS%%LK{-aWXUx1U_6-J!f880)$*SJjw(4c( z8HtctEO*B#+2#;jpxJ5=sMg2|XZTWvLx`+U2>PNSHB(baXefm?HX5;!e!=tJ)#EZB zj}g-8J##{h{`IBb9i>0CuP^K~80)vmAVE;f@7G;>AYwa%-#kd}ZeMy!W?I~FGb>x4 z$#nt4Xew!zUa;U>;6bz>bVACP)g#3@ow?cfYr~TB!9LHV#HeX=MKDEmuEznP_zuB& z`?GU{)=LKl+$7DczDwU9#NVw>5%7P?HcXw=@3=x!_$Q;s8ar7bnx1O3vKoa}Ox$H# z7gi^mjSlv<&3dwNJfDFl?hdKpi6)W7C&2ETu3h|oZqBSpbXDG>c%FX;h{4Y%-i4P{ zcBP!CW_y>U_gNh^TE%l*M%F$wy!SE8OwTv|jRWuGYFxbrR;D*CF2oJ{d>{u|SY^sj zEajC~2ZyEx=1mVSmAJb*o_{vd7A13xa@S+;k>mN#7v3zbWMsRsKH9#3wm(@fjINw? zCn*=B(5w(LY~aPa89uQue@Vv>|+M;EhT zMDtpv+iux8laU$uyjA0Mq33uFi9;_cJZ?kF5z~uCeERf>X7d}I(nt{pu243mKfov- zXEWJ^8nElue&n&g{>b_VWy#J=+HOJ6jSFUdUsGzX@?N_}Eoh~eAQ6NtSZC@5&!vOV zrDY<-Dv4AUKVB__kM-wZHm+!zQ;+)5T72%_fMU%7x6MHm)TxQ>dK03C_ZJ+TAmJCm zYeY&!#r5R(_m`-KD8AQeS!G2v*2(gb%B&SwX>0wUgh1R0=e^iDFG9N$j4X*^4w8lB zfr8zDti;ZFly({kb4NF=Wl1F@S0d`@&`W@(f`i)6#J z6k*C$i}TN*LpDsEBW90D`ED-E)s1jQIg`n~g4^cObvkWbC3k8kFpTEwW+5{zI80Gt z(sG!(Gb9qxzvE+BqjcycFJ1CJ)=a1RrL7HO5z42v{jhIglF+9>tq)b$sI|r6^1gM- z`tJ0H?Vra0uXYufBT$gw*#dmL(_BvN&xVHa^e;^&9X-g7>x&2}MQ23H)KbDjJ2}>g z89&@yZb`}cdv-d!zDDy%ySs~{&Ye5gnc3XXfTy>)Fc=`*l>4-PtBR^D8?z7W&`ros zoRqglsk7b3jV#5RwLXxRlkH^VW5u}M2|3;9@wx-Fm#>lzu?mmtp3wjdK`~hdD5i7x z{-|TOVhAGr%nw(x!x7vJz$jYy)pvUGLlcV10+bYAWXcCu%ggiUe{rKY?Q1RjRtx zjF=x&TPt8G3LM>~qw7Y(J!QA)*J@HDp15uUn@c zSjZ&}4Y$Y~yR{v1Y^RlzK;+sgcx-Y@)X7=6$&+%%1 z%x4!={Br^yuF|N&+lLQMnJ~`N_bDk6g3#`c zDK~U-vdwHp!E^YjDaS_3GTO^7Xk0CJJ?XcDM=p+=AWi@~Rohv>De`cqDVw&!_mTha zd-?3los%^AmdKhvD9=1ptgTJL#2WOH)J{xqM2AscXrI?NF5I|q3I$n5=!zg`b|`Az z9foXEo^r5zitO;44buupYZ}h&mp#@H5|OW58vTMu)eq-qJzMgWs!iUaFY^3nyc!$r z$GN9=GJ06amhyxVb^P(w1$>w}cG3;X>R;-h797u>oTZTz%oO#sDudPJ?1E+AR5B2< zn^Dc8!@8Ik&Y1bH6Y1@{Y6vj!U-9}q_%ieIC^7R_y`e$mjPSL!55G`Cj_ivTocPBl z{W3}BY8d4jfy3f;dioWVvWg0Y)*F}!mOO%|iP;n0DIYn z3v)vqYpI5yZ@hHq_D+{-@i5boTscWGm&M1Kb-eX zr<{YsY^MT0rnpqw&@N6H!vgQb_-0LR_w1Jpvr3eQkzVb z4dyrdU*@ri5gxKsbcw7>%M#VsiR*O_L!Q_tD&K9PDWd4&&L+=iql(W6xa$JA6dZAM^I2imBK7RqEApPn4C- zv`z2_3Ul=N(1zE|B#@bbT^XoN)+cs&1b-)AVtBvL=|kRCuD!bf1}Tou{aEk7k7>gf z*-s$Jf@JK=h5WA1BoOvIT;>3ZfU26COrA>%2B1w=H>L;m=O%a#I9g1ftacm?Z!2f^ z#mr%(3GLTgjQjq8&xf49Tx)kjM$zkpt~Ya&Z-=6SZtT(Bt1}5q{-2ik(|wKAi&vZp zhdfShPyp-w|8G|~MZ13Z*j@S)+T+%5T$j+F*UHW!EF$xJ**;R3_PBqJ!w(`x zcMYYUaN5q$cu`L_iEj1v;EX-Bn^zkBTtD)4u`?rPlivSZxnE;FqY&kDGJh3IuXvT; zE7sAk^nK1=`A1OnSLkZOk}~Z!9Wd7kU`vWd9)PwkLYUmGFHz-VM_s@yTo+ zlIos%Cf?+ScaBzq1mu#VZ}G^>w5l`c@V(_0fuRyRvUGRc%q_OHSdGQyllbPx858oI zyGrT22#xm6T-4RVG>3vHgTbRW%=%AitPyDJ@yzuq!%=C2n7lNh{)lyOScfPdlCuqA znbxxx`>WgmLzDUTj$PCR|evxph_X(K}(Z_5yNRz{Pr)k`KoUEOBU zx2bfbCyj}QWY=NNb;(}o(ecH7l1yh#`O$l$L9yN>M59qopd|)_XyL?ThmnLP7vFLr zWP(`!#=J|=iFTgzc306xd`?H_RakPMn4Xw8-g~2CJ&sGQ>?B=rRb~Ls?CVjZ4^bx! zxP5sSd^!|^H}xYf#CKoX+AYwlV+Oa$=FErnSe|jTW^KLb-m#4jRx0!B=~1}2fh42; z9{cAvEXW{}TuxAX;9^$Hi=j~4=kPgQwtSi;xx$M;?+3@yw_S?UH{hHgTYfjk>0yMQ z{)!O?-p(S1`4uE&n(UccFtn`*#VVsm-W_$Te9L1!4;YTE_M1yP+B`c%OI3|l-@h^4etVdq zM(3wLb9mO8KNa5+lEIG~NYu^)q29J@wAKTzj;rCLXs7Bba`(a!9coOXcL67dw=Y?R z*Kl>d5+fg-Gu?5cp>xXHln3iJ8s+5tS3Jd>cqRy}evysoVx1@;?aG~%s=xn%jP>~F z-GeV4XWs{iO4y2PY%zXVN#J=P{Ucw!^z5-?jL}AOyRgW| z_ZjpsnXpSV4b3y*S$9miN_XuZ;e|7k-6d|${BKG{eaM~ZPsP%l%&+`_@v^|JI$^2ME+uNmS+aZSO(}8U zc7c`G#&jFG;ODt_{W7#gLk4<3>J`+FUP1+ViB2XlQ3gBf&WVI_@+!jFKmN4FjPkMf zPTfHLq(R{ZdE2d;&}B_!ugXyC5AMnMpSrxEph$w_bF!|EXXb+AI_Y2OM70?ZRoR+i z$ez~T+FOjXu^1G0pg7Da=20H+*Pl+vo+8VB`f$FVOiTz5d_e)0#IcmSmW2mnRx8E& zr}qAY%@nvST4s;y7p^H;jXUuLZO1sAZ+J79)=qjs$z_} zqwk~e&SI&zgjkk=JoT9&qH6ym?G)tzc8&5bMS!2v?Ad*$ueuzZsZP61rTTl})yyup z+dDhs4F;9BEC+G-FG9fY;kmhfm#Jx{A~KU5XSJpm5|2=9ZVZb1_szDUhI_aSXL65B zen+-?Hkd`P((Cx%N_hD=*xygUC*6atKfi&RM#=UeB4B=3W)fs*4O?eF=b!5%6k>i{ z@8Cfb!}~n0`)5mrUUxFVV!4Y-PtyD4kWI6|0EbI;bxdZt`lmqDlNvt=vKcw};WAQZ z%DDL#xth}$mDTvS(LOCNYB1*hmHJXJqXoPlOCIC4mfmu#459w+uP8__`kgX@oIG=q z^c^B0l1l@WNud#IB#y@T4doK@>~Hx96)`8y+udL7zHWQx^CUJlTyL1AfNQ-WH+zE;OfQIkj8McG zgj)s7k4-Wy8vGQyVivl2KjPEqR93gJPVLj6(+UfcZ6g$q`(?YN>V|q8$&(B;F!obd zgsn9-)Rd`{L>tA96>YpU-~G**Z6oG7mPqcZAw&>UNCV>aK>PmeXWvJ@s&+|Au}xo% z+ffn1cBvl`3ENkktE{nn^2(l@U@v>W`s&6*Z@nsYy@BvJ(_usQ93A`gW1p6W#zvnk zeBq5V5Qx|`b(}jn)k7)!VQA0JZ9`3C`I@LT?zx`Z#(|D9tH~! z_)*>jWQt~2kp-P;$|Nw?jm?Qqm;%k&J%mrkP!v*zVfnB$*b|OP-ltY;eBs~ZZGd6E z678THp*i|})|4)*olQxFXW8W1W&aZ~g(tg8NF{pDY1yxJ%aH%>U98NXXfa1!iKO%* z(%rjjR{YLpWPZ4+PJ&RN8}-PMd+*@94GkG@1yE5NOJ4Jd{FG{-jkkn1ND)Z-9f2~$tqK3i(RZ2~^aZin-(>nZpF>KcP#Zn_@%JNqJ& zRg>;+Q_CXuFBVI*_KSEI34`#CBqNJfc=acLP|?|JS%1t$(AD>;e95ak4YY>O9Mk^Q z-(t7mv{ck^{u0NF5V7F445!&+J?dvPm!u*TKNT|C$_IC(4%qjbi>|BEaS=aI*3kF~ znSJklsee_`MoF`e+&mzR;)e#ezLXGT7vLxuk7-JI_x zhF+S`bm+6&uDAhAVgk3H;)$(K;yREEX(~lzPgZ{^`@qfMuEg!xV-aoyX8VLmL!{h8 z$GG?LnhqX5HhJ5j2f;{yWnGnzy8cow^x{>=B|RuuG8vcz31dLtDt0uDrx>81IZNuVr!n9Dl-w7poL z#xK$1Mb$?>%l;gWHwV&FUM&ufzJzsOk=4dqbtmD_fmQW;>XKi13q!a%$M-~MU92DM z2iw`2Z|!nkpEDiu6p|pzs@0+4B1JWn zGyK_ObDcj&{rvI%3_H6Iq{!&2M>?Xbi$X1Zf@1vHvR;@Dd3|lzI{3hnM~#SQ;P7|? zWG!zPBo5-%0mpq63Q8uR24aXows0mj4f%;GR)sVD@9;*~;y^$0N>8y_P7{;XXM*fH zYc7t9Cm^J_x^YfSZ*GFgC)maDOIQ!f&>rR7BU%?sW&0=&&z}$=8k&r;`mwrHrNFZ} zL@o_(KUa~&fbqTFPZCv8-3E*5}ibkcmzMyL3oz=wa;6C>B*KWW)=1x`XoKD<$G4#5o_Z(xGAI(w8FM# zJ3CQ*4nrCJ_PsJAxf0!FgWa(i{f^0dJfbwp&5;g1wJ&x8{TVFN`j=VrG)=qxDwKg+ zF%5|>Hb(IU2rKI7&;w;0PF!4^CzPB8*V4PZ0W5Zt@NBx~CIg>|YF@p1x<=(lrFU;<4mtLmrf{~)yr0pI8ztv^O4!WVze8cMMZaCdwx=X)JY)|) zfL3ApXPJ({rD?Gkx6)dbHdE2ohJjSt`K94!d_i3+yL!gP?C>EO8pZ}o&L};7I%=_h z(}U1qF#K$1iCefh&q4iYtDDuAuuF2OI_~a;pCjMi-~TEY85#dzZeftbY+KW!H}|RQ zD3NXt=3u#&VG@3fTH>VAbxMow8z7084DIAihD4d6YrsH^A^rNZ$$9xxVLa zk>d1qZJ2>@F7aoF0wT~j3GZ@Hq|4fBPOiGbq>m(ebI63KhT9CvTRClfX}drbX6eU?I5k` z5I-wPpeVNwIesi2IJYVZEGa|yq~{4MAYFys4KQJiYKX7XF>@m!+rVzGCM{_eN89;_ zrK_Am4FVkepMamqB!u>EVLWe=Rle$#kgFF9 z+o%s8T?bj*{E2LRsVk1z+hUjc!>4|+JAPAd(dHX{ogz zgs7t!6s;iYaCaEQIIh)zb?v;aJ!H0RnuI3jJUrSJ1eV+Gaxedhw!HTEJE5ZJ@(svH zR+l)f{%mZV01WlBGO~LF_75POpgb@)be@RbOoNbiC}n@=FP6^3fKp#UmG;t*LG}{U zmaR3&mOc3hztNwoOq>aIz_ZNv2m}NK&PAR%O+0mSg3i%)GaWC1vfc*R;#MFNvNTcDWG$KxZGvoHh!#S~u4#QD-upO{W486xu55}_Bif2ma$(#M4r z+$OtfrTBL-#~8$M6Muku&trIlx%OuFv@Ju2=sJv5^6hP(+bqW<<>XF)5PZprIE0O+ zmU#SSD)i!)JjN|8wj7N=%JjrxT6319x@Rm&Q|_C{77C%6ls}$TG2y^Uk(7Ct@wTXL zw#152BVS``zgYY__qWV)CUpODkq~qsa`cpUU+J&9Jn$yal7L&wvA3A25}sG}A$v~x zy4mh68r_nptXzC33+L50nZPo!)`d{>Y3%?Ox%L0S4tJ=5tZ;i8VHp4Tm#KM`@r!slPVjrCal(B~h+jM&3mFW$`k9ZT;^3n>K`U89`w ztawjO(dbwr+Lw#qT`~O=G7=Tm+sYsu5$CtQ0KsbXF721^TqhQ44Yk59W=F}dUwZv) zFeB07QoUtBYq5l-fnKC^W9na6e!M)~DWa{H%(hW#O@5SL^c!ixHdh?-{7WhwKC3|Tb&$o3O}*q*Yq2V)}Kg&=;<+H1CVM78NRYd;4aa%2e0R29vtg`i@Bb2qPNAcl7o}s~x`m>4ZX5SIN0q zcL+KFIG81+^X30$bIc!1i~rn>gPYwPbvxYt&CCXs-tH9flecd#r-{g!`(tjIR$_}j z`oeOr^?YT)BZIffvx)yI*!lprWoqLGAtXgV=Mftn9bJLsK>GfAcE&z4jYbrt#8^`B zTp!tv!e0vC;5^&Toz8m2nsW2nn-(u8Daf$oIls*V{K_w(YzLS9jm16&zmLS#ioWi( z6~LYva*b8aB;(&QUf>$+dcN;Ngl3OaVbjN2=r_Oj3kvT#z7r619G>En>GoSKlO^vg zlAqze1bas<*@`ONofD5-t>jq0dWR+ED;JUgc0Nfga@?6XsPVN%3ERQ?osf=S|53vL z2^13&P+5N*WD2}rH4*fS8*e$*(ZzLtUTKkX+G3pKxvdze+X$r(*kn;0tgB{8TZq+f zoz{K5{bPTmHY=Q_y6rvy$Z@0B9K0KgPUT|e2c?q^CxS?R5CmsY_1$!2Aa z1;KuxpSS@dpO^(JTgQ8{kxmi)vBy7$Pm8NBoU+<07+L!AxL?eg?~2pb$iB-PPfISr zwXM4hzUBM0Xv3-?{;rH9%B+es%<)*R7o^5KPfp60(iM@VcHasOqsHnDRR`FPTBp1S zI1H;(J*1Wwb^_jtUBM&si#c7yXgi};u&>NJQZu8ZT42$SFR2(r??0rD9d4evOa6NY zQ4Mk;#<{`PrRBC_brSluXjG)oa#}&+%XIHguGE`1r`l*C(Y@>8e~Zi8#;B@QH^@A? z?Nk%yLFc}Ro!DB>&F!V%K@c6z6nCaK)FySSshXB}@oA7}v3sc^(yG(ce7D@ULl*1g zC^v#geUSCuLBf#|_R#Rb^q`DM=>^Z0mT_n0(`dTiK74kTj^Z88hbJ;0$?u2PcoED} zNj_1iuDvVgJ!F7LK$P@GOV8Td`AU72>V#Z_1G>jWi^NjRpY{fNe+*UNseU20n0Ps~^4PQ%wYtjB5y?9Rv@vjX&*9Lm#RD3dLI?CND zt*dqHEg8B~g4S`l%9n;zY;NHZYV%JH5rrR|doOmsVC<}!e+k(r?{MnQaN_2(pF-z{ zTtv^xg16bQea>}Vj@tRTS%0|)(OC&%jJU`gTS_lhTA3_bNm&C3l-$15P8a^3+i3-N}0!RJaLx9qddl9&?Njj?y{4%$BwJ9mb zbY>phCT}Gjp9HSdA_d6S_ezL5{PJq0s-A{u(4=>*%KiXg7A(Y(jhUXIqXb=UR-;uW>Jea(*_| zRqm!x(4v9aJ9WjCr$q6NA9J(!7Y}-^;Y6zQnE4hGUQPUZT|dBjMGtu!H%s41%mSa! zs1WB*s=$o8jG@w02dC{~db*y-xZ4?>#UW}FIXU0vL4r-C7al`|v89}N6yOX|l&N5v zx!ElahfnasMY`7e)dHY=L6DG6^K5MawmGF`^|sP)kW@JTt3&fH4N?{Hs*%!4@>A@Zt?1{7=S-VFQ+55)4g!nuWpz-+0=|m)PZRHHp4Rf%QA)Lt*m*p4m00H+ z$&kmj5`rFe;${qaVA(Ne`upWHA))%eyGH{em)ex{_SEB^QI%|sX>|L9RP}6>%0eW} zC)~(~T@<3>>M={rUSWC%Bw*^8yawD|`wy@|Rvu^waNB=UW0QlxLHcf`r$M|-ZBhy# zjQD!~8(d)`^y&Uz>6~QrVG{gYnV62?cXso-ps|e}t+yZhZ2g>!h|JSEyqbZ_$DiBR z!)2mHAQ>EYL(KI@{;7n_4W(>8#}p6rt7il!Zs}tL+;OrnmKywXsu4?+8cP+G?LPDv zbH_!?(dIs5iA)cawDQ2=e&(=GKhe&W?s!~npJ-#@^YFnSepPm;3`&2hF8J->8K@vc z3qohh!?@m&NznIyk@gl)RjymuD5!vv21p5rf|P_JT>=UM(kYUnB8}3yR7z1o1VkjI zq)WP4DhNuKk_)7}d#!(dxc5GL?{n_>@3@yS7>3<3 zi@p+WWK6kcy>0hvhCk_T)mof8W%i3;>6>F;@tH?*S~bd+qRHkBIr3BszNmeno8>11 zodbxjK9oF8)|;=vpWr|iTLok}0+#?2aKue#{9`aneG!RVavN~3C1s&^$N>kz6Mkug-%KGa29;ZDg=o^Q?Vln?K^@_WgiPGQaS zmWFBe_gjCbd5MEyN0qpfhg5svaMJuLrGGr*koiP?3QBT|W)(}( zQ$rSyGwfEOh9#XRyK($Rdg55`yBgm;Wgweo@StWF_>`x|3r#-JGUqMLxtO*shyF-v zkvgQXJl<^%dp?qr&M!MYJb>bU!0QjAgX{E34NGn7CQ}@ITSun4iYzQ64j$SD9hc4Q zm?!0#cbxb<851uk?~F(fAM+L&(2(F~2z2)2U8-1nvd6u&kd(J>7PZsa_S~d_u5|I5 z@XVb?k&AOBqxZIc`5nI|ycd&qk^6A4_~wY2=azL;(^#z&@At>76zGySGMmz-Kf-Ei ziBJL3@lQV9)Z6B~=yB+Rr+}lxhtSOv->@9uouBd6(R0S+VsI))pZF><22QH}Sq@{V zuwhNcro&~94%9X6-PxIsk292W&{kLftE^D>=M zGV17HfH3!6t4lKuOD#;8`Qf^u`OqHPonW6%^V$>U0XC4$LAQ|h=0u90OjT}VBnBj1 zay5HPCA-~Bcy91SInNvysisTJZVlh^Y`zWb{O6fxlZay6%u~Dq>MTlXSA}XlP(DdK zfyRbmGZ#7Ng5*va`dSKEcCq7u97*JeVzQ6TU^&%epwk`EJ*SYZrof!##nrP9j|#65 zMtGR5p`NI!;bY}C<%<(-|!noo2j($WSxe;$e=}(3dhuS=oajA2i8qiFF%VE^!yfs zZt@{IC9{>#s}5xf-U3P*^xgX2OxAO5sR!weXw6%+*0)ZBqhpSa7LqNfkc5+W)|+pM zKXKkrNhgnNVvpL9{`et+Ok=UNVpT)>pSU0-M<~S3@mTdueOzTmzgIb>H;Tt`{&0L* z@LtCijTND=d=Jfi%l^EhaPTsScHMAb=LgIO%FniP7Y4hljdD)3TJ}q9fW*G&`qfBvBThgKLUal zkpA#MgfTfenWY$PO*qZ<3ez#MhpEx~QcqnLn*G^R@L4F*${`dmp`nX^<_Y<8P6X4srb z+{qWBRqOvE;zwVfu5NRBh^}8*s;ghIq9BWj5aXbA56+?!Z<-H|lh zk>GOn;`yc@7!g)7Z~^0aQsp1feMU=?#8=Q?F0hg^YPW^-jPPX<3=$k4SvW)TKd5+;@ z{bznM?daYtvcIxMOTr-5kb7Sttm*fW_G~`0{>|ub@7pxld)J(dGu|0PN%Kf!u==W9 z^B-9^@J%Jf4vRYbxYhVKNM?b$(%WfFfxYp~q< zQ%nIVM`}BE!PsNUMnePRuvxdSIT9~aZ*E6Y=UY97@m>5hrl}Ox_24gJ)NhKv#@PJe z2^k_PLkhu*Svbd#2&Xyyq2&a?J?vznRMf+g@Bd!EJR5Q{Qwi^P>w>%2`)kaE0BN7{ zdax!4j`_#y44WPx7%h$w` zUvKxcLNJRl_hg5h&j8Nn1&TT~^n*g~EBh4+%s6eH8!c1_qC4>H1begZ=O5i>2E~R~5WDru|_*$L+D#=REAZ-lk8` zi?jMVn`104M?1N-9HpkjhIsR=IubQqTj(fB&RumL5bWV%z+vvd- zw|1vid_gaHf0G#^d8j+EOxxHj z=8G-Oa!%&8Z66$Ru2Ao0Do`wMxZ^w7B0*vF=I!BotZD^B8s(pVDmb@f7u>q#9!C!ZgGehrTu@J+BI`2?`rdY~365=%8m;cS;RjHMOf zTl)ng3f!yrO&f_;Oj83S&R*_I<%92JCVfAy04Vk_Zz|EJSb3;Wq_Po+gJW|BOmVoC zam(PsOE-@_{1VHz9i5kzMH*KrdPFI>g3f3+zD?cq*Y^6ZCla0j@v#(7(ojRd^Z2d) zrDY9KnfUyOr(o%+eaju)!&%Y^E&*ilcc|eux(Dp53XDRLo!?U3gv)G+ouWL=6_K8O zI2>9kXjGGUp29w&%Jq%ER2ydlJTj!xDt;X^S?eJ6_%jO7s-HELox36a>k(-W`l^l* zyGVn-qChrguruisvcFcsY=sxIB{3y%xp*(T!gNr))bsR9;q#8)TsJECrd%7dnAZ+G zJIi-Xip+~iaEN~g4DlnzY~qa3(0W4Um~`tOhtz>&#D5bSM@@Ui*ZZqCr;dx$I1`h` zkfu*7YwF$>TEw;mKXP#s@&SsJ;dm^2@V?7b7n#Z)54a!L740Zbn`N3Y^Y*Xsq0QmhL+vOkB!_X2rd^kC{17LAk|yp^Yq|wWTHGobn7sA&f+$c z%zahim4Uv3%8>d?U%ZZyOL1MSSn6FuvH4!DXQlYOY5vpht3KJ2p|PQT}F=6^zWR(Q*Zmxa_!;rM6QW> z%IOFuaRx>_GoEAAMxvX(TyX)^wol78{UOtmqJg3I%S~ zGI)*g>*$-)c*dVnTvkvd z@8nv0rzSaG-yZ65gr$F3FU&CyNmrS*^3NkB%K8C77N4%N*R3xv3!-7?FrfS}<=ut~ zTje|8)pbQ)hm%B8z;$W*WS?%|(xnQrqrKFe5SxDiV)dS7BuhHk0Siz+4gk2~O3T}y zlow@gDU3B>TP{!a)|CT<@$%Pfsr`K*s=mNIqt$1ZhZDPHW_V}VlME#6o&fPf6=(7 z@mLAS;_oki338gfl9$UqP@89JI`^}FgNjV-!qrEdYm%I>T2NQ+QuzG(VR}^2km7V*4%zb@B;TS9ecS%36L$s>w#eq*J>~~$BCc(HDuF*_n=2R~C~yz) z?^0RLycL%0{0+fKEkyyNZZ6Q9GC|8g0q(N{4>565&vmiAGy+6oy7d2r>TwLMlzg(i z57ExeDz(x=%-FrP4|L*FLim>p#&mNb7^+7u8yNC{vN-ppAGzQ~U)48P5vY1@Kwv~7M4L&IzAte{uTMny3laSl9O;UeMiEuWdEm7k*``{KJ?uMK4}?5%;_ zdA(FET(dluc0V$J{6e^~uCS=1hGRLL4Eo|owxYZu^)u?|!aEHeR(Oj821%Q*|cbtH3fw|n~ZBk}-BR4l^T2QZwS2N;-5 zhl!fGlr!_r5W8F`7lmQ--aT`DA$#w7tPK4f;5`#c04 z$m=Ahf^ib-)jlPxcOtUE@Z?=GUq&>u`8C&tOJ~a0eJa=l>XzZ?wL<);6t~Z_AqYSH83zY-#33SdLc_DA z^4;S%<{g(dK6{KB1K+|@09jUD9rHoHdD7RHOwflKhXILL^DoQL!VUn9q&ZJXJ(i;qKJG2q7FeFP8k2Han(&-JYt z!EhCObv(m=oiO<-zfHR4d7A@Ea`Kn#y9bZjb>rT>JP)&!+PXk{36ohiQ+>Y&xAsDQ z6rrYUL;2rpjF<>J(&K&QSe62a!O{hJ*l>3E6EA`+l2R^-g=0{NwfSAJ&mxM0T(uZc~O+W&&qY-R2 zx_LoaTa3}#l_=0z(6dryFu~4k2|!?s(;K7ZOa#d0Hu_ryL!e86qDFm0WNmPFM5-41 zqGR6rslGy1EV8)<1Hy^O{r%dcRov2iz72d*X^w)#aUv0{4JZon;q>&=s8sn*1n8`b(FPKF{4i-mx_uKzeM;(+qXo#H*lEF?OuN6`?lu!3QWm)R} zCSic|s~gjycK?vK4m5D^3XaR_G!8cx0Mc1elTi z+bxfzA->2UyEio@FEZGCJ(Hj%=f!-{SEBEA#-n%q@=WpPzWQ)TJ=XNr+l+>~XkFWYA_vn&@~IvsD4&pARleb1 z3vPYa%0I1fa!*DUDv7j-s4rtqi1?8hs}q)@*MUPdutwv zIWAD8=IJdz+MoGR#^~)p>^Mi*utyK>^12;5)1@};1!hHlM(6+#OCJxEL%U65EvT9* z=&kpUIA=ZW7~NvxKcBW^K~+wXzYAo4OKN0IYb8QKYdK5LGMqlovTTq9QT-Y*RiY18 zKHvq#*RRW&WdhS3^f@@1@-^aER&NKz@BNdLbusaE$2v_nR5OPs`jrxQ&-N9Pc}sru zUWXvsPYe@?l4(7UE=Z~&Z@;X!a^q-hvPekP#VQQ5eAfIVDGw0TpxGvxWAEAUg?nAc9}nAk0-(fdqmZcWOA77RQ1XJ z1!Ejp?f{|j9@iPcB8<}wD z#05%&J%IV)^l$;OfW*wY;*|wL2sk&W@^bmG4YT3eL)|8>DdfnOU{6kMz#&eg4N^s= z(XW{&afF;xwL~qi2=c=B!L-&K%g-SiB)qC|%1dEr=z0>+eNDTr^NrB-<)>N%^N%_T zk6&<|M~x(*K1IfFNeItRWc0^vDwTo*G9$V*nuHXM`_$9ATv4_`#;VI`j_c`sCOP>T z>)S)64%@N{3M81Pfwgtmwz_A>H8u^5;UGWAHRzWhY3f1nYxWQIBTX5!hF?PTJzI!n4k`cj;!qY(2N)DX=FcF(@;FyLDGV?bKO&P zUHZ0UzL2RZgD_H(;5k@|oZH#wupd1+{Z^(aizA6B&RNk3-5X7Goc5^wNPIq_fp1E% z&A}6v-2G8ILpZ*YvM7ta4T{F=|qty za#Zcoi0|8MO~_33@Lr^M^De!y(ZS8PGn%1k_p+KMQj+cv$*Huuw%6~9B@brGhS(*- z15=U^P1q+wcswU5rV%QGDi5`ig1NlD4) zJg2u%Iz|pc3BK3fTu@l2{u2mzU|@xYEVK;(Nr)pmDdhQWZ4N>-?^9>_(=cNkSm5b} zpAO)l<4iU0E4n03EmvQ_;|1n*EM$FSF`+d|?|5Q8a3mH;A*X7Z_9>FungT_Lzasgx z;PMR>TTh0A35^bq^mQooN!8vuvLXbFNr59&A{oqt=%%B-U#eO-g&p>?WBfoKUrdOx zJ?~4LM)y20v?Ikmm#`9YwL;XNh9Rs&-e{2)`vv;Y(uz4-zi)n> zyu*KP`dh;BsKZc+KXdP_1 z9UqBd`o!o}GgMvuCVr z=sXhc|ALX&)c1UAfP$_}JCEMdSztVFt&C~g9r@5Q%MVdEl%uZE5dd8uyN~2$gWl9T zz5@>qI0VPdp=;n33HLQ1^R0ENny*c@Bc=KS&H_=NbB zNXHAR?Dl*dzI=?P(~mfD*ZZOeNWP#WlNRpbrZow*X8C%EG8)kIELT1x2tBcO(~UK5y##wYP2(rCX#ls!m;3^%}E|^J~SWZnVP2I9U%`9oppQ z@L1T`9Jf4c(#DYnc40;J>TRcX1z~|*~-LK0_PpI8oyLz zZqoSN^oMyhL44&=AiX#2iNSdqf;$Gqna7ObNUnDV)fhDtrMuTT zO@|mEhAe+upCT0+y-Hqe6$Y$j{9EJRWZb@@i*VK5u|G)?nl^J+`fB z)s|>>^jw$rEsLYYXZlVg$_y_P@isU5OTPvXttdn)FM8p*gg?lffWk@sJ1tf%bp#-Z9jZ|98a>-LYyib$$INr0ETrsxCxsbNfW90YtS?N;4?7ZwT{Ok(x)R z=Cl=)$Wo~uO`@nzNC20yukNBRB&-SgWqbWJ?fl2m8j3wO#PV`!cq)aQ%{Al%V>U^m zoZO=1SAD0u86dp?u5W9c4Qw^l3}=zP>Vk(tN6sk9h3GXVG~})D5S>5kabxT9?RnWh z6Zt?MRf$(GBB@XOWp@k}Om~isOo(Dl{9Lj1RQPd0*ZrI}r~E}>fWqQ-B}pY{gR2Wn z8{jTvNZEPGpff$_cxzQ{a9q6jt4mY$9#GmLVH`lhQ~J0&Q+IX5hhpU$e=DLG;!n;% z*DDIGE^T{q44Vad4NmnwWKI9%(cgXScpG zAL53B0b8?}74(v@8t(bhc!TB8W`~q^&EB&@3d1+Zq7m>5t3S@u$0V%Bh%i!4KrrK& z1zT!q1!BtCmvdW8s@X~ai0zfgHZ(n;y@(R=-507N>WuRXr>ph`c0|@YrgEAqpE~4C zH|2!KzhpE^d2nU9(n6sL){J~_|8}ASdfP>)wTlf*OdzPbM2WjyHv96@6vRgmUO(ua zXliL`jY*aady4_#_TI{`ua%&i@3?TLa+<^|7hQ~(-uc(fk zM*%)I@xB%_AIkWxeH`iGM5Iw?6lO;aW=pZ8eZsj~(yQPUx;K+}$x+UKkOgv8ycxx@ zLH4V4%fmUihpUqQC{GF~G#{(hb28K?G}y9oUCLVO%i}w8qJXdqCk(II{{K($M9p-4 zrrW^2jvxk9-3J~ubFXJ;hn;-ys+zKWzIibVJW=m4mj$x@kYI!Y=DB}+*aIuLsDkqiXCuM(#0L$1(}t52+$%Vq06zAqt6sJ0#G_Z5|*^kxN4 ziA9R@22S1D$oIOW4$DbQj6;j*(ny{7TAM7(53GWQ62$ediXy-tanZdPU`RjektN-L zer$HfkfMAeXmJbKb}Z=`zqA?|H5i3ybS(7!PK3TSd*?1t)#Z4jHOKpBsMkMrpy(^? z+2C--Y|pmJ_DXi!9gqwE5P~AKWl>NJbv`AhS8(?j-l+>WKRA1RUVoDl~783V_5 z#Lro3;>rz;i!;jImk*-To?oHj(&2;h5|G&W`C%tHHP0cFw{;8;2j+Pf0B% zrHb8uBMIgNgWwL#R>zY+zEi5Ud>-g5TUUJCI~{@Vwta`}N(hvH!D1#(n$JEd67^jDmVVUuS!J8}II2t>Iv3 z_i^g+V1)<*jtVRrJ4*wqxMV8Y;0*i*EN(z;#)5q z4}wzVh=rUFSE}k;oQ`w9SOt8g|FIrdgRRfVXC{FM$uW!)XSw-X)&V#?K%ZN3j)rLk z6?E8F8;V$~wa=d&>ZI@a_3p)4j}M)k><=dfnNnq;PTUo@?0})8s?Eoddz`l)es16O z8BB^^^?yhXeR@!9Y==9&!*r_r0nfHlw;6+*?Hpal-mYm2s=hbw2{W7jJ>XJ#u2Bfj zW%2E!pX`QIT>+(``ct}ov-)X6XCh-g&wH+ki@T8-tVZ@`z+Sr#x;1SEGbe>ZlYJ-` z0*f9F40q&RJK?G>3+vGG@V^*e8YIB+DbCGsWHd_em#!-Y^h%bkk@2(`(W2n- zxNYaXkn;ioPz1LtNIhs=k}tVAyY%6OrZ){^gxCI$@_CO52H^TY*0w=;$;AlKse%Xm zAC(u$g6wpD5^nhwoWu_1?OVWf4&awllX2s0S9W5|^!4bY);%M8@0t%&h_`t%C6LE# zss|!sMPAz73xrg;B*g$ML#ARQk1s-|<(b|T1pAGRzawl|(F%&hP!ZkdNPPQEgV7@5 zUpd{#rQFLEFRHf(#w4~O^F?$yS?U5=tMhrJP=p?F4WZWK+dHAfgz<w@pIfu*ya*Uc!q>`r(KSQHHT@exHNDNuRWB~)%mIW6aj*tNomOUUeIu_k42jNL zJ$VpA5q0F&;S6WmEZ2pO-c^LKpYDe^`M}wjU!+rGnx38>aG%XazL$9wEt?gIM}n)n zbDGj^K)~pW(6sT#-4TF_n$bk80Y|T0k!!Fex|yzq6$O~+hoCw#k6mA=7DP?l(c}5= z@W`FUWXv3!GU&E)0i&SQ==@`{mEU&*1XuJhW%q1BYKLF2Vl4TJ5RCZObN~jT5tp1l z%}rG706Gh2r<%k>pb4pj@PFCC3~a;)gb0riK0XoJj{f}uNZRipvs1V};vC!`iQdpw z(>aL)sMe723XP6;UDDni`JS^kmQl}<2TT^sT5)q7=YfI^P{jq+l)aELocP}3X)*~4 z#C!fJjvBN3FJbvEwa*^1r6xE-s)$rw_5oUOsqg#eNsliOiu@fnhW8Hxvh_TdSu7z} z{0pH;H`fr%@52@uYi+)N<>#RkAX#o}(R7)KpM$o5P-n(gExl9vjbyO{Qh9Tb-h=uD z*ayYj6uB-rhu<$t7>%zkF`~^hxm+0$X~OB_q@d{YPh}XznD>KuUQTy{W823@NEkpt z)s0om@#alsi*_H zt})x_3i0-BPUSSUX}1Q;XOUlUQHDE=2S!w&?O@d?D7WxE?b4s);-omG<#J+!bp!cyJh4krUt}3)d$L4N)J~nE!s;bjf!NG>}}><)6MYLUp-AK zl|3^MZ|IIr7{iRA{MEiaarqX$;N#^NRP%ZwX)?jprJID!jj7Iy4Fsn!?{_nLws#AG z*H5Z>1KIf+=YV`gLa(*(SEi3vWSoKA|8qT|gum=2GcX&m4Vr@&QM8O@r0yY4IB*ml zmrZv$`-&2G=FNvsJl%G>_eL7oMC$(%@1UGqQ7VNYDqKI#Kq{ymEobV`X%PM)B$;w* zpwKcQp~(SiR|?Gsc^*(MTI@u3J1V|7E3iK@o<6OnPkLMOG5+g2%_ZCcVmrQ0ZzX_c zZqh^+8m5mktJ&3^3MH41qrM&KAsn-E-gWstjT`=%ht6C48^5{{U-KYt{cdV}X--d@ z!&>bR_lGwHY;?jMOFzXy@{S6aEz1~4{eRNtyTfU)B7Z|A$8GofBKqmDpTpD-sqFqs zbC*HIDp|1UziUX-S?K)2p8C(fi*CPsn`nWH9RKOhRHeSxMC~1)dZIh>HHdr;$8-6S zU3R}(fPXq-_R^uA8iqpxR45*(;(-Fv^@X5(n?fRVC{#8zF1hUQr;Qj(QBaRpFYWFy zl$eMC*$)(*M4i*iZC9LtD>O1~hpru~k3BEeTNlAA6A(u%dBIm{-s zQ0h#3aCDj=s#$+yJ#eS-%Nz(KBK<-xeJrrz`AiT%ep<`hHc*UVhAUf%jM+!AHMT(i zeu6A_e=-;5$6~!^FU0x&4{jZ$nH!?)c|-Z7xN0OWV>h^p6pQ7C@{2PrHr?dJMQ*tC zHbYZK0f*Zc*wB8P^|`8#rMwsgs}F-x3&^A6CJ(B4AF-^IORIaQq*F%ff`vQhnNM%W zP@ywp&nLbC8$0!o@roj*k zkyquOwCad3t=N!4#c$sSnx1Eox2Z2EQvG}xyk)&UTNr>y zflzBe`HO=cLaxzJZc;>3SM8z+Bgz@(acAu1tQ+s-Abp{n9m;>`vO|?=LUw=k z$)*jzv-MlKwZM;_={3cAVRpJcQ~1sUm4HMD{jm4yrgRX=`M!HdLkt@z2`V~s?_Q#; zbVLh5z)@O647oBjJe>5cgjGCGqC;!3!?`HXz~jx*-1MJ}Wc=`8QDyhxQ7Y^0;~;Bb zlr)mEl5XNon(H>4vkweP1}7<_y9`-wr!J`Ygwq|;<}x}4YT#tl1~DWEb>gJ&s!w2E z9hRJ^8T|&G@)-`c`>iW2gb`^vG>lJ=3dDAPu;FT<7?gw(5zwO06I|I_GPlS0B+^4X z424WGAfn*vH5Ov=+i0BdKhaewiDjdd%ZTTJ0=m#Es>$IW6%(HZwh(mtl3jKn5o>PIi4+AGyY@<%K##P5FYXji1Rb> zppq9FkmI4NSbU$MFQ4bkCebSxE~UxkcNNE3s^d-bi}R`jfC+UH1W>e`m|(DtOA(E5rH*p+N9SVF>4ZyjsE7ElSwn`S_bp~=#*JTqmzxEc|0YHPCQa3rL}D;$=zQIV;$6pM;@g2eOxyj&w zJ#+G6X3R-u$%-6Ip9gjoSW>+h*NN??{-GzlAEN zfxXax7;PN(wC8m0IxYqVJ?v-Xudd_a3xH~V5HFIsA3R9by(Z_y61gTVk5u%yq^Zn92^01U- z8MAY}>9<`M#PEZ~g^DXHn@x6-?bPk(N-`JBe(%6bao>yn)txC?czfch-butug}W6L zq86ME7l}`{kPZ?LZ97CY@c|e0A=}OB3)Kzz%?ZfJMI}GDLZ|F_BEx9B_>>INKQUJJeVV=G7huxmR}_MKZQIQ&HIESd$#@PPNWY>< z`pDy7zwQQ$&amrb>qjI2Zj3yG6#8gJ%^$dh_9*xNgY$*Y>M@IoNldHlYtH1E`?@N`lr$C&k+zeEhP%u`t+-1i}!S>s2^&|M>AE#%=EKj0GAlSw2fnUK%gbPy3%9Q(ZVcP=04!vKY~D z0+Zz;3gKaN7>KXOKm#eGSJKbVFUEZ)9g%96^x6StIeK%0fHzxu8o#WTohYmAzP%tREVhM#u4QPbR zOdGguWa9il(`s z9Q`R-;Wdr8E8q3&*98_FcIQj@AzgGqHSQZC`3x%B_@#iqlwx;g%SHpaT-UpGH|?07 zU+ep5p&4X$|L$Fo$*#5Rg~p{JNEhq@$4=#!j1uMEOb1=6l1~FCv}-8KlSUK)cmKLrE{jjlRP(6p450HiN~mY{WUAo>z7tT zM$nJ>eA{GFv~;N#lB8pjnaC3AM*lB)dD7ZWRjDe}4{cq;>sRQqm(>lAL!%CRkO)B% z3XJYk%+TX8dhU0LQ}|J5h?oDPDgL_?-B15fPbimyv*)+yBa`9_(|tsesgUi23i86rRLQ*>BbusSU1_+SqX)q-|?e2CUX zV^FV23f43*_;#Jz@S3zVes1LoF(5eWKT%yD)Vq0%p;-sW%-si-y`T(Ljn4iu2lMwz z;CW~qDvBH?Qc_Z)UuP(a1!Y5oD{;5+xIZavJzKnIeX&jdNyD(8Pszur%Yw^GXI9$B zJJ}!(2lX5J8q!!YQRfRhQ2KcZN9YG7_@f!Ka7=uadK~luc#wSKxX+VO$a2u40ClA4 z>7C8R1HE>uo-B*5hdE^vbWq=fMzqBtG*%lsqz=f7dgJJweH2 z=q@`%1O;K;<8R9_WqgMU7at#Z7|c<4p?^6TM-9nllB~7~s;b1ujY>cfqH?#B&rtS_ z(K`KsRiopOl45%N^5sj*Ui16+59LA62|0#IKnLGvWxeFett@C-k@g|XcVC~;-!v|^ zzE#xBC3*pxEnmryRQTRd^SkYW5)Rrf46D-rH%0=SXTaVK>4D#By}h7{c90{VGoa|# zt>^v1Scxkf?-U%!BkU-gahYStL_19296Qh!r>VBi$8 zV-YJ(yI!{B2da6#iJEtssS#a7U)!UDJF<27olikOR_98qiBH1@ak1aU&3c@C-p%zb$t4#Gn%PEgYTA-pwp z5QJya0V?(jIRAU{#`udkhPWDh|2PA$gI=XwNB#%2k8E6p>~-$*)~&-Keom|P@gYy= zLF;h;LOp?t?)(?NMMueoct&G0TgXcGguGVC>k<88MV^Y~|+vnX&Ua!&p7 zIs*H^{j&m&LZi|VF%2*t=8p5%>ja}#jWHxsLrG{q-x<#pnXN-*z3fwxG{xLfYf&VO zN9Wf<#F;J_lYr#gB$g?hvi8_8wA*SdKOXw0M1_9^hN& z4h~~NTeJMKZJxjUFrw1f(@`j?0hg1WW2{h6WG%E<4b16JwDvpHrp6~gj-9cZ#kW;H z&Up2qq}z%6UYBmtyKc0atnPvUB|5HBk6Hp52#riLn#3wl+c=<!>CMkI zAj_mDh;6p-eUYZZoC9cJJ%n~7D}QKU@l>s81dA;Q z=YZq-$icx4Itia#Rww89m(v?OmJ;`*L5J)d-Wm;|M9AZ8rq7X7^W+fE9yx&r@%+b| zQ*G%JW)R%3NcuiE&J<;ZhsINP#icJvN>O+VQUbF3zP-=6U#C`ex7IjK;MXZ6;tY!p zH9aEmEtM4v%T`A7?n|HKyL}%&+Kz$yF41qY+thXf^O_oof_4%$>j|FqEf>=MdHx1}8g_&mKGkcVOq052ns`{-AqvDWQPeA~cQ+ zTAK9>|4X97$mw0{5HXjL|34d==~m6kAcK;u2#uu$J$vv^ z&Q4!Jp*JBx|412*n(=r&vGJ}Lsc`DVva=m=Yqyib+yGZGBl!MHb)T13NTCnp*3vCK zA!;5En#%?B>-h(dx(p2s$qMawlarzMg)AF8M^?XZgW=)xyho`)fAWM3VG65uiNe48 zntkyiL^ffVe%W6(4r$?>DyH|herRUURt`?dsk`=lv}!RFkab6GU-sND<10cZ&T-Xv zhjuKFI5CL&ah&B8+noeKaM!iWJR6ahWu(EvY0L2kc81bLq5Z-5^NlVIr|Awq=m6|b zmWer19W3X>JJH@*vXrzv==Ml?g1Kb3eT%{K;TEIZei6_rcxcN5@*ezDB=UU?nQcVN&oH8h0xme6C~F)_g@d&^zi$rsS$yqhe!d>eKP zxY$s6i!0Bqh8us>WZkx;#R*%Tva^|P+?-(C*{S`Ac3$1j7ZaI(J7oRy_IljgTWL0_ zSE4_?F`B-0Z@bHzU~kd9xUh)ttwa3c_l1+@%-XYKfA0j^a=Jq+^@r zgNvDP7AbD(iwY40zjDp0HyNljZ1?P(j&n@HnS?xzQb6uXo#T@{?#5E-Hw-2P?6as5JMk+_gw4GcSv~CQEunU_Rz% z2uZ1(-{_(D_8=N6l+;Q3p3i#4U6N7aPE%TEBzXFiRG}a`&l17OnW5G;p4&ARczz8 zP#yADDvObE``0qCr8e&Zi&$R2UW*s#sB$?}UG=Mf&Gyz8n~3U1GLj3M1CjZP zhrf!c{oGa1LEV?S7Lfk zW28MslJYULqsZYFis=V?O3e2ioYc!u1BqlVwv@xog-tCBtvfCaw{PLxb>2ivyjjPk z3??rLC6kS%@DeE&i7B$xyxCp0yCSj?Dfe=zw108IuOs+vM?!8&^n5{6H6z=g;;X&> z8{=Lnv(zc^)!{r$uj2MHe~rde>BkH(yt~s_1tpSq|JTcV(Y7kZHR*%fw|J&60w>KxV)uBBJCZcCToA zfjiw>_iLI$wK4%REF+j#FV$YUy1QEf9b{!~?b{%^bJcl63AfEf+1Wzu>*Q3gg0K@| zual#ud-~tvHtalvXr;p#aj$J@&m|l`guQyY)!KF5_vrf{`OK{H{hdDhuw=R_a zvf@{-!ORtb*&|PXl%QUDi}8^4b4FlsoADR5<=l6?rjt}UBBhiDC-vq)+cDt?{$i~M{Qd(93zaR^nQRGhqs2j%344BoTzEjd~kZyU(0+-fNqFLCqr+-5gb(Y{`{*Nr6k@U1SyBj7~D;0V- z=9$XqJe93r=WrYy6s)msERP<2jf&tT8sc8u6PoUGw)oC&aqVW0Ti_wB7$fuRmwMhG z*HnLo&z|nOPlXcqchl9FTvDfVc}S9C0#3BBLj@EX#jHPzO9vJ-tO$%Lfbn#O=z_2e1AzV z$bgf;ujAoSCXDV4>ZjL}<6Zq4783(n#O~=Z`j4EPx&fH$2Dr4WygUOAD?ccrPw=G` zvW?-?&d};JMIO=_z%W&(*`Dr-#cD1W7Zyi z+LT7lln6iJu2p|=wx^d@(VfqM_2dM2YEPjpr4Ar0fdI6MaNjDpmZlodGZ%_no~s7C zlc~L8egA%H^c9Quf;K-NVCwz+XlUX8h&3N>+XnSt!DDxf;MDGbcOnrZh1U;@i_2La zYp?<^29CP-_g(|#JRJ>4cFJL>M$EFg)p8O1cs0JO_7kgl?O!8e8jQ}UseD&%T zj9T=~3$Jfp&Um8!coP$Ell>RqeGa>W(Z7c4p!g@xWVha{e20Ka#*P7QTc0xbb}T z?FuQ|PQ2RpFueLDwz10F`{buAEG&pAD0DqND`Awna}32;FI=#M281xt1*2nQaNu)i z+O)(=@fsUL?Q~&b;gH9oL=erT`g|XJJW3^kWg|ySJplnBp(RkBh>smpcXa$HxifVh zZUn0>KtpX(eL(;~VgNxcKw;amBl)@P7qDlK2gWLjcDc0s@bTD1Wn^T!0QM}h>{iUy zFVeVr^|9?>xzn%>z(+Y-Tdsb-z7LusxgWW>ykYtNmS0|7U7b$U@k6oQux(LLNl6Lv zo}k$e>?dV9{`)Us!6bv4|733)9^U6`(v{T8apJc?BU=5&jT_#u2JrAgN}q~`+=&bg zO#tosX%ub~rEm=yxpP~#^VrhMhaOwQDxB%bzWw9AT}oP7reXwVx%+y?#(aO;X>NVJ zZXv6ln?w|hU7!q}FfuY?y}J#9$H@$0&Qp!A&XWf*;i>J3>{Lw+&!0cH94v=sTz0wR&2OaIQcy5X zYD-(T-=j56iSQD(AiV1Y#;taRv&}o76c&lqZ~S4&&{lQWMGAICFRa5=Ryn-dqAWL;^pPtUya9IY}-Pv{^-|+cvA$IZWruVf+I(! zfWF3j0{$a`hRb3&`{6r6yfWvJT6_f!HMP(|cZY4rk1STi8&)`ToIP8cn2(RA=pW$4 zYYCg|&Ye41KQ9_p>J59Y2I*w!CDzu~dcHgjZ^wGewj~KV_;FpntRZAK)CIWYuZf9B z+!L@CXNSW-9_)%xD>l`*a28l^-)*bP#5p*=YMf?d%z=5#g#HVPN=lv3qH%3|GTsXI z{8^@f`RY9T zeH`viaQYNp!d*-ivg+#z`?>?PjWURVVe6kvtL!(_U_ej&Md0W5L-!Mg;K zNLIjB6r!?ANh3+~JP*5lNHZ0hRJ%=SP-(8M(RZ(N&Ud}<_y70(^L4qn zF4b?Z-&)Ub-}kfDdctNf5y$Cn6Md)ue29f#-r-9oz-Z(n5B?SXwpXZX8O1RLS9}vE z6tThywcyznwfEt2PR=8r4&C*~T{L6`SEH|8 zyH>lv(X6bZ0wlm-sXVgFXxV?h(~Y`Y9Nk1Rxz0v~&eUIj{dIpgCm1oIDzUb)QAbiz z@`XAd*Bxc}6 z{`>2SSR4}Ee|#w#{2%A&|M)CfZY;yUzy3Gi!M)9aRU-JKsi|pP;8Ykt|k?F63)3}FhCmRme7-1ZP_KPM8%yu zk@2VqcDL7Vz&LL_yX#`{?ksn6L|G$rYH2iwCBWh1M}7R1?}pvGg7on7ix)3m9y{#w z@bTlyagC)4tI0PqD-0=>D+s(1dzE^QktpZX!+n)EzXCLO5)fnny;1rET}kS^jF2PpAJf7z$+y zBS&blM4xN7?nk=l_^Z<*bm%?ciYRr5ZmPD=s!hvfc*(OXmo!BjT{oanLDkf3MrRrB z-+qgppXJn4-DO)mvvfnPw-L=ET;1I_Tot2yI#oQrm~!d}iq%%w(R`dreTRI(d9~`7 zA8fRA5v3vO zL@x`IwxXl&`vmUy@5AXV&uH6MuU?r-g$6x-YH$cFS?et(Cf8uEHW}O zQ7_{ex?Y>et#RxsU#b3h&!I(&76Fgxpbu`2V|VpzxzkX)+)4pOJ@~>STzh@<=FJIo z5ixIDz`3vw18K}uylVB^x9W%${q;}(Rf3A` z@bZeu$jIm<>z$S`%x!2$IP-{3ztq^Yhs$%cYy~!=0q7`+R#Fo*i9*pj^XZ8K)TLHKDk6DQ|UP)$Y&?k%*jLc5jAmSMe^B32cCn}Q3tmMu%S=FD^01E^eUbyq*??(BSq z$1uKk`l6Xd@>``1yU*>!qx-8)L(f7S%(ULHabuFCNqIbg5t{PSv3C8=ywG1A`|(PS4{a-HyYq z$xsvz9B3@@bjO;$dBLbM%~Y%_EiIL(!{Or?j#3_N8100g?6-ZwFJosTXKvOU5;WN^ z6MB;V++S%%O+9Qsu|y9K4{66QYCcLmlz?>va2{OKGcb^ZrW1#Nm>Ui48L@~|J(s-@ z@7+G%-q3)nR9uGI^=GHPeSkqY1K51)U>L4hvj$y%weY_#(_?1eS~65TXC~eu^ERT= z8a9va>-Gef0g}d&%(HFV4p=JsR=)?}vR$tSY3MX;l^_KmsCaxbK@h;sjWNeoGths5 zUzt{{uAGpNuzcl89b~J+Dk?nO+!F^wHq6718lI~BVqD^(kAsD0OiiC_L@FliyWC_s zKQlQqH(p1K@i-kAKNTfS0&okje7@<%8Il0~q0;^RHT^ux%F7ci>LLpryYC@NHsC`E zlL$FaBTzijtzUefeTNY}C^R%dd12Il2Fx!tJttYs1!m~$TV($IzFDYkATfy$E6fmL*Nc1olDQ;L3;D%+D2flsr}QPp2lL!kiqEaXmGEA z9V_2K1t7Zd8rw4tF;*V{X5G5Uj}}o?Aj~gczI5f!67fWHDt^gJw-zs1G6@3SkMhP@ zT}Hn1S2|uk7R{ZA_W~H7L6;vNmX!c|U%n2wJs5Cpcck)}C zOhv|4kh||ApU1|>&oJC3Cs5)WKuRGCammC)qSx&WNtQTG3RZ2>-(HZ_I3O42%7i(; zDlN?cZPiIN(nnxuhPhh_9YCVtFTO$rJ5K4OG^ zwLPoQjBDfmHvy(6!)4!D3nHT6$gE`04i%yIWpA2?{d(9rr%`QSmcoF#7r> z*0g1cg8wE3a~#kr7d!Lfeg;+cL@YUAV zmcyKOcJuM^mFGKjaZy!4#Zz*pVLK9CI3;)A0b7}VxmS9U{&{%VUMCkbUE?IAq|~7m z860e`h(0~uA~C@7XWMq_XTAl z=OuQa5n-)!jpRCW38|n9PMzQt& zF?xnYoj_5WnMGT!Ev6T7=xjz9kQ9st*wOG&Z_o33Oc53fqja=!pPjNTZEI^2(@hO` zSeSDSn+cP#=SLv+4hacqyqo1iRps4h9fTJxy83O2KL{gKgxfB0DV@bb9$gP)Y|1YO zhlkt1*4spc2iZ(EJj}YWdaG5(9xfAhi6@2t<38KnGu;At>h1oX-5TSq#FjX-TCDJq zddPZVh1uECrFC_60j7iP1s}BR7GC8e@*&I02*?Y#S1nue%PJTrVq~HE?1~M$c4?CHdo!ToJJ_0s!N^B3mKl0f}u+?Uq!~DS-a@a%}t6^Pk z27}phx%2g1XmH^jUOzmI^REc8XI#gsw%JxA)rg7@(47AGe z@2+It!ep8kl@2X1)TGUGcIqos0=Le)+Xm11)dP$pi5%C^X!80o%Qh-ADcRZir7Cc8 zvKjqtB_wob$qJA3U0~@KH%B-)IM7WCx=R@dso!dgT$QkK%FHFyJqv)X5;1egBWRbg z!RODP_jmVH41-j;_Q!2*O6hSG+;icEdIV6f*{*K~lz{9rjb@aUyNJs~dW=!c5HAI~ zvMlO=(N%ylwK05w{3vAeKHTC{k60q@+;@r)3xd-_rOX^XX)kTy>tHyiV76a|hoekp zeKw6V3a<^**ljC*TDtUWMuk9@cwNnavH}ud12hj%O|g}HQb!0X1*Q`buXEZ?1#Z=` zwoU|78SL2g+Joz^ukRVCy6Ox@GyaHCzQk$W-h?Tr)CU6J=Qd&aHu8WW2G)SL8;=!q z_uV(n7#M718F~#gNrV*+u8#&MqGztJHwW~VmPj7!z$cY;m!#imYYc@UcF=$`$&IW^PqyJj;gt{xgpCwb#)0N&V`L(%}->~ zk{v&29!fSGAN&5LXZlmT?3-R*0&==smt=txTfz|vA&+(3d|O@`&IuU1Hk6elqrAE; z+scXk?HgmkYZ!3u-u?STn9HLh51Ce7fvA8kyA z_bsPP-zAlUdv}}9xvLK|IFU-@!6w;kd4-xg;?an-PJwX20o{FZ}6B~+jf7&xX zHI*ywmMNqkI6-&p4H-xSxbRY4#89QdP?O5^%mg>Ol_Z~cGg#Ha3 zYU_c~*Xs&eWiUTCI(=O%f{%H!tjr_*F=C~WkV^B_<9gjMqMoJOG1y&!f^|OauSYin zf%EY2h^}6}`X5v>Hahwc)+$m}SC>{fe_Uy|Q%U z^7&7nK7E2l!r&h}p?koBA9MN&k3Ji!y zNpo{^gSk79oJGC@mh5-wIXQWg9u(xv9&@j_P}?M+Gsw1l3a2D27hTcr`S~@$UQuMo_bJ>d zM5gB05{M7mD_!E!($YY4lVOPo7fZeOPfiJJ826ayZ#)6%+|^G=!S(Al<>nL`jV6yg zgiWy6Xeu1$c1%f0uFRqH^{+tsA3XgE0`aPM?r&pGDfd&w}ftp?V=A+G{6NhJ9Oety-XbXKHBBl z%3(OldmAy_bddFNeme|l`uC>Y6xp>_ry*|&W02d=mlUtxW%T%)+3%j7o}yHctc-*< zs3#@m9Czh~?=dX*FL0%kT1{zN-fY>jMTBK6(knC0pr9+~Q*f2A8E8ocIW@kZGE_Qw zl1UqUjlgS#tAq9S%=zHn5<%_T%Xy?t%DJHM%+Ioa>`JGRz{o8DsU>c6b41UM0hA-E zUkt%NS~Jaj)m;z0^@*8rm?&&i96s+cdRyHXSsPmS#l~IC_T7H}KyJuh!4)lab($;r zrR$-Y?v(7%L{=A>4H?8<-rFj)mxAlpZ-xKbb`($lv6e1y^^M=B%3gQ;%y#Yg3xQ~y zcAhpJ%d&k#HM%y`?)r&_B0_gh&kKmptp{pD{e?hrK5t(}xwq3#gUlDHNCB`z!jOttFJ#reUCevQjlW|s`G5yUZBRtbL8>*(9lq~udyM?oh?KG8uj<8G?lW#;s=ir zp&h0&1HLH@-80O+na}%aem=REMNT9aymz0~`y+^cZfLTYvYw4~eTP};29rdUs;40B zbE!{FTbm)kWdqazoAonbI)&FqpNUkJl^w-ZFZB=txcT_3WMUTJ(gvBP)YLBhOw+rp zbu##!po_d8J52r#fBr5Oqejk5a*fXpl(^ zjfl)p&N8f=z~wP3;+h$V12^^ZR&CsW5(vT|*Cw=Nx@Y4FSA>6Ty-!Av7n7B3d3yd% z+g`+dBEF$d`wa5>&Tj0vCX*BNrCO4t<`ZcueF6=O`yp+fodr0}I=-9;JtCN8 zwLE)vZqN@<^e3_o&s54kpqn$?~RO>C&zI{Ay{iX6@B2pt^ zw786`wOtG65)@i7SxZCso9iH=dBfeLFZ@X%N(vw(sr{e;*A>tLnTRk=2&z=C*)}$bDU-wO^9ZIo5H`?X zCEN1dmYUtPv1cg88o(2(Lw2X>o^vge62vZLZD3=bwQHXNFc`FwsjpN1QA`Rr7uv$hl2Ih-)k=Bc@eXAzhR+s0*SGl4tGs}ebhypZ!B8U zz;M5YM6ZGpTb+~CVY?aeJ1&=Tzxo8J8)8XFDsKQ{BkxMeM8xkfECZTrWR!r{oCCxv zb%bkD8$EL57Q%TPYOz{KWGB#>EJm;62h`pvDs{)uE)w=C6U)Ve=U3cx{}R4Pm~4R4H$=+&`CST z>fgSsfY0e1s`rqwT*gL5>QSZSfi|6LTx9*{jYXt{PAbUIQu<(Cazg{ai6J5fIPFf> z>=FiQQNiZO%^YXm5g%OJ1hfX5jZUq4M2@bKZAk)Bif$GFJef`gJ}g<02A6%h2zQj7|; zkk_r)YMdZX3xMmxYj!?S~e-M*tDDijc!Kq)&FXQ5D{j`0kvw+|q0Y-*~BsI#wDp_&!6 zr~L)NA>`}EB|A*-lf4#xfV0>kE6OTxI_7_1>M`zeN=Ajp7$ITz;BSkt6-DL$YYnph a$0EL|wu4*c7jBU$p&r#Zl6v^U&Hn<`VmV#_ diff --git a/gpu_cpu_equivalence.png b/gpu_cpu_equivalence.png new file mode 100644 index 0000000000000000000000000000000000000000..f07a6f466978fd75a4b275becee60b52d8c96988 GIT binary patch literal 172545 zcmeGEi8q(+`#p?bO*Bgr%9K)3ktvxKsU(ERT!v(pd8U-143$}i5E7C(b1HL@%qc4K zoO$NiSMT@d`}?flU+{d_dRptg?{$}6uj@L`<2;Ui?7ffEM_%^gj;#l_5(Kg1@+CXPu{J@e*~>B+^|+Ozin-I%Tk}Xddu3v#N67%P>0!8-_pv^+>D2V z>omvNlgxLltu3qsIXO-L&rfieTN-edsoT`yQ?^)KQnexon%(3->kMMPDG=)j;({Hl zI+>6D*Z+He_N-=S`Cq@d4<1eV-+x|Z5|;YE{+NX&>(>7}KcL2LVq#)`G_UJxp`Cfq z36-6UjErw{b3MJhDA}*Se$ZL$)E%nrdd}YdU729WN!9hi(g{R3y$apS;G{xfIJ99MX`SuNMZM>XsAAyLuJI}7ga?k44euFLlNbW5|N zwY>*Q1)Dl_mggt>c3$9|S!FnD@giTsL4P|P_eS>Mt?^QR-@llh-F1nPLwH1w!d%V~#VqRhGT=g)JrJkh!x(Vt1PP#E2HH$Svv z>Z&bW2mhX9vJa#a&X0E%PwBTK^n!$x`*yl}duy5U-2VK&r#g^&&z^XmQ)kZX&&bGl zXW6?|IbF*yR>Di?z5BZP-(F0=e*b=&ws>J9Hjn(%HyZi(A8w=3ng9DcOu#D9r?sbf zFC(KrmFPUNwz`yFmmL(e_sG$sf9j%yZseIUh%WT(abBLN3_D|bAT>2}b<5L;h(~|_ zT0HRb(w!Uo8OEhc(UPtmFw~sVU-^31zOBb(Bj4ZOwC&fxfOm#&W#4dSUwupf^RAI>nSXT)w()`oIcF3t>NHE+K4cUxPbSy`I9sG}1%+1Z#RcekgCnqI(iZvlG8RdNm|mp^19VQWq)U!DCQ&^Y@2`ZMmigYl2T0 zJPY%AWpR*8XXEWJ5f7VFRCMv4uT;{b^CieL_SRq@HFa-bb~f+yNc$c{!g(2)?U7MY zTsogNn{?#v$TRy%{*Kwtf`=kbv%j+HMJ0T8vpxw4@kBWMp6soa8t%;0-}a}wo0^F! z;Fw(WuL{3|VSL8>H8eB`BJ1{-57UE<+jRJ}jY2uKD~8ic-yC`US|!~dq4DQOzSU+b zs!9(^DvLj#w#Ym`vm^L~ij<`#x9j5IF%P?U{3dPk?VQ*p??;b5l(;N?O}u)Lc>lA| zuHlWQkcUXB_i^JGmsvW=jS^lvzi^jL)pC~JaXA{}W;6P|`DXi<=ltE>0b)`{M(i~~ zY#uYit%rq$=~donl)b(6ksu0fM?btc=dr!z?&7rJ^k@f-kB`saiHWjD`%e7*RkqhVg+3Kn*D7s=y~(?hNkzuAxXh#GufnEub% z*;!i|15-y)I6-g^dm0jiiKxgiLMncn%Kw z9K9NGvo_?^ovsoQ;ukX5{K{O{HY2`mo2c)37rp&RJR77Jw%_G6H}>%1!%dz$86tX@ zhkgt1C_Z`W)J({gD_1^xQy*q#`8z%R>D~s)ugQwX$kcNF;Z`zcMAw$Bi1!hE#&6x$ zT#IMO1;HwN`1$Ry9sT~$b!D*(Pnd8ew4znp&Cg+~Zyn*!DDp_ZHl)`wMcyn;tM~xF zd8eecHLvYR+dZ6L=1Q9|9VV=4tGB;D1+hF;FZSpXwD?{oMD;+0bJ?p(8< zTRAy7zO+=Xp~I8Kgilwfd*<5myOlKJ&`I;B-c zA={Hm?7?LVr%s;yTI%K&DeSNtTPUCwBAxJoM%y`d*{#1WDt}wVt0&KqO9(RW9#_l0 zQ*z1x>;CR;HwAHXdZ59vzFOODh406YA2?VA&b&}a&el=s$T6mIoEduP?oPC|x0jWbtz*3sB8j8GWz=+h6<^^-EHSkPn4l+`~JPpKAiJ|YeWAhpFOm~_NS4^D32XGc2-a@ z4zV(i$GyOw&(Aco384=5 zp5;24ve4AX>!i$jMiWS?CK&GWW>EvVsC3}8*sV(`Q_!nui1u*^NWigzJEW! z!NEb6CB*Qf;ns8mRX5v_ANhM$7H1^H#fg#8(cdE@zDCWjZ;iBNAdT_gkS+Gxuzo#3 z%#C+dBE`s)FVf!5CJ|}cStOu-ccdeaY6Im?Nt~)+#!J1mp%+6rG~YTeSbBWC@o4kv z;xMQ6aLbPJ$24A1Q4HADzl+1^y2xDilRcOH^L!E!geE`UQ4^$&EtWG+AFGLqo$G?<@{|&ow2N5UcUNv2l;z0lp7NGCM+e9s&~_L{Oi{Rs}~} zBuEFJNA;iR4b?9B%CCtdX5Lw(I=IO+b>~br9+O_s`gkkXMM=qW%YyIjo3!k1md9rIegWz5yeb1DX6Zj$d0&ByfmD!H7c4LucmRCYf zUaM=j8~ag)_&#m=ofn_Bp{}mZ!q!#_3HUUk(PU<4y(vAhYyW;vF5QY3sBji{@7~MF z;d6F&me04;NA00R(LAr9pb)~<6XJcd`Wfq;rdQNh-d{aE53mT`C`lFFl>u2NW1c;` zuUTk&>ytP2=B-=rKYxBOH7)J;@89UR$5Oh!bfm4sMM%(kfFPH$y*(D`o6I_R$dFONX@}K9*PjJ8_T7H` zSd$H?4>+#-09?L0R{RP)CU@FqNJ%MOi-CMm8=DJLeP1$+Ti=`vo$IOI`J-6;nOcmCE{Ql$Dn4S{kW0ulm-46gp`>Eeb1I%%T25UR{aNH-6FoA~Nm9wLGT$=y;^U&1Z(19cwwYiq5Ln zD%E%4Y|xiSJbij-b#-;UI08=3x-&&3oxL_()TN*$8|93>aeFaJdvtu8q@?TGie17o zf0uJ$_hh|ddP>G`NImV%#lS8H>_~7`Rs-0=JTg7P(rPy(R_LK?|oq*G9YFV#=J`k0(=Cy0rDEbRsmU3lN ztE;O8)Ra*!H@eR+EYL-b1Lyk-0Lpo;;FgJ~D1 z=uactde{KsR{_O_4x1*vF+g6Q#J(QXkWG?}I&$jN)v+J>x_^HpDkS^5nlp*HYB;;N z_?dN(PXol;IY~!HH#t@~e&FPAZ!atUO3kEmU`)S3&dZla5`IoL%8AiM1|W{NQaF*N z=`w?WrDT3e7M5gF$?`TDj^l1Lh}!p|RC=8&-%((R_c$5U`}XNuXwC2lr>3TUP1hFd zT_G!$ge#wM%Xal#ld>owyIltlJ}$Hy*Fncbb}CkUd)oj}f=Xv*=Bug5V#KRgwQCt5 z;_chF@1Go!_}k^Sc8HsMH*!QyZ1)3kcEwH3r=#F zsEZ&8p{uGcjeO79w&MWrdoqr5ZO(1mxs!sByl~+bYCA=LN0tHASXXKKb*V4kzU?;s zo?QlvOl}S$g`uIL;a@Y8dgGp2j?p0j0Xh$g9UlOPEa`Qnq$mn(M<0=m1E32n&+YB9 z(ZW8jULAk%@Zl{S=YOzR_%Cdk%n)eLhiqqSL;62U&M+-MR%3Re}06fs`2s^d%_rObNg5O5JWkz5lZ zT*QLJgfW8|yK2(*b{&Zpk$7ctWfXbJ zMU`8zAomm!r0G&gd|qR~$zOR{Nonu*Jah8>fnaq0eDZncIKv(n7iWR~4YgrI>GI@b z?jx~>&{%vzZuGzbFIwn(-Ugh6yzl_qMYe+2_IutpKZkMM$k2J%P=Kz`3)$*sOR6df z{^H`}?+$!D)SK6cMk`qBYoaguk`3qSqr{nRykv>P{d0eU3mP4% z;kHsYv5Eku06eZP5)1iZeh2x~cxeDySY|=N z0|xcc7rb^d5X8YVChz~0Kc47&Zq9P_C`IY&VoIhdp!;K%3y;Jl|DvZK8gI8tlV zGCi0S!`{Jp32x_ki};y?ah?8v!aRa8x6Ri{a0W}WB3PO`jJqeg zD{Gw5qw^P}VmIl8>+=f>w-H;mZsk_<>YJ4EJD_i^<>E=j6y2MzJi6dAhb`SouxS=# zms$PBYJO^IQ6^SI94$Mtq+MiFRkIQsI(as+C5fcSWCR$uq_Pp88XI{!YI$r$c_gza zLt`180jiby8s=QA(Ew$)4Bd;pPD6-a!N%r(g7^k}RV)(D*IN12PG6ZN6x$Usd%4EC;)dNqgo6V@I%t zmUYgfIjz&PC4vAU+ySvuS6yRb_;xS|DiPk#pFi*HeoB_Xo&PC=<)1zscPq@#r;Fr7 zLfEopi=(zczL0|CE^6v~Xdz>-rzl^NlcOYj>3AqwT3Yh80*csy6Ng&UshFpBI=ak` zcLkvQt^YdO5a+7=FfWfEeXY!a=Y3f;zN7I)(z3D@gN;cISq5?mm5=bJp4;i3nb&^y zk8xexLXdgX!){hhU0oMYnQ+IF8_jHgjI-{!;~+tp7te%b#_+YbwcSJunYdHr;>nXI zgBV?(pE3QmX!4r%=u!5iM7bDI0nrw+KIfTh6Yl{BEa|&};MeKRS{r|Taj(-sLsOG% zI@VVe1$MM$$+*t{raUVkFj%zq-8elKHIZ;f5YqX^17*$wK=@Xe=<6peuS^dr_QsBA zJ5Ow?3FS=BlL3MC7kFd?nd8<`a~1gZqbEGx|0vZ_NcF~z7vK{}QseIIh$;&6Z)DGR zt}BAK>ms)>F)?{>PQ3a&aVC=Ii+*x@dpn(G$ZhijUo0cm>aQ@UUcPkcJxEgu<}7{< z<$8n0A9jF8*Q43UkNeo#s$w2~fY0a!-jm>V;thMWNUxoJr@?u+_*oZ%J4@Z`wupd; z?6=0oV6D%m)N>`#A5PcJk$A`DXg5k5NZ)&}uc!P8loM?b3Xo1vs5=zED8lWiMK)X@ zlwVGj#K*@^{CDNK)|{6?GFSX^t$Bl@8i$}D zGFM$+tLMF`8$ZowLzND)Grm}19a(N1-JFcx)Z-g1owpmaUyIu)x-`NQHD_vK@-EvBu(=kL&}}HNmBlw|IANx*L?gGC94IUd+L@p@w^mNWnhkgeAcg1;Kt_QL0r@Wg_OS}B;Zc0{s=e&?vXFXHSV`pcl ze`8+`$tV*RIQhN|LM;RG_c4zwcYOZk>g-b<_8H5=H#u%>)VvJ0J^^XC%HNcf>En zS@zZt+<`wpqBg0=q@|sT;5Rq3a2S&O7Jo4yyOV0mmTQc!8R_Y_U%66ilKv5-Z?KKo z_w3{bn^$T%?CziSCcx)p7H?upZXg>Y{D)5ze6 z24y-kQ-D?}-D-B9XHiEUvkjf@L6@RvW@e8*(@Mz}MZT)4${kcYcwyf$A)B}xB`0)lJe#sJ{D>Va-K`dd+Wtj%zXV?WxV8fPjd(WVI7`Mu zturispD(r>+MkWDX19BsvPaPfr~P`g$~Oo^QHA+Sz;bAv5o=3hLVMX1Hs%<&R#ZJb zJOSX{W7uJ&HBvY3((~(=`}Z7UGLgQs9(W+v{#4x!5v3sqN1W80K^A1g2h~# zHSINbu`4&OF>-VT)}y&h_a5w>2tun-f6?PwVLD`~~?EB}lgFyk#aPPWz@8RHy9jn#G*B zjF3pYwR*xqQgT{)%jV7Ut1U%OmWr^{=OweXK$WzsRUi@Wf;KWgZ-3;-5$02;cErZU z-pDZu?mTpbxTE>0t}ZGxVyegX>^XjZe(SLxbmDzqwb26CWTTr?$q&@h4%iR$Fw$9k z5IogIQhkYz_D5Xb1QR{bSuBL^nVO#7_wV1o^pyz z%qK`se^ELQj8MmQmb4ciKEt_mG_N`zK$XqSc-FmYD9%up^K~EP%!JKI8&}%nCnSpr z9V4f&K}GpzARE{i6zdN_?z@oTNBV)8PE3i3X#{g6w$ViJdfD^zEgYKX<;={7xOaTN zV!Fqn2%2R}!3Qry(a&7lJ&5+KC8DpV=jD<5tb#j94yz8UQ)y!jPeTPWC%H$2B%l{r zEYIKdr5D(Z1c4+|hS&E(D*@bV?H&+7CFM&yaenR{H`#kpqmcv1^{{#Q^5t<6UrWcx zJG1kjM+Jn${6l|4X36ZUtYmWY#lyy3itpOGp|sa8_Fy!aVnbvuY*EYz;RMJurd@YF7u_c zlMxLT^cn@vBejqEzFM^#ZZzIm*gZBD{rvR0Ww+hTCr@q%3{&n@nY+WLT~bumDFxh0 z%WpB;3qB{|2otZ9O7fmp z`}gm+A5P1&u0dBCZb z>EgnBzRI}jdG!fC@btXx#NfMwFEJo5FK;rB&2jdIsw$gEcC;9i8i1BYz9sQud*dDN zzFqhColtIyNF0lug!UF+>75~%sq@IiKwm$2bmb_E8oypoaA+tEAfi7ywn!nnooE41 zpfjdKiHA0;1GI9dJu`v(Wb5OKy-PPVFQS_xS*ExCLUv=vX@aZ}AzFJ?sGN+vW36)g z3|!Ehw~J~)lz$d~BTJ{|EcjY?G!o3{h@bPDSEy*aJVXxOP(@z?C9dU0scZ4&?p6)2 zB4@YNnO1G--P7ZxYZZ{18-N(d0$^rlRx_ulywnk7nJKEudjE5|{Ca6737=E{jS1Iu zBiF9o(2&Y>Nnj&W)6hVTgR$<3L#!2w&u#zXfqiFJ7o(YGgugg6QEAor@psy9K%E0y z?sFd$hYqSSv3>52gVw@iFW1fY#4-{d8P_HAf3^|fAJclKb#6fQ3+^dL1@`OwqP44O z=_ngp^+35a-%LqHW@e48xiFubn_I70H%O44lV8^wM#4jyGxSUf`Yc2$Jl}8KwypM@ zb-|CHKO3OS5#d|dXEtfie5?XL=7VxF7}V(eq-b%>+J!^o-IJ7eykdd*KWP$QENF0j zv8nUFuSWUh5Zl$KsnVA(pMwTRtZeB*PJ3}sl9AaAYSMO!E5gU`qQ{E3@h&(puaF7^kxP#gm9X~S`qSTg{P=O5 z-+{!q)tz5z=aLqu#>U3pEcZ1X%j=TMe;PQ`u*@*Q(%?J%E#Zn(f3f`pi~Hy9i&GWr zY#5*zbA8|QrEQiSIAC#U*FRud_2WMqF%XEoar!{puoHyE>*p5~u-99tkyZGsZ~JxF zMOc65*p8}sOht*gX$^-9)=y1M;Tf#&@q%`}Y|{5oknI3y64bvx2;Q29ED~E3zpR+N zGPrpD{QVXK)?>g=zK9?6MsGC2Qv_vVA-5d|^e1i(eoGJ#JPPt5b$e21%iXMhIhh+&}%L+JOlhpa%S$cZ|@5vZ*ZUdoJxXlAkxpu%SJm6o>6*M z@|cFR?piyd{IL2&xCc;;^0W6rA9Es}vCZBE=@T^0t!tACNmsn@VGmAv|M5C>A|INY z_YuC)>EPuupb>jCA~o$GK)))66iZDix>jDxGt<=X>Z{CXeRb_H@g9tV?@<;~T=Qsb z>gUug-bsb-`GwB_Nz-hhcWD~dH84n;qkGDEAK!7J)I8cPIyUj$yR#I|ei2%22DcPc?|x|LCEd;W^Gjg< zwwnb+-uYRO^DI>}*ChN~ZGCz9CP*gD>WS8a-)g!RpLw&~2N`9!qc%(tjR*xns-Up? zR9mj5iqhosS@v8a!tET5k9N#7(1$d%x2p>5q&cM)r2j`&(gI?yM)@m7!N2f1N%fKw<)rfvI=$8fsX=#@jhB{@doW=F26TD@H3MXRphQ|ik3%xhSVKLZW%QniVRiMIt# z>d5K^Z~Q7_-QP#Ay$e0Ih_LW~$OWhyGe`TOt0ZgCuKn_$%3S%($cK`dko28|@prqW zil_V-MZOPw;ln$7q6LDKPeH{P*?W}}=8LMS({C22E73;!?VLEuQd7RPe0H|eb;(p; z0K#aalgIm9(+=OxqPSI8M<`2^BNwj9MGKdCF}dD}^UgAd1IKZ00nZRTGx)P`Zrg0HJg%WfKpf4DP zCu!uTV29^?#)*nuIP$@R=-R(rmx13#A@=;HglP0IHDFMC&}i;vU^s;s4n+(rLp$B* zj)YbNW_aoyD|hkicjNWq@QEdybVF&P=r{lN(gzlSYao1&VaG%8v6oFuQlSD#px(wc z=^7fc;Sumv%$oaSF&oRiiB zI0`{GSq0d4go8u&!-o$&u&+$Q2O*6h{8U?eC21K8U0zmpjzItV82q~gxn_|3GL2g~ z4BOtuwyd7XHpTa|5RwTB)qn`BFmwcg^cJuk3ENJ8R-U+o?mFnk%r!X_*vJMOMm{4@ zfAB5*BTgslgvMzj#gK?$+}h-RLtVWV>;|YONk{~w%J!|q#c3TgbP8piccjKBGSq$e z?AaRzYLG~?jhdy|;C3)*e|IhEpFe+&@bW5wPCJZR5rmU+Szi8$ECXy7>&2H> zR{Y+SW-KTuDkj|Ru8^h&)OZR*R4qgnz$GaT?UIww#h)P;K@q=_T~kq6d8PUF_23m+ zdis-qOhHf_E|Hs7;-ZdFhN)^be4byo_5sr4-T?nNkhOeRzo8= z!oqSM{ZbD|b#5^H6Mz584}}XmWR^LeG5c|xJy@E!1pk9R4#{ptMvg;=4spY0mNxb3 z5M;jH@ENXSM%OqA@Lu)Ni>eoFKDWc99g(uO)sr(u2$V&$sagh{M zp^RCAtqT{jdjtCCVt?V`lP6^aD8IM0Rl$fs?lbvqu)SDzSL|qid&^@xlc)ytuO5;~ zQ!UBpR-bYjUZ|H67k6)Zef@y{rlRR~PhGiQ_; zMV*fW;ss)%rBjsCK7IIb9>%+znu9_|ExEO|{@j3wPb#nQwdp~Y0nN=qF3sAiOM9VR zI`r+U$xhIr1Zx@j%`~Fj0*aT$3Z)s$izYnj&svBh3VU#R$ddA?xVSioL-YGDOX!$~ zpdi=W&4WCa?=<&@Tm`b8Cf~@2BVkQHh0D?uQknD$3i=sZW96yjdazyVY78uaYj^M4 z_wSGxHYT!_(jay8tgbBOf4|+n@TPujB4Kqjc6|9RNQt|4b~MDFfq~~L9!hsd>g+54sb$Q_r*qR)-8PnEfQLz+OR#u;!oE+i_sKx4E z&LmNDnnY-E&VjHjkd@`zz?UI?Q`1vOVY$#e2b=UC=>>aNVSipiL{zQ7d18Ux(|k;2 zRRFfdZ?C&h$w1`os7o(-@}zlo5z8{Uw-pB{n?sn^slB747J3N>oHJ@RVJxbwEZlZu z8c49!-2UiTFQJ`{4hfEkV2^R0^s(gXY^#OfV9tPorN|*Z=;X&FrgixV?e{Y{0@yHL3ZKC(UhiM-(q?O2K~mwtB$RzB63=Fg+uj{wptY-x{q9(@ldScFUPOHR$|L{ zoH2USdR?-IL<4RCMRT1_lVA9|Ha`ic<>|qp=UvQ~FNFYLEy|QAt=!AH^GktWF-%D( z;G+<%<-3qM1O=jI2i2k$0xT2wFTQpG3f18Rj{arGza?Rae8`sLw7tVr)N)|yvTEgb42<47= zJA2Jd20Xrx-kCV`Y$p(5A;_1HLCquOlMlda`dukeHi{i*(?P9b3VAe#gB^~wuLH}_ z3xa`jE|t2jyhO+&G!Bzrf!GAg84CWa28^N1{w}P8K73~iNwN%V=o#SH^2X=) zL<2pX4vIXVpZ>GSDt}rkb{bW>dc`7i16mk8--#=8wYUF`cMiSIU^(3RTJ>xXYld?^Gi#Q(KDPC z61oD=kpMWKsZ+i+DtdPWyq||q1QlSvyK8N|7t|T5&=WF$0Dc`uVTKcFZ+tDk)X&3j zQMD-g7jTaCfIz;zy(Iw(j|5E_xw-qnP9|%YmN-w8(|~_XGvSi`$oiRSv+V5+CSOr>bzYZEG0_*cFCVlCO=;>X_>thG(O5PS5lz_8PhsJM0eOH{ z{9v@a3@hDBFqM;F6QnIIGs_UvD|uuEKm{-F?9_qhkIQVC)s6d9U0H@=;z zQ?niBC#q?5i-ohEAvcpS1ZFD|a>4R->EYIWdI)Uk^rlqTIa9EYYYECvs@b1@K6sX_uQ)aPu|nj& z!j(6Onx1Rkw+MwN0iq3gf^BVW$c}Z~Q1BtyrH6aZ`SeOOo`SU~gj!Kw?e)aY~ z#G`&FFE9UbsF+*OcElUzRMKb*4b3C}qr;(na3sT1LYinuN(Y}8WDHLhIoknOXNJwN zGAZ2sID{|X=jiNs1plROxbh2Z)J0SkQX7O)`CN#eI}q*EI-+EC(fH_VnE~kWZH0E6 z?w{)q3>H}YUJu|a4_g~})^9(4@9M3F^56@V8t+I6J?D%apta=2|IXuR9S~cY-h+gE z8t?_bA0|Z4eiIe1t=Nel7?u?8!h|A2rO_al8M53*qi~pui<-bR%=rDS!wH$txrz61 z@ZK^vH}AXSZ8?q%Iu8kO9Ra^1bR}*pe5mBcf9Vwj`nOj%GFUpD#zi1e-1?qv*tgSb zYZwgpNPiXpZpfa`@ohC&hOaL#??E}-jOqzn=7k$KXwR5_e*i922P_5Qe$Im;79#p> z|Jib0bWPry$=1xu>wM5Ld@pIr2GjWv|AY(CLuy=P63rs#la9yy4F_Gz>52I2hDyLK zC|9?YGzj^-eoO&YP=0CswuN~a_pBKQk{NFlz_W!-Y|8E8UFWN>+ zyP{*xCCY<&Z2ssIGr24bLPiz19d;FS6&#{U?VX$eD-PUgeZ$~5JF*28(#lI(GUya$K8in~-SPq; zU^#m>%rAH?T)^t+SZDEL40D`O*5Zaq_Tz&sd&oo_@3#*%HHcH25z{Z5Xnt&~X>H~2 zn5y{niJ6aY9|3cGs5V)(Fh6r^Nsgw&jgvEX%~DR1v;YD|ZvwclS%N4=>U2(X9ORb( zfa`*QA#Jl{>gJJ>kqiZX=)QnIlZbU8JM3Bw^5y$DO z%2&wd_$A{pDrU-Z9~~!Ho>hV%Yn*O{?>T^zU`8d9kORf__D%x}>2HO_kYx6?wmRR& zL|ns(5mYl$T?JpdYu7G!!0(SWkLF&JwV#^0*ra4_)rs{QAJ_|WFb^VGpZSAaqWu=Wa)*+{hLPS(h|w zp^^DJIe8xj5X_=^!Y8^1i_P;c6~?3U2@1C`#d!&1R8Yg^vum6Tj3&i1oT{1Rv?p38!X1=N9ALuV*;!9K2}$~+G!JVY zV|JnnaCW5=zisD$5i#ukdIBxuRt&Dre9P11&?@pK$BIx}Ei5eDF>wa6(i08FZqgX9 zTa^s+TsLZ>1aumCbQ-9eAHdZHvtR#!sjpoJ4j8>P!R(9@`#unXIu?vB9j162X*)ZD zmiNw+x-$-)AoEUJ^~sRaq!4J{W@UMlmWokqrzH(#xAUXP>Aj0gE)T#qmce|5pdpRT zj&K_R;GvKDs8`$cg9F~TdDsf&bBwN|KafaJ_>F#=c#*S)LVOxtOmb2ezZ~<*fOH#* zo$UT+#uh_%Fo{lJOzbcSg<8|UMQv?2PHMc{1>7wOdJInQ*i_xF5|_Kv1J|O^@c+1n znJpXxf&lf{+HMz7DPb$hPo9nE<|WCgq0lTbxpfbwX$W4L=5#Y$FURg>JI$G8n|CpG zc6QE5mvmq+W8%r%$EVuyaD+TmUtoWK zXo4RwQiayUBQ#Xy&Cu2@Tgm`5gSx9>Y64UiM^K`7(T3k!(mWrANSG-p5GU7Wz2M%v zfB*j9c7vGT_$tR*%!ce?a{jxnCgjvMIA1{_{eqnH5y))<#)o44rhciJ3|EXcpn;y@X(ZMoXPDm=7JkG)6<(N}o4fDf zkpYlwVsZ`q%!hlUrE8V5F&w#TnVlRaYZ)s^`}gg8hzZDb1i5th6oUnN?8-r1P@V0s z#o$$kdl9*U#LW#3r3-xrF~9{KLuz=XD3Z#zdNlu!L%s+nY4;#!wJ^be3`7Z4A1z}% zJ~xcla5p^mF)1@Fas8XGt;67SIQq3M#6OShAMlyzxNDpY>LMH1_t4NBLu$F6sE*DU z4Klu|w;1qnSW^qIf1^9u9DaiVUOya%O=APdlxhuks4}L|Zg+Q&Lh$)3doM+1?05P#LUcf9V=Vg{a+Ma6%?L< zW|RomF8;zRrb3#GChiJBq4#WQ&0*~gQW*u(jZLzMs7it$%PL$RxZOJ+D_?P?|7 zRgklCLi+pqj*{e~6R7J@*y3n?i?M;^Aj@O8A8U-wLeX7cR#S_RUD&ec=p9ozN=izw ztlu2XVc(~iGsPZFzme10&M16CHMj4~=VS&U+dHEd@wUBfilvCDBt;HxZUs`)`%V0S1-39#qFEJZMdZDP+SOzwsaWhtY$#2rBc6 z1rR-WuvXOyG}SNBTnJW%^$BQCIbQ`A8HTX-`&W!JRw`$;XI-GvN&oZ|Rdi_n$N8gb zojxlkCFL2!eqEZVf-I1e*xT!T(?q*}RwI@zufH5D@EwLdnC(C_6ql3kSAIdVy;5)A zzA%I*+p#%x&{Y`5Wkr^eltjDOOKKaiz}6szXV=(_cWN#?doJRX3-bSw_djkObf$6% zt?TN7L6rXM(jz~A{D84qkz{sJkDnr42*B+K4j2PsI7TGFvU}GqW+eDfOf6iNlM4lt z;R9Kbc!Igy!KQSxOK9J{kr>E{hTR7au(O1VQMlpbd%e^^gW1&d=Vm+$oMd6aScv?A z+nDfwiVXJ1`x3T~)Ouics!JS^tIDY%oBVWo7qMKSif4O=`$Y1@JC3u!*^?I`_UCZb}YR z-XO%qb&aHmAo@J33}AY05XIhc!G_MjfKT>yi=stDz<$yCmc9%Ua7ZJ zs-$aOA98{vW}`c~Dx|TKwFRc88mPa)^-`eSEVEZIYOF#B>4$tF)lw{CzRhq5DK=o> z7v$Q|%DPwWH%?cyP4<5dk2mo^Ej?c82<4p=oASNCrl@dw)Y`#n4rsOjX8|jMQ&JLh zJ14uGr~DM=FmRPqgIg6YE;Ic!4=}jvD+8=x9`TW_u2Jc;FDyqnDti4GUNN`&}r$2-$x5bvRw1s?vK1*4~a!D3}> zM8Toh)!5iomX?>R=QlDVqFN)AcliY)TOGI42E@8LE)1jO?!9}D5PBG`pcv+Uh|3m8 zRg-uEA!}HM)4QSuFe=D}q)Va(@x#&|;{b5f8X=?wF|m{UF(S#MmaCbYueJ6ol?&et zH{=CUR&wkYu=wQ;`Q7*R!Pa_GUbjr@n6fLpo%b}g9zf{`(Gz9Y*$^JmS|N?3j1}KZ zknCw^CbGP8Zo||L$}ffMXJ&TqrXFlbdrmw7g<@2kzIsj@=q)~DIFPCOH53o_Eiq^Y zhDG@GRWOy1smUm8|76s1$SOuUp{9Y#&Spa*aJ=+kjYfQSuv9;l*zya$t30aL!GaXq zi9hm|i9CC)9oJs8Hj@^Z-a=MBzUvO9Se*6ZB^dWLN#8>@K_AHtH~R06=N4tJJ)+@6 zN&rD8!0}v@^wByJ2L!38=(r^XO8X_1`#qK+67&|?!?3uH83kBv^gK%q6Y%>!Z!Fp$ zh*E?*1|#7!II7+Y@^uGs9Mh~&@l)*>XY7lCS=;ihk~$p@oH6kRW*;iTkn0{)r}c#6 z^gt|63kQ*H_7naS9_csQrDmsF(n}V%?%!X)lnj1}jVen69?r7K1$}rNz+OtAj0f8| zM1!w_Cwc?3)#u)2Jwrnu5K{yJt5&JAX2_wT?$;1($k|`(M0HiwThPP_?n<5#i{JOT zN5KJ0IXer3^3CEC&1MTpPDXBjg*#nBYKJlJTITf%hjUG#sjb4^io+scD*BH0BWB z!)JmmIBPQ$G+E-P-LI#P-fG{Oe-N;O3SOZi21IVpI}=+>T>OS$w2?Te zU7}&&h^s=tPj6tJdRM!}DvD~-QcG!k80^0O(w=LpxHD+$Cp2;E2ojgVGL@-02G0}W z4$MGT)TWl9a{;(t#(1^A`HiOf_!58y+OG9P5o(}gKM7}6{r&uq3$UZmM_$@R;6{td z_p%Zby-B!mWL=drt;tiC3)@RDWV@ND*A)HMPv_nyz|b5&%jg^E@a(7CLYn274FXY5eXr^vJi^Q*j$G9;lWUKiklWxRzw z`|mtDX!l^3bXm2Y$`TdxEZmqtIw&3c!Tw7kt>yH&X<>}`H!QYxYABKG#QV?Xqb>48 z69VDb8@}_KutaX&vgMw4kCCS32@H^;MUcRdU}R+ETh|pw!1VrPSu_BcN?9*{TXz9X zOc{*BzM}2|ur1>v8-l>~3S1qvf-Z~MnO}Tel)=t#V$Ny^i->q_$0!kV52I4OVXpmA zcH0@(zy@5pbcuMeLI-oy27>(ZfyN{%WD1c)=h>QWVK~%a3hEt7;v%PM_Wd)s2i%a`2Y)3Byxz!O_w2 zUb&o7*o|-@f}I}TfQ`i8xw-ml`Jg`t`2&YN$$LM*vezuv1FN37(Na@WGax)PNNm^I zJ2N?{F!r_aB138H{A4529zmcl|AP+z+|l2sqX#4O%NB?;eYuYb*h2OEK? z`sQ~YQLL`JtB*bdsu5IE`%W z)7iDm{jik{7J*WkQT{lHL2S0<5^7w0LTj2;Q>GkAeJB+j}npM@3O1Bsf=PKKQ0fun$e^{ZA>! zxlS}+b8vM0gXTl9nn%&N?d>5{yN5uQx@d*xF}@pYIMk^OsIKJ5VCYC)Pw61Q32Ueh zT7!Y_IVWJs@k3DRKqUeRAr5fbfN7+SnD%Gb_rTlIUnJ#~xL#h0aCr2hSpc%_Iqn!m zgJ~PQoA4=f{JVxK5Cv)%tVZI*>i?TkSlg`v=-! zT?2}Cm%NLMd>>d{Ht*ai zh5t;B zywd}v$@9evW<5Q3VaBTy2@r=Blat*2exe&lZPiSE# z0P#tZ$HL0$BLd|#Krq}b+YU?lR#ozW3UQn$-dwtA>xtYonc5$f+~DOntg_dd_z!~> zYk4^%Dwm+ZCb4X|a}zBCgC9(u#8 zxa1Wr6kd}@;v&f$EQusZ^b`r@FOI!PEuc(EGMIaFSn=_rN8Ex(LKZ1&rY4fdzj4_b zR6?Gg+N*As=VF%ZL`PO$BsB?eN7k-qQ^sW*lbCZa+xn-F6ARtc#$*3EV2w?a!(nZ> zfGS$pVLi?yxyDx`c<-U>ZV|4SbRdKGzFK_&dyKXU?BDtce!Nu<-C0>4u*xxxaA~yPtSjE&XI={j&mA^;IDD` z3PCjg@#$lg;eDc9xlGNC(90}^wF(#K>kUonPbemCC($%0vrW+Z&sz3uF0dY4PmtFg zoiS;9GF$**QOovU)$N5niuzJ7DXFYW;k^Bhu_bqag2qFXua%V*DG6)xlqjE$+-Rmi<-#k=+Ndf)m2re z9k=TnJbyL!5#;BNx-1aY2`Qz0cN0WIK)!~@kA{cpM?@@!!M+=KdHDKx7OoRJII=#S zky0~eWJE}}sbd~V;+^eiM5hC$A~SF|39-ql4pQ`*H8U-gQ^0i;*ye%k=iC1dW1WU=<#X;mKu?x z$X2|#g93dz1wo3k1DbatKxpn@o~p}+6J#K&A60nW69Kb#8D61%d2kmDtgIumdv9$v zdQ!DUT)DE7d8+;NVu?jMZn8tmUHOY!le~QmxQwFTVd@M2@4h}ybkMj@t7ae|9L+?$ zjlLJI+#!BJ2zN|cgR2Eo4k2Z@8-;Wt4EfnWMwJ?mtf@P5jY$RW`7#XSS|{QjFgB`| zRE31Cn6QhJaUwtY&!78fXYk zlsNLn0TA!&aE(i1*;Wu4iqhr#%r%fRUqjOs*#p(@}9qG|4=vF zoRX?pxLR|$OT<-uFPc@7RDOtgWaRu{DD9=HE& zB|6+Cj~ z6&wkS(IP1all?sIR@&%}*)r9nPI%k@84=;9)I?*93se9)RP)TD_MTExLb||pHcLyx zK>)5@o7{m2Yf)LYSCnG(U7vxpV&R^b>$xtV0&vrVDv2wSF}Ddg{^O=ddj_C|zA9-) z1u&wfCM~&$S8t$yObcx#3}FnGT>x*y)(d;-Nq~PAmPr)GaNHmS2y(pR2;8no&hS2M zbcX_-pG$qNB*h8a!Zw1uj6k*>R$Mw^j%ISl_*cPLUV=`d2Xvs;F%0iUCRh!yu=|K_ zFzrPNHZQfbS?(D8cheCb1ioKg|5^ibCNBYIUv8I0Ytm9>iII@1C+J5m10HR1C$B-m zb$>yYpbi7tTS&t6ik{v}ZV}jGF+;@x5v)P26Bhsmtu*0>1l(4Oy!E2V8z@df zfZF%ZqzW6jV8#K#65jI4$`f}B3kqr?1+0Rs{4Vt^7$K;?;bNU+rQ~PI?Qja!0+;Bc zj?^q%Efys$G?~l59r^}SAeD+U+g68D6*)WHu3Fb*fy@B{6d+BRNR|qJ$orx|bcv}| zc7eRo1JC~rH=JU6!m<8hJFf9O42B!mU^KsGC9J<+jF@y3J)N6A<@ly*)Zs3iR|=)B zE-*Z4XN&T~mXZl?7@HPm+?c$NkB6nkt&s0oPi6FZm)Zqi;~d*W5aqtepS&rw1uKGi>eYA#&cD2``*V{=HU5tn#ow~)@M z1ul6U9@1@GRv|4T;|mq_gnn^R(WkC1ZTPl&5l(7TXu9jAiz7O;cw`CEnQh}05a z0%}ORzzB^gt6-)K5a^+x6_A#BW;WT+)PhxK6T@AC@nScDOVUl`P>Lro!jtQhh#0(r z{w`P_M};)&O}Zf}$N(#wS%#%5IE?TH>OrG?rx;E=<4paCf(#^@)aEuyW{`AhOVTR} z{DMvJHPwqQ$)u!0Be3)ZypkrVOb@?c6bN$OkozZIyWNgtGIK*XS-3IY5!Ed>MNf9F z4wz+-%`f6rZqkntW8@Xw4Slpqe@Q#WaaxlK&6s%#S{F{!E5q&3th~e$xAT(_1 zIv{3Q{(8SIDicm6!Tt@9ntNIN3d+`s&^8!GrK1N5+9pQ4l=RtcxiG08pK+TN!HRL_ zls(U34QpA%twB;Lk&bSLA#n9IvGZ8=RGFA-lf4C9hg$)9$MXL+kvvBaAC@>O6UGd~ ztJ+-%fRABmY;nTXyqJB=)Zk1(Q>`|G`wW|Z6(MQ=Kg7LdSXEurHo6f713^Ga(oG6V zNVf_Sf(S}?igc$47<7q9ilBg`NJvRYY(hXlxv_C@ zz1LcE&N0UvagTeL7U!)ye!9>+>Y?&v%;#(9%xwCj&J-Ct28QDx;Rq~|8EA|9S@)R{ zJRzhQ5V|V}V0;5}Wg7Oah#BlSQ{V^df-eYGJC8+j28((Ly}Wz=cYag>JA*lkQfke zrT2r==Q^0OS%B>Y@*SAh5GcTwgBS`US_|t7nkb~mdhq@%{)?|d5ZdMhD~JpZTtIzB zLbO2+N)%i!we9Mb+20&{@>lN&=m>WKXgnnU^&#rTh}~b07_*5VMr1DqDXpghhXg{! z2%a4DpaQr8X#fRBK)-BN+I(ik2eH?5SP*a?4Bx@t{w0`hEx>_!8OEo@LJDa*F7U%+ zAW3C$5ZI%;@)0Dm5EyfRk5yGb`Mfj&j|6drh!YFo2)pJFQm=4@MMDr`2YjD2IQ@|H z)-*aaARqu4C~$aOfnWCOnA=iwbg)J`{<&VVlob2&B?HvDM*?B!4M>Y3%rMA(o15hk zh$QIBNVwti>F(}sGjLG5N^EpMHxfe<3I2%$#|*($wvYB$A{c%I!wNC824Jz#8iT}e z(efp}qPvBRQ1k)*`xU@Xz5?2fU^wX^Hz*G#Cqh?=ycQ9i*bjCm;E9UoHhKo}ms`Nr zc@2`(2<{P%`!4YC2O(2k5`(0ZH1iKKLIB%fjs0!Bw}S0|vm}W@Y6E~$CKo^uy20ev z*dbM9Y-h)Xd>4xHwDJv~j!Ek&9obHJP~0mbzLFFhyM9xBPb6>lY-D0G1>lFxKmx7< zfoPU~RXNbI9%;w&@;eaVH0w%}7YVWigEd-?Guc#58mR<^u+>ROFoF%)1W-Z*7jXpf zK)Bi1u&d2>2wv{L%Txe?Z~X5SIrtCt_umH|njpZsxdzoVxk#E=5Ab#*q;DPnaVKaA z(!S{Hg3*D2U!F6hPyqKyivv}X5(4r7?@7WM3pbAZ!h^uH|Mz-`G5^0j5@QNbkN>^m z&m-m9|9hDV0I&3fnns!&F+_P%AObL0QPaq6G|9ky^=kEVHkpJ7{|Nno32boc7kRpCJm(VMqjyo6Cw!5>(bK0-5!PzR-Lzex`k&9i+Wl09AvA)T!$kpe((!`+ z_xH}6kY;xA7%qcw;LJ>ca|of$`GP@6@&3C!&DM+*QAo*~Zn^UrV53IJ{@|E-0Sdzy z4*vY2qVMXoV2$_f9YQ`Fh@Ky{*dwUq|1NzhMRgnmLV~2K_Q%J^>A_Buf}$|0)c>A= z{Oh^Nqjky<%v+Q%_yVBJall}g2JZsF4I%LH!R#qe8J^>UJyQrQ_J6MJ@9fv0%pKuR zEwLVa2Aa)eUQq90XwQ@t)iH4xTq)Y-R|bv*`#Cyu(45Vtk?GnO7G1#B0RHlT%Xi zPfcY6&Wko$!sFSUPKB%+2BM*0>OxS57a+`obxCS?N1=-gFikUZ$QT^CAUptiz7||1 z;gjH=z}3mY$;5OLT!2OZPkpC7s}g>3$g~%{ynHYvA>j6?DjCS#g`H*$L8kIcOJxB} z_5C6OW>Xo7CbXM$5{`dO9lds;EKb1QMhrC->WufTAa4J~a|VRHlI& z1`r}(alR2{N};(@)SL~3+!G;OUuz&#;s8k<0G}XO96)(N9V|W)JG^ez5+|yN+=0d< z<#S(4B<`Xb!j#Dy# zp-@yknl$376kz(#2hR~u-#AB)G3h{_pAwrm!FOGdY4M=f9{yTN2&%TAdt?v?j|SAQhTK4I~DF2qy$SLM+IC}2}$=< zJ&vXk9rd%9;OK!pP;`jUJ+fpUKTzKR{S1D^t8zQJ7cvdd`TKE!~kSUnP3DOEOv zJ9=m+1z-!n$1#t2)7QV#lB>Lbe_snl-UkX# z8m1oMx&%2ud-|n)FrVld)zpoU^Nsd9+Z$Z*J~09pVL=B0fSQ9-;MVcG#lgAb3j@su zfEE;XQol+%5lMhDUd|6ZdxlJv{hX%eAR5vtaNIu!gXzn25IJ2rxziAj_@^#GxyHl1 zd)30rDN5&qAx1M$P4p@OWyQh3@JgDU#FGSri7Y^9y-U!^j3}OT@ z0&cfQ(i>+_hbh%9iuV)0iA$+0J-9_l@`*;8s=^)ajUXQ%hC%`GS#78afcQpeJ*&#g z4b$x%&)VTu+!*zk8N#qkWjTerQtqaFXmqN>(j6EMnj4C8SfCrg_#=tbY{(@5%@sea z`;LEecI*HI!W|5;5~gWlG9fIRtDeegM|A{OQ*N=sTLpwCHTuXZK^evpk{br^t&Nr( zu&=M~cX24dA!<%oGi}C^fDEz-8U)N`BvG zrKViHYz2xj^G9Jp!OhQ&F2odnDPup4HbI6r{v$d?Y-h#ub**%?d9!0ary6x>3W-W% z(_p9y39-seD9)2obiVlUT32VDhWWs-(`g2@)7sXb8`Vi~d1hljxUVu0K;YTSn}B#a zIB;TOlWno;($oBbjQr0f^$Q=wE<8G*tPse1K%xflycxo1w(&Lj5w0wdRNV^K^RJSg zSw?d}-3R)Fa`By0axzG_4C7_xz&U0&p2dPbEG91*zRGOH=igFyVs=GRKsf;{vfEIY z@iO${YmNuOLF_3M(C~!x&Z*a^u0cGelo4X${X#5x4Bgk~KjxUy%ukaK5(1ksD=-DKn2PaHV-(Ch2+(yygt?HVS2 zy`_BnH+P9vrO1S!}c>x+t zJ?-^2GBU}3AYTWCI>*7W{W>e1DI4|f7BL}?900vc55Gd}Y=$X?;%S)6L+Y1c7`B8R z^rMRpu}qT^_oI?ephiMYp;<-=OH)bOh%ZHIfgQ~Cv6epU_Lup#br-4iiX%!gUP8TYE6Q zQWoH5zy3{NM7&tTDkqF-OZUO;)G+)rF-*!*Msjn7GnMc^KYlh+YJb61*6O- zz7_Dw-Bplkvy5JC$e>TT-MzbW!J|D^)MAK6@z6V|v)t8A|Ed3`<+OR3w5lA04UP61 zeN@^xanwI>)HGzg=ySF+*CDV`@fXiQR@feL#YCt>QAZNV@B6eAoc;_f%RIqko3}qV zZm#|gbo*(5e!TV&(qa(V<^*TJ2*SXr?}?Mx9l}HUlDTO zX42-j3xwa1JxUxb-iRpH{OU-noA?%a#IW1)baqm=IakW36}HqO z8}KEtje#)$^K$>Amm-H7J~y zw()=(&Hm8%w6{U!S*w1VhR7-_V&y{jm`yLCN$RWmYl0^f_EI$>2=fbz>c2j3THQ>e z8YnX(+Oj=hG)USM{W+{v_IL$nKiD19+D-eDSY?oN?{BqEfyDwHDES02PBi+ii^5~$ z-!W2mQnD4FZ{@o=Xrzk{YdJ`tXIF))?H1PE<$<$A9s5rgr>3$FyiG3xnOsK|7QJI= zFBwWFadNsfrtVKPc5*bL`kR_KM&@4qXY=NPuij@a31&j*-?{!m!_$T1%Rd%fXL^g^K;rw9uN0EQsx}9r zI_$EB=C)@lgd7)(`n-aIR5m3HG* z5o5KO2?|YoP)x6X%gf*6ncnkgDVy+q>hi;U!d|z+LA1YBRcG_B%t`*mlN8mKY&yBZ zEIxu1zkgHVO{qp`eHx=s!0zLtl)uU-fIhncYOXWe#OHNxjIh8S%!A>A3J%;mf6-_C zE88ES!K929tpCloE8 z?|7A0n_6%6XzUZc>!L*5O6!xcKWYmo6z;Bb+g4#vpkoT)eZcCzPlDK}gAGXhIUNd5 zpZ?e*Qu%6qLHc_-;+@CYDsqmQa9lfB|*4buW%b zB;{FClA2#lLDcMOccR~;@p3B5Ds|vMTB+}kdRWuhiKFpptiFVHuk+JgUWhXo_m02m z{Lufn%+*#Hy6bT+=3}F5YGZBFFzL$4 zzc0?R?|(Jr4^I|JHq*ksYFO=!i^w->wN0$1d=@cIjS|!_2M4~Ut(U4dTeW_~Aojg> z^w}1B=iVIk?`nx$h1l?<6DU3_-FxQR>nxjVZNK8TSH8(RFaNmX;jH}Z>QPE$mj>&)F#VfYxZpGj5>B(8wj%j5=w|s&`ByhQ3 zgfe$Fpu&XeWbI}i<$X$j(KnRC>HTmqM@#zk ztsgCQ%$1dXk1D*zP|9ank_Vx`oyd(hR^8Tm>yzz;e~EbSZ=F-UN*_1tQtmu0GDbf_ z!CSqjos-c~Z{cJQd+B>J4>7Es>KOg*A&Sp-6hF0koBYk8{>!Q9hDPy5^KmbHdb@jx zLivQZy{d3f$zh&E#cxbUTUp+jI(Uh@vMrCD!|a4yrrfPX<{`R0AnWU%<7U1u z@;LZ<%uZUKY>Ib?Adm5PCTHv66NH3YEP9_Ld_D~#{?f)uo4%T~smQ#!>TMYrg!$0k z`IjFt8r?#Dl!|AmSgKxOjkujR@jkOVjk?^$GFR-g<#=r><>Aj88y=rcVq7k6t~U&* ztQfTrt*fMZ%NAJ-QmU)R3_PA-yR{--^UPyB#kmGs+Ns!k*c!%qkA&N~$9-e2i+pM9 zk>#J=puisRPgemJ{2l;5?n}kkYO0~8K|+ak*N35@-}d7^vY$*4%*x|aMZF8m6P)iq zQlBx3H(_B5#tMXuUra?i)**J{H^#^5%j~OL4!U!3fjm+9 zvo*xdkGeWd+t7Ad>DPMmN1pfAR(ka+#Ay785S$lP)aaJM8}+b) z>EzpUqK{6JU&AVRR2x-k&kg22DG3O`&a4{&OpH}l}iu{2hi(Zf6J7*@aF7W?<~zmf4&Ib_Wb=e-5Xnr zk<0x%MJHKH#Ou?Pp8MDyPUR$Vg}wwjT2lOKG*&V^8+=00g5vXhOaAw&6VHOBb2Uzs z|6Ye^*G1*RGIhpts84#;VNLfYBa$KYty~$-lM167C|25Mb$wu{(!h{K$EXgguQ{4jC!8 zeoHToxlzjgJ;3Ga_&!?{mvc}GE`eszBG78Q{eI54BLZV>VQ~f}r?7{`pI~9lcz1iR)c$vi3tuMn3-Y@QnBE2|a&mSW zA!izV!nZdZ?*zABZ^6TRck4@+kkj(@p<>(M$%f!K>$hH&;?7Vy^!Nly$Ylnt^!Cf6 zd~4&bZW=Bw2?-#`(!23dtP604ZH9=O@4H*`S#SOrhzh6C~)NU%rNZ2Zp}7c ztH}477Rj{$MJ;oqc~V$^dA(Er`g{&pmqJo21CzZ|u%Kc90CRuRR z`z`Nnd67O)mWTR0MAKF!^@33k4OjXk!}>m({Jpu)_ZUaUdtbocM@ZSD+A5q`CQ*gm zf@|v^scpby z-;(lx$NV@aSY;FQlc9m4yAe;&DIe1^GB8lh2~l$Ml;CftS#sDEN>?80fA{g$eMDSa zKx)1j^Tqx*J7O?{f(ngRc=+D7dzo_or)Hv984f3BdB^$de&AHWO>kH{bbSNktiPQ> zWomyB0|RD__fcmNOd{CBZ>)vWSJ9H6vyDa>P&H$?vPEe#FC+q4*}T%(PmsG1QaO< z5$*KhFmG1ZS@Gl8Z=M2&{DP8pN3APa@#0%4sV)mayW@`&IwW}2_PAKBZLGQHa_KxX z4vKBhb#?RpsCbM&AUZ%MCnmjNsZxpqvCL2?g{u{zo>fYz3)PTgQ)mbQv^^nx|DlS+ z-s}gVyjk090M`(B`Vhb?8nfEy+B&>Ks(JoeaECHY=^sSvQ3^W+;4A%+wE!$Umc z&V(dry@Qc;>d&7W_;d=mT2@=@B-hyXu}w}9fuW6HOHp6ZTE*K~^8Xe0(z^Q3!jAg; zzw`{hhOVWhA7WpkquFC_=k{kC|NV*)vY#va<1KBr#cR3m zED?SaNorT*p}7`d8OpdzzgDul@?@#HJkMNW-D;~tA@b$R%*tdivscXb&!V(Ds;(n* z3SIM7TNj%>4U(2^?Hyd}xIVL*G#2G4mg_=V0?5`TfXrXY*m!0q0>VZg3(U#PvYsqF zWSf}{AvR%|s_|)3>FJ=z=+Lk4BsK3$S0l9^{$gNt=xZ#9br-7t1AmXh*M5s7v zh7+bdM@MznM$>q<-Fw`7Y`e%tD~g_;W&fyGeI9Jr9?P1_Y(iRbzlK&U#BnOg&Z0C6 z{ut0mdXS@j6zC~9+m7Fl$G#=wclLi%yq!b?h6rK6WNfR)n9q9QMv`q>*|MG zhA+?&`|-EV*0r~*$CotCa3=Hn!qxs zlxhhg9z7hCQ!qt{Eh;1`Y+OfyDQ=mw!fwuW;jR1VJe|sDf3N-4^-+I1)uOdc!ODb+ zZkaQg8hbQG6n9K@p4)8CuCuV(etX~ws^&eG`C4@nAMGd5*@B+i7gX6ahM0y!0_Qvu zIx;I-%)d^M-SKxJC2v>)k>$BAz7l;rn=Ce!s|zh;24;vCnU64{POFDV^4=a^*eL ztfGTL_S*+uKe9b=H}_Tkm+UQ3j`+9zG8^nu0~QGL{;q|c$0sE(acfA)Q8UN91b zc!~|58u}tWL)h?f3+qN;=X|y?{JcVEnh`A|DP%y08n*mhH#C|J0>BUf*k3b*L4n`p z3{tYW&mY7ZR6j+Aw&St92ly>w$F++?)txB*91Q`FgPF!H1C|o3KBsK>+s5VR8On^A z66G$f$(Of+=BC%YQd)+Ghes}xQI=r8T|C=CMhcRfasuhO4A3017UT$nOT`F{h90b% z?;))de>MOIs3p-Y_<+E`K$#76K*0R_TqlR(hx_k=I1P$Td;w$wSyj&~Yb|GpBZKT! z)zEhU%M6*|3ltRiD1=MtI8~L$CV&&f2H84D9pa-Pg>zly_G^43`U^()sdu;T++n|d z{knehIV0NPV(DUbvNl@(!JXKv{&|gFC&7Y-T%j3sU_0e|mOXmjCs_r}uE>|H0tFxe zP(haf!G6fez+F$UlYtp3;KsJ|Y^hois5o?AJ-9yX3#olFCD<+5>baKynh9yLPK7W? zR=kG1A!vN!WRif2zjW_j`#3lSm^!{4UPsfTPQJbxp4UXk??(Chyqgr}U19#SiV9IE z2}1IqWDIT6YDfqRz(h^~5a-CF1X{2gW_}RlP|js-r<4DCtTE5r5}=zQU|zDyG``H<<`_5P6fapB5Y@W017r9Il8@O zmzKgH5q=p{N8Wn4Pa$X*fY3dR7!i|+0H~?VbxPn+vzU&ZLl)3RMSh&NxLB@HpZ@;g7jP_}dO5VEoXU!)jQPW+mi3j~xdwCs$6)0Nbu zaGse0PzeBpqLK8b0d9$#ieBu-N%e0arBo;N;aPMQ(!nd%s{CfJ@WVZ7w%$#ihORG(taT=IG>U}Av6pL0ybv> z%;qEu_!XpSH?ldP5KI}ke_{J?+%YbkCsPK{8&JjpPWTMC#KeHHZ#35=CPPKvL7Kt? zV)*s>iz&CH*QwMXp=+Iafmr1!lnKfJM`84~g*> zx=m@nK*-p_TY5^kK5~;_j|2bw>^uQD56OTX1Fzm1K zLXfkE?Pu`Wtu>)aCsN4ZUZA1*ZVnpZOw>_MANxOQHb+)^b@-`{khiGJLRD2$yK!@n z-XnmvOKkgs{5nncQXp!4_P<%(m=~hGlo6fTWols+k>-oHy1KzWkr^mQdW2S-0D3FtHMK%NQ86$lSZ%PA8UGx8(4@}oDYwd_G|D=7fxQCy0j}!+* z9ut2cj7}2cRj`(R9VCwMuw^QjQAEA)!;Usq#W78bi*nRV*UAsD_+bD@5ZVco373ku zL&0a6?J4uX$L{#05i8H4!)UwiKQOde*~YF9=)B>%g`Tv*fP8JVgxry9BpS}MWX`_c z)ouTKLcm(o>k@eq4$^=fv;$Qta-6|v_m#PRJm64KOTYPeprVYUd&%ai@JWWq_+uf{-_>%mTJ!a_R#8CMt=!^}T6Wqnupxjc=*$s#j(#(@!H(4-zOD zc)C4VJS;{{p)Tu=lWw@$Wqxs7)Wno=NO*5Ziub$NczEq2Zos+dzgPM77O;f2`fTHA z=N1!3-W7gZe3X0&;qPGQfmk`w^wCd8X6mof%-?Y z)Rq=0oCETOcfc?~Dd{Z+9Kl61ckkY90HAw;5e5%wn+=$-XMqe13@AXrHbHlKJm3=~ z{d5IZq>2sHFv8{s-F4t%;1NDgL@()=8_gVCG3+Gdo~Id1Dcp zorvL~1}fayg4j`PGc$&tRzbJ;L1hX8KtSkW;Q9f~OrUB`K#pDp_7>7@+`69(m}%fV zL6~SjncV`;2Z*4Bf?4$*PL;r*&SjMf;C=e9bj{cp4FwY+Ad^U+O@v7iVM_x1SAu6W zO!&7@h%4FyMi%7@MjupOpito@>TFX}p(J#Ka3)vXINJXy8u!Z^r7|z!c}{Gt=>?WM zolj&#-Rr$~f3r%<$V>uCuH97+ z>i%i~hJv(i)2;F(gZF3zcmWT9&5=Yu(13L%jDyb%b%jW?AbV&nh2+MN&YQ@$%3Z9G z8cC?1xW35_Dl9Vo#j(~Af{O4Yi6;owiH%wnUDp&en+l!hZD-Y?lqB7+DZW8w>Vd=SkDZ!1ve5yl=OwIkaP*Z*X3p)C)sNqh zPP+ma4QQO{zQ4_*lq?YjKwrzdfWZ<$+RQ@10Gf^M+ao<_ua`j037gafpwGYuRN)s*jH1|Ikf8YF|3Os|Zt9@6sRI?C z9w~&mXnQV}Gf{$iwTC&8a!PGpn#<7HdVh7@_~U@XMcg65+EPZm_xE`O%S1FW9c_ef zt;jKgv>ZHes=V$13g{PLS~7BTE3>McLP0e>3I(-^Jgw!xRqBs5S!qwrVJF&*@cApT zE*vj=;*8X-xLGP3m7BM-q-ZT|mRu}ta!Rxx+gL3bTA6dGGpH4SEML_dPEV)?sZ=&11d*yx1!n1>WPp-8hjd9)vv!f!K zFdnmSW%({mM{DQ{r&xoMT-qkdsjS=&42MaGjEV|ok6do0T0kLMN$+QY8Z#e0Ws>|(S5*h;mn$u;DDk7+dn3V<#N*CKm=RL+ z6r-i0+NPCSX#7%1S{m$joNw*z5{p~Ur+|!$bwd|LB({o*lzRdEOT3SMykiuZnNStP ze#*=Ygx(2^A_%OI=1rgSYn#1G1=epWLxo5xIZ^xGlCk=pSAf%oJzKi`ax^f;qPv!s z>nJy?-+@_~T`z0EXRUks?wDzx!w>RBP|Hhh=!G%uMyDYVD*&-%Ja;(h7x z=oWVP#_|7-p6uTj0qiq!0G&CMiZ3C+)O#a3feSrv8|zBbAaq>&v8 z*l{Q~K#z`1gbLk12oFzTFUDSYRfy+0WUg&%X}it(bdQV>-0fJq|(VB)T@vl{~j4=VCLb#Iv` zdEoi3L+w0o2S0G-Dt4O!U=#qT$)Ta4;Wo8~FQKS`H~>@oWj1N}x6p9Om)-dskDq=N zNMA4D&%6Hg#>6_-9!BaoV#e$#s=pW2CBGc2F!OSa_I7Xe3L|t=o@owT%!o80hI``&X${p!nOg~*KzN|G;=O(~# zoq;tnf$vnpjRB)c8<31p;f4oTe90QHS+cqxuf&SW`nEGG^EyGCIG?!snsnN^IpAA| zeV^4^{KCD$P|`}l>dft{cpcYG_zv^(?J z$c^^rqrKVc$_=4AuC`58Haw4~0$zzc`o$W))0IYZopi%ATFx!K@D7YwN!yJ7+Wt&* zZcp(GdtpUg!l;&A@}%AV>N%^vwGW@oEzYvS3e_!aBCS4FhsO_NfG;f(u$PgqUe&2- z=rsTtkG!kv7I8AiwQFI}jl{l*)-4|hD9Jf>gioquCO9yfD1IR(Dsmhn6iHB}(#P5mU-Gs3q++ zUb{i>#;#DR)*z4x8xAfn+v2wO_q@J}YN`s4>hCHg$=-ZRoa&5rL?3IKsP;OS$C(y{ zE_8e-OnpBqMN>^PWxBl9T?NHI$HuE%zm|r2YxO z;!pdI6jsz7E4G&MF75BQr9A`c7YRr)&M(Cr$qj!{29pG7yX%I>A>^NMMVgol3s?nP zX%^_S>M&xyZ+lHdK>G=_PW{6XYmD~VTGjg zLPpg|i{HddZm^Oh3*unJl$8cA6j-yImkYPiJi0%zuw{wOdUdPoA8&`dO?!qyEuUx` ztjCIzvds167$n}OW}cvYIUk{>ODv4zxy0uSWp%*b8fcYQ6$9w>$xY8QCr>~(+Zcnx zKe2rL{0$;0ART!ZXB{RT9@ljh86FHznP4F_JX1KSm8mQ-uunCn-FjnA$;zCJ{=@ zzbEjAOimhmAFd}uHJ~ZfDAF&)f!eAH@1Hg_RyqNP+ti~Gh2#+foN}k{2dWJXep- z4oqaI+M=e5ZEbMr*K2~3vG349PPCDOogEr`N+72(qMU$YGQ#K%tk@XnuN!NRUs(Np z3Gxfa(VdIW{Y$t@&Oafk+MfwYl|NHvLi-P=9$vdV6cgTmEW(s|9Ub|+?e7N(l*ccz zv`?8%`kE@y$K2HS)FtQ+{ucDZsx_M+BaIoTa#6@sjj(2}|?^*0hGXINOs=C@{uPTp+;9`t*qfoaM$K z*oB@E-@hw1^y&3jv`37>%7-4rLr5I;Sf!%gt~X4LEj zTboAG*nt9Z<_Q+TyZ0UhZLsV%&T_jhkDMvGM+V)CNu~f%jTSdxBKZmRf*IM_XA$&; z;^%{oiy0WEv4#68$KjMNDS|CNM6$w$FMCN8W0G^&uGu2Iy0&1tH|F zLro#sP+rXgakKyPb{R>YXRF6MN?`$EJg$p&rgl$W`Zm>OdIy#9<@n3xr4`PboIQKC zY%-W5-{wula(Rx)QZ^%;CNr3DpCM8WM7l?-Db&Df@owtzfgj=O`s`JiS^npS$|-Ik z#w1uU9wk!}Kw~L>pZzI%6I$plo7Mz=^CjETH&8DAKi{tPlAw>( zbESd;M6haq<$E3oN`cFq2o?*32K^8-vU-1-i_)KXK@(n9{5}(j5uo}9O2RA>6chO5 zZzE<7C=4R#sx2@-Kacv>)}{vQo1CrTBYKel@5{uqa|nPGTx|g?9B=kQGzHLp0w=IBGDhSIk9zj(M3U$H6)@N-bnTx$EF_8S=&|bmSPo5j zV5TmkAdILBRmlOPD-k~XjPMidb%2`7Mf_R0-3t<%mxVpPlV@fGg_?%G$A|Po(n!WG z*t|nSL*f1S3OSfBQ{kdV-iH?<#Q!S)+mHJ1ii%WWPH3X^_iQ?8-A10;3@7i5gN1dZ zFw%71Ku-oBtW^1L3t%>vhGW6NgawIA?XyZgI$Ned|NMXs6u=GyEgOIR`c*IT>S&q+ zX;{_N)DSR%v&fg#x^pJ9VAx(B9lHukqc=ZsNzLbA!5}LyFT#c9Xd4gMW2cx--@f3Hokglz+Srg2c7`G3gyJCm?%pp&c@2@iBONx)M^rc~QW=LJ{` zt48v)={UUW-EoraQL)KB;ZU2;gRrswH=O5BDl@w-sX?3VtfP^n7G`HA&`VTA&KRbd zSZ{{k@pi*vc{mvB;yZ#oT3RFw<0 ziOJTZd^&gEp`on~Kf(Y;(41+koe78o_=mo?)L-j(Y%D zt`B9qPIa_|xJVzb!*6tP+vUF4UgA*AjeBdnVjM}(JR_Vx8y)%0JQ+MPw&Ur#r>5Rr zH)?mWYoPDYsD8m&nb!7$=Yr$nkmKauc@~E`X9CQe&_hpK%a4=CA=qy`!P){5d7MUr zTkKcCjC12xyHGm&WH*h)GK`&A*!D<7zZngdv^`gFb-t*EdP1se?PDkWeqP+2*D0tq z+24pRK~0Fcz0GfGuL1q(SjxNzee~7qTd6q$hXnL9o-BqQe(QKZ(&rPdCn3B&i_9z+`(J^vRj89~}Sd#KlWZKmmS)X@2L70pE+^dXr|BKM5~0ne=-@*BNW!kIy>RAaPQpF zv_~$ZEeE}34Xm{8=O-K1pTN`@QI@@Bp;HV^yh3n?dzG2#b4gmvdec^zizx)sH^Puz z=FFC5I}^j&-%TETVrfBnQ2q689si3$+5Ayom4jE@z9W3BQhW95&pj~430lW`B3!?x z@XOZ9%KCD+WlD*k8E(m49hWP2uN5;*hhtV;@7q<#qv}*R`XXT%LDU-PU`hPDneY5N_|64!<$jS3U-sUh`Hp*=?8dYH=7Fy=bhA0<~U&8hjt z;s74Sv0!zW873rqH|uW+mi+v?BS+(MsRZ+!@#VnR=Qv8;zxqB0KzJ&W^cJ!ja$K7o zy&q_AllhW`O?bSq{4-O1z-N!{ys-F$>@BL5Wj8Q81kg(5L_IVpu% zVeWY$5B}Vz`f2yRhbl#6k>yG%{m;z1ziKY2rCZoJMr@J%4h9@YNH-mj17I55C@aZ0um+zZNh*!!0jC!I{zgz1Bk4&5|?AAxX38-;fwh zhXt?|)~qWO{m!9kKN=HU=v68#uEfX3*PoYoo}GT7t@gBSz;mIzs655r9WI~OjpKBs zJ*kgZOU}XtCeen&tT>mi*pG+c`AiIhA4lv@n?c#}N~5&tUnX%ZPogHC=7l#+IU7=X zCLmrNm?RY*Rttxq>Tl>Za0d5ZZT!9E*g4`9FKI@(LZ;UJ;}TkYtkpuQ+a)z6Fwy=< z<9G(;lAYK6JBP2ze=2C`LYQ`$;+v8>vKQHZ4IiFovD)|^o`s#PQmW)U$YMB>hc3M; zy|U`=Jvhprn}0WVITl^)&C07%&|GKbe zL%it)nw)IYrXZXHox+M}Nl%gClAVT-Hx}n*MZ(_rKh0QCCdi<68)G8qP806=de5<@ zZIE%V{y+6glM120(&&at4b?ES;U2z#8vm+In+*j;2A3M;E+^Ta3UbRrjY~h)3D6{u zk0+(f?d;#r6(wYQHIIjbjf?rGR#_+H6*18-?+6X)TgLm>zQAer@^B;!^43svI`*Bu zb$U!5+}9s1q8Kh&t9Z-guBWQ8+(ad3eDBH2k)Pdb9)wSr6XWNYMF%M`^=S0c(NVIY zOtzUTw)fLkU(?{`1MU+7(kaB+=hQD)d_)`Vi_we;(fB{Lpd`3Mw7MDZ@tr!CHT!6t zrOTs`A(4rC*f%SoWBj_gxoPn_6U0?N`2=j=Gzp{^@^5KmSfl62`O3|54#SOzR@&R6 z{YjTu`6+t*tM&~A?q}UbhNu|Y4;~ASb^MQ4x0*2<+oD@;ad^+WCWW53doJGkH!_tF zZ2>{?f^ayLhU`>N5-@0g4v49n77~}3+$BJPk|pr%Uz(Uab5NvS5SYk!JhB@;Ix32{ z^*EHe8NfL=8sM|mQ%WnLaeK)5we|sbsMPu^bJm?Qmoa5AC0T+8|IMN2>RZ~6Lt0@r z^q0=5M|T#v2osjZZtytGjh7M;b~9Zp-roJF+xYih-9p!_B(bo^kc0@GCMW<0bJ*n33Z@-JmVHCHQA?X!Il_ zdAgCI;f0UvA1oFe31S1vRGeyJ<(^o*xM_hSvvJqZQ{VEVNl2jAv*Rf=_A#MGR9tqt zAvo(7f(JAS1%KlP7!xE)_gIcEIwTOZ2To~Fgs0?@_Z$Z;ehZ|;w1FY=XJklRRS-W& zd+TZ8S%M7wZfe>6z(JuCLDDG#owyNtZ~1RoT@3lwEPtebh}OUmTgzODS~!4=c%U8-xv zt%#X1bKl2#<*x)<`9PaZEL1C;tl=!fW+$3sBakQhK!t}QZeo+8ijmSt@QDV65FJ1V=o?2{pN=VFb z7@Q}w;rcIc4Qt#wzG;Bz%qo7QMMnpQPwiO{%5a~@E$wEaBzREaaRm%Drj6F7WJxlN zHCHx4_e9TS3oo;I)cq67l&t@0ZnI;}&EclnNf~NLPid8XH5CLyF*e{urxTCY8CnHO z)?Gba9v4*XJ=zPcb7-`z^wEL|ZW+nnZCWr*Ztg2qu*ew-lRP?Fc@(1(FG@P-vrg@? zI!saR@F*hL0Jxeat5Ph-xIWdQXz(AlpH?ddOQBV&EAET?RMZ*zI0ut1UsLa0zes{5 zQhH1eJVxpGF%Nn#{t9c`(|n-YmY~NkMDQFekTsdp2|1!?q3{tYX-PX zI?O1}0Qt&(c^#%Znb{YoCP>u|rF98O^IB_WT~}Mr$wa=PqnP@CJ>Wj*V!b?yE}Br( zgoDT<>+=uPyKlW3Z|!m7{Ls9mJbdXgW%wlb-FB+C4Q5eJavNWa6ZQWsRbzV#%hNB6Wz8L8@g-sSR=8p&+CZl>-?8fdi_*N=B3!;MN4fA zL?Lmqa9D^GXL>IGJ}I`V#&skLU2ox(v!hsC;hV9&nqk|DNL$aE`F(1KR}U|xof1Rs z_g}$P1IMm3-45E&N|&Fht~lu5g4jyWq12q@vMMNt+7%Yw&eo20YT~K1qnn}~Kekxv zh}^~MYZQbO5{l%kd-lCk<+CuX~Fw6kF4z-{hl7abCKgXv+n*KvV2XMG!EZ zfytRKQk1=1!~qudBISYKW{-U2Urb;SQM>hnHAoeUF};N~-DUFpVy`QC*mQ9 zZX_%7&Y3b{6HS@_JrBSgBf2(N%kgHb>r&{1b6iiUzubBExhN=d9}=VC6#V+a6jiB& zpSs7)Bfxs4r1rLS`O70E9i^ys_Z(5>=jSbrhD`&!D=TP5)mpAkRVa)vg+N)B-5Fd% zN^UWZryTdFG-su@h za9|?kk(Ho?K5t{R?4A0uu|#S;ie5L>a`fx{5nI9P%9(TDTke?;f0cpQ-!AjcH^tRP z?&5#WLCD_tSZ%`OC2MO%OwBa+8TFVhIOR&Xo*o?Tq&0b*b|0#4IhrU$&J9%<8A^y2> zoVxU{?FZ0Y7ENL@{FmQxTxWPYzbJfY=7LgyeDX;y^|g7W+tEe|DCw(vyzT$u2&_3V z$}gDxqET`FI5*PX2P5~^rJI!PsQp8eAkWBKOB$63Dacnx?@8&ond<1hy(nAcmpV|y z^@%!E6OPBm75W?&>=ER9c&64Z1aFq*> z^hE-Sa{ttKvaE+5M~cniuG{aAGFCVyHp(M-EXmw0dLPxFC%NOzPP zx@-O410*Zee`IAA=CZYcC)uw-Lg^&nFPZe@{7uJK2dK0LkL@iBkAmR;4hROz!Tq1b zC&oAj?hO?3oPRSk!!7D&jTu_wJcBDcB}cEsO|s;k!am`;n%n&cY@-p%3<_dlo+GWA zXt;N2XuE%&WNe@?Laql7mtZ&rj#?yEaox#bXE^jC>7Vh^x*Spv6ua(pAC><*! zv}{YE_1B$Mwye#gA z2gAYPay&$aX_wsniTJP{fdCXYc(8o86lxJ`*53TrWUHjADpgHrWe+9Ge@EfwK(=1x zgM9j7+hi47230kg?!M_bPOc{`i9w>5PX$<#jA?+=Ix_Y<%Q4j@#5D=tMKoFD?q{Bcu1SF)pyBifH zq(r(E5s>bdkoba>(%m6a(hYZQ^qlwq-aB{Z&fGooJ2U4T&+)tWe)jXM^{GX2qjP4~ zmje^^-_HL^TcPW3pLHcXtuQLqwNpwgs(?Nm9 z_yLT6AJ+pJdw-cZ9Llv7lWS#{@ckro{utaHX=amN#^87ijl|K~0DU)uymRkgKFxvQ zv`mj7&#O4vruTO_<;*{(Ct6pG9_8 z&tOc8CZeB+Bp4m`u5nG;^Y49&$sY72#^=3scI@$@6L?wy*`b9MVXYwvJlD~4R~~7M z+MdQz8SI8hetS&&IYu8nN|k@FyuRv5AKIR#EOuS)$YZH`sEE_`sjsl1` z#LZ3*!Ev(mM%fs!dv0Mau2XGvdy2dr|D03#HA9kuk8-At($QDXZ?;41vVYT& zXi%9S?_(DWvm5qC_Y@oQvV?{UDnzwlGQ$@=Aelu$G@fZFRXB#DaT5; zJ|61dCw$G9naEtd9B;N78hXqG8vl659`fpIaPb>v3yU;t$tm+5OaypDt}rVrWiPV8 zvgJ=Tde^D)LQRbmq_SwC{2^&G(@x)8l|tPsOa@>bf1l@URcX=@l$5W*RGzn)KGN0# z+ZeKQQrG1eTGu|-+>(B*9ux5*{)Jd=$ltqgd$nvJyb#nmO|C90HX>JD)NTCsxmMCi+&@7uSQ>y&8j(&bOtX%}DzwM`Jr#3MXlK=FKrhjP~Iv@8_Y76hYI zqBj6ESW7A!Gh{F->>UkynpWUSu})Z`on*;;nLD*kgy5Ozm6olN9Lnm_M?)3#q;wdiroR zU)~@zX}qAeffG5s&aO&?uR=&g!0|&Yy~=95i12v{{;og=mB`?SUJf5J&e_D#mlA!} zZMzq@6Rn$$OUL5PutV5K}EmE`k3qB?hH?THeMy~w5w@OO|pD;Yw560Sunc%S_r zV1|9yd(`Lt$6$WCHU5#~=EoIS-cT0?Jb8BZ!todNK0fsab&5Q^0rBfU>@%P~L4C-* z)yRM0u)u=6hljI7+wN4CB#lr^&D#Q7?VCK>!L7sc^`QFl#7eopcazFLq}10ApBd+c z27^ZT*w|!IwFIoPkq(ub4Wd!2GT2JPx+ErIU}vFt183jK);!nA;Udm*wpkiG$;U6u z;*S@JE!w{6lBCYh5-vE-*z)~~|1}p?UV%INi zcb8df=T^*(bIftrWi+rzhM{MRCYR?9Ijz{}7ke7`7 zewGhss8Gm{@dGZeT{Cn5*3i()!lO#BI;uzE=Z^bK*$_-vUqq8_s9U^O?x286dr04W zuM}h^5+8GNf;l>QkO3KCpt!kkU84@7S@u95(k#XLwGmXIz`qHm*aJ(%4zbP<+x5`O zisibN%T1VLHV^4hbA2k>a}X;{d+YONZxx>4)>R-`*VgxbLZ9oWR_uj$r&L9k#GySy z9yW;S`+*hKZHL&DTeJXSgxE^rhb29fLo|03AKxtPAbbL&Q21Z;ZL+hyNt(RZ^mNMw zPdnkAXNo>B6bTVt+gaKLW_?VM72OGXMHd+5{v4Dz$Z#%@3~AVR+!yo6g;@Gn7}8<$ z^T~C2Rn?YoIiXhY+3a;X*EGQYrhG0+UC6c_+z$Iwc-}1>T>=eo&oH>eMCHTW-9BE?pHIf?#EI zBri8898vFNnqOK!nD-n#-Em5Z3Z7WG(X^m5;d?8B__}U7c4HzpDY=hJ9$^n#OVF-e zS2QXtnUs2IkB0qY?Mso_nMWV5l9H144h$4It*AAJQcsv34i@M`$Tlr92on+!k3ttR zGcs=Q^OL9dNI=RrK&q4@uj(OGgSWT0_oVV59T?EkpCrCwnoMKg9EpXjSV6BXXqMst+&vs_of4rU2|dH0Zv;X44qI; zPq|z-vu*>S`S`)2t{?}kq_2ikk15Y;xGe=VHW}u$BmsIuTpxXz%($2vY}{;cgek2( z6tZDyZ1J2aduA2k~g^j98AOz%ny z3a>J+udt>(M*m;sqR7I$R$_5dS{UP<%ksJ4eh|+2Ph9ol=R;Wo9_&0l^4w&vzQkGl z1p0rHD5AV{04FQ`Yh*x!ynjudiEL110<)MkE&dmKMs{{RQFPE9me|H4iDzXZ7hT5C zq^V+3fOHg@W&5iq6*^K2!9qz%O3MDK2=wQfoTDP#TLFd!_+eB}CNkj1d%W%b4O$Xq&PO&Q zlD{P-#glAUWWCR!r~*SN=~3@CgX zKo^bZ4t@x&z?ZQl3wzTYr)LGGa$sYK9~}81S~y^^>u23lTpRRo|FLcQXN3V`0P#j~ z!+U(wHs7#&O5lPvMjJMB*%xx^0!KYbj1)%f>ndZiR07%T|w=#vQDL7 zqv7224$mbq=J!V|)1EA=r@vha2|U?lSwI%C^}Fylh~H*`kq>pm1__`ONNpT@!sj0vNC7b3~?Lit37Y!L>k6;Vujx~ zqW2vVTJb?Qpm*VM6n6_EfF{p@8a(e#YO<%^}6?+ zx2|~^WPs*ZP(ojJv7B;CLau3QeVT+VV7UKc?D|SApM4Jo@IF*t&Uq(FP1@L zsRJVdUe)pB9t?Vf#SABbbCxv@#tJuWWg@0-D0RnFZOmk?OAob0qW!Zq^ZQ{$qqV71ok#8jr;c;4z&h)U>YpVL;W_G1lNX{+l+ z^XWcUfCE%rcQ8z<^nvk;Ai`9w^%8_U*QMfPP=26KR&RD5w%bE6EnW}j^BNCch^uFy zrTwI@&PFl|Q-~X|_ z5+l?JdT6-05jG+@vP+0f{tE9vybFLGJZ9#UFU+rOZSDf^zp3!MH1`8AxBWKP0ITJb zw(FVU@ig&;!x}&A)9n8*AuKQFn>9SIKNw7R?o@y-h%XY6(EuDc?Q7@tr(G1`wS~P_ zX}OkjQJG^MCrW|-oc)u|y#AY&w)`?@kY_zBD@p5f;D`8XK%z=q8nH2JDiRw9lFcrsw0_=q|iFJYvn~lPO4w>$yPcP z*f3L21Q9=JIue04{1!L&u76i#R8%u;ZAeY=`1UnDh}ee%dvk2fD;l&^@7`~;P7LAT z;ABHu`AltT=?=Maf1dUPdnt@oVL1eI{OqiJdD%MQ6Q#dACH;NIB;BH#x(Ixq7V$st z2^Nf=)rzcE8eo@ok`sSwgdIBcZ=u0(C2v5AjU@HXDFg3bV;?-Vs%3zOy6=xO4tD8h zN#>{E1MQjSWX%|sdg5ZAu0v6t)wyPCcksi(ibtP~bbXwJfp}49i~F7bmgqs59Q=?i z0Fn{y{>*WG%J;>cdw(VF8k`@g73~#mNibW{ok45pAbdbBUim5w{Th6n<{qbXRN9J? z`4w-XDw(>mus_0XX&Rsk4PE}rz~=}+ONby51hR~;tdO(YVUR|{`*mcrg zv!SLCVQKZ%Ul;Sp-JOB++YIRsQU@eAs$vD{5}hww_;%J@jUEWqjXOU|57jJ!OUDjt zLo0w>;@o=AxmYc3F90eBZjgw+(jPy_=$Shoi&pz36mTqZ7zkK-YoOQ>VwkQJfl5Gv z8X%%tY=U1zFIR7Bv?2TPA)T8E*&vuPYS`~wuT`&Q`r8UthS%oaHtOsA9kR=a&OO(} zpOO3J29GZNvEn(fs{lkI$ana|sb4sE{bab8InD zvu1+*6$OS1j0e>NP0;1(C4d11xr9QU1Np8i{gXP+Ho7RFIzHF`Q5+$lx$_hCp%`r; zXtkjcosnG&;uFLHH1fisgb506+0;MKo+<}_9|(+Bso zWUf-Yp3f> z9Ai~69QK*W1_@Uf)osCXj0cYV;D_57UMzPdktwM}>A9O}m)f;G58qATAL7;T%^ z3Qr_Q^ds_82R$zMIPRvvv-AFd;7o22p-uzN)ulPNWz?g43hgQDJ^9grW{BpBLNO(s zEnI(xm-9NWcb)t4&5Z9uGmVDm>7a=*W%7t#lBE=}a{Hivded`yzcaz3lWd4VISf{s z@UOleG?+)-rLT+O_crtCHkCkZh0DRL<1%5uaKYPuUs>|w-a^*{pL6<~C%hFacMF>I z-LuC~$vjdzr10|rXgH{%TlW$Saua#|$-NJw<(M-Gs%2}qEFb(2!BKcO@YKtV7Ha%J z!x0k9ativA$iocnQ@+L4_0(YDz;0rO=LNX1hQ(x%Z^A(ec5s2>Vt>zVOG^DyHO1yH zkGpx-vU^+>ExD6k>H`6&7436adk;VTv2#Dvz;HQSFSWE^;vjdmZxf=4a@4t+qI|6( z^2HtVi?%*ulOV;HvBiPCPM;j)$suad-s-!}<|W1u%^~s%6Ep%`AfgT@YPYf zHs*+Eb6t0+9-SPSZ?1ZnUK!cp0-8`~gbT`SMax@Kmv=bK9jLr(R?M2`>B5(t!>Jag zuILxK97YXEclG%FLtOZsh7nFJqt^S4bSLew79Y|G3dMTpx^UYbDvoHE(H^?Sqs3lmMmBs5NxouwG{t zxg(&L_!jk~x6mX|WHEX<&`|^K6H{}?pzl+t(D&1$u2VMKX_5Y1O{vF^8yI$AfH5}w z2BeSEbbJmg>B$av@w(r@<)PBNFZ%5vqC;gTlum0*-y(;ptu<)C7V^yK?;8={g_3D* zJ4fe58vv^-X=kbfEbIBnkmD3$pmTeCjT+fNO-7N$;$HasqaPIwBVzzyB(YmtTXJL8 zQ0aMW{S^E6mlEfUJO%(cqwl0QmoiuZNN!7|s&(TzUEG-0x}_6-_(D9PFk}_E9Qc6| z0M_`i`E5yiHpv8(gwl|#T3Jq=gR4Ka;B~PZ1^V8hJ+rm4q~f)72r}AD>G=G4iD?hL zQCHG2bs*CVC@^7o^MFz`5uAe`QfeX@`Xe?#k2T1JP%_F9QLpAeIyBk!ofg!UujIk> zcP)9O{zLBrq{>FF7I{QrSyL7WViKP6N^wgm|L&%BGTrH@D*3|6R)pQnk!;R0FV zL_GiNBC(wSOBZ+xMw*pIk-8+w6>_ewyh6#VHdjHXTJ$kHWKH<%%kREiYLDcxL5}!n z@RdJ5m312)F??r~E6JPPGhd$_%-CKakf0PK zPe1)Z2r95YC8ikV9%iSiPheO*%MU|CC2%bvWe)}Jj9mq8l^nS8V9vNPOeXvL{OiZ> zWX_U@=6=3)4c(+Rt25;4eQfETm(G(sqqs$%GQPdY7Qq`xjJsa-135XMYU>4taUaLM z{4|mBH9&UNR#>J&;k~cX8ZhUczPGsv1-3|X;L}E$@uk`CikNm$NwASG?o?)HS8jDn zRlrd0{hy&;jbi}$40>8st#JKbTH4=;t{pvlCsbyd63hdF2RA$FO;9n8I=_X15ug?# zENgpX`U*8yr%M*JmfUC!?!bw$&v<89y6{eHccSO`UG+C>;Ar?@CC6TMS%qD%-@~r( zkX_&odc%t>SyGX@867CfG_aCtpaEUYX{+g|0t=MubO1v+xD;Jrb|RupN4w3$G>ss7 zFzM0&5@BGT{Yz``ll^^GFV$Y*TX~sLcGTbI(s_U)Q<{nsEa$K*FiCD3U2}RLO?88| zzRhw0Tk${o=U{*{X0oJQEtD<=TjB$os)37<<;3k6AEjR@uxyPRZaBmv6A@G3@SgDRII;Tt%bN{8W-hKN^gm{CHNf$m7o2hnGaId!Vvkg0QH9v475kQddLvz zwnFgG&cn|!fLIMpS6|AFWkEQ`&?nG zn)qMtB$dD5Zv05np+ADE0~BR8f>x{q42|Oj+%l|*7T)r6642AHlyP)YhLL8qz_O!& zFWC_gK?LW-z!RtgObx~(S*Roe|K=6|U!$o-AVOA|>I`x@l?R(BTA~P*d~HpHHh>VT z;i=KaCj9pW|9mUTY~|uX8CbSTYc@pLQyZW5u-J<_tqsw*lGL0}DGi3Mk6)T4KA|CB z=u$xlkcy~>(UD5v(zy)Ssjf;Q6mf20K>QMoWbM_?H7#3PG_YYOq`fpG9ZW*A)$eMy zac9Rant3dpGST!^n@Y^?fnwX=o%`%CTlqx&M@!xj)$^6@PK6y=#1~MZ;@h8`D ziy3WN0C(9WqOwCOpg#gXm#Jyyo-MC*0xm{$gN|ylOVWNnBlb!-$;{TjZKIetXTs+t zda*Y%Ay49e&mjTPIgF1rRqAEJ{BAN_ zdCqU-u}&|AwD#dLDdwadPr2Lt4I?~>P(xnAki zCHs3f@_i(Kke9xZ{0P}c-fK7chq_9NFxg#oF0=UkryyUQ9l~=)ASu#ys<*pkKQ*?{ zVYz?%RRPjHke|sME;MQ<3BM1dH$t(%Z6(;il6xN2r<4wRrIwzBEP=Jv5Y_`pS)sHB z35EU#pw$r^f5=Cb8_Vmj$hiW+(Qt{EDNYc~e-8bAN$hSl3s#!$5AIgfN%M`L^6C0I zlQQDXreuR$B$yiPIf!y9Oe>=eDPO}*Q)_Ou^S?QKuA(M2SlB9a#pd_qwf5r+BHbJ8 zGFYw0cKnp#RBO5$brB@D{zHT7{%syBN~(qw#?gxN9?w~hOBtCF=oj`3t=c^uAfO>A zS+Am?Lse9G*x?Sew;u-;L5(Gsid6X_RfTcHCwrndWh}!&3f{)ipX_&ezn5TUwBoK$ z?W7j}F9#KO@Rx*2<=!i$8038UL zR~ZJj$%wWj=(=K9@K$efToSdcrZ1;)h(&|R znqV?$o6#^;A72q9L0u*9P2YS9$x3Az1IKQc{xc?-DI4r_r zT7&8!G(JSPG*9faNGP zVXu>PAKd?E+NuQU%H@%I0H4@krGRXWnj82!S^gDHb|v0UnX}|Bwoy_}zvlQeVUff}m7I$#Y-JUWu(cv>2M~=SH24Xf4ar;t0mvj9hzjZXd#5671cuw4 zWS4ij6!ObnzCcO58u>7LTxP?$O8d#1Dx~gXMa!os87sFJpsH+GaB5`x*B?;anbFT% z`X0#Wb;|sHdZvX$Fa(pL`1~g{5Hv50{`4f7(B?3Qh0B1{67?6Z+d$O^l;eQSgy${{ zEABOQfBYDOd(43lLP|YO4=2_#;nZ%C_)uK=#+}&uQ%#Ad)<%?0#P0)TvQn0Yk;>%u zmyZ`gyGX+YEK*(R{!iY9*o?)0Zo$gL=}aRiuG7H8BUu;RW~%U9O=SJhdI~s50evA* z{@p`wD{buxT0kw}hB{invk5?c*NA1=Is}@mcX^+LgEKS+dZqFg6JgAiU{*^CbT z9i4&jRdA)oL-FOOLc9qzNcwsTeH}@w_kG0>2Z(sNfn_WKG`p8d9N@oI?Ui8~U9G3?3-z4%I zk<$6|jO>;Cdykbiy0r779+n3$kiO&$BhueG@)b-5&Fn#1dI9S@@%cvH#6YH=$?kxm zpf(A_PS|RyR9hxQ6p^LsNs6Rm6Y(EIpeA6%KmvNI-GmO;v8cv ziElmV18Q8ngcEQ%5Y;5|bS5aG41fOk@qmZoq}TJ?6dPdHs&H&0-7O^8)?ns(xZoho z>ipB!;=MEk0p0l^A&(Ozk;NmyM3b>xp*9fRk?{x05#%{5V71kOQLjh4-lx09#7bxo zw6)+Td~_3hq5R8R%dokMePSfh-R?B&kL>RzHa(Ti%dL)?-ktcyCM}(wlmN9tR~~F7 z!pDnpbPNnd4vXD#W5zJ=9sbRx@ad-TSrf(kl56eDLY$b8j+86LR7S9+4^c4iTcjW3 z>@-L#&ihI?u?>5FCBZbHcO#8Xyf!ikfA82Ju>3wFEA##8)`HXeHIR}6%`Aeuh3emf z4XhR12@Q7wD-Nv9_d2rFU7c2}Ky5SosYCs?S`kV5NZTaoCV!6n{ZzT?q)hmk`rU@L zf=Dt3a z|AGE#CI(c{R!Q-prew)>%CMsM?^1j1-2^Z1O?LKm|4<2WaUIAC^Z>6diai#J_Gj{K z^9LxQ*>UbN#qzSS_rHmOy-zWWQW~%Dt?iG04}ylykDPr3pL%J)E{N^j3Zn(7x4b3%&_* zu|5Op9K1pQF*`d;v28mvH1teanaWQDK;UqwMDvaviJ%Yq#7>gNi^yf96>mRMUlFo# z13bl#%NQVdUtPp)0a#cQ(u_EmcjofRdwL$@k1a;W#E4s3TK;=pmWT2A1^mGd{+Xv;We#7#2Q>tAUH!XcM-R1z<-#VFBz}xS%Xh~-OaHF`4)MX9>|xN8RPW7 z4E4r*fx|@{ax&9G!S+78*g#=sRJu*(7WCENQA<5v>;&HvMHOsJg@uKK<+d}%t7Wz` zqL8Ti_rywoSQsEb39-e%!&F>SqEO{{;bqOfi^9SC_c0G{o8iAzgW`z0qhleC6gUo< zV*p>fiR|p`ATMrAo*Mpzudt{n^f3(gTnvC!33&adykTwP$u%4~TvlZ*MIrT3+r$j_9Am6Y_hRt!ZOJ>^bDxyZ>J#^Nw+nl7)V z_8qu1uSQfgWcx%!MA*RJLxD0tUZKFg7vmbSlD@skt!W!2(vCNv$z5r>T&gnyR!!9? z8K*+wC|jg)S}ZL54PQ^wiqod{>9+Q$%Ss2aO2BB#@1gWAI)-y{FztYSxK(E7Mgg^JNUlO`5y#LLgBo#zsi$l4! zCvMU`vvKCRz;{_DS9t5{-UNXNGp?VHwfEr&!;O!ygq(9e-p+%9y|+|Y{u!w(SU(qZ z+-CAE!EXv!o9W|jeZ)xX76mUEq#ezGUA}FYngkRP$@PO7Z7}YzZf||Y6+SJ<4mmnr z^EU3ykpK6Clhn)Nk4MV*ue$l{0JEm=ifn zZanMD7FjOu-Y2*W6GbtgsRSb~)XNknkC%G+v3>5O3ey-BmmVaar;VkJdwluN7m5Z6!R;R(ubucv(HEH|3JQNstoeh<>S^nNxZs)Kkt zleR#A}Ry&sx$TE$@ zDCE_i@WFBP?AbF13pv;f$E#ft_#GyK&Iu<#G{bo?Y`NrR#DUKEd>$d2c;F_ultr4` z>q{-Ly&s`^|KRpa0)DtLVT>1OY6TA_wz3*B1j1IC>zBTP@4)xb@<>fs`w@E#E^vL*M7Ev~f`N#nd=9r`L9aFQ zSQ!g4IuA%jyTh6W8k9o|yqT_(dyBSIW^s>2 z?vjVL&BCr#Zt} zGlikV)CmMK%{5)CJtYPmGIU2$vPJ@~i|Bw@AJ89wl7-Kc;Qj>=dQoU2jnwnP*Z8!e zYz8gwLJGvFTwg;R;Cf`9$D8ESqlN0DjW%Qrj6!zSQSIsO>EG54TX`*e`T#ZXbCkFq z6AYtm#R03T0Y#?N`l#T!prTI0?Oe52x>rKm4AiWc7J?V0!2AJnyR*wK;%!!(Db5rA zaq7F7|6}6;K4C&zfZi7=BDtZ6H0w$dluj1<+B4Y3S{u}}I13?PHz6nsQ5qtddjN73 zpH3EFt4IgrCaKb#RTE0{I>em@`Qp7f?q~oOCqG(#PgZ`6U`k!qv z+0T;NZA?x37}DM*g#e+UgqR23kCn^nsODzTBQI~%p$X@Aq}+o&L_$hxiG-TVf~3lM zZS}0bkOw{We6x2B;GlwkZl)gBW*E-2QUzp9*aV@6UsTVxb*2OZ%Bz9T|1ICiBZ%u} z%uX#9WW+yq{kR0Y_KT_KNMMV|?CYgMYbuCflzRB^A?lFmj`EM*-bT~(#D3FSak^I{ zIg6hlo^H-LkLbs>AcyL*oZDf(nLFH8!Zj~vE~)?cK}@eVlx+96M91eHDtYtCBF6-& z)GViN3zhkVUDCaK=dCV@0Zu%aK+f@)izFj*;jr=SwlwqvAx}Oe(*?oPV>pa)h4)+K z05*e)H?PMF^4C8D{PA~}zWm0WoH5H3og5n@+azK>r_H~2jn=Ath-cu&~(UsvY7Cf)~R7OYb?zu!4@PYbYjfXeBs3c$!v(IM2rC@hF) zpvwhH&g$!SzwBW(FqBC0))m(3{IkWF{1F<@3)aNlgTx=xctz;U@PkE62CE~)HQnXs zx{`tGjU(k6TAN30`k~JJSrpII)DB_~NqisPxC(O8=SwhgbVr~GZo@W zbL*yd2wD>*zOESBhzj`Jj|Ub$fexP6If&dm=M7!2u;U?j?Y>OSeuuTw+%1H^HnF<0 z*FnrChg}3flZw-pwzpL1KYoU`J?I5<-g|TLF)Al zE%_3p1mgYTV2W5A7((%!`uCEAC36YC2S%<@S4D^sA`v~@0Z%}! z=Kbf?h$TmsW~ZKCGUS21J%@GmI;M5aKKM8E3 zNiN^kTv}h4a{lp65OAKpkT(cQl6ci6^LC;mzukp}BDrIeyVF2C`Sn?@LRe_Q-6j7M zb2BqN(6^03ZfYY6wRt#kngr@A6zIA96VM>g(6zQ4vn}P=mZ|RTYc!iZ0)KLM$Tw=@ z`oSP?e)ja{%DE-P?5{)ihKCn$0UF0GhrMO53-Svr@;~9LU5?Tnyee$QCExR;b_-3m zhmKXS&bhONfuV_d=@)!Y8@vF%Aq_=_{3o87AdVPbdwN9q4V_T1BPTp^Sx^`^yjSx& zRYP|-Q@BCok5VQ7`ToXMM4Du9J>JmA&*UJ zY6ba$@Aa|Nckf8H^&7r6Z(BE*f29lcXmRnAU&&;X;EaZZA6S`e&|w-67n?$qGgH4j zY+gLPJlhkH@Ui^G9K^}_mKT8%QYb&yuvl;7xp678jeeJbSr#d&T3Vlgnm`;+UTfex zUeZuY%|U4h`^a11k4VFY?M6u}_AuoxNL$nu-V_{fn0?8}-iAaXp}L^e-kbEn)1!P0 zIB+=D1miSymgGe-W^jedHr&uCivO|W%&ti_E!tH-B{w^nDh5SJb%E!8eYNhHO407j zIqBxlFwXiZlhI%Ig)Yh9Pw|BmCa_QF>gnt2y^AKD1arZp6V<@n6*$r9M1kI1Kiu9b zhO&wBgm62)u~5eutpu*a{G;Ojzq)lpo z&Xa4{2f-a1g004MWL{nzE)%{RIv92enB6!wCV@&A0U5e z+{5wdeG%_oBcSyJnly+2b6(TRtvN6wBO@yZ{00f90)4gRh{sxhBV<{;G4vTLKnJqT zdQ!F8)9>m!g&Q%0pOZ-A;4LOY3c~WLFGcyMvGPXbq z-~?P+(6)K`h7Kfo<5+KMeY>w!Z923!ChJieY}rt^g?74TPACzIc>ig-69qO}Xjhix zhj)zEqz{K9!9l~0e4awdYdqprMk znaoneLh{_gtY++GFn&4kG2Xc|v(+QF5M6t8OZebtXeCoLRBLab9LRIP>4-Fh>0}Yh z1w|R=frwxJ2kQ`unw9kNSxQ2f)xv`C>Avx*J_)8*ZSwN6g;8e$k~4Zq9C8U6zHh8V zg7TV$5c`IzlBm?wW$ARkx?j9J)wWnW#g|+(G+e*mIBT)TzArFkvD6;fL3A+^l~xWi zfaj$aq@h9ww@pnC3~$reRg0t$TjF1-ZF^}-2DosN$A*O2Zj{~F^@SfXyiv?V!Ks)O z-~fu@WQ&!epMOVSg92|h+=mY>BcePs&a%Lsc8ZBf3s4%+`qx!LpwKxT5(og;o8oQY z@l+KJLMUL0#4aV}*tAxp&1;Y4*#E9l^9|B3o1vxLhw#59_|K}CKEd(jzNEen=o$Pyk6jU`~(o zRi?Q`Zc{F}Cq~7Ti6-4J2|+WPbFIhvF%Wb+JLu5L9aCi7h0y9AV2qgqU(sw3N9SY+ z|LP=4_{3HPQVCKA+`UzBPLH=R<3O{g@BUkjG1J0G&FXTr*J4``30JDV&<60Q=kxBI zdHz!aA(;5&XhFCL!e4>A{No~k2-U5`)`qO7LQ8Af)=NSuGxK^Q#H9=` zb?Dw+;F0#BP7n+-H^P1E_zaFc0LilMrhWdrK5U-1-lly*0HHODa^BxT&G;DbBo)m^ zBB?5fQ)cE3HRRj?7u=k({j86>sIuHQCxQrk1W*zZjOi!#JDpXlUD#n{ECM^A zsN92wii|g5aq;%!Ly5s7g{}PlTFz(C*(cPH?hz{5@XJhpWr5yuRKVH)jHT$W+=`cJ zVB2ez^ZGX36u1cE*N`4_1{G>NRA{K_N(!8!;m=CJUamKM<0C(B-;a;_QEpD#;a(~~ zc1>@+|6leSst39cRQG2oKMS{VXsjjv?8D097-_za)(;(@{KwiVTGsRIY)gAgL`-}SKyO(f7+~C~p!Z$_ zHH16*KSaRW%bbrGUOU;|;WoHbD+@Ej#TxzH251sHhJUb}66%*f${E-vfe#T`nSO-I23M>yr zG&VTiJi3X9|InyhCSL-EI0?a>x}bhTG!=NlM{LTl^wDBC1bk{Fgr+e=XsjlG0rkgd zYjp<2{QX5c&lLp{?~=%9`a`uNwX zA0yHDE~h>{=S~3f`3N!ms;nc1%DEa6o}Pl>Mhc=9J|P@ot(Ya?vKnm(WUXm|o>c$c zQ<3vDVHd}Bm{pSQy{oOgLbQIV_&n_jISw$m1(Q<0;hius%Hx ze$;F?amdE+w71Y+R34X4E3#AIP9KD(G}{%p8Q%xerTO+}c(4Js?S_5JLq(yB<%paL z<<`nl0wXxk0B^GyT){$dTaCJWyB8q7)(4Sgqr+p>+8U1&23jK?GPbwKOm##P7uqk# z=6>B#^VQ;vbH2QzSe}PZ=mSNP-Mqi_(dvxQrz|)O8V8HIgxcUA_d!cvU60>R4Q&1* zG${UYd~@)3men3J%L%NX2XZepHI)s*)K{xFWe>KOoS&U}JYm<>`I+)$d8{g0$n)S# zK+3;b?gM|efr>C#v|_F1&;{~}hYIwuAniT@W?+D=p;l+_&y?mLcvln^iIE+}uOW6) z{f^X^v0`lRWR3T}$>$y@s>cjR*<{ne0!v_n+~H0iXG$YuV`?Nz{{8#+w0sl)r+p{5GAqG~%Dg_WI^vckMK`2h9l! zfcOOXMxm5`o1J}^rF`<7)5>rY>0d9 zY~lbamNl>DfC)4LRE&&_i6I4d1HnHU@#f0)_Yo0|!1jH~%$x=@&J-d-2gp$uG+(G0 zDE)cwl9QJ;q{cpe61li>^_TFp{^0}3I-;T=D7P6TA*>ab<-zjqAzqc>)r)8=fuw={ z6s${<=KCi-FyXW4wk~to+;CXK2Bp=hHcegO%E1#t+2Gydf*e`s@yL1uPz|;>;i%_x4yq6=J0=7M%QP<<)$48ClyDk@?25Y^&(`Sh9s-o3VpZxJdc9ZEq*7>8&E@K#qC2)GQnY^@c4WE|` zV46!3ImK4$u7mJrHohDOY-WgD2VOA`g151RDN2fqDV*G)Ek=WoUxvHk{#z_19S`5` za66K5U}G5T(I>TQK*&WmMX9Q`^7Z%^aIZ9)26Nvd!66eK9gTuINx0zny%Y=jB)G4R z+U>uBzFIY^3FKOQk+Nu1p?-k)gaY6NCiHH0EwHb`LtWqZXipYCwb#^!5f7TS!zO7# zEryNDn|~On;%a&qoNPMUA9{H9hslJ34Xt}@dsv+VmNs4;j4?a2qQO}wt4fc*sF@k} zXs{HgSnk-*QkO?#uh36_#0fQgEr(j&22mEy&WwBRYJ$(%cF;1MUPiCcAK!1xDaCRy zAN>X798)0Q91NXtYOMh2%arT_p9@%$1>TY@=w4+)qWli0taZAI|W zSEUiPmD=*-41bf4E4|xLO4ArBK-n<0d^-~x+Xz=S@T@xtxYbrj0;24urlxGwf|Qnk+~^uDWIELbvNe+p$EwPt^5LdUZgR%UF=(i zm^!S}9YY1Rgm@6&3C|%Pe>XXT_9758qW1Aie1tbyxst{=Nj;#HF@Ep0$(6P@uQ8&c*;K@0@nb;H!J};(1_mS6w704gO84*x%0c?!e(5tpioh&vkS|*ffyR z6Ut5w+v!FU2BNSe05%0D-0d*>Iv(buW1N%4sQRTzQ!?jrZ}Z}rm4Yb?glxN7LR4iO zJINGCNT5%w?k+Uk(MfemqVbS5bkmVr%UrI1s{9vVWU$S&w@RuFJVkONzK9 zduOwJ%qXnrf!v{pw46I^8dNkD>4lXv?WBISSP!9b8Q`5SGy|NhcDLbw17+FK%XSEa zij>W8^soR!gkpq`__u_)?Dz-{4pOcOYdyOalys%$JY~~$H?RXxS`z2-%N-t z!OF_&?+w|EQ9+cdBUw?(%@j+Sy@T25j`;8XUJ|3u`{#+hy}8y-U2sFS_>~Z#!5{6Z zvhvQCr5mwn`(MlzU{WTuR7o?WEB@OsL*NByF3wI`bPP<2XnV)G?I$83B9>AaJ%=Xt zo?`NI7wOLZAb8tI1Bu@)5{ofyOl^fBziOe#LFyxfUGwk|Kq!Le)h@OwC)mk>T?;cv zC(ZA)e1imxr1JGh@hzw6q5_)-m6RVCN(FsBwNw1S(k&8fDyNYEE_fGc@JQT|;s_N)YOm4h z_$Njto{MtFJMU8kyo7X9iz`52-G_jNDSLi4c0M7D1I!?L+iyn*SzVE~-xsrCPSh+NB-?;KCN!leYkxyJ0 z3V5}XW$<*jte_%@h>oV-ww;@sgJOunPejZb&Mi86dWC1t8e#dsaex?gc~Z7Z0O9pB zjk~K|lK{qM=V4-OOxN|M>&S=)FpW~qfPzL3>LsKnf(^hs7e4f(Du@F8^HwkSWaRK@ zwIoNN+yDzQZPh_BuO6kRF8|?}V-is%HJJM769F$gn`-~adIBl&d(vd|VNeUh21wP| z3D+E_Y-3aRq#;`1V@_d^j^o0j3pR$YVN-Z`3L^Uy5i;HS^|Kl>-=V6fTxb7l?~DWN zhZ1EV*16(jKNHM-&IWKGhiv={`8xIIkOcrGYb=kg9%}D+ccLp_x1k(J1-?X>mJkR; zQo_^QjoSm-a&&ekWI5DFlUN|Fuxlbxc^4M;bFmyU`akO@hem633GPxLO{NbP-u$a8 zEWauNpLTnbVQAk&xa4BfitD6wzbHK|($byWG~;$!iOsE_&1NZ1k#r6HuRDGBWlWD}Yd;f@-n}DYW5vAT#Zt1~P(ofz(tw^{?b85JlY| zIQ{c&rXC>#K4>^IGBfo+2n16ZsN9#?6FLb`@SlrRR-9@oH)baG=}?oI=Rk->&pi(z zVF|z_+zIlbuDl2n8Vt>Fxw|OIirSGK>l2|6yA`xCUbRV7SHqG}rIrw(USKjtr8Tbl z5G39J<(d4Hgbf^<q28ESxl92eg_x~ozC4ze<8fQ~OT>WFKQ^)`v4mlHnbL{d(G51soQtu+m* zhH0dJ^T88BbV7a=@8Ofqvbwx6Ear}<{w$USPeOm;UcNSQv~>HtoHi9o`^20e%ZeWg zZP=)ENp`#sQhS=n$jKKcYJ~wmnt>1(e);I&FJZJ|=kh@_NCE?cX1)M{gcZH~p|D_+ zW`4+sxj!Tlo1B-d>Xc5IXy6Cg+i6E$(7bZf zw?$ykRs|S$NQJ!wOifo5#R2*$0F?}!cBaq<+E$HKZ}+PsGfUWI$E$u#2!)N$1$Vet zIIlbH+%HDgQI}^LsP-qi6wY@dt?`m>x>^=&k$%+4`~uCUuoF`sHHV32u+SqXXb? zi}XmM5)2AN{PoBP34|VB_A0gH@Yu6C0VM}amU~SI^V3qDFNxmuuo6SL!>pcrPAsKF z^+e+5h6jqjOYAg38Z`JJk*@VVK*l16P&Ma63ks!?9E`jGy~!wS6)3moV8fJzRF#3_ z84M6KuwjG!;X?^?V{WK2hsE->ZbFP}e$!vfaKrG|nsmt;U5kld!SbW{3biP_BqJ@? zIU+63Z6!br9ymJQNBi>S3&H@xv<*KPD0aQ!hYUN=7V4+hgfD3^gvE`CSYTM22`AK) z%N_!H3^8x`$izIFF%-ME{sDA2IwZ~B39QF65LSjPF3`+;Tj-$#AKbBLd6w_e$@}Cn7U}Iet6&;I5Dhxf^msu(;{ z$CM};N5!i>oFLO+qvyvjs!1^US;Z-$>GHk{#fB$n`Ud^alt`NH&qgd(hS;l-KxNGQdl( z8uvDbU>wu*9M_hMdR@3ECAm9+}O9u5WGX;7b8gNpZXPlHR1nhl}KbIyUb^9`i zq0fXb$j;DGaPZ$y0@F=mEss-X`uXiC>)I1*F69w8+;0(-w94SI8M|Qma7^n*faf&z z@aH$szleQ-Xsh`R%wcmTNb*aYcBFg~DeTQuY6;9&3?{ZX&acORb@SrfTTb;ti0!el zaGgg6#@eMY;~@G9Fk?@Ch~4V=ZqV|8AzHdO=n>pI>bHHQ66|aM!*?O&Qeoje0V+KG z=Afzgi6eR_+J9w2z0Gi;t#By6Dg>O#z-8-@tvE(nKG3PV4Y}ghr}8AemtNq^(jD&i zn^v%Q{3mRg!E8vNT8}|4oAFcbeUC}yCrF+PJo#f$*_%SNSSmLHl%Djpga4|h8h*#v z7<;tRlub-gCtn~G@VX;@{d$OQ3?V%5g!XO>XgX^~zrKbaP}2RIn99W%OG)P8H~GM) zy)@Tw3BTlhi;M_pn4$Ihp?cQ>_avN$lOySL|GUfkqt!v*|Kt`E2dj-9^}2xpx|;x* zVZ`DW@TuamwjLj_kfafU6v+b@9<01{%trdW!B~{rA>+yudD8k;SL)itKnpnn)# z;iltSVg5MnGw@~jfCViwxIRQ*;oQL}9JL#+l$+s7azgubFi;0@(|fQ7g{&hr0@R&0 z@N5d;FswOVv38btiXW!>yfo*1bE!DW{SI0EZ7;m4nsai^Hxe!}?rGxQt@8X`>yjLf z2spP~|W{?%xBI zgxxdMOIgEtv1t60Cf&lD+1ML1L*>}M*6hZX*`eDXmrsA-rX2R%282pN*bl3{}>O#AH1*xhiO22M`qIIdJl8oTjSL24zzszm*xGtf~AQRRNp+3V?y$b@11v6{5hL| zKV+rat8A{7U-p_ZCclFh(qfQd%?9bpA+Q71;)uVXG~+?hF^4{jOmW-6I_e!O>7d;_>*6N- z69-|=+6_^Ew0JU{ecL>IKhyK2A?5f3_LID1G>s##?WntNXdH4aD)&U8`eH8nVIav9 zAHU*@YSSBw(45(6@muYf8SIPIPQ~4pvujQ_Yv#pF%tuyhL?>1lVa_$)(NzG!#Kl?Ht zHay$)dAV%%@Y$4peK=g%Rx`8)XISpSZ%Tu@9ap(w?(U=(p}=tfckJnygC08PSh{^P zFUipp=v2irldT}^xP1dVyI4n3|Hb6#k5%+@-1NjDApP*V{qk<1?xL-5IxI0MjvG9)>&m_9Q0? zr?cwHYSIXb9nR}_+s@a?t+*M{kAEW>O1V-;XMF9XW^!-J2g6asFnnE7q_c~>w|~_G z6W*h;8G0wKLsDPO`tA&hcK)`S+iwrk0M2Ih#nzV&0dEqUUbBwongw+6f5_>&S;^X(yJGmvnT5NxQVP`Yvwi1Q)0)$n(tU`ws9|& z{EoSXLRm<`oT{=V!x_&UmoCY2Xl1swCETcKe&@66))FgHJTwnyxYBt6cI+Vd+v3D~ z?-1hwCMvQ+VFeR6Se=x#J$w09XQSgy!}o=29;Bon={XP?m-NBV)LgfR-Tff)L@|L? zZ{8{V@(y;f9ZtB#3b?gF`7i+R|u?H z?Ti0*aR0u_r6vxCNV<0Z$N-Gp$MaO$ba9rw`N_MnCQda|4E}4Sw%L@(GqkC~I)m-V z%Bn{Vqsb^$^P$uxnh-zs6|CO9U61poL=~1b3R|LW5Dy2IvePz zX=-iNl9721RPu|=iv8q_8q&_HhCeQJG1XbPP9qQHE93ra)Nu2mhh0`t6V7+H&@x2$ zH&^9P{FbJf=jNAIPq3n})1%!aUf6KT@xlxfc#pAMpqMBa-QW51>CZ}C=Psg7)$4{qTQ@ zBS(%XdFi1nbNy%H8H^1?(#c2;^i{hRl24qS{Z;!-L23R$hlnJyrJ=H#aj_eP3}+b{ z)Y?A`Vp&vfhFviEQD`mujy`1{$~UKdjDrC4+W`-!sjlAf-PZrrtJTI!ahBiTKia#; zpSjN(58USC(H5&F^sPhj12J5}>IMm`9!KXnP9nEx%WT5!A6YzlVvNnA#jkJco5Hil z#zm1@B=c;?Q7F$qm_6vvQFC)EWpJNLICOux?ZycxY$*VEVKdXY|2;d6>B>gc1umUp z71>}64tpZy^d9 z*@;VsP~S5<$8u+&(5nVznN`TirhrsZ7{GJMu$MaN&(824M2rO&L@zP}XN=k*x9vr? z_&Dyb$(PRD@0>VLE3B%M&9!xuur_=Y^Kj~+YPaa&O{YOHO*GUbUCFA}dwBpX-aIQZS&b zAM~>r_uIw7D|7lB>DXl0gZ^&a_O!6ixAhs4;L^!)HWkK`F2NcYtGvV$+2Q@O8hulJ zlHn|du143KUrdz20`>YqJnf9d05SONI|^>Nx;~yiJL;E%8jzRZ|WSxk+FKr zlvMiXTS|Dpqw^05@w`)jR8&P)ZDrArZH5viR3+Y?pyV(M*mU-9XWh}@%T>(udUgQi z8!DWYtAK44T{o~Ds?Y^|ItZyE*$$L|t+-*6K{Vz#4ew1j7c&asFzKE-V7JdwXm*|Q zdG!gB1Lzi!Oru8n!sYa_DIp!Krh!q`C$=2nPrseklZRk)C?|URtVX=ey0x?mtZ&oO z!<7EB@o8e8doE{FCx=nT$&lw}NPzuXrqOH3W6gD=dCmP(Z$)*`4epb8GQJnl6bfHb ziCf@)%~C5Xh#|N|1Rw`NcNC?BAyX56ng`oU$C*(E~6!(NwGiPqIZI@h3cX0EZ z`MUnQi{jiG*gBDdEkZR&vne~31>y4^ODNQ88nc^ zB0rh@RTK7cOY}!HDy!)g<6_6i4>Dcj>jDY!x7gVHnwhozjFw6}%*RwslC?!cnOBn< zckX5FMaB;wNyxcYmr2^VjB`+5-<6b3>+BGjb)EkBXfUjgM=hI2!%SD};kjmPwn)y~ zO_zWo{5>$Go5)}Vin^IMHF9Ct%*Gsa@}-#Q`}1!l%qY|zi)L#c*K%%Xz>m7>#|~fp zuz)4{Xr-T{Bym>VK^1zotbQ&w!x2O3GPp5^0yAR;L^tI?sL;{mv0@tvHeU6%b8)Csd9F8_O?wW zG8w*g%|d#K;r%v;G2^o9>9;$1g$9hmX>-KBI_Okad%uxMWBsPd3d5z0gcR21n0;9T z@6wdEUOAPNNcp|upd5X`W;3r&a+I8{%(1Lun%S(1nz}7NNF{Y^nPZcqZ?Xv4tzmvl zxf+FWGZJjuzdyyJA57Ic$ktgIOO}GaQtf?M9T*PYazaXn@W+sXUn|)|-`z7CuJHE4=*0&RS<-+zxw$?kTN(g0q|hCC1`0>rv<` z>a`EpvE1aEdbHE$QT0DZIyF@pu$|MI!<5yWiZjDPTGs*;FsJ{nKeV`yW5I60XtNOR zy0Tvrl`0#HoA7E#fyU+1olD2oE#wPi)&-ZJ!SJ2Afec^1wQTl+w{sHi$;E*)WF(k; z=V#aD2a}bp(8o)dllWKi4=jJ&)*fQ6nT(bANBNBH??RNV0!ZkhJuns1w2=Hk463L z{hpmCptW~#|JzrR|LEr%F4_qvSCW|H(#e`ea?Pj~wB;wrga(H695rh<2HnS^nS`(L z4-I|Xhmv^3l)3+Qd7#Hp=X%B2!kqY9{Og(!a=Alp=FlLQ&zYeSqf+C+@>N#=dHVQ} z#~;so=Q_*y<)h=j|$w_DA?6k>za4_y%rf~ z!}Qg4@uI3uHy=HIf*3_Ui*wMcHm}IFa4^FJh#O&DXdHaZWVkj)W-G3)ju$nP!hPK; z9b0PZ{BxmHnG|OxUr@L5`qi>HM7(_9u!`Kx)U+OYI{2Bhn*|N)j|VL#r%Q&81;|5q zgr%Hzp2@jJuI*7;?p`WEKyV$%RGl0C@D z7Is6#AAM+xRKqwg7=_=>dR;RgDpFOznWh+#ESIA=TzOvUTEM~`eeh}DKQqJBz9nxL zD~*Z3;rFBa%M7|n4v#5Kr!;i!%Qs`U4B(V!c4wJdAEr(HEf+kLf^pSGJev zU@8(Ne*P9R>OLzOKE8x@_%59v!%ai~CqA)vye;64p=~y7WHDBVM@(03NJmp+d&gC+ zO_JSNWv0X#D^g}EcKoM1^s81*kv(T&ZZsF_;t*2*f~0OR;dqmP_Rc>;*(tiR&SN^y zIA?!fuceY*fBFQME=e)IQvba8flh}{?66^o5w|w%*+V~v8Q;@9NG_4O@8zOu&5+vmUpxa^uAUD%lekj^1f zoyl};y(CO?y#4Jt@^t-MDx&twg_|WT^7xcyio1IVuVBsW#;EV(L#UJ}*?Ky=9?hPSREpR>Ff+#m|Y z*Dl*1#OAd99910kw&BR%oid7G=uDim>s`jew^j(@?g^a^x3Th1$h5aCNNBXP;vt0+em z38(w_Z+KwJoKrZ9wRxUgY@~79UdVXOvs4-z{lHH9F&c$BDFZ{NOY)dWban9_J)X4T zjxOM`bXb4hNIa})Pxea6L5L>ne}$g*Gq-Zm!y@oBe9>}I^SWEDG9Y6M+5fw3-f(Ra zjMKv$g<{UoFOwQ$?_cs(QAb@a`c*==IrP-1EZ6w3z6~H&7H7dQTdW7)ef&v>fgOXM zjZ^z+eah09rqF=chDWgKdmRVwJnzWgq=v%rN&lS3{BOEi{ng!x8XP&TTTFx}w_g*- z0sj|D>Q+vNSy#?6sc2S6)v=ic#3=hs7_=K}_&MbvP^NtZY!GdkMU3o6d=}N^^6Zi> zn6f9>+{ZZ0rQB{{qvpl3ItQ#yx7$2t>sc(y+w*{;AOkJI1|eBB{5usoxGg389&yVQk&OYOYb*cHj~ zOry-ECH30lG3g)CifZJMkL%c)W;>pFg*w-N5>p6T>oXKahBE$90MF(~MW7zmnU4-O zq3IDr^x$UR=|e{6eI^;mXqh8x)ZP6oS!LY#Y~{`d&bOTW2_NzXzopzfw9UJ7=Nmaa zXXa}bm_5tM5fjXPW2XAN8wztnvV)-}UEkztsrEq{KCdR~)RLPmpiPe4(=xNLe0fz~ zxoX8+IR!T$if%MuYM#fmQ2=4iNm(K6#|616@G6=uGVi2r_m=g^X|bTPQM#=@-IUeSYkPue&l z$RHL=tqH+0i=Vj6c(){tJfybT?tW|@N8t`x`|nWsUfcqN9=0IWEAcViug1AV6Mrvw zjme3sFzJF>R495rwX0?`WQeSJ2k0q$rLk5M)UgnZ<68S6h;fjqg8)%8z9!#Et(x2= z0#=0HDdfS|rWdyLf^Q_m@5fLnEVOG6UgcKRb(VWlUWb!aPlh00>yI+eu^r@+s4N}z zFcqj*G~pjFMO%lvd-^j7^1#f%{?N6`tPvhfZDpDQQ^1cH7aOc~J;KK8o-sPcw1M&5 zu#?kjCdsng#oE)RsSP9cO%8&vqg&qma`R$430&M)z(h0WW>!mMFRU49*LnPlFa|Om zJ6M4<@^)z{TbI_mpx!C885v>6p*W<2)<8en91&Psnx$raxURyiR|~-{()^~YR+FVo^`|{;&YU#tJ`~B*5%uIa8?3-x8SNuog8;s$|urDf@6vStKaxsSnAg* zW&r2u$?>O?u9vypyZjbPGVsOM6LFwcFK-9JLtOaxb<11s*v!P8=xg`iZF^S(JtSpp z%#0qN-t*`qnVTVb%Eis7Bmk`Wbjy$9L5ai}_()$3583zVhlb{q8-I&8rRpZ5VV1|? z$k{wb{dlDhcl&(5&3b}5sUqJR+^s0~0+gXD>QYv)7{?M=Nz6mxqRIpznrj! zJxe!#%#ktfNz+p)VS?=wTytPqPzfg;5}EL&xt!AiKK?W`IFgEc|Jhl$%{(M1k~J8f zbAV(V%Mv;I`#PqMx^z?+?cPx9Abkm4OwgM)&J@qre(Y6C3^$`$D0w$~pYLoA{;-8o zivrd_*$B*)Et?mfa>jo+SPpt`4bF|9t0S>7<5ayq1UK8!_(YXJxE*%F+Ki#kSq zC4OiPPDWzm;+j9EeSk0c$c`{u(`efQKO>I!J`qgmcYHBs4_gH<_Tq|CPi5pvVYwz^ zh7uIp7P8qajiXKtlMisWeS-dGLsE4tLNRvZkr=#2rpDmuZU5kvuLcNI@d{RROqjXU zjP`D6(YVhk%~g8V<_DfDs^H(lzNGwdW&fKj3iJolbvDhrx%)ITjfZQpe^^wzIn6Y` zeE|-*bI%(Hd4NrpU}KSw<}C>gqyn(5D6{)H2FU!{ckkX!DvAXYl zXf1T`0SV!dVk9?4mTKl)X#Mn6+51!xhgsw!SOJLcxST_mp8d=FEuILf@o8S6?(nIu zlx{Aj$H2PwpLvZtz(g;MP3t($h!zu2SnxjEG#-5X{-|sDO3SH1q(U1Q{_hz;gbo_y zth)rv&CR(qkGBZ`F+bG z`VG|KhaWo#dpe}NOY7>gQ&?z|d}fZpk~gHAhQ7{`>2J-G`WSY1bP? zF`U7|LY%D9ZmjZG{al$5IDo75j_W>DE5joR2~ef=M<4A}R zan;WshwG$MXaZAJiTtn+6y@RSS@wDn7b>|+4TJO~F+bW~jRyrB&54YllU4;k(OTl- zWzoGd-Rb=EyQF*vXhE{b16%Sj2m*@AtEVZ)5`c=?KXahn027-Ckz%u78 ztF@X8qVMy<#y5>RO!Y07^=Y%f?~41Jbr5WOeyFlstABTA3*_;<ISFLm*YaO1#G|O zh0~~hC^f;x(73p61IP8yUb*c%$V#*gJ-G)D^4u@hPQ7bBG+q1ElAb$T)!Qn3zhn|y zoMM6OdK=XZ;eO(FlLpU6LeS=S)P#nQX%MT2#;T|PUFGiGR5;Ti2cKQ0aNsa`7xUFa zaGabpk`wWWMe>%_H_kfr5ie6uy?E5p!ul}|+H##226T-sQ%r(s#E&DuI`qYro<4n= zl8Pz?^jItx21=C{7PE?nI-q@nih?5P%^PZ^H&-MN{BnYD2J~)_?FtG@(7ebZPwtn(H2A~m!5_-lVU7?aivJoUg7xee)k;?^2vW)zEEHSCE=mH6k_#Zz^4B-^Ck$43xjN1xSg5NtsQy|h$cZT#J&^#|&!Kpvkpu<|kL|!ly zIM8hJNG)cTbNS(QS}6R%)d;rzMH*`u9i4Phk2N`AZ>C*5P<>L9lUZQJ=|k&4nyygW zCK7#thGhW=HnPea<@8SYgHg~v$HToaS7p0ltev2=_cLu4e(ZZSrKCg$G?lQ)aF$fG&FQBoUl~1o=8Wtv8h^FWekqPr}+GvVK3*aj*dr*h=^R5 z4L8??CQ@9z9E5i>A7^I}8_IR8<+olCG{rm~Qd!&eOZku_)f6j6orfL(+ zoN%{=w!9hfkJeF8)MA+i%^iHf95hF3fi=U)QE&s-zMXD@;e%Q#C9boAv)!N7R-sD| zO507u-7J~}R=0omK@4;}H8nJ}f&ZH4J^~j^ABO^})~#CsyTE9l1|I&2Vn!i{o9n|q z)hyGXTX`pT9(ohf;EAnZZVLMrp_fi5RvCPaqh6skrbJXkL?3h&UK?;DZFbpb`p&(F z{SUDPXc{^nTyILWg_g%ccwemHF1xP}t zg}r-clvce6`a2^Dq{~Z7Eb`!*yPz?&W;TY}d!NNyiYGYTg1hWOLf;m!@DS0*VOSKn z^os(BQ@OHB3XfQdzW={OA7`XaYkK91#6%NkGN6dyx!HVqc(LtW%~_!@mS=+ zYKuxw6Zl~()GN3f2y!yWZZ0_clYvyip;W{1T*cwtl+77zQ_p(pJ`=Q#@p^Gm8s3o9rD+R=W z{BpoQiS>ql`U2iCs5yDqvr;5Tzl4Of1DOSy9NClT`Ldmb%>17bd6 z`u&CgBS^e5nY;3xlY;d5%9!7`|C09ba-U+C=h&`18`pCj#Hf;x939`ZxIPOlj(K}G zmDM4MG4EO6R=uN(`Tami6_6t$zoq_>>FTc_&wrl_+nb|3uW%N;Lcy)I5z~>yK%TzB zwc(L?oJSo=J{`F^BYR$+6!MM|ieF0|FCi|&GV)CUnP9UZz46@!VCp1zFqT%Fnh|&y zka;FZ|S#11?E-x$Au>>%TP@T>;77P_m784B&jVfkQ4I&%g1d^}1K?#_ND& zxnM(uz)PjBu$KddbK=Tza^Ak~wvseX#I_}Sxq2s)Nnn`YPS;xCN0l10}m!*=4N z^@{I??`LB6Yj(b#iKQfs&Y2~`cJ>kal^n+W2dqDBiK4~JWJ_m z0z3$w{3?5n@SUmZk6!3+Wl|sfd7t4pYFhYfYQ6{-zw)%3jN(28;ZUX|Y~;BESOs$i zPI7VO7xrkMW%a*IP#|KeOX`MOFQm+bP-YOu*gX6pbbz4Z75A@G*yN7~g!(Gih82Q> zwHEU<#$N^<&FN&SOIr+>&3Lt$@)aphzyJ1VU&x~~05VcBY%)>nAr3vBY?1Y8D?A#Mrzmo6H>C5P#MWRL zO7G^DecDnPq=6Sa2Tq6Jn^ccp9fF)NHZP=!k(uaaMHLho}U6)RuOmC(-<>;x5POHHVk9K_?86-v4 zM3saN317h;VO8s45C|PJ`PFpnK6a?Rc@w{0VzpF%5#FS$dp3ea>G~yUiZ6G*5)IRm zgR{BAYj`UtyNp+Rmi#c`!TpfO39sGLZrc11qVLKv4H#sFIgQ~5A9#1IH`w*r6ZG`& zHlMz&45_?I3}>~;X%njH-wtIZPz&Q`>}n5ECq8lu=hdqk00#*J1qY&DzFckX<8!Q5 zVT0lD>lj%4zIO>wsRt(KNPWU>31E=VejO3@cXTs1IgHLpRtGQ_3hJ#&fxXU?&Kfbp zrl#G2yS|Fx&H>q7Ny6OhO<&oClY?f z#N0Cufj`T7J=%pwS*Cl_n^I1$PuZ{4xj#Y6(?&(yHhqR%#y8d7yv2yCUrQt%$9=im zqWP>)zaOlC3HV~`m_mH0x;{d++@tT2#hO%%L--dZETxsF{1-bEu>|k?3EAg{TCz{W zBS0bM0V#?*m~i7mXx$KMJ%wCpaAg}Pu%(Vq}j|?)+P@Zn$4b~ ziqyte2&WsCrYwasXpT&bBU~k6OQ$SbcUIYNnq08zW}(0o^E~Ge2GZEj(WgShodcEC zd6dItCNy?qr2dp$8g6;by0?tg|7B2Dsc9$b_NmD3XGsB8+Ii(~&;;L` z=AU3hs`VXtNn4o89aA??F}E#awlr~piqHAUHeY5_hu8zMVQAVYpJLuy2|{>E1^FM+ zIzo)>P<=0``W3jN;S9gl>1(&fv)QEGV`n11YZo7^=AP@91l&$QlMF5)00tch z7?Y-vQTEi7@Z`q04!T~4`w?|8H%-WB_I(j3Yv{cp)-6b?-1@(GK!6T^x=1~7+x%Exd3 zIq}){@l7B}4qOm7*T5j;;&tIaA8Bl}0n|2h-DFV)RH1x}{2(gV_)CmgV+OCWJkip* z;Uzq+Z<=P=lHf~zMoSJ0vueHcUYRz6*2munuG>ca6eDqf+LY+~Q1SFv>fp351q6o( zkBQ0TV5QR5Y_`(%UvZ#;ogkj|C-+gomq2~-t6>6g0+Fq85TyHC;Fjr*IRGlV#xS}O z{X64Ve2#4(YbL*B2@so;q*Ku1*^zJF%p%Vn`M1#7m;U+ltsQ7T)RdQh$X`E2ts`uQ$m{k}!hcu9VPg<_!w`I#EFjufjBhU4e5>{ooKCqA?xl#vAE?|3B8)!UJb$6S1F*TcLqb5LN47d3@2l68kVpoRRK^?9NOcP4nt25N z1yBg|HvW<*k2hS`$pl7eI8+m#$_3Z0DXUip@%RToqd~7h66AtJw_8AchpI2ei^P1h z{*nh_zAevQzuvO=d2Ph>jC>M=U{0VHM+{6r1hAMS~TZvDgK5*Q&sUP~MC^Y|uv0-gl#XV<$TR;rc z+6;i-=yP9G9iO#F-xPirAolrsqH4oeO{Ra(BEx28?UlFy7$2~qoxhYwY>}az;&TV; z&~OhxoS9(z1@wEQ{?Z`~loG)!8f~Otn#AuQZxa(sif_BCNpb^e*$Q^`DofTN>oD7m+^3Ig3Tm(%e(7Rr>3X%@cT_O*?EUXMgBW(y@f9x;>-cr;Ii&R9Q_AKdgugM~yQ$xG| zpAG;U(vTz^U^Q5@T~qBz&LBl#IZ*PzCGy1~+z}kq7sEqB5@7W-j@VnyyykX^B(gs& z@4_TPP@@i>gT+ey59M19@Fo%(h5fnK9m(>2)jrj502-gem>eq$izW1==;hviH1u%v zIHI`JIp{iU>l!8aER+O;jEHa1q#1Gb=@q+pV5&g_IvPqoK@6fe=o%#!FU0PISJux5_IEtbhHeT`lriFCXrPqY<(Z zAO+b0E_?rab=81|7SPznd`>`n3|$AEN7`U(gsE8ry$vBc^40l%Z7VA)htj_JahNk- zftUELRcc$+^^m# zVzC18TLJAS6hJco*b6#q2F;1atS6zQI=;RYl>`qSA2>R+K>?2hc)WgiczCpsV=AaB z^nABHe2iN4{uXo+ghfR37_b)U|3fUn|56}BF0s{NU4sL;FOI8M3)K3dpCO~j{ z33TE#prc7O$Eb1zdNp^Q6mMP?c3(*c$uMF~1}+f8BNOMnNv!cnh#;4ViJ=3?oZtE_ zfLfv49#aW^E6@OhW@VLrb%sk_N=hne6MBFgE9WnjkCFv;W@ua*1gUrEza)mnFwCE! zq!1&d0bLO`E2T(Gp_it0P79Qo625J^gRH~~NDki0%gb{I6*54>hVFSKO(VOD+a!G; zy@(dHn#{B%Jo#@cfDH!DUPj>h(m^|-2X;vw98N@ZMP?6+|9%8T0;F^eL1DS# z>%lVTO(-e+?|oN2$jFWu;t1A2S!NY5_o?US>|QsIcRVIJinJ*pA3yeQt-PeT z)MrSJ0U2%Y>jL-Mfja4Qfq zB7SRGeFt;rP67)%^r%5S^O9k3?#yRee(SIbqa3gjnZMid8*m&5So!s<&fZXE4?c&w zdb#5JvoOSf^CkoG+c5294Ml%qY6Rg069BFX^73kcutFhZZ`dsM*%>~{f*l)q!my|) ztAD{E{5vDk$X!0Ca*dYp0(f)@*beV$P#|{QontIcEYv`B`5J;Cq~*lB+F0A*!86Y0 z{Jou=l@x#b)n3@WS3N>mCP7#T{D@jQ#Eqmsb3zsA|aKboCg&A=cAu=Vi&sdApdLL(bA zdVnz@MI)C;@OZuj)WwAF0qIdmGtgTV3Sj7e#sgk{70y1jglTb!gz&~!3t|zj?2GA0 zrpiCOLmt({S3iG5xBzDFTDdfaU z${lYr`5UM15aV14jnX-8lx?KBu0#3YKU09>RPCovQ=79nmyp4bNII#N@Qvh&B)BXq<32gfOxeJ6|pjZ5YJaHLIgucEI|1CyP76Ww+VhskVZ$nTAg-k%~i5M-4VDc1W zc?Px+SRJ|%=B~PMA5`mU4(;qNkPpm;fC+XaD^O;GjleE+%VRdHn9qCrA-o9N#fu1* z-uCg?(OE-RC^NW&W+ulJ@0PF}hDidPCG3Lxi zbWG8I!LO?6?)C<)xOW9oNj}bST_^OCiWXG25zY-9=a@?fy0mq`4}C zgqonOl?8zK%%9!GKQozdP-E{bQicPKKE#ZX5v_Dz?En!NC)mDc;L^51gZHixXR2*L zj?%sl&hj95tP?#F3grxtT00{{WRGI<3>vlN($;P%5&HxpKBZUxW9l>pggDS5sLRf+s z<$@fgp3%o(5%fl{F1q!b1+;?$*n6-{IV$@;C_*~HP$ShPSWlzCxKV|Ib#}#)0%GtZ zYhhuOqM$sDO@^n+{IDasF&0X8=m~O)0u)En?L9zPbmjel6Ks&(K%F47umw`oOvIF6 zV=nAVyA_oP(z)_jq=?AxKHSF)RVO&EZU)|d&vXiybR|MzA46gjbvwIk7SNRxeOfOGzwpbRqGPIz=9=PWl z1YYEl1*-p-rhwSso-0FHWI*K?)`PsT*nLee>ps`TA+M%gDAWJ`{SYea?_7L91R05e zSf)WF>H7HQyxLw`GrU+#bcO^;$V((@ZiBhLfqdVaZOB$r82?YWi| z@DU#n2|424K)CvUQE{ZG_=Eizy>$>`2~Y@DkkfqV+6dR`sJU8%agZn^9(Xnm$Ff3R zopZ!04>44tnc2%ASC$E)W6$Zu!-(!#+WgJ`YN0I^GHPmSg?%O_CNr7(dU|Mi|G%|R zufYoW6S()9 zCsoZDTn@C=f%_2<(85ANwaR@f$4Uj%=FPc4SRj&xijwl_jf}drbttCI0$n2vKr1Bb z1gWKWOK$x*71y&}WH^?LsWv-I1ic34d~)p;2&J*S#UWv{$H!RAYnJ(z%biD?U9F8J z-AY>KN!cBSX{EKtn?`>j{jCC8z!QQ31uaCONH;f}A(jF9!-WwTZEYJsqM(pJ)0y^# zeG9fA4KU9_i!Tg_nS(846?!fXRW?D*&f40#()EECs7026ASVnID8{H5IyADT6+31P z0H3?Z-QeMQSs@#-FmY~qFYXd`S$~djx1Vn|U9-3J5ZtBZrM_7_XiWfr6R)KT&Flo{ z@vY7EnLx5n&N+_i#3Idc9`hzj`3`VqS{C16^=H9iLYhoLou06Tw<-tCr5R38&5ng$ z=hUVqg-Vc^jpi|xd9t36C2U}DYPV`H#}sq&d`O-H?MTW+NGyo-M#b0alj8}zC%x&A zHhT9wfAU2&lXWq)9Bt;z>%XXFRyTr70C|O&;lLy?*oixgy+A~kZeWNFho5N!6We{!MYn~?*SVCH2*S{8gLK7uL_GAo0>Yt8bdJ#2AQC-tq#(G zc6FlnDigiz;lyBDlED^EA2UY_ZX4B8f27z9g>0{`>@w zZFzTi6KKGNtY`{hK4h0K2qSI{iouUhQ&1E>{AB_j2iY`^e|g}X2!bi{^?qd6)rPCQ zR;QAJkzaI!?xqtc<~5K0nu6M_HuNgLbDv=cT(h@t;@t4>=SboNj8QMx7+0TTkoSb; zIeNE$vFEl~&Q05m~^a2{suV(M*odj!mUk5Tkh2;4=&eO-v_c4Tcq$7Yiq!$VO7> zl?21F2R!GIl9?XE9jY$T4>?L6%NRqoi}%d}E>NgbM!i<|h`m`&L@rR4M?q#V2~^XH zKg^z6UcC`w3?zZoRwYavBDV3{t^XC=6QVhJ@iI@}-6-lTScq)DYkw}jRAVrVYL|vu z$X+pd9!ipY+@g~ATYNC)&q`-RcF}IzYK0N&)6`kq4^9bSh)|TJ@?WOYMdg@u9@9Fc zeNK<&k&sQSnDNSvZ=SgNdt-;PO8i`CbNuCB^q;{TD3tVTtq*N4vv$u&W@h)N**muh8t|BMd(DKc zdMs4)p8(+mqQGAKi;5?KqyWB6kvM;wm_NMly^v{r7{Yx>ETG4DA)k0LuK0`T2vP4} zO#D4lR;RnJ`>f_as84Ax0}7Pm>MPma_M8XZ?!SonBY-{j(DSSypa`|)3p-84gC3(a zC?5X}o$HWL4ya20!NJAllyJlN4|13L;w8?!W1-uJl+c%OdL1>YLg!`~L>DN(1 zSWWyPL70Ww_7+6G=dRgx0ng;W%m9Hi!TkZVl!)D;EKh&L2_)|&1|R{!UG>}Kzho#n z9tZe9LxbGjPokgZ;sSqL6H~>%0ItCQP8Cr~GSTfanTF*N|K1avFX9OIHomtb`Q<3S zU?dZoUA1m_&Gh$GpKo}Ic`d&k4jW$F%M#v7=yb~n(vcsh7w%f%B@VWQgtawp5W&b$ zEzk9#BkS)Mu`%o4H(#IU5|I?*_eIc7@b4GCwosS<_x1mikK_gL)Gb`-%ZD-x?9v=u zTrCUgFa)h{fb-HY?=lNeIg%M#9Gmn3;}ZR`eWK-&2wqRe%q)4pu6WR#a0EzbZGhg) zaVHu6C@emlQ!e^&aQ?%rU2ufw;GkVGQ2q3i@1q3u3u~9fcV&wi=Z`|7{-k-u>T%1D)Z41;9;zzwSXx@V|ef`k^58@0<4mPl-;5_rIe1O$ELF8*pZJ z6`&tbp$6g6Iqobaw#%1$VLNt2NY{{C#EQ7~C|w&&27%gsL%p}Fa0K%Vuwep`ql%p8 z`!Esa03DV$TQ9>BUV&(DN@RE=Xmf3z1E_GYR1qbJ>h1B%7)q<3UtS5QS1DXj};~16OQ8&M0=zHOf{UD0!eee;1I3yPGT1 z$bYGz`6`12(b5T^Lg$y?L`fWVha?qFgye(g`ZZer7LHeWQ&J+x+_?SIPyC*f56Byq zgqQ(GFbd|P6eNa};C(~P5V3FJ*&)&`MMRr0u*y% zS`ZqoR;j$>x6!&fXE@stGifaw%)mcAJuQQs?#4%!0`>4S5b6S0APr*#d3|k*x3{lY z!gJcOM8R_)C+A%SaKuzM0_3tMLRG}9S_f^r;lcoHYgblZ1JJLfB+~XtZ2b&K$&xa@ zWe|0LgU_kzGk{p>B0GDd94|N|K8VO|7od-b%pmXvo*#}Jyz07OpkZWWgx>)~`zjV0 z0ff?*QC4IFMA8Yw=G`Fb`Lk}}Nd@sifQqsII9Y>4BL9;~$O9S@n zRau_NC4AY zlm$xnt$&nF1KdDtK7b_@i#5UF@klwPtpl(WV9f@Em;oW4(N5fHO7-`JVPI?14h%y+ z7YNS`WA6#_U?Xb~OozUCV+j-0*xH(1*aD|GwREb8BPv2Rh1C$g)QvmP$lrzYJ(T)C z2#nnm)Phuh0(?f18*r{$z$EYOE=5)o`g3tYU%HWVjF}q^U|AOqISxLkr@!RoWg|9) zQ12Y4+7j%yApg0`5(RY1p=z%W3#O|dk6wPmxHBa?0qD-va+i5tV0^M>3Lg;(?gr0g z37J5du;hI}Y7tAVao#6bP(te`Fb(K14;Bmu{8UQI7NX3o(|ru&o0Ndu8)63UsBN(U z=kNxy6u8Xmox|A}lj7&rf7LVki9ayZ)dlo*UIDYk zj`Zm>*XagRJxoq_h1{>^;q`ZV386f7aF*{I$UR1#gl7Y;*u$cymcI)?wDV>RfM_9R z(4A3OH?MQfNq`QYb0HHq{Ow_;^&H3(d-iq%tDCmy1}d7wQ7b_SNpt@eTlVvP2Blso zk0cWad=QTiT9*()ZO1R3iAP1*6ZapQo2P&k+{;e&f>n!U0a~sjE6O)Q_3AaX7LR6% z|0iD58@8SkQ|~o>Ph4wW-tiqCl*&Ay|A6+IT@2t~)?CZ(m1U5kLVLg}zZnigBQKB{UI?`%tzm1Jx{78wxu4Io2!bXV84A1A_4)HjtFxWk~e)U!l`(R-$$D| zF_s5)_f_s3t6`ul(BO~cHiIu=C&H<)S+)QH8_r@&zx(A~7LwW{jVHi@jt55!)?fre zA%yblKp^4Z=GIbE3rU`E`=YzN%P%Ho6cQ4WHfRinJ<%G=Azua#Ql->e-=&BVzm^IM zDZ1nAr2p}M4>|)f@oMK!0tM?y7i8LpY!Ae{l>n-3sSF4-{6Gt48xEMuxKs1|o8jrU z^RPs*|A)LckH&g^+s1FD(mY5aGNeR?go=bpg;3_HNC?TCA!8|NFhqvTMVW`pGo>gL z8ShLRO^I+>TeoF@jKLr0rR(7hDVyd~oZMZ`NzH-AvKdp5*J$QhK( z>oJWd#(a7uT8*P;vpir0n8oc(Nk}+Dq~^x;P&CA^)SQr37V3fboWKFz%fWGMY5J`c zY)@Ugqw?~cQ_)E!?mGQ~02Q2=AISWz#-SH3JIYBH19NqJ|Nb3btrX=B2t-lW+D>dd z`V4(G8lYKqa!famMMlclmH#x|2?{PyX;CLMBt$+iHZHDSOYvn`jt5G4zzgi6BAggR z3CFezD#e=_853~T-2kpZXh0*%I4-3jf>r~(5hDWYDZd#K#`Mbi7A`CP)7-FQEP71s zm;R3SZmfml!gp>dWuRT6!s(SdNBt?(y_M&b+Me>yPLAAnFtY3In)Qx(tSNZ31HeaA zM2Wwgapv2dM|#JWnWAg_#Rm{};b|E-YD#2~+14F9Qt%1SB7=Ttb<}N&%s3K$7L?d- zIi#%=$LoqNSFQ|Ve;-!GRfG1`yF*R!n?=ynCJ^gee+IVi#9d$nqz3v=|@KZ;V10ljd=#g08K-NW!#ZOgI@J8QT ztDQQfgus`Yezo!Y)Lbqm1REO}K}-aV{W=Q!C;fA;=m>5NkTevfF*y!HkU;V90gJY* zlW5k;#URR=gF@qH&4Yu2xa5c+@F5tiN(HsFKNTPi?~1Y?twk}alMIZEjAhaV|DWCs zlaHs_+@6v1j=>pYF-y(6L(eyU>N0Dpi#KffEZSeFqdJ@1MrQj1_DQDoTMYqsm=UYsI;GCJ0;S_BM1Tiz=MdVGPAJVlk{=@W(NJ=3 z^Qgwl&i*Owy+?dUI0vS%B!D1I=<24HdR+M5GLNN)b^RE^G2QLYcML3HAytDPiM{sSNk#->+dApgcel2=rGB(Fd7TM&0*ZlV+!&q&O_~3E z!HdsF&eB94TWR`SBUQ@)^Y(mddk?JL#`mH)(qV|q{0lJp2ieM}OhGq6t{nf-KpK-e z7e5*L1B=X0k4`dB{hUhmUYEZO0iE<7VabMm8 z+*q^fStjq-hGlJ|Qs+7=# zx5VR~=k6@C=s5V_U{kgt93KF;Xh`Yn`UfTHPe9MXhiy&OPRO-NQ#Pz`A*27vOOAbG zTPje}N7H<1fDtG}1K_sTBe>bHUrxUpRoG|Q1IRT8y*ILL$ghu)>Xto#Lz_E$r5?LT zzXdO_s~RCo#6Gm0uh?Jx1MaDx4MT7i>2Rkp6^9$H?wr6%krb#VAWi?0P-r3?ykG)7 zrf8-wqTbrrqWizMjppD60sDc*li&t}x$Fm<<;b(hexs3uJWE7H(7Un7XJ+ufw3oW% z6L%W&yEznGi^~-Q+0_soC#06fq$Q40||g>T?qF!E{@+d2zmhSpf)u#NDANwX(~1Kf`J;f=0K>@3Co zCA_F-RnH!Mj$${ib@qh!h8BcKxQAUEk8B|wPi)8&zLK%Tt+z4Ey^b z*sL&55#be0To0*3!Cb`Ja6Tol^z9%PD3n|QB-e<(s8lq2P<6k7)iy+Zn9(-H`cm!_ zb1+T9u|}Tq_HW!}b+?he;AnK<7C-9G z#`aWFswd3r0@}}4{yfkTsgFDR*3TZP*X(d~+yPM8aZ1PcONo zR%zzm6^eAni%XSjgrPyxGcuaMR3e7p_8!mNsd3`$gvSiz2oZF22_viS;pMII*>R|j zT!=A|?viY`S}0bU-(e?)d80_0=keEcX?Sdx8$MOUUA!kCG}Pp0!M6=f5FNjbIw|B^ zcD=_^o59nfG&_G&`lSS_tIOyxuIe8P!!Ci0Kz$77#G$60d8`gQQ+A&TiTvYuC%~-C zh?;rjojoP$`vwgPzxR>)Ux`vD(AD=vkyTF)j~a?-rKFWfvR zB4RFg2-nCiHK4PVv|WGt^l4k#Utz)8Hf?4;TWk`&wpHvH!eV*#(~D!|zyKY%kH@hM zAjqg085ucU$C*MXc?yO_pTL>y1zfYMKBQ_2AUs=jsO%{j^X$?+7mb^tI$|f5CUJF5 zdoR2Lq+xoo^5t_C0FSAU*eQ^ba0@-eWMBKGm zYFb*`^IU=Mskg) z^7n&^4@_{9KR@oCB+X-IBDCPw@gagtuk37v>Vgd8VGr32kyAn4C$q}^~ zSpinxag?A$>V|R3%xM81cMzAhwBiaa((?>5kkI&O_#@(FGnfbPm)s?bj^%R~h>e_N zmXnMZP#$FvR|(!Ui9i{WP29`Nl`fDgjR`IBgS2^~Oo#^!benq}xd11Xkf}TUPopnh zlMGm}`F85);`BG?u@8rGZF}W$J8ERrzP}8yB6VAxlWqtuZu_ZfYE(rle$S)7&Ikgo5~ zZ^+Mq&ma;K;h$_qT*0(f3S~~NVqCwA;To&IM%so(sZbU|3^!D`~ zoE9Y?{zhLj9!!J_c`ytWycE+X#IF=$tc||_jjITqmSmg;Dd}+I?Hi_yeqv(6a;1ZK z7{s}@RAFOcVgeSP#m(Na_>D#L{=dTlxCU^oOg!qs^1SZB!7FJxx$=Reg_f!<>Gb;| zu~8uw^_(4!GQ~N!ZwHKyg~28nCYK36Z%geEg7Gm<0@q!Qn-7tNzLDM5=CHULy{?Aa zr70uFLCQW8{Ka+UJ{&!J;qPx89eo9(O)8v~R{-sDTT{Yx2h@Coe07#&MD4`km~kJG zPzNR<{;0v6ZlDI{BMzw`bK_3$ye>m-NF=r=NVhvjxa8o4R%PF0 z+RzWEM%O)nku!CV(lxVF!2zxRSqwmo0zZlbbYe6`)SRTIcVktU3YvQ4vUrI$V;1X#6x`+jNUx+c&S|z!J{dxc0;I2xWTd)iVO7RA+rsfQE4MQw zsHv+5!`r?a!h>QU7pWv+5}0Y1gziS%NpeKE9^&gpo&s;0h@amdwfT1TuSx_MVg z24~JZP1e`CFUM=FUbqn52(nPG+HouCIBpZa038VjvjLaqJrZ}EM`Fb+f?+dstEOX~U|C`A{Xdc4G8aRE=;DxT2|Xfr<3ALGr|4OTkvnV4N)^X% z3fr5EFCe&xh+)KZLVy?!4T-zx*Re<6(2Q%@%JQ31VZKAbypMsCxN8viP_a@-+0Fe+wsj zT--ydecUC~Or9|Sx;OQ2R!4LgBt2CyUW&jLeZ5o;r*7_?}_iB(Lj>f}a!vJ93spfnXNTK<;QIQS-{D7Y3+FFb^agcNS$D zdP~j?3&Wv0fEoT~YUN}Xe2ml?n@M0ruApG(pMx>3aL0ut#khu9>Ia#rL&n)aZNpzm zLYYlc;5FpZLsxbtJ-SW+OOF@h-^Kw_f&yg1sGLIjAcPF>5bz@6WZMDI_4}g>9M?Th zXUghu>*QG`4R~wRF@K)4A&{j)6eIO2V&v@NRCxw${ZyTDEGrqmK;j0uhItkY9sIj3 z*voFXAe)TQF;81UhB*d`tp#Ik62S7xf^5ZUErKFQ8bWTr)v)p*SqCsA3G1mUs}P~8PZ!Yj`0r0U`gQ)Vsxkia!6^T) zyA=pJ=Q`><{?J(48TPUff!-X_Pl9n+lf!Kep^baA$WX61m=EI~F7eCf}h)w+^)diVl94r{= zBWgqyW9%q)!-8y6G9m~c}4Iq=E&IGz+!{;0QHJc;8v94QAN0B}< z2}FJ8Rx**R4|QF8^a10t$FjG2ulUpM(q+bDv1jZz(<- zDB?1CRXgN4Zmy2G##T1V5{T!df?ptzBJkN?V9^(x^vk{t8I8z!r0o~k1vLn>gwqR@ zVK;y8*Ecz?>Tlv(wYUz=pFc2QrxmWp7HG}@ScvfQa6?c*Z>3?PQ_jceR>7@n25?t! z3!dC_feS^bM0oMJ0CJoB-N$!XwC5y!9w7t~x!ijY&Ic4a#KC|FqxshyasK@IUk62{ z_KDi9Cq`Am5uzsK1^14+MmBlQF3+fX3t1rCeflU;$s{VKfrtPk^^gtF$4&Z#D&M}Xh5JoZRQ(Vx@1)jww*c~B8NqrHI~tK`L@~sKEC_Z3X$C+o zSo+9PAI;RHNtm?NeEs$f%s*)tCiYU0qTx~=i%I$~FQcu1xyzx$BJddzbs*7N+3FJm zHKFWLP{9!d?Mw-LXe(x=jH7iVa@@*DPcNEi>w_eJ!W)7KYouB@BTy(q3MkaSgIzx% z;*v1_FFyj4K1mBGPY#>;axWe|SoH%&{*N#l1tVHZ=5ZrahyE;^vm~$z8vq0csgcQm zql|@!EVKra6bUo2Kd3CcADP<)8#5^%c^sGiIUKIRG~sQSbmd#$4`ToqVW$AvZ3@r# z>=rDc^hc$IzNzh~FL4Xljaz3CcqEF`$5J+#8 zB>prsP*B_4@z+lUh9Pyz>1Wfp8vRs?*V&K;j|-Lrf5^HwT;#e8CnsNdeNH>V?{ z?C^g}@7@VkFWa)K=n-4VDOp8D(ZKimQ2E7cmHM5Sn{r~FhR58Zr%H|H-u3krtqm2- zn3`d>^ok2*xXd%s7?TUh27w=QPrmwVS=qfK7M{1 zr1JP`=aF=+O6T;m>j-7fmoihBG!v!-l6Ata0WO+soCBQ>3CwN6SKaL@VF>&Dynx8~ z%+yGS3Hlkf>%ARuhydO6+Yr(KA@7~1QsO7!+-Q%4NYpcORw5nl7INjfeICDnz`+xD z)+ObB)?B(1IX$QU?Tw*s_pkPW!^B;&9d%q63mCC#w=Sn|zPaw7<6>idFh{K=fB%e$xkaGgCU`zuu9t;( zPrwcJ3YaObZj!sK3aGH#d|~l=>1UlKVHBDlfawM$-V)Bs{0P?X>({SWO1G6yR|-;U%DLE&hYHOfn(qXz{3?ri6!-K52f4fK(OZm$J*BM(o@KS^vrM9Q{#Xf!eP3Y{= zi69<+e$lG!#ED|pq!hZTYX1+>ln&)RYP5uq5j$uOa+$FLU>iw+^YcU3=o z{=7xZoqHuSVnrV$*h3JwdwRj930Jw!*!7Lg5MvOO`3*~atCrDZyUjTm`UnwQ2&?$D z{ekb1A}qi~?kM~1f%0GsDeTUPkc^e9t6bf*u3>cXZAPlkjctd*Sp$D}xc)wkZuyFC=?D}ZCD&N|zDZ{0fmoM-6F)*+iwx)^&L&V|W=U1d#y?Qfz(CmAZ%I5=brKF@# zq)j^uGOee6Ua*<#uaEIUjlG(NhUUsyi7fyibE=XVU)JqQU>bu%v-n}{`Be7^9RoDk&rmAP=&xm0de z%=-SwXSj5O^Z;E^bFG#~?riqj?q~xL^dB?9!b6BpiqT{M6Wd;8lru z`BM6}mlq8M>qEPI`SRdF=pn3>bE#TF&9L&MPUO@+=}6XT!71 zsRA;mPsgb|m;ajS3T1gCjv@_(1x^~n%zvK@>xBy!U^UuGv0j|No|}{OUTSH6ImNU! zl?il6yh;>2(xc(?2rv7EgsRoz@lvMLbXLkmwCTxr%tB0gl9Cc(5d&uYT)|Ne4jOPU zG!#f_N@fdCxtCEayUTp1es!C4#PGtW`UT%aT9_&~*`BH#w~|=9%*vyqcLE)*WOuVj zgS^0dwI3qS?c!pW_>sxUNmy5KFCWMR+qu-#R0;((`UmCrWo2cX8q2i;dy5>!GJ)Rs z^vhT%`+*a$4Yl&09jW%iJ=x1J&W5+;`uL9kCtt`>>(87y6Fi9Ay%xp5{sRXpkm4Ca z;0!&mZvFaz$VeY}i+TABEi8P&NbqzzP7Z5JIFHjgI5@~J-Jw}>*=RKHa>de8U~xx4 zllgxhtJ*^$?UPsRM!%k<+_-gXd9p@YvTZ5S0}Ta&SHk|yv=p@Fc*VuVou3iB?&7kq zGd(3`E#{q4ZiI%0RvdsNv~6kW+gtxNwK()op>VI68u;ej?SkLe)V+6Z&mB*JV61VX}{4H{Lr$8(R4T;8d~va8)}<0xq8(HKx|*9x z7Z;`u;pwD~=YH?$;b^TM7#b*FT08;8;mg;r%OKwt4&@lW-9QO1RLY|2X!I9=KEIT8 zw#}sw^Eu^*82NR!QZ_L#?9ML*?4aBLNA?7C2Z}a9>~8gqdWr)2Wj^RLTqY~EF>C6i zo`~s33V5u7>tlORRontvyens7Z1l?>yK{PGCaE)YINa&_^;a0tX~1M|Za(_UJInk> zZ|`#vCV@E@W_tQt2>!fo8!={`a$|l75o|lODJTWl*{TUjCqZPveXb^X3dIijiS?8{ z+d=bj>Kh;|bVZYXmX@^}H?E=xU4N>Od8zXE?1XvdeCYcRAA(z3nwn~}e6C7Sp3712 z=xlC>aAr*hS0>0IX45>BN?~244V(J zdClVNkRafPBFoKzzP>vMs&P0ti8#D|e%uM4%iJD7;Mv8)vlm{_?8e+Q1f+lCEms<95*uF7DYH@lwa>e7LE(ho5=Pw!?d%g8%Gi=K; zPSnZeB?WF~8H~;!aj7vf#me~jctSSxZ4RFL2A3m(d@oW4s`Zv9k3~x>{yp6Rr<>465E2D1fddqgfHh1+?ex}Ev zNQbD3mAWr5OZQD1?c&d39z~7+DB+W>%TG}b58cpWyLrFzjozk^i0^HH15V=azf4kWyd6FjSe9Mb*Z4^E=hh z`?j2MaM~p~F76ga5nluYU*Isp4EpB9^|8x`#l(6LR)4hT?n_w7_0N&#thrH*U4@6g zOm^vo828Y@>eg+m*R7KQd0cUTgM;JJ0ok@9)$owOKu<(go=$GMW#Gz|Q^Hzxvhwm) zQoK~ns%clO;OXL?+b@+8uqVs@e!70SU%pj0FMlZ8AKRmLbIgHJ9rD4vJe`7c$IE<- zJ~lPcQOCl&e)2hAH5)4{e}102QuShV-}tX{8VGL< zILUy_E2U?*M&SIYpXvAyVCi1ICq>o*X>1i7h?JKQ1)u%NuY%gQj@`|u5xJ%h0n-Rv7e0+SAXC9Ok z1$=07xL`_0-6meUajdDaG3)BSjDHp~D<_AR(pl!F+p`E+;tP;XGOP4Xa2OjY);~US zu!vuieJ+kd3J${6l#9TNYp6Gh+~y8K4O~I_(fIs9cS z^vZa5@esz*D*$uzre)OpUF|;5fz~*i3UjI|D*Ms2L6M&M)2m$OI&*#^P8Re@qgzo? z(IwAwZ910L$ByL>r4AlCbf`H^myxm`Qf48~ zvg}5L38Z%HE*hfiXM!rrI-m3b|XeMQ`F{;1dSejctN|Zkkagt zcJJR~`}hO-)7+6*px#UjYF$JUO;JQp!V5;U^dLTx^sdpG%MIlyG8i9h;oo zCUp+a{BQ`LHmAGR($B6VBqhRmCU|3fW45o4&!3rhjbJ&x%+HMBc%&SzR6Blr8DcY; z9}W*{z9qk3YJgc=)^4D+hk!*W=r~10wo=HyqcP$s{N4LO!?kA&FCW7(;o#zuF<`=E zeROiLQ5q9;%s-cid3t)jv5N@_xr1ju53%X@@82(>K8DWG2l$qpukS3ogV7ypD2H9A z_ahbXDDB(E%IXV>)DReQ3{3Eq`Vj{$I~TtLo!g-pL6KFdO9 z(9@n+$emK|J_rGK;{-4=nrsdc^VW3$dDiy!m2j(zIIlwyd=^ZRODRbyHZe+{{d`Q*GTn4=iaK`HM z`Sj1IU=56nZUg&2#e+KxfzjzG=r&U>|NAVM)eY$aOpo$mUj~^r>HJsz(rHjy_8K9x;uC7 zc&4SLJpp*JEWSP#f1Z>Suim~r-I;-30z_I17}0qUK0dF7>Ope(h?zoNUEMN@0l>O^ z?YmjT=%9`=G||x9_%b}q$ETeo<5S(mbQYGm6hhkM+~$uK*6<)g73hs>H#>kg+hma z){I@>OnVH+_T5&0SZgk#(6=;)79a17boQv&ecQHep71bCyC7A0!Cq>V%(#8~-jHhf zDyppmIlVyw7j&*_o<4p0MP}w^1x3YPy)#gM->Yf1xeOqgc@`HJpN~Mu`#N+9T^QPW z4}?wX?i$EIfP3cJ{v?#;%dwS$*k zkGftL@Bp)I&zgmIeqx6DO!YjJrwFK?NK9%| z*fXARacL>(>q|9tr$TIa*CMB&u$449I(|4%)=fi)>T)w+c2HGvjf)#ZWzWLG>+zos zELtpMC!sR+(WtXA{$UjgKb|!Ttl)aVf5D9Mv6lhr&m8cgGH^WrWqH~5)*M5@8YAU# zCp%jhhLu}@MzP>*ZSDE^`ECAumm_%#h2Z`}hrHEzy-e(b zF(2<^L&HswwVhpE@Fc7QB9R+NdH#CLE=^_wK!d_jh!D#txOyyI@ucr~SuIoDjmE1!Ske4!`T?cLy~X3c&lgXyhB< zDRb1R4e#bA-Vd0|0#6}iyoPviuIQTCkD;Lxn`oU}Tnv$AK9ze&U9-0rb$-u81Z2eW zPdR4v1b13l`GcQ-{P^(`0E+EW?hPf`g^Ft0}H-5WP3ohYxG zTu!Ujgz!H=qQ2N$6AYF}Xn1(|H|%F9{*axn{rE_eqLEgC2%~1%R8zBtQBdyj_A3?&RU-#>)9=Lvm(kKEyx64YiyhWu&WjB095F!Y z2=nJwK|L@F<1dk&K^O;O3@PcQ2i$7*86y{ zJyYTNT<($a$3I!sdf7_^sozkrV-c81Ws9$e-(SPPdmFo=2WF>Nh)fKNQRet&=$E_= zqsUX#HTw@9Jazs&3kxf213+!+`NA#u7@;YK7cbrz>Bu((e*8T)b}KE7AAP5Y)o=wyWi05GxiSIVBkO#ix)a1B>n0zx zmj-_vzhw5jEZ$T+J+(blmg}J`*I~EWoKv%P`}FnoWx2M1=0Dn0mNDUc`P%Hb*(i%g z3gCf(g~fUo7Z=&*Di+=+^fxD|t-*gG!F)q)(!Rm_Zq`eDV&frX2CV{Xj^U9JA((j; z=FnB=4S&`}^mLduCvLuKVbLIF8|2$x`E*xlv&mKFNnPW{GV##Y^c#|(6uZ6dK z_d_hXAvT56l--Znv zzM9a2O)zbWUk}xKV~OjGikaI;l-{rlfz^-{a=S>eQgH^Rdn>-r>NgmU-C&>^!%F4x6* zxRT!ANJ=t`UqD2WmX^M8ip-i6E^_=OkpH2vaf?dQR?vfQ!Ix&jzd8?p)OHcmhwVcq zMwn_b9-j|}S4`r-Y&Zjt3axQX(6Io{lYdHoVd;p{N8+MR-qqDdk1nbbPL7uHmr|2D zcyJr|j>?XFE1Tg@LL?d>0N={Z&E2+3p?`32&8}U$w9uw=B_MbyXT-NXa3r*VYhWA)(FnqxnA&=?O%_M(X+X zD&_%sAN{Z?NYZ^v@^DiNhG^AfR zav`^T+^ z4>zI7o4b219d#|QTH*~f8ePIHteMYJ2q_Iz-fs(zi01GT`_U}NTw6Hj?vSg{#44_F zpN%FEp*_zcW#nAh4pdeUM{efl=jWYJHpREYe<>fPug-tj(V;8xwmTLZf^+xo6<9@; z@Q<#4zOP0h?t@k(!g9dr_6GG-z{7_(aQF~6@P8~)?ktOoi^wNcpv|&ba>GW2Jy9#T z&W^9f4!%)XD299_Za;V%+tz&W#aJc$YG1H#@D(arTerbl_zK}6ASmeeMm9NVBWwt}$OZ{ErWP_Rovf(3~81k41d{74D{c06Hgdw?8q z-|=HI*WZ%pHGqeA3VQ}L#!9dyUdD*8KFHx0v3idW7_T9!zcFtrUC668*QMdsNBl5kW!*)JjiQf^?+ z@bV{Il`Rn`2N`dzUepb|gC$;0IbZ6mJ~A;@i|5e*b`b>oOE9U3sia)1c>P*kXZRpu z2;K^01et*zCE9mf$Q2_W)e5!(VD^>#qO<~580K3HIrxsf6$ zceoXk2_NMIa5c#vNJb)-o!imJ=fzG}D9+8q$m!?nTX}mm{keDrCJ+b^<2C?^96NXJ zVdE^e%i}{Oco^#O zg>SKe_QOVxYJwSI4NAvx6dcN>&h`qChm{8kgG;*!_`>c;cBmkzVof5{mu0ds8iPnM zYihsuxie8D-RJMZC>o0g^8!)j=1m$F7M3q4|KNuI1|d6a(5S>;{W~!6V~lu0!dYc# zXt8X_jFA+x13n zxD(`5)|_h?8nLU>;vU(^zZ9&WLh0Oq_NuM>G}g_|&e{&q8M~f(C$AJ^UgmmP^;Cm- z9g06J`c@A?w5xSyUiQ%srnVvg|Hfp?m#<$h2QLen!pqxxRh1uW%C+%_MbTo}S!kKW z5hp9jz^isn>oUM=0XW+m{{hyHJ&$b-dse$XCCstYwN$( zU{in!cKU1RGBCppHaFOc)WE?{BO9|zXUD`C8Dj}d{OEA$4U`asoW~cti1Hs4v_r^* zRacQ01`FP&%7X;L6Ger`kZ08m0PpYxj2qcML3uW)2@tXwdwP1l=B&m)Kb5&1!7LRY z>`~s5QUCk*$-Dwm(%3{if4-Y!97v2L))B51(oTwX-4%7$`RUE*pP^g7-V2W$1|Y)W z4tL~lglpg>c3GPB{TeXWUl6+~>;jMHM!%h=UA1c0;ltaZ2EGQvlhAnUJ|{*f{GOPo z1Yz(rAz>9zQ=xY;z;zs?Fw`rw4nE0 zW}^}*#Fk+fB9ij4hoiO1_kRx9xs=Zjw(M(8RzEWz_y}d0Q^p*QUuUTcBeDQu+s&HH zQzuUnhKlG&6lv5l@Fx?N39SyEIJSM$({`~yGhde?9zTBh<_#^ z%49c1Jw;YWrHlZq5>7MU9!->jz0s;j@(h#N&{JWvT!B}`v3S=~lvU`KUd@j<{Hd*t z#IqvOL<$VuAjwt*t*|r&X6-n1W5hG-narNy;em zu(>M`2oW(V(c1JIzj}UREd{S|l7wT#6P)L7py%OwI_c^vfr)?{00=X#W?_rloK2p9S6|=)+7x~Kt1043MC2qnE9fBK%>U~ky-uCte5N3t-=LFCO zs1gdC2ynj`fCgDZU6-Pj$%%ow_mP0V;=_OqlDTw=6VLQxj+rV>;u8pf@Hp6|e?>nM z4{H2dn2GciGkfmhQ~)zd96d@yfv@Tq{uVS(A4HM+Yu~v8x?(*}0J4TW5YtT2SWkI# z`)_5(;{b02Wq|GBWfr+*-$&f96AVB4bp=Y7oA~M^<-?JKt^Njw?*%MQ2zW%nPdX>#PzAf|KM8aHdIehto}?UCA<9Ox*@04dq->bQ?_f zZvu2Ny!X92n-~L{@b;{>3*0&%j$^|Kjglf#wy0O7d@Ed1KdXP(N55cqY{p$_nP)Oc z^t6=YINr8uf_!`m6n4s{Wy_a~(swQ)_C$Q50?LS}bb}D&i_6Fm{0|{`*}#AU-|UFy z=oC6TDD22Cve-B$;umn(Jt5G2qK1;mUX)GHJCbw!f%Dc-Zi6RyXHoAI1-8d)dU{&H z9w1FH#Zy{F&o9S0kU*jk<v7{^@P!@fLnagL#92&{evy~A4SOuY zYzbL<#oD!NL9dcBW~o!c?s7j^;7eUN-aLGENEDe0O8VS2@7h(bm9FUVsJEpMD0i`31y>lI?iv&YJ?E4pB$#Z#2Vb}h({AB&; z0YrX=4nS(Nx(#>kiu@C`+U{}~t8$oj06kY)Enw`BZqMxT!Ngy{*5tr~&%v3J0cIxX z1iuoC(vUbE!@2iS zU}4$>BV|BU3ZW&jGaf8lK^{?M>=;75y}cW)`obb29@qtyLyXcKfi&KmBnfh)9v@!_ z!)I_=*PlQAuwSZ!>xUMyfVwFYUH)Lm)=SU6XSg39)7a8d37Fg5sA+jvTs#)_{3co& zlm%+K#o-c`_WHYw@u@>4GFnpa^)oBd)6#&%qEJXA>G9cz&qE)RVocQuAdjB=8y|O# zWIoQ?t?4Cg-}ce*@u0aKyXIyvb4u<0Zc$MNe>SO8($W-E9(iJtOj03m?hCD6hVmcLFy6ciFW1m7ATwI#5{ zWpTbxUdTNOgmBwWScG1KWyakaM++B-DH}# zL#$Ttz~%RCY@o`wF=jYV4&Os5b>F<9=KF+uAi_S`MxI z#`v6z@#j;{IVE)>HF1R}=G&peos>Erg-pQTXn-zEF7i9z-(C(T` z;T5bGZQrtO+aAe!(W{@%nH3^w7+~T)p80YJS_c&0uKqqBrpmyS;P-y0e;eTBnx!fL z=jZmzmMz<~Y10$yn9|at4!=IHH#Z-WsGK;8XX4*z9}B19JrFtlSB@4$zMB?r_#TuZ z6LjQnRhH$w4J8!+X-+|uxv=KE1R}&UGKiG8u3~viNs(IruBC+mh4(Z}^ER-exlaG4 z$;->*ZTaA2sFq`@{Ja-59D`;3G(WrX#-I9_{i<2e1+~YFwe7Z`oZb?*L9vvP1`_CWG&`?ICdyd88Bmt@U-^;P>RtX9Us-@{LV4(IfQ`5wn3HmKt z_M3iWcXD!i+1RL(7Pt4V$jJ~j23i^vZzOF9VKgB4N1DHX--l_JrewxcElB3I#4$&} zJu3YwfbRA8WR`8*xRE%Su(qd>qt*QM9m>O77SjH~iRylbxY64Hfpcvk)5dk{){%PE z&CQK6Ff{|DT3B{kL*~)jw4dhB6da}&li!Wl`5rX(*_|>iEO{0YYoCHf?>KqbF^_`W zECWVoBvOpDs&d~`p2*zW(&paN*xbAo>JWtj`Rj35*sIFQ6?lHq*v{&USEaik5dMZ2 zSD^!5(WE~*#`@9usgl{}f+6utN5ZL!#Ilyuq7e2@0_+%Exf0$lnf1E=YHY?15XR4f zhWlh%jAY!Qb)H7_8wJ22g(P$i2wpB_Et=1;IVp{7;jb$yZ0%2kM*l<1auQ` z6?jFZsth~}pHk9P?qT=&g2##I;@Nv=9g`tCObf-2kyKvV$-5us00Mm~uQpq4v%@gh5Nk`Q`^{^p4XjG->uP={}*i;-IT;FI@0 z!#s$}Ly;3cAj$1EKdo$_l6k(+_Ulr2k^Nd|Z_2t$@QQ=|dT@Y=em9h}y1Wv;>*=Pm zZ&HCR_bSZy8GR4O6Q5oJ4plpoMJ{3z(nXTQO*lb^Z{^@a0>9k+KS&$ThCvh&{@&am)`@3A!IEwW@3@#oN5>mEId+c*S z$^ZFP8EK6n*6N=D*nanw<4(P*uI6b9?Gv%_kEDLn@G43V*wforcq-U@gOOX;7^fkh zw&MCQn;7v^Pm_4R3Fl_j^COM%x*wZBx7f^<&;v}=Gc|(~zm3Bp(|0Wnw+YjEJ{;(W zCcv8y;pM1J5@8a)CwkadSI?l^dz1ch?Whc&j7J&vZVs`YM1WC|4|#|BA}M5-TufdZ zYG&JAu?O6nPB%?tbLtk$aR!h>%1gDgvDr-Js2Pk`Zj(eDvXL*IFB@p3QoZx@9m~d} zY{It~&p{nHm!z`Wrub^jEuW49TWD$UB~=WAl7$W(It{jg_-H8u8E1?i(0LP&GE~F} ztI^Gy0~}C)fp}tmeAtE)Q-oHb_#z$`!0;bn#P4imOV2BV^Ma60TH4yxilJx5`6FNr zg04wUb0KZUo}Zx;DxcC^}-(dKG}eK`DEsmB*ps_et; z>{1COlpr7l7ki^^))_qf<&?auZJsDBlh12j_?3dP;NGv6;W{d~gg1iwjO@#d z>f4;1o%iDPb-r?OP8dMQ3nFznZU)$3?qz?<4z&dioBZmC7s7*2R`J0BOy*M3Sj~DN}K|WJqCAj9Ks?~h`WyX zTzn_okSM)Y7lV)`HXBOg>2uXvJfvq$xhV4G#|rUszIzOUeM17P5Az?ZTJ_Gyh)o1l zQKH~}q%&U3Bw6M7v-1@OrjKH8l1Bqi)^QXVM8?KSe!=ft88F93MWfCEcQmO>2%b7S zo(p5mN$efUv$Hllx>I|QwzQ8fXJTf)ziTSEtKLm++c(hLTm8Zn0H+|*2ek@bD9UkS zD+D(8n&^KY7MJ7hF!c@qKy#<-&hHZi*?}GAMg|5n6!}LI;SVGFnc*)6AYOLP^~25a z0oLFER_=$zhQYF2Ung{NLsvzBBe4O2rJ#{cQyosK09THfyOM%fc+#v8sr5k&4H3u@ z*58FrmvIHiqIGQ*H1UecN2`>cx zuH|53eO1-Uzh>#hS=Brl5Vv0$tzlOE2#))?MNM>eids^jpt;dz<+}X@*J3}f#fBgn z2*7Mm2oU87jHQ}>G`f-#lSV9KV!iJHES=yCkmd~dg38Et4ifJhnMbfMpeVKzvDeod zs*gIth|pVsDAsHFQwmoQpmcqLAz#zeqr1i@CWNd$O9XcWhe54Fwire6NqA+%blTtL z0a5@UH_;*0I1BdSf4H8&=mZ~G1ncq?rNb2uYvLP&U_f_l)5kmuU1HI&6n_oQ0h_g= zyPFMsc;U~t(CDC`6B4S@O83s~+fN|n63Hb!T>t|LI5bb^-D$-q6+&{fx%mS+3PyPC zKn+LzG2e^|GaXL82=>cYB_ z%?)#~0f=+kwQukkx5Kiqi~^UxM7jgw?DD^s zCcs<2o@@Xo zGTSMv%A05ERf2@`|B9nQx=`es#(S$k@m+*;f>hcJry+KJkjr{W*Xd1|zp)9HJjJ%8 z^@wIf>w-pc18hj#rONw=InkYT#6Q^yQ4;)_*MkRZf%nr|x5I|A9&{jF2OFTvR3hP4 zn(v`o2Cm!-$LYTQAQ}};g~;u7=L!0;k9*T*Vb92;s{OVB8eBW6|3!Z+)Q8CDmuzZhL04fYNimssjYPx(NL z2-Yh`tLIacShfpVT3U4QRe8eZl@GUb?{vw#*$e0|BC^aV3xwkPBl28Z3~;u?2GPd3 z8WeuOJ`)QIe!YA^n6(fFwo&L%kcJIT4Yr)2u#bbKZjwZrq`9#lj*{n@t5&Y8iJ}K2 ze+8`cQygpz9WbQ2))FM_Wt6AjF^o_imXA@ylhM&cG>KO}VY_v7m0|CM+!c z>eVZbT1lfNjmr~O&NvOUcm~9XXIVVlod=!DxNTLyL8B73dcWbe=TN0_siSAX(fp}e zCel$t*V@`j%x9fP`#?Axs0?UXutQkF8?PvwlfgF3EX5|cti1$T_&5rQ-a&lEyY-u) zcWj$lfluG!hNE^4d92W7+-Is4=cDeA-l3F&tVh5_4hn^(ry%bJJ*dQ^uy%0RhKhZ6 zNVU`17*_Q;|6mILsoSbgb6Dz7(d^YTB7#_UgF(TC3MmsQAU!P zQ>gdFRgYvH&^}6kxfh)@o-oVAm&;|<(-=t+mIW6L+qHO$N5Mx65&Y4E4=-P`H<|2$ z7m>J!JB6=SQKc=@GuY`WfO%FB6{GwD>d~;zL#pu#)mc&4J(+cgRkjRkH=Auct+81- z1QI7YB>XNNJ27^>wk#9VU~XfzYepXV%F;BR9wglXwJ|~v+rjw10ozbHAbvn;Re&;j z6Np`f*c`xK+=+@}g-C-X|AN*Jv}s?&#$^tR=%}bzMsys2hmS<_6cgisj{(*n>uc9! zz@q$BTkqWIE7}OygjBi$k(03_KQr?f`iE=~hhQXTS7pU6W;x=p4u|&y4%yR;jE#7s zkr7{FC;$)oHHba@3tCA~z>*M)mXrHVicpfyWnMZ-iX-e}sDXYJvtUbCK9uASLO81e zbmGJ+@y3Xl1s-mkuVqV8yZ`RpJBbM*xL^u78$KRAV>tKhXN7Q))zY(jkGJI*N&oy6 z>d$)Q4u%qtS=W2@N(v6gR-*p^)Xpo|afER59ZRLDx%mU25l(h?%Fmxai5C!tG9s$t z+Zm#NM7vc`BXv6w3t;oIdEE6FWcIf$m*B7FTCj&fN3Phv|$+$r=Ypn zUgHxBz~~AuK`$N2boW}N@D7Rri|hSh3zG{ zDzqg#Om#rr^FY)G7ZF+$CY4CdRFRazo)g>MW1WjTLBHSCoiUAbTui@w0)lxM0Z{NO6y8eE& zrtRqL>?ArUP9pIK5$BMI*%q8IVvEj|dW}mzn8Es25XWQOsr87j?0fcrY+p%?;KUm; zH)-Lui(VL;oe{Uxor7x{KFVWhLR$iyWoZ@NW))<*z3^oTZ*VqR;uYw#H}{-e<>{j?~9D&i`l6rg^43m@hFF!7U#u~Q6G?rr$-`PG5gaS23dB9D5w?Q zH*LKyBQtJKba7bwD+Ct_b%&`rG9aic?d5{BVQ^}6!(PD=Jc${Dpm_q!JiyryT^LHv z1~6djIR9#?TAM>cLQn-c-ki-x_fnY!T-wsG)DZ?TQrup?qvxY$GN?sD_TeLn zu^wp9l%E^8&N-WmsC*Gt7}BDG@#`s*MlIN;zrR=0k9M5k5=8qVw$IAn+VkIm}LIxGIu&-7Ctm3ZAE%cgrF5rt- zK}IDX4kP;OA#V7ifO`tkhnNBH{y7FB_hX{+u74drq;&>HneR1(5rVg+cdt1<+ir}4 z^aD!Zzy^j@4MbS`hI?hiwMHC&h=Rnb1-qe)_Lp$jA9WmH-sBNf;SCygVREeVDKQS136Lnvo?y!D23uYmKNKphM=Lq zE&c_TF~~{|dK+W@`bqb`CC*dXT3+?!+gKX2BR&~*Sg9P=Wsu#|!5N_l-`g|^w!lwA z5SlEpn4*ZfjeL3cKkTfm z7OSNH{@%a;Si$(ev5rDJ`_E56D=Du2+mB8hJcebCutGubZtd;VG0sf#jEo~2xN8^w|CqHkd%LhUh~7Sj0}2fkp*pMs;29 zn`)`fSQHSj8sP@ykBStH`8#-2EwkPFi*O(Ryp$IoTK2%tkDfvratDDYfQLKc6*;E? zo|4mW{F4gQvxk<^rzf2)`48i`W^X}5gIeoGL)m5Y7M~Az#criefaDu|d9Srw@e5vHnNUNsfB zpHWSe%eL$zniM%$3z@z7mR?t9P5pc6QmU87b!>2#PRm~sG;`SiuIw7f0jl9hYvvN6 zjxzc%ayGWFt>7B~KsrE}3a!?#`?v=;n+U*-pO@~EMebRIBNytQMUVoD-pus3;4+6b|fbZV6S)@Frs1|lz8|eyWd?JmeZXqu0G=vIZ2l2_P12|hlem$1$ zi!1#nDVTNBJ%C`1H0m(a6}@qW2TuZTj1RDa8aZDuY5dOf&`>VG+4l+A4l#07s~M3* zBqSg$n7LS0H|bPIoug5qVG7)OhEOTzUNss6Xb!WZDN*jnM+chR`<9jn#A?F&*3HHl zC=e`y zUllBR8}$I`r1OH5;#H{+)-6gfdOWg=u%Vyc?p}Uj%Z7YUV>sE)jAAha%nxs1oTnNSv5Yfleij%|+niF22=c(INXKBHEqgakY&WF2Bu79C2i7YB^oI`O{maHJspI1@2m>6Fd_c*^05HmrS7|=nXy#K(IQOrFr9~jHaRASjR&%5{8gy)^;Lq__{Eg}m}>sF=+T0QNhfFd|$+bTCQUjWXr65Gpq8v#Jb1u=6eG zRZkLxhEhy7QOh2JVw^~w%sXDW0i)spDF^uOA>7#A>7+^kiE1NQtsg&rv@|2EK4eO_ z&`tI_I~%Z5>+blO>!gu|a6-QIKe22eu6JlCVQ3lCE9|IVm~;5GHl`TK)}tE=Blp8d z^eyX85e^d^VZnn7N1kRmi=5U2+?(FHj6=j}{8JxzR+y)Afv}5EWWc$T?vDzn2X z2XVNZ;t)=E{Oy3unF+yRxvv5G!Kl&bNI=5AE!%t_sw)ea-hjb*vTcj3I@IdqL80b< zSM$OgX&35~BluZ_W$*tP1q=4hG2@6WIQZ}cmP=pI($P7Ku`gLR!|Sn`S*XARj*{qU zrwmmzH;dLS6jdX|8%{$o&>pl|17pE%?Ln$TIYC5-qbve&8)yJ#cHcfSV}J3O+gMl- zkv`y-yxGYEzG@UcZ3Jf)=7KSRxJt`3|1RFV!)v1Nf*3$(q^QjqfV-d>$@8WxHXeHB zg&iFo1`$jYkZ96MflJ#wmi6L9iu?jqFm5c3H`nq&{^&I%;KaND5!Z4SE@9`9FiqT%-2vhYI2K%0%zp1Ctb(7?fC2ARWad>y`=$rJNO9Sh1RI%CG^I>j+@D zNaWwB=T9aIMgQ;6d6WTn1?u3#9eQaTCkiJ3tCKDs%1)9I_chwNySXWu>Z4|rMg}fq zCa9AUpOp{g06At!kd%<<eUZ9CW2O!mX?yvVwNCAGRfU4`vvCb-`}E< z_N#gF*}<)G=w6ZXAKfd$75MKnJN_Kc-ONR?3)2EP$S)vLIa1PUYad4Q4Rz6RS=kj8 ze6l-`{Cw1ivGr--jSTiWxK`r&9@580j4rCH+bw++#Nxi?3i`?-MFMAU$@2Rj=J!9> z`Vbg8h^1Fnay^i|s}GnG)bqY)^X1Szz++Mb>w$uBZ|&N(JwV{evh(#vGb9K8>t4Mx zjVlKX8-NeqMJ{20;uXT_cPcuF?o65Je@Q*P+e6mf9{FYTumI{eDb$=xxaOn!a>L2q zJ=y8FIuqlrp)=A>4E~ZW01XdOmwp$N-Z`&)g$|T@D1qOlNkHM<#zKMTw2+DEFqjs# zM&cYp~2wcxPr5lf=JvA4n2l(wr3hQ&)&a!j;Ha`z0LT1nOM*nki?T+3u|f zyUB>!a%PVnJvt|2J?|jG%;mmvHlhkm^aLX|9QZ-cBW2ufX+y(J&=31OXV!|xwI0EU z_Gdx}??8!fhKA~^yMzc3?k3Ww?k`{Np&0CsMYU^ka2dUBzJo-Q#rT)z6`&bZeLs&J zBijTJ(hLy%LQp08G6Z2)gcJQj$E)nDAq3Rd_~(7g)j?|9clGm17=1l>K7_4OTwKi4 z?=Zap!EOq2OM))q0D9}6p!}36Kv3UH zEA?C<@D>Ol591`JkyRixa&T}Ur5-98+{f#H^UnYutFAf0zZc1VQN z$lJS-!YTPa^AZ=D%TK+V3&~-Q{t-N!n4v6E)htD0 z4|)itmSb4n5N&!8g%R#!wmVOzsk#IL1YkOPYF9P{|J%U&ONImIybbo+uaU)({uO-g z4kF1TnmkgHleK^ge=UN9)}55GSf6j8YYIzBBJ9x!WG_>YpY_csAVlLMEQPs;bW~6K zs{Q^s$%O)ZCrtFShf*%B#j{*Xx-d>?3=v#D{|FJkm+uB@iC)Jcet!cHsYFk`4Iq!l z)%DkTfO|NiN^pDA z%5vZbwZWe0CHhZi;d?_k#snrq&Pn_;f_yf8UcPcAJwt-%Cxs5>UpELy$ZX zVj%&fEx~Q4KhxsH#kklH8D$QWqob_8Y6q_`mw}uL_f!ll=lj58&Z3DxT2Q+7K+c0D z?bjaoIlclNOoHl>WDkEG)L60Kc5D;rc7a34%-P*^l>3J0xff1~A}lf7kiYPPte!aI z?HR8uGDgbS<0^)3v6$iuKd5lr!|BGo!#88Xx=o+p@5YKzEX<=|q@nF4m5nd42ze@G zRPGw-=xRBLBpXWNH)v84=L|C!-%Fszf_Qfe?28LxE2-Gr%x`15s;8yZ`6_DgXG;hq z59-p?8-fT7=tRDgVxuMV#-&ZcQQWmFQ3j2}i3HJq`_8ghVse3CirOY1<4DjA|vY_23 z4(%M1M-}Of(i?HZRLt*&3NDgdihUAX%eryOf$gy+_V^%dG~Cb)?91ka#{21&^fyQv zfms5@JFSim;1;H)@a^bZJUPolR;pmiRmUGcf2MORV)ed0SL%+3AgOdgIe~cF)!+Xx zu0}xWvpP?s?tpm7M+2S78MjwsDtaR_sxBc-{LtWVw|}mFb0DId)KO|cD+5O zCVZ)b18pyv3UJ@okwg{eDCGvOXL@kO$#_@+Z-x0?r9L=etd$D`VH%>?9Mly z>s;W7LVSe)W}KxxepYXh(dX#Vxelx&Ne#rUL2mr~$*2$sMWhI28X}5@Ch^E4wskP? zy-#Wrz{5m?LWFu~0vF=)af~QuD}dB@w>4DUcD{y2lP)JCzQQ{eCtU=fCD%Q-%3_D_ z08&Mv428xzq@IVD(VMwQjko(A-$Y6-=#IO-eqD+l8U9pi!JQ2YQ9%NaeS;zzLaV5u z2d-&{MPg%-^urJXS|_BvmiZ62X)Q;rxeE&_qJzXjKMl83(mN^bC5x|I0AiLoyaW%g z7v5ya7|llLYKKj@@1(6fc)ZS9Q)+>W6yx5+PrU~uj;O|}E&|8b3C}1a67BmyTr>K> zM0x@3);)56$cMmulxkL(7vt*U!ic?l7wKaUsjzT@%S?Rj%uh;_AP+;{!`*#;K@=OS zy<=efj5ExaPeb^zkU7sK&5)17W96+lj}>zAa$%7?HP+XpI&;(Z%&X1XCw_fw$#92b z!G!4{VxBzNf`(SUah+|(jod~snon>BXShJSg z{8FN%{TIip_b7|K^d8r_Y^^2Ne&f)Zrz!$jeqHsOrCPdlqW9lA5_)>_S7g?e*)4$Q zT+ov-5!=Q+Q)wutIz2sISWzL{x{=k`{~}WXDzW~To~Ul-Q_*9z4epP&;Znr+Lv!r~ zrLNwoM?f~)@-L34YV@^Ymdb+#?B zu4(ZX*JxZ*`!!F)+_?w10b$x|+Xuyfzw;>L2zM<%P9#Kyd2j7g_|fabp-NAwChBUL zy&&t^n`wUk1+n>I9rR|>2Y)MYmpKF^18zP8Ig3^RoLU74#Ei1*IiFAi$+giuJct$o zakD{h8$n(B=}Ruj8wG^jK;%1URDo_vA}!3K?w}=C<_}f^e`At9api#R!4mXO35r3^ z0kAD9{E4C(e;xWfAF+A^^2{H(xB#?ci%~vdT2oOl*Q>R=v?e?;>AVz}z=o*J;lVkN zNzO<0waIQAXwd^4wd~f0m~ocvtls>XAciebG43~(UyTik%>Z`Tqpia()ne%o zlFsNP@<{3+@VOE*90`Yzp3bAd4Is(BB`06=N++0jyiFN~9auPuLY(58u%3vO0@$hy zm=;Ac5m;V0BM6Ty-a-q)CU7LAkSN?W&3;o-!WZJ8(|mCe!8q~IcHWq}j3e8qnP@sK z(D@@&HBlDv`?$3WVI%@_hoKC+(Hn?10VUjm5GTtFH-|WmAYpQW^__da8G_XN6eEwe z^ImY+C_*Mf)XVNwCxk$@;(sSq0}Ce1Z|5LM3PeGVBc~epzQsA`Ednc^0z|7Psk_2{ z^Z58UwUGKXxqdTu`F3m#BGv*%vfS;C8~@BX0KSBC_=EM%xTC;sa}QTn#q3<@-FkrL zz-p*!&-T)Xkl=YDKMRMngcuM0`Z=jjY8gN_q}O>Fk^#9oBihR8D@90vf@B^M4x?)W zBm*>^O4S|EJEEL`7lAOO(!@~-Xr0IGFjQ%1S`>p^4R906Jwj}~B5oiZgc}|S_AxKc zO&s}3a8g-<5ok0z{qPina zp*wf)F2)lf)@1h-obav^7EREQ&Ru!)`yx=?xAKYzaI{W2|Z?b@tg>CDbF3+eki%#yEvYSYae z{Zb;}_x$}b-#0U7%cr`VGjgxDTmMKmpeuTk52@dBuOWSw(3XagAAP3xLiVg)ecOD4 zcn{s@#<8MNx^)&GZ!BAz`FS(xD-7$G3df>$O%48dZ@{z(DEK(WE%c4yo>f`ym_e5~ z=Eu_q;B1imlz);qN{pv}o1AR2UKmw?Uk%?wCxCheAU0sPlprS~o?FC^0Z`5D zj}3e*{P5kKpc}rx3R?ooOzKbtIy~rt@^dMe6Al;!#p^>O(L>9K5*}Iy!2_>i!dFp{Ke#4UP-4uVpW2E@P#t z9S5!j=UZ{M?@zyV#X{O*w#lHO#cXPLgim~-!yQ)^rJcKlZ^|y(IzH4qPvT|T^lzo3 zTCK@Odl{BI4m1jK45&Jic`~7aE#tzs@Ams_y7?2^UwJTYyzdQExAh@QVQ!l2vy`M$ z`NfsFE*4W$Ys7DiuVnS+QhML9ius1AL6P7QrP}PkmR=ripE6oDc{XCMgEk<5uEb4D zstALk1nFGzzM|6hc1~ia0ev5_{Qv+&I`rh};~ZK*NL9?uU+Cbhc$u{6b-75x7?>FG zSw=|N+VtWiAU^D>BREtMVfoENF;s}X7>FsMbOwvrEJfAEKoS2wly~evl!!auUUv)^ zpNFdZHpVRK>Z7lQV0pXt>V;Gx1X^;+06EaG-Es#Zd0SID{J5860t3&lU+ArXjC*W{ zRs&i`IA6E4=Ansx7ZvOCl^W)dnG&uCQR)Lo@G)veuqI0o^|5o?ckGPQu#}0>%@!ga zdoU>7rjxM*!I5|f?Y0jX?CH6M%8WFu(Mm8mutg0?b=1a8L9Sa*@7@TQk?LAN6?}er zrAsdzth8Ob7WMBqbtG~o{o9^$S>KF{oi0;Vi()h~_cO7j+}^We=^F*Tf-Z00(N1rb z_vyA;8D^?e;oG*{SNp*n*7-}hlz*Z6pn1W#d42 zW1zCKvyDZU`-ocf(8I%QCkQmzn<~*3B36!s8%=0MxG6}-oUzHvHpfzLJp;-E$4?wT z?xf1k)?}B9S&WIkWSAQ9IYz6E?_tc0kTcTlLNsXQROb45R zl?a)02q>anSHQC(P)s#63_y=m`mQ6pa)N11EtxMFFq?~%>V4{Y;vGwm4Mr6Z9~WHu zxmFE?D>W~HXo6#c>k7P&fW74@7h#lwIu9onGdPK|=A92u5I@66XxIq~Ly$oHzZF9d zLvrx+0Qu+bbwBpym1F3W4ScF^)gA1lHlf?mEtugb@AXBGk%wn`Bc%J!FZ?>|_`_yu zWu^X0=N4h1-$x!Q-Q_BeC}J_%ZI*92By#SZzB@ynu+l#@hY~C*;-|i8`0@44e-m-H zrqfXz&91n#cpEl_V98etgk#kLTJx?o@4pu!zPk5W+* z1Q>;KL>_)HODSHJXZL8(d{$PL>ny3CC`-5XM}Z?inMNR)jpE|E=K2U&iM=S+3IMjJ z4E;tAjww_ccUa(S)%#-za%>rq(a|mjC6*#$pk>`B;0~c1RRkFQE}0TE;t2naiCtT> zJB`YMaF5-~VsSuz$Wpkv4h|v2PJmFdafHcKpadowMi&ScaYGmB>9t>M{RI!=olqVT z$W0|h#`^1+&^yCZedY~V-?LP5*Ke@0&-h%lvvb+*1r+@S^*7g~N7ivw2PcxwZFT zn(jio??O#xm)bH`Q`M=aI(KLHUg~5F-4b$UP<4$+i9n=7s`)5-&?y)j08)V&tZEfW1Vm$Eiy7SecTtrYg86|Z&4zUew=7KT0>uL zVoqI-wS;Q@4D133Hc@K{+6^4!jzFo3ryntPTyU-KgVSpGxXA4A%{|*O)NvF7WX(pKKc;yolO_x6JCp) ztI~JYH0Cf-OIqSmba&bM^=?01PDUujo!a;E5~qopLe>7qj~<;K8ncaQieERw!g;@! zQRJYsG^3l_i2>n})kvdH54kUpS^ZL_!6oKG{iQ~>5>AgW>4zEDCMD+|ydDv25qB!< zdhb%?MTdQzuP$R8k86Rw5U4DFI^5syL z<FY;&Wnl)np%%g1kG0u_&Bmnf0eAdxzl-Dn>3R~idyM) zaHa+PF5hUu`BZs!|JQXAxW*})$&H$UkHfEiL+}1RhZvoJ`lUlb$~y)+vYC}t>P9-d zeJ?avY-mit2_c4xWC|JRxfEq7% zTZO2Y7|)(Pd+NSJXKRta<=&dz40|tiyhe7b1Y=f?CL0?YX-&-z1_9_pPMVskZwKQC zN#h&9Jj9CjX&=D8YV<@&H40(VK_Kp`UwP1LMO_6i-n0#S{IuN$WjLpQ@bCYxRPw$yW@v=MCkic z=Z5^qsMH_H@AP>j!;a;CUx*X%&G$>oGBv)%y1s~HFsK}^crlVB%)Z-_+EO*e$#Qso zcV_bnrHp%~Pwszm7~xs+wUf>9pU2z}_XX~n6x7YNV60g6?qL2Y&XS>G#!0F6EqXi8 z^?cEl@BF@NKLf%sSqZulIjfi6t?NwdJ;rh?^L|gw!8QJu`JMTCU3#Z0nzF74(igjo zOD&529a42(@YI>Ia^{$k+hWh|aXsms5_)OBmwlGyiDLGRxR1&ETxS&X6JwM=xwPH!xGjCM`>fTHnePJ>IRDx9E?yy}?hQKCxmQf%e|*!h z=*|yPaX9>rfpe$H7rC@?Q)E2}kpmKxiWd_7ti}-V)f3!&0q@JSC@*p|^0$qFg@Wg_5$bu%) zEtKJB(5=ljq3P(*+Xs$%=0c#YGq2hO(|56GH=V^_lNLWlrpBb{0;(jg1{j%e26bT1 z#I!O@nvs5=!2pU(du00H3PMo(PPHFx9GTV%K{<6e0@$0lyYW+(c`x37)DVk}?ZG}< zcW{@|0%}NSZ;7Dq$F4(fk7SFGn0ycqHqE?dVO*p65wO8XTJhF zJ9}3W+d9RnXa;9yWyu@6wxaahY2R}^TS^U=_N#eB@Kv1Z16h1fpL<_TZIa}7j(yI7 z3NMn=cK%K&+s3)iYPqtp_%W8jty^NLu*)08maMC%^F7b|o5!cqypy>!ep*&-$MBaA zfsuv{<-$6n8$LL8eq`_KWXwM~D=NL~+@{C#lkFag1bt7KIWGVf*ozBaSCSvns2;$+ zD{A#I&k#42^Mc_=>t?dQ>Z=VG^NiMIX@S*JkS4xmrJJkM@6EA>rmDM?=15%QLoa}f zg0oE$1U$Y7lue|5BNaNR>Hz5Ijw`If9A6HYn@E9NTZ43-2z$|4AtjpEdI_{V78A}Z zX~bAslCm1cf-l7Hv-<>LP5{_241mOzaO_)#GlSR;jv_bf0gW{|C4~$cd4YyFFc7i^ zND~kbjiix8&2quy0F85i9@}jklxz1~aKeM-+Xk1yM@B+Vk(~!3RfiA#ZJ_1-`~hu= zT36xX6f9x43Q_hn$cw~*iwZ-@5u=ltsHx8FUGU}&Ba$AP9&Q2J8F%1%NGEG6f%CkYh9QKT56R#+!rP%QiPtUEPs8U*B*)YNE}5 zuJWgVN=W8#(Z+@I*B`JA=v6vsGaSugpYS!rc42Hpx@X$+^G((R&FLYfE%~;il+*Y( z+YeJ(a)B9C=2wQZof-a2P3h$_*IqMnh}o`B+)>%1>a#{K$6|HBs&ksJE}A{FzaRQc z@Z|J}5_|Q^_ckN+U)z`i1nMG9b+TD6X2ag*K3C3k??mgQ=C3z$*ZeAeU?6LUq$8m5lpzy(JN+3leYGmBs!N7zf~m~GGGkUlc>J#ZJ81ePh7AC%DT)Y4ZqhLd z`TK8T(J}DAF-IKt`L--gm-s{Ngm?V9;x+5x=}AYu zZ#DX=QIl~i%=O5|@lT^Xa&q^ouN1Ivo3&eUjAi(teaVuHUv?A_!hw$G=|w-eA`fiD zjJ^tQgVEoP5-c41Z+hxXmJh}0w2D=g#a4x`s7@SQrkm}s?#g_JL!D1J$LiO!Dj_Vd zm~*}L69CjvW4&;}DP$Bi@K};-{rU4Jgg45NPCzju_sIbdkT@FEeHV;oP+cW$9So;M zw6nKWppxkVukc;Uy`-c|&jJnMg%~~d=%iMjFCi<0CGTs64q|{Pn#u zBrW5ov+au=o_M9MPUMfzyj*r5%XW6&#rW+n%=#S%>UyQ?6Z#SY0#|xg3++`pM>M`RFlkS_F_g!-jiO#hG%AW@VBo{NbNE7&ko|d zcrkvYtEJ{*t9Gu{4t2qh$C1BMeetxHN;r3qXK#?>JRlC&C#fh`kQITfGShmQXs?l1 zeH741B7G*#UO=&o#e(G^UZ??*{$u1w<+-1=QBXm3p>*4Kea~!_zOZK*f4TbmZx3Nn zskhYG~9JrY~AI8*q2CoY`)$t z$UG^$Z?%o8<};b6V++OY*06djO-tU|4n{fB>Y`DV{?Tu)zXJED=UmBHUXv*Z`3aPL zgsC>kw}|!=2WAQNgmTKvyq>r0WGCZuRsNH^qVMJA=I)DYoRmSjG5M7*)Izp()i%wr zp=CnG=vrqah5U%%36owF zZ7_BAm!Y`hG(+Upe`+;@5q<~ShosxGSKnIT7+=2U1~%Y=)q?#yUeu>((ZOrzbjhRb z29^xR^{*J0$uzjAesp=F*Sc{Rzf>QWT4UzSvI$nfQ@LenKfm?U%P~!HQq{>0+q3QQ zXNTSvN2B*vsmem3z^6k$_h~|{1LOChTcGGJ`Dq-xuU-FGlX;t3mP8WlJ8JBzH3@>? zy!4A#bKRSmTo!JAP1vgbn(pVq7SS=QTSr6Dl?tyAfHgPvS^y7!7TE-dP@5`3VP0k; zCKs{I!jR1<&er$((~iR<^eW54q>jUN$0YYz{v`2U!GYApw+p3%EuukRNj-q_KrIC*`js`wr z?=7j=o5gNLw`$e7taVoV-VAB$Xc=_;^MYOE`uV0;r1)}#w+MwvuD;LX>x7n)=r)kBBB;?5!;=d$ zLVg$i^AEk54nLP(^-J3$Q!HO@K8+KJc%`9IKbdf|=lDA#Jn;BJ1UzI%urOL1l6+QxuYfufU1 zazpZK4v4o(B2OBZ^1tZGkA0W!^<$2E!2P*7bt{ByAx3K$8C`C;JM-F**rBBv*gevb z&c4@Z{Ym;$2Q4j`V%0}qy8&MR@J=)yS%vGyW&R~%qHG`|H_^VLIw9#e0Ppbn1-7|NX+xx;NWm2Al{N& z2h`6@yd1jBYk2=x?*0hbH|irX*VR3xM<*=!Ppyn}nJoE~dT8I}sZ9}Q4bGUKb06!I zIa5A$W}r3lh?g@fmxS%oZdR`9R9PLYYC|pS?zR&#DyjVHiS5oP7rL(;p3lM5To|cq zd~bcnYU_+f{t4S%1N*Ub1v0nywwwa8%;u|>qGagJCE3%opkieP&3t$3W?|+R%6uZ1 z+MMQiC>EZ7lr73);DjKIUl3aoA@02}*yC8FxVSh)0k+pL&4KTf=Bp`|fu|(~Z3BfS zX0xUQ39EdPf6FCP0k-G~`>#kY^wgOsdhv6xTjepAr30L?YexXjRPRbDA;fh9pR3$n zu6g=gQEm&F>~9y_WgI>rx-%KV%P~xe;|PNz&oiVT1WVL=+oy%x}srqe^b97Y4(8RPD=0R-WwL~+*^D5u0ON3%_q9(!|D)4(PCQO3h)G5 zmTuI+p#<_cF+oIb&?WrZfue}Eby)D$$ zg;RQz!qlFoRG$+ZS@T|EV?

$b~#gx4aT1BLJZVS;(p?TljXh#OX5WrLCM=QRe^RNfhI-HF2lI)ZmJhR=?ebXqJl zE<;M#mB|M69az&oKFS+vYUr$(&lsG!k4&|&yj-R=oK;CO7AyhOSa1i5f{g3WEAIrM zq@aDb>vRFt2FoLCF5(>Lvyti&PnKF6&2!Vsn;skks7w!{B@5?($e|clUM@UL(xU@n zdj}=fpL`7~$+p0-!6pn13o<1G+|4^vQ`bPWv8*{9aRWnopm3$fGxR#QiT|KbqLLa~ zuRw^k(OCcUvabV4#S1V2ap}W3*BXvP%l@IzmRJn%2#lct4-q%|Fs1MhrH2+Q*lzqw z&>-)Km|u$SKkARL1<9|2^=@f%Kuw-dh!KR2j zX#oX9|0pr=e*Q;ECxhRNmJV5{s6>c$g!P+a?;DoP{am8qB}AmT*SOwUn(}Pm z_vS5Ig#MJ_Qc`|Zw80g`;hnI!P<&##!J0o0WW2!`jL11b98G-?Q{Vw{AEBgOy*fwS zJ3{;Ps0Wx8JNLdhG28;8Jw=g1if$T9YVLhfQmS2Z+^z)yq(Kt{68R>`;=qidy_8KL zUhNKU{wvT9U=U(;_n7l_G-Bx6K;Jp0jZx;Odg-Q;r z^z#q|!9XMYSKufAyLU=A-*}UvL3INOGur7)=nOBQ{N}~sOuQeD`f{@{nSHz_@#BYLnn7JI1in3mCeQg0GIy^geEJZ65 z!>+k#N8=k*Dlg#4jg)U4NMzNPe&hpnIDg*g)@@_;@+#@NXd3%J@z3#_^F!h>omL>)~QE?G*o?D_FoG6h(%&Q3asb&>ZuXtht}M zWlesO@EU4gn!AY)cp`(1&7b>#TQRe0<$$+ZImRBdg5OPUB;xCwqKS8%23KBTWy0f; z&qH>q@t-_kn_>JX=Hp)~vr4PaBa_d-k0Y~y2$=w64Z;M;FmGo<3*Wy5p-wUDCr&@; z<hqq1Ph&g&su_;+5XR@9g|nawO$}h;QBye>t|W5ty%V}y z7j}_|quk(>IAqbSz7u~!zjfUTa%TK_iDG_=6G}~r0!@L)aNt5f2Od5_pg?+xQeH>W zoh-d(R{?xb`8t}5!*L>isyw>5F#E#BzYifw=|3G;@I8ATsjY$dA{-4)jIv*b$9oG_ z(p}JawJZe>$2D(*zsw8s_Wgv#jXuoZpTw(=c|$AV$Iw9Jye4l9{pXVk2OS>zLjvU%3O}0W%{Cu*}JfB>X(% zT{5^eJ{ZnbKi{PZ2?%(fMbP#u!ax)Q zWDr2YhzPQ}dKp+yBcr1=pv3we0b%G3TuCj6tN|__Fmh&~;5*lwLHwzq=MiY<;^0_f zV>2n&3i9YE8qPhTn5u*($(eKKoIwfL2(Ju;=64nxpc6}`j&I> zNLXo}nU?lX+IBFoz+x(ZBmfpJcR~5$0p%AyMX%8!XJuz!2xo%yQfXXC6yF@eA|4p=}{b5HO7@08MWMGhicdoMMoZ^OI9I?f2kO;Z?g|(i?HVMq}&Qi1Mnc`=e}Q6TgaA1CHJ9py8O%0&*`+M?VvbUM#n;us;$6 zWfL&>iEIkz3-NUT^R}p?LsBIh5HuY{6mItRKjmhD1TCS6h1EGagh#w0w#~7=^$8yz zokKX3E{8@I^6Q&89V3$JAC?$5g3HS4Z*S%K3Vf9kO>2etPNXXE}3|fcP{5Y zu11r)dpDkVs!Vn$$+I3mUWa2nN)bv);)MYl_yx!Yug#3pN_;X67U;7JfN4T$33w>; zltMRW#oZy8K+UJH;?%qfi;ItRe}`Qg*>io?xEpv4fEG-yKVf=<{Oiaj)_pI}i`}`S zNxWh~{U^a9PucO;badM=bWl_12zNtlhnrpA7UJM9X-`*|`UY7NNaU1(2dp%ec6bl21V)OM!~1+m}ap%a?Of zST)E#`TW|uO=>*XfR^`+>B-#?I@#%X(=qenVP)MVk3=SJpErU6`>0eWFDEA_G|xm7 zkNb);6Ix};3C9;-{MOd5U%mtjT96v6PYvc0bMboMf*6JC=D!xv<2$nd%Ob1gPcJ8F zuTD2rmu6iIAv!)Z83A?vROfzG3h6AkHfUmDU}y02N~nD(LLZu5_9t!SE2iZhe#2k> zS)!PDc=P*JmIv3Y-l}Su(uh4e&YXjW2Rf=?4bDf`)4~o^2_=jsAcqf`16TLVQ#Ti^ z==l^n@Ij&7v`cM)n3%eJhtRg?MwyLy;sC}x2u2>guxD}Gf4r&)H?R;OSE}!geOmzL z6fD~wv^qe^2(>4_$}~277??8XYmtS4b=dX`*d84P8#a%Tk;@jd=+eA^HWVx!VkowD zAF*QKp0N9$GT*hH*ob4(=>M;HBTj`t*w4g7#|_9S#EZ-f7%+9GjNu5lgL<_;t>k$Qh3ucfAW~d#qaA zv!P^Ou95YwOl$K#;!Xdruf-MCCfe@vJbqHXI7DOD`}|?*$*UV4CRYb{|C{4W1zlcy zko;oTJ%d-jXf!Wuz%=&o<+WR2p%dEC8kfqbh zS~+p}&$1@_YFr*eZ5yo@BI*~;y&av35}bl$QUT%orni0hTg&1O+m~dWBkB5c&uvO< zI5`ogi%C`aXZ73fMe0O+#{U~pl|AN4ZkQa&|NBM_5Q^sV?8~&T?bAZv?|-$UpTJy> zZu<=CF=TX@ReAq^6uVmT5xrY*~8K^*GO5 zRl?ymy>d2RN-cyTMzNX55NI#9g|rCy@7uWjNw{u(#d^I=xjwdOp>Ujr%k8_~f9nR4 zMYH>oD#b4Wi{;MI(nH5*?$xL5u`=#liw-xDfzVzH%0cCyM}gn0?RCfXc<$UaY+H28 zNk{O&;bohs@#IvbM$F*=1|lAW)T&wfOB;Q+McRk`S{&uy~NyQZ_VzwRWMH~ z;M;7ZcNwcnH-}__ZGK|K;AipBzU-=d56iQwzTKb-&hf@kRDsdS;QX*UX%+!NG1+iE zyXPtok4N&%qwv~PQd+u}a~^f^RtghE>6SLt9c_=`R?R=elg?}se(q|!rx!hW--8c> zgQiyWRPv&7eu@fHXZq%=PQ&S#EBFZeqPyFIG{=1>+~B234$lwJv?^rTSRF- zyj_Efb9(WeQ!LWcE!F>F$kSCJF9pKnU2D9_+bQa_H2Gc0XV0Z-ty^7Hd-O`iVeU)n za+&61)<)gJbMJ{=8hUIVb^6W6s?a2lj~o({Z*xu7tx7!BVJ;MO?HDeJykeKqF76_{ zMVK(i4KB0yyynmSl~{?06GgpWliD1QBSO~aRc-uZuT*_Q&*E8!wv#lr8V_V(%eMcWOt%Ya}&UQQ-A&8T@) zGF|?9vA6}PJ^ms7&ojLDLLc2SaGdsrb$$T>&yYDqo~4``Uf@YNX@8OXx*$X{GAU)OF3Ot!o@1eZtt|y?o1HdCb)O&blZod z93Gx}QEp{<`!-K62J(+6$}c>AJ{7iVe}I3|30Z4Co_y7>=7~&Zt705-5BGH!>HnO2 zTg<6z=WzSdtMekyTXBmjMP~}Col$zR_Igfvdvnd)ug9Weo4SrCk?vYz;N5(&vGldp zm=N1r!9B`DEqm(g>~9$g1>N&vocl!Go3!6#P|l}_r&0&RqIQxcYE74Y}uwO z|2eCo@Fr?!yiE4P+9nd4S6-3)sKpm0uboVK*A^eSZdLiyefl9TzfaiPm9Wpd3RSoj_4dcga<(z1aLjWv$o& zHQUv)n?>W!yf$-RY8-Vl-1ER9OZ$fSi^#ChQ}eCa1#+^c)&lAvbK11xvpk(#g~3(- zJlOpEmF`ugLeE#i))(wVMMw2k&fT4Q4nH-Dsz3NGBg)jSmLrJi3R`n(=##ATVb>WN zA9^en__Hb%Q)&0)_J>ovwPp9dwWL};VX~}>Gty*fuN6D?vqeN`|Ju1vRNQE-qmH`M z6z4f|ktZN*N5Z(F0&bdz4jp>=tx`-F5+GY!+clgkC?_G~^OpXB*JaM5iLIja4tEyv9+jvtrQQXEuJrBsM0;XC`zRJv=tR8K3;ufrYZl|RV}5>C*WdS1CjLR6OiiF zLL%eo%1AkFGM;qf@RWTYPNLA2ZSo~rTUV}8RG>S&uEJ1g4JXUouaDW2vpw$Dag4m# z^gKCP5u%*k`X36q?vuv?dvyuequK9GuMjnS#IsOW#0KkWJwfsz^CXq z)R{v287R$=c5}KZ>7^X|HhjuVm=B>g^GP}?S^93tX6^jR!0(BVwpQHbSYY$%`Np5- zjh)vQlzY$Zi7(36ufMEer3$w2#+4J{{E7Ubd4r!nn_ON?Ipvo9lM^!}otk#K`>^QB zM-ACJmrBM5p0T$7?E511HvqNVP5JD&O*8pm=Z$Zk0KA1^S3a1xW6z$nHcVr&f+4H6 zzitzMHBHSJ$Q$`YMYZ4^MYaT5 z4xU~MsN@w_GCAwcpP03}Jfv$I@FDI<)2Ww^#}BmECcfa{;Qh0`Pjh|Ai09|yQv%Ha zn&M{wFifyA+A%t+-tt=pS6#oX^40Mh z;kvr*^*cAHaz3^-)r>wDA45AOb=7e0(Uu;rt-QRPe|A{*shVxajc@YE6Pz02<;CJA z9hws(%NAo3^WPtt_qpy_Ug`LyBY&12mGePiwErv=Btk)Yi@p2dg&FCk=E-vzt8GcST&R9CNTAEm`ev z??E1#lT1phKO(N`(-r;SCf-`}%IMayI=BTvvAn+b-ctnFkDU2!b=t`6q7e}@YGA>~cLy4fjs{<@Ine()z zrb^2}M6CA+=zCG=PtLXc=V?cXlRSc{JS0=9P+P+vi`*Wz zRjWEi?7_5}C|WGYi+OfHwRzWd<~!yCqE5o}o&lJxHs%cH>3p3K%pLcE%c@>YChasz z-bgaJiv#`gE)xx(Z(DB5jS2R6>i)S|L#d|b`m6I!!NFL0^$vo0QxR%kzl~K0J``Ke z!4VJV0e$>0A3CulZJfbWJp)$rP7NiHRlGFqVZ^Gf%6Jznp&5Kgx0v#zJ|B;*p- z*;N!4nscpNM5(XFB%l-fEqdrUHqQ*`8WG@Cnon`d^O z$*FDHe0)K(rTUAO*@hZM8|x^n+;y1z`f8IgETJ?c`ctbUbG}S?2PcSEJXy7Sjpc%u4HFr4FCts z`#KF2q=FM5q6Q{p-|eKOM(=k^3e!;qGL26|8fNn^YRt4u^OuVyT{q*t`X=nuTCsS# zqinckDBi&a<_(hDBL75O3w+Mpo?t}HPv8-2T)v!);dEI2Nn1m2C1!X*QuWJ=1V}c0%P&%E=JKedQK&?C#1D=JQ_iQ4b8MO_=vvEb$Waq-1{E0W`vali zi-F`?6)8i0_#gzQ!d3%{?*exn0e`pwYQe<8m-Y4aaUHbtQE?Y}9ICay>O^On%ISpk zdDSKIscgF@mHx(r@xt~HtTH^>_2Mx)mvYs#w6v~&d$)IDyiP%5KoVvrK2Z>mYVW39 zXBPu4lU+1i+4*!><9BTE_;!-9Z zeZ$3~FUYUnAs`@2;x!Ig+9C2|^bK2{#+ftWpqg$v0Ti^6th>`He{;<)-#thOyJjaC zCtha`TA2@CI_fWd`i?e3X3bBf?O4cR%gOBr^FQ~;Sj9une&k^&Kj2mu{WZIPz5PUk zhER~4V-18!G5wm8c&TMlS3exPM(>?uSi~igcx(l)^gHO@m?fs zwT0dB>%DICRmA9`UVQB>4%-FCczM%&e@Udoad7;ax~)Pb@5SsgM6Zj@gYdVI@xj;+ zZISOSrb))Q4xgxd_m%+I8FueKo;y}9pq=lKi*u?Et#Rq~woz@<&*XxXzjvZis=du3 z2|>a!J`DZB@mLL8=`{E;_kH{b)LH==#Bai~f(WOdxp(hY@!^f9>i3hS(B_ojvRn9! z)}xfkOX{EQ>e@0&Ur-Ev^60YTYEdzA$A2{e1x-g!L!i|0fc5t;&88jwwcnn~$jD$O zRa)GW$=Q@x0?8p8L?;NWLy7%kC|LJv(C=40fML+O@t(+2VNbUeE3CzRm`NXysd zR(X^dSh==rgLS`;-=jw+mzPrqjZhoO{MO7;(3)QD?|)X^qVdFnH1jx7h3^j@x_H!# zI+@&cq$}(gvBNS{y^G%|6A?dOQ9|uwKQ}1^FLU~^7!I^&w_5!eP_h*;at^GGqd_k(#EN3ITlY_bX879M@>Dl^>DiSK?Kd&4}(l9sOdj7mSf--r9 z36b|s(betcthLMkQvLj$8-H1q($9>Vwd|}>dw;F`TRl>m^GMj$7;T@SyMDgX8c%&2 z@`BwZwMpeIPol^Yp+ClpL-DLjdi316 z&d$AKN9DgU`N#d~*877)3+((QVfM>0jjeN6d|LiS4+BJk z@d_2y2R;rfnjiAk4bkhX7eBu1X5LI!;^k~5Rocn31l8=86HH7@LZsMV9r|(}HNw@p z)aX+}vyRoZ;`w^pgrA?N-*9)&^SCMlo)2HXT(F{TSf>zKIXOQmtp#D*FL|wycnBoPB7=4rps=(pMQe9r+L`NKKS zZK~F<6-$#q^rXE`pCv0Z=liD=`x&b;^S-D}Wy%jC8O(A%hqulSe#$Gfw2YX$GdQn2 zQ6`?w%+vLLRuvHSTy?3C=>CfB8xEW8x2jdK*QqEgD;&5s_pwfTr0{(IRNtDTVd|-! z+QnUEh0SWGI4>#DUD{i6VEOhxkNcqTf8iCU_GyD@2Ya8uh*TZl4=wQtZR;3gpC`Gj zlDv}oN?i9()qF4;Ne!)-IfP0wS>U&Jp8jvS_u=2fd{ng`@VL|(q?>(tIwhT>Ja^YI zkezlhp3KJQCz^di%1=xu#EdO;Rh&H;BK+-Ad*A2J7w7IX^-B@_t4)0T{N=Pnk#=iF z&h(hur``yyG}nsn!HQux#v7&=cus=#PbL?`3fj#kw-ly>Lq~8uF%uun#bT4xIh8xI z>-hQJ`rDko^U~V0aWBiUx5b`+pU=+aSh`{AIunCy?1R(vH$Pn^+F7qFsmBm!{~+|4 zM2lKwrPr}Hv?Ph5zC5A9LdpK}E<)o~)2&t)2Q9VScf4&rWYQ58{_E%EJ%693qI@zQ zk)lAt`ztbBJC4^>vVBwa3Ekew@UGzi_u*mY;ey?Na%v}&JLH{%+d8fuK70OB-3$4} zS8IY3X3Qdm(-bsvN29GRtv@D7lBap_-AZ=$3p6}O@&$5Z{?HxmaaAj9KDB+{^yzS- z_MNLup)>9Ad!3!j3vaexqOEk{roRPeVYD?so8CBo;~6XCmqK+J&v_3>ufM5RpR1#h zE1talf0s_+9Yuj3S=|pLwO=WeJoT|Vcqe#JSZ&Zcd}iS5NlOdsJ%2W{f5wFx?i2CJ z^A%?`f0}+oC~t%*NCP|&vR}UZ>@B^XPYhi580hl{P}w#vtKTkx_6vHb8BqZ7g*s0T3)%CPURzZq{RUSvt>4fyqr^J9ytRw2g z3j49LttRl3dt(1x%k(5Om8_zlC{vf;#QDJXypPOc%f1gv8sYOCW$IN?k(~Xq`zlyO$c)gDs$}cOFlr@8Mw+1Bj~Cuf6?oZaTubWsZ8YoX9?Ox< zXr)x_JRv;jwtgjcD(!(VpTS2#>7Wef2>%BU!Y~d)cj6VaF(xR%8z154MtA5ZtAuVH zn$=Tc3!h17F{!EBWogsveecgF$e&49_y*0K4nY8q03#j+um(-sQ z>I*F8ztohH5)rHCQu%0I(~(o_cl^5|FVn@(G+gm5vwC;sWbnR?XkVG0TudeN9554) zx*zbxzobwp@!b(4K7Q3mC+kO}nP2BF-AQ}<-`Y}LAP!Ru(!pC{V`D38&i>JV=flU3 zCKv?;O+|WR8byhXsf?Y;-DMZYL5Q!?cmn`SXK$vtLtbA7`;;@>brdJRPl8U%!0QAURAOH~X9rRkK&+ zZ|bqsBitc-sl>-0SJ;NvF1-AQ{{^CW*f-xqIH7q7thf#(f|3J(}Z}ZRWQy&Ig~fSdJS%q7a#}Ges%2y`esq^&_QkZDL}{k zjDi|fz#Np`7gM@9iubGzR&0t|($y&Q{Pg>!OBQ-Z-Y)wa!>RZJ6Qc%F_JeYA0TltH zSt`JK(#^5xkML~0R6V9&^*rsh(kkiIw)9dlS6wbk)CmUu4RJ9?$wPtB3Cw-3G`{4- zx|Wzq64rh>d2gGK+{wzZ&+qj)i+T3+CbfU~T-50JXJwihq^Fd3cIpFzqy3|ko*_9Z z0^dV?Y-bO%J^7*LquN=acIC;J9SST@Y-wc=3NaBZCmagtmVGjCttr>eq^I5oS$J3v z#`(|sWtu*h8B5*lan#3e#Bgu+zSOxZJlzRdP}n>=26mD_R^q2t2g6D6g&y zc+}XiMH5g##DWb3Y=EE?8wiTjp@WE^0s>0!pazWvRH}5O4nq||q!SDxAkv#iQ9(K= zRgv=VJCr2f_x)@A|E%@CNfc(Dd7gXEJ!hZ2_W^t;QAnZ0K7U_V-I!t!j$6(yVy9%? zWC>`+6UD=BLBTZccl>^5rDbK)YO8^_nsoaw8b7@Mlu#}=o%MTK6}`hgHlfbj`Qgm1 zpwL9(l$F8Q=uEC-xgYu7boompnLKLACqaaRPg52H znatYP{`xfZ#f9FIYQh_xjG=~Z_Z*SHDyIhdAaFF15zuBJM3c;)|bs?L%oj?Ey&X-6a5(ntFz(W z=VgY#WdR0N!UG`{MrcJNw)vm9OOl5}A)!2;3 zohPgRt}B^cO-lBtr|!AA@iUN75|P*hL0mXT_Hu^xfK$UW1p01NAmwCh2AJlkaX1b? zM&s^sd`zrsd3m{6VO3QX^M(zo1qPH*JKL#fWB;5!I(*YwXS8rK(7 zMq4NUP;yLnc=+~+CrR8S%j^aRW1>g+MyXn+)&$(r!f;D^fA*Mmdiu8l%b=+Hpqe2dq|~);-T3*Kq-|N ze~qt zq%5Qba}Al3WsWl25Orln--|}CfPh$t<9f&fB)bKSHZ?dxlS%i`UQ>DQb5X?G9kaP) zICvYPZ|W9B+S=PLmDrti=8tufEoT9K);x-ij^6AzEDu}%W6%Vm_la2*o;eePX8<3@ z!s>JU(|tZKPtS`MN{noW=Zjux06HB?@K37(RgIj$LAbG3k7CXvy5Y5f36(%34gtDP zu7g{v7pEmu<5zoA>$Iytq=`MsMyWpZ84M6|KEGr3eX0<%HWZI^-y_=B%q(r zDAXAWCMF4H=H@%3kZ0mGKH6x?52YwPur;AJP3^9YH@Yf^yKv<1QD=%FcdYRu_+irn z1JT}L)*1;63)=>Gf(EjsdX;i904Tj@s#9O<@GlSCms4uqr>wfef4#!=6xHCEyC&Px zSmTSPJ471K1e0??P7x-;#~vOX{1Z%=FanX`VPt%EKayheO&9Ol*)lzqhQlWmm_(1? z<>39oyyS6&vOH5)8v(u+i!h-MEd;ep4WmK<#6=?zz9oTT<*+$2x1kaN{l4$<|B`0X80j{~n3A``%Pr zE**aVwp2LV;PJf`W=gwuACGUmV^Hu!6iB`cYwL}rn~6y!BYK1J5Bc^ZGGc)Js0{MqeSTE9 zmVxT_H-DK?OHMX;G=}j83n)uAUYcFs?7F9QRqZ|ZdzES1!^mp7{RC(~ zt~L%KsyoqnGFCn1%5|+evXY>+&+4}Yzbh6TOyxsg^bZ_30ExX|WMt%?EnCFl7oG{F zAV2zN1fGS8$Tu-@K)()PMR$MZ07-hO80AdbjvF^_^oLCqc3XK%SwH@G>V^QcL zXd>G#DJ<;p@4&(QpN3>15dS=8U4GmG_;1nkn@K zl=^y5aQQJWLrAEpKBNiE$O=p?OZYi~mVOL0)a0%sJc7~_2?i&d8@CiIz%NL)EDG7J zJ2B0Gt7Pi!!Lm+3*;P1Y59t?sl_dBbwM`}l%B`(Bz(&;pig|F7@rNWAo0{klGs1Hg zoXBNV*LikvFIMTGmh$rOFe@E`gK9OVZ!k{k;~{$+VojAN=z;9_m24amIrk*p@ckmn zsQdZPYHJ6h#gS;+jLzv{mjlDr?VGw|-AlH$lU zqTj^{UH%MMk`)27Pni zKvw}Hge+2CD&2Uv&f2KC_SJ!bvkHhy9~NzETmL~@D%`%fv8sk7L2O(+Jl<$z3ExIY z-zvqlW)0ui_sDN81Ebfv{6Y3DY4}mhr|f0D3fP3@m!2N`f`h^fLIslE2g|@mVjOE0 z{p~f-xJV(gRq7Y=u-pe(dKe8MI%M{Y`uO7cgtJwD|J~%vOchKu4EHV@^SKiMyc1m< ztJb^)H8F~Xog0MB+WzD$Dl1F;@Y(k@CfaGn7$xlZS8G^%%n^@>Ya9BCGwG9K-W#lh zc(gr?K!a6>;01;jTv8-QAzdlZEV&OKuJ=d7{%WV^4tqes8B9aTN_Kzk9dlV`D`*QReH2<-mqt>${PNxnBYrOsR2iis^ZY+uR)aI?n>jyz}UnX zI82EQzS-U$3^%(lv;*mw_h4qpKXrx)Sc^vl!nfJOj`nsb!aU-(WIW~1?Sb@Kx&Pal&j_1w)%;`=y3jAD zCU=A6T!)B5$A0nhrXuITbd3sdTyf)4?8i*vHPaP92JdLV(Yi|Hd#PRgX%TH@rSzpI z-#nLcVR6qud+AXBoBLQiH9R8{rWX$Ae5NvcJYNAA_!A*dX#bM^(fA0)`D4I-g4(^S)Hf7AG zsIT%~sE-}zXlm1%y4AISLgNCj!0XnnTL2j18KEZ*j16Q|p5fu)CYgONlCL{EJEs~q zDlcBVSo-wom!Ef3`b!EHO(*Y}OL+dGu%tY}*JLhOT)IW>dw-C`KD1 zV`6Nu#hxnBMxO>3WnANojH3-2)=F?sCnk0$Bl9+N#bp=k9Wa13K3v2V;k%RgQ{A&D z0?r)o_cb{a*bSWJazJ_`NV>e;1Pv-rB2OJ3%bkuVc?yAN0t20XUjO2{Ub`Hp{|Fvr z3k=)#u!nEWSN^ zDo{YxM4nj>K0xl(qcBK@{|xFCw8Y1Meqi^{n0g|;BmL){k{FZUYy}OU>X(h8o$8{l z2M-%0b|`N6>>abu?o@Q`kU4$29HjmdZP57TJ$UWi`-~E^qYzBbc;MVkF>MhII%+$3 z&z{`5_emFS!B9R1EioAA?B?gEk_CXqB|7ES1^n<`sJ^*)#UVI-z<7iPasp(j)}a;x3n8Loe?JTz5%qQC!LUCshZ=q>FrJYXT2$GeSYgU46C$dGwsIZL zL4M~c2U|P4?srE9s*zY)!*DYpe*jB7l#ZgOoDn~FqCxfSwcBQ!)&&KHg*{l&3J?ek zw|UAM0_Y^@80uebD{TbB_SV)=QuCkH=)>G_X%FNttIjQ?_}YJI2{?4QC0k3@ zh)XhTMn5{W2fwzSSxn)&GvCSrJ1F*T*{RjFOyAJnFM;l%Ok@o7`0fZ?7afW_oC}y; zQ3;YTGdsI6$-bDsR38EcnKuZ5n~2)23I~x1c}u}gjui?cCAH!Bw0@b!DnT-z{ zpc0fusLNr*x3MPc5Ge8z8%;80F#B}h?ydOjDHZf)E32y9+!s)kFW2l^e&@~|BWx=b z5qM=i>_L{E_Qi|h!nV((VzZ38t+;JW3G$4PFUBcfTt(>vpGmPQ&TNOV8>I9xL|%k& z`j~Uiu3eH)e+gqa8md$>jT|g}1~$8TwZP&1jBkw*L1;0Fj|g1vO7u?}bkQ?=q;cOp z*Lbp{P9iqA=M;jz)fMax;&1@ziIxCyzzKqtId(F>M+lMi+`PHa5yj_{oeYq)+Dd>Y zmNc5Nv@E~DX=&lq+t&?n z=bNG;sSt<3yFiusG5gBZ)s<9lOClKnQvITU#5hoEUIZ_sd|f(~uH(BCJq%Km4XAUS zk$UDJ5_o8=XoIaic%*A6I*%Yav9+17);C7tPS6F^d^GsS=zm6j0aM>6Yu7RoAgi1D zvJ|=d*`nO16l*8AhTcVB-SLlJR{=;(n)~la)ru&@W1o$h6Y|gD3U%Ef<9rnWN>MFfbKOGu*I&{&xj~cZ(u00D0+f(XNmy!1wJ?nc}!U zr1$1g$-Bnqmmm7`8(or<#(Pa@0}cn7{sCDHg?KtN*Whs{Pp1Z}Hb4|ku`d|7&&a1n zq&Z#fzURTAdOrNYyi97`_-8+Sj~D^712at+e6Q^fkLoI&CC}Q0J;^}L60k=s?7UtC z;uea%{@b*6qWT~jfJJ}RoJf#SFX4Nc&2p4|dyB9M=@KaYHoFO4KjcV6Tb=YfkN{5T zcR=<{+W4gC*uNEb@tPl_ON~13|Fug!+S)9|o%%7))^C$D$lnDDT<6#9ig$dLd-Ox# zs&h;8g1?$>sb_O4TZDs}Xy)d6-mTK!KhkOWWpRXnve~Y4D;nngw-fAv{SkPq0$Wh! z+uzkP>bcW#W@&uYt`~DBU0b_5Lkq&~=6i><7hGAZT49Jtk|W&$CLl&K;2^wA=s`5M zfFtldbUt<$nu{6B=exhsFQXk0I$XqQFf`p0Ev$WYaw+BeMWj3x5RQTcXH#QtlJnyW z*ICA@OxopbcL`ikPh^R7+<%hwRib;L7q3Zi={aQg{!;0C2igqkY*ZznKIE_xkX`E< zLUloHRD(({!PZ1dN{X425sB)Lo_)}tJM9F%)oI*MWgtqB&cu1IrO3JOF5 zeA+JdmpPc>g|`g7<7C#~tn%%LBE6%Z<~E&}%lgxfL>akTD}gfN7^EWMtB}WSz7~WTo-~jw z7?hTGbp4tg)0sRv6O_i1Z^QJ;iw(GNM0d1-XG$ z4g}nBOpBbfkbYyxm`}xZ@&qYXZ;O-#6OgFE4{-$V)>$gpQjNKi35e{)4Ss8s7PLyp zoPHnuaDAWByMcRj;ZmGOLyk2`37MoS;x9KZ6NyHCy$1j+I5gdusEahct@T>_SOfYS zSk!Eb6d0?p_eNOp?9+}QB107kpIU`cPh;H1@w`M)#(IsQt0~@3s z?1%4*#S`7Ji56&Xk!@`C*{$KoAvsNytxR`%?&Ciq2y%*eI}p$kBr4=} zntoD^TESt$Vc+}g-nr$B-`q29HR9wqJ@kM}GSQCSlJwN)VHXbvAAXg*dI@`#(W|8E zv58aiMt+*LJISa`8mY;*Z~pb^7nuOVAJZc~0kMpdJ@qZ18qxyXjl&SA3l?vPw#~=I zQVNEKbR76K7@}uuW3z!!$|;cZ%yIo)4BKLV+q^5 zI;2!w&l~pMFTlNvfXTf#yO`6&OSs}CAb0Nu6t-_4rZ`YI_kg#wE|S^hec@l7i2p4P zDc91_QI_pcQ1)V`mfn1CGZ)Bq!8eLNRd_qU=jUis=P;{k*^Ly zD~(fTrSx+0HuoPsR6)F$R{_-Iy}PJ3F8YJE_drp+{u4CMYhuhV%Q$Ccg6+Xr&8}oM zBl28{!AQqFVgb>Fb*6Qh@w(O z3?;PI?@5Ym$lebz=I9Tqr}WVhr`8=qT18ujQmz`aYlhL1?nZx`dn^$0Y;_{fM~!-( zkylVCqY-#(H;2qh$a`^Ml@qxD1kYr(rsf~45-@uA1rW@HtUU9Er>#~&DPOxb*xJ0@ zK=Pkm+IC$#$Uz6ZDiliRC`?>A<1simh`Fr-rNFicU{!-Qv&hfh=S!lIy}59r!q`aU zRQV`}_cEs^ZEKkj^gBzMd?Ns4l=X^P_YmS)LV5uc<>%Kve~U@SDQz|BGhS(zy$Q=h z@8lm&PFa~BG#mVw#ryusyjUjoo(=9WPR#kzS2@vfkbQw$3YXyLr)f48Mpt*D3}Ol9K=}Gac0* z(c!>j3<1}YBpn~fh2{icMbPDRRHm}0LZ|lgo!TYH=cPF5V`f|--<;sCF8bw?ZN?Ec za>omSbda@bE%>Wlm?TS!z^q3B9-XD&mjQ zND4)+eJ79XOmAFH?#j|hdp#AhV=f?NJ!IB)8j=_p53C8^BT%1lN`ZPl{w2V)8ry)Y zj1fzd_^9fn6gR}M7AVnTiVYTo7CUBLN!*!mR>k00!d}-O>djI%=41ouT|H20HCsy@cUW8LJBGG}E##G7r~){+v3j>)a* z9bekot^lC$2R=BaF5lbMEz~Z#9waCIki<3(@ zo~rfo+A+YGHNc$_1b$<*Dp9H;p^inf!3ca6re(|a3GZ}aZHr|#7~f`)X6D?qWi0Qs zP=;+$;sq@pCoDVLnL?)!EdE%?>zeEbvd3`{PJR7=o7joGKpBlGlBJ=qVt^!<>O~G3 zmEYLd7+OejnV4ww7*Ye>hd*QY`<-P#*9MiG>6t1Iy%(G2PQD-vRdVB@v_jkb;%?t+1B1rxYI0CEF^7mnE?KZu{V3gcmg<*ePT(m(Rs@CY$@!8! z)?5X{(?gh0vN-=21|Y5_J$=oCoSuYC0*2!Tg1i0w z#AlX)3g41ZAcFj>SJr&GY*$qEs)3;0r#NIb4`wwweYCj>cIwGNB4RRWw}Dewec z-bd%_Q)SXF7Os|3z~GnkLO!?XhzKRMofQ7E9&@YC%vFU-HiuH4)W%Qmsi)CjGD-dwRLKu1vj8A3oWY&T4UgFEr{Czt{0#-$#3PiB^L zcF{F{(`FTe<%4At-@jmQEjlJXV}C zwl6gSH*MOq$>h5*fFPLsHf~uWK8(ta8cC z{R#8@G#A!z9DW3>CFw1!PhsvVkJ=gC^H>4~Vn(JX8HI`(gbuoO?OP4w$a#p{FyRD1 z!wiQ+Gb_%Rms=#=wQ~$>Q|_({?joQDtv2dh5FJMnNz(ChDZwHf2YS*5EE}Ij#sKPn zM%ruGkQ@mG*dlUX${zjp2lb|UfUmDF=N_!i51&DA^58Tz9pEbYC3Ku^_?ubeW|3W} z6}(wMA=`IcCV;=D^779&_b-E-Mo(`U`19I!q}kq{_{7j{HXoL`yzhQ37(e|Gkst;^ z8wir`(I0J|z&PH6vJsizpaA*+rxZ9~+@yB`*_1NYOHE@3V+jJ3z9QGMVTWkdedLC6 zecnDk%HLH0c2s=B%G+W9Uli8E*FqVI8dp{_m!O~uz$mV<`p9jamF7?B;YmsRq$*)N zRU+bKkd<{{wacVm$|n`aEKV8QOcftys-;Fsh02;!8`&8kHZIyQg()%4BO#mp^r^Is zF-%BE9zA^c5Sc7^GNat?WzbM~5J-dT+>+1?wU<4A?BqS8a<_mpO*yD-^RHXeqKpqs zJ~JWeBl5D+gCik<-R7=Pdfd3Z8jF_8VxqE}I~@LyoiWkDl}84$@b8Ctw6j!kMtDTv zS(CODhUF>1+-qg&@;uego}=C8&y3MRL*;e~nx@wn$N3z)q5jokO?rCr2&1`4p$T_& zbult*nvxnn8p~)VKL2oWr)L+vP-dqmb`$r(RB9FiD46<{$TNS3S_nk4ZXnq3dke?e z6pH$vjeV`ljj3l_sGc69yR9#K?2X)!u}3%Qxc?8s_u&H34SsiA% zbaLN;dsrAVueb-YS_@jOwf)kyS`uY)5oTIj&Xt7p@K`f4>zN-i3XfapGX34K#tD_! zb-%#C_D*d{;6kxdaz}V@k*RipY!zIfho#2e{#rdgs<94LBS<%+nvun&J zsIC1AEi&Am5dGz(U{)lDu0|?G&hn#ofg`yJk%lxN4awAVfc_x$B-n;PrY?e3W&7q5 z6ufYH;*yjYyUo_vLw{J-<^0ufD0QN8~=0=FP$PmM0|2UOZA#_^N=MI@LD+AI@ma zAyHhA3QrjE9K+J1p~O(($syGNkj%_5Q|!i2bxcb8huRv8xQl`hVA&z053#`q(S|M2 z4mo0dj!>=8w%QX*+0b9J@yKvf#^h`Vxce6gnsr(Kc-{GJZEbJ5WzkdZ!9WoIeHU(W z8lW`C+05y-@t_29s2VgsQbE7~o*0=wgxqb7M?~&KJD>LoJW;t){Y#e^o(^I8A+LAt z+7%0aNnLhf7H5-1l?*}N;d#X^%tKKvcrIp=&H&cr#DAU}Zwr1$wx4Pdn1$X!LGiGh zGqb+<5+^vP6mpQ*ubaraz{Vyq-o8IQI)9AuOg2R4qaz0JPQxTU^25c|t5>Ty?(_}` z34xWiI^f07N>PmrmFH<83SEnz?_IwFk?iU11%1OMp8E$!TQ`!AEJ3%Cp`~iyoO>u3 zHk}`Zc;o4WO@&I(x@HJPdL(*`^oWR)pgOT0(EIcF@#9=ap)P`m+Kx+8SqohzIKj4W z{)x1D7!Zk{`gG8CUhM{Y@a+#~p( z$`uoGKU_wXZ1hRrCWV2ve<|7QHGvrtW+@mK1}y41zuBa+dZ3aMqV!=MxZpfixYk%dX**;q~I z>jM8J&vxNowP9Z#qnE|3t;UZ*SEMtG(jvXzsM)rIojfZn$@tC`%C%RQu8PvX-M8ZE z5o4sD!hg6L{B=--a4D0Xo;h!bI+kzD1|V2i z(m#FD4USoX)Aa#D2^zN>36(hkTkzsTktjf1Jt5N*(WIVH+v^h>Z1hZZ7_~TIxXA&C z9YN1n*+QN2a%)TC5n5f8slw~p0w`7dy`b^N=S)x8187pYBu#nATQVA0edoS2^{;|;wkb@W z=1mez#*GpOHxKYy3o4V4&ull`xfR#|gaSr@&yjOiq4oUs$yOaGeHfoAQ& zrL7F*GS}9v$2`7oWOTh&Dt|Pl@GW1nMg_oij#?zk{VWkp=HDvhtEP!EPMnHHZ-t_)$d0Zw(`jux3B*oR zUf}j2p!j0ywSs`?h5TPo%ygmz$mw<@4f2Tz2L@-7J9m)y7r^8y8{v|VO$?kytQb+k zWXGI%R0oo$TDFmgo5vKFyvCL)#-YbV zj&u#2Xe=ta3$6);W=NW$@W4)i$K>LrOJgDKBpwB%NQa2!3I_T528BF+{1i#y;WR`jbWol=MHvTPy^52Q(>RI;w8gllVSR%avvLkSRg`YevV~Ol6A750`pF!&pY8zM#^Mo8xtb71Xh!3P$hweQZ){>RNJ9T_&Pnr@IzYq9_e@b zr7`HlNeeyE)ZV}zCa_}FDsN6y8LWZ7(3+-Fx5@nG)2nb!+Jgu>1}Y>kXl)zToUR?z z=@FyQ%qG~Djo$u;j9Y1{v3HTUrJ`TReN{vB=YJYhU2x3O3pwy&ulEi<#ZqC5x*_L{ zal5Aj>T4MvOQ~i>2{MNY%Z2ag6ODZ6J3;qQC=%JC8ELCFXu3X%m#2GHnCPNjFvkJ+ z0>>s!EnrPge0rn4!1~ku&4a_n5iG~z4;kyFppGQ4EP3fr!S?pp9Z#tiT`d8}kb9?v z{3EZguylB!mav?iuWy$$xh)PSzk`>Y=hqls7gqga#mlq#jbc}uYHqocugP!F zLfzk#*>mfNaB+bjSznA-XcR<}au?seH#<2nk$hs8$9g)FVoMFluI9fSM zN-#F^sy<1+@E;tt9OXxr|5Q@t^v?M4rZCYh!|Hz29Mj*0)g9`-)U?SfK2xbzL+;%> zgG6x4z@yE?iy@@o_Pl^de3c|Ln(Akcc!rm)AE@*zU19lGe9qB{OqyTf9noAdO_PL) zwKJAOy^_%7G7{nM5$nZMQ+fO1AR?-X+VNaJ{SmkGwA?9I{)+mi>}Vs;yh43itF$RK zmF|$L7xFcxT8}s|`!mW6rRcI_|ZAjO`o`|<|<N#+|P0#>SEYSFwAHn}oow{cZVvN`S_T zj+EE$8tCC{>$}5#WU0H35L1r0Q#RqK$B6K9I6ms*N8Ip%(R#LJ@5*0@u;IlbfeCVurb)?`934QlWtx-*Y#m2ZiHrCo_`x=&kCuK9zE zRFkN!7f3ZgUf$27DI(7r)WQTz~39&~^)Av2ggwybBnG7KJsb^nQZ9kYB%PYx{bZ zqO=PanbVfZ$G*7WZ{vJ;_PqfLt|8ma%Wdg_;i-uruHDxkW#0D`9({>xcu}4=D$~~c z_neZB;v)8XR}qD)x9x|6jP^50$+|L?+MHDxa!PTvaN2r#QE`4}=2>0<%*fQ>EUa># zSEdGzWoCO1#GY&V)zVO2mT%><3pkS)FE&_rGR&!9c;dq5bAh+Iu4L>==}o_6%{SC5 zda_MIw8YJSn(Wy{k|Oe|KRKt+#25VVXjRw7@w!SSW3>a4=T2Q(d}pk>FKx7PvVuo# zeha<4fTfb4QT%vswup0@*@1%=-;U=%V_X$<%dRKk>zBDlBf!Ei&Vx>hVVu|0U+3-X z8x1EMZLp+M&>@1Xn+sh|5T2_#uZX9nY!x|?Sazo7Zr}~@;_0iTc@v<0Mnfb4d3*t+2StevtOSRG2F7p1M zxcjUn5WcR`%_bjeb91v@+hfV!H*Smpw+B@@;iC!)v&i+u$(EJBUG+1S>%#4O&!4v` z+h{i(S!&cr6+HK2dWK$N{{PxQx+P7;NT<~**kdK6%Pe2Y>-S%HC6K%10|43G7MA$NjHcjwtl zFIe7<%L{cJtVz0lQ0t1CtO-%c&wMeL2o#0V9%zy<;wklF2_3VX(Km4vw2(pB=vGPL zZ-f)!=w^}dzZ=B5benC7b>OJ+t@h6-at_U0I7OUC1-}Uw5Nu%@GmiRHr-AD{{*#UO z=$UucR2Vy&`fP8Unpxa1Q51LM!NzT#s!CUXE_Pz*@>$P|Q$i!X_OZgQlJgWI3Vo$M zvrhEtK>nWl%mx{9SLI(>X;I5`l|zD?YT`h!sF?k5#`%$Sf~~Tw+tc-k<+jgR6aE77 zuY?7=WY-2&=lDJR*H6AqC?WTYXbe0eP<5a7Ai^%f%JCp=A)wBUNe(VN5kc>2#Nb2K z6#FIS<=2~8<4y6+#;ja)@5H(H`nq(^PT@kGehs?47T>>qEO||czTj@2@qnPk;N;%C zOYgpDmsi)=r#c(oyf1v?_&U;mmS zu-AWwugB5Ud)<*omY@>6P}3`&STZ78SJF)8>O)HGXIdJN{GhNJz?I7>dkFZ^HGS#Qa`={Y}0SkR?3VLWxCS3N=>xy@wuj+=AvlG`Sy*sw(o`UgmH;X)sSrj2wZ35}73PkS$9j#8D7y%6T1LED?h z>d$lwRyCPp{9>JBKVb@k?TlK=2w)3?j7sdTG62O5cZf}^K?U;|CRMC><8Hn=r|eeH9QUZQSnMuLIX`yHmnCPJphT5MmVjc zpI1T#3rkgsP5&rM4wLri&l)-hpL``C(}ZhK`h`*NXtLqUo>AS)A|(8zn*Wg8nCS46 z{tfjS){=)Vle?|+1k7QsBS$n~sEt1J5Od)`Mh~x4B|IIj9+>{Gl!hvbUvNn!@+%&m zQikJ1ujPX3h46GGjVY6U`}KQ00!M&+n|@%tghO1pZ?n<~D_%L?fUPh&iLNk?&^#jz7p76CZs ziH#sUr~r+1=_kUGYotPwV-NWI&XYaoM<67{IN}QerH}mm)%(BKC~GnzcY+&vKSg!J zipuQE7B(%sK_!QyVSV!ZMn(jnbC5Nv08k;laAkDh~}9yvNw0 zFA7T)8e|xqSnwEuLG^xz8!1Nx-C)kxrg{sO1F+EUmOat|Yl2ide1dAyWKLlDF`OQ+ zx&EgGhX#muFgF+*mChk2Mt=UVh7tziP?Us?SDmof=)cZ(?w1#Hg)XVLoXDyjIFca3 z-BDDc5DIj|(8eaT;u#*)lpH{@w$Go#;eJWD2e4Df=>3kiJEs)Hc`?;T0e2GmHqesa z*R4|!=!d-;&J02whiaspP}@Cc8cyD?4#v6|@{ZWNXbwz2<(U&0mzuen>rjU8!bJq+ z6d&mTm>wN$Cr$L+Dx(i}OMylih%QTYtO_5&_pdtS|FIm5kP7%RI5cFF*^C&Lp|xKU z2upv?PZPDhEM%Pk?n>|d4)GtS6kpcYo9JmP3W#D=O@i4EtEI}M3$M7QFX6e8hE!vgc{&C~T0ipsqD(JC0Bhhz+1T0H0PF-_P>< z*9*|X%M$?~9vj~gF|bUCFblmsJ~mkxGPDq31B9P|$_BrFEe8!Lg&3TyUmpue0b$uE zK5-@yFG=SH(I-On0g96>=zY-9Mt*2&8bRmkP0?MB`?x)&Nks89@3srmT&0T!(dL#G zB?pAG5A{Snx^hZFlIv|^0^_kI1mH!8J9XOjG9V)PAH3|onnN^h?RJSPfUCd=d71EY z<%WIY*yKuhrUdpRzI6z4M8%|X-Z3&F0_2U%^VfsGxBvv3@KAL8H0jxpqr$x7T$61_ z(EBXg=h$-blRk`XB>0AKy(I3?N)dl{Oul$1dM#YRJxIlHT)wY4B;njgtwVd``~o+1 zJ%JRIV|vNW?2lte5NS+ESG&M-cm^@yOjl%hzh`TNJjePKIc#rv10BeDYb z;%S{m$eBwM#rZMmWUgEcWqp&Y8kcJCZtyXV!#f}-Qd0NMP?9M*Vqpn>30?3RTJk<& z3T4m1U9u}KPtpR1{Ofl=UNb`18J!Q04&+e4wnt3aVizE1F^m1Ys_VFgW zaB$XXZ6Am1ul0`i+}#D>ojUuveSu9p^xh^R-{|FMthg)-j_T_Nds<)nx8_ty;QD6ytj6jlUu|$XCxhZ`(O2;&c$72>pQO~=bZJ}c0xVI zeeA@bsgg?g&om#;-|n-`WYE_f8FB@vE|Ejkm&f!jl+j9+)bQbvvw5i9-542UV%&1t zn6>6VwltItKt7V54*$0C{gcBQwhd~;xM-qBl74|*aQ;e`{Ks(TK7QfGO4yM1i9Jmh zlU0=0e)0a)h{D;rD>Y+g{Ilo-#gGQu+&PPFfk$Rvz1Cg&n_FzxnOC=0)+TA#$K*uE zZmJ)j!w_6bu-ud_p3+X9+7T%{(PPpcSf->`=9G~xY0W=8UsO^k#qb4FmAce?%2>=l zvQi=DjDUmU)6;6y-Of`WlT%)55x7+F30#R6YF zwrfn!+%!ZdYFykxt}d7nCnuYy=)IGDZ~pZqtH6jN$|}ZrhzI7Perb+Y5BD>!t*F^* z2SlP=pF4TAA5YkvarvdN1zIrL33DioIL~i$MH^z{P3bc{(qgvCvrE3)&Rh%vxmR-@ z=O`n0Bb8p2?BzY*6Q@-*xI z4yL=kJc`X~O-Ein?6#jHTHvw;vB_T^!=hjRF641wPjOXr@Ov2e+-^3R+rdCLC9tX! z6j4b-QQg=bX>Im-Q2smu%ll(|8vYpec*K9 zO>~&qBg)~QXFf3R9h%wFVJYx9gEFYqS+8TgLEY1;@rm>24ItbB(P!@MD8K&;Q^y|t z9+Z`@8{c5AM83<1-o2+JPZjHZ`Z2?G#+%nOA!BI~^0d|dZ#`cCGE%LGxHJ#DQ$p|6 z_Z8ED!SsCp_8A;P1(3c;TNvFjBbZ~7Gmfap(3E0h|4rbM05J(U1n@!}T_G=I#TAcd zZl#OaJUQ9K_u(Jte8DQL3MEdeUeUTq7_Jfr(wy&~Rv@E*)5l~86mP~BXX_u$WXezn zEQfIIedpnsx5FLW0pD|Uv4+u`I)z~$zHZ>7e9joD)qol#4DKjwUaMbt0Ui6)cW3zZ zo!=}6hc}XQ2;|qfwSq)TUELoX;u(QTntlxjLk+85&X3d+au)`WsVx)$)PSk-idpFj1(x7hfX$7}Wllu8E-_*-zT z3|YdMXfeNhLN{4yDf7T|p3v(90|SY^7t`oob)HTNL#5b*r^B?SgV00Bi}nLK>kdMk zo?)6}-T;WEq#{N_Fbw;Jo>~o4e&Ka-c~=Fvq1yli^e8cr@8|cK&=p!+kHHI^z{XP_ z0-SUnuL=Q)Y74~PrG5t`&A+@&{}f2{_{gNG9IKhlx;9cl9VJ@cw!S{&e;&cLRj^GD z5_8t}u=v_~4E88r=^gUQH7kAZ(V_3d>Yl@MaCcbqO-i_k+w3o@Mbj+Qii(Q)SOp)% zBK&2wL&sZJ=_7uTiw`fR@^1zkC?6u0JhuY@rQ;^uzegIY zZj)7!gi2HKc}D;Ic0|WGub8WPH%=Z<$mAs?ZZBDNPsu{Zadun`g+kQ@=g>p-0>gy$ zxZ8DGdHz2MJCnTf66QgFV~YHCIr7KVnjmD@O^(zNEnRwgdW=C;6swR~1b{WCrm@4$ zQ(1)2S6{CRhJFeBF;HY8`qd)TfgY>WZ;2-KBk-%c6X8RiuWtGq`5d`pakw*bpwFVX zBk;Wo>le5O5`80~TN9r?l)EtPc|fD!Y%9RR_;+^p zcp~h^QX*DzDDb?VJlVZw%|o+9j(s{V4BHzUP!PB#H#5GX_X#yu!&2R6Z}bkt!1%`w z;&lM*hK%*`!3E@V4f07uKLPh3kXxlZNN5IZbq*CrHRO{Cwj6Ny&i$E~5}k;T{UijC5n!}weCA<%aNGmjQDbOl9e=d@3X@RB=vi0q`@h)T z-SyAHXW8AFL)ze)Bu{;N=&Y%%Bt=B^&Cb(~QVI|tF;_8Q1v-;HGd=Q58BG{1e!yH0 z-0{aQOsa6NPk#O!5>XnQJkDRAnDaeJR2cfh)m6#^!~^*lVnMBBje)(es9`vsu{Tn} z-lr=mku6^ydW=xR8RJSQ|817J3eyV==-aQ4(fJq$h)4+Xe^}yM0R85nI zbpjDXz_Y-vKEZ2UJbXyf7!$!kVHs-(8$cXP-&bjIu(Hw#6C6G(kOX9ZoWU<@k+q-DvXiL6LIywjlEo&x zt*ZS0q*XVUJ7S#e|FUr3eI5&rvkN!@a|Xl0U5DL^y69IGO1 zy^HhL9RQ?xL~K2ATeEHwW?P5AC?y`Ihyk@Yt294e1wRmY%_B}iar(}%`E@A{kGr`Q zf{-%=1(z!!_Wa;bdk|%pw@A1&V?)Dpfso)Z9&`^|2xxHlCd0s4&RfCY-+?$p5kd@X z55vLpA&~Z(jusHB2$u@9Cv5?z(Oxyc%Z@~K06(W{IAj&);G6@c30KJII}!g~Br7hC z1bYV8FE33MalkMg5Cs)dXHaW`An~txep!~lhEVY--CDBhknLbw$-6R`V*u|?uyL>E zPRt4ewnFCmz`KjIo|Zpc}QLWf085h{Bwq} z1}{TE%&1OXxjr720N@j$LK4EURWHFbwdx#s zMa~oUCRTrDw{0$8EWSZJQdR1;s6*hTGr#3r!w z*Hkqy{y6vW^VhU;zRnnaK!-g^4@3t(NLomm>$2+G|Iona8b4b}sgcol;{D`DO-es= zii$IhtSfSC%)I1o8&fVERI^=g**Pq<#x?&gOn2nna}4wX3~l=+f=qGQ?o$q6ydpUF(h5I^i%vwl5J zUe6Osfk$4)_}cngQ!d?pjBT=cId@9tPRgSju_(g)WOZc)+Z*~FTb z0wI^TmlxwSXWTItw$}$^a)$zRp=Ip3#uc3zqPmR1<= zJ!4WI7ng4d(;)^qp7CCkBrav;j~T>o0fU|7vFhCB#=6x9LFpx>09`!8X+c%ZmH0@J zf&gZMQtRf@E1gGB9-_oxh|qzws8}K;3=lNs{aHIhUBc(M@XISd)kNxt!;_FD=PE6% zSe}z=uG|x*^29ggU*F@5yz)mTaH;>v@+j2&qD~6UX~~++aX>;Lo^N0%AIaC4nztnN zqCOgKtaXMB3UpPW;8o7g&rv!!$8ZBq<|PtNrf>-(tNN#kabbTNmux4rMj)b%{cB&cox9FXr;mK|zf8_kDhO4*)3kwanZPDZ=t@Zn+@qyG8=lewa1Y zq?=!cA=E6Jj(mexa>@;UFhaxXc!Qc3dY65|47oD-%Ovxwi>^ol$s}1CK0*d7N}`aF z?vTIM(f7_q^#U&mhOU7hjbIUJD9^H;kojmAOg>m^yLbG;YpPBX$+gKfsPV3WEQx zshzD%lUi1M1G~7uUgxb=K4D3cYZ=cZ}m2Pd3(^@y?*PjYhzA&PbPQ6qVwy>NCB`> z9aGaah@gjsg|}gzHJU0X0oFeb2;jDQGO$BLgdJ=5HC*c!xcoCU6oFqsgF0G5$8iyc z*}x=gzA=bJ76ygGVaM@9FRnH$T(f4)<82ON1MlR${r$Nx@%vw|0($a!W%w2*$)St= z_U+rRC?GMK6CBigt7A2rWt6VFlM(N8FZxRQ)nxkNl%<5#*3JWo3m> z_Ftcxutf=S5gTL!3=-=~wK4OsMVx zqCR#ad^ns_0GgExwwjuou3o)b%zV+{pXux5eY|BNWt6e3Tag#(t6v5?-?drvnwiuC4g_Z3u0>2k3sco&NJruh`0+ zu}DJi)YsP^i1+mKQ_~BIirR^#O+gn=3h$Q-cAZpTqn0Z z&a1EAVA`B@46DEXaak`hq#1K%F{F9he^&rU99KXbM#P8&BTu6p z6%b%SvW9!GLC|E=A%6Z-f4a|KA}-R9mSV2#T?Y%leJJ)*u2d|1@!|zWFvCg%KPK+v zBnm?O0}O2blZqM6*Kvv z$cu~t+w*UC@)ct`@BB~Sy*)SPd*u*o@)ta3O@1o*Tpsm^FTsql&l}xr)-;V z3!!58^*>)%X(s|5>YZ0%r|v%r4t7Ty`!5V_hn)Nb*aFwb`kNHeApU)TuBR@3th}-^ z9~^l3Y&*+1txOiw(~93)cZ!K|fNJ6D>$`sQQ5zRnM?D2nRgZ%jhtw?;A6(|vWTd+i zjN{gz&#Zgr*vSYB#&CCxt}dPc`(xRvRi_|jxzN`7JFRpv>nZ{yjtA8Wv|v@S{3) z>C#RZ_PGg~Ht#m~B^QFb@nB})JHiV#O#zA|hOx*a>BvE0Y{WyR&6^M{B=D5(8jCnh zY`|5QS5*9kNAfgsWMDWG7KJV`F?*bT_6Z&ZXqjh+i4qhSIIp}yQ$@S~%a_|Yo<8A< z55wRzebkfjp??m`71_bQ2DoDoGFTI##TV1q!?&4IQh*CUIC z6fG?+bTTP;y33fDJbY1LtPwQ%fT6~s0GL%0`er6NKklBHJ&(AsmYI1mi0yyvO|Kfm2O&Em^j|y?_5cYhV{Pf;Sj@izzyg*KCtKeo{%* zHhA&Z5-w&ao&BXbs{bx1*os+o`hCu)ZQ`UK7SgZUWRZUi&;A!zw~c|3Q8?^wxms4o zq@f2-aRH$u->yMuu)BuaJ0wk&yku}Zz@Omi8ZAN_I(rcKgmLt9&)afxh>P5$_e{G;;o+<$H3;+SgOBcg3e z3;PzhegD_2@O!V#-MLuHgy_2`W}|@8aW3zLlmiD3GS^<#(?d61B{9L{g;%=c%LsHgCNJ#v7|NaR*J-w&nP>8@1dF2KguO zVXB`C7#;{(+YTN29VQQ6d;@)bZWyPb1KgrM$I<@A3*f>P_!lgyzp!iI7I5tB*_GrL zLfXC+zxDd{>&3P3uPub7a_hhVF^UVr?mvC*+-vkGo<>LCLG~1e%Voa4duBV*md!tI z37=p6#hgV~u3UKycrPa>XI@hiyD#5)-bXYpaEg}mYG*A2poc7x#2Bzbo(P%m#2>2e z27JKE%37ak&4*ff@ro5IHi|J_`R&Z)XD5bK3U(UmGp7r%p+4RdpI=C&y?=lU}L zyQt|E{+JU?YM41-p z%5##&_CC{fX*x6KHzsrD#gS-ZGjSEiKEu@)BsxU=M#_rd&`@Qf9yu-kAgk66 zxk(3QO>MbndCSp>TQjc>{NzkThuq@RzH5d4> zi<&;xkIye@Pb}4QXmv7S_wIENFJfbJMlJyBwL5m)Ksj56S50I~2o-)yI2Q}6k~nqw zEuZ1KO1a)aMOw_=g+>D+OcC57D3wLyaP@}|1snsf?0Mk{=6+hupQD@OP%=cKgOFB| z3JVK^*%0^7E$R;qC4;D5W1PBB+)c2N0m$==+&(IJ-8nZ2KCqOw@Pj#Q5RYeV{A}a{ zD$r+_GwskgARvILOD*Tjof}zs-|l18vyN;y#+1Z)pB|ogi=SwRX%8`LAEateJG%?? z-K}HhojF^!`%g!E%>F&+u3vc3;`4mqT4oWIl088xoj}ZMk!(b{5&iWOl600ddGcg~ zDxEY3zd^S|w{HF{HhI{Jk$&+`9k(z5fuwVEYy+o#1)77pv;t~ujrNYl*9@RZ$J^71 znO05>{3m58hL@(z2o>)+Z_4?&e8xN9Riu1omz&O;mQs(cQ$=!NrB`sa zuNE^PqKl->E;9>^m@!SXXJZ_SmC2+szEKQXc%GwUtZX;siqZuthXr37PpT%Qo#s%fN-G$BtSTwDZ{I${)htCzmRV(R znu*1!RejS!i-uJE`ZULK+Kd_MXV0F^XB19(IhCXfb1Rgst*y&Y4n0=yu{y-5(Llsh zltP-neXXtK!YEZraYd;Nsy6l44fpJImCJ_&2@oYYar~@H47oT{Us4tK=1zL)>u>pC z*YV8E=O0YGt@e!ayF$2S(U|alKl$J}gb_7K8EBm0>gDOVwMSZJ|2xnEF@O@uDT|5u z$&IveYDg=pt0Qz$4jFGhY?Td>ry+^c-HD;Al@Yi1tXsEEa$2=|wXTEyNv?IW1Q)5+ z)z#%QEkVS;M9ZpkW*tkt{S!a$LZ8_wIc@Lz%eZ8FnokvErDbJa=S|aY!e;J}oQ(QR z8=HKVVPUKsn{C_K!GUkxcU(8*>~)?tZJH`aF`qr5ew)et8oYP$?yEn(_DQ`sCUHY% z(sVojp+%Pl9+GPl5T#OWS!zkjPz@;$6ydgh#ck#st1@;sWb)+Y=*Mm39eahU%1*y{ zqG!3Lawpe!EN7+H7_V!5@yy{O-aQ$2NKb-FshupM^~UR-U9z`D8&*|~IFR*WKa=80 zZrv)Nvfa3Q_s=(yy}G3SS)n2D+x6?i$%esGri|M=n);sWNSy)$JHX3s(HrFFvG~By zH|uAQ^V6aD8Gmwyf$VgDFW($KNl^m(4i!)7>#HyAWzvi&Gf3$MZSv;vnod(F(s%gs$$5G4CkQ!hMzY)s+r z$^?-@%{4=M+6J9>10G5iizB8^pRT5-r$@FlwYF}}HZw3WON)Qr7{gLedw9Z<^cP7% zPmIaA{jN6Pr@59N8eFD76#ecEhf`Mj-06LU(MYB?Hk$0=X*c()aj#JDj2QvvgVQ`F zWxi3G+f)}0-Zg?*UeNf_@>-JP29m|d-S!6Gq1~X9Z43?L$URCDO;HxJ`t1KT)Z_sZ zH7yTsOYGLUv+wwkAIm0W&$E{Hj!7C)LV_FE?o%d1O^J1;=H^P2(N2^Q&#OppNQJzwND!mn+d!WXB(OB(eVlb*+!iy)o~z5{Rg_)|06_UTif zd(MJYU6!5gK*xVi;wml10hJrw|KgV^Nt7}AcZ=<_pw{K-+g}y5(br$WARra$_VJ97 zxnFj0H!CQ(5CPH{Xc`CjObRvQRvmOB11&p!y8qFM zXJT&O_C>N$#>kL<{J6*{H<-=%vb;Rrr0Wt>kF&Wg7i<{Qyr-M2wlOB>ZbGjl+iHK6 z#Fd%XHw!$(Es3mx6L^d-)dHL)dK~D21|)5qrTB-{@}O~PZMj~7w7+lU+semh^hkKt zV;Ll-?5w?U+qO8kTC(P3?nbEx?uliAGU;wNBhupS_;bIoJOk#xH%1#=h3jT(f47s# zt0xb2lh6O~_b4Ra7BQy5%tfm`bLdr2x6!+#>UpY3+>>1N%YDCi#we za&4fz-R*ZdFHWvsWtGh@FsMHVyb{NilDa2k|6(Q@6RS45-|z}63{Bj5W`0!%dQyr{ zjGi)OO2XWoJ9i?eDo{}ehljVOW1DuQrP_MsmQCXs>|=ywUJnK?;^V6uS~CKT!a5$3 zj|8e%G}eO?zT=d@5W5?3ucY3<1IHQTU?Lo z<}fBSZ1vwZK6j(?fBE@NGGT1-IOkL^uZpXr(rVUG#G9I$nvR9T^?dDMnR@?6l$D>( zmZ-xte6FZE-=qojQPtF338QoK;kcIaLC54fLAy#4^upfsz;VBZh53nZSwXYIt2>7b zxuK;eJr9Sulb~{=RcoSMtBymAN#f9GhhYzi5yZQ8+wJGhSXK-8kbc{oLeBtK#%9ki zc>Fjg#kI3p-?2O18*ssbvb5k!ea4l9u~7$a4eXYkOZR~@T2g-0p#>Y7L-@{9$tBbq zp!et4SJF?Pwmq@7*LA(XxAGQYLxM_=t6QyGZ9k?@pFY9l3QB5G5sVz?m1gJf7wg_x z*QkAab2~c`!gn3~(ENyci^(wxN=iz`17|5SQ)N<|+l-O@T0J8A7~Cx`D(;nRb0ZtJ zxrTw*r7Qwj`XbdeL{XhLgi0a)F@8Jc)zmI^|l%A2ZZxf@=-45fm#{IYYUd_9h!QmE$d$vgB8MX`5qn{g(f8q=yaN(=BKHjiwT92T48v;_f0dFG8kGvxwgK(;ciJqI8EW zipkA&r2E8Tp8Nj4`MX#+0G#FG-q6rXB$uo+(k+!Edy| zr;**ec5T5Y_w3nIMvgx7Fhw4FRj&0XA5uf<9z9&Tfri{r1>O_4W0pl)DJZ&iK?XswY^bp_&LrlN)oi#L=XF z@og*%@S_1q`A0=yJN8@Sr(X^S<#u3bR1CZi18i-)S3uUZn>TNsh{9}djV-qRnaT(} zDn)_0OTPo>s;B2l?%li0NIQArgV7++Ws6WZ_IDu#1&OiLUuZqV+S z=+^^}uDnH4UxT||1YDYg#?=HS*!%oF(2x`q{jK4Tl75&w>>$NdV`T6(AI`K$jCa#k zcCIvakAganZ2q?7KjMq|ApPyeC**Sf<6WUVGN zm?bz-|3PvrOHJ(pjMHx0HXa(>89q3-`I`eX47*Rc>>f^et|Y@h}8(_7Etply87a|A?eP-NNW$b;=e*KP?4(>d6 z-{IM#MPQC4hR`b|iI6}HtNHt{_JZrNuuyGmY&5Iv;uoN}WUSy#LvX~nfOb{D>CO`- zOz7FWw;tDbSkDACA+6{+xSdqkTbM-jTw`+JVR~k!RUL84Ki*_gEY}F?i?<=b0<~rg zezVf|?`Ag8!LZ%6Kigvrr#VM%Rr3pPDVm-VGAge zECd_j!t`2Y7#@L~CdD13H8H!Jq>Ut0s2RIzh<4TNW8-f>J0%*fS>!*)<}O|04D_dr z*P9t09!t;I$SkI!T&&bi8yvQ0b}#B97bG+!(CRPSVFdAT6y&X~W#YByU}4GvF- z60?($k&!AdS?3f@Y%gnb?s|FB)TLWjzp9#odTp+B=2M7j{FTTjp8S--9M-!z;Q^_%pZ3I+tt zEMm@_6(>*jrJ63(JhYL>G?}_o{VlO}eM!k!g4r<3px8(wCo}mhymO^5UM!~o%>VOG z!SEa;AmKuku{+L}Og)6PF?LA!ojZ2~M^l4sMd$!3!n(kDiJLhR|`sB&E zX+yFTzZPD;ysbR_ha6`qvo*gFst6 zav=la(0(TbNBIZ+_2kL9`wI$Rnd4@7&hRN0Sa^0rD-#ow?K^fPlacOcMVeDdX!NM6 zteiOQ8O7bs{=cn4uN~hJkcW+TT-Awf)-d=1EE2s89akzPZU_a4g~;HlDGbw&d{^J; zl~{(Hc|#e+6SE=|a9_swTE$XNdc5fLeKR*6Lse;IVz0lUqvOgwdpa1Kn9!THj7BSJ zju3%%GA6gIeD_XAPj6qkD6Kh~1b0BM_<2Ay%EdzBP4d2dJ{K1G^%J!=SJ};GFYP4* z)YI_Rl3*q954>RkzcM4D%tZ)MUAuNwxy!A(r@thZlZ}NwEmSRmt^{fY5U$Q(tL|@s zqL4u|8hl?%vTqBiPxwQ9Xo3Q)i{1NdrGyf+J=?LKX=Ph(c12_K4RaedOc2>uu3fu? zEi9JzB_xyDMm%W7gBEBLPcG8?uYSZ46+-bh51en4xdCs$te2{ATq_}85-;V>DleM! z7TW9vGq$8W;=+UY?`xK#KDVJZY);iv6PTNNyln#eTqr3?&+CO>HEzQOElP6VPzOQK zRVR)N4egBoBl7P*+s=HDsRGd~e;7OKQBG8EvcD#jDq2=Bc}`{66S~}2;L9c%toZox zqsvt}lYtHD1Kv=*q9#rwAVwudW0{lduRayfR@K{+kYZ5P&6#$!x@mEH#m zLpO$7i394wCjd_y)z?(uz(rH%P)-k@CC;QSbr>%f(zLb6Uq7Ec;e=Cx8ocz)8^ll5 zsGENbKqALKrz{aIEJjB7ZDClN*ekT3)zcJVH{-U&jY&V&MBWYkjTySmqep9sFTi#* z^zc=Xk&3xbY#j@pcs9Ic%a#kGq7)=e?2v~yCccMq5?UnxXog7!v6rL=Rp zjUPWgZCHVTbx=c+)49(-`>$QQHhAjP%ZSW3qDOA;sQ_66v(@JLix-hEujn9rUkwTr zIt=c=?wz-CJMVJ_!wdBlx80VzHezFRQEu7t1#QF!e>&CyYt5rc+xqtE<-%_Ayz?t$ zf?&Bz!!Nt_5GpBU2%B&v1=-f=PasixP%Vn%mXM&c-`kQj*OQVAjCZ1>mIh5hG9cY5 zvDtkOjcZMrNyBLi=xD!b4MG{XdR2}1Lv8GY$0>uhlF+GB4FksY+i;Jd0W|fR^X{Pm zch$+<%q{>*%8Su7_rZGg?Atf-ddI&3q`c8>)1Q4;hujCkZ$-Sg)cW?ZppIMvJ2$?V zqkVSdyVElt=*qIb9^HiTL;*-+)NiKIS#fwWJ4SzrOdDQs@XC_t`QK6*2pqzOr+!$z za^G;+1;colQ2uWzQG5hwJV^T$f>3)o$R{(7&<(RBIW%dODMKFC7=z@+poWd)WR*DSM_F(C=`4z{pxZH)2BYFI zuMM151|sF7T^NvB0%6fmOC%hIKZuC8ocAxZ5U94SMW1a1(gqR>U{_o2NV~f@(BLF- zIE4y^Z9%S&?v;+=%?}9`~TK~uhxPzgC{A4qy?Ls z&-6VVZEYFxnB0^2VwJ8aAH4kO4+xT;)}2ADOnmwc@mf3D91^Pg8`RDr69 z^llJOCCvZdzkk2egbD5Q9@*xIB`1y#7%*TjQmCly>9AQ&XN0ibykgRQjy2^N!n69ba%#C6eD17B~!zUpcI-Y6FbE8i7yzSBuZp)p;yd z(TO8iTkMAkv^wh}kZ7Zlf+Fegr)44FFhkK3m_ z&7n#t6jiG0-o^i$+m87gY)VJ=CP<*niB14 zC8*y5W1*e&*tpi*%=;vXUCI;98kMWOnoTag;&9-pwZ3%B6uYfzLf7ejJoK}W~HGD8>n$M=K$Kne?wskPp`X_F+e z)p~5CmB-b!K+$#f#GC~>(am4`bA`k@1dKNBz6usS6?#dBC!E%l5aArJ==tS63TcBs zr>wM8h7aHcnq7|*@5pKfWSBhAxPk=xQR`+PHT2X0MTimt<$K_zf!|M%%BD|eR-e^M zLQ17YP<;!RW3`3J8G6c6RZ%dP$bTVtcBq!?>5bT8ctRHf=t|r^pK-Y#0L7?)%gO0d zFwxy(`sqF+A-&l$EA|O6DJpWod1WwUzX@)!o16T4kxGQA5Q1~#jvZ>w z+Aj<2zRg$GH8b-gcy^GTE|8YevyyT#At^}<0$(cXsHhz*DsNSP#bI?_ZZrv%odFz@ z(~wRx*%%sgkA8D-{>3Zww zp+N>?vlMa;V{bL*&;P7gF!D;*57vLRH@=?aI2`5&#$)V}fWEQCaPj6=R_fdx+{5=L z?(uR7%N(-@qVMPDcAle0+t>~JUZs0?@J~8)a8ZpQi<%elv+w6b%}xjhL^xX|xQ{y~mDe!6>vc9*~}QMOXHwY4_^J(7fEQnQZ4a+267&mQk7tU72#jAop8i zcNp~&u0sWGPGY8bmur!AuWp!2GVDD0jm_(8y*lu8r~%s?*ZR3_Jz-`hx8TZ{LL}cZ zXr&pMd!=~7YL`Ffz@>fPPDW8&plS@?c?-+nDasa4=@R&tJ>gAoL2DN0c0$OMB6 zg%-NwdG{mF?LC`K+Gy8*-aK{o><_xRJFVn;uHR9yoGv~MdVovCHLBkfr?GUY9!^&p z12WGinpNFRJWw^a;+je95(_S8n6%jsFbknQ997IF==_(b->de-HwwYi>%Kl|%&c=T z_;ghk-4q5nWIOMxAjO)qIZs(jzuNO{b)fjjUm+Z)`^Tqh2}I2Qy;^Zv?w+|MY8!Ef zeiOk}^awg{Ob&D*MfGEOFg$;{%X2L#BozqD=N-ZdzwBb*Th z&(Zu&ZzW-ImBteqvQAgsHug3&;G5(%?DQJRCt2$_2&cIk8!IA-ay-E`tP} z1e+~TJ}+27ij0ix!ko)-)~{Z@G95UOsM%KCVOZ)C^D)Eb?cy+`Q=xbt`LX^6FE)=E zB5Z@=$zo@lq{STGVET4~rP-n0RL?Ac=geC;jo!b1Uu7_cBZC=XIc1jX>&@4ix6OQ3 z#dzYEy%<|kYrE@d|EL4gviWedB)a1U_Cv~OPnAd4u(L|0#Cs2@vOSM^NGsjsV~ zC|l_f(8bKVH#CLzmC$js?uXri$<)*P@buA5*meN9LeAHMeOG|JI&IskwQk+I zAv3k?^=kqCxXN4^s(C?`(VBg!sj+sGFXd4PaSUr~vcfi3G&VF?<~)erhMD2ZhPS*{ zjXOc$aN352g)`Z})B9N9;QJ3AltI{I5gpgI?uXaP_XzQ*9%wGCkK`oZEB$uw+J#RE zg4MF4)%#q)n+M$NK( z#Okm%HZSEEC1f6tvz_kK=S(Ay;{(hTy*{YQ^p zaHK_b0H1y%J;e3!_zagaU(+I8%5FMeP5_?pQCK}_@f|7>D8FD~fv;SSkSk{AAs6b8 zAEphbq`Vi)OBQU~nN!``+y91{CDvY3SlnxcrFG7Xk^>CVc|5Z?!yao` z5iTpxi(ToMg@6g(RX~x-9q}82Eg)?*zbu3fwAl4Qix&?%8hFmC`3YQU-lMW!Pv4Er zS@=mEv<0$f^uB*Wfu}_;`f{)a39g8g7yBm3F?xMc^tUs&--)t^Q47?D!k+{oc9F1a zhXD~5sZGFp)`ObPuc)7Jy#V%+Qv{sm$f&%rotPyoxk{24KeQ!$tNwK`kg2L7Zh=+6 zSc7)2&0t$l@SRas^gATogdE$frR9j+?GmKMG~7u~bE2dz*;OJ6fBf{xj)B?6Tof~Q z33WR>aUAy~NDCZV(SY=}8YWAzmURr>CpYG%SR;@ArNN7SDL4^SD}b<}Nq4urgq*v-aw*4OQFD z1J1-xLT3`<2Vkf(JRgZ?JA)x^o=@=$#qQ0DVp<&cpx=O2raFFYsgQ6KC^LLVkg1{y zWt5j}$BwoXz&af|tjFT)GG@%N+iLq$gk4K8Nqmi(+~%)ZA`IgsWs=xx{&gpgJ5P6! zK<0TTkp6)jb8mWJqv8$?fC1<}Z%FsjcMDGO!Uj@N-uOrUpkf?Aa|wi9>Fd}2!MZP4 z^JL0*VMU`BEko7E2qa9x)LM|0F5nGGg5$fuz_xU*y%4Ab4P!aXA+R!*^T2g=9dKdv zxbv-eZM(ke^hea^Ha9tnlf`#U&&XJ2swzCQbLRBncn)FOMX!@TDB|*aJk_oNk%}1A zF#&WJ#n_2o?r8#+1hGbb)iyAQ1;-RndqBxse(o3D__~|$N)o4B;Zwx(B40knfQ{_I zN(&xHYv2AEB)OrqG@zu2(Rzz%+y=w0KuY6e$3Pxqe*~l}dZ(S3_=sD4bfB?>OpACS z&?v&wg8J%CR0`F|d~1#DQto%ED=NBsw+%QzNQ}Ha;iui;_{|8Xju87Iq3k%mBBu-P zM>uoo2|%}P3FufUSnS!eBVXU_f*#WG?%lgs&^+QF{hS%9Hacm@I!F*cSqNwDBSu_6 zCRmPm(FzAz>|N0J1=LL8krP0hUjmEghNjzC_iha(l8dV>#D8)wKw)d1R3pYK&cG6I?2+DM;)?YsvQ-$ho_9JavCP_usz8v8; zbg01U@Jq3qH|q&9($H|5V)4Br6Abxr`5gOn`T@8=+Zg>*teH?NVeAaYFXiEA=gEgE zjo_tVZ*GCiC73+H{JwhocH4~RXQCHH=+Y!4q4N^X)SU(--vBnDU%KmO6jVj0KB zW1&wcS7xpIY;5j*B+lsD~vWx;nJIno;AvS>5FxmepNg|kC3 zRYMbssOQP^2vE)(0lTQ$P{2KXL|KL5?JzPRQu7Al5c#1&SHY+V|8F(3YqlR&lo1Zv za=hvxuOi_D#|H#F$Fy^aCB_-yGp&KW^aA^nuvSKv7a2T0J6D5(sDRgUL+;mI80>xB z&AxnI6#8#Um05~<{=olo-}Ha0xaIbLF>e2VK0ve9%D^`{hZiM25bcR0hK_bS>Jl9D FKLDV Date: Sun, 15 Mar 2026 22:00:30 -0400 Subject: [PATCH 4/6] Regenerate equivalence plot without residuals panel --- gpu_cpu_equivalence.png | Bin 172545 -> 109659 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git a/gpu_cpu_equivalence.png b/gpu_cpu_equivalence.png index f07a6f466978fd75a4b275becee60b52d8c96988..2f6f128548aa4c9ad03b63de1bfe0940e42b3cf0 100644 GIT binary patch literal 109659 zcmeFZc|2GD_dR-$Qd9~lC8Pm`21N*olzB`k6iEn?Au?5zA(c>>=P4m&D49i3Dnk-Q z=1iIA>8@v=&+mJG_x^YPzCVxmP||swbDsOT_u6Z%{q#{+Ram`>V--bFt52Sg)1)W{ z7K);M!>}CR>G2!q!~ewX+wKws>>7&#$Ygsp0s@z{KRKyi;ptR_f(4wqp76K5c8K z*~fxsHyEX~3dO|4O!uW`e0^RW1kB`e`7!xWA7tvrV8uP#;BI_lIv zvTkiFyW9U(U};mF!h<`?JImrv25KjI-MyQ-aOBzCKvVYaRwu7JcZ@ne1mGh*Lqay4 zJ9qADqRQqgO<5~t86x`ThTD$a+bp`KrKRP?ix(boalD}-X1BQ9rfJTcIYV!-DC(0l znRfl>%C&2SC-S;_@M(>2uI)-xjqp8{rdLu?ky!lxWcf?qJbz;&qrJuzOw+TorBzj{ za&mH#&*lnsSBKrLudkQg!&6YrI%Q%#ni={2b?NSb#pAk7Io08ZuW<)f?!EfEczuW{ ziM!yfyso+)BvySd{dj5eRKiiHy`w`XamV)U+&nxqxz?=}_cMAD^&~J(?GlS5WAvQD1+EBy;ql3?^J#oZFgY0+>c$%zK>NkLfor5Otb@+ z_4M-cs@Oj{@Z)yOvAg(GmD#_zCo#vrTRulf+@0wE-tngs`P~^7dLZfBg9Ir?p6Wr%I^j^z`-9XU`g!dae|+?PS<0<>HO+ zNV-fjC#go1W|`Hg$H>xOG&MC|n4NfS-~YJb?OxN7IcaNEa!*}ZuXKqo^ z+^f4ieLt0y&9yCyDg62Q=70hpcdXF`W8>Q?T1m9jPSx<_u@e$x5yrbO?4?00*PJ!4jXycPFx5&! zxw*MrpC0BxM!2(vQ@psYj%9LklB57!{>9ZcS;_0e)Nb8$&x8b%LX)tturll*B#9R} zImZ(egZJVAw@5fJEnn`W|G{ajn@2+8t=y9l%g0ZjdjI|PmUsXD_4`AZ7&q)GM#Sv9 z^l4-L^D`_$LPA&V?d7qk`|wiF6}fSS9kRTYmX=nrfA#9s34=x^CiDsl3ez()ZC_)K z{i#i0q<;6-B~5odF;ukJ*NWW0z|+$BeT(|Y;cMMYw{G1!fBw8jrt$mkFoVUs^(tJ) zjvdRMdHL$qz6+(x7axkKgMU;DYw{mpE_T0ZxiJaA>r6Q-dkt> zF+{{{y+MI9JqrsfoOmS6)s-Elzi=y|?MWa_lOFnb9utfR+AWR*|JGO}3KG46{qE2QU#>8NPE zY;!S}>Am6M;aT1L_U$Wa%rv&?t=;iDFK>f+;p)wYK-L;>e&ip##XT16S`}fBE4QZ4IqAS{UZc@OEwaDyQXg)OOlImX5{6Ei5&$!`)d&appFJ(ld5Q%#6Q)1uK_0P`EjdZ;C5=!F3 zsv|$+pZHw@*=9dq@54iC{_0W<7rRMAx4gKljPBB=Y9s$p=YL&p% zh1j^b%nN19DH*R-Y|PBe(bo*HXP<_KZnz$4UFx9GQ=6c)@t`@YfNna|?%lhwtzs2} z1<3Xu8Ez|c8M}M;Zb!!h={tAtu25D{Y3u9r#RHtAVJW-2_O9~IV|a-=qn|?$Dw*$U z>U^RqrDAjOR(-wp=`&}J?hNc5Up9xRz+Im=GK!sy=xTMF6V%JO;mHwCV)Inl%-;<+i~=!6PL@9UZq(W{k$Vt2qqocsz@Tik9xT6x@h& znHj}jx{Z}38S_(^=-SH4N_vA`zD7nyFWi^hsNxqF%6zp?xh>9*sr3%sq+9V!#n{T~ zK6W=9b$`p@TgY3qPiQE*GRWySwh0w3UWw`7!oqUxA_Sd%0!6Ulj37+Z2bE5 z>*DX<*>5jjT{=6_9}pQCY0bGxiQ#5(v5bgy%N7R*hZiqj-oh&=M2gtHV@Fq*^nn8` zyHvxAJy)`*XBZr5{PCmYKZp)Rb6@x82tQBHW&Sf|Wn~GL>o#s=pc->5HzNF*{gt1a9BgZE zr&Ur?s!!ISLy#Ujb?R}@F4R!uW|=g-?DLkEtIwW2n`QNj12^@-(G5}XRN7sN^$GRIhB9bTqZJyfQO0DQ*FsXWCb~tQub&rI;x>b@hi8c7`q^UO`sx?{k`u zS>yXjPE~btGc#<->2Kb=DgE_JpJGPXd=H&O)YZD6%s&&cY=7rdE20vGSHhNTCCf1K zQMl;DjOpj_Gr#9E0)~@Z*(NQBhHaecbCUc|sZDqh>TTG>Waj9oiJLs;cU?0|&H> zXAU1e9E*)(-rSGcK5BV;CT-Wu_wVS;aKJH(=ccx{FaO|~3O}Y=Ev@6^6bwCN`Rrg63M|9w)!)RH<^io#1$G}g zbjmnS;lb9F`h&c@aWZ4i&b&&bxXrOn+{lbVrhYBiVGS{-sgVIv2J`5uLxfj&cpbE=jG<%et*=bbbPobCO)?D`v2 zI=j0cpE&Y4{4np8D_2G>-7}Wb{XU|=$^n;&eEwcnrxh;cs@HEl)t^!HId{>@%BmgP z(7ZqTb;h||tB8$aSEDOz5kcD{rQOqWwv@XTKR@$I$Yx9w`tuOSedmoSJ)t*uPTT?&iRw~xX@9e>p@)a|?=OAGb1Z)7_N`m-Jk@8j&AqUFcqApa ztXxS@aWUTiKKs6U+12)oK=CKtQ*Rg*ZqHxYEMEg4p6M{Chi>lt_@A2TxuK$w_HstF z0v%`tFE_s6*}s4P-YboJvxjcG5C5idp6K%$AGaf@y0o<{TqRr|O85kJU z^}Z)mx3+Ro1nA-(%#iH#|M&!hA)`xJ8EwfmA(dwcuUxk<|_ zKVH(KD^NIoeEIQv8*he*T5ouLA6xU!w^Vj?5p-HwS}r5y>Be%Z$(x<04k)cvLt3Q7}j<}0Y3PiW` zU}0{G7e8iWWAoakW4YUG?=GY!JrhrFJRHF&re7kx{QXyxCa(W`2CtOVR)q8P#CJoD z^mB)io@1`{eD?P7;U9LU<<35a3Xk&A7i3y;i@ug6p`xNb$Y-%DS%_m&T-zUL)GRzd;O8(<6UZqZ$wfKAh*!p$)p}=SoJq zK8_$hQafE2=MU>;UA~E%FZ=e54UqXAt`+d`p~s4~ThF6oL(>*E2%vP~)6;!duU_TLaoUiJ9XPt5iHYfVZ*NK_lbV`Z zZ?5iBhxJ%OA^kjVJbYqeBIzOiwiNgw<`A4~aE0;*(u;frwnqa2lh1d53i(i3d9=uF z;cEN4m6Gm@Tab%MTZk2B;8|8U-Oh+rmbW+q>|0Woq(+*2g8i`qsIJfJ9h-{Wi$r|Y zZ5nt*McENK^0v17w{UW1UaIE!S?IbMKS!D#B)3f4E=3WGhCQtT*H&2!G-lRb-bcEa zt5^3L853ah4`d)Mz4u#&;i&|zVl5lvr_ zA6%jgqEL?<{{Hkqjpq>&VI{GFMvrVZbGas#o;1AZmC&87 zIQ`;0&8O<>fbj5pXazSodEUZO7=s&`?hI7BicS`&om^A@tphzZ(44z=^Pwv;cvs9^ zTo0n$W>4ygzI7Zrj#UJ5GL3Rgbm+VT+#HA3fQP<=8b}H@!kB~wYEXayBf(Doah-ck zzo3fdM;WPTv=;=!1AZbK-A6k_-XnUTy1ej&Z1+Q=q6#R(RHwf(0snH=JPQ^32`1J! zx&Z81TPF)9U{8*%{icxLecw`RwVXj?D5@Dh>He@xmceGI0VEea3jV&e77T?nq z>(F0srx@7TpU_I{gmabeNL}g?H>Mg+ z7rHE?Te0FUZEiLwij*U(xunina#*S@Pd6ygqnLN@+{qEusI08a3KoY}eJLo%B-P-CR%D9$Zm0R_%&WGx>#29s zBOTd~Gkjc*tl6|*&O*FA$?~8pK>t%I*Sw~r$iPRB;_X~#$7{qh@bqRszx-%!W~5^A z()B*7hqr=y%1YER1tl@_*P_dy)d4S_g_0}xWjpwn5oDJDusnVAqR({ceP!;}T@5K( z3jK9G2`SOMEUfPjrE4YKr??U9_K{IJ3n4pwdAToh&=^k-w`p?NzmG!#Vx*&^qq)4b zYrCkZF4M-nG88koGB#XTGc>(%=N>^pvh{VUPN=A`rKhLUdI00uWPa}eRGdlod&J7Y zAy8ce3TGQ$?T%^?S;3QMybd=g$jh&kkdUB}S+;!nGi7&I!xSNZW?522#Z`Cg+LfyO zWQdOP27*cDTzSIANrZFvSlsFF0MRMRUp{o@47j1}!2p8nTCQvfA&l4`K^879;RQ=m)1-a+R#rj)df(hujoJk;(<05EE^<49 z3Vt^{d<#{~ZssNmM{CV%bef$l1 z{DpJ6&4&b@fv6$e35vp#$Z25d3RFd1U55L08ly{XWEd7 z8gs3=sNc8ON=?{a4(8c(L9<-pP zgwDN=&fJRPS&rS6)$rrPhZD1N028Ot?NYx1Pdy(zc+e!tCZJsm{Je&0d}+ey$*k8i zl7|M-%rKz!G7WC*a&wNL+e{a`=bby-kW3IlrFiU2^z~>lWEgIOEKnS3adS1WMUSJ` zlQ1okXCzg=dGs~&AWsj7NkWR*Io-kMjYYT3PoON%$q0hsSG z1()%mx?0|!+Iy+e(};JbIxz{ z6qv-AoS~H0k|?UeS2v&11|6szc1We`1{QPt@2|}=Er+&>T5UlCqEm|&PL<nfl0ZXJFf1E;kP^FM8_4-1#?YXLA*Kj}qQbQ(QjV{99>Kl-o0# zO-eVG2D-ZNBg)D_$IVfOw#DYIxc!f^T#OSk$Y-#yu*i-=NinN#ex|eg!^Qph2dFF> zFLipjY;D5#mG`zBUXSu4>|g#>(e1)4paCH*kx8pp-?(wZtnu`lJo|oH%Bm&b2XvN& zt4?VcVV`Op0xB<}2S0}HY8d#AjsiTrO=A5rbl_}m~np^!IYE~MNuc* z5Z{99-=By1FDC#zaP%PT1hd&kl>+luBQA{4?+Mg74z>7aWr-wYWqhoxEJ2#6N!1l5 zR6=d7rkTV8&{NbfKA-j%_ew^_W2m4M0XllQq*M3E=Z=5)kU6_6Bs4S@-{t7pRaCPy zKXWZ%Xz1sg+lXy5P9Xihe5R%Ou?Jb7&=Az;F@X!B9t=K5-CMkRDSVCJT`<~O$*+MhFIvcunUbhK~scdy$5~Ppv z-*Wh+j1z%eNKts-Xr<5f=LD{ZCA;ImfmdHAbhfv?=aO>Sh~z1+sHm73l)5&dM%7Lw z?z8`9(T7i;GEjQf>JnmNmt7|w%-^v?NC!NAoS0caZlbbsrN?Myhketm_~?Sp@#A-@ z)W_x16u@`K7vI}wT=5$#$kDH{zB6MxnAH2VyZ0JAY27<5(^B0E4v)MmzOy-dP&tC{ ztBo$cM>m)KIPPN(rTu`*7xd9R)M<-wA;U=B41+eL621O76%Z04Ta#FCSBu;Ii9Y17 zyfd&C_*mJjNqT9XcfxvhYA7QUqRtx48FW7<3tc%mIoo=Ak}{brn{%^}f-?d&BwN-4 z7SuG~{4Y(oshrVv)Ng7>b#XC8a*GEI-PQSN8`3`x23jSgxi2l&);%6Arg`&3*idok z<5qM~Rdo*m^NyC?SxrNsuFC@0)I=YpQw|qf=RQB85YUj;Uj5-w%W*I_m%m2S5O4#` zulO-ucrBMykkBElh=#F@Uv~CE@YwM#zU)u9jyP{$Nc)?jDLub~K-$P;AkPwbT~3JeTv zs5#N8rch|GG&eP*&cr-5u;DtpanwQ z)uf_xTAk4@h^T70gr3b5WK}o!do*__BO{xPw0dLHZUrl)n`+nsoC+X|6|-~VauEA zsCeoP6q4;=Nl8rH1}g3WmvjXLs&8v5SIPA5j1y85;!ors=wClD zFz_`_VJ+o!EUc%yTd@w!9`6yKXMcUJ^78VAOFFHG*e44j^xH1dW(d? zd^98c3;ks_7Ft`HWdquoC!6vYeQCn-(~jbd-&+Z_21aa zn}r4k2ebYRYE@w?U-;5rWIe-DBhSw(ZC#dA_YM*&O8vWcJ}hmWot~dQDbGVTIh}QR zU7o|>Dt2~u<)?ew{I_OCi{)hI-vecL(Zs}T4=-3EXW63YK{=auL8X6RDa97BUW(E= zH$iyhOmqf>6NE4l5D+junA^G+@_=@VCTX$XgYjiNm@)sM*-qnr6hA*dkj@HFvFFXq zd@>4WS0$-MRdl?6fWDHOGph60?;gi10s|w*zRwm)74Q{V=qr5rU*Up!mFC2jw7Yxv z{lT+MbEf4J!#RZxcL-k7uQ*Q{t=L@Uz?~}belJI3RQxyoZE z?BAS75qtikpuqLQvz5QyMa|-3W3P^Op6tCb!_p=tCB+fdkeihyCnG~`m3F%);rRDF z`dLDqgPsZq3Gq=0I}~HnQK8q$lc9Dl<~D(=q3&h#pZIzNazj3y8^8@>pzL( zYd${GK9#5vrcJ9S;>y}8m~r~JTiL8dSb9Hw|E-_Vx~9l$wbd8OYgTsB2mvNd1J-Ge z9)VPNcP-a)3aDW9&6_ugRs?Qn8Pp>)3HHhMf_CS5@JMzo8$izs*UyV+LrbJkg!bS8=AL}2wkH>)tju1~qs(&yFA6oy}m=!TIqzwT=5PG7Jn3qTJkp z-V|-woKyRv!#ea|E03H*D5=bQ!^2m5?-(9!_Gwp9nz7Iqsmc0sYCi1?XtbWm^&2;y zj?U{&66+_N!92JPZ-4)CG_xc4W!%x*%c)U=FZD6URuI9lT+hASgs*C3Y^v4$$t`V% z!6vUa*Lna%Hzcda&|(|McWAjazZGM<=rsCPBSScpc3FK5>vi=l|EVkQb;>&gQC8L! zaBfs4=8N&inOIv8vNWB)yv6PNf+8(~6h@A`%(ePeC0by_AuOCB`z04711W(XOTRw2 zP7Z8>`a&Z!#?qECHZoEI*k4aY z>t5?}lLmP+!Q1V-MSXdna)W>ehd|Y@=&a8$->BsDp@xp^1jkTth_#2kbpZ|gx4Sti68^s${zrTh?E--UD@c7f8o#CEn?B% zXU#OXG@mwrb_ljGX+P`OAKCBg0<%ILqJKglFkNF~ zWAd_EHujl)S$yx+W`=&Xv>5bVd#2Ucp>=`vq7&=fI_vf2&cE`Vv@Du7i&{}1ETnyJ z>W}WXYAsB&-@d}KKNV16w1cPkzq@?he_(8jEIRFnivY~$GFLO|vtkSLX(cjIzabLM zw8*r+b<7ygjfygi>9M$cneWKN0+bW(g9q8LV)Cl0Yd}Bkwfpl`Hh2>=Gq*pb@l}^C zNbu|_=R6|Gfqc6E*{Q6w^kG1NM)XXVg3Utr6l*6aocJ(Bq_w+{k8gIHSXlT0<zp*#kL;09bnsVk)#uNTY1MpXw`PrEt1hFb=h?np zF7IImf3&=fgoX2d@q-6-dUG|I3kwVR3=1Wx^T2jq0&!v_kpc%%)D@TyWGu-RsO_g! zwB594&z|_rBIP!8BT$uVC(#F_SB*mxQ*^h`O9wVG0{2Y?8HTAp-0zX!8k4_us9-8m zb>a!ib_i?Gs|#g!XuB+13ky^y>Q+EHN(g&hJ|iC5uDzxCH7JMLOy#qiBpe2)hmLU> z=xgbpnW9TN51EP5o6-f%E9N?zRnf~SZbwn1H)%~uSJFKBJq~rbHb>AW=X<`>HHxU@ z*)4pFC@}|B1BZ&T{F`i0ay3`8LidlfyRFYTGYavi4Sz12X3lnkr0+%ldB;>$Bcp8) z<7j1^vUdM=Zx$62Qtcl)**qyY2sP%lxwW|$eSD#YdU3vlwzs=8-)Zc{<(h42Y7bZPys&IOgdJwsuQl#Pcm}f*%`;;? z9hHH*IQsWOI5K-9J<}N|TW#G}pF)i`jDREv7?Sv7SQOGeFz|dlzNnq$l`Yt*T5A~= zCw02$nd5(Od6D!7xBh&Mxy`El%B*guSrF6a&6|nxVi^fbh@yKc<0!N2dC)A184-NR z{91_=b)QT6KHNh*t>ZHbLaQtwAc1@c(q_7&sW6hwLa>|!%m}W9H`!zvequMM+XoeK z5Qw5zCx867dBh^(@E(`+RtoCvEvU@N@xApaf#VndJldfY)Z!#8YTY7f)(q9YN1zTt z!~g4I(~AqYo087CFHGq6P9>z@n}-hE7WY7kmfCXImf*pfPy?H0Fd<5!$~|AA9*p&T zv8WCM8X2i991?qQ+6Fl6VdX{d2M2E3SStG_+E zd;=P2Q1=0tIkIWa!O&B~agI+~3KSC*pc5v}V0xwI23{FG%lr%bQiekq(7v`_B;;Lz z0_P5ub^xP7*Ew1$$GSD$;TNsb&C=f9UW$7nt?LfcrfvRi2TiJ2vt26?L2Zbx`qK|; zTckfK$eXp~A7)~@&L2twGmZCOe5M73gz(Q!4uWW+N}HPW(2{6u!KX<&kDu7SeY^M5 zryJKH!=stqg%*lC!SdU)U_~dewGR_l(9^R$Qw3xqg1zQpG|=pjGMT?b9wBMI9bB8y z;`~hM=g+DXGhsGCHp-u4aq4SG!-s)WH(NxH)9|$A%NI4Gku6)c%sX(GnlD;ig0{9w zUgxHzqf4-5TD@BS^5x4heRd18_HEtWJHI8N+8RyteQQV4$_5zT{^OPDHYBS(2KlGq zchORO^6+7__I-$u6!-l6{3@NbJf1|VNEp@E*DnWaTMnvIPFD67S(HZ5?BIaXf&hjN zfe%djI<|SAk*D@4K&W>p6!O=vzXnIas-dCL4w1&F^3jf1pe!`ACwDC2nc?j6qPU^0 z5s%nAIPc^@hltsvut$%!nb#-tSSq0Tut5_%GTy88Z}HHbB0X+{*u+D$!`boPxa`PKR0xe{tte6= ziP!AxSdTc5GlR=zhxLF3%eYNS$^bfq3MhOT_$^O#eTtCKH9m}flzo4QGQ|u+o0N=g z;^KNg-&|8bBXHDA`dK9yKQAOJiW{4cH^=Ii07}eGSljr}Mel}LVi{F~%_zG>C~Lw9 zYDeLb{6Km8AOrZlel14goA~-5y(ilac>DT3n!E|9Y=m4!R-Am^yZ7(?AS-zTfBBGx zL04Co^svD*78b3(@6*1!Z{E6fYpmPCtWiy@Jo!tSXWw4yxeq5?@c8EJmoL|2Q)uy@ zHL%i{d<&q(-19jiPzoZ;<8kj1l&Q6aP)^7iqA;FO>}HlB~sj8 z5#6Bgix+z{;fqTtI&W&aD^k))Gub}zW2V9P$sI#ClAGOuof*LP(a69#Dcw$WSqBIg10+^74D?|k_D`4nK(t(Bh4 zMi9tK-@V)3>TEaIq_chJ&JAV;a8DSGc2?F_Yg%$4?6OTz$>j2mM*lqk$**^LPNF@O zS5BBsVl(dv7f#FeR``qO{XEYs>y7lE610S*V^)0)W{9+pV!#5KZVS$7qQawZpGG}? zyi;oWH(f*%=_7SU*%kKQWOfow0A&_x%~}6z{Q5|{*JXmgKJLBzl{;;semgek)37i` z$_RgfqwYsjQ(xB5*9|AQb75WX-RYO721uCw_q```JCso7$B!R#d?eZyBs-zuS#?%6 zwjCS?&4Y$)QzaZ=I#sVv)m2Nf6opebc;0LE&WAm9lW2liiB9nL)2N92kD)4emOPiN zYP0|&$ngnb3w=@$S=!+;@G>~X<4Lk;!{P_jxILFXhx2>n7t^ae-g72)!jWfbFy& zC-JnnwbjtVTlLgI4!uQwEm)h$T-Fz$H4KhqA0 zzm~bxs|(%%P=xI$mxQB3a`Z-lLv${~x(*Ky%OIr@EgI=z8TP#JFmqiV2YgT{aKn&o z2onJv@m4^I-3LJN}zd?}Dpn$t~A|g0Z>@Qea`r}?M zz|qtQI9Jj3K?1v`lPf$WAuX!xw-UI?t}<;^I12=&~uwWppLTwhKl^w5Fz} zc763LK~z+r8}ZEw_cd>L?gLFsY3YWuGtpf2#vqt8@$m2v(xB?G;O+%gBAJ0RxBz(x z5KjKt6X+L*tXuA(TD4<=jzhU1)-&X+#-=9X1K)Vqc01h3H-TBOO`Fg}o`;E$_^M%l zTm}acagD*vhPIE`Hgc}~*tVJ`4W59N@E4WCKKpxUXf2Eq$Xlf!KEOP;9|=%|F#PCK+Iv_X~V)s3fP?yJ>Ywyjo~)P-J;7! z4^@hgx;oM>5B-bvib;MV!VZpvJ>*#-@0P%phGls1>eVs4lD!BcRGJkkp&}ZU{csK9 zbr}&WAq?l_ldY`Qz^n(the(f4VfrN=0nol|DUrSqM|~lq#2_@`!t}zp0a<-GRPp|P z!+BVW@cRmQ6P)jx@lrikIUx;}Y;;jqJ1SNyM@exaS>A^Io`lz12TOnj0wj(RYrOUs zatUBoB6z@5%$MDR-@rM{ISmt6KxpVHZfp1GN&wOXV;$5TZ~_z-mUvHXyQ)B_KCt`r zX=qA=)hkT_Yia`&uN*142>>y8(jIaT34b7wOw%u0iE9_-PGBrJR~ikGHuOVvd(i_2 z%20Jlt`)ItVntEK-jhM~-s?JRcdo#hjdZ#V`-vkTJXsv{RN~k4@mVRLo$P@v+ksc= z>{MNXI&~GFO@bL7Zb-B@;esU*@-xq#5qBdvA(fTQ?wq%G}ETzI4t8lVq<zs2PKOi+3PQI`&| z0*)A>Te3UllX3W--=tuBdHPl5!|w6 zPYm5shWeP<^w45sYm%XXEfAcDfaw@a?j@O7Y(H_;ldsXp4TJS5Ea3Nu3kHtvaZI=H zQXX)T-?_Q0oDY7eqeqWYqiz=QeW>m7+S;r?fBqy*Fn%`qL_@khxxUDiMrIHNUmflL zUH{>KC^?d*mq=YeDY*a)276PDqkVFaiK%G^LMK@}WxdqGxR$GKPuhBR_9UB7W?F!2 z1q>TdCo))hOt8)ADPTc`!QIT>EgJybPQSdkk|N$Dc{dXla{Ik&|3ekwV;2n(&m#y= z-Xlji;XSD*AGK-ICZ2u!)&W;}pb8bHj-5L5`YI0^iWdki6oD1Q&gSb|iq7zBj^$b4 z>va?veYk$(M*o`}>qNBSkgx-I75d%^$jQHi=L1OA7}V~621SmMk|fW~BFo^ady71} zck2kM#a>udiBrCf&pIQ;(o?!W)p zv3xe2`p>oh=f4GK{%29hP5=8+{6F9NKX2l{Z{UCZ@BhTa|9KNcPx;@!{=dWo{UMj> zt8hLraY@ZbgiDkBQ`3CB)%CLLmnh`NKbBo>Z8RaucQ9w*s+;hkan~LL=!*CU$#ST3 zKE-Zh?^{|qZ4ojAfX3JSd%8c;T_0+kCrTnOk~#bbawxwO`kVqDn0#BdVg+UnZgVOk z`OSVY;xb^H8@3jnY=fTsr|8y#U96;}G_O32Uw;I19fu4)MIPCVYkzapY1#PkiSThMuX@(63lw4Dx#B_>VkHCcJ;Y0?xMtt$ny|tkFBEe1XZfR)c{u)SVi4`ng^? zC%Yrk(2Z_F69-eTm}C^s{?A_4B2LD~ZqYN2>#zQokZae?4gY(cOM>vC*Eq5zvtGSO z`|pqb@Be6)o~Nx119wM!$!Pix!M+9bcOTSX3<_ammKh7cV?vPBu3am@`6vKpgW_5S zBQpkJV+@Pj0Dv3BqA(UGyEE_t45es`E6{MLC#iCR#4RZ=rzgf{vo z-73?f{s@Z)w7rbz7wbSY^~PBhfcl{$L$tZMqIfsZXuaS#YX>Hk1-Vxt&RUN@By>9& zTZH%G4uPT1pR2=-1y+g%;(o)^@0b+A)%y2_^ffdC$YBTx_EH*ZBgn-nai?Eke_p_3 zCSq2*3er^zObfTi7WUK@rUr;Zr82t`J-w^?w1CHVfmq=e;eZGF;bTDF5;6D1e8os8rq~W7?5L~Y8-p#A8n@cb{6g5qVbyAF zF`5wrD2i5%4)YB4-2u5VSVUS%HB!urJfwGR({W_@?G}+vFuJj@iEB#N;sXKJ%3xY2jY9SeX-IpMqDnEq1EBsQGxI25 z?mpAcTZpTpn%8>wsMIVOmP98LBy6}9jkIRe_=Lj-R#s2!+){YUL0$`3itN}y4_GD# z>Vvck2wZ?;8oCv0-hqN!m2F`4^Yu-1mN975feasI-NSf63CNeU9RCgD^UBRbbbOIx z$?!9PrQV3n=@w!Jd!#1M-hwbX#*0J|1Gx-jwhwI|Om$4?W3^LHtzKMQM6>U>xclLv z0&{N(cxudUgYU%21S~9V;2Xdg#1Fy#E0CZDq8h?zP$D${RWOc%b&ek*+Ju7v=1yrn zrbj;t%VTyie&&pxo}yFQ^XKmX+X-Wx{LgZWegFeTZ-Oey%Lz-798`qKJsO$UZ{Pai z6)D+c$Wu!X#9SYl8xEewozZ%LJO2KNV{UCm=|ogyKn1KS%%Ho}OKWbASIW$GmTU0=iz9fX?n9(@((-Nl*|ltfo0D z1o6i*g2cYvK-tpTx#4GxcTKq>U9Tg}E}WNMa9>Pau(Na>jJ=}9v#Q0-lds9?wor32 zHzrPaFbWYiaVBr{>s>R!qkS&AtT?S6tGCdmJsJ(hfsdd4evXO(tw-Utm~B z$VzExX&z5oiL-?+Z?cXcAj!yB?WiHfoUj`V%r;kjq3d+*fPR>&?`FB6qOaFX>Y8X;tX4ED&7<_yjEpcc=#TWISIB_F^!3A?n^<^ z%URS@B(DDU$SN~$%1XhM$30LY>tq=~bn}oYB{E)MGuExb4_d%Ao~{mQOkPhf6nrMO zw+~twMF|g7foGr8+|H9XegFRbc6cz@u_d;Fs6Cf|T?0dg8Wb}qiFFV+)`Kf)hlEG0 z-snTT;X-4;#-fpdLrgBgW#(uJk|YsUz!CePW-#)M3XMP4e|t)t0ck{Ohx-KyG5Shj zPiD+Cr`CrMKKc6OKnU)K%sH)JzfCXKN|5qK1M3GiJJ$j`+R5sws`YT5 zF{6EDrQ~2+lY{?4v8B|&d(VkQT%niyqJ_n7LJolt^JJFANdZ1kdlgrN!W*8_X$Tph z{x8Jn^!gY@B_$S67%Z6lWIlQFWceYr8C$T!KB$tusEyvpEj*sgc#pM1vY8!!J34rg zgZV9QW0FF#%N0IAOd6cdjBU)bPu2d8Y~u?Lq}HtEID$~7e+jPK_2Bi1j;2=#_a~-r zkL`1tzm62*39+;3b5^^TjAd5!61=?+8%pp-6LKO$Lj{oRciM9-XWAHTvxp5=itUI& znq%Z73kDuJP0dG74_`~vp6urgMkPrJJO~DB9f)8RC8R1$Zmf%PoeaSoQ%&9#BpmB) zlWoD7Yrjb4r;lCaGRU2IwN_0|PFrjsY4;qme)dGL-^(M6b^k*Dn9Xt)n7@3G4_8qz zxN7gw%R2Gy-MbTY@J+o_lU~>k^(iK32rHw>ECbrJ9KHxIW?2#hpdD6%A)%4cex`lW zWR8D13owQc;@J<*XQjHKUvGDLP8&+VbwGBq5g9x<3zPf?B5+{z5h@o5_idCnme>!j z-Ch?Sh(s=9)uNh)*TIVl^vg6?&%?mrgSU}T907{K217u^@<}68pLSMvFz;IzYQnr< zza*?R27o|5AiEU%yKoD!#G!BqlB0Ij9K33HHl#Cn%FpIIPbe}3{ywc~z4G( zKEOM;!WY5iKgOT#Bp~!8(eJwLs1vADZy?8Pv&GqdVVX{PnvW9uGQi6O#rhgPkP=i( zvPMLqc)|6plgKt9dl6d*D217N7k%`0eK#zH30e0IiujVJ&7DsKvkIbqD`fXxRm{I+4)&(0mI?45DBC z;V8-9B_BU3ttwQv>#AbwUA_ovH8>GLBXaqx%-{!IS-#vZM1sY0Kgr+508Sird-U@# zzKSZZ8L~4<;iy8b;>nW%$K|x9&I+0DJ!%u70GGD_y~T%ege$K(nFBM^16Ex|`Nthr zFWKag%t}vB-v$z&^1yp8A(D_J@w!k1p#Y?5hIPZgL{C8i!;ngL2B9CCb%26u3SDmm_rk)5DM#wzlvNCw z$_&l1_%4JAJ~CYof2z*hn!5JLq*&CVSTMgcpRM5_(R_OY2&|u?h$R|c*7`(#_=(7< zb@cUSGL}jOeaex>pv<^b9S~KD${6VE65udu7!RGIVr*{i3t}rdqJcPNi?OSN3v*w+ zqI)>ymYS87b?a0FS||T|YKUPrM)vE#7zbRG-Jya(^RI6mt*PQ1%Vv?s2krZ`VZQH{__FE1rR0T0U?I&` zho&qujxh|bF;Q1xL4^0VM?zYk^eR{anaV3k?cxvmnsbG507mR+!K+sXI7F?OWUg^7 zLCNw;m*ziE>q!6S*C<3miXuEG?x#O!*Y@qpsIQoJ$c|V+5zq{@&&l1kgxaFd@ZuO7U>l~Hb=J{v!;)di0S$-0Pm|MW;o!H7?U0dKWenoO=6}cg=g}!1 zMGv;R)paUjya;QB1|ossJ!&F6-@SvqYxSFgaoiKMB4$p`w5(sN>hAlAtI0!C`0v7< zP*pvS^({1Ei&r7?0HRD5^BLn2&;`*Gpm%);NDoB4{>LQ!4@160_XwdmGU%N!G&nFo z{ANsBB{#y4^$tTxG!#Z9$vh~gD;^Nr*5GwaP!v@D7tE5x3sj4hlN?AYl31`)@kLE< zmR{a+Z|n|i3@Hn&-J;ZGL+jB(Q!E+k#=HZbqV|Pma~7qou*rFr=<~?9r0{Z_9MDC;j|j;0IVS$I)USu$Hi#@0YO2Y zND$R)!?aFUcxxAD&K4Rb7O6SCT=1*-T zWZ@L8U!=)LOqP88%6!1|^E;TAbaJ$yW6|VC^f=C(DRenZ=9!TQ;-Hm7;48z~NiQJr z61OhPPUWwTY^?%JJEJvsa7`w0ADjCS_jYu%xxAGA_gzxHXEBGq|GdnIVYC`1eJ@ zY%Ld+<2JdwW*m^~SixGXhCCX)ZvFVL_rkqneE1FE2pze{bLak@-vye0mdwuG1gvD6 zlUz!LE|Ku;->jvBW?tc!6N`nB7&!@^I#~4!#-%=)%g*dtCqIJVA|0#IY>IO$0T*@!&F`P4K$FmF-HDRB-TR$0s zwV10hiTIFP29xK(#FcB-Jib$+eMNWFVaxjUn$iDWtf*5MR5zK-$GclEflh)VsUFsi z80Hx3e>s>HkkNq``5Q3CybcJNn~#q{rguOX<>>2MG>|C^9-^4S(;k9x;QQ65~tNvna(Z@&GXDpL&F5I@I4OvcspW{68yUgm7*AYWKnPa2ors-j!70^KylEwHi4TT1- zoUiNTGC;{bqgO(*DM*f`4*AlaKkV6alCH2r#7=)vWL3Y$T z*uuB%FTFT@tV7cB$`y+8@$uoP8}I+V7VXQ2s;W{lyS$Zxq?r9Ufe~l4P{rss>s6Pa z&5@?af2OPdB0#=*e;yRjv~`ww&sm(_isLLdpq#}0M=;$3yA2HmDVP&L;YlI@%34Uk zgwVw6wwH?DU=mqw33Zn8zzv>9#?Y%vM4lc$OTU;qh~6XV5Um(y$M5eU(k$rXfigO>Mpz(ly{&?P1+Be&H7=?7VpZ0lutk+g-m&zbf=+k4qd4z=XtoS=uzPR| znBbx~jSS8`AX667>wzmoQ;0^F96|%@h4*WxvBV&Z*hpb+8q_!r-@1JQT`pQI_{8>^ z*YnX}vKx1!6B30likp^}R-~cw-}y9ft9^ZXTF|zl}6BEgkC}#LapV-A#G^& zaPEU9aqQxl9^3`&hU)yH`}S!7V63D_n?)E5azh6Wlq2xv(Vcr@W`^QMRn{3@0zpLU z@gg^u9dvBN=_TZJvrT}<+doH13#Uz?SlGb3LO4r}1Vy$?%tZKi{b>i|7u>^wS z0-nsoc!x8d)PNpWVFlsToS8}Kl!iSt$Q>sGVdD7If4XE0v!vh^1T^^IG#tf6o?~|y zs92;BVv4ln1koW6p90RDA!GqOj<{t!A2Ctc4YlY$E5m@9_9!_euXY^HH*aKB#k$(s z+IQ%;mZ8|M;#2&^m%-HtdjPQ+!q-M1mb~ zn(%;$qNn!3cjix&@`9AcySf!p`B92){{tVA$1|hS2Z|ci*k$L$1(DX3=lJ`aZs$l{ zIErqV9ACAPA`9;_^~(_r8++||ax!10U9Tnt3PZjw93S(tzUT@}y06_9@|d?-H*?~M ztDxPwa4Qp^CE$dj)4_?|hP$jk_BDmXB1#pMn|rN@cy-@WsOb;Aeg-xuH_ zwe$P<*;&{*@j7s@2suK9a9W-pEZ9*znW^|e?Z&YKmSe*HV|*%>DaeClXnY$uKl3Qr z&g{Fy9T++Uf=lGFN);-IGcj1ex+Ab~8RsUERe@3KQK44;3(~9DYj;Y>pj`CItdRM4 zU|hap>g|rde}zbX{Z~9L_|V9 z;59k(iLkuz67nbDq0+R|+nsfv@1insXrh1rQ9`eg)50{Ju%R29o0Zs;^Xz)Jaeflf zAKoNxm#i5F;6ay3*uS#cB$m%=03^!g@e}qhl~{%RI^#CMLU(C8gfoUNUmzEuw^T&dou`F zHl*;n(}zfgyytq|WS}hdKib21e#dUI=z6=Ok7^%x|rSLUc;Jh%gqg&M8`^0D}oQ z9b9;fvuETGYC%<5xK>j+_RG0FJ*G{cjTL7l6}1++oY<9fi|zxxgys(=>`2LpN#!3wm2ECXm23Q5157?*G!M)p0VUL0>oOFV*@ znnYzLCqxYVe8YnMSRa~;i6f$M0Y@`J^FT+Y)Grqh7Pc9&^aA@`#JrwZv`(n0DS&Oj zOqDwE3xdI@6N^GW{~OhH`cK@0-{drc4-h~Az+oTrBnW|HP4esRGvPQ+g^bqyhMThl z&L?8VCm0E{T4eh0z~OE-kwy)D49-%!36>5UGY*>+N5mY4ymAY~@P>XDU^Yd@x#22g&~ho4O0>sB zP>B8hFMBqqeNofMH9gv_W)m*TiUxBRggs*f%^$d`kQ^{gxg2E`PTjQ_0(d_^Go~}T zdgES-w0elwdysc|(BI&Bh~^8d4C{~;pP=K(XW%Z<4U6vMFrSs69qxjzcoZ1OElJ&Khv=?+cbCY-OJ2-{GJE)M`>9Z z6!(96b=8Xh>e<#?C+q$%=H5G=>$iO$f01?>Ng76JSRrLZ85N}@Q7AiF5|X{sB0`F6 zN@iAyR93PpghcihGGF%m9+&rh-=F*Y{r$fG{Qmm+_ zZEwPU`p=i&zQ85x;s1QY-TnXVTT8wEv2H%C_cvXsDCx53ZeR!C>ythya8Zkts$85c=>1~6X#6u#mJYuHK1bje?dV!*`l_C&m4U`&|^V>~aSPAxo1u5`8+W@kANRXk5o?=~HNlU>#r^31D&BANLcMBAB|+a}(qef#@?9&X|r8 z`Nv;ZrqnD<0xBZBcgh`886CV;HS+x!mHCFfS;RHG+YW(X3n$d(n zjragJ0ODVX?bn8MW_Pd)*aVX4ZGdt&+Fk5zx{4TtDv3}rkf(#u*UWdE@XfM+Bj+Gp zy|Ahr$7!Oopip3W@icMM(lhRD#o|YOUJP(KYUr_-7YVC?D?+6lHX(&6L}080VtBLR zJ)y_iCkm6FGWueiz9@w)L5K^4%SsUAD>FDiDv@n%2(m$=O~$`)kevA4m>J^H07^X4e)pz(FPq4@BK)=^Gg}@upOkQkPiEe(}v)!BaPFC zu8_EA0@c*oOD!)g1=MCzpO#nTwGFMG2We>{h--vrPPFzEeON=?IB|sMhO<1jM`eAC zqJx4Xp9ETWU$9^xfG<^z$nf`Pfwb)|PWruiIaxn@7T-TzUHD`NSLD&H!UlBEiP2C1 zryPQiEum!%xi6;d{K1x7AB38n5)xa0!sP=^CzJ!P-j0qA@^Int1Z`UK7@y`UaCffP zyk?=?2@oOob$py5b!iWQ8H5cO)Log$t+do?PT3-&G6C(f#~Q5x(p72UCS@46+F zP-hh}uI>Q!6ph?3sH6Ojf5Z)K9}-;&G0MY;2+q6E;%D!b`?O~D>O8>c3^<~R7c~q& zW|FJ6`Rrt7RPjwh8@n$QjM;z(eW7FxDn8$P1n1NxGc$&Nv8aKPlQoEUCEA_sG%E&I z<$EL%z#&1L{cGVN1>_nf<^(- zkrs*)>!wY6vU|pmgj7v}=R=keddd%RM&~2cAmZQvWh2QBh|~S&eQHZvKE58v{){)M z8YY6SXdc;zu-6B;^BJZ$#GnOF#2hMbuW964`z*RoqXEZ?Yz@ii5m0ee-d$C4gfXj(}W=gab+bAx8y;?aGQAlp*@WLV1O(2p{i?ra(Qs7m*Jd zt-Gau6Ycn*3t6_pc%jQtbrYQdRu>cn3OVCKH$!T!q7R7|Mp*s#83~h}G!)T1BNQ5x z*!gC;^D)9M|4%lL^E>2lMZon$yJ56Ih7}yDFX->FAQpSLcw$tG8ZWvv=u5am4X{24 z?U2iT0i0o}sW)`^h}?NPJYR?u6ex_?lABP*FBinNy7=?8nj$P^@f(?u)~kM8k`UHs zfhMyN8NR9{`ltWS>hG$C17C7S2BcUGD#ru3kB@;3>!&|vW`|APhK z7yg^9;f`9HIJ?K6rVt$*YUxvpvr|*B0?CLaYkW%YTgAKk~q@->SwQ0ps3P?|%8=+8fB|~D^#Iw~g46F;&JWDeznmtm#uHZ%7w6HT znZ%f-JNxPB2VGdr@pIF(gfutmN){5;)SlYtMcs|Ckzzq- z!CJlD zw~FO81IIQtkkJuQZ##R`M#c1gTBHyeDuoevvC!}*2UcO^Mr#DPxQ;^B0n0zUF)m@@ z)U#cVfP-l7kTM4gix{bGINHg+_rJTA9w<%RRI8ZLK7HsvbKJ2+4?>` zodxNXFZ~$aMkK0$Dw;l^RD4uF8wx0Pa@etCe1qK8t1*mRLlhKLdr*-fz-*%2_w@9< zkZqrC=_(2=m`E0Z)&NC;U-+r88Nxm=l={E04|som+Jnd*xtN1@b8@~Dv@XAr!vu@K z`@|cAA*@#~vUoa*Fak*Q5DrLw(5ko=7G}-j83gV#0>WZJq~ElJaZDkdRr|WPRR1nO z1L9fp4}605iNgFm!2gjl@fHQv%E`aKU-@Y`ANfi|Xa~)YqLmKvN%;|^s)dMmgqu*Bt+83-haE`?KyPWg1j_Vjr`PMCeH1;Qu07o~Z-e|Da~AlK0bwvj zG!m`1@Q3mH0BOX_{%{DriCEWv5sABk(-_KDPjmzndqn!~t_HE|!4kp-!m7Z;P>WDH zFxm42f#_|#gmDpk)BrPXzzsxy4O3|T^fIDBM*VWqM5Ada{f&t_>!?00_7KrIXS6u; zn?yjOIs&5<#eR96v!4ka1K^#Uf`a>)Ls?lF3w*6MLM=g*z1T~yo18z2M>vfl_Y39)p$FJiI+axWoKkC$Q{L+Nt7l#>-*B$a`HT0a+;%3a6vo7*= zq~tEB1}#9zNbpCmJUV>-1_}WbL{{`*t*ydlN8u`GX_;0fGHtyd)hd8Y_0nz3%sX)s z(=9;?Q$qebMBh{;3gmlz4o*zTklh$7b_yA2DC$DmVKCRub_a1qvNq|02 zMIxZA+w}Ue%_AC2Pq+ji8w+d=Xt!W7-G#1q)2F?t=_sGEA1uq?{cn7Lnwgw)@}oAb zBBqU-Q59+gnO?qpA7CJbr2oS}Ze9z-0z)EX#Cju~4#YthlqVHpwr2#M9_HtqYLl3$RoKBbAYMjjAphN55gd9BnFB+j- zzs`#zL_KX@D~XvHUcE>%R!}}z4{U{_Q1sAR3tgg(InU-n)fD*LpB`B3I+ZE z2K?_1W+OR6+Ir01UJ}0xV>`ZVC>3XzY z`DYLaNVu~2o>~l!{Y%K0w^CCu-DN40CTWpLFji_FEbfsMz^hm_BnA@EIMry6uajUR z5tb;W71`~nYLBX`Yrmjf4HAILArsgRQ| zDm!AREj``IoQA#)no^QBp8;0@us8;wkH9RT!x5+AKvCo8A_9o&pZ4v|onH8aAc|JV z3M`F$WRaj7L~S_uBs|<3%U<z2o<)3&1EPAn}ep$_XN${la=;h2>L}<|9tfL zF*!qPoS~EEirxnERXB_=Af3f_e1-G|xISUMlez*u#{|E5SWr>`pg6epasHd85Lg6Q zy>Iik>fAF8uBSOlaR`%PKVF=6yNuC4@~bT`rw4d*59uxO-ozmviIf(dloL2N37`zx z9?SJ0^3?w{wS&MsKR+WM-@b=4OxBr3YY@jhss}ebUcxGT3j0e7tot=s+4mqcCf4H! z*F**!wEv2q;Q4@G?m8aIQP=y6`Mr<7s0)aYwBjSo1JsIhXyFhb3uwbx(Bw~tNwQ#f z3ix+Hp%`g%;z)80Et0c6Iw}4uQ-d*) zo|(4CqHu-wZ~0fD+>?m{j7QI9diwYfn|2C@QXMhQ^fhxSw0>0r@cC<`o_!bgGnUfVU>Q`CyDx1%+%+=7At)q7(dC@Rb%W`S521rlh2dO%e{crS7QyU97&|-Yu;zDF^@5rzcqMI7!Bf5G)ey1tNJt z1m1zN8$A?g|BLX}qGRt+WLK#~e%l^W&(YhUd%IXBWs47ViHw-x%m&_AYI)>6v@NR^0>2`z+kGe0RHyvD>>BEf>ZBNc>+2nRZrfIQtpE2#dg@1@y?6} z8#(0wb|8l#t-c@e=eYeX)=ob&S-#ul?TLo!-KdCf=8eazvOccd?VG195q}PEZUp22YZ5o)l~vCcWZNow z*1UexqwA4-$nMaNG6EG!PNQ-m{(TS)6FV^gczl)9TQ+ZgfhbCx`iYY#C37G&*-$SuY{C1DJ9~Ih$cjK#V zq_^}yt>m+HwXlC-?m3bx%_nC>T!LYikN8N>%Sg-~uynT-GJQKNCAHQMY3(PywdTW28<^DgfyFwH9rwRAj@H&+zj4fzLD$&|4VXVFk^7^jiDT*aQlJP>DPSq^qSF zX7b8*+}&8r#4zCN7|33vGekKH0uQJSIz3%aw!r}bd_ywX0y$ig5z2jk`d{_GmJjFJ zO!FkKC962HwhY32U{ki!qq_luhYc}v8eKhe)|rn_>G<=|+tE*lBfS8SH|{c(R|}>1k;Nc!o>1x?fOGq?h-P z$CjjxccEt*{ZjIG0M7r&NS?Njw22B(@ZPgFlD>H-dPk5U&LD+clrxsx(Nhu$AZJd!n}U`I7?nT%%e|@>%xTiy+F}%pG@!s|k@4sYCg9ky~-m^`k=lsO97|H5D(V0qo0<*YbagSY6 z3@Dz4f{Kr@JEIPh1|4o02`N#*@!ryrKBWU-(8_+`l*-2OM#bi2SPq;@3t!xF*Ii*P z3|9y(2RBRfQ<5&0U7#J5p>ITHCtNZz;&lQg0XA|b&43)qpa$MBycOU=XJ-VFB=J@t zU%iifLZqpnKn^#2a&a51sBp>GlloDHr3s!hHBFxC4lyH0nkg4 z(nOSU4tsPF&p6^~)ibV0*4s`lU&TtdjFtO8~dJqprHl%F`b7{M{+0Cw*~1m#x*COBV1LxUE2I!eY1aIJWR zIK&^uiE=zH^c6}Lb>4_}5!@gEdZ99n9Pa=Dtr)5#Ilb+5jIm$Kx@LNt1clb3xS$c;^w5&$r6Z=$#m-i&Gi;52is7>7V;@2Z{jqj|9Hkp~7HEy(i zVDj$M+0Y^2Y;;RR9Rg8ygE6%ai|W-=7aUoqs2S<${_jI#V`GUrsK_E2kpg~zAcb5B zo}283BYOIRyu>67-=9`N5YzYeQ?uRi?Oaty%>#qmIbNSI#pA^>v6-*|;2gLL8}I~< z5wy18y|$D1e}Dn29%6&d_UBj9Hjuj?VWq-EYX=lIfSWNNHd!R=Iq+C zo*uRq(ODw5D*z^W7PM+E0pgko`???SI)hMa6AV7!lm-lO1MZAC4H3^3Y>T64okTkl z885g1;Gh$Hfmj8qa)4xx2fq^CtW?!q+ex>`cMm%D#1@bY1RxgIWHt_fD7bdhu3Wj2 zc$}h^BLf|A(5{gpa|!a$kATNI<%QjO+K+^m4gi<~%!!AqDj?A(qti?JlLM3i9=lXQSP9hh|K6H z(Ih1695Sjq{}D&T4lp#KxDbcM#@_5N(5I|Lm@9^AI4ZURS)BWtS0YR0jh1Gu@%;Qe z?Df}?Haie6Cgc~MX^%k~+$z3r-)G!#iinbV0in^Pr))n*upjg@P%l9_Nr#g$9~+BI zIf5S<#1XXUr5!`O62=5dFxZY6f2=1@hg>!8EY++Pu{^B-^aP{D9-UX|GOyYt88ZC-g0ZS)K6+ep<02&>rSpYJ;91A{N zb!N|fZ=vKJBrW;(SEK=H1>UTCLj$y`2q&Fq_8fB0OAx3K$Llv>Qy2&>n%IDOk!IFH zI%uGN!FLH>Ea&FB+5gE zO|0HjLf=k&aloWL`#aDcwmda>|LARm_LGgpAJiw2o_sv?2P{p zZbF=&ovp1t7&Sy^ppMKe@d~WQhyxfAOsQb5l!3sk2@@~_u>H0}-e+HSmys4~u;Vy( ziN847`y^GiPv-T12)zvrg-BHa%JyaKH)Hzu5axd_pWMJ0+`aN3Nk`RRsF@6EMf13L z829eomq6$uLxCxz)d*Hn0YESc1-(RcFuV?JDv*)|j*jk7q){j&bwKa91B>|t%7AfgMZWdOFXzHoo}SL?zXYEA z|MnGCAlt%%djG$_BE{GK$9L!7H>R-q|LeCN!Tx4gPXodl;E`?E)73U=_^r)6@Btvs z0Az69&}&8}-b;iOq96r6`X8ktXOMG!?d5xmEiT{PKoAscKPL^$6Zqo=ksWE0lmAm# zzQk4OON9>7Z2v?D3bdd6r)0u+GW+eb+t`UMKd#M;3|HI}2Wn1&tX$Nl|Jx4$di(FM z|KE;te`+HcsE=8CnARwcK{I47>g!xENT5A3)sM+@ubQ))yFfQ{UgmQl}C2`+=4A{!8N^fjO z3`kaPWMuRK`~iZ`p@DY^#W#|ypYiJuXVP2T9z1xd8hxtpqRzkX8%r#s9LgXPc2>4 z3T6s1ilS^67G^>{Ed-Qr86@eXdeU|y(mRXdVw7(Ne-PfP81&6cKR0PB9dv^ zcyyREz=5~Q1Q-Je6)RXT_aK(TgC<;FCk=Sc#r*_f37<%dnhZ=B!|hA_yGkuG8IU9| zKro1|i3}81c*J;gU=n~W8R?FJ?T`cCQ%#0bny+(VQ4tq3Y6uI&<`ZNyJiBx}0$Qwh z;@=3`vG7eP`&==J2SFru=my?sHdCi79Rkvyy40P^ zRxh21&9tMkwCMDp34Q!u;U&_sWZ7y+*ecOR6qkHLp{zsn#8atCsa>`j)S;-QI7n8< z#$~HXKMkaACk+BAy1S>@N|AqEl2G4pWu@Im1Wk}w2E z#H^4Q04AV*1~~l)YgTUeUO)h377Zv7fWgOf*duN3Lg+}$A3^Hcym|QIni;c?=)vIn z|0MOawT%?%wVY8Yq$ix#bfgBfF~(ylcB@vO>$kkYdOB zJ4Dp@A!?Ns8yK1V@1Tne`av7YGX-Tu8aYA8^!Nn!%U)f@Z@djXOEFu6wGHootmT8;Mn@nC* z0XqQ3-9s~}FY|_+CSk7fm&{Mc{&NWXoAuvvjoo(T>9Cvkd@R ze-UTJ1&jNPWB}@dB>OtwuoXci$G5O@&v80Tvg@hYO_|SG43^Ue?Yen%`~B=AvKv|3 zkB3^lP-~FntBFXchNW>rQVpM4f85%_(*3L6UVfOp<1yuTX_=Dg;K5uOT3>~YKR%aE zYXE#*``aCosS|#Nc7$_ zde7g_54u>d>fXypIMs_Ku72{YS$DG~C(Ni?dYAUO^3To}A8!>7{7|e}#Aqx>@y7txiZU&JVeKoS$fbhviUV)HLtjy_aF?h=kR=%U?t6n?dkb zx-wb(qN{I${|@SGcIoCV8|4gEQ2en++M8M-fmbA|HM)ivnt!FMio$(pDO&&H-$3`; z>1OaGQ%$q#(@&4}CmwR`p}%2v=@gUi^Y|Ap?npUU8?K%G*!@+}-N!Rs@~J|?<&1{j zU+K&mI?g*Pa>rI6?Rb@#_!u3WMU)rQHp;|g%Sz$2VHA5L8R9(PH-n8_$z^(pg5%P+RN_T%hpPVrsD^hXq57OKGk z_vC3KDvE)71P=_^jK2-sBgjVo&a_GL`YW%l9?F4wsP9$eZyHWae{8XfNzr@-9kA799mt_3Ye_?YNr%Yis9R|V!Lp?mhGvH{TdlUmdL|~#i>Ku}ZHK2F2|@S(o4)>{ zF1h$|Hu{xL4&$GHX4@J)q!-u#+{_n9d&16neLiLpb2T-!DM#s5Zhz{e%lZy-(OM4H z(H~%o!Xwk)cb#1Ad6oIH+=_=DbS=^-`nD>os4xW{k$hjvcbrQ}K6V*(s=eJH;g!1x z&$VMThdiCei$-gOcDl@~av3nk_la!qDK=D*#LG&Fin@P`NA|SkuGJ>(N!~lTuG0&Z zom1r7aOW$XlCF}{di{1w$<&4cTr$(=0c)B)F-9CyY%E5>PYoNb%(ht{vW`vA^=)nF zK|<95t0bE0!~4t_ePcckybdd#op&ae@F$_nEoE!BrGxup<(P(&5x=SRVuMu8C#U72 ztPa`==~~$O#&oo1+m^LOOPGJuM!t~d&P5Y<`p3<*&ZhOIAG&luO>T40j>r#tQn)^& zarRYms+1Y);QhTEbKee}uo_^E&63Y;>tPJ}#cFeOlSQ`xt$uNNleTr4iRB;R4fxiz zP#aMSzW>@LTtuhdR4&-ldW6aHRGh%tgQ2GTPef>>C{S+QzWSD>Qch0O>$#-a4>nzk zsqVOFXX#VlR5V%Q91gL));Y2_UQw(`S(?)=!CL;VYQ&lWF0NuN#jpd{=~E;eEq*ZPUjkk+A|M>p)*IQ`UY!qY-lYGCd^-G})dLwpplk9Iib5Tu`sjL#=;!`n7F$>g>nfPv3l|H9scQQfJ-5 z_46XT==HYt!`IC^poR?J4IhReCDmn(ZI63a6p;t4?!UUmag39d0h~y)C8I z(`0@xA1!Y|TEBOhy32zQ)A-8AWv5bkV3(m#T@~6hOrdVt+vdxyr(e@IzA@l=rJ$7m zIc1JKoo8lI=iFX>+eYtZH}AqZni9~gPyNMCM|(ul>Sl2?bCCtrOM?l+dbQs!P9`w~ z&eqiKy_n;X-Y?F)=D~%J!_03#*+{)E*1J8Pa< zH5u*La^_Q*2uEhMni)sL<|K`8m=?hH6Bo5;KdmG^V<~1_YZCb)F7QvB!YAv&lJQ#Y zFEtw4?)m1OdM(+bGY*Zm-~djB1}uzdIN$!g+>0f%JoS5<%|P?FL+50=s<&9weK6u* z{$O|19`4)qyxit3I^xyQ=Vp&raNmw(*|cf2-Z+K09l>d-IZ{1DBS^OMgeES%-QZQf zSJ_-UKSkGZuwos1V~T0xP|Bsjx!s|{)*FSSCj*#+sn_Rwa)(Cyww-(A^=Oai?nfpK zHVZHM_iCjESC?mRtrqz>*KUEtw7n@l!hEn`n{B`UwSz8mMqZ(FbrF-DD#xZxmes~h z)DHhSC&b9QEx(nM~94<7kg3dfw--(jC# z*!6=;9{Cs4b`oACbTb5yGdwI96&j_0tt`hLR+jk&prmeI;<@9ZW42)2vPjQ5tB4dq1V8Tv@i zbBT)56g}ShtFF@3FeHDmqi}H)kL5{?)V+~wVW+fju2a-V?3PK%Endl4ae1ORrIJ5$ z*1VMWHW#S$u$M^BEr`a31<}p#besK!%6o@FP=887^&9y&_ z74h_kI|s>hC*f8zTT*Ex}%pG=|i5cVrKGH zPr_4JoQjPFo8oe1=wzS&3J#~f<<8XNV%xT^4BIIN8|NX>_dNscUA4_GU0QB-pK)Oh zNSLUph%vgIcSWXy8l<p z;cT9-JoTsg;`!P1xl9p@Y2&zZE&0pZ8=8)Lr!>?f2#HUXzB#k$A@sDV>WU%xE@D<+ zFHMFYd&$^yI?L5ZI;<>fxuW+61Jhh-sovVyo=Y8`0g0V2bES$AT;yi0O}2?n9x2}M z#wi&mBoUEQ?tW=mzn9GTByZz{X*+%~O73%SnVz1TrNUGF+t zw#JU0yxha^_7>>&GuQYLGf(+6u{FOX+?FFwCwVl*XYm=wvNPObNkYepwF__=^qIe6 z4|Lxu^Rjs=I=s%Hdgf{U6`mfQ+dJ285=gMoy%O#7H}9J7Pjkiw>%XsU_S%fw8`Mu+ znu=#$MMpb#cIBjS{d+^!0KHkos{Ie!&Xl}9G)Pq&8Ey$rXkg$KFx;$h`cs%!NXC3? z&*491HZj82e@+*~jPHIobb({0|K0tgZ7V9IEK_3cEeb7AXB;SFe_SMS(BS;}wxvf$ z>1s>8RJ^W}As@cixcXw&?bgN^gCBRKFIx@GymGGmVBNGQNB8+RJhk(aYn|@+b;_CM zjBx)gZK>!vkbC&A`Jz+*vZ7EciAU@!pZ>VC-LQD^e($?(j>(?+_ZlssYd(u=Xj}fQ z5U4uusDZP?^uX}J0lp28+t38(8`HO3_|mq|E^`#ipzBS|%Azpy{S#tv zny+Dzd-+RTbE9L&ctPRMoYAU%FKjXo4sry@TiYiV^2*C;ikG#Cx|y9`pY2{|nqe{c z;T(-ji#I(eyV}v^B7L{IcTR=#oQgTGVX@vxH)|tpr$YI^O&XM+XY|Vt zFKUwaRl3vd*00`IygYlmn;4`GCqkEhpPnmw)vQNt& z^7c7Jvv!$9`}^Mnr6)fe9?BSK()j#cC?`_ucxYn$_Qf59lTx!4bSaI6brajKi`TmEeYg=k& zAC7+33vcVc@^Nnd(aI^j=wDtf6IA1a(~103xq6GeD+N5yscIHUb)} zvuD|@3U(R8KY=@QPi0#aPs|NAH`JwCh?BL@Ae0<$bHL1@Suosbfn{dAwB2U1+4}o5 zefsShN$EM;ZWR#8Bw{1ptge2Zbcj;&r>gCZp$@}ili$xZ#3xF}*cPVS`?am6mmgjn z%eR_+BR!R=XI^C#uy1;BrNq$RYP3DC|Lid->0g}1S}CXrFjk{A3b!BolP8eT2rgc= zPLYzFT+U1KURrvt_YAu@{LvN6oDh5H74-Q&wF2%G;f*!@r9qib8qC5ASOP+A3XG#- zqi+wf%XGAzSU9uztlY4%m%HOu-E{l62b}|r`JNT?kCMZ3gRY7HVq0+I5t_W+z&?3k zgz+oqUpo8{69+FBm-4Nu{1w6u<&J|3HA+^@o9}oEZ7$Zyoj!n< zo@nD`rmX+M`q9+da;bYR*>hL3HR339-Gd=P(hhucfrs+ihW@Q6-`!-Y}C{eGgB{FfF5n{>7qW zg&dptg;L_S&DJWKwOUHrwF~7YgnXu8$#(?get2GLBUAEMi1pUshg7ebto3#SW$|@4 z#geoB&J9T^NAZr>XFJaH#$rxlcwAiECK)@ZPEU%s)v_(jvJJ2~H*VpkmO2QTcUe8N z>#fP?FFN71`Fk{TxkR7F%-lkb-qYaV?~C&@%7-UYH2RCU=R4c&8{Cg{l(o6IJ1h>1 z^Es&P9@<*@$#RbnnjHN>as9> zFsxkNTu2wuAWAu9(9J7dN$JLLUEYY)^z!i{#cyBjI!jrR-u%8<(I9V?p4&VU*{)hu zAM-PN2+wRf!o{$Tm-$1#xXT`C!RM?I^A@iJ6stcP&e}f{y5kk{UPWE^2oGC3k`RkJ z!_mpXVi6@Vv)|6&2eQ?S#VBm=9l3vWKF`YS{<>P*qKhuUP{d>RH+3e~ZDr?NT&CX` zhAGdAE{0=J~`nfk6Op= z!A@R-yb%5@Vc_CkWJhDt+qHW*UBqqCJmySDc~nG8Sv0Fx&)^~FPIN$_+X1hf-nXcTv zdEHO1>3Pvm>vFZkiy4o6^H-Xq62mjTS9W!{OT%+|G$CcA_9xo}ThNxU(!OT@F8jVZ^*=UhJJ1_bfWY$61N-KhTJ||PxW{Y_)J5!-fESS zGxufa@QEm1i8O_MP#UtVmXizKQP$R9&9+d-vdRBezQAN$@%;o1vB) zS5z8)?wwo6uF(9t|dRy+Fxp(`Np7AG#d_S-_$KWzo zcKO8!PDrlJ>qe;!F2#SItvJy8+S8{ul}o8KkL!r0=2i_ID}N7IXp}wf9v(NMZ#jq+ zeygd5`O)JsB*TlvEqb-apwmLbWe8&89l%%=PuJ z;GCR#CxrE^xuL#br27!3IX;>}iMZ`So0_BMD4ho1Tg2k_OA1`{98l~hA+8H_8P@s zw(KqVTGQ_{rG4OP#WMY|l6;MQo1I!)ioPDx4f=V(V#=^BX)M)Bi$g1;tL@~?siDHK zC-Nv6XEVg-%=8Lw;4vhB?B2@7b>@3`0qSN;0@=(>N{n|hQ5@56^$G{9)^)Jpdw6O1 z*|%+i%ol{+Wc-jt?$&5IMQY@Q<_7QS4(8Oa8J={%fB#lLA^GzBo+pwG);|~CjyKG< z1;&&{rf7&v1tOvh7t2T$eqPA7HT-&RolKVj$xEMqpMO$Ump_?gw(eq6<_325(x+Vs z`;^{QKEF--r#fLJWi6{vPujUNuWfGTMPBimIPBGCJ5)1f_*nAI{VG;H!PauUUlEMo z!w=+6gfiXhFIutwPZ_=)_2SLc2~lOAaXW_b-p4|`d->Yx`MDXl#D_>!jg^H;oRg=8 z%%6>;tZms!-E{Ty+EuM1?N3#;&-5@wBpMY*V+`<+Y@>eJKHq!w}S9==Y$=rl2y(6k}nTwl%el|Rr1lJk81 zbIG#rM{=G;VqiY!##MA5MrTUD2TJ)Ia~G_!yepXUn4b1%vu-aTpf%zyF5jT;{Zdu$Bf{kHApba{p3>hN?%%Ui$_gCB-o zc08}{wcOv!&0MOJ9eyHwjy1;U*CCE|D}r)|-INZNZ*$qIqT)M8ZAqzhs(x6X{SYZw z4X1x*st)4&Tw%Y@OvOljEw5QE$1k(SQ`?8jRCRt!9oTaC4a2+J-Bg65{-R0NjU$t+ z3ySudYp#Vk-)@>xs?|Hfv$4HfZ$8I#OY|{;i|=3OjhG$!)g$%O*zC;m8Ydj<+MF!q=B1&gMh%gXUh%ot@Wih}zkaYSoK49Yk)~+qjWkVW zBn9R#yMJ`Yp83C~1YHwvv1D=iw79r+UP5lGmTzsvXqKwjV8RRPi&Smv-&c~}Do`|o zWa-VzFUD303iu-@DF~o$dKUit>sywDi&Nukio%2+R$ToaZ?nM3;p{{6=f!gm*Y_%)zf5O$XmX!R z<$eRhR~OU&R2$})hD;q?m}zZlv@f1t$8N#Is&|ln**zPXsmIPv_P;{v($4D%Xn*~d zlC%Ev^CUY;)>Ecb$^gqTBw2HHAfRyp1q2EN_E}qDi-q=9TFIR|(f3Md2$LJ{>=1@+^ra>CsvXqAFWKQlk_$zmO9lPw+ z}wf@>t!+gNin`;(uObX7Inak+0z1A1I zYxnz?O4@rF7P^A+lP5DB%nr3%c!Vk(vL3opJJFOj6zbaM@xnOcVa5;B^(0KDrdB#i zj$av^Zqf^yF4O>eyn>pwpLU!n5_EP@3|KrsN2xH`hh(=D(PBc{e3Y5?-Wx zrUaMGPF^j)W;UF;GNLt`L56$tn#x>dWnJ6B3O50r<-=2Y&iOdEsdL}V_76P!eO^tY zT5R_t-QP_gJKp!7JayCJ{4^pl4Y{@(H)yr307ZY&4p1;0{Rhkir5Jn@jBY_U>>os@ z_Qrt4RIZezQ1-h_>S)5yzJX^K&#TRzJb9+|t71h@&f@Iyrc5h|cG1u?+!0DnLB-+D zzLV0S<@_nRZbreDeRbX>vQ9RSQ1eas#D1|kFGNPW&9A%tCnrrq&)gT?x|`5R!G0$n z5}$*xA|mY_E~Pt20yU{@IfibQgC7R$Z|7(iq$yuh(NsTj+Hzy|y93ir*%`OzYXbCT z9-7cgM~DW@FPGQ0z*G=z>fhTKlE0k2aQ;ia&s=t1fBfm~N+*#CMkqUZn#`V( z82Y-cL_ztBky*Cq{I>3l+8E#C;9&|;pnas?>EmsgmW zdALu3e+^kvXX3kZReXBXma5PrQN2HUUWM{-__%>D1-?rHS6&7hYy}cwXFel6-$3t{ z`dhQvU_+0WOju5~gC=|aZFHzQGHhCo#(EDVdUKsPdybj1Ze9MtVF|vf4+wP+FTtH$ zEhE4ei&ZZObIXw{clQYH-;W;Uy$Ul!)>h{q|{e;{dwS-#3I_We7dU$&$&r6yfyqIo% z58u(0susDJes$-=rX-0hkx&2hzd=A!+cm|3cJeaV|K+`LxbWV9-J-`uX*=T^(vt6- ztlj5OPOF~MaJOxknBFJsJh}GvbzgmGfHYOXS_o29R^}EK4tinKlb#{{BJM*$p8{9X zuZ6o@x(>#CF=bG}AA+DT$$OVT$v;)hKP_)2^%EPId^yQ{*UjFmZg&eBOn((c&VdX+ z?Ub}03#apbPaTH|!@8#WeBG@zFXit-WY^bH%k*crPnj$TYO$e`&qIZ-9=O)5nxpx~ z?+kkbW^KEc#YnrCjBKKJi%%R&-DxKN@{Ma5`?sKL;qoxf1D`|SJ}ICCd@gO)HZNq! zf`a0&5MS$%P}Z3nr?^TVnY=l~b|cG^?OKe{hIMpxdKXR~xwQIW)3J~!5y6k08xmff zT)Q9ktz;8w20}muej3Mfq1j*`>BXl(dXDn3^aI0kwjyq<5;R|4GG6Io`P=C4V{|a} zV@KdYbAti(yIfwf@^=kmu~GFmuZRu3y#`AjqedvUAMzRd+~aRcKI^4rui>Q5WG z_-te{+FRVw|E!{iSPI%^>)y@Nf2E@#mlKlTwp~o@IW%^MIeco&qqe-JzaN+x|0G3> zRaKW|yKsFWdW#ROJn}oNX_Cx1QY5n6MXq?wi}HcM0keK0Qf?Wl&9?Pr{(SWvo-dgQ ztw#6!c(lWa%p3{3*RQV2-!3H;MwmITu#bHJ$V^wbEaYQ1Y!SP8At3}juQV}`ub|H; z?%T}8b=%KT^vJ@*?-kaYX8Vf1zNU2)omAv{JwYAKx7o0bJ=!h{ujJ~x-ymx}doRht zWYoQ8?OHqR_buY4Y*G#rKiL*G_nJY9)JgZR#_ip^wCVL^jFw#R3!CSIuR#kb(aZIl z8&~|TrCE3_fhut7A7=3h*tt9bQTMEh%1hk96Z9^@DX3f+z44w!y?wk^(8%eH!r2QK zO27q#`O}BO)l0v%^DH-`Lx184_wKoA`2y!e)I>n%DGoZF!NFdL-5z`9bFN+(sW6#$<=Z z266`)6V2U&&g;Y#oMgVo-`~E*Tk*YF+w6Cge#x$D)5j-L z8cR4`%pZ_lh%Y6-;_7_n@OZq!G;AG`Df-_jthS_a)bnot4Uj((P3u zqSQPmnUXgj&|YsH)e*P)e1TQ^_8`J3dHuS5GIvo5ijLxr5m-HxLy1{|z6S^qyLazy zbeN+}Q5dPUg{|AIt`&Qm^=zm->+c=13 z*@`!?^?H?~j=TZerwi73MQyikwLM@(6wN=UEL8}HHXcF2WSa%3oDTLUzOx7sLX)C}C-QPpEH^aLy&|*fhj{4&Vs(Ad?LC-b7OVy? z3%;UgfJA12{sp6T%8wYOZJx~O>-d=Qu0O+e`VVXH01}RJlyG^6YkYh+$QFMUrR|r9gr5k)w1mVlI1Jks+k)RmBjYHd}$;xYf zhbM|=^dyfp2d9);Z)D_DadG?McR@TO;#XL5Y2~J9G_SGh%=rH~a^ZC44ZjlhX`0(V z*S&jb6&PJf#+nlYgbSg#Z*Nu{h#`7s;)P_bwimdt4sQRGVo;ss6F2d^DyL$V>i(IZ zVJ*o@bPU=*8om@L-OD-QAtECxDhg|jv+C+({v@nLWwSe=GubIF9S`993p9?DjC zc9sTXxw!4tlYjuEH8+}sb6b=V3h~-tf+~fdXA^FKPZhyl2?;tDCLA)YI}@W*l)1Q) zG|rr%mynPk?7K42+E#0a3%JIMYIpAQuwFDV+_x^jFYtNgqym%C*D=vkphrnw*ahYo z(Nt<}6KO4W^s!`{CL3s4@Ei4%t)V%Gd~@)pR1*hJ9vz8gulecuH&7mzpO&r^mY3UF z2+JV(ix)9TdW##&Y6_4E1yMxeaMa zT5U~D2Ullrl7)^G8=C@^C3ZC-IXw)p8L4Xv%9{CB~Bg!mZ|bcSuE%S?3yc5xJ- z0SpkE{o;vLI^36#G73GyD4Y(=@oP0hRdHObb=gk$IqpFD%Q$_`Ci}}5L*u$sgHSGj%v?Z&#KE(ki z++sp?@1Pe4tl5i!chm6^Yrus0(-DG68NO@zbcf(8ju{s-Yk zsp`cyD$i39QKo4&L~7e=Tl0P8uM-*C`8qo~ZRo(=lBxg2+FM3txvpKqCN_+2wd>x z@W-69`K@%qb9;2=;Bto-;yn_02|72C>}j2z;ny86jShdtgx7lA46~CR75Zhmk!)Wu z;6(CNq6tUAbfcOC+9W%m_?utD$oX>yCAT$G>%6U-dc2w;LIfS&0CAr&7$SmbIy^4U%!vk`=rt5Z zOSxkm)Vb9SJ*Qt2-Fhy8zEz7hYv>*l9QR7wTq$ML$M3BC_=NJcAdvtcRp6qnXgnOo&f(Uh;G4DYH)hdfT*0J zcuGH{qLS#bRQ`Owtw88$)@RhE|MLysSG_7bw%T||qMR1@XT12+B5FuXagc!PE}-wQ zIvQ`LJ%G}$D8P}Y!kzd_#r4_2ObAd7ur4SZq72-V2Jq7bFCOpe`K_uwe6-~xmuaHh zJ1{bWQX2#+#vuEF;6F&acYG=b8<{GndSE}>PthJe`JBp4nE7u%1aG2VaNv_uRvrY* z7Y?UnMkcn>liAk!qQ09vfs$GlYOMY?BbW5rz53npvLTi`D!eaZ%k-DY+66y7UW?)H z6@P@C)|%LJs}LIl4mnU5$!k2-=9^a#BhzcE2mYY!duQlWRg_RcLzrVqsq2SB$rBCQ zrj5MWyorM!uY(~!%%!KBL`40TN8c?<&LC$YBNF7%=A=N1CGdOXE}gW$0_L~5$C79B zp<)V%x_ri@^w~Qgsi)`1SgIdq;9o9CVSqS{l|)`s^?YF(NT)I($Bl&Ja`RkUJy)Ci@#6VnLorN^k_X6PVqDm5Xe zUcOosQ2sXPonr|<)X$f^jwgQH2C**a3KgLl1s%Bw2%(Tp4)UQcVD2xM!K@YvFwEV( zJ%Y+%K(yMyeAW%tO|*A(7=rKzIjjJCMa0Fm!zMML&A=?ohmpidL z5cjjy4xmpS{v<>=XOm*3ZhAo>r} z{#04Hc)nH2@IZeVi+s-7#F(0KDHvKscHZ|$jqs$74m*$Jj?{w5A7@h)D_wJFhTGTR zeA@e`rjBQuK*7YJ0L_D{Fie!e78q;v)y?gK+A1Ir`!oh&^wGY2I+u0rR?kBLOFMN`6|CCxlVG>& zyS(M}ma*3T>-A4!4b9bS87YpZi<_>e{$sV^N|Q4_goS?#4{q52H=r75AcZ=AEXZ6> z!#-l07hCYc2Bn|cj(w6#OJSp7;hYg5g}M0k0-i?dEx~a-@dv)NHco_%n+%_} z%qUB2j$An31<&e`1ndZ82f_>l67$-|jm+mdUT#yz*hQMXA1^0ePO|b8lAH`o^W_~fELA#( zQM{b1)7XvN_>~ALM-L+P>`3j|9oTpT4uLUX_>+)Za})@-7ir4iv74b6Gk21M!4wiF zdPVkdL9CDY1a%e5!mToFtY+PHXaiVyp(e9IsC`GRYjDyZh=oc8hGC1pmCXH1dbgU`?q)1}f0 zE7T7r!Y9Xuq834WKxK|KQ}M*q{DA>uqVuf)Hq?3Yb$lG)b8-i1vH*MPw_1L`UP7LZ z!a2g;KvA(iRvH>Q?e!)zlZ^~J{z4RX%_5|X*&lz;?!s{aUeWe9`Vr)7Xe~vR<5EV= z5dP+$Lq!o8894}bfWSIGjdQld`9xq4trPmhpD6pz-(pH(AE}J2cjmO+X4~zh?*i}O2PY} z9qq6xost3*-618^OI)}iK!XnyNv9J&N<*Fdci49yVf!}1(ndpNliPjPQ~Pjbk-G|I z>)v9^DXH?{hs5amvd6;VNl9i-9D+DU8EdZqw&8^u3H)Qq=0k+b0Eh@(-GM^J%=V;G zl>=rZKi#TzA-cB+E+>L()Av9O)GyFo2LK3ggpp(l)6_|8N@BA14?Wm`pdvps4AXKl z|J|fuN_f91pRo$RpGmqVt!zm6uoY%tP>|qW7w;HYFF~HA4ZU~tZ72*HD1m>mIlw9M zz=#sT_~Fy0gy`ymxN4A66+x)~{l`Rzs9>+L^u}cMo99~BnJPi_d24u0-9A$Dv;#vo zHwOCW1n{@IZP0+B>pFW0w=qvB8ZMyp|CIy)+M|w8zu*(X00Rb~WWn7p1B4clQvpDZ z{2p6M0Pew>ds|=h$=!jJf3n>bp&?Oi4LABHvlGLsHsuOu*()#{a2VDw-D#n=S;0~w z3M1c~kbDh_1Fir5`Wcug-5Jq-2un(l-xWR!?lc_4ARt4UerM;Bp|Az47sbY}fy_vz zrdSVeH*y3976w!0Lkz%!`zQl&4>J~=W)V0YtN;o z>y;6R(XF0!i$nyPGia=i(ZE8{4r;%&0@v_IfIlp?Kt8m38-V37$RX^{{F zNchma1^3>ZvN;^+taJYZ9ZTJ6W1fsYU%5G-rv`(sf4U%9-ba-WSdTB^AxT;V#%X3t z5CLHMn?68t0!a%04a>BJy+YLwIv9v0=>c#7y>=sc?FfFBEXC@`&9Q#CXz(-R3)*O%Tzxr5G`hdb|Grrksx z5m7K}J}q+zy1uDhRI?ch4sW8zk% zCrj^j4@8ceCpSu`GQXkTWm*RIs(uea zRT_-ad4@)GDYbuC`to;*lK27+WJbd1nY*J=Kk$2`+R%1gQ8B6OY1ume9An}-JLgvs z7nW;!g30giW8h)E8^!`Ss*ocWd3YI%<=VnB&jOwH*%K(DaZ?o^9roHtSK>Ea?^xt z$gIMjt_a(U?76rK+I)C>|9mVVym2$zaHnFU>tx2esk}kkbJ6%$R}YJ5kC79fV9)vS zH5jh&6yf(|I@AAV&7u8F-fa`Np~imhHrD*3UPjCKSe8*s%u}JJowg>g;@p?#QIaIH zD%0l!s-QAovlE=`{$ihW8$$I*6MzvjBohigo|@r z6n{QFd=Tm6gZiB`%WFMLd`=h78e6Q0@<)xrw||L{(QrQUxRcr}Ir9V?NLuicWCMc& z7};1t;C+8_$pw9H7>NwhZ<_6@ZgCo07+g0nkCC|3a9=I~z0riVV&o<;R~SgsSV&n! z@4e3Qb3x|x@M(ImICNpj=4L~xv+TvjSGL@*3|!_Ot@-ojqmSZVycS_gdF0~XYEY_? zsEPdFCGf|~a$nzaf7~t;Y@}XVk~-yxPM7`$9~0+fuVdeYXOtdsJ zLxRJdrJknbQEbK5X-cV$tQfgEzE4`_e30Wbs1fn4L~7K8&QnQlnidmEc+TG;Q3qFc z{Wm?Y@~dI^8R*Bu1?jWKTK*+lC{%#DRy288qpb;gIkP{hws>uuURc*0I98Mf7YjwJ zi=*B`xauayV%%5)k330fqu+qZ6P3j;%q}b@DuO$!Q+A`c4`#vu?^hGLKgy>@xSIN(2AL4=Mv+AE zTvn{)5W%NT)6ilO$j~B=kaEr!sz6=2tcBlLZnK@)-=}pj2XkmtR|%e0nO*Wp%CeJS zB^)s2@N0C^pGUV9UKjEH&2Z%8U&;m@I(%ph6*EGU-1qmIrT;SZ(;3!{77Ci#dOtN1 zh59Av8`6u*cZ^H~x*kM0S>F2AWI`!miFu6kI73~O#66hej}If9j+Xg614>L<5~jle zNeC#M$S>H>2KxJFymt$VKf+~1)4udGqocE#e8_L%f+=B9`Q1@e151GroVTo)oh(x-6HyV*`b$x_#S=-AArLRiN%qZhnNvNn~xh)ORpU#WO-4l(-*T@*gq(ButLRweYZnBRn)@`Nl z`P<>HOi<6)o#<+Eq2j)*t9!cwT~dBnyngJP0g?eKX)-B`}83IoACQ*`yq~tHMbMLy62Z}NWtmglSf1F)<>bFj~$RzA^t_GQD+RL zH8qL3r4&Bc28AUIG?UfwYgH;`hQy;o<*ZW^EhD075!O`YzXuKF|#-b*_7rSBtZi8RwhT5zs^Vo;{m74Vz`gcC^e@-<^|c@y}C5G)@CnM@{U^R1NXp9u?QQaG7;)OckH;p(`Q^!gT3L5f#@p z&qIyG+IsFclb=1+U9m?jCV76q0|DX_9%|;n5vHcxPM@A_pjV!<7Ed^vhwWotm1RPl z$;Jw9;vyRb0%f-%I<4oA!jcZ#w-x?9U1rUj?lxp@k~QOp$3Ep1TwD}?dxl0o6GPm- zl*ow&otq(3;>lbjE~8GxCB&hLv7a>Z@M2f@RL8Fj8>MGD-5YmxC6SsrKQ*9V(H@$q zhFfF0T}b%ID#Jlb=tje3bNSBVArr=689z!;gk8{YShk58?}Dp z*Y0mML1i@+yWP0u{%mQ*EF)QHhaqz%K7lmnb};X>p1b{w_A;QkwxjS%@HgmS&G;)` zXDnx8VbPx{n0PV5@>(s2I8_raii=P^wCQUH*j)1KcF+kmxNut4>=7PX&l=qd#Fyac)lqrex5pV%J;Z? z`V$IK5|j3QL%Or)wBRm*(a3W4BsMeiQG;Zq%*tfMi_oC8g%Gq+T=dd`p2O4ra#L+` zCA#$H)${w3?mn#}tD7GxKKh+HYpn2sv>}$|ri`VXRsL9Tg;5x%a16nQzN9khNzCdt ziRo>6^%|!|51UFl8F)In7t`_TAqmpT#|t1KW5KtLeRn69t8^|K|00w{gx}K6tEiq) z3`3HMIr~w-eq@67xXqqZ^sEgH&n+O|I%9Uk2>rs&DmB7Bc{0juIh^z8NmR^ZSPH1U zcuB$}_{b#cBDx_H_^sc!DHw0j{P$bJAFXkxKdwDXY`D!uWc76Q!-pJ39~!dr2RU$b zx_2h-|0Y)r=QwLSJ6W<#O+mSZ!T%9692H#jm`14|_&bR8!hfO5IG#nZd$O&+int5? z3NfX}Gv+*LR>CkIjQP5^I};O0&H5pq0S znLy{g35Noz;X8e6E2!6a@nq{Kt%#r%)!WW=lEuqBhb>v<=9AyXRo+O3gd=sX{Ul5w z8pM_@uhH<&)@8+kh`E{FlxR0PY}Dv-A8nyUtIxg_BV}Az6PIFV5oZzV$g-=dkjxDX z9m>VkCW&5Ganhnx-kN$a6rv*VnIvG-lg)1+7!Unj<3}rPjIC2c46DzRs;#KxLNxQq zEX&PvR&}52h*C{JymB^u0Gett?1flVDbOm(O}aF6X~H51L%gU}!OVE014CBSZ-$+# ze(GMjm9X=}TAUeA=zVG_3dj7w{DJreIVOLC4{tuxW)UN!@Snz| z@3-)ve1|T8uIgjVzfF>SQ%m)tN6|~JwC;fPXWoq33JO>ILy2@q0HW_kv3%^czmIA> zl61=3Jav_hZCJyhNv0IRHghHJ_qP|8@pryp`{>VeYq9D|6}$7ts8&>4E-W0y5>Fja zxcTH+Ns50NsocQZFF<2tupB1$n`hEFIjgdiGG@_=Mpf<-H9SV$x@jKyfq{XKXcP!` zHY#|&IZ)G898pXVT{2*2F8N(K3H^hKYwe|D!~NovTuV&nXBkT%@L*1p7xvw ze$QG|$Kw%v)i7}{?rfw|3eGGm@XHjx99meCOa5&?-)vf1+5PeAq$!4#5VMl9#zQ9t z378wXB#tGm7pcpeASYRZgAn&^T)7uL@9?_OS@Z+LNqq3DiL}xQu==5?ogd&zJb_-U z6>(jvT-M*-t}|mw=AU6qII5(&-lt9oc#DQ`g<$5U=;kH}ODvWNybsWAs&+78Z|Jq_ z*PG{3L8vt{E^5r7UYYcjcbfIdJd9BW;#@V!DG1DMocPR^P?dyKzKJ3g{rAzv=+j~= z`*&0NE(Sc;J58TH(|B}zk4dI|1zmhXod8XYcIqt*DWZ+fGf4M-jGDuqcT9fuH{t=` zz%_>JQFkmg$|+mVoKjOuzHa5&MGjFaA6S%f3s;-6QQ*q3UT-n7dkO6ZCs4%^>MQVa z(!iY1Xsi4Hx22nP^0pYFkqa;?~>5~+vrg$DG0ljAx=-loj)JV+Ed6OqEFt2>y^ zfX;y&RkR=WMK4EfPf}=c6RaoUJXze!H{CIfB&QfK9c_1#eEsJ3Gb74z!C47uaJYky zxf*ksb;pP$S0)C@IzM{))JMw+HjfFlxd3@)zp2dcvCktqHdBQqiRvh-v&7jox(@yhHYlKaO$8zV<;#Y1+ zw4xr>?03}}gG){E>)>Oy8Y*0$3!`7=?3!4J#(t9GWXTibb1<8fQpwQ_)`wR?ZD0>R z!~|$S@ljGD0>uqED>0GTJ(KTKolu28S-)#5(ez<7n;;#ZUS_%J20|f44V+K(uiq0> zl>5;XLw&_=6t90yL}E4{4K~dwEs1z=*hlK;efF^yE^dS zvrox}s{a0Ve!xQM%u4$%rP1wl+-~dxKBb?5lZe@U)On;|fG+G{Bt|PE2b%~dLBB5f zHSq)LnvbTvmgB|*83{#^s+VL!L-PdkktpoHKz67Oh3NJ*_Mk)Og{Oty!ug(xtxF+I z2Bjpc+%myC+v(VzGQq#qW1$V!EJ#m&iSx>CzGc?A@|FS<5FplXX3w2o`l)`jn!x;g zpS9SE#i%g6e4|JXc~PlIQA1Pc-8<32TX@$fo~8Kj{ZYNQE<ed3Pr5sk>x6&F4urPx)+jUu$ixGoSlYGH zA~eg^UkCqd#9o9^?som;=N=hH(jBsQ8jV0&S}Y=Z)20ww3>VWDbupFVDm*B>kDiN8 z1Jf`T+c%T_vdXdln$TsJN)9;^Ig&{Q>iOeTJL_7Q+$1>FpC`Hu$hUW^3w%%dGsk_< z9|yf{yk_2kW81|1PukWhh){_6FObYJC5d=SdLKExFw(GwmstM)K>g#ZBqwm(tnSlk zxhy_YQIY?lWNN>^a_!e}Acp-#RJ9~slv@>VYGT7e!=F!uiCGL}IB829o;N*>vjI)k zyxa(4(Gn5!`^&S>y6w!!Yc#y1C;!3yNB4CXHL7~sjrA$+I_Tfm@jn-~>ia#Mv7NOW zZ&wIv-YD7$;+a|*(7k&dlHm?aIS_0YyyiN=jT>|j6x_J;Z3MuRZq_}qzry8NjOWcQ zr}@AgGuiVxiJyy+oQu^h4pu)@1tq~dvY9n8UT0Q%zb?q7@gn1GKmAbudbo%p+mBcp zxmPCc=}H3J1fQUTH`mUNR$r1^-^yXXfUdlueuW4 zi6X61@McZjIXv~^EStFq2KHTm*EfSrq0f|cDU35@BKCXwMUoGnQ+=hT7)Tp=QRRho zH*qp)@3^!OzGKECY#0=UyqG@=w25ZCto*Flg#Vh&&H4h*Q6|GzQ7G#i(AW zpep$=)vc`Vw~!#1N%;j2UiW5JX=m;s*Oy_G^GbT7&xJA?XU?mm$%QYAi;?oUNc+>uM_&IP%z|R+y&0|dR-B=2tZ`psOi#>+>tYrOG0Ojz4>Z>x($-zT2m3j<)9$Cg{u zTl|SMy7;E z2~&7f!jW#WyjH>J)4iG_+-qEF_oIvh&?SWB5Eh*SG^EXqH(y`-O@gZ}ybhVHQa8Oz zHr+apXLqS$?~Cz>O7l7&Fr4w_rwsL_MxmPRHI0JmSZ~kr;v8l)!pm>R%B`UZC3OEN zgEm+*-fsQRb-{S8R_8*te-S^%o8$6frGBpNcZP&V2&qyeByyi&PiV)QY>0@p%+J(c zdC6Oot9l*U#QC2vZdryur7-7}iTKm;dc&j2oFvcOqEIQBfeIQ6PrmR* zjOCTS9xcPbOme=^Y=WU;Ap9v$b`&Y?uvdTG1jJo}+JKvfTQ)Il!WUEjNl+3|fF(3F*3$MRm1^C%OI zvAkVrDuF&SbfCrfp^#=GD(OgE4F}dVkm@uvL|5;+;(`yQ;-`_&Rx?uxDMkpd8H5~2 z*y@+467ptO^eB4&dXe|?!Ko|p)AsejumSh4nzZs5Pk=9$I;54X)TtXV1yiS*0WBF;7|g%E(gRDDUKhUn`jqVQY|(`6xRt8( z`TPkT@b_fzUTxX>f>mF1ul}Q8gY}QN$u))_O87spJQR}z27tZyU&AZ)Pbf)j$1S0x z{E(a2_Wr&=|H~)J8qZwLVA?zU7S1!vr_9Vin3ewlKMh)FB4G0-Y|#;gO~dz=EWp6k z7S;p|fa&!)5!et2A(7G1{H|xmcJtopuV>^O>f#R`oDxrno$V07Kg^il`2@koP1pOw^0KADM)K~~kjBzXAf z5stC3F`}=AG5?_OG%Sj@cW}@sc#aJup`&Sw#pUIJ8c%odcy)7gOHE4~Mrfgk4g_3T zVH4lOM;$KS1RX#Y1ja4+!Ult3^xtoxTMV9_#9?VIK<-*r9NsxxtNwv|btaSTv%8eq zddYY~NNLDM%PTWp)xAkbnjzkT4b z+s+zHq6^}|+wu`u_p}?=e;@B)Jp?G7omkmYr+xpBzR-Mex56Q2F-kKMIPdVO>COGo zx!4{W{j|oMJj%l44ONgTaq!HisSr5G9%Hb^WwTMM_{ zPrW*_E-GU+Di8aP*4j}mPN>ekm#qV{&97pY#kooEHISWW6^VojONuQ{^~Yl!afH7} z`aa!7CX=fhU$R43>?QEC(4o=@*s`jqEEYs)d!%19>jNvgcSmF?gs71VNJ%Cus`b!fEZY7YZ$p1ZzUle|vf$hih ze!M?dj4LLyY6#$anH3iy{`7?YOf)5HES>Pr-$TwPJMRv9tE@y0cb*1DcQcS~lT0{} zdcHK~{XHCkJfO0sQyj8Rqbru@4Nyo5VgCcn-th)Guiaqme~R(YAbK&1+x_$&jWacm zHI~#jzyG05`mW%MURa4Fl=SWFDQ0zATG)it2)j6eLW3qDCB^S5!j`!oqfSOf2G1@w zSbsWKV+ArlFy^8uT?RIB`0GIP91jB`=+uC5B}c;j$$Z&7)8%^uRfM?mR=)2B=eqbP zpPjH3l%dc6FXDVS;d(Ovb;0}eX2}!008eR$7TGthM}dB7W~63;@XO59W6>`F12qpS zi8ec!i~Ej{uYUw|XzIEO+UN$RT^|vtbm_I*)$WK9qRj)7v=(kgroPNJB>ypHPbdA= zYELd0KddyMbmDqxE5WKCD$By=jtj3=ysgRX9c5?)LZgbTRQa)lDyGeD(;YCxl-5kk z%Z~=!Vhkw@(MWXI)u*dep1^s$*PrR#K?5RA@ai{)?QyWA#}}^g{GVfR;AZT<0aLM= zRgHwpn2iFoNG+;T!zMQ%Yc|U4aIgwM;=#!^v_yRB<$d|(@M{~z#ZY$e-T40q4OWW1 zzWuMJEAg_$eq_Fv%_SOjzCIIiZuK|avkhY`w9+2H@Av6O1K7p$0kfjcbjrTfRo!#6 zT|(izm`7gV->#{P_!Rt&_YMCJ2zrYP(^Y&dg&ekCw0655!mg1M2GnYXkjiS^ykUG& zT>CM90(bqI*rm>U*BSF^^QSQ9f4^G^yZVrUl;wE?mFTlFa|za<2*7ck4d)w4qrtMn zAw(&YBt(07ENi3-zA@J|%8LDMN1=^kz^I`uKlo$Cl=;VObW+LbF8vp6d?6O8oqyg| z|3@=ogo?pu#9mdY#-4n0zuI4BtKL6HR>Z@A-jcuCUok#KRRzo+PMl4!W*6 zwyjBz^1%gfmkTh_-YUUe8^nB9!Vh&a6D91_ge9|hubnOS`TDI zCS3~<`;J=jFZCpK0zV6Sj|}0ZKgV(WR#%-XlVDHk-L+N-@`K7pZxD8caG-gq3$~w} z+(4@Bz-{wg)%o|b3>AOWEfrj*jEEU^PJSEympKDR$gP*hLZb_9R+kBX4Y0WLu@Y=_ zK92B%L0otI*>C=E*qn0bz!WYxOs~UKpLZwQKVq}69kmjmEvaCFTaSnummu8~1tUnbL6l{+EUsZttP`RAuk&X(a0h2C2 zJb&jz0Tc)vH87~egPoMT_4;|6qf;(FxU5(%UK+UM=g=XvDFS+T-6UTpCWxI^h;r)E?6!23!R-Yk0qG&a8d zfk6MuPv){N)S(f7(e}-(_C2YoV7wqM|INAmwbE3$tuS90@cNAQCVrengG7_Z`^*Ct zNSCh{bb^3az-8KvwY|L^Azc6N;erwm^8do}GQD#)@cF|*6+I1mY~Ur8fp{I(&JzGF zoe$Q)i<}+IzY{e9jv_Aoy{gUL5L#ihvX#$4Yc0C4z-xZ59()c8ZtK1JD*R}TAf6>a znRtjL;Gia*s7TOG7=&RosZC{WD-F}{Hz~OXnLu3YHGTJYL>- z8J?}S?QxBVrK-#y$UiHU3LPuA3G&AZY| zCPAiim1b)wYXlpZ@7Wp;BC|F(7AWsVSq;e4}<5!$Zc^eRa;N56zcz zZl=)NUKaZs2jzScXb8eTe5eEEp(_Yy&3@FJD(SInv$ z<=syI_dpt!RuZ_&0YD!_eoM&G1D23E*@RNx-F)Zqf{~F`4)ST0{98G#@^>ngowj3E z%o61psV%BkhHdc6K!Ps$G%NcIhvN z$@H)xT4KP49iCtc_Ls`Ny0@OU6j=IQargeAY6;!$V9(_?>t_b#epl_;Z!To}c(;iW zXb67mCJjPU0<8O3WEX;n)t6mYk%LpOtE;&f2WfKKI>zWkVJ)Qi336v!4^+Dj-{YT3 z&4vV|52`)1Gse5~iCdvExD(T5CM}}U+yXs65moIW8d7_aLm;2+9%AkWdMF>fv7Fkv z^wDtQ5#uC2Cax%Ug27AK?8^1Ru zVqhutonbisZPz?%9x;~oHfu$OmfoOOloPRH)F~3&Ui%8Z@{@?61@bXI`}11?o)HZu zM39@mCa68hx4J&WgT2naA+4FPQn82SY-xl*LuQ{*hf(vcoJQ9#_>W4EAB!v0rCfVW|E~m$rO8&3 z-2~N%;a}bx8TbRkd_1@?!)Vc{9@j*$?RdtiAPS=Vo~`s85cB)5^MreiiN-ol+*o(6 z9NLk%s`DiZ8}0qW=-FdVSo02?%Q^q$0DqarC z0Fv{7;~iQ@7P>Ol1Hj}m&bi%&`JRhjfCx<;1BL!+QfXjQq_Va~y1u|9#%qHH7G~I+ zy}H5)1Gge>Kwz zShd_v3=G79<>X4GTyFr`PLLM+QCGWU-OSfrk*`0>>@r5Ix~bDEwsmNR=rxAtnTH3q zN1mSt&-}>{8=RW64*Pv8?fd7>;#lv3pdg*)J~@fZ!QG7fxX}(^;{Ed{I^8_gp4KZT z(3{SL3}Nzz&covvrXv9~YQg)@RWar-JWh66 zQ9(`-GJtq>J`it5=OP&yi!;q1z%)1;mQ8&0?>V*I7l`Y{G31c>m!r!BM7m!G<7)mD zUkq3IcWKTk|MdoiVWf*oUF*tzF7hanUClFxDtKxAiPbPk*y5Z5gs82{K;n;3R2cg4 z2ZxaisB|@}q_pDn5oHNz+C&Z)BDzw<5F$3(D_BOl-9)0e4R98(&9n&kx3q!d&?xfU zq@<*Y>$(5yyH?hwcJET_0Z99;$dl>+bwl<<0ScK7NwQDcNOC9oIcmrV#T^s<5RTI0Wzwb|nf%$VRa2 zfZ;#^v;k;H6#;uVF9^)P=XHe%oNc*w@b4nA4hX-od}iT8Jb>#y(p6HKnwX7e>u@jy zqTIZ{Yy(va&fs(&E`S_X<_}RcBK5ER^fNVoR13Xq+<;1$=sYf=!s{?>`M%nMO6ViO z_2hbGWvric5u_VS@ex9O*Kc+-EC3co!`JG*1H-+(fx_Xv{;r_~u0!0y7DaP&cZIc~ zFmLTUlnL_e0kS{;0fYtFsdVq`zz9~ywuA6`tj1FqcKQH9;Lt*4$_+hriwEde$#aDW z4QGcLcRMpPwy|CvNxuH}{yvllXrTkDHuS3ho?@J8FR$GOMrTqrgqH(knbAB$qJ2*b zvxwM+nLbln)!LBn<2q6RG(z?oGs}Nz9051w4s!VgYjRQw{Kq;=p5&X8OSLK5|KO1m zxEUm-`_BZ}val*c1YnVi6$eFRujn5d7;}GtrRu>>W`L-et%ext#+N1`t8K(@$o-=y zDG8)k6*389+y;PDri~yr{lr93()=Ysa?4U(6l?WXx9iOt7E&v%5HTAvC9CiiVM`jl zjc+rFKKz)DmPW?fa0t?nz`1Zxu@Rgbmv4DxTBVTt9Mm~^=C}QBuK?)+8}5vEs)-#g zkN^$f>QA6EWsiT(mOR-%9RdPE$5AyI4Cxq2@#iP+rF_gy^v`)mfjur!;W~4oi{Lx( z34;J;tR_2jSMp+At+z0Y+zf&qF=URI!4P_#J*$NtS0nlvgvh(7w*>F^M9rg2B&Fky zo<8QO#6G30voqJ3y`7kq6+`yZFWGYce0@y8#?DTSdY0kvjpmchH$$ZE7Hcgy7q11f zS*+Z9!Dr|G=PBI)HrfE6-Kf7wJxnf^v2C5nCHZe`t)Ganf(2cp&2HwSuAxt;tlZ; z*|-Y}lp8^8smMV1;``$u{~{ddTI>$5Tmd?GV5yLdvHXYKKpdQCPldi+Dqr+Fz6~s2 zYp&upeti6hud#yVUpFyBB7i^|>2v3yF;!1i3lyVlpvQSuE*euXNp3(&^TR^Knb?7lkPA-mv)4x}TnFRrbO|7@-dnN;q#SMN_pwrZd`;#Wz zA6d9@h2(q)ZVh@yXj%P?-LAv0L6?pfI-t;(My9-&-9VJ&&z^5o-3s{Jo})>p{;{IyfHKi$mmSn6)+10l$x-*kWt?-mYDyqo)SN_mwuj+makOC#804=7Ej>Wg} zupoB+FyI91kL$dWwSWH(M!^w^TRn9OR^LMafx7hyR-^f!xbE?9ET2kJgDmm(?MmK1 z$pbKf=uhPXzfXw&-EcK0|4g%8{Bd;HYg-0ziJ?tGK&1}3-v$0g2L1++V_6;S`QD@S z>)Vz*$IHrY?j9W;q9h7Z+%zmSn2p>#=$N1UF%oxfGVcpUjmF*p8cvg>K>1!5-Sgt$ zJ{n!r)d@J5$I3e3zMF!^x!z~xuh7ZBp2eDSYW{wxPa>WMq1JKa)mFvVE?d_BBp42k ztG}8j%!5l!G$lP)IYznR%x(9?-AgDl$oj!~Qu^4X*4X6D$&mZ4z&hwQ`sJYmo+Rt_ z{EV`RqUI&XnJjFgpLX^ydzD|NHUE2iCGgAsY%Eq4zn}(YS@#ly)r{Hujkty{F~3Ht zUBWQ=j{N9hll{rMsTh;6Z~_?)3XHaiy-_D!KaRp%@i_n{eZM<_}C`~u+$5_ z7Mb7F4+V#`V)Wxps%3))tmmPcw*|Hlto0bagc=x`ece}6<~>_2N9LlAFl|F9h|PhD z*edSW2`u$_vXmr^-;!EG5z1gGz@V0>sAj2fI>B)!>_YqXu~(%AWRakeE2B^OVTj-Fr<8N?`Q%R~%Vp%R{mpON-UEzinS1sb zJz8%?g)Xcs0LXXE@_}Jw0!#^+t`8e&0MXfO43(coaXq(rcdrEQ zAjtgyehqct4c8wy zdD1Z=r}ylY0i^)RI1%r`#i!#Eh1)d)wgOi-M!qoK(*5FDg3NU;T_GpL#jM?n;HJba z(67HJ1pg3qSf7InOpEYim;A!A{dXnRi$kEMzL>By;8u47R`IP2-HZZRPSl-i>zF6A zRl2zAgDwA?pS-1Kxzrft{w)W4DEQbVhlLQAaI9R+Z%Sd*q}Ak=!K+5=dC)7(uHQ2w zXQ2QqiB!SqAo~9oCVgu#Bedta!?af>KNm|us|;|iD~hZh_UNPo#1LjQ_=3y5dgk?& zQA9cm6IR4Xjh2gxYZ-K>%v@ZdSGcP3P~U;9W_e*G1iDO^&^L{~vDDk|qc!1dK?L#qtPRDV z#gnrQ4mp@?WXr?B@rE)QJU$3)r`?wOO02X%6)AIt|A=c~EU}b+D^ml59S2(_`a>Kk z%!t|u1|g0h_#v_+^#q)W7GX@F4~VJb<|NfCT486zyF^J>R{>T#mxBe_)t_dP67h-p zH@Y13EKT&>?kH5=xAcw3s|}>Ra_`#s_t#zZv9dZpMbp$?a){9mHGghGjuKEfDHv0$t;?R9aAAoylrYv_YJ`3 zphr*yynKqxzNk$H%5)YvN@M>$Fyv)-j)qL=V}9|csZs7uzf+w|c*Q;o;caj@x)cKx zi5{yqnUIqI=+sLfWHM}#0&Q99AO#u&CI8LoszeYEx*C$mf;Iy+0ZDZ?$IY;#+Z3%# zx0ZoKdL0$LZB0dYE?JZ=!VFm=-Fe}sUdku8%C^vdzWqJ~J03(T3w9B)cWvkZ_{gB9 zzhh3SQ?a5_3d~8XQLTEQeSiAS_Qa;ja9OD8(pyJ*k$A8#LX#-7)V@;{K?cqeO^iO` zuRv{EU@^j3b1-*B>OJL7^)i=w-Yf9KivpLeJaCi)#~fRCRU$Uj6Ia-Ix@}-p z9R1nU&pgSZYc*S|qlwmNa^QSdX0FaU^#LddkBgVwcVPF0xvj_fWGZon50oB>zeg!7 zZ*0&0C{N3gA&i;~`%RD>+&%n4xF)FRQLFK-8u)=lEA8O@@$g>H6c}#I*$<{9HaTv- z6TTNEZg^agzd-pXAOu(s!x!?i;UiU~x25yDr;4~~C_*fKZa zq1U-`O%`*WA}ACN`w5x=(`Pf`6^;ivFCI9vDxjf56=J&_Ct6ehi`Dt4kh79K71i5o z^w5XkmA~~vyW(z!dl|RNy=l^6^(fN|FaieGrJuh+8tH>Vb;KFORaD6O`udJA$iv9L zwEZ+)s_>NSoIni|T!EY)+bnHiv=jS`?YL zKw-1z21)*-FP(hmHjjSTo8(Rgx(sn-mfT`mU}qY(%3BIGowcQjc{?Vl`4y5CqJu{g!2m$^!o7m0 zzXkxr7KK=2ji8kN#%UhKNwQqt-MdL&El0KP1H=$sV2|``by`vnLO&H*{q5Gxw2UWP zK|{-`l$E%zOc#?BgjKTK!~2q^gzPocejdn9nU#NLW9dhLS^zdPArBehH)@65xm+nZ z%Ny4#+qkk@z~_m;Z>-GYnnesJv(UAG+4N*dpvU*oVZnbu2gF#2_t_3%wH{it7lx$!CnP zUO*QGEGIN>T=c>gX_%9PPE2-F5LfXfIkpm~P*DJbWkX!`xc$z@eR5VPd9z$a=rS`i zLk^J*x2__|^B-iuLeI_n&>C@Hopu?wigh1Gkm8 zEKXIkV578_qy^UJSLkFIc#ki{Vf*A^yEBW2CoF949WxOJyfVBjNVT;*KRbW_o@w=- zYivS9ujh|mFzhbz_H39)u>@<~wvM%qxfI23hx#f0gDEeMUs#%%tqR^6i-*|-4B>wM zEMR2B19P68U&FY6H6;2Pj9)u8Le{DyBvwJ0tWn_>e@`JAzqKC{PY~ zMh1+K!O(J(oxaq1O6c}&WhoLOK|N4Zg_gt&UKOtK#+p67)WllKQvSC&(hrw04O=|2 zvxj!RQ0DQIPhdQIm7*KI#>c;>sMzCTya{dYTg!*(+t%uOxNac}Z8$%?)QUqqajUAT zxTYYZhw@wf`ff{P7Qd7;(b~9WHESD3zc-NYuW?ED2sgmt4ypqQ%aq+ppF*{LwmbiGYcs~gH@j;2BkoX z1pAoWLoUM0XoFY5|1=pEET-lkbx(RM&CMd6|# zEeHZ4Af+_Yf^-OifD)3@c>s|{x=TVzLFzG+dUNAB_r3e>yZ8NL zoH0(|VgGyYwbq>9{KD^XV69IX6_2rTsXAxuKbV=D^PEkU_Jq+N2>Q@>`WTd{oGH+R zic_tP-@Gk=W`_`nR#>$M-#Gopkbs$k5O`fq`ae z?mA7t6rS~e`ttb}m`Nf@-gnQFPJ|bK6@a-K;(U4I6V3SovHsD`l*;IlKG7Sgj0vP_~Xw)2(?Fh@)B>!Mmju{F$B@#9IAv-(AMI zCn4eYT~2D&6X4ATJ)Qw#JZTgG4ebX@LHp3v685`YU3VTr8MFqf?@{riN%0A)$d(Kx zp3uYyZ<&XWoB(ax+H52k@LY4QwCK+yL1_V7Y$wjsqLkBc@S6Kt&r{;)4q-1xk#E$w z4?{mwW*ua+8KS6rY;Uf$wUEckKRgeGq~TZZiO`@p-z;hy`llrF8}m2Wne>Th+KAx! zX{Gc5=IHqa4<3!}^4q`fcwp|3ZzU#?;gcC12hk8p%y4; zyo*i7s)PFXd+I{gBOoHm+*bNB_Yh2i|-<*`drxpq6UZCUPhy>rb zchKT$!rF)y`nnlhwmw8cnfJANxvq`YkB%>NF?j}iC{gVoi^k|(^5Rri=orG6jAp$5 ze2cbsbZm3AurCbV%VT>_sTqLBUf*S})2QrhHiV~mBnBh90G;Y%vUAOfFhc>!&;cdb zXm-@6J3VL;Y7^hA8j)p;VLzZX^dB>`>-TjQvC~pA7S-05lalJP0h$erGKl+lhsvKb zAttf(OiX=%CxiWtz(;r^cMlqJDA{)VZ|tnG)|E2Rcvul}S2vrul-mohI?BJCujwdk zdqxal7XWKl^yz}P_!HHXR@2km#&0jt$10o_B1U9@4x9G9r&5oW);xd1m7$w`NKQcI zls+zynaL(N$+z)^Cg{O`u`;TzV?xQS;Cjo~5VM}%$$6VRBoy=I^k^DO&)0Mq}2X8sxp@J>c}1)2rM(q4Khu)YpI zY|1J`qxjnS{z2#O;lSe73!akQP#nx2w?UzbF)7>VwX$rufXJ{>UIe#ucP^*;8r`GU ztd{hntGU8m&1867EQ@k=!QR32yhKA9}ly6*y%+E4YGZts@dkpPQJ;C7@zde2=Gm@rRn zPBrTKobDo29K>xKe7mT<{`4GGWW$w*O3CxBbDA!de4@<424GJix^6+#kBKAtjQ{}{ z7%q)*B-1FZwrA6XPmVvTxY+*zgz(F}7bjl*q;-S>UqzdQzH6q=rbxM5II3OraB!?= zFv%udHL_r2vQ*W>-Xg`Z!vRX1M1qT3&odP*eOLMt&uq(e5~T#w}A5oeF zA`qkqNaYlOo#2$6fGdnnffzIegrQlmc{ARc{=Vy^MHuZ~U~JB<#4)T`Fc8&e(@2V~ zy1q*^dV+e;(YDCr&-dQTcX>glrHo2`HTq%kBmO(c4X4#`V>-X-5vBgy)4G(L3=0=~ zeI!JfBXm%VIA3^7ik6Xa5{xPP=S0iBpJJ^@BG=1walH=x6Yuh!Hm2ffB^>uD?+BSk zdt4MDH~id>S=cx^nS_pt=1?1_xR4eX$g;Ey44=(J08|C9y2=_3R$7Pgv$HAZv%Pv} z|0!(D6vcZ%UWuCfVnMZu$@gUjuHh)&_{AOiMsxqY67$7{k|tWjvyC|y{~oMwxQo7T zlcxTVVpO!5sGw3dGNZ=UmSkpnA*Pb2_<13TJyaOW5%bg1Y2{>xKDaDGc4->XH^si8 zv92fhc52v$Wrel6eJ#Bs0h1u`4bDDv2gVKHHO-M!I+nGMnFBlKGLiZsF}BtxKcbdx z6l$d3;V%@3iwa*q{wbpy>ldg}_zXGpMEDmRpG~G+T%bc{reU0e!Pj}qKHjajG)zL= zFKPs12}=ZF&@fwAv-HO{rFAk=u8cAs8rSGAO2{TkIeIvuH0aWxME@8g`fAVE^QUje zqpK$L!KYuAPQ}*LAJDu_AjQXmpKKzyB_l`)gie6hc+R&8ScMhkFaq z#IT79hRgLwgha_9iK*l5=t$`RM&k3y9_y%?6R#*hTt=$rsN5+An4lT#5lFq2f!y6+ zL(d<%5MfI{tBFL<{K~BRP%XAzz&NIEit*~pt8>NA*IwhMzjH{XWy=awa9(HI z+zB9z56Y_F^bZA#84dB_Nj7QlOXA2eDYudJKpI5Z=Y*kBHJ(f#3JYH+3A=0qgt-Z0 zk4+%-g+iakV?W)5oA?;UuUkj=PgcKOSru27?v%MDAM;Yw4Smn1i7-LRYGX@km7_+q zig+oMdRkO*nDK#Dyw1fmLG1ZT7^@-zh&kTe;3tJmzPHtDH%i6}1EDP92OnLgHLfP7 zS({$STTq?HB@CAeiR(8-J^#2CDE@?=D}4DJRKF+3!uRck9g*|x3X_mfJWQYwrrXYX z<;JDWKYdC%i4UckZYV9R8=j66e`}^adw6n;TkyS@Hh16EN|E2R=4ue?kj2);I~;a# z)MeM~jyhboVX3e6d9DzBv&0FjL_~lbNnsKpJR~ALS(j8&z6x=h`G;Ht)vB^wCl;YF zmF_>^bX<%Ot+~6dVL_(G$+YG?xEOzR42#Y zn%)K&v^ush^JcVC`gOdz`AEi+eRQj2O*?P*S{um~fl^a9*lus2A*X@~&)UW#t?E)d z->*Mzl?^-I%5W0Oq9MzJCmWBgP9mMArBk+a)upz=?;dkQn|OMI-|b6SrBh2ku@XA# zV&33?kxOim(5?y|X?8Mo0H4oD+zMAXa#{t!!jA`>GZ7C_*?=vK#*^t?5sfvm$N`!L zn>ez2{WYBeF~id#igkpsc#lsP(LPnk{^SuI?;X9^nYZ6}oX2+rSz}>S3;QyC!V2nC z)UI^SKAMxV;_HM#8VMqvEBdzcH5S?HnRQRYp9L(_`tkeRiq5>Vx|L)9?IED>9Y*Q4 z4`{{T55AS4in-A0IlS!cRZ0B>GJ#vPy*Ke=4-fXlpA=@5`G;5l%z$&SH#;>FqxAL9 z)q?6~qeO@BPOgKY*>$oY`x2PQ!ABOYVu^;P$Y=z$>M)G!zIURWwVZ++@R!nX5KJyU zXa6$3@;dHs`P&Z^VWl`x2NtOdJr)%NeQ4AlSIlBtQzJmaqKDf%IuHx^iwGD(!tzN) zwS)5Mybgis-RBNk1*&1_dxP|;m3nF`WWaS(VsbKf*!UAfa500TO)o#_Az)?`Qd6Z5 zSx>%iY|N?w6O~?iy`OjLL9UEME^*8+xs(+>lPF>6hJsEcEkAFhT!FAmM%VMG8LC{zroTb?zgzP9!~vj@429r$ekQ<(cT$$m|f5s zQ(e5hj{OFtMP3_5$jV-Ip2pOV>@zdp*SrE<-7Xo%;>f#0h$N*mXIYu`C~D$SxJrg@J|{baAi_Kww{;dNWlhL3k> zK+@A#N#7?$@}781(u1MZoK}KbWx> zA(Hx03xNknwi9eM#kLd4qz0bRAOp;Ye6lRMm#w6lkL^OXGaq*jM1M#@zMT3Sq6sH# zZgSBBR~a0ApGDj*IDLA#{OfPRpX3%l>WR`Uv%95JVs#6k*(dsLFJNZB3AUwL;E*%x zKccEqpRhu(sd$F^^5JciL4&f$CgPE&BYa8JpVEmaDDL~W$f<;fLGj}@O>tUo_Sgea z<%IC!D>!lJOT|ZJomT|vVLgHdKxNp;uy2E--YhG&lu9~{P%y8BGVwM8!wV>6qmZfh z`TqGCP3=*Co@Rw3%lXkj?Ts~+M?T;M4-f+e-Ggw$dVh?j=H^SAgCv0gTO-zzGJ5!M~B2MT85Bau` zAOGZTysiICx=VMQD#tdW-W*A%FK>7+Sc+pMM)5(`)2tcf%imV8N4|V8&8f%TmAzP# zvQ)dK(&nKGI^`VU{Plqt#DcknI2!kZ{)8Tsu~^iuz7UML)oJS;1F$xaVI9iZ>4pyy zk91V^%MBO((g^^qXp`$ zhn_R_qx+*L)3=dhr z7i}2UDrd>s^@4GDkVQOrW^2D%&4MucX~csb@U+I6t)DQvw<({y4#|DzZ@ZmN4(z?R zV^V&CWDEq`Fqxl4&fk!HSD<>zC`(-}*8?pgVs`PEq7&9qSx?3O-<`CYisDYI^P>!U**r)1XIt-7D%NLrI zGu1Q}f-%LM2}S-BN2fog_yoX89lB;$(0j6|V!h;0&d(?zxuVqfInOF}P)aJb1t zT)ChL&g`~*BDGxK&>3v$rB`E#Hdo1K=ptkC+>Lo3L#w2E@bA4cFiAn~)!IuY2d%;a zY}+&1AFpV1`pmHw=Dj09-FcIBCgFoUPU>btFg48LV5*$BnX2my za?>6gteL`*&EC%c8lZ@lg)rL`7l+-X=2gUMi&Z1r5D~wRRlI%AV_xVm_YeR$sE@2Y4-wr@x zB?v93Z>%67haSJkG53ly<=2a21wPWxdcVbI!Ww=08K*Rlh@w_1md-|4&oR?6VJ800=6ACbM!C@`=?=;DG;A})5`FDWN3R~}tP7HpcCqj6^*lTp!9PXjHxbW#U8 z5&#HhS_@U@ZJ*yI`<%JqQwlsD=y)lMyEB_=4NyFa8J92l<*PA*A@>}vZ&-^o5j2~< zj`@5E5y{$s-@6d}bwplD9%TP}Ey#%XrP2uJ|GJ$$(ATH7t=|0|`wj=GPH3aCKRt-Z zRKJV@a}>mwj#S^(58#&I1e*#RBtHvKR5LJ0*yz z;In5E`2_P>^B#5HY$L(*rIhul0uP({+LTp5;*Fs^M{%^E>L6$_yHoY3@S<6SG1s-y zssnD^fwffQl@@p;^@Joc?kbctCyu%?=e~g8PTNal9z?eCN);BSUK^4L7> zL4A1pq{%HYt=WU^;os&v#by7;x2jqj(!aI0nJEkDu2pw!jj$wCsn@f=dnfWkUI3)J zz^$%_3=gG|Gl<$k<#GZ!F{l$AysAFMVZnAB+I}<67iTX7rm8Q1n6c?d9VlFFnPW1{ z;2!sDXEcQzsxtWOT6PV4QL>9akFEpYORd}fN0+eV&1)ak!^5)q?EmHQ@zPFspP87k zb7ueD|2&+Z=pT+t4_dMBSWwc+Bu% zFDewsknOmNE$!+##n)g|WX86dmrCnH$mb)tet|YJ8vBo-pgpD9Fq+>FHYv&=0j9gc zhzyNa6DWSV%dCNg@(1E8{D_mZtgP5j{-;HRA^5~gpXS5=VRY z7O=$d-)JanlcYH%9^-aFJqDjEYrQR`MfMA4(2aDx*VA(Bb_J!HEZtAz4s;|c3I&&x zV-_SLsg?t|;WzHSOiiT)DUuut82y%MNiUd4{%hF4N27Tz8B`I(WOzM15?~WilpuYFv91ryXq>sbB zy77IZ3WCB=@*yyi$3|Rm9FG2r_o^l&k;Z`QM^zOX+o)&YUFjAaX?ZIEn44;A^PxPe zVYs2GP4F`yuVPg3sfj>`K#5)VbP$=1Ym3v581slb_f8xq4 zH_QOQp?2C)XvNcuFr(5qFKXnhI#N%D6>QfGxWX+Y(YbVcn)cp@j1jA<(nB%<<^9AK zx4oFZAXz|#&mN{(P6o%Ej1zfamI9M;%y9l>7mQ7v!}>yHO?pz{0V*pipRBvo&bZVb zCqb@_cClt@Ow&`+<0$HM;|;TEq5YQpp=Yoz@e}GdIpi+R`;1C(90S{2pp)(cx8!Ik z9V#gm6-gKhy}xUz@rjvuc6JtGiRz$k*95@m^msq-+v&FfeKdjeY{2dz`W=ZZi=-5k zyf{(8Uv1odg&nfKV)dN0I$a^L8sS_31H^2+%1zg)U)`yuCgfKHC)qsHxlVT%-FSQf zkY$J~FWVJAY$WWvtRtVL9YtG2jwxPSTzN6Xg3S$&<7_AR+Pa`@{y&`S;rfGC&O**l zyMa0q*4Q&WA#^QT^_N>j{l$dD$76qe4p_YiQp9vE`nsu-9K*S8Nm!+UUiTQ!K+)1Y z7Qf8Po)|Qf?871F2laiCO9Ntl-sGWIXf$Atqt4d;_7aNnpWs9ET#Qjr@I8b?LC)_o zZrtiSbX0uHmXod>Ygkx)U1)tiQbIlIy`jG1|e`{i`3^UhO!-gmx8`&me@oL#hTPrnMyfIFl`CpWk8+=B)*Bw z@FjExbvn-{+d@PR6xkK8dTL%Ho#+c((rxg9>iK5*cB8eUh67#H6at2HbCZ zoRBmOdj}X(yDM*kLfaf<5=aIbM04`EZW;nHaInmt4#AI*RMNFLB%~FobAT%KDk-TG z><5voVi*pCnc^1Q)u-F{XD?}2tT9h*n%k;CcXjVD_lgt)eauf6JZ~$qdk?e2#K=QO z1q)cm`lfSm;e_hN;{_n)Z$G02&;VrFAXv!icy$7Tg&?V8h=m0ZGqOxx@_Hc0@L?tX zBuwDRw~5C@gG(}U4)$X4reWIGUfi&0I|# zb2kBGF+LY`&m(JMGbKJ}J1OV^^*lB^hz9=*mwb(N%T>hlU@91KFrbCuOZoE!6*aXc zBxMe)A8LEi4Z-0Fx~XXy@gqX0vEkl5*4A#1@;Na6scz;9@(!uu{yZ?zUxF4I+)`G@2}2kjt2vYAz`Pe@YeygwX3VP_{ycQR*X*w zCrZa8DU1O95<&q6Kmu{dgj}9y)*AzPG+>^UtzTX7o35|scJ+hM#4-Mq^N_ibN6ZF0 ze1tw2$Xt9vFpQ)Y#D`Ds8b;5rdwR?0Z@Mf(MYc3n$q&)*W+w+*NQNtfZw_x$kP%vF z+AdH{+R|7tQAYl{!LMNFNEuj^8EChX8%W29_2^Xh?#-@LWNuITAVthe6Q(C%C@?rU z_+01qpcdKcJJ{FMo{t~6ekj&*FroG+~abKQOi4jPqN#LzE zwRXt?H_9$;R7w3No^Q^{O~uM9>0=KPY|sEROdWIfcGKe1Q&q=<_O3wNBtC2+-v|u_ zn1UiRdoeTcgs!}kOZ$A#%+sM+?L;$`c?X3O$9nPS#bfy(LjglNi_LG1!Y=DSU|CQc z6@ntC{a(nB50D5djC|j%4MegBG<&rtw1(>_-BC*0rQ-Y zw&}3;{8*gY`@jfnKMn!7xBsn#0<-4(1foq46f6m@fRJBniIz?h{q6_wZxi_W3ZL!} z;-P`P18U%&ZIj63dzJe4L#;;wid_lb`f-6dZi&{R9RkZZ?Zhvv};3&$mC>E_uGZ(Q(<*9eQi~<*=;-KP z@?=UmK5>KI4G3&S_&Cz>DH~N~{z{j_;Nlzb4nvod?>mGi^w(B^G=G1c)?xidu{;9a z0^koqNSjt5ZeRdD4NbCQ10iu#W6+q{)x9UbZxgu=d+li(lKrgpq7|>E*XgzZ>pe3h zQf;myb|=TyD-7~95qcHRx_LY!a7!l*0D0Dmy+lHoVf*>5#23+H?&GK@M#)yk@lc=m z0;H!L%F?u-d{4c}j~M%fg7N5;Gja?BdccBC+@hS?K(iG#$KTg*QY#l;_2$Mv3$DU+ zW$(%P$NRx$fMc+*vd%yi34?2!@hP<1?jP6Ok2_w@9e0?G<<(Wc)L&+DQ zl+KKtE$Ov)v7=NwSi#a`htF>E9vrc*kpJuoAlwivhX06&U;@Zd{YQnPa`g_$DtKXt zmOo{c={P~@&lCR=YCFN`>9LK>T-Ld-H!giCzAfwdCPvXc4KNMaPrnA|r%g;uP$BFZ zmKFGPAQmTGOP&}Q80M7XBakP~-WGy2VSe6Y@+L)v{^>vlafc6|1k6SslAp@p*AF6J*9w!hGb1QIVJ;6t_qyI7` zFV9rrfj>Bg-bhHx2sY*pg|Bn2fT*Nbl6SZK;Q!siV0O^=QtIs;U{SIW7y=?s|7BX< zM#)Tr-(iC)Y%I6jg)k!lzRcgTW(vF40Rvtml3_OmwiS%GZ)fJll0-kS@~*$-eb@C5 z7u2%g1hnifNN6$pvf4XYvn)b3?I`L7cvWp=rLo!Gij33vX+jUz@1aepWo=wQzPb4A zR4&9>JMnKKm+5wJ!zjOS3VU!nj*mNyEeeUW8#=xfL(Rl@0TZH7Lx=6^FupBn>RKRr zf`vCO7zXz?AlDD6lSD*Bh@=mKKhu5A&%Tw^!rp=c09e1jBdx-OR}uf_vP=R?w+^&W z=BYvibtu=*9kW4sokm{v!SoWL1v$(h4tD(6R|PdBn2o3NhqxNV+IOxK<+3%#jFS*U zflyU*RasFO#*P2c9l>UxiQxQOypzWxRN~6cAXHbEg{g^{C{aEfN@^6VAXLmUD!$~h z+*(+ha7JZkbbqh>+em;}y9ClpAO@%M@^~mwqI+a;#voDO$dn~fEp4fMeTl)d*p22d zHWFF(kI=X6&HCz@{2?o3rek)`lIUftn-)-vfxFxGu5k`XU{fJ-KNmiW*b;upON{#= z;W})J*8eE=2BxD@*o;o&E*=aK;lt{BddtSsh$LYzmMBw;Lr_v(*&ABtnr>ITV2Z}C z9K-@teAIEh0X1vHIpJ`NfpvgJAW{d}--loUy*T`h6%fYMuU|u;PUx+0vP6N=u>wg(ozA|s*>pLwHQW)R3OLy*_cQHwttc5;r3BG z6K%xc)=QLb&M_@Lq7O$sn4o1ab;AYWBT>KURhA^+vV!TZRa37} zGMMT2(kxhi`C8`R%3^|`PS@wAUOr+h*g#)ZBmm`Qi$(gAO7!HDW|Ult-ul8H$e++t zO$pooKNZH{CK=XGC>{SMPyE{-7l!3Nc=lZpH$ zj5C2BCXOWPdTw}3WW~Os?G<1jcYpJ^>}Wy!Ry#O4zsh`!%|l7g`1~sDLO2O#3igK2 zYD-|A+uZ)wwvm0fq;YO`O&k?S(;+yJUw6ccq&19~i@@4ya-&RRda!lcqgPgD9)A(X zrCkO+9}Nk~_YLoTVefr#M}SeMT*BV|=j?HvAo9z;7B$&**_zQ|!k&p&%&FWp&7{3(&remL}z z)eGxQwR~aJ5YHnlMY9CW_4mKVUMF5W0Tt`Un%;Py%2hu9DUkeJ9djZJgfucH#QDeU zCj&!JsHh6NJS+U{2N+8q{t$m>wGbovnG9gon!8&8c{jO#Hx3(I_!e=5ARA*>VkiV< zLg)4eEQ8HXppi~DX^BK)17Lg_Omnswyi24eb%Q2-4CUrx);|mF7-`Nl4azPe&N{sH zc7gd8L>u-F_IYaSmBqn`mIpq@1$Ok3*_H0MKV&i!_`D!>`TZEL5k6* zh-!EhAnvrAH4$KPG~r@exTulB(hLFbK-oDQ5aGNY5(?Ur>v2?!oa)KjpE=j-xzJ(5 zFT@ROAQT(&3I{Dqk_@Sp5rDwX2@!QQ5wMdOsU_7}OXd4$-{A6XdWuzBTS!_x%&19$ zm`R`j$pYJRW@zrjQVx}2g_JN?0JY{0{Hj;yI!H_3kh#;2J~ub#xcqA=d<0b5D82(L zIV($WMgq}ic7yYC69x40a=?Z7^K@umc>!#QQ!^-dqJR;>fMpBF`_&09&&4V=Nm^>}Oi%6fwuG2b&PZ7mXn zKqw{ys5<*dU@&Qc)5HZ4>zQJ;mCDDrL#2lWw0KvK9^dz(S-%Eaar7!LGq$P!vU zc)V>ewTPg91Ugn$wJq_-lkQjR}_Hl$!^wTUskAU*B%r#Wx!mhzm)e{p|@LGfdc z)6J4AP2X%}9E~q4Z^_-A;X748*emqNeK9?pTUmKu>Q3P|O*^`FY)Hme;b_&3wI5zT zC6I^FA}v)@C{())NK7TQ2~_%pHr@8g?PGr8WI;*;99vH`RLZHI}Ink^i#6w-q&4mcIcYz}iZDHRo=P)9Gc!)xmq7 zDwaY7?;l$x^x2pgNBs&4|Lc8YF!?shh3EN@xwL=Wy5K*~Pdid8TaYvL9g<=A3}`23 zmCpzg@ZT7hlG8t^l(h>Q^n3`USTBM|b#x#>p>o|}#VBpGL2RyJp!RNMX>=`}1PA|m z?nloj)KW~n7ES+9awv6{kd+2(M664WG<^+0Olg-1{x;b*P*?Woo>W|K4q(nTGSmxhUujDq94pwpWHw3 z9%qEY83-uthGglTK`o|@J@!}EhMjMHdjx^ees+O;_S80AOF!~C}SAK2UW4;9SN@{k>y1q}GtBW(4KQLj zZ~U0BA^V!5M`&?vS(g!U6#xVsQKn})?Ku1|gM}zC4gI~_ORExv=vZwhMx~^0s)-s( z3OttnxxtY5GbnCRz`q2}vBct+x!%R~3W7;wLwCP7{JMDA*b@e5rYA#hN4`6Tz`I5+ z0ed@soD3?+ukNkb%^TvUhfn$An@f0cp0S};h72~d)2R800S z%^(-K60UE^CNA6IlzOKwWx;mp6BWbVD4HECy0R#nFR9E?e^%?$%n7oc#m$@wng7D=#0am9IJSjDSB9}pp@r4-lINST^x`#Pu|U7>R-aH@hHpqIJ-kg6U!*4OXfyUoW8Tbb+mGtkimz-VP) zw~$sv=`z7v`?BoID3zVSz5s$mNE@Y;+5>{sAc^b|#XRS&levmBPcK;y&=G%c155?n z-oKoClwJ(QDlO6AKnCW#e|FCxC7j1L=@BE%X3+;rGwtw$X%-ikwzbUU;mX3FGDC4) zvQ^2`8UH@!AG7r}LFDEMegcsCDmFS`FXp3r-9BeA2%>C0I=|(*d3@?rogI>xz9!S| z#(#b_td!ccrROrJ)xz!Ix7YP?P(axVau4pY;a8L%^C>RK(k3k5ETQI@X=Ind4y1!X z8t2Bk%5>jtJqo)PhUj1C#)&or893CSIEV%|aI~Ik$i6_%MFQ}G9P%rq*kx$SMd~8YbjTg8dR(Z=q z&QTd9pRSy>Jrhludbcu+Q)$1nHBo2CufBiggzQ-vG6)27bSC0M%;{B(RlC&m{*9vi zL*ZsTn!4u`)ZmaE!ut&NAn$j-Y)_vv1V8c$ zq$Pw@>syOib$_HxDyC)E`QfNT3*g(*R)*ndS~;>_`u29TR^oPhoEvhP0r{9srYlc1 z5b`Ojh(cb-#r{L}Xa5`MG!+3Ngk0^$8IzCfu#94sab$1K=B2W2c(wC$(i!{rnO$wB zZ?|CL9{w(^)poMee9Kk$-yyo@R1b!ZpzbnSosF9K@P}tg)TS%*gv{cKTvkLvL)S5T ziADd|Bp9lLyCY%wJ)|yk^m^|`Iuf4Q(oMm(wDKb7tN)>(1aB0PL)mN(V`;AH0A>o{tlh?Gss z#FLS{jX9Z5LI1t1jG6U?2j^0kDnB0WZ`FnG;4A>2SrN8T$B?0wJ@9|u45l+A3*57A zs%4_7WV)Up91rDWxD-nM2;O?)PZD4nBYp-Uzxa{;T>(`g=+1qo&nB4?^ z0_K2Nr6Zj{w%l|T+1G@!CBLi ziv#o$_&lQI*x6e1$xi#4R#+j0av(`~35de06S8WOcaoE5>ZY1c9ES>ip%b_$thOIe zXZ#KVdVMsmBrG+B?iI_u?b)jSRn0T}F4fo>MftH7 z1Q>sgtTrLhu8TLm_$qRV zCpE$*3>&1^iT4h1WN4fAszS1w@xhf*Dn8rY?Pi4$nf&`ZFTl0=SIZK-Zq;R;{8LIP zpwPcb$qhctl}zu-P*u4oyR?r>6*f16S&yF*UF3!|fm3oI&AAJeY0YD}lI)tOeMfS< z=&M0vayPHtYPV>y;VCm$;r}lts_8OvEmhR+>Aw5?G#HI_)UlG&ldR;?NnL2M`-oY6 zJX=CPDsXSD1$9Bm2uVJ4i;a~=V)ewqD4_Ogs-UVmol%Yt1Wq7y#P^sfrwmwM9snup zhibC*?Rb zyYDzC!%Qt(Q50AiP`D~+S7$>|OT_(x0hq*ucVc21;vO@17=&nPJxD9OMr5hP_ocbq zZKF#W>e+0Zi;kh!AG%NP^F2m~Qp$Roqg6uF8c{b8A(%ud_}gJq_V2Gaqj9XoG@A_U zwR}QR{3Z#Beia3&vBq1%7(r~M5i8jG+X#fOtiNfht>L*=djH>yAzog<{yI5x zjXOR%oP5NNR*Gd1_$GU`&r&34rf513redTq9{+l?^~(O3C`+lWE{eRLHPMKTA-g6V z&)RZj?mTx1N^z+)Er_K`3-$2o6r(mMdz*Q$%)QQ+*`IP^Qw;it*G0k8HVFzhDeKK{ zkYOU~{)tljMvH-%i@->!8`|ZZt)*uLe@BtBP4vde`tX%3dW8)K23 z28x~o^<~3mKx4HV%1ZHim2|y(qDJr@EIH(Zpcm8-vo!XdZ8IuTSakQ}#d1n}_e5;C(??@{t|>Vu5KRpE?d-8p)4*duOj|o&wj<)EXa|~F zcN4l6#6HT3PuCd@QmVRIo5@q;E5r9d)v=g-J*v~Ut-2SY0DJz8dt@IR7G)ar{F=S@ z0To~An!OjJe_z1Z5+)i{P1;on28v54>=h3!NZZ zVfk}oe&j(6K~I&2qYaR%k5<{+)YlI|#?#G%;i(_F!G81e$W=;3tlU68$~?T+LyYeX zbmOhG99OIS0D<;0JSSnjdF{n%$PVdjuE^>+fA96c-~`i zY{>n`-wz4F-t67htIB7NLKEgE?#mDdF|wat<<{yS3D{R;iy%BymRNOlcW3l<61pUz zRmymx)Ze02SL=a=@eMg^VVGWglnn%-cx)nY8R5f04{s*T__)+m{T=*wM^Jg8(=w7& z@=uOb5}F&|hWi5wYN*84@_W81u+_#7hdGBT|BqPd2qzD>>7;LzN3)`|5;Stwm7BZV zUgay(HiK3dn1m8&1$nv4bs~u(8;WrG z?EcyHkn;D|-lu9T?(r&HAj-MSM%$TyyeNU3WM<#Hh{nh5d_U=nhxTxcqGybj0U{)Q zNvU#~BG#@6a&E@0iOKrEefuAUGSp2gDaUb1-$_!g#7~Y@qn;;w!j|5&pXA#y2TAKj z@r)el5#}{_UrA8uXpvq_B&43PF$=Wv?C|GXFO6Ki{L`jRvl*YFP6_FWkO1LmMni=j zZhg%X3gD})zrGA3g5VBMH7o6)B~~Uu59Y|?b#yvHlvQUaI*DCZS59F#S@jyZF(D*S zK7yr=*SF?NEd-Mjm4x8p0S{-=!GjAgAn++usIsEBw*}vQAts%F5hlgmKfyYO6Pcov zx?A|suTpI27`KyHK9zZE25V=9fg=0~@^Bm~U$Xu?p7aGX4}Ak{c{>+s$p`M{M8hsK zuF?RFP3Kd1+B%Yg=ogt9UYyA+K%1}mbWm(>p5P5NDG`0;{PaDwgXs2dS`isrvM#L45sGTk*9c;BDXm}c^6Pk933lGNQ zz>frO1M^!PAl&@hspMs|(Ngklm8}*#1hME>`i7KJnxC@-u2Dm?fBB*x1;BEvy63;j zwR0|?aIRSOrG%la7>Ek4_J8E>NjmBu=ImNCH11XlQ~8TME}S~`Xqa(~G=1#f0d^u$ zu&#uLHmf&RZWfG`q;4d_TN?2*KGj5|$dxHNBvk9v5$$$+^{Q4aiuun+-5)<$jB%5I zm5}t!AA{@GWraREa7%P3{=Rc4i;0x?V}BP|jpP%Zk9&@8wZR}~V3?`hV&RNMR8HyV zzm4gQ0GDn2&F&X&lv+GAJl8(V_!j7j-i|TQ|J{K+h<8s5O#NZTis&vg)w49eJtKkP z7;w@y6DCfACeHRsHCke>TeU5bcG-pdOQSTG)g?yQ z&cyY{g8g7U{k0F5@+A>|=(>KoOR2R(J>{E{Cibb^y@6{z1soqB3YEP?KHqwT?~783 zjT2t9w*DbN@ZLVGBxjF1HR-RVIgWVmOS{^JK|8C%rriGy!@#)dVCwJ&zdXKf=MiRRbmi=385 z2I(Y*@yJ?QB~B0KOhv&}p4K?yx(*{)2h9ji9OB;(!ZSjgc@p@eklDRP%j@e_r{gms zhxN{qMn%8NI;UXO@bFc}4DN}dUR0qKI#q6#3X0c>GFGgP8P$O=Ki>fvu zZS9DDG<_?md~&$l(?I2G@aQ;e{{7my-?9lnD6NxRNLi8_;` zR;vL_C0*KNv6(@YX>-HiryT7M3plcoZzGLdl{1ex%XD<rmr-a{tUEp~EAa@fVwxeMkNqthZGQ{z3Kc(85Rk>bA@dd~V1;d9+3do< zxarati|wX{oNQJhWy>nh0ZeE1_l@&O(s%c_R`wDFPA~Q<_NF!x{}i`*a_E;Dk?B_! zUFa|7L4$T&+#P{@V`>@xJm}!%*OM~gm13o;*-yl^WV~S{MHvH;#7wbCmSgBTOh4-9Nl5b)R1&oa@5M)b>7lszu z<6R@&;V%xY^n?gv$?0>Qgn<)qc(%xaY$J)1rvC1|px5V#+!!nf`0?WhrXrn!a!NS* z^<2)>e@-vq8Ia431sf`@D9-jN@scAK+pNUs_&s+a>tc7|74TvH(cq708A!1nX2Huu zckpt1bG@q(uE^m$3>=*y!CWrHp;wThdHTPSyCLB7iAgl)67BV}v=n4+~ z=~D0l&5=qhS~xwzyk(Y);D5xBXsRWX@=@C5g2BJaZ8KV#^z` z3$W0lIDR#|84zO7R&_iP`chc9ed#k{hA=dHZ~_OSpY0tRJSOpfqOtyQ(~#UIJ*nd; zjYq69qW^D)sGUu~M`L6TQ_=z0=Q8h+L9x1i2ZfHPVakDct`HS7$5>ZnD+0Ax>E&O8 zT3MdYGWd`5DB1Umyt}uS%MTW%&UOyY8;b>HLma@5ODav-ve48Y9HexpBxb81OZ!5d zY1Dv@xT2Nomg(9Zm$4y79DG{S#n?pr$+<0S_ST2*{q(qGK96|5to9SX(o-=Gbrvr3 z(tUSvy7#j2g0rUdGDu>I-1dQ_y{qoPsE?VW8X9Kv!iWq({w)5$6S|j{0m+AmO*y1@ zf;D+-yNVz1O94pY&b%CCdG@c&ZZiB4Z8OfTMnz_#`ni0ba-|!j`|{w0eu`mE47c1u z=*G2FH)P2p(DWDmaI$R%? z_K$&FcJMDM;rfW&&yd7tM)kL-<4ha2oi#XL8nMJDoCjy zEg=X>3J3_&oa^U~m$&v5cS3c{ru(EF0wymP-+0kp0-vjy`^FiHvfTrj5%*;xT zj$){3>w_6@*dm0EP@ImDny@)vjDw}4qq})-bBj%l0toY^Sv`;Xo~hMID67;+Gug<1 zaam&A-5p?n?xy(LGz(BgcwpT9iJF-sBO~=Hg9%UjU%JU>8m)(p0tOxIs{WSRv$7r? z>U+Q~5==*{H+odp9V+qEdam5p*8cjYjFM6mXw-!Kgn1pZx-PS}L?o9qlAZ8EGyZL~ zL|S%w2oZ@sB7~D*bH%>{F9F&(JEqPy&fm&g?yawhVII5^ z66ni+j~HljGGt6X>ECG0vBSyG`YWlS0xX8CZ$5Gs2N|iqFa5~+Mb=IZhgwKi}!&Y?F$y@Wibm`7xGnXjLp z<##^~Z~!To7I4ZC!%`PH?h>n^c+uS^_l^AA({2uTefT}IPYj)aS_)If!w9 zeec-0t*z=CBnR)6UTe&A5Q;Po9g|Gh!POntUPz-mX|a1%+g19or2E5vDa zQO~5HWw||d04x-!Fy2N-6af5>{8^3(v6{C5Wp&vPbi=~M%|NtJDV)}b$sqYA{H0Q1?y$@wBRb)&1hyF34&HMJE`uF~$6 zbXBYx=lS#JKTbRD8q-G)&7b430Tt4Tw%A?uT+RVd>f^hs`0c*s+nze^!zA^qrMnAA zFDMSHScOx|@7zS-q42$sZxEdKB)z#3>~f1h2K5U9o|&Pw;;<2qDP|D=Z!A! zQt#b1z16qjGZ*ge6S0+_bFYnRh;%{G!=R_?8N(iL>CRIpPae8*<-nC3o%u>CC?#M8 z5w`c*>29+p%I_K11*s>fWSJYSIBpPenw)wnAQK912AQqkM#oP2?xf}AQ>p$!+Jkhn zqP~)3Bd@Q|N=Z&mPJ0L1v{G}%^XC|vnVHEWK2$auA~qlB=r>xYcKGn?EhUxd=dTMW zp+WjvR~H}nikRqQ1eG50nxuVVH)Pmcow0X(s#kbeL+}+7tM-T8xIMP#pGU3 zz}lefN(P!c>zK`LS@3pm`v#OWDd-_^Xi5he4eGUM^swo#ACRl`d;Ivc%AV6uST=6{ zJ=iLT;sTzrSSQC{yT-oO?s|=yl-vFLum174fjrV*2WLrtex}EI$=u21`7U*vAu^Fj zqUU7*ph~a(wfyFSk$tdVzkDM_*I^*7COr?WkCgaC`0BwEvhie`*sc$u2+q4-_u5n!xVS8AozFR_ z;<$Nvbz|b(Sx|BWJ5P8rekH>KD3G16G%nFMG<<~q9%!SOddz=gmn7oF@A)fVo-e*1 zGzgon<>or7l=kI=;9qa$9N-DGBFpHP7n%<4fK>{LFTT2#Jvh+&?o$E@PZyKeE< z+0_z%Z$2CsQrB_#IQ=AY@^&+nxymtn6wVH(xjQ$hRA%8+`-Fxn%F5pVvq-CQ^9`6& zB%6xz)rLN$c-$RoJ9s;OP_rm|%-c87?AMM3oTdsf3<~*}5;LPKb z)FsY;A0u@GG*yUA=~GW0_(KoS^mBD?b}U}=U_eKwKFhE7&s^H5*LeCEGOU!wD~)GH zhj3h*E{+SEF;kDXvGyMoT#?1k{$e(3DV|dsqW!7%DROAD{qG<8wp>WL6x6uAQ(iW^ z2e~{kSi0Yoo+kEp@(wgI;8pu-{un(-K8vcLxj8`lV!y&8X%+&R;3Z8*JCt0rmvvJ^ z`zLLIOy)Mm`q#w0?hC@%iaMy=^~Mj z{n`3SXDeSMS+0AIv2U0=Dlyx7@ZHg$y=J+s;Lc^zw1ql8r&DRX(zA5git?UT?$=E( zsUFbkIKDY++m)AR2j$-^lEko>RMUo!eW#&NvC@wwTxxX1Td{l#&bt+}kP-!C``1)s z`VTY5FLc;UuZ1GzpE@aT6!lVXPi@{@wbL7wGW8Rvy21>3L-y5+yRm$PshC7)bj=Ma zkTH=-P$?_VT79?XLz8%k8g#eFTf@g04;J0X;vZI1v$!xvl&wA_RvQ#qm}DW+_(s z;8!m<1K>P~Z-p8Nq-4)G=}=H)_=9jV?B(X}$`j_NSvKPyY9qXR`EQ8HX)>W&E^$JC zv9b3R#<7w29U;CNw@o~z<;Ja_hu`8}a=e-?WgR6#?J(!A1)OwCe537ZS11E@(yymk z9xay1WT;I`5<81b=)$5w{fQ!#tbkzURC#43d(Usn2D<`*~Iwm*GO1og%obt4M0*9UJL=r|d(E|}YAh4u|V za$WKHcI%!HCDI4z+HhZ>wnd#rqsX>(zMnY7LuoF&L%*nky?u6FGK}gf*rI*1`x(zE ze6rkhNd%&W((YCr0!tWMU)`CAf8EHa7;IUF3QsHqpS0If3mp)M#mkXn-|M%D9V}Y3TZ8EUeI2eC2Io1f z`R5eVHhcM|2)HmztLHs5x74@p}2v>Rs%{lVP{n&CzH=}-s|^_`6P1IG_2`8tAp9zcnK>YEr8LNXY^GVN)AYI)DR{|?d7)B zJyrK*#8r&LHkvKqSsNBz*$$MoWwH84mk^7>N+>&iaGi4^qR!A%hjj14&3|5XYuBX~ zJuTCC$7T-gXDgrQtlbHu874db>@DnJAl=j;1%vuJR^8EjHMWNt?ZiNszMU4@ofG-+ z>raxaphpkhkDY_#e(<1r6x78Lu<;9P4I0{h;;rX)4zQ@Ilwwf&`lX+(itP(#7~>?b zRAqZ;zylh4*onsqy9SrB|LD?%vsHaW{4|e=4;b zMd2Y<`-fE44^&kf9VRxbMX(k{rDOW%QLDS=lp+>k3sJL~OI8O?apx2pQ&9%3#D<0+ zm<>WXm~JQPW+s|Ec2c-irJ0oU@v6S(r@pMLIX_@`aYU-j<&yC0ty>yn=&94O1Y{1x zEx9Lf>w!qoOS8|-KeV$bE>fS3n@?Pf{5wuOzZ2!N5>Yu54<;_{w}XPr78au>6#q-& zvZ!bGT975&klg6a$Gob+yi;%9-YvtRK(=t`g^H{@iNqBit7H8t`^R35zPOfpW%+)G zHN{MHdZrEywFeWKe9xT{As>J;EiKBlzn88OVlo(gZS_3(04A>ZUeYUpqBc;?hfN8R zCujFYS?S%oWfVp2vVc7h5FOus@pVh!QYQ&E9TC5>S&_3fyKiHxmHkTa?iB_JHrvmX>7twKTp-1%4=(FMYG2Jnn|C#%s@9 zwaqJpyjw*4;)5$JGGisnE^cnW()VRy*eb8E#q;}Ww{rr2H_iW4Q{x-=iCN8Dt3-?i zB!?Fpr$bziC+`<6k_Y)vu|PmwOF$TV-Enc@sQ>JErSpS3ky5CivElnGYnzhe<#y(U zTf&Yt?+gHjOTlD_qR!gRvV|l3pwn-W|D~piyVi3j3N?xa8{{v%ky_$5Y9z>u3Cz^5 z3sz)@xXEIW6NxFqxKE4l_a%3n*iAelSg-E6+!|Ww_LjxKtNmDE`?sUzj8|^P%vNs` zi=w_cSo2GMUy0vGO5yK{#Mz7WeGup1^mrE|>Ql0cl?et#`oPK?=!+{ayp zdefZc_q^QL`FHy*N$#Y%vkT2jl%^twiSeJF5W_JgLk{qo%=NqNKy#Z3J#jC`m_8Qm z9O!+B)6Yf7dgS9f#_R)mFD&Qf49Q)Xe{*(E?f*AnW(*a+w@?rt+*zG&hhiI zA~dHIbMtpVSrW3F3K_MhS0AlBLp{dEt8?epV@AQb*6AdbudpanLqQ&oq;3E|1!_cSfMk(&*Yk^SfAZn%`~uJ1=E%y>33bZmL%}6wnLiGoH7n&n zGtWFYFm)Vs^t;me0YOcwCoXk|M1^cSZ$PM)gziu z&l-F0;OyojEbc21xCK#h6C0Jg<6YUTW#c+&ZO{=Hd;Xg*=VLyD=sIug>BW%O4HEm? zlm&&hv}m`SSXDMyy+~uc5%Mswbj2m2*o~F`hs2ODCe<~s`r5dzWko0o4HXd0>Ltr6BT9w{5VFmZGP>YBg{Xi3A?J?gF;5q9I< z?rhVaQTiiDA#QU33DmzWCQBDD&2j@%3lALdhXCR9LB^>zO{%p^7QMzS384)uD=XlA zHur9l2JWWGYjz#F9fV_MX#x$jN?*vOBR%2&oUY?Rhq z>LLp)g2zC&*8I+mD;H&ZEd*olq1+_F(O5QGDIqo3r{FtzBl|AH2IF%u%WNh6V|*9h ztzOG4A%E>!)}OS35%>Wy_83$1`fOF-!G&96#kEC`LVk_Gtci zS`txQiR&z5AW+(P-2A%>w=%Dm`?)h#hlOJ$5x<0AHx}OtN2$lM8ACM4)5hzY+=890 zwo(8E5o}{Rz|sK1WMpN}Lz13!RY4hIgvec@-&c!CMItIQ^YIpbgOkt;{(U+7IvTRI z2++m#9CuRIm}MPB1wdeVF-qkE5c~xXpL!A+%(*io6^!EczR=VQgQ}em#3J}B#crYl z|5ucxKE6)9#J7@+F@k;rwAd7gG25ibNhkg26UK`I$HZujG!bg_2(OIMH&Cm3jB*Al`eIsmS z*;_7j0(zx0Sm*LdL%{SDXwHm#&Q4ad5=~W%P$2;b)fNdHfqKBw9sBlu=wPuzuH01_ z=#~_FpS#tbwlDY+iTI6KfFf2Tpub{O#g)!gcTC^u>Lq)W)@x@M9nbt#E%yiFIEIql zcIV5h$Xp9|wTYu*Q`L+Rjm;8?5^9_25?XkhH-8h_WyuIXiUzdrG(^&gXrH*DfkD?b zLsJFr?7r9vuuAeNvw`Tg_`Kn6|_}ixKRnFFU5P-?qZ7j z>tW8h6|1^FvTXc`bReoG=XcF(}>KMpM9H_}f39ilXBokRKjF%ZR1&~zbV ze3F7={*l@G_`ZMDs~@v=@WUhvyJ%aPPCzt)BOu*GjQsWsJy4(DCQVx{;?weMo7(mL z&0beACFM1`kI8G~8Y}&xnb*<@$&KFxMAmLTdc^(&Blo)R`Rnly3Wb{@h{^VzdWrdv z7%D#E=NW?@`TlgGR|`>(pxRnhGJ!!^xq9-ruZXO|&;7>b^o(MTx4tf!?pxx7bQFow zy@)qqiL&c|sVQHZ*+bLIWSRX!da!CB)ro2aitJBC$@6V*&haSv^|6t0t&ixHq%A_L zEkx5eh@+BL$v_vly=VhY>s$2u9>Sc?p}gPQ0ZffuF&DN&jG?NkN=hDV>jq^H`b5wd z!?MKx+IEDiZl9q4!VWO#j{QCCV49?gDBQ-J>B2(f1@9cbnIX{ZyzuGFJFTV?-wL~w z6q|{f_;a1UL;?g$r{O@mv^Y->96ND>C~Zys9=dEBzA0wG4v`rk3}Kab&uu2>w3NXl zxqub*wn>z6iZU%brDbG*A^Q0HziY@J7X(seVw=0E^SLMQr8DCPB!+03#ZFFMu5zP3luQ+sq@wfhuS?%ECHd3FY#u3 zUhGfvDkX(5=84#bso>90r*Tc^pEsFF4a^sku)P6&%V<#;0zVpFrK?0pSMKf)=Wpi1 zOsnZ zC{&0*5d}*C+dF7HO(bd{zMJ;-Z5pM7V=<$+dU^1CzI0(XVM(K>4{RG$fc{7OuC*Km z$Cu~cV%qm=W(meaaqFqiQNRjrXCpnmC914I>XseCbbtpcq)IM*!M3A_h5})OVwCwm zW`~t89ZPELH=GTn0~b-gIZ>Xeia4MRljT~VC_I2nq8COSgUY@r?uCG;ZW2ROja&18 z0p$4pAeq)Dp^=73&BMdP+5o~Ae(cQ#&G)$7si&vcG0?5u25C0?)w%ZuThCA{&p|ty z1BR+cAXY@@3P1kfkpK_WcHmxrLY8X%+Pev!)ZtINx_1Z(1z_Z0-zrHNHmcR|I05*6 z=>3!sr=%l8jezl!&9~nsX57TNi>tZpRr&ef4EXJ0;~=kv*b|kV+pU;L1M7sBqZ{Ho zpt8m_ksjss)Q?plEeEJ6?%4cuIBodtmbwH%@#ely$QqP|?BBoMi&lN1RvS9!f-sC$ z_kb2uM)_guLBJtjR2pzllSNud$?!ibWBHh-b{O@U z|Jas^W&SjY`BNqbE`OQv^CabQ2m<$LWk(g4$lNHvM9gyZg&3!eF&fD{z9Nj(v- za2nEyeT@4S+Znb-NDM+#d{VYVRb4&Qwiy$VOEH{O!Ni1Pw7Zgh@7`X{keok8{AmQ# z6Am)2{S*4Gzx(!I!E4HA3lVC$O*+qHfrio0oD~Y9(e|tDi=ZxX71pq{ygW9;Iz#oV z#paw=MH?Fdl=L~*o_I8?2LuBbR($Xpa~N=HY*HI$YM4=78j^cg32jOcDQOT#3|h;H zf=>K6A{ejc%LO4lJw}jzJ~2Nxo8Vdd4c392&yms5MK+_&{5D65w*qV_|; z=Ujm?CQ`VDn1AFt_!Z-I=F)ojUX#uT)ORcoGLn!Eniz4r1+Oh^H46+WgK%B^zi&0{ z3r7j&XD3Vl313Nd3t1A%pHE|B%gK+c<Fc))Bc*jeBy@EKRLkPn88@W1lT ze<&73c-sFUAmx9;++_%JIXF4Vhd_B~Au3h@+s^_|UPVn!3Z+L9ok5;a+$@aDRO?U3 zIN+GcCQS|}{9@#ZKmQ{|{>NCF{O;dJTWwVA8ULxk_7)<{hD`j=!~LtEP086g|4*b^ z>c8&{LE*iZ*MKV*X{^QcOtTm2S!PYCWD@TJ{Q*_`_A5DAy^&A;FblBS8wfQ3wZ=Ng zBi|FiD49j!y(3`Cgo>kLyyEE-Y7PM=FmxcH4Ze6i0|TZ9kP{)jTLXC$bl+w6Y<#nS zHM)f`z6BifzM_Sk0vec&>1I#84KhzM(-(4HIi1S8uL|CXv+JA~5AJ+)AV4nLzN`VTD#VctN&O?!_r!n~j$qd48 z<6824{=KqDJ|Suo4G5TtfBMa=!gy$*MOs51W%Xj=__aF}DjbIL{@fznE0j9_Ecrbv zz4b2pF}u*3TJNYpxTaU;yH};BK4BZGLH~sHH{IP=lXQk?|NZ^DTa(}FOCXF|T;=eM z<#@BB&Cr+D4pn@mPcQF^kqD3=pd`6`2L}grQUbOF+u7Nvv89XW3-UzQdA-V>pPvu< zvF)79t{g5JhtsNsJ9eB*-?)A?%}FUuuC(YKH*`0d#u!zcIK1Jy$*JCkd#hAWajmB> zqTR?F}dw4O0LMbd}5^p~d^T#=)&I zMnMy{r8>m!OU%!o7EU~tK-WIz$ZQ_$SCEKptfQl2Eeh9@)6=E{O=(;C zF5W}IG#W98aEPS+FC&~pnYp>S`)+Qh;B9PRu@W>>j+@rUe?pya3> zgwYawePJ>E3L5w}zlRT>LYz>GT+`Z?KngjBeFGV7Y;|>*lYpE8U*C;nNcYI^-whgiP7#$7)AC`CBW_m)TVh_m+^-NK zq6X~eN_HehC?E@c_AyjE4hsl6k$ju;bOJhz_c1dwe|RFKglCiR%{#{{;Y&?=KzpNkb;N?9vlsig@atYikaPQm(a9=**Bp@u}m6Vi} zI&p$iQc@51z?G7O%$P~iS-ZM&XT6?DOJ?$$w{LAh@xlOsMC~yqVXI?4s+b616*9Ef z=h34v$U^TG6s+r0Cadjxv(>yoa&CB?6Bto^?@p5=sPX-R?V^{umJbWfGdK?%Q2+Af zi+aFPyqUoYi?6S*FXOXS&_uOQ7|U3Vtz?7mvc(kg*jel_6FkrM_IA#3!;EHf5owp( z=3-~{4Gc_R@_oY3y}hF|)=~j^?Znz~Bx+K}kNf9@#Xj`5K82~-Bf}%g53+Zz{5hs> z1(NWiM`{JmPJ%{Ng?+R**A!py7dWvpu-kpG%S2QH=iNf>7ENrH-g26&spL)0dqqW? zhuaPxJ{%FM!npDv#yVt8=P2vZ4_xjjauabFj|XK4-aw;ka*(C_$aVjj?#JoO6&8*r zd#ftXj9IDJ_7>^lI}bsh{p+XY_(azSIbza8-S@>B3dQ{T{=^mev)9KGM|6pS`7M@J+_& z(t#MKw_5l6*YCtmxIvywT_MPjem*|R&rET|S!H(a+^J{=D+h3=Y;ux0*A!;QprCk` z{whG)MCn8}z+fR!eB?FV!0e6`)j`@W{vTr~lFy?~f_nuydL5_U_EvK0;iGJP4lIa^3x1?WEeJXjQ z{&(GKhUrSJ(@gl~7AZIZRv9o+_E`R?j*x50u}i{1MgWI0-5>97x)?SuZKKB|{BA}u2 z$-`>_E9LSw;mcgpeq6~R_8eABj+Pj^GrQ#5UswMS76}O)nwU~{PF!oIoiH=Hg@Y?| zkIYo1w@q9*jJWHzEig1J#<0k&o(Z~nT9cELeGN%rxX{F$f{t`>P~wV+%DfR+WZ4#9 zZ*1bxjh~p9u=0A{TAMUEsvRovQYUKNC5=<(uFHE{Uwx`;G}*Nc7j&o&da-b3wZJxQ zhC8I&7$>yPkBpDkKbLxtiqQ%ura^5N zFsVM%f+5->-z$nN{OYa%uwZxHG#T>V)(8F3Kx*(i$1r5vI=XVNVE!0>M zixeurL!Ou)nxB>QU=&scp4r!$lkw)w8)CePodQJ(Ke2P`S5{VLnVrFi*EEwlS)Tlf z=aC9eA_4ElLNgCpM-60w{UD5jBp7tz^4=hV7ZUq|TqG3{obubHaBB5PGC0jz)J4+m z;*RjI<%sj$aXl#`fbG{MZsyA)U&$iI?SRMmDR7HM>~w1tB`s0!=#vcQy4yeEu`^_{ zQ>1Q5)!`@=wicC?^v5OTSEHjw!|Y40CIgSIDp;=Ai7XyWqUmpDiQ5G-ZjUilV`B|^ zay|eQ;t@$HqaA0jr8ABgOE22y?J>wsZXg8^=JpM2nOBFOLq|VKA|qY7L~l)9fwQx))(oUO=*mAVV9hE z%{uIjN|qT1YCC7olvUm>Ac3Z9+yv4tz{L_W#JVkBvSeQ(*&>B?02&fbCm%r@h0ihS zJ!JAH(l5n;rfeji5t$8b&XxDw9j_&F;5XZ?;D`JW0HQ}e7Rk@Z z$oWbL zH~v(h`0x$j=KcB8gS!{vjLeFgOR));!pv@WW8zphQnBN(yu3R#lBMi<`=24)ET1%) zo)jmyn9_b{hkW~C@EYZCHx!D+Zjii4V2vx=aKW9-Bf!s3?)&+8$vQrxsvT)YpN=57 z$;jSF-txWb>ER`;EG&EY_qKJJQY|RCSn;TT)8&K>B2O?h9=R>~Dcc-whW?5O;6b9`GUMyWtOc?gz zV?Z*-xLcDixmhaHD6){K+6-3va_;aQHie*zr*410kkJe(Xf!|*6Ih{@YuBcev}fwi_{luQE{;`a31<>GUL9l zDJ@RrjMsMYi|(h+oqOiVESU)2Y|m%IusXvqr$_{ou|VwnP76{f(OkEv@e28rLo^W2 zR6}>p?ZmPVAM!eQ5gQ1a*309hs^DLG>|)f2O%X19A9TS4j)-)`y*KirDs%m>zR$$l;*K z9)A4iuPLfAXt5xxPO?vuu3`tdD*xMk`nO816DsefLDH0Ow|{_|?T^{;Eg&n%Ao zYr*ixgFEH_ypjAj_}^9we^k8mZu14(4WaQEi;!*8>w`^|z>Q}Z;1d+Yp{J)8BI)u4 znNA^%=~X<6lC9faIWI7+qa5l@G-Rp_p)r5i-hOs+YD!Dz&Uchk{epr_Y`2(S&*EV2 zikW#FH*zktJn2FcHHHasB^HhGYJ7hy=ErQUCh=Zn zl2-#uIdM&U@^MXhNw7M1R|-Cw;@aogc01H#D5<-{p+8G|z@Z}KpKXo1{@+^9!iq9{&_XL{y+EW|KCsRFSAx*5QWr1b_`Cw0&5FMrUoT;60@Aq39Y~w*-wCH zUl0NZkl=uV0usDI>eSfQ*uSizq6VE+hG~~RD=%8K$fWA&b%HrNp=C!spo=g4a$6#% zcpXMytpPgj#gxzZC!V|FJCNZ%v;}>->@t0Z#B=yv7eZ~ z4TI2N_aRA-p2PY>h`0AMw5t&K$8+p0Iq+zd<w1<1lUTpXB(cE%&|xB8*#ZTFmZ^_Ods&NF57zGk`YTF z>>`nk;|JxRj)}>PWy_Nf2EgeJZQZ!Pf`rcRBRg}gE6^~W`vWb~H#Ro5chY=l+!TT> z6aZ8#=mP<+TZGAweJo%<5-R2SFNL3h1ouA1S~oq0c`1ecn7x!5BM!DEh7<;9QPR>8xsWjLWG?x94Z2MgaBY*0#6{uTm()`Tvdrv z-?zI=4A}|&;AJcieqnf+H#s@kpz-B7w*C97r1>!4iObR%jSwCzokK&HfeGrvzUafi zbWAu2W29F3W&^)h_KN&`e6l(LB>1L1Zg)YoD`*-U8@lA>(tNmWU39|{vNq96HS+eph!pt)u}ZNYZ5bsT8)wEd3Is8Ch7T@8 z2-94()7H|7&Hk!6?$cYJ@I=^UF875KVhsGTE-t{fIO`#f+G}*dzKz$;st%TLYMPjy zreoV9g^>ChMt*$&HAydO9Ahs7F>$6?nh#wmUQ%^gp&r|W{3im<+HnL#Rg2{D#!TYs$fyOk1&#~nw7pttB}4+00*7SC^i5d2rcJ) zUW^0uueeKtLxw>EM!U;UENw9k*?(>18|TNP!^<_X8t=(980qCZW_e!(2-;%)0gs4V zH@9&H-5~qP2E*jSNGK_qGqJt2k|>xNk;7RirG4fPV2&Td0ZzbWXYwOB-saE~`e61) z-vvxdIqpN2h=z_5fvFCz-WRF%Z7+BCWOrCn`nem}f{zi6ZIv+~xP+%&Pt|K_KE%r@ zPemGzKYrRl?!SbcpGQ0MtgSFN4CH1R_@(+)}0q<11c?V5K9J3d?T|V-C0u5N<`~~#Hm)A4=a(>SjhElrS+8D zAS0Va@g&#y?C&;FiM{^*{_6RQ04W$W=GdA2c&4HE!_dJKH8r{|Ta261%}m#B7we%t zx0q)UcO+VUeZsM2G_`58%aC!SaWkT{RJs+zqFFuJSy-f}Cby&)j&aNh+kAbqEFvoE zjJ8Mr=-8Ma3oZ}8M9EAF4`-2?KU1S^j#@ObktzhOzF}c5t+P56*=0-(J&6)giP5;f zFqgS3M7y$_=1R5TXSzkaoHVKcnCLDiE;qFG;pHDap z3H7#6Ud-HSSeVdltwy zJTk~D{IHzGb(#Jc0CftZSZmNdypf410Tqd8WKde!HZfF$ZXKni8n6?dGi!`hy+|=N z!Qec2a3XuU;{E$t5YJd-K%3(nb<}9b-NY{3&9#o8wm#u8fkd$|Vni^1qc-2k0pWeT zb_1eQMQk*uc!oHh@sw6Q1jB6dkDr2zVT^ua^?=TzlD@^R=K%$56*3Rz*3Nv2G6fMQ zPswJY;c;QW`E@UaUsi&Vfq9%Ui?4Zf=C$V%7x4UM3eP_0*y}B zB<#gD*o!527H;HOSbRNV)|#zGj1|0IJa-8qXzfRs1U%4IP;jJyOY_w+c+$L%VT_(q z#SA@?lMU7q{=fi?K;S_yN&|^W zs7fy=6hwD5=B$WaH=ZK?cDS=-EJ|`#1~sZ`pgr;2QA^(}&1Cz}yet_*X?sCq&4C|? z!xOyvo?nN~le02LM5l~R zI)5Yoq#>M1RF+c|JLV=%I33ew8-^z>@R zPG=JMx?{3);D}gd0ElyqUA1&TKt}G5NDS>eQW>Ap%Ms#F(pSF(?p*^d$Wf?-vI#{fk~?B1W~ZUn~5 zf)EO@P5blvmn&0X@Rhw7GT`B!m7Cl!#OR>{^wmf55_>==hLw$+aUn(Sh zK!l=|eExQ}-H^GhjKw+N%Nj_$k#B05WM2WC?-Ne2`}>?XMRNe#18R%}cA}1Wrxvw{ z?*jv7wwmUK_zs_N_`(OAizvSZG1zax%OT9c5!5Jfp53^9y#>6SS!?QrlC^7?L{tI3 zRRK){)S)-Xo4HjZP{mF;&~y-GX++|^m^5Dx(7wm!2a4Z#ihi)isC?}>;Q-TC8>z4j zP4E~u)tjx`rgmC9D)b$FSIy=Z*g>WcHt4I3d4%GTY~C4Uri1QSjv|Df7qA>#F38SW z|LQppvo$6?%X*NOETh26bXVoa@>auv;Drd zYH{NJr~;Ibm3Nn+vw1xG-Id*HHXrg}v1=et0LSr**2!bLc#|}t!FAzjdXB?L|GGc= z6B~Q0OeAatNoYLBy(FeerTKv0D>`K@iR=CqfG48Q5(tR`-TsGM`eTlpm`O2Z67wB7 z&9vbmR{mQ=*^P0Tf5-Z3pYXm@J#4VZLOJJ(8MY=8Spza1T~0g-b~kAMxg+!%UG^Ov z9X3(sAVbYg82U8rbSak2(kN=3lVKv4d zL0GOridUC=%{s0kRa;rvXKo~*0D7~?*Y({$fle@J^aMt@v&Ocr4walS@a1KuCg)Q) zTYV-X0(7lf-W6n%dJ~=x{r2sN&E`1@Sm9UA15GK0UW#E739hab(l)*O$<+3<*n7;J(2?(VgKHWE0Cs`o63-6x|zXZc;JUo`?4xVCL*kbv=d zTQ@ZhA)yA6&mB8{d@Dd`l3wzgw;Z&_28oli-h%i;J#gLy6V%VB2N-7=hF*)*mVD4M zMt8=q7XfY;G*VvlqLUy7yM<)o0L>y1mk=credm>Ql#|Znu)=*u!cw#C*;8sW*z%c$ zjZJrW=9RNv0+L9=p1O7G)?NmXJ_X~%g%RQVA==*fYorEg~i|pYo!JN9Nqf$X9;F-(PYNhMkBDb~6T- zD!LG~3kMpL6$@&xQ$ju}$;nv<+X*6efAqni21cqv%?=QRT&-oAB;p|YKvK)5XtXB| z?MyTzRlmY9s|H&Ehv7qGghE1zANwHGwnsujS90d(O#(6DjNmFjZj{4`tAha%H2la& z>e#Tt*4gPWF2t*_?B(ZI0Z;W4JQrX-zS-%vd3CsEbE5$i%3vcj#BuSHUPv0Fu}@GQ z8og6buxQm4gEQNo^SvWirM=2d_e2WAI#s<}G_EF>aMnr52FGdauH?*N5PDAnW$V0( z)IehL8=d&%w?~AT;MR}e!942Qc@(ppN1wDo6kBGU_^*ekvs^ja?*iU;qP-X^s}!g; z{w#Tzup6tBGrlH)l=gnw49@-ea#i1)q!*tbtcc~=ZcR~DdAGS0kOK*mv4&%BR`DF% zr^^BqMh+-t1B$OqtFFi4&OVtY<*~^$Y`YBqOad10(Z_PyW)**baY)inBR3XW zNcZJv%ROH5{~Db%{XKE#c((t%MDDV0v{JGGC%-QG)NXOWHX7m?h&S(hdU9(NK#wT} zi@RG!#ImEvw&7X=n^I^z_@&VR4}&CKoNp(7K;VTBNP_)|#jg>f(#4D6kUV;ZnB4cE zB(@T81yY-*-?}vxxOtj+s}_lP@f=Qf%wV4I2|y?(5sKnb*FHPCf)pQc(>#{u!zpnn zqNX8V8tbh&fpF31gMkV%*UsEZ$$4!gvKT6Tt20oORAvB^-F`<3tlDnuxpy;9T_87_ zSVULRvLYJE@krR`E8Vndk@YdJk9%ZwR6p~rAvD>3a0#U(Uq z!rXaU+dNcLv~sT|lUh8|*A>L3I!ZFu+d29@}qO6ZOOtS32Z)A2=7!~~u#2I|QhDqCZZy%rM zP+5`nnVb7v5C@EkK6{RE2(SjVXxwo^I|RaK3r3V*gMs3FvzY^8lY~8C{H@g6Q%WTn zBz%0s$Kf#qE#a6Sd=yF0NszOU(d?9g##1%)zETm|%_36b9-CAFFc*mrC&WMDG#8M{ zf{;K0u}C{#yb=x&K|sAG^2S=!nW6w`8zC>C4pob&lxyS(m;rZ`M~B{p%zCTNKJ>7PtXCgSlsr(d|kwhEWLq-p_W{_;bE6` z#!#XzH%RG4NrGo=lN`1vck)&5aQIOfA2iMMoz9iU9ws)CxM#vmxRR6CVvTF3_`bsd zRUO}q|8;$J^^M3>K;r{Lp6zujQ1oi}fubdO{Mi3MhDq@|M8Zi69?>4+WU;xSB!5S# z;S?}=@Pn=@IAJQ83@|u*ki35(VALHGK7j!Uk61{dF80)mcWTplD0`tdfJA zCzFWH$-8Trd=W!S$Lg9Rt72_(o*6!Yuan!SmAYq4SnI$O1(JZEl!|hRbKMlV(%5#B zp`GON?b=QHjmA4dk{Q-1y}Pj1)r5nKOTK!(+NI(7-}X5?EUc^+_!o&_aN;dQk|wSl z(MQnPGgCn?S+WPvO>CtB?6f@u)MQhYKoKH_0bwIC_u?4+XAk645YPx{0dbex@(Bu~ zl0A$RlB74KeEo3g4aE-_NMr~up>m~hQ)&zvQz8h*swf$-ZPu|fT3SIYy#RgnKW;H5 z1#E2|rK{^sZK0YAjyEtD0T*~e^RBA$5X*=FOcA`EM@VNa6*6`p+ZxJ0gKfw)np<%> z+4sp4hvGBbU~C1eifBmWk}k0JYHiXqpej+`Z3f*c7`2$gS1=&P}++?3uc_lQcPT22WHqH3#x4NPBj$*rbQ&QM zxkH}8?iH#R05xMKX+NR!kecbLO)<{x)ZI+Py2~Bh!t%W6OrM=c@AQDz zR|{T;4H(%y$n-P-6A*YFkvECyFn!a0Ag!UiP7h48&d>6oX_I%C=NcgV)Ns1jy{6dtKcx0CF5+W?Sf3H_}r*4WC2c{3YGnI`GPS{F4 z2C@kNClOIwKm0-iSfQx^$w9o?!@_bbK`V`bV1nn~+*&Cv+A9knH$lQ_iUbW!uk;_J zo43Y-QBGne-~a>)lXY@FWel}i#teS+b3N?5azX>SRwf_Ae$e$!L1PCwVG^>Zy?C4e z9Qr=JxJ!neqmM{91OwNP5E01|ALInXdJce_In8U0Zz{*C1cR--}p55JE4a}aS z1?do6^5E3=H?h>P(`Pyn(d|6*c*iNG&+feM`p8-O^K$L~3A*jSz1p?@dtUOdzy9B% qGW`FM4gU2t6w3cKM#_J=+j-`t68Aep3u34|Eg31rV~I!3-uPd4u|}Z) literal 172545 zcmeGEi8q(+`#p?bO*Bgr%9K)3ktvxKsU(ERT!v(pd8U-143$}i5E7C(b1HL@%qc4K zoO$NiSMT@d`}?flU+{d_dRptg?{$}6uj@L`<2;Ui?7ffEM_%^gj;#l_5(Kg1@+CXPu{J@e*~>B+^|+Ozin-I%Tk}Xddu3v#N67%P>0!8-_pv^+>D2V z>omvNlgxLltu3qsIXO-L&rfieTN-edsoT`yQ?^)KQnexon%(3->kMMPDG=)j;({Hl zI+>6D*Z+He_N-=S`Cq@d4<1eV-+x|Z5|;YE{+NX&>(>7}KcL2LVq#)`G_UJxp`Cfq z36-6UjErw{b3MJhDA}*Se$ZL$)E%nrdd}YdU729WN!9hi(g{R3y$apS;G{xfIJ99MX`SuNMZM>XsAAyLuJI}7ga?k44euFLlNbW5|N zwY>*Q1)Dl_mggt>c3$9|S!FnD@giTsL4P|P_eS>Mt?^QR-@llh-F1nPLwH1w!d%V~#VqRhGT=g)JrJkh!x(Vt1PP#E2HH$Svv z>Z&bW2mhX9vJa#a&X0E%PwBTK^n!$x`*yl}duy5U-2VK&r#g^&&z^XmQ)kZX&&bGl zXW6?|IbF*yR>Di?z5BZP-(F0=e*b=&ws>J9Hjn(%HyZi(A8w=3ng9DcOu#D9r?sbf zFC(KrmFPUNwz`yFmmL(e_sG$sf9j%yZseIUh%WT(abBLN3_D|bAT>2}b<5L;h(~|_ zT0HRb(w!Uo8OEhc(UPtmFw~sVU-^31zOBb(Bj4ZOwC&fxfOm#&W#4dSUwupf^RAI>nSXT)w()`oIcF3t>NHE+K4cUxPbSy`I9sG}1%+1Z#RcekgCnqI(iZvlG8RdNm|mp^19VQWq)U!DCQ&^Y@2`ZMmigYl2T0 zJPY%AWpR*8XXEWJ5f7VFRCMv4uT;{b^CieL_SRq@HFa-bb~f+yNc$c{!g(2)?U7MY zTsogNn{?#v$TRy%{*Kwtf`=kbv%j+HMJ0T8vpxw4@kBWMp6soa8t%;0-}a}wo0^F! z;Fw(WuL{3|VSL8>H8eB`BJ1{-57UE<+jRJ}jY2uKD~8ic-yC`US|!~dq4DQOzSU+b zs!9(^DvLj#w#Ym`vm^L~ij<`#x9j5IF%P?U{3dPk?VQ*p??;b5l(;N?O}u)Lc>lA| zuHlWQkcUXB_i^JGmsvW=jS^lvzi^jL)pC~JaXA{}W;6P|`DXi<=ltE>0b)`{M(i~~ zY#uYit%rq$=~donl)b(6ksu0fM?btc=dr!z?&7rJ^k@f-kB`saiHWjD`%e7*RkqhVg+3Kn*D7s=y~(?hNkzuAxXh#GufnEub% z*;!i|15-y)I6-g^dm0jiiKxgiLMncn%Kw z9K9NGvo_?^ovsoQ;ukX5{K{O{HY2`mo2c)37rp&RJR77Jw%_G6H}>%1!%dz$86tX@ zhkgt1C_Z`W)J({gD_1^xQy*q#`8z%R>D~s)ugQwX$kcNF;Z`zcMAw$Bi1!hE#&6x$ zT#IMO1;HwN`1$Ry9sT~$b!D*(Pnd8ew4znp&Cg+~Zyn*!DDp_ZHl)`wMcyn;tM~xF zd8eecHLvYR+dZ6L=1Q9|9VV=4tGB;D1+hF;FZSpXwD?{oMD;+0bJ?p(8< zTRAy7zO+=Xp~I8Kgilwfd*<5myOlKJ&`I;B-c zA={Hm?7?LVr%s;yTI%K&DeSNtTPUCwBAxJoM%y`d*{#1WDt}wVt0&KqO9(RW9#_l0 zQ*z1x>;CR;HwAHXdZ59vzFOODh406YA2?VA&b&}a&el=s$T6mIoEduP?oPC|x0jWbtz*3sB8j8GWz=+h6<^^-EHSkPn4l+`~JPpKAiJ|YeWAhpFOm~_NS4^D32XGc2-a@ z4zV(i$GyOw&(Aco384=5 zp5;24ve4AX>!i$jMiWS?CK&GWW>EvVsC3}8*sV(`Q_!nui1u*^NWigzJEW! z!NEb6CB*Qf;ns8mRX5v_ANhM$7H1^H#fg#8(cdE@zDCWjZ;iBNAdT_gkS+Gxuzo#3 z%#C+dBE`s)FVf!5CJ|}cStOu-ccdeaY6Im?Nt~)+#!J1mp%+6rG~YTeSbBWC@o4kv z;xMQ6aLbPJ$24A1Q4HADzl+1^y2xDilRcOH^L!E!geE`UQ4^$&EtWG+AFGLqo$G?<@{|&ow2N5UcUNv2l;z0lp7NGCM+e9s&~_L{Oi{Rs}~} zBuEFJNA;iR4b?9B%CCtdX5Lw(I=IO+b>~br9+O_s`gkkXMM=qW%YyIjo3!k1md9rIegWz5yeb1DX6Zj$d0&ByfmD!H7c4LucmRCYf zUaM=j8~ag)_&#m=ofn_Bp{}mZ!q!#_3HUUk(PU<4y(vAhYyW;vF5QY3sBji{@7~MF z;d6F&me04;NA00R(LAr9pb)~<6XJcd`Wfq;rdQNh-d{aE53mT`C`lFFl>u2NW1c;` zuUTk&>ytP2=B-=rKYxBOH7)J;@89UR$5Oh!bfm4sMM%(kfFPH$y*(D`o6I_R$dFONX@}K9*PjJ8_T7H` zSd$H?4>+#-09?L0R{RP)CU@FqNJ%MOi-CMm8=DJLeP1$+Ti=`vo$IOI`J-6;nOcmCE{Ql$Dn4S{kW0ulm-46gp`>Eeb1I%%T25UR{aNH-6FoA~Nm9wLGT$=y;^U&1Z(19cwwYiq5Ln zD%E%4Y|xiSJbij-b#-;UI08=3x-&&3oxL_()TN*$8|93>aeFaJdvtu8q@?TGie17o zf0uJ$_hh|ddP>G`NImV%#lS8H>_~7`Rs-0=JTg7P(rPy(R_LK?|oq*G9YFV#=J`k0(=Cy0rDEbRsmU3lN ztE;O8)Ra*!H@eR+EYL-b1Lyk-0Lpo;;FgJ~D1 z=uactde{KsR{_O_4x1*vF+g6Q#J(QXkWG?}I&$jN)v+J>x_^HpDkS^5nlp*HYB;;N z_?dN(PXol;IY~!HH#t@~e&FPAZ!atUO3kEmU`)S3&dZla5`IoL%8AiM1|W{NQaF*N z=`w?WrDT3e7M5gF$?`TDj^l1Lh}!p|RC=8&-%((R_c$5U`}XNuXwC2lr>3TUP1hFd zT_G!$ge#wM%Xal#ld>owyIltlJ}$Hy*Fncbb}CkUd)oj}f=Xv*=Bug5V#KRgwQCt5 z;_chF@1Go!_}k^Sc8HsMH*!QyZ1)3kcEwH3r=#F zsEZ&8p{uGcjeO79w&MWrdoqr5ZO(1mxs!sByl~+bYCA=LN0tHASXXKKb*V4kzU?;s zo?QlvOl}S$g`uIL;a@Y8dgGp2j?p0j0Xh$g9UlOPEa`Qnq$mn(M<0=m1E32n&+YB9 z(ZW8jULAk%@Zl{S=YOzR_%Cdk%n)eLhiqqSL;62U&M+-MR%3Re}06fs`2s^d%_rObNg5O5JWkz5lZ zT*QLJgfW8|yK2(*b{&Zpk$7ctWfXbJ zMU`8zAomm!r0G&gd|qR~$zOR{Nonu*Jah8>fnaq0eDZncIKv(n7iWR~4YgrI>GI@b z?jx~>&{%vzZuGzbFIwn(-Ugh6yzl_qMYe+2_IutpKZkMM$k2J%P=Kz`3)$*sOR6df z{^H`}?+$!D)SK6cMk`qBYoaguk`3qSqr{nRykv>P{d0eU3mP4% z;kHsYv5Eku06eZP5)1iZeh2x~cxeDySY|=N z0|xcc7rb^d5X8YVChz~0Kc47&Zq9P_C`IY&VoIhdp!;K%3y;Jl|DvZK8gI8tlV zGCi0S!`{Jp32x_ki};y?ah?8v!aRa8x6Ri{a0W}WB3PO`jJqeg zD{Gw5qw^P}VmIl8>+=f>w-H;mZsk_<>YJ4EJD_i^<>E=j6y2MzJi6dAhb`SouxS=# zms$PBYJO^IQ6^SI94$Mtq+MiFRkIQsI(as+C5fcSWCR$uq_Pp88XI{!YI$r$c_gza zLt`180jiby8s=QA(Ew$)4Bd;pPD6-a!N%r(g7^k}RV)(D*IN12PG6ZN6x$Usd%4EC;)dNqgo6V@I%t zmUYgfIjz&PC4vAU+ySvuS6yRb_;xS|DiPk#pFi*HeoB_Xo&PC=<)1zscPq@#r;Fr7 zLfEopi=(zczL0|CE^6v~Xdz>-rzl^NlcOYj>3AqwT3Yh80*csy6Ng&UshFpBI=ak` zcLkvQt^YdO5a+7=FfWfEeXY!a=Y3f;zN7I)(z3D@gN;cISq5?mm5=bJp4;i3nb&^y zk8xexLXdgX!){hhU0oMYnQ+IF8_jHgjI-{!;~+tp7te%b#_+YbwcSJunYdHr;>nXI zgBV?(pE3QmX!4r%=u!5iM7bDI0nrw+KIfTh6Yl{BEa|&};MeKRS{r|Taj(-sLsOG% zI@VVe1$MM$$+*t{raUVkFj%zq-8elKHIZ;f5YqX^17*$wK=@Xe=<6peuS^dr_QsBA zJ5Ow?3FS=BlL3MC7kFd?nd8<`a~1gZqbEGx|0vZ_NcF~z7vK{}QseIIh$;&6Z)DGR zt}BAK>ms)>F)?{>PQ3a&aVC=Ii+*x@dpn(G$ZhijUo0cm>aQ@UUcPkcJxEgu<}7{< z<$8n0A9jF8*Q43UkNeo#s$w2~fY0a!-jm>V;thMWNUxoJr@?u+_*oZ%J4@Z`wupd; z?6=0oV6D%m)N>`#A5PcJk$A`DXg5k5NZ)&}uc!P8loM?b3Xo1vs5=zED8lWiMK)X@ zlwVGj#K*@^{CDNK)|{6?GFSX^t$Bl@8i$}D zGFM$+tLMF`8$ZowLzND)Grm}19a(N1-JFcx)Z-g1owpmaUyIu)x-`NQHD_vK@-EvBu(=kL&}}HNmBlw|IANx*L?gGC94IUd+L@p@w^mNWnhkgeAcg1;Kt_QL0r@Wg_OS}B;Zc0{s=e&?vXFXHSV`pcl ze`8+`$tV*RIQhN|LM;RG_c4zwcYOZk>g-b<_8H5=H#u%>)VvJ0J^^XC%HNcf>En zS@zZt+<`wpqBg0=q@|sT;5Rq3a2S&O7Jo4yyOV0mmTQc!8R_Y_U%66ilKv5-Z?KKo z_w3{bn^$T%?CziSCcx)p7H?upZXg>Y{D)5ze6 z24y-kQ-D?}-D-B9XHiEUvkjf@L6@RvW@e8*(@Mz}MZT)4${kcYcwyf$A)B}xB`0)lJe#sJ{D>Va-K`dd+Wtj%zXV?WxV8fPjd(WVI7`Mu zturispD(r>+MkWDX19BsvPaPfr~P`g$~Oo^QHA+Sz;bAv5o=3hLVMX1Hs%<&R#ZJb zJOSX{W7uJ&HBvY3((~(=`}Z7UGLgQs9(W+v{#4x!5v3sqN1W80K^A1g2h~# zHSINbu`4&OF>-VT)}y&h_a5w>2tun-f6?PwVLD`~~?EB}lgFyk#aPPWz@8RHy9jn#G*B zjF3pYwR*xqQgT{)%jV7Ut1U%OmWr^{=OweXK$WzsRUi@Wf;KWgZ-3;-5$02;cErZU z-pDZu?mTpbxTE>0t}ZGxVyegX>^XjZe(SLxbmDzqwb26CWTTr?$q&@h4%iR$Fw$9k z5IogIQhkYz_D5Xb1QR{bSuBL^nVO#7_wV1o^pyz z%qK`se^ELQj8MmQmb4ciKEt_mG_N`zK$XqSc-FmYD9%up^K~EP%!JKI8&}%nCnSpr z9V4f&K}GpzARE{i6zdN_?z@oTNBV)8PE3i3X#{g6w$ViJdfD^zEgYKX<;={7xOaTN zV!Fqn2%2R}!3Qry(a&7lJ&5+KC8DpV=jD<5tb#j94yz8UQ)y!jPeTPWC%H$2B%l{r zEYIKdr5D(Z1c4+|hS&E(D*@bV?H&+7CFM&yaenR{H`#kpqmcv1^{{#Q^5t<6UrWcx zJG1kjM+Jn${6l|4X36ZUtYmWY#lyy3itpOGp|sa8_Fy!aVnbvuY*EYz;RMJurd@YF7u_c zlMxLT^cn@vBejqEzFM^#ZZzIm*gZBD{rvR0Ww+hTCr@q%3{&n@nY+WLT~bumDFxh0 z%WpB;3qB{|2otZ9O7fmp z`}gm+A5P1&u0dBCZb z>EgnBzRI}jdG!fC@btXx#NfMwFEJo5FK;rB&2jdIsw$gEcC;9i8i1BYz9sQud*dDN zzFqhColtIyNF0lug!UF+>75~%sq@IiKwm$2bmb_E8oypoaA+tEAfi7ywn!nnooE41 zpfjdKiHA0;1GI9dJu`v(Wb5OKy-PPVFQS_xS*ExCLUv=vX@aZ}AzFJ?sGN+vW36)g z3|!Ehw~J~)lz$d~BTJ{|EcjY?G!o3{h@bPDSEy*aJVXxOP(@z?C9dU0scZ4&?p6)2 zB4@YNnO1G--P7ZxYZZ{18-N(d0$^rlRx_ulywnk7nJKEudjE5|{Ca6737=E{jS1Iu zBiF9o(2&Y>Nnj&W)6hVTgR$<3L#!2w&u#zXfqiFJ7o(YGgugg6QEAor@psy9K%E0y z?sFd$hYqSSv3>52gVw@iFW1fY#4-{d8P_HAf3^|fAJclKb#6fQ3+^dL1@`OwqP44O z=_ngp^+35a-%LqHW@e48xiFubn_I70H%O44lV8^wM#4jyGxSUf`Yc2$Jl}8KwypM@ zb-|CHKO3OS5#d|dXEtfie5?XL=7VxF7}V(eq-b%>+J!^o-IJ7eykdd*KWP$QENF0j zv8nUFuSWUh5Zl$KsnVA(pMwTRtZeB*PJ3}sl9AaAYSMO!E5gU`qQ{E3@h&(puaF7^kxP#gm9X~S`qSTg{P=O5 z-+{!q)tz5z=aLqu#>U3pEcZ1X%j=TMe;PQ`u*@*Q(%?J%E#Zn(f3f`pi~Hy9i&GWr zY#5*zbA8|QrEQiSIAC#U*FRud_2WMqF%XEoar!{puoHyE>*p5~u-99tkyZGsZ~JxF zMOc65*p8}sOht*gX$^-9)=y1M;Tf#&@q%`}Y|{5oknI3y64bvx2;Q29ED~E3zpR+N zGPrpD{QVXK)?>g=zK9?6MsGC2Qv_vVA-5d|^e1i(eoGJ#JPPt5b$e21%iXMhIhh+&}%L+JOlhpa%S$cZ|@5vZ*ZUdoJxXlAkxpu%SJm6o>6*M z@|cFR?piyd{IL2&xCc;;^0W6rA9Es}vCZBE=@T^0t!tACNmsn@VGmAv|M5C>A|INY z_YuC)>EPuupb>jCA~o$GK)))66iZDix>jDxGt<=X>Z{CXeRb_H@g9tV?@<;~T=Qsb z>gUug-bsb-`GwB_Nz-hhcWD~dH84n;qkGDEAK!7J)I8cPIyUj$yR#I|ei2%22DcPc?|x|LCEd;W^Gjg< zwwnb+-uYRO^DI>}*ChN~ZGCz9CP*gD>WS8a-)g!RpLw&~2N`9!qc%(tjR*xns-Up? zR9mj5iqhosS@v8a!tET5k9N#7(1$d%x2p>5q&cM)r2j`&(gI?yM)@m7!N2f1N%fKw<)rfvI=$8fsX=#@jhB{@doW=F26TD@H3MXRphQ|ik3%xhSVKLZW%QniVRiMIt# z>d5K^Z~Q7_-QP#Ay$e0Ih_LW~$OWhyGe`TOt0ZgCuKn_$%3S%($cK`dko28|@prqW zil_V-MZOPw;ln$7q6LDKPeH{P*?W}}=8LMS({C22E73;!?VLEuQd7RPe0H|eb;(p; z0K#aalgIm9(+=OxqPSI8M<`2^BNwj9MGKdCF}dD}^UgAd1IKZ00nZRTGx)P`Zrg0HJg%WfKpf4DP zCu!uTV29^?#)*nuIP$@R=-R(rmx13#A@=;HglP0IHDFMC&}i;vU^s;s4n+(rLp$B* zj)YbNW_aoyD|hkicjNWq@QEdybVF&P=r{lN(gzlSYao1&VaG%8v6oFuQlSD#px(wc z=^7fc;Sumv%$oaSF&oRiiB zI0`{GSq0d4go8u&!-o$&u&+$Q2O*6h{8U?eC21K8U0zmpjzItV82q~gxn_|3GL2g~ z4BOtuwyd7XHpTa|5RwTB)qn`BFmwcg^cJuk3ENJ8R-U+o?mFnk%r!X_*vJMOMm{4@ zfAB5*BTgslgvMzj#gK?$+}h-RLtVWV>;|YONk{~w%J!|q#c3TgbP8piccjKBGSq$e z?AaRzYLG~?jhdy|;C3)*e|IhEpFe+&@bW5wPCJZR5rmU+Szi8$ECXy7>&2H> zR{Y+SW-KTuDkj|Ru8^h&)OZR*R4qgnz$GaT?UIww#h)P;K@q=_T~kq6d8PUF_23m+ zdis-qOhHf_E|Hs7;-ZdFhN)^be4byo_5sr4-T?nNkhOeRzo8= z!oqSM{ZbD|b#5^H6Mz584}}XmWR^LeG5c|xJy@E!1pk9R4#{ptMvg;=4spY0mNxb3 z5M;jH@ENXSM%OqA@Lu)Ni>eoFKDWc99g(uO)sr(u2$V&$sagh{M zp^RCAtqT{jdjtCCVt?V`lP6^aD8IM0Rl$fs?lbvqu)SDzSL|qid&^@xlc)ytuO5;~ zQ!UBpR-bYjUZ|H67k6)Zef@y{rlRR~PhGiQ_; zMV*fW;ss)%rBjsCK7IIb9>%+znu9_|ExEO|{@j3wPb#nQwdp~Y0nN=qF3sAiOM9VR zI`r+U$xhIr1Zx@j%`~Fj0*aT$3Z)s$izYnj&svBh3VU#R$ddA?xVSioL-YGDOX!$~ zpdi=W&4WCa?=<&@Tm`b8Cf~@2BVkQHh0D?uQknD$3i=sZW96yjdazyVY78uaYj^M4 z_wSGxHYT!_(jay8tgbBOf4|+n@TPujB4Kqjc6|9RNQt|4b~MDFfq~~L9!hsd>g+54sb$Q_r*qR)-8PnEfQLz+OR#u;!oE+i_sKx4E z&LmNDnnY-E&VjHjkd@`zz?UI?Q`1vOVY$#e2b=UC=>>aNVSipiL{zQ7d18Ux(|k;2 zRRFfdZ?C&h$w1`os7o(-@}zlo5z8{Uw-pB{n?sn^slB747J3N>oHJ@RVJxbwEZlZu z8c49!-2UiTFQJ`{4hfEkV2^R0^s(gXY^#OfV9tPorN|*Z=;X&FrgixV?e{Y{0@yHL3ZKC(UhiM-(q?O2K~mwtB$RzB63=Fg+uj{wptY-x{q9(@ldScFUPOHR$|L{ zoH2USdR?-IL<4RCMRT1_lVA9|Ha`ic<>|qp=UvQ~FNFYLEy|QAt=!AH^GktWF-%D( z;G+<%<-3qM1O=jI2i2k$0xT2wFTQpG3f18Rj{arGza?Rae8`sLw7tVr)N)|yvTEgb42<47= zJA2Jd20Xrx-kCV`Y$p(5A;_1HLCquOlMlda`dukeHi{i*(?P9b3VAe#gB^~wuLH}_ z3xa`jE|t2jyhO+&G!Bzrf!GAg84CWa28^N1{w}P8K73~iNwN%V=o#SH^2X=) zL<2pX4vIXVpZ>GSDt}rkb{bW>dc`7i16mk8--#=8wYUF`cMiSIU^(3RTJ>xXYld?^Gi#Q(KDPC z61oD=kpMWKsZ+i+DtdPWyq||q1QlSvyK8N|7t|T5&=WF$0Dc`uVTKcFZ+tDk)X&3j zQMD-g7jTaCfIz;zy(Iw(j|5E_xw-qnP9|%YmN-w8(|~_XGvSi`$oiRSv+V5+CSOr>bzYZEG0_*cFCVlCO=;>X_>thG(O5PS5lz_8PhsJM0eOH{ z{9v@a3@hDBFqM;F6QnIIGs_UvD|uuEKm{-F?9_qhkIQVC)s6d9U0H@=;z zQ?niBC#q?5i-ohEAvcpS1ZFD|a>4R->EYIWdI)Uk^rlqTIa9EYYYECvs@b1@K6sX_uQ)aPu|nj& z!j(6Onx1Rkw+MwN0iq3gf^BVW$c}Z~Q1BtyrH6aZ`SeOOo`SU~gj!Kw?e)aY~ z#G`&FFE9UbsF+*OcElUzRMKb*4b3C}qr;(na3sT1LYinuN(Y}8WDHLhIoknOXNJwN zGAZ2sID{|X=jiNs1plROxbh2Z)J0SkQX7O)`CN#eI}q*EI-+EC(fH_VnE~kWZH0E6 z?w{)q3>H}YUJu|a4_g~})^9(4@9M3F^56@V8t+I6J?D%apta=2|IXuR9S~cY-h+gE z8t?_bA0|Z4eiIe1t=Nel7?u?8!h|A2rO_al8M53*qi~pui<-bR%=rDS!wH$txrz61 z@ZK^vH}AXSZ8?q%Iu8kO9Ra^1bR}*pe5mBcf9Vwj`nOj%GFUpD#zi1e-1?qv*tgSb zYZwgpNPiXpZpfa`@ohC&hOaL#??E}-jOqzn=7k$KXwR5_e*i922P_5Qe$Im;79#p> z|Jib0bWPry$=1xu>wM5Ld@pIr2GjWv|AY(CLuy=P63rs#la9yy4F_Gz>52I2hDyLK zC|9?YGzj^-eoO&YP=0CswuN~a_pBKQk{NFlz_W!-Y|8E8UFWN>+ zyP{*xCCY<&Z2ssIGr24bLPiz19d;FS6&#{U?VX$eD-PUgeZ$~5JF*28(#lI(GUya$K8in~-SPq; zU^#m>%rAH?T)^t+SZDEL40D`O*5Zaq_Tz&sd&oo_@3#*%HHcH25z{Z5Xnt&~X>H~2 zn5y{niJ6aY9|3cGs5V)(Fh6r^Nsgw&jgvEX%~DR1v;YD|ZvwclS%N4=>U2(X9ORb( zfa`*QA#Jl{>gJJ>kqiZX=)QnIlZbU8JM3Bw^5y$DO z%2&wd_$A{pDrU-Z9~~!Ho>hV%Yn*O{?>T^zU`8d9kORf__D%x}>2HO_kYx6?wmRR& zL|ns(5mYl$T?JpdYu7G!!0(SWkLF&JwV#^0*ra4_)rs{QAJ_|WFb^VGpZSAaqWu=Wa)*+{hLPS(h|w zp^^DJIe8xj5X_=^!Y8^1i_P;c6~?3U2@1C`#d!&1R8Yg^vum6Tj3&i1oT{1Rv?p38!X1=N9ALuV*;!9K2}$~+G!JVY zV|JnnaCW5=zisD$5i#ukdIBxuRt&Dre9P11&?@pK$BIx}Ei5eDF>wa6(i08FZqgX9 zTa^s+TsLZ>1aumCbQ-9eAHdZHvtR#!sjpoJ4j8>P!R(9@`#unXIu?vB9j162X*)ZD zmiNw+x-$-)AoEUJ^~sRaq!4J{W@UMlmWokqrzH(#xAUXP>Aj0gE)T#qmce|5pdpRT zj&K_R;GvKDs8`$cg9F~TdDsf&bBwN|KafaJ_>F#=c#*S)LVOxtOmb2ezZ~<*fOH#* zo$UT+#uh_%Fo{lJOzbcSg<8|UMQv?2PHMc{1>7wOdJInQ*i_xF5|_Kv1J|O^@c+1n znJpXxf&lf{+HMz7DPb$hPo9nE<|WCgq0lTbxpfbwX$W4L=5#Y$FURg>JI$G8n|CpG zc6QE5mvmq+W8%r%$EVuyaD+TmUtoWK zXo4RwQiayUBQ#Xy&Cu2@Tgm`5gSx9>Y64UiM^K`7(T3k!(mWrANSG-p5GU7Wz2M%v zfB*j9c7vGT_$tR*%!ce?a{jxnCgjvMIA1{_{eqnH5y))<#)o44rhciJ3|EXcpn;y@X(ZMoXPDm=7JkG)6<(N}o4fDf zkpYlwVsZ`q%!hlUrE8V5F&w#TnVlRaYZ)s^`}gg8hzZDb1i5th6oUnN?8-r1P@V0s z#o$$kdl9*U#LW#3r3-xrF~9{KLuz=XD3Z#zdNlu!L%s+nY4;#!wJ^be3`7Z4A1z}% zJ~xcla5p^mF)1@Fas8XGt;67SIQq3M#6OShAMlyzxNDpY>LMH1_t4NBLu$F6sE*DU z4Klu|w;1qnSW^qIf1^9u9DaiVUOya%O=APdlxhuks4}L|Zg+Q&Lh$)3doM+1?05P#LUcf9V=Vg{a+Ma6%?L< zW|RomF8;zRrb3#GChiJBq4#WQ&0*~gQW*u(jZLzMs7it$%PL$RxZOJ+D_?P?|7 zRgklCLi+pqj*{e~6R7J@*y3n?i?M;^Aj@O8A8U-wLeX7cR#S_RUD&ec=p9ozN=izw ztlu2XVc(~iGsPZFzme10&M16CHMj4~=VS&U+dHEd@wUBfilvCDBt;HxZUs`)`%V0S1-39#qFEJZMdZDP+SOzwsaWhtY$#2rBc6 z1rR-WuvXOyG}SNBTnJW%^$BQCIbQ`A8HTX-`&W!JRw`$;XI-GvN&oZ|Rdi_n$N8gb zojxlkCFL2!eqEZVf-I1e*xT!T(?q*}RwI@zufH5D@EwLdnC(C_6ql3kSAIdVy;5)A zzA%I*+p#%x&{Y`5Wkr^eltjDOOKKaiz}6szXV=(_cWN#?doJRX3-bSw_djkObf$6% zt?TN7L6rXM(jz~A{D84qkz{sJkDnr42*B+K4j2PsI7TGFvU}GqW+eDfOf6iNlM4lt z;R9Kbc!Igy!KQSxOK9J{kr>E{hTR7au(O1VQMlpbd%e^^gW1&d=Vm+$oMd6aScv?A z+nDfwiVXJ1`x3T~)Ouics!JS^tIDY%oBVWo7qMKSif4O=`$Y1@JC3u!*^?I`_UCZb}YR z-XO%qb&aHmAo@J33}AY05XIhc!G_MjfKT>yi=stDz<$yCmc9%Ua7ZJ zs-$aOA98{vW}`c~Dx|TKwFRc88mPa)^-`eSEVEZIYOF#B>4$tF)lw{CzRhq5DK=o> z7v$Q|%DPwWH%?cyP4<5dk2mo^Ej?c82<4p=oASNCrl@dw)Y`#n4rsOjX8|jMQ&JLh zJ14uGr~DM=FmRPqgIg6YE;Ic!4=}jvD+8=x9`TW_u2Jc;FDyqnDti4GUNN`&}r$2-$x5bvRw1s?vK1*4~a!D3}> zM8Toh)!5iomX?>R=QlDVqFN)AcliY)TOGI42E@8LE)1jO?!9}D5PBG`pcv+Uh|3m8 zRg-uEA!}HM)4QSuFe=D}q)Va(@x#&|;{b5f8X=?wF|m{UF(S#MmaCbYueJ6ol?&et zH{=CUR&wkYu=wQ;`Q7*R!Pa_GUbjr@n6fLpo%b}g9zf{`(Gz9Y*$^JmS|N?3j1}KZ zknCw^CbGP8Zo||L$}ffMXJ&TqrXFlbdrmw7g<@2kzIsj@=q)~DIFPCOH53o_Eiq^Y zhDG@GRWOy1smUm8|76s1$SOuUp{9Y#&Spa*aJ=+kjYfQSuv9;l*zya$t30aL!GaXq zi9hm|i9CC)9oJs8Hj@^Z-a=MBzUvO9Se*6ZB^dWLN#8>@K_AHtH~R06=N4tJJ)+@6 zN&rD8!0}v@^wByJ2L!38=(r^XO8X_1`#qK+67&|?!?3uH83kBv^gK%q6Y%>!Z!Fp$ zh*E?*1|#7!II7+Y@^uGs9Mh~&@l)*>XY7lCS=;ihk~$p@oH6kRW*;iTkn0{)r}c#6 z^gt|63kQ*H_7naS9_csQrDmsF(n}V%?%!X)lnj1}jVen69?r7K1$}rNz+OtAj0f8| zM1!w_Cwc?3)#u)2Jwrnu5K{yJt5&JAX2_wT?$;1($k|`(M0HiwThPP_?n<5#i{JOT zN5KJ0IXer3^3CEC&1MTpPDXBjg*#nBYKJlJTITf%hjUG#sjb4^io+scD*BH0BWB z!)JmmIBPQ$G+E-P-LI#P-fG{Oe-N;O3SOZi21IVpI}=+>T>OS$w2?Te zU7}&&h^s=tPj6tJdRM!}DvD~-QcG!k80^0O(w=LpxHD+$Cp2;E2ojgVGL@-02G0}W z4$MGT)TWl9a{;(t#(1^A`HiOf_!58y+OG9P5o(}gKM7}6{r&uq3$UZmM_$@R;6{td z_p%Zby-B!mWL=drt;tiC3)@RDWV@ND*A)HMPv_nyz|b5&%jg^E@a(7CLYn274FXY5eXr^vJi^Q*j$G9;lWUKiklWxRzw z`|mtDX!l^3bXm2Y$`TdxEZmqtIw&3c!Tw7kt>yH&X<>}`H!QYxYABKG#QV?Xqb>48 z69VDb8@}_KutaX&vgMw4kCCS32@H^;MUcRdU}R+ETh|pw!1VrPSu_BcN?9*{TXz9X zOc{*BzM}2|ur1>v8-l>~3S1qvf-Z~MnO}Tel)=t#V$Ny^i->q_$0!kV52I4OVXpmA zcH0@(zy@5pbcuMeLI-oy27>(ZfyN{%WD1c)=h>QWVK~%a3hEt7;v%PM_Wd)s2i%a`2Y)3Byxz!O_w2 zUb&o7*o|-@f}I}TfQ`i8xw-ml`Jg`t`2&YN$$LM*vezuv1FN37(Na@WGax)PNNm^I zJ2N?{F!r_aB138H{A4529zmcl|AP+z+|l2sqX#4O%NB?;eYuYb*h2OEK? z`sQ~YQLL`JtB*bdsu5IE`%W z)7iDm{jik{7J*WkQT{lHL2S0<5^7w0LTj2;Q>GkAeJB+j}npM@3O1Bsf=PKKQ0fun$e^{ZA>! zxlS}+b8vM0gXTl9nn%&N?d>5{yN5uQx@d*xF}@pYIMk^OsIKJ5VCYC)Pw61Q32Ueh zT7!Y_IVWJs@k3DRKqUeRAr5fbfN7+SnD%Gb_rTlIUnJ#~xL#h0aCr2hSpc%_Iqn!m zgJ~PQoA4=f{JVxK5Cv)%tVZI*>i?TkSlg`v=-! zT?2}Cm%NLMd>>d{Ht*ai zh5t;B zywd}v$@9evW<5Q3VaBTy2@r=Blat*2exe&lZPiSE# z0P#tZ$HL0$BLd|#Krq}b+YU?lR#ozW3UQn$-dwtA>xtYonc5$f+~DOntg_dd_z!~> zYk4^%Dwm+ZCb4X|a}zBCgC9(u#8 zxa1Wr6kd}@;v&f$EQusZ^b`r@FOI!PEuc(EGMIaFSn=_rN8Ex(LKZ1&rY4fdzj4_b zR6?Gg+N*As=VF%ZL`PO$BsB?eN7k-qQ^sW*lbCZa+xn-F6ARtc#$*3EV2w?a!(nZ> zfGS$pVLi?yxyDx`c<-U>ZV|4SbRdKGzFK_&dyKXU?BDtce!Nu<-C0>4u*xxxaA~yPtSjE&XI={j&mA^;IDD` z3PCjg@#$lg;eDc9xlGNC(90}^wF(#K>kUonPbemCC($%0vrW+Z&sz3uF0dY4PmtFg zoiS;9GF$**QOovU)$N5niuzJ7DXFYW;k^Bhu_bqag2qFXua%V*DG6)xlqjE$+-Rmi<-#k=+Ndf)m2re z9k=TnJbyL!5#;BNx-1aY2`Qz0cN0WIK)!~@kA{cpM?@@!!M+=KdHDKx7OoRJII=#S zky0~eWJE}}sbd~V;+^eiM5hC$A~SF|39-ql4pQ`*H8U-gQ^0i;*ye%k=iC1dW1WU=<#X;mKu?x z$X2|#g93dz1wo3k1DbatKxpn@o~p}+6J#K&A60nW69Kb#8D61%d2kmDtgIumdv9$v zdQ!DUT)DE7d8+;NVu?jMZn8tmUHOY!le~QmxQwFTVd@M2@4h}ybkMj@t7ae|9L+?$ zjlLJI+#!BJ2zN|cgR2Eo4k2Z@8-;Wt4EfnWMwJ?mtf@P5jY$RW`7#XSS|{QjFgB`| zRE31Cn6QhJaUwtY&!78fXYk zlsNLn0TA!&aE(i1*;Wu4iqhr#%r%fRUqjOs*#p(@}9qG|4=vF zoRX?pxLR|$OT<-uFPc@7RDOtgWaRu{DD9=HE& zB|6+Cj~ z6&wkS(IP1all?sIR@&%}*)r9nPI%k@84=;9)I?*93se9)RP)TD_MTExLb||pHcLyx zK>)5@o7{m2Yf)LYSCnG(U7vxpV&R^b>$xtV0&vrVDv2wSF}Ddg{^O=ddj_C|zA9-) z1u&wfCM~&$S8t$yObcx#3}FnGT>x*y)(d;-Nq~PAmPr)GaNHmS2y(pR2;8no&hS2M zbcX_-pG$qNB*h8a!Zw1uj6k*>R$Mw^j%ISl_*cPLUV=`d2Xvs;F%0iUCRh!yu=|K_ zFzrPNHZQfbS?(D8cheCb1ioKg|5^ibCNBYIUv8I0Ytm9>iII@1C+J5m10HR1C$B-m zb$>yYpbi7tTS&t6ik{v}ZV}jGF+;@x5v)P26Bhsmtu*0>1l(4Oy!E2V8z@df zfZF%ZqzW6jV8#K#65jI4$`f}B3kqr?1+0Rs{4Vt^7$K;?;bNU+rQ~PI?Qja!0+;Bc zj?^q%Efys$G?~l59r^}SAeD+U+g68D6*)WHu3Fb*fy@B{6d+BRNR|qJ$orx|bcv}| zc7eRo1JC~rH=JU6!m<8hJFf9O42B!mU^KsGC9J<+jF@y3J)N6A<@ly*)Zs3iR|=)B zE-*Z4XN&T~mXZl?7@HPm+?c$NkB6nkt&s0oPi6FZm)Zqi;~d*W5aqtepS&rw1uKGi>eYA#&cD2``*V{=HU5tn#ow~)@M z1ul6U9@1@GRv|4T;|mq_gnn^R(WkC1ZTPl&5l(7TXu9jAiz7O;cw`CEnQh}05a z0%}ORzzB^gt6-)K5a^+x6_A#BW;WT+)PhxK6T@AC@nScDOVUl`P>Lro!jtQhh#0(r z{w`P_M};)&O}Zf}$N(#wS%#%5IE?TH>OrG?rx;E=<4paCf(#^@)aEuyW{`AhOVTR} z{DMvJHPwqQ$)u!0Be3)ZypkrVOb@?c6bN$OkozZIyWNgtGIK*XS-3IY5!Ed>MNf9F z4wz+-%`f6rZqkntW8@Xw4Slpqe@Q#WaaxlK&6s%#S{F{!E5q&3th~e$xAT(_1 zIv{3Q{(8SIDicm6!Tt@9ntNIN3d+`s&^8!GrK1N5+9pQ4l=RtcxiG08pK+TN!HRL_ zls(U34QpA%twB;Lk&bSLA#n9IvGZ8=RGFA-lf4C9hg$)9$MXL+kvvBaAC@>O6UGd~ ztJ+-%fRABmY;nTXyqJB=)Zk1(Q>`|G`wW|Z6(MQ=Kg7LdSXEurHo6f713^Ga(oG6V zNVf_Sf(S}?igc$47<7q9ilBg`NJvRYY(hXlxv_C@ zz1LcE&N0UvagTeL7U!)ye!9>+>Y?&v%;#(9%xwCj&J-Ct28QDx;Rq~|8EA|9S@)R{ zJRzhQ5V|V}V0;5}Wg7Oah#BlSQ{V^df-eYGJC8+j28((Ly}Wz=cYag>JA*lkQfke zrT2r==Q^0OS%B>Y@*SAh5GcTwgBS`US_|t7nkb~mdhq@%{)?|d5ZdMhD~JpZTtIzB zLbO2+N)%i!we9Mb+20&{@>lN&=m>WKXgnnU^&#rTh}~b07_*5VMr1DqDXpghhXg{! z2%a4DpaQr8X#fRBK)-BN+I(ik2eH?5SP*a?4Bx@t{w0`hEx>_!8OEo@LJDa*F7U%+ zAW3C$5ZI%;@)0Dm5EyfRk5yGb`Mfj&j|6drh!YFo2)pJFQm=4@MMDr`2YjD2IQ@|H z)-*aaARqu4C~$aOfnWCOnA=iwbg)J`{<&VVlob2&B?HvDM*?B!4M>Y3%rMA(o15hk zh$QIBNVwti>F(}sGjLG5N^EpMHxfe<3I2%$#|*($wvYB$A{c%I!wNC824Jz#8iT}e z(efp}qPvBRQ1k)*`xU@Xz5?2fU^wX^Hz*G#Cqh?=ycQ9i*bjCm;E9UoHhKo}ms`Nr zc@2`(2<{P%`!4YC2O(2k5`(0ZH1iKKLIB%fjs0!Bw}S0|vm}W@Y6E~$CKo^uy20ev z*dbM9Y-h)Xd>4xHwDJv~j!Ek&9obHJP~0mbzLFFhyM9xBPb6>lY-D0G1>lFxKmx7< zfoPU~RXNbI9%;w&@;eaVH0w%}7YVWigEd-?Guc#58mR<^u+>ROFoF%)1W-Z*7jXpf zK)Bi1u&d2>2wv{L%Txe?Z~X5SIrtCt_umH|njpZsxdzoVxk#E=5Ab#*q;DPnaVKaA z(!S{Hg3*D2U!F6hPyqKyivv}X5(4r7?@7WM3pbAZ!h^uH|Mz-`G5^0j5@QNbkN>^m z&m-m9|9hDV0I&3fnns!&F+_P%AObL0QPaq6G|9ky^=kEVHkpJ7{|Nno32boc7kRpCJm(VMqjyo6Cw!5>(bK0-5!PzR-Lzex`k&9i+Wl09AvA)T!$kpe((!`+ z_xH}6kY;xA7%qcw;LJ>ca|of$`GP@6@&3C!&DM+*QAo*~Zn^UrV53IJ{@|E-0Sdzy z4*vY2qVMXoV2$_f9YQ`Fh@Ky{*dwUq|1NzhMRgnmLV~2K_Q%J^>A_Buf}$|0)c>A= z{Oh^Nqjky<%v+Q%_yVBJall}g2JZsF4I%LH!R#qe8J^>UJyQrQ_J6MJ@9fv0%pKuR zEwLVa2Aa)eUQq90XwQ@t)iH4xTq)Y-R|bv*`#Cyu(45Vtk?GnO7G1#B0RHlT%Xi zPfcY6&Wko$!sFSUPKB%+2BM*0>OxS57a+`obxCS?N1=-gFikUZ$QT^CAUptiz7||1 z;gjH=z}3mY$;5OLT!2OZPkpC7s}g>3$g~%{ynHYvA>j6?DjCS#g`H*$L8kIcOJxB} z_5C6OW>Xo7CbXM$5{`dO9lds;EKb1QMhrC->WufTAa4J~a|VRHlI& z1`r}(alR2{N};(@)SL~3+!G;OUuz&#;s8k<0G}XO96)(N9V|W)JG^ez5+|yN+=0d< z<#S(4B<`Xb!j#Dy# zp-@yknl$376kz(#2hR~u-#AB)G3h{_pAwrm!FOGdY4M=f9{yTN2&%TAdt?v?j|SAQhTK4I~DF2qy$SLM+IC}2}$=< zJ&vXk9rd%9;OK!pP;`jUJ+fpUKTzKR{S1D^t8zQJ7cvdd`TKE!~kSUnP3DOEOv zJ9=m+1z-!n$1#t2)7QV#lB>Lbe_snl-UkX# z8m1oMx&%2ud-|n)FrVld)zpoU^Nsd9+Z$Z*J~09pVL=B0fSQ9-;MVcG#lgAb3j@su zfEE;XQol+%5lMhDUd|6ZdxlJv{hX%eAR5vtaNIu!gXzn25IJ2rxziAj_@^#GxyHl1 zd)30rDN5&qAx1M$P4p@OWyQh3@JgDU#FGSri7Y^9y-U!^j3}OT@ z0&cfQ(i>+_hbh%9iuV)0iA$+0J-9_l@`*;8s=^)ajUXQ%hC%`GS#78afcQpeJ*&#g z4b$x%&)VTu+!*zk8N#qkWjTerQtqaFXmqN>(j6EMnj4C8SfCrg_#=tbY{(@5%@sea z`;LEecI*HI!W|5;5~gWlG9fIRtDeegM|A{OQ*N=sTLpwCHTuXZK^evpk{br^t&Nr( zu&=M~cX24dA!<%oGi}C^fDEz-8U)N`BvG zrKViHYz2xj^G9Jp!OhQ&F2odnDPup4HbI6r{v$d?Y-h#ub**%?d9!0ary6x>3W-W% z(_p9y39-seD9)2obiVlUT32VDhWWs-(`g2@)7sXb8`Vi~d1hljxUVu0K;YTSn}B#a zIB;TOlWno;($oBbjQr0f^$Q=wE<8G*tPse1K%xflycxo1w(&Lj5w0wdRNV^K^RJSg zSw?d}-3R)Fa`By0axzG_4C7_xz&U0&p2dPbEG91*zRGOH=igFyVs=GRKsf;{vfEIY z@iO${YmNuOLF_3M(C~!x&Z*a^u0cGelo4X${X#5x4Bgk~KjxUy%ukaK5(1ksD=-DKn2PaHV-(Ch2+(yygt?HVS2 zy`_BnH+P9vrO1S!}c>x+t zJ?-^2GBU}3AYTWCI>*7W{W>e1DI4|f7BL}?900vc55Gd}Y=$X?;%S)6L+Y1c7`B8R z^rMRpu}qT^_oI?ephiMYp;<-=OH)bOh%ZHIfgQ~Cv6epU_Lup#br-4iiX%!gUP8TYE6Q zQWoH5zy3{NM7&tTDkqF-OZUO;)G+)rF-*!*Msjn7GnMc^KYlh+YJb61*6O- zz7_Dw-Bplkvy5JC$e>TT-MzbW!J|D^)MAK6@z6V|v)t8A|Ed3`<+OR3w5lA04UP61 zeN@^xanwI>)HGzg=ySF+*CDV`@fXiQR@feL#YCt>QAZNV@B6eAoc;_f%RIqko3}qV zZm#|gbo*(5e!TV&(qa(V<^*TJ2*SXr?}?Mx9l}HUlDTO zX42-j3xwa1JxUxb-iRpH{OU-noA?%a#IW1)baqm=IakW36}HqO z8}KEtje#)$^K$>Amm-H7J~y zw()=(&Hm8%w6{U!S*w1VhR7-_V&y{jm`yLCN$RWmYl0^f_EI$>2=fbz>c2j3THQ>e z8YnX(+Oj=hG)USM{W+{v_IL$nKiD19+D-eDSY?oN?{BqEfyDwHDES02PBi+ii^5~$ z-!W2mQnD4FZ{@o=Xrzk{YdJ`tXIF))?H1PE<$<$A9s5rgr>3$FyiG3xnOsK|7QJI= zFBwWFadNsfrtVKPc5*bL`kR_KM&@4qXY=NPuij@a31&j*-?{!m!_$T1%Rd%fXL^g^K;rw9uN0EQsx}9r zI_$EB=C)@lgd7)(`n-aIR5m3HG* z5o5KO2?|YoP)x6X%gf*6ncnkgDVy+q>hi;U!d|z+LA1YBRcG_B%t`*mlN8mKY&yBZ zEIxu1zkgHVO{qp`eHx=s!0zLtl)uU-fIhncYOXWe#OHNxjIh8S%!A>A3J%;mf6-_C zE88ES!K929tpCloE8 z?|7A0n_6%6XzUZc>!L*5O6!xcKWYmo6z;Bb+g4#vpkoT)eZcCzPlDK}gAGXhIUNd5 zpZ?e*Qu%6qLHc_-;+@CYDsqmQa9lfB|*4buW%b zB;{FClA2#lLDcMOccR~;@p3B5Ds|vMTB+}kdRWuhiKFpptiFVHuk+JgUWhXo_m02m z{Lufn%+*#Hy6bT+=3}F5YGZBFFzL$4 zzc0?R?|(Jr4^I|JHq*ksYFO=!i^w->wN0$1d=@cIjS|!_2M4~Ut(U4dTeW_~Aojg> z^w}1B=iVIk?`nx$h1l?<6DU3_-FxQR>nxjVZNK8TSH8(RFaNmX;jH}Z>QPE$mj>&)F#VfYxZpGj5>B(8wj%j5=w|s&`ByhQ3 zgfe$Fpu&XeWbI}i<$X$j(KnRC>HTmqM@#zk ztsgCQ%$1dXk1D*zP|9ank_Vx`oyd(hR^8Tm>yzz;e~EbSZ=F-UN*_1tQtmu0GDbf_ z!CSqjos-c~Z{cJQd+B>J4>7Es>KOg*A&Sp-6hF0koBYk8{>!Q9hDPy5^KmbHdb@jx zLivQZy{d3f$zh&E#cxbUTUp+jI(Uh@vMrCD!|a4yrrfPX<{`R0AnWU%<7U1u z@;LZ<%uZUKY>Ib?Adm5PCTHv66NH3YEP9_Ld_D~#{?f)uo4%T~smQ#!>TMYrg!$0k z`IjFt8r?#Dl!|AmSgKxOjkujR@jkOVjk?^$GFR-g<#=r><>Aj88y=rcVq7k6t~U&* ztQfTrt*fMZ%NAJ-QmU)R3_PA-yR{--^UPyB#kmGs+Ns!k*c!%qkA&N~$9-e2i+pM9 zk>#J=puisRPgemJ{2l;5?n}kkYO0~8K|+ak*N35@-}d7^vY$*4%*x|aMZF8m6P)iq zQlBx3H(_B5#tMXuUra?i)**J{H^#^5%j~OL4!U!3fjm+9 zvo*xdkGeWd+t7Ad>DPMmN1pfAR(ka+#Ay785S$lP)aaJM8}+b) z>EzpUqK{6JU&AVRR2x-k&kg22DG3O`&a4{&OpH}l}iu{2hi(Zf6J7*@aF7W?<~zmf4&Ib_Wb=e-5Xnr zk<0x%MJHKH#Ou?Pp8MDyPUR$Vg}wwjT2lOKG*&V^8+=00g5vXhOaAw&6VHOBb2Uzs z|6Ye^*G1*RGIhpts84#;VNLfYBa$KYty~$-lM167C|25Mb$wu{(!h{K$EXgguQ{4jC!8 zeoHToxlzjgJ;3Ga_&!?{mvc}GE`eszBG78Q{eI54BLZV>VQ~f}r?7{`pI~9lcz1iR)c$vi3tuMn3-Y@QnBE2|a&mSW zA!izV!nZdZ?*zABZ^6TRck4@+kkj(@p<>(M$%f!K>$hH&;?7Vy^!Nly$Ylnt^!Cf6 zd~4&bZW=Bw2?-#`(!23dtP604ZH9=O@4H*`S#SOrhzh6C~)NU%rNZ2Zp}7c ztH}477Rj{$MJ;oqc~V$^dA(Er`g{&pmqJo21CzZ|u%Kc90CRuRR z`z`Nnd67O)mWTR0MAKF!^@33k4OjXk!}>m({Jpu)_ZUaUdtbocM@ZSD+A5q`CQ*gm zf@|v^scpby z-;(lx$NV@aSY;FQlc9m4yAe;&DIe1^GB8lh2~l$Ml;CftS#sDEN>?80fA{g$eMDSa zKx)1j^Tqx*J7O?{f(ngRc=+D7dzo_or)Hv984f3BdB^$de&AHWO>kH{bbSNktiPQ> zWomyB0|RD__fcmNOd{CBZ>)vWSJ9H6vyDa>P&H$?vPEe#FC+q4*}T%(PmsG1QaO< z5$*KhFmG1ZS@Gl8Z=M2&{DP8pN3APa@#0%4sV)mayW@`&IwW}2_PAKBZLGQHa_KxX z4vKBhb#?RpsCbM&AUZ%MCnmjNsZxpqvCL2?g{u{zo>fYz3)PTgQ)mbQv^^nx|DlS+ z-s}gVyjk090M`(B`Vhb?8nfEy+B&>Ks(JoeaECHY=^sSvQ3^W+;4A%+wE!$Umc z&V(dry@Qc;>d&7W_;d=mT2@=@B-hyXu}w}9fuW6HOHp6ZTE*K~^8Xe0(z^Q3!jAg; zzw`{hhOVWhA7WpkquFC_=k{kC|NV*)vY#va<1KBr#cR3m zED?SaNorT*p}7`d8OpdzzgDul@?@#HJkMNW-D;~tA@b$R%*tdivscXb&!V(Ds;(n* z3SIM7TNj%>4U(2^?Hyd}xIVL*G#2G4mg_=V0?5`TfXrXY*m!0q0>VZg3(U#PvYsqF zWSf}{AvR%|s_|)3>FJ=z=+Lk4BsK3$S0l9^{$gNt=xZ#9br-7t1AmXh*M5s7v zh7+bdM@MznM$>q<-Fw`7Y`e%tD~g_;W&fyGeI9Jr9?P1_Y(iRbzlK&U#BnOg&Z0C6 z{ut0mdXS@j6zC~9+m7Fl$G#=wclLi%yq!b?h6rK6WNfR)n9q9QMv`q>*|MG zhA+?&`|-EV*0r~*$CotCa3=Hn!qxs zlxhhg9z7hCQ!qt{Eh;1`Y+OfyDQ=mw!fwuW;jR1VJe|sDf3N-4^-+I1)uOdc!ODb+ zZkaQg8hbQG6n9K@p4)8CuCuV(etX~ws^&eG`C4@nAMGd5*@B+i7gX6ahM0y!0_Qvu zIx;I-%)d^M-SKxJC2v>)k>$BAz7l;rn=Ce!s|zh;24;vCnU64{POFDV^4=a^*eL ztfGTL_S*+uKe9b=H}_Tkm+UQ3j`+9zG8^nu0~QGL{;q|c$0sE(acfA)Q8UN91b zc!~|58u}tWL)h?f3+qN;=X|y?{JcVEnh`A|DP%y08n*mhH#C|J0>BUf*k3b*L4n`p z3{tYW&mY7ZR6j+Aw&St92ly>w$F++?)txB*91Q`FgPF!H1C|o3KBsK>+s5VR8On^A z66G$f$(Of+=BC%YQd)+Ghes}xQI=r8T|C=CMhcRfasuhO4A3017UT$nOT`F{h90b% z?;))de>MOIs3p-Y_<+E`K$#76K*0R_TqlR(hx_k=I1P$Td;w$wSyj&~Yb|GpBZKT! z)zEhU%M6*|3ltRiD1=MtI8~L$CV&&f2H84D9pa-Pg>zly_G^43`U^()sdu;T++n|d z{knehIV0NPV(DUbvNl@(!JXKv{&|gFC&7Y-T%j3sU_0e|mOXmjCs_r}uE>|H0tFxe zP(haf!G6fez+F$UlYtp3;KsJ|Y^hois5o?AJ-9yX3#olFCD<+5>baKynh9yLPK7W? zR=kG1A!vN!WRif2zjW_j`#3lSm^!{4UPsfTPQJbxp4UXk??(Chyqgr}U19#SiV9IE z2}1IqWDIT6YDfqRz(h^~5a-CF1X{2gW_}RlP|js-r<4DCtTE5r5}=zQU|zDyG``H<<`_5P6fapB5Y@W017r9Il8@O zmzKgH5q=p{N8Wn4Pa$X*fY3dR7!i|+0H~?VbxPn+vzU&ZLl)3RMSh&NxLB@HpZ@;g7jP_}dO5VEoXU!)jQPW+mi3j~xdwCs$6)0Nbu zaGse0PzeBpqLK8b0d9$#ieBu-N%e0arBo;N;aPMQ(!nd%s{CfJ@WVZ7w%$#ihORG(taT=IG>U}Av6pL0ybv> z%;qEu_!XpSH?ldP5KI}ke_{J?+%YbkCsPK{8&JjpPWTMC#KeHHZ#35=CPPKvL7Kt? zV)*s>iz&CH*QwMXp=+Iafmr1!lnKfJM`84~g*> zx=m@nK*-p_TY5^kK5~;_j|2bw>^uQD56OTX1Fzm1K zLXfkE?Pu`Wtu>)aCsN4ZUZA1*ZVnpZOw>_MANxOQHb+)^b@-`{khiGJLRD2$yK!@n z-XnmvOKkgs{5nncQXp!4_P<%(m=~hGlo6fTWols+k>-oHy1KzWkr^mQdW2S-0D3FtHMK%NQ86$lSZ%PA8UGx8(4@}oDYwd_G|D=7fxQCy0j}!+* z9ut2cj7}2cRj`(R9VCwMuw^QjQAEA)!;Usq#W78bi*nRV*UAsD_+bD@5ZVco373ku zL&0a6?J4uX$L{#05i8H4!)UwiKQOde*~YF9=)B>%g`Tv*fP8JVgxry9BpS}MWX`_c z)ouTKLcm(o>k@eq4$^=fv;$Qta-6|v_m#PRJm64KOTYPeprVYUd&%ai@JWWq_+uf{-_>%mTJ!a_R#8CMt=!^}T6Wqnupxjc=*$s#j(#(@!H(4-zOD zc)C4VJS;{{p)Tu=lWw@$Wqxs7)Wno=NO*5Ziub$NczEq2Zos+dzgPM77O;f2`fTHA z=N1!3-W7gZe3X0&;qPGQfmk`w^wCd8X6mof%-?Y z)Rq=0oCETOcfc?~Dd{Z+9Kl61ckkY90HAw;5e5%wn+=$-XMqe13@AXrHbHlKJm3=~ z{d5IZq>2sHFv8{s-F4t%;1NDgL@()=8_gVCG3+Gdo~Id1Dcp zorvL~1}fayg4j`PGc$&tRzbJ;L1hX8KtSkW;Q9f~OrUB`K#pDp_7>7@+`69(m}%fV zL6~SjncV`;2Z*4Bf?4$*PL;r*&SjMf;C=e9bj{cp4FwY+Ad^U+O@v7iVM_x1SAu6W zO!&7@h%4FyMi%7@MjupOpito@>TFX}p(J#Ka3)vXINJXy8u!Z^r7|z!c}{Gt=>?WM zolj&#-Rr$~f3r%<$V>uCuH97+ z>i%i~hJv(i)2;F(gZF3zcmWT9&5=Yu(13L%jDyb%b%jW?AbV&nh2+MN&YQ@$%3Z9G z8cC?1xW35_Dl9Vo#j(~Af{O4Yi6;owiH%wnUDp&en+l!hZD-Y?lqB7+DZW8w>Vd=SkDZ!1ve5yl=OwIkaP*Z*X3p)C)sNqh zPP+ma4QQO{zQ4_*lq?YjKwrzdfWZ<$+RQ@10Gf^M+ao<_ua`j037gafpwGYuRN)s*jH1|Ikf8YF|3Os|Zt9@6sRI?C z9w~&mXnQV}Gf{$iwTC&8a!PGpn#<7HdVh7@_~U@XMcg65+EPZm_xE`O%S1FW9c_ef zt;jKgv>ZHes=V$13g{PLS~7BTE3>McLP0e>3I(-^Jgw!xRqBs5S!qwrVJF&*@cApT zE*vj=;*8X-xLGP3m7BM-q-ZT|mRu}ta!Rxx+gL3bTA6dGGpH4SEML_dPEV)?sZ=&11d*yx1!n1>WPp-8hjd9)vv!f!K zFdnmSW%({mM{DQ{r&xoMT-qkdsjS=&42MaGjEV|ok6do0T0kLMN$+QY8Z#e0Ws>|(S5*h;mn$u;DDk7+dn3V<#N*CKm=RL+ z6r-i0+NPCSX#7%1S{m$joNw*z5{p~Ur+|!$bwd|LB({o*lzRdEOT3SMykiuZnNStP ze#*=Ygx(2^A_%OI=1rgSYn#1G1=epWLxo5xIZ^xGlCk=pSAf%oJzKi`ax^f;qPv!s z>nJy?-+@_~T`z0EXRUks?wDzx!w>RBP|Hhh=!G%uMyDYVD*&-%Ja;(h7x z=oWVP#_|7-p6uTj0qiq!0G&CMiZ3C+)O#a3feSrv8|zBbAaq>&v8 z*l{Q~K#z`1gbLk12oFzTFUDSYRfy+0WUg&%X}it(bdQV>-0fJq|(VB)T@vl{~j4=VCLb#Iv` zdEoi3L+w0o2S0G-Dt4O!U=#qT$)Ta4;Wo8~FQKS`H~>@oWj1N}x6p9Om)-dskDq=N zNMA4D&%6Hg#>6_-9!BaoV#e$#s=pW2CBGc2F!OSa_I7Xe3L|t=o@owT%!o80hI``&X${p!nOg~*KzN|G;=O(~# zoq;tnf$vnpjRB)c8<31p;f4oTe90QHS+cqxuf&SW`nEGG^EyGCIG?!snsnN^IpAA| zeV^4^{KCD$P|`}l>dft{cpcYG_zv^(?J z$c^^rqrKVc$_=4AuC`58Haw4~0$zzc`o$W))0IYZopi%ATFx!K@D7YwN!yJ7+Wt&* zZcp(GdtpUg!l;&A@}%AV>N%^vwGW@oEzYvS3e_!aBCS4FhsO_NfG;f(u$PgqUe&2- z=rsTtkG!kv7I8AiwQFI}jl{l*)-4|hD9Jf>gioquCO9yfD1IR(Dsmhn6iHB}(#P5mU-Gs3q++ zUb{i>#;#DR)*z4x8xAfn+v2wO_q@J}YN`s4>hCHg$=-ZRoa&5rL?3IKsP;OS$C(y{ zE_8e-OnpBqMN>^PWxBl9T?NHI$HuE%zm|r2YxO z;!pdI6jsz7E4G&MF75BQr9A`c7YRr)&M(Cr$qj!{29pG7yX%I>A>^NMMVgol3s?nP zX%^_S>M&xyZ+lHdK>G=_PW{6XYmD~VTGjg zLPpg|i{HddZm^Oh3*unJl$8cA6j-yImkYPiJi0%zuw{wOdUdPoA8&`dO?!qyEuUx` ztjCIzvds167$n}OW}cvYIUk{>ODv4zxy0uSWp%*b8fcYQ6$9w>$xY8QCr>~(+Zcnx zKe2rL{0$;0ART!ZXB{RT9@ljh86FHznP4F_JX1KSm8mQ-uunCn-FjnA$;zCJ{=@ zzbEjAOimhmAFd}uHJ~ZfDAF&)f!eAH@1Hg_RyqNP+ti~Gh2#+foN}k{2dWJXep- z4oqaI+M=e5ZEbMr*K2~3vG349PPCDOogEr`N+72(qMU$YGQ#K%tk@XnuN!NRUs(Np z3Gxfa(VdIW{Y$t@&Oafk+MfwYl|NHvLi-P=9$vdV6cgTmEW(s|9Ub|+?e7N(l*ccz zv`?8%`kE@y$K2HS)FtQ+{ucDZsx_M+BaIoTa#6@sjj(2}|?^*0hGXINOs=C@{uPTp+;9`t*qfoaM$K z*oB@E-@hw1^y&3jv`37>%7-4rLr5I;Sf!%gt~X4LEj zTboAG*nt9Z<_Q+TyZ0UhZLsV%&T_jhkDMvGM+V)CNu~f%jTSdxBKZmRf*IM_XA$&; z;^%{oiy0WEv4#68$KjMNDS|CNM6$w$FMCN8W0G^&uGu2Iy0&1tH|F zLro#sP+rXgakKyPb{R>YXRF6MN?`$EJg$p&rgl$W`Zm>OdIy#9<@n3xr4`PboIQKC zY%-W5-{wula(Rx)QZ^%;CNr3DpCM8WM7l?-Db&Df@owtzfgj=O`s`JiS^npS$|-Ik z#w1uU9wk!}Kw~L>pZzI%6I$plo7Mz=^CjETH&8DAKi{tPlAw>( zbESd;M6haq<$E3oN`cFq2o?*32K^8-vU-1-i_)KXK@(n9{5}(j5uo}9O2RA>6chO5 zZzE<7C=4R#sx2@-Kacv>)}{vQo1CrTBYKel@5{uqa|nPGTx|g?9B=kQGzHLp0w=IBGDhSIk9zj(M3U$H6)@N-bnTx$EF_8S=&|bmSPo5j zV5TmkAdILBRmlOPD-k~XjPMidb%2`7Mf_R0-3t<%mxVpPlV@fGg_?%G$A|Po(n!WG z*t|nSL*f1S3OSfBQ{kdV-iH?<#Q!S)+mHJ1ii%WWPH3X^_iQ?8-A10;3@7i5gN1dZ zFw%71Ku-oBtW^1L3t%>vhGW6NgawIA?XyZgI$Ned|NMXs6u=GyEgOIR`c*IT>S&q+ zX;{_N)DSR%v&fg#x^pJ9VAx(B9lHukqc=ZsNzLbA!5}LyFT#c9Xd4gMW2cx--@f3Hokglz+Srg2c7`G3gyJCm?%pp&c@2@iBONx)M^rc~QW=LJ{` zt48v)={UUW-EoraQL)KB;ZU2;gRrswH=O5BDl@w-sX?3VtfP^n7G`HA&`VTA&KRbd zSZ{{k@pi*vc{mvB;yZ#oT3RFw<0 ziOJTZd^&gEp`on~Kf(Y;(41+koe78o_=mo?)L-j(Y%D zt`B9qPIa_|xJVzb!*6tP+vUF4UgA*AjeBdnVjM}(JR_Vx8y)%0JQ+MPw&Ur#r>5Rr zH)?mWYoPDYsD8m&nb!7$=Yr$nkmKauc@~E`X9CQe&_hpK%a4=CA=qy`!P){5d7MUr zTkKcCjC12xyHGm&WH*h)GK`&A*!D<7zZngdv^`gFb-t*EdP1se?PDkWeqP+2*D0tq z+24pRK~0Fcz0GfGuL1q(SjxNzee~7qTd6q$hXnL9o-BqQe(QKZ(&rPdCn3B&i_9z+`(J^vRj89~}Sd#KlWZKmmS)X@2L70pE+^dXr|BKM5~0ne=-@*BNW!kIy>RAaPQpF zv_~$ZEeE}34Xm{8=O-K1pTN`@QI@@Bp;HV^yh3n?dzG2#b4gmvdec^zizx)sH^Puz z=FFC5I}^j&-%TETVrfBnQ2q689si3$+5Ayom4jE@z9W3BQhW95&pj~430lW`B3!?x z@XOZ9%KCD+WlD*k8E(m49hWP2uN5;*hhtV;@7q<#qv}*R`XXT%LDU-PU`hPDneY5N_|64!<$jS3U-sUh`Hp*=?8dYH=7Fy=bhA0<~U&8hjt z;s74Sv0!zW873rqH|uW+mi+v?BS+(MsRZ+!@#VnR=Qv8;zxqB0KzJ&W^cJ!ja$K7o zy&q_AllhW`O?bSq{4-O1z-N!{ys-F$>@BL5Wj8Q81kg(5L_IVpu% zVeWY$5B}Vz`f2yRhbl#6k>yG%{m;z1ziKY2rCZoJMr@J%4h9@YNH-mj17I55C@aZ0um+zZNh*!!0jC!I{zgz1Bk4&5|?AAxX38-;fwh zhXt?|)~qWO{m!9kKN=HU=v68#uEfX3*PoYoo}GT7t@gBSz;mIzs655r9WI~OjpKBs zJ*kgZOU}XtCeen&tT>mi*pG+c`AiIhA4lv@n?c#}N~5&tUnX%ZPogHC=7l#+IU7=X zCLmrNm?RY*Rttxq>Tl>Za0d5ZZT!9E*g4`9FKI@(LZ;UJ;}TkYtkpuQ+a)z6Fwy=< z<9G(;lAYK6JBP2ze=2C`LYQ`$;+v8>vKQHZ4IiFovD)|^o`s#PQmW)U$YMB>hc3M; zy|U`=Jvhprn}0WVITl^)&C07%&|GKbe zL%it)nw)IYrXZXHox+M}Nl%gClAVT-Hx}n*MZ(_rKh0QCCdi<68)G8qP806=de5<@ zZIE%V{y+6glM120(&&at4b?ES;U2z#8vm+In+*j;2A3M;E+^Ta3UbRrjY~h)3D6{u zk0+(f?d;#r6(wYQHIIjbjf?rGR#_+H6*18-?+6X)TgLm>zQAer@^B;!^43svI`*Bu zb$U!5+}9s1q8Kh&t9Z-guBWQ8+(ad3eDBH2k)Pdb9)wSr6XWNYMF%M`^=S0c(NVIY zOtzUTw)fLkU(?{`1MU+7(kaB+=hQD)d_)`Vi_we;(fB{Lpd`3Mw7MDZ@tr!CHT!6t zrOTs`A(4rC*f%SoWBj_gxoPn_6U0?N`2=j=Gzp{^@^5KmSfl62`O3|54#SOzR@&R6 z{YjTu`6+t*tM&~A?q}UbhNu|Y4;~ASb^MQ4x0*2<+oD@;ad^+WCWW53doJGkH!_tF zZ2>{?f^ayLhU`>N5-@0g4v49n77~}3+$BJPk|pr%Uz(Uab5NvS5SYk!JhB@;Ix32{ z^*EHe8NfL=8sM|mQ%WnLaeK)5we|sbsMPu^bJm?Qmoa5AC0T+8|IMN2>RZ~6Lt0@r z^q0=5M|T#v2osjZZtytGjh7M;b~9Zp-roJF+xYih-9p!_B(bo^kc0@GCMW<0bJ*n33Z@-JmVHCHQA?X!Il_ zdAgCI;f0UvA1oFe31S1vRGeyJ<(^o*xM_hSvvJqZQ{VEVNl2jAv*Rf=_A#MGR9tqt zAvo(7f(JAS1%KlP7!xE)_gIcEIwTOZ2To~Fgs0?@_Z$Z;ehZ|;w1FY=XJklRRS-W& zd+TZ8S%M7wZfe>6z(JuCLDDG#owyNtZ~1RoT@3lwEPtebh}OUmTgzODS~!4=c%U8-xv zt%#X1bKl2#<*x)<`9PaZEL1C;tl=!fW+$3sBakQhK!t}QZeo+8ijmSt@QDV65FJ1V=o?2{pN=VFb z7@Q}w;rcIc4Qt#wzG;Bz%qo7QMMnpQPwiO{%5a~@E$wEaBzREaaRm%Drj6F7WJxlN zHCHx4_e9TS3oo;I)cq67l&t@0ZnI;}&EclnNf~NLPid8XH5CLyF*e{urxTCY8CnHO z)?Gba9v4*XJ=zPcb7-`z^wEL|ZW+nnZCWr*Ztg2qu*ew-lRP?Fc@(1(FG@P-vrg@? zI!saR@F*hL0Jxeat5Ph-xIWdQXz(AlpH?ddOQBV&EAET?RMZ*zI0ut1UsLa0zes{5 zQhH1eJVxpGF%Nn#{t9c`(|n-YmY~NkMDQFekTsdp2|1!?q3{tYX-PX zI?O1}0Qt&(c^#%Znb{YoCP>u|rF98O^IB_WT~}Mr$wa=PqnP@CJ>Wj*V!b?yE}Br( zgoDT<>+=uPyKlW3Z|!m7{Ls9mJbdXgW%wlb-FB+C4Q5eJavNWa6ZQWsRbzV#%hNB6Wz8L8@g-sSR=8p&+CZl>-?8fdi_*N=B3!;MN4fA zL?Lmqa9D^GXL>IGJ}I`V#&skLU2ox(v!hsC;hV9&nqk|DNL$aE`F(1KR}U|xof1Rs z_g}$P1IMm3-45E&N|&Fht~lu5g4jyWq12q@vMMNt+7%Yw&eo20YT~K1qnn}~Kekxv zh}^~MYZQbO5{l%kd-lCk<+CuX~Fw6kF4z-{hl7abCKgXv+n*KvV2XMG!EZ zfytRKQk1=1!~qudBISYKW{-U2Urb;SQM>hnHAoeUF};N~-DUFpVy`QC*mQ9 zZX_%7&Y3b{6HS@_JrBSgBf2(N%kgHb>r&{1b6iiUzubBExhN=d9}=VC6#V+a6jiB& zpSs7)Bfxs4r1rLS`O70E9i^ys_Z(5>=jSbrhD`&!D=TP5)mpAkRVa)vg+N)B-5Fd% zN^UWZryTdFG-su@h za9|?kk(Ho?K5t{R?4A0uu|#S;ie5L>a`fx{5nI9P%9(TDTke?;f0cpQ-!AjcH^tRP z?&5#WLCD_tSZ%`OC2MO%OwBa+8TFVhIOR&Xo*o?Tq&0b*b|0#4IhrU$&J9%<8A^y2> zoVxU{?FZ0Y7ENL@{FmQxTxWPYzbJfY=7LgyeDX;y^|g7W+tEe|DCw(vyzT$u2&_3V z$}gDxqET`FI5*PX2P5~^rJI!PsQp8eAkWBKOB$63Dacnx?@8&ond<1hy(nAcmpV|y z^@%!E6OPBm75W?&>=ER9c&64Z1aFq*> z^hE-Sa{ttKvaE+5M~cniuG{aAGFCVyHp(M-EXmw0dLPxFC%NOzPP zx@-O410*Zee`IAA=CZYcC)uw-Lg^&nFPZe@{7uJK2dK0LkL@iBkAmR;4hROz!Tq1b zC&oAj?hO?3oPRSk!!7D&jTu_wJcBDcB}cEsO|s;k!am`;n%n&cY@-p%3<_dlo+GWA zXt;N2XuE%&WNe@?Laql7mtZ&rj#?yEaox#bXE^jC>7Vh^x*Spv6ua(pAC><*! zv}{YE_1B$Mwye#gA z2gAYPay&$aX_wsniTJP{fdCXYc(8o86lxJ`*53TrWUHjADpgHrWe+9Ge@EfwK(=1x zgM9j7+hi47230kg?!M_bPOc{`i9w>5PX$<#jA?+=Ix_Y<%Q4j@#5D=tMKoFD?q{Bcu1SF)pyBifH zq(r(E5s>bdkoba>(%m6a(hYZQ^qlwq-aB{Z&fGooJ2U4T&+)tWe)jXM^{GX2qjP4~ zmje^^-_HL^TcPW3pLHcXtuQLqwNpwgs(?Nm9 z_yLT6AJ+pJdw-cZ9Llv7lWS#{@ckro{utaHX=amN#^87ijl|K~0DU)uymRkgKFxvQ zv`mj7&#O4vruTO_<;*{(Ct6pG9_8 z&tOc8CZeB+Bp4m`u5nG;^Y49&$sY72#^=3scI@$@6L?wy*`b9MVXYwvJlD~4R~~7M z+MdQz8SI8hetS&&IYu8nN|k@FyuRv5AKIR#EOuS)$YZH`sEE_`sjsl1` z#LZ3*!Ev(mM%fs!dv0Mau2XGvdy2dr|D03#HA9kuk8-At($QDXZ?;41vVYT& zXi%9S?_(DWvm5qC_Y@oQvV?{UDnzwlGQ$@=Aelu$G@fZFRXB#DaT5; zJ|61dCw$G9naEtd9B;N78hXqG8vl659`fpIaPb>v3yU;t$tm+5OaypDt}rVrWiPV8 zvgJ=Tde^D)LQRbmq_SwC{2^&G(@x)8l|tPsOa@>bf1l@URcX=@l$5W*RGzn)KGN0# z+ZeKQQrG1eTGu|-+>(B*9ux5*{)Jd=$ltqgd$nvJyb#nmO|C90HX>JD)NTCsxmMCi+&@7uSQ>y&8j(&bOtX%}DzwM`Jr#3MXlK=FKrhjP~Iv@8_Y76hYI zqBj6ESW7A!Gh{F->>UkynpWUSu})Z`on*;;nLD*kgy5Ozm6olN9Lnm_M?)3#q;wdiroR zU)~@zX}qAeffG5s&aO&?uR=&g!0|&Yy~=95i12v{{;og=mB`?SUJf5J&e_D#mlA!} zZMzq@6Rn$$OUL5PutV5K}EmE`k3qB?hH?THeMy~w5w@OO|pD;Yw560Sunc%S_r zV1|9yd(`Lt$6$WCHU5#~=EoIS-cT0?Jb8BZ!todNK0fsab&5Q^0rBfU>@%P~L4C-* z)yRM0u)u=6hljI7+wN4CB#lr^&D#Q7?VCK>!L7sc^`QFl#7eopcazFLq}10ApBd+c z27^ZT*w|!IwFIoPkq(ub4Wd!2GT2JPx+ErIU}vFt183jK);!nA;Udm*wpkiG$;U6u z;*S@JE!w{6lBCYh5-vE-*z)~~|1}p?UV%INi zcb8df=T^*(bIftrWi+rzhM{MRCYR?9Ijz{}7ke7`7 zewGhss8Gm{@dGZeT{Cn5*3i()!lO#BI;uzE=Z^bK*$_-vUqq8_s9U^O?x286dr04W zuM}h^5+8GNf;l>QkO3KCpt!kkU84@7S@u95(k#XLwGmXIz`qHm*aJ(%4zbP<+x5`O zisibN%T1VLHV^4hbA2k>a}X;{d+YONZxx>4)>R-`*VgxbLZ9oWR_uj$r&L9k#GySy z9yW;S`+*hKZHL&DTeJXSgxE^rhb29fLo|03AKxtPAbbL&Q21Z;ZL+hyNt(RZ^mNMw zPdnkAXNo>B6bTVt+gaKLW_?VM72OGXMHd+5{v4Dz$Z#%@3~AVR+!yo6g;@Gn7}8<$ z^T~C2Rn?YoIiXhY+3a;X*EGQYrhG0+UC6c_+z$Iwc-}1>T>=eo&oH>eMCHTW-9BE?pHIf?#EI zBri8898vFNnqOK!nD-n#-Em5Z3Z7WG(X^m5;d?8B__}U7c4HzpDY=hJ9$^n#OVF-e zS2QXtnUs2IkB0qY?Mso_nMWV5l9H144h$4It*AAJQcsv34i@M`$Tlr92on+!k3ttR zGcs=Q^OL9dNI=RrK&q4@uj(OGgSWT0_oVV59T?EkpCrCwnoMKg9EpXjSV6BXXqMst+&vs_of4rU2|dH0Zv;X44qI; zPq|z-vu*>S`S`)2t{?}kq_2ikk15Y;xGe=VHW}u$BmsIuTpxXz%($2vY}{;cgek2( z6tZDyZ1J2aduA2k~g^j98AOz%ny z3a>J+udt>(M*m;sqR7I$R$_5dS{UP<%ksJ4eh|+2Ph9ol=R;Wo9_&0l^4w&vzQkGl z1p0rHD5AV{04FQ`Yh*x!ynjudiEL110<)MkE&dmKMs{{RQFPE9me|H4iDzXZ7hT5C zq^V+3fOHg@W&5iq6*^K2!9qz%O3MDK2=wQfoTDP#TLFd!_+eB}CNkj1d%W%b4O$Xq&PO&Q zlD{P-#glAUWWCR!r~*SN=~3@CgX zKo^bZ4t@x&z?ZQl3wzTYr)LGGa$sYK9~}81S~y^^>u23lTpRRo|FLcQXN3V`0P#j~ z!+U(wHs7#&O5lPvMjJMB*%xx^0!KYbj1)%f>ndZiR07%T|w=#vQDL7 zqv7224$mbq=J!V|)1EA=r@vha2|U?lSwI%C^}Fylh~H*`kq>pm1__`ONNpT@!sj0vNC7b3~?Lit37Y!L>k6;Vujx~ zqW2vVTJb?Qpm*VM6n6_EfF{p@8a(e#YO<%^}6?+ zx2|~^WPs*ZP(ojJv7B;CLau3QeVT+VV7UKc?D|SApM4Jo@IF*t&Uq(FP1@L zsRJVdUe)pB9t?Vf#SABbbCxv@#tJuWWg@0-D0RnFZOmk?OAob0qW!Zq^ZQ{$qqV71ok#8jr;c;4z&h)U>YpVL;W_G1lNX{+l+ z^XWcUfCE%rcQ8z<^nvk;Ai`9w^%8_U*QMfPP=26KR&RD5w%bE6EnW}j^BNCch^uFy zrTwI@&PFl|Q-~X|_ z5+l?JdT6-05jG+@vP+0f{tE9vybFLGJZ9#UFU+rOZSDf^zp3!MH1`8AxBWKP0ITJb zw(FVU@ig&;!x}&A)9n8*AuKQFn>9SIKNw7R?o@y-h%XY6(EuDc?Q7@tr(G1`wS~P_ zX}OkjQJG^MCrW|-oc)u|y#AY&w)`?@kY_zBD@p5f;D`8XK%z=q8nH2JDiRw9lFcrsw0_=q|iFJYvn~lPO4w>$yPcP z*f3L21Q9=JIue04{1!L&u76i#R8%u;ZAeY=`1UnDh}ee%dvk2fD;l&^@7`~;P7LAT z;ABHu`AltT=?=Maf1dUPdnt@oVL1eI{OqiJdD%MQ6Q#dACH;NIB;BH#x(Ixq7V$st z2^Nf=)rzcE8eo@ok`sSwgdIBcZ=u0(C2v5AjU@HXDFg3bV;?-Vs%3zOy6=xO4tD8h zN#>{E1MQjSWX%|sdg5ZAu0v6t)wyPCcksi(ibtP~bbXwJfp}49i~F7bmgqs59Q=?i z0Fn{y{>*WG%J;>cdw(VF8k`@g73~#mNibW{ok45pAbdbBUim5w{Th6n<{qbXRN9J? z`4w-XDw(>mus_0XX&Rsk4PE}rz~=}+ONby51hR~;tdO(YVUR|{`*mcrg zv!SLCVQKZ%Ul;Sp-JOB++YIRsQU@eAs$vD{5}hww_;%J@jUEWqjXOU|57jJ!OUDjt zLo0w>;@o=AxmYc3F90eBZjgw+(jPy_=$Shoi&pz36mTqZ7zkK-YoOQ>VwkQJfl5Gv z8X%%tY=U1zFIR7Bv?2TPA)T8E*&vuPYS`~wuT`&Q`r8UthS%oaHtOsA9kR=a&OO(} zpOO3J29GZNvEn(fs{lkI$ana|sb4sE{bab8InD zvu1+*6$OS1j0e>NP0;1(C4d11xr9QU1Np8i{gXP+Ho7RFIzHF`Q5+$lx$_hCp%`r; zXtkjcosnG&;uFLHH1fisgb506+0;MKo+<}_9|(+Bso zWUf-Yp3f> z9Ai~69QK*W1_@Uf)osCXj0cYV;D_57UMzPdktwM}>A9O}m)f;G58qATAL7;T%^ z3Qr_Q^ds_82R$zMIPRvvv-AFd;7o22p-uzN)ulPNWz?g43hgQDJ^9grW{BpBLNO(s zEnI(xm-9NWcb)t4&5Z9uGmVDm>7a=*W%7t#lBE=}a{Hivded`yzcaz3lWd4VISf{s z@UOleG?+)-rLT+O_crtCHkCkZh0DRL<1%5uaKYPuUs>|w-a^*{pL6<~C%hFacMF>I z-LuC~$vjdzr10|rXgH{%TlW$Saua#|$-NJw<(M-Gs%2}qEFb(2!BKcO@YKtV7Ha%J z!x0k9ativA$iocnQ@+L4_0(YDz;0rO=LNX1hQ(x%Z^A(ec5s2>Vt>zVOG^DyHO1yH zkGpx-vU^+>ExD6k>H`6&7436adk;VTv2#Dvz;HQSFSWE^;vjdmZxf=4a@4t+qI|6( z^2HtVi?%*ulOV;HvBiPCPM;j)$suad-s-!}<|W1u%^~s%6Ep%`AfgT@YPYf zHs*+Eb6t0+9-SPSZ?1ZnUK!cp0-8`~gbT`SMax@Kmv=bK9jLr(R?M2`>B5(t!>Jag zuILxK97YXEclG%FLtOZsh7nFJqt^S4bSLew79Y|G3dMTpx^UYbDvoHE(H^?Sqs3lmMmBs5NxouwG{t zxg(&L_!jk~x6mX|WHEX<&`|^K6H{}?pzl+t(D&1$u2VMKX_5Y1O{vF^8yI$AfH5}w z2BeSEbbJmg>B$av@w(r@<)PBNFZ%5vqC;gTlum0*-y(;ptu<)C7V^yK?;8={g_3D* zJ4fe58vv^-X=kbfEbIBnkmD3$pmTeCjT+fNO-7N$;$HasqaPIwBVzzyB(YmtTXJL8 zQ0aMW{S^E6mlEfUJO%(cqwl0QmoiuZNN!7|s&(TzUEG-0x}_6-_(D9PFk}_E9Qc6| z0M_`i`E5yiHpv8(gwl|#T3Jq=gR4Ka;B~PZ1^V8hJ+rm4q~f)72r}AD>G=G4iD?hL zQCHG2bs*CVC@^7o^MFz`5uAe`QfeX@`Xe?#k2T1JP%_F9QLpAeIyBk!ofg!UujIk> zcP)9O{zLBrq{>FF7I{QrSyL7WViKP6N^wgm|L&%BGTrH@D*3|6R)pQnk!;R0FV zL_GiNBC(wSOBZ+xMw*pIk-8+w6>_ewyh6#VHdjHXTJ$kHWKH<%%kREiYLDcxL5}!n z@RdJ5m312)F??r~E6JPPGhd$_%-CKakf0PK zPe1)Z2r95YC8ikV9%iSiPheO*%MU|CC2%bvWe)}Jj9mq8l^nS8V9vNPOeXvL{OiZ> zWX_U@=6=3)4c(+Rt25;4eQfETm(G(sqqs$%GQPdY7Qq`xjJsa-135XMYU>4taUaLM z{4|mBH9&UNR#>J&;k~cX8ZhUczPGsv1-3|X;L}E$@uk`CikNm$NwASG?o?)HS8jDn zRlrd0{hy&;jbi}$40>8st#JKbTH4=;t{pvlCsbyd63hdF2RA$FO;9n8I=_X15ug?# zENgpX`U*8yr%M*JmfUC!?!bw$&v<89y6{eHccSO`UG+C>;Ar?@CC6TMS%qD%-@~r( zkX_&odc%t>SyGX@867CfG_aCtpaEUYX{+g|0t=MubO1v+xD;Jrb|RupN4w3$G>ss7 zFzM0&5@BGT{Yz``ll^^GFV$Y*TX~sLcGTbI(s_U)Q<{nsEa$K*FiCD3U2}RLO?88| zzRhw0Tk${o=U{*{X0oJQEtD<=TjB$os)37<<;3k6AEjR@uxyPRZaBmv6A@G3@SgDRII;Tt%bN{8W-hKN^gm{CHNf$m7o2hnGaId!Vvkg0QH9v475kQddLvz zwnFgG&cn|!fLIMpS6|AFWkEQ`&?nG zn)qMtB$dD5Zv05np+ADE0~BR8f>x{q42|Oj+%l|*7T)r6642AHlyP)YhLL8qz_O!& zFWC_gK?LW-z!RtgObx~(S*Roe|K=6|U!$o-AVOA|>I`x@l?R(BTA~P*d~HpHHh>VT z;i=KaCj9pW|9mUTY~|uX8CbSTYc@pLQyZW5u-J<_tqsw*lGL0}DGi3Mk6)T4KA|CB z=u$xlkcy~>(UD5v(zy)Ssjf;Q6mf20K>QMoWbM_?H7#3PG_YYOq`fpG9ZW*A)$eMy zac9Rant3dpGST!^n@Y^?fnwX=o%`%CTlqx&M@!xj)$^6@PK6y=#1~MZ;@h8`D ziy3WN0C(9WqOwCOpg#gXm#Jyyo-MC*0xm{$gN|ylOVWNnBlb!-$;{TjZKIetXTs+t zda*Y%Ay49e&mjTPIgF1rRqAEJ{BAN_ zdCqU-u}&|AwD#dLDdwadPr2Lt4I?~>P(xnAki zCHs3f@_i(Kke9xZ{0P}c-fK7chq_9NFxg#oF0=UkryyUQ9l~=)ASu#ys<*pkKQ*?{ zVYz?%RRPjHke|sME;MQ<3BM1dH$t(%Z6(;il6xN2r<4wRrIwzBEP=Jv5Y_`pS)sHB z35EU#pw$r^f5=Cb8_Vmj$hiW+(Qt{EDNYc~e-8bAN$hSl3s#!$5AIgfN%M`L^6C0I zlQQDXreuR$B$yiPIf!y9Oe>=eDPO}*Q)_Ou^S?QKuA(M2SlB9a#pd_qwf5r+BHbJ8 zGFYw0cKnp#RBO5$brB@D{zHT7{%syBN~(qw#?gxN9?w~hOBtCF=oj`3t=c^uAfO>A zS+Am?Lse9G*x?Sew;u-;L5(Gsid6X_RfTcHCwrndWh}!&3f{)ipX_&ezn5TUwBoK$ z?W7j}F9#KO@Rx*2<=!i$8038UL zR~ZJj$%wWj=(=K9@K$efToSdcrZ1;)h(&|R znqV?$o6#^;A72q9L0u*9P2YS9$x3Az1IKQc{xc?-DI4r_r zT7&8!G(JSPG*9faNGP zVXu>PAKd?E+NuQU%H@%I0H4@krGRXWnj82!S^gDHb|v0UnX}|Bwoy_}zvlQeVUff}m7I$#Y-JUWu(cv>2M~=SH24Xf4ar;t0mvj9hzjZXd#5671cuw4 zWS4ij6!ObnzCcO58u>7LTxP?$O8d#1Dx~gXMa!os87sFJpsH+GaB5`x*B?;anbFT% z`X0#Wb;|sHdZvX$Fa(pL`1~g{5Hv50{`4f7(B?3Qh0B1{67?6Z+d$O^l;eQSgy${{ zEABOQfBYDOd(43lLP|YO4=2_#;nZ%C_)uK=#+}&uQ%#Ad)<%?0#P0)TvQn0Yk;>%u zmyZ`gyGX+YEK*(R{!iY9*o?)0Zo$gL=}aRiuG7H8BUu;RW~%U9O=SJhdI~s50evA* z{@p`wD{buxT0kw}hB{invk5?c*NA1=Is}@mcX^+LgEKS+dZqFg6JgAiU{*^CbT z9i4&jRdA)oL-FOOLc9qzNcwsTeH}@w_kG0>2Z(sNfn_WKG`p8d9N@oI?Ui8~U9G3?3-z4%I zk<$6|jO>;Cdykbiy0r779+n3$kiO&$BhueG@)b-5&Fn#1dI9S@@%cvH#6YH=$?kxm zpf(A_PS|RyR9hxQ6p^LsNs6Rm6Y(EIpeA6%KmvNI-GmO;v8cv ziElmV18Q8ngcEQ%5Y;5|bS5aG41fOk@qmZoq}TJ?6dPdHs&H&0-7O^8)?ns(xZoho z>ipB!;=MEk0p0l^A&(Ozk;NmyM3b>xp*9fRk?{x05#%{5V71kOQLjh4-lx09#7bxo zw6)+Td~_3hq5R8R%dokMePSfh-R?B&kL>RzHa(Ti%dL)?-ktcyCM}(wlmN9tR~~F7 z!pDnpbPNnd4vXD#W5zJ=9sbRx@ad-TSrf(kl56eDLY$b8j+86LR7S9+4^c4iTcjW3 z>@-L#&ihI?u?>5FCBZbHcO#8Xyf!ikfA82Ju>3wFEA##8)`HXeHIR}6%`Aeuh3emf z4XhR12@Q7wD-Nv9_d2rFU7c2}Ky5SosYCs?S`kV5NZTaoCV!6n{ZzT?q)hmk`rU@L zf=Dt3a z|AGE#CI(c{R!Q-prew)>%CMsM?^1j1-2^Z1O?LKm|4<2WaUIAC^Z>6diai#J_Gj{K z^9LxQ*>UbN#qzSS_rHmOy-zWWQW~%Dt?iG04}ylykDPr3pL%J)E{N^j3Zn(7x4b3%&_* zu|5Op9K1pQF*`d;v28mvH1teanaWQDK;UqwMDvaviJ%Yq#7>gNi^yf96>mRMUlFo# z13bl#%NQVdUtPp)0a#cQ(u_EmcjofRdwL$@k1a;W#E4s3TK;=pmWT2A1^mGd{+Xv;We#7#2Q>tAUH!XcM-R1z<-#VFBz}xS%Xh~-OaHF`4)MX9>|xN8RPW7 z4E4r*fx|@{ax&9G!S+78*g#=sRJu*(7WCENQA<5v>;&HvMHOsJg@uKK<+d}%t7Wz` zqL8Ti_rywoSQsEb39-e%!&F>SqEO{{;bqOfi^9SC_c0G{o8iAzgW`z0qhleC6gUo< zV*p>fiR|p`ATMrAo*Mpzudt{n^f3(gTnvC!33&adykTwP$u%4~TvlZ*MIrT3+r$j_9Am6Y_hRt!ZOJ>^bDxyZ>J#^Nw+nl7)V z_8qu1uSQfgWcx%!MA*RJLxD0tUZKFg7vmbSlD@skt!W!2(vCNv$z5r>T&gnyR!!9? z8K*+wC|jg)S}ZL54PQ^wiqod{>9+Q$%Ss2aO2BB#@1gWAI)-y{FztYSxK(E7Mgg^JNUlO`5y#LLgBo#zsi$l4! zCvMU`vvKCRz;{_DS9t5{-UNXNGp?VHwfEr&!;O!ygq(9e-p+%9y|+|Y{u!w(SU(qZ z+-CAE!EXv!o9W|jeZ)xX76mUEq#ezGUA}FYngkRP$@PO7Z7}YzZf||Y6+SJ<4mmnr z^EU3ykpK6Clhn)Nk4MV*ue$l{0JEm=ifn zZanMD7FjOu-Y2*W6GbtgsRSb~)XNknkC%G+v3>5O3ey-BmmVaar;VkJdwluN7m5Z6!R;R(ubucv(HEH|3JQNstoeh<>S^nNxZs)Kkt zleR#A}Ry&sx$TE$@ zDCE_i@WFBP?AbF13pv;f$E#ft_#GyK&Iu<#G{bo?Y`NrR#DUKEd>$d2c;F_ultr4` z>q{-Ly&s`^|KRpa0)DtLVT>1OY6TA_wz3*B1j1IC>zBTP@4)xb@<>fs`w@E#E^vL*M7Ev~f`N#nd=9r`L9aFQ zSQ!g4IuA%jyTh6W8k9o|yqT_(dyBSIW^s>2 z?vjVL&BCr#Zt} zGlikV)CmMK%{5)CJtYPmGIU2$vPJ@~i|Bw@AJ89wl7-Kc;Qj>=dQoU2jnwnP*Z8!e zYz8gwLJGvFTwg;R;Cf`9$D8ESqlN0DjW%Qrj6!zSQSIsO>EG54TX`*e`T#ZXbCkFq z6AYtm#R03T0Y#?N`l#T!prTI0?Oe52x>rKm4AiWc7J?V0!2AJnyR*wK;%!!(Db5rA zaq7F7|6}6;K4C&zfZi7=BDtZ6H0w$dluj1<+B4Y3S{u}}I13?PHz6nsQ5qtddjN73 zpH3EFt4IgrCaKb#RTE0{I>em@`Qp7f?q~oOCqG(#PgZ`6U`k!qv z+0T;NZA?x37}DM*g#e+UgqR23kCn^nsODzTBQI~%p$X@Aq}+o&L_$hxiG-TVf~3lM zZS}0bkOw{We6x2B;GlwkZl)gBW*E-2QUzp9*aV@6UsTVxb*2OZ%Bz9T|1ICiBZ%u} z%uX#9WW+yq{kR0Y_KT_KNMMV|?CYgMYbuCflzRB^A?lFmj`EM*-bT~(#D3FSak^I{ zIg6hlo^H-LkLbs>AcyL*oZDf(nLFH8!Zj~vE~)?cK}@eVlx+96M91eHDtYtCBF6-& z)GViN3zhkVUDCaK=dCV@0Zu%aK+f@)izFj*;jr=SwlwqvAx}Oe(*?oPV>pa)h4)+K z05*e)H?PMF^4C8D{PA~}zWm0WoH5H3og5n@+azK>r_H~2jn=Ath-cu&~(UsvY7Cf)~R7OYb?zu!4@PYbYjfXeBs3c$!v(IM2rC@hF) zpvwhH&g$!SzwBW(FqBC0))m(3{IkWF{1F<@3)aNlgTx=xctz;U@PkE62CE~)HQnXs zx{`tGjU(k6TAN30`k~JJSrpII)DB_~NqisPxC(O8=SwhgbVr~GZo@W zbL*yd2wD>*zOESBhzj`Jj|Ub$fexP6If&dm=M7!2u;U?j?Y>OSeuuTw+%1H^HnF<0 z*FnrChg}3flZw-pwzpL1KYoU`J?I5<-g|TLF)Al zE%_3p1mgYTV2W5A7((%!`uCEAC36YC2S%<@S4D^sA`v~@0Z%}! z=Kbf?h$TmsW~ZKCGUS21J%@GmI;M5aKKM8E3 zNiN^kTv}h4a{lp65OAKpkT(cQl6ci6^LC;mzukp}BDrIeyVF2C`Sn?@LRe_Q-6j7M zb2BqN(6^03ZfYY6wRt#kngr@A6zIA96VM>g(6zQ4vn}P=mZ|RTYc!iZ0)KLM$Tw=@ z`oSP?e)ja{%DE-P?5{)ihKCn$0UF0GhrMO53-Svr@;~9LU5?Tnyee$QCExR;b_-3m zhmKXS&bhONfuV_d=@)!Y8@vF%Aq_=_{3o87AdVPbdwN9q4V_T1BPTp^Sx^`^yjSx& zRYP|-Q@BCok5VQ7`ToXMM4Du9J>JmA&*UJ zY6ba$@Aa|Nckf8H^&7r6Z(BE*f29lcXmRnAU&&;X;EaZZA6S`e&|w-67n?$qGgH4j zY+gLPJlhkH@Ui^G9K^}_mKT8%QYb&yuvl;7xp678jeeJbSr#d&T3Vlgnm`;+UTfex zUeZuY%|U4h`^a11k4VFY?M6u}_AuoxNL$nu-V_{fn0?8}-iAaXp}L^e-kbEn)1!P0 zIB+=D1miSymgGe-W^jedHr&uCivO|W%&ti_E!tH-B{w^nDh5SJb%E!8eYNhHO407j zIqBxlFwXiZlhI%Ig)Yh9Pw|BmCa_QF>gnt2y^AKD1arZp6V<@n6*$r9M1kI1Kiu9b zhO&wBgm62)u~5eutpu*a{G;Ojzq)lpo z&Xa4{2f-a1g004MWL{nzE)%{RIv92enB6!wCV@&A0U5e z+{5wdeG%_oBcSyJnly+2b6(TRtvN6wBO@yZ{00f90)4gRh{sxhBV<{;G4vTLKnJqT zdQ!F8)9>m!g&Q%0pOZ-A;4LOY3c~WLFGcyMvGPXbq z-~?P+(6)K`h7Kfo<5+KMeY>w!Z923!ChJieY}rt^g?74TPACzIc>ig-69qO}Xjhix zhj)zEqz{K9!9l~0e4awdYdqprMk znaoneLh{_gtY++GFn&4kG2Xc|v(+QF5M6t8OZebtXeCoLRBLab9LRIP>4-Fh>0}Yh z1w|R=frwxJ2kQ`unw9kNSxQ2f)xv`C>Avx*J_)8*ZSwN6g;8e$k~4Zq9C8U6zHh8V zg7TV$5c`IzlBm?wW$ARkx?j9J)wWnW#g|+(G+e*mIBT)TzArFkvD6;fL3A+^l~xWi zfaj$aq@h9ww@pnC3~$reRg0t$TjF1-ZF^}-2DosN$A*O2Zj{~F^@SfXyiv?V!Ks)O z-~fu@WQ&!epMOVSg92|h+=mY>BcePs&a%Lsc8ZBf3s4%+`qx!LpwKxT5(og;o8oQY z@l+KJLMUL0#4aV}*tAxp&1;Y4*#E9l^9|B3o1vxLhw#59_|K}CKEd(jzNEen=o$Pyk6jU`~(o zRi?Q`Zc{F}Cq~7Ti6-4J2|+WPbFIhvF%Wb+JLu5L9aCi7h0y9AV2qgqU(sw3N9SY+ z|LP=4_{3HPQVCKA+`UzBPLH=R<3O{g@BUkjG1J0G&FXTr*J4``30JDV&<60Q=kxBI zdHz!aA(;5&XhFCL!e4>A{No~k2-U5`)`qO7LQ8Af)=NSuGxK^Q#H9=` zb?Dw+;F0#BP7n+-H^P1E_zaFc0LilMrhWdrK5U-1-lly*0HHODa^BxT&G;DbBo)m^ zBB?5fQ)cE3HRRj?7u=k({j86>sIuHQCxQrk1W*zZjOi!#JDpXlUD#n{ECM^A zsN92wii|g5aq;%!Ly5s7g{}PlTFz(C*(cPH?hz{5@XJhpWr5yuRKVH)jHT$W+=`cJ zVB2ez^ZGX36u1cE*N`4_1{G>NRA{K_N(!8!;m=CJUamKM<0C(B-;a;_QEpD#;a(~~ zc1>@+|6leSst39cRQG2oKMS{VXsjjv?8D097-_za)(;(@{KwiVTGsRIY)gAgL`-}SKyO(f7+~C~p!Z$_ zHH16*KSaRW%bbrGUOU;|;WoHbD+@Ej#TxzH251sHhJUb}66%*f${E-vfe#T`nSO-I23M>yr zG&VTiJi3X9|InyhCSL-EI0?a>x}bhTG!=NlM{LTl^wDBC1bk{Fgr+e=XsjlG0rkgd zYjp<2{QX5c&lLp{?~=%9`a`uNwX zA0yHDE~h>{=S~3f`3N!ms;nc1%DEa6o}Pl>Mhc=9J|P@ot(Ya?vKnm(WUXm|o>c$c zQ<3vDVHd}Bm{pSQy{oOgLbQIV_&n_jISw$m1(Q<0;hius%Hx ze$;F?amdE+w71Y+R34X4E3#AIP9KD(G}{%p8Q%xerTO+}c(4Js?S_5JLq(yB<%paL z<<`nl0wXxk0B^GyT){$dTaCJWyB8q7)(4Sgqr+p>+8U1&23jK?GPbwKOm##P7uqk# z=6>B#^VQ;vbH2QzSe}PZ=mSNP-Mqi_(dvxQrz|)O8V8HIgxcUA_d!cvU60>R4Q&1* zG${UYd~@)3men3J%L%NX2XZepHI)s*)K{xFWe>KOoS&U}JYm<>`I+)$d8{g0$n)S# zK+3;b?gM|efr>C#v|_F1&;{~}hYIwuAniT@W?+D=p;l+_&y?mLcvln^iIE+}uOW6) z{f^X^v0`lRWR3T}$>$y@s>cjR*<{ne0!v_n+~H0iXG$YuV`?Nz{{8#+w0sl)r+p{5GAqG~%Dg_WI^vckMK`2h9l! zfcOOXMxm5`o1J}^rF`<7)5>rY>0d9 zY~lbamNl>DfC)4LRE&&_i6I4d1HnHU@#f0)_Yo0|!1jH~%$x=@&J-d-2gp$uG+(G0 zDE)cwl9QJ;q{cpe61li>^_TFp{^0}3I-;T=D7P6TA*>ab<-zjqAzqc>)r)8=fuw={ z6s${<=KCi-FyXW4wk~to+;CXK2Bp=hHcegO%E1#t+2Gydf*e`s@yL1uPz|;>;i%_x4yq6=J0=7M%QP<<)$48ClyDk@?25Y^&(`Sh9s-o3VpZxJdc9ZEq*7>8&E@K#qC2)GQnY^@c4WE|` zV46!3ImK4$u7mJrHohDOY-WgD2VOA`g151RDN2fqDV*G)Ek=WoUxvHk{#z_19S`5` za66K5U}G5T(I>TQK*&WmMX9Q`^7Z%^aIZ9)26Nvd!66eK9gTuINx0zny%Y=jB)G4R z+U>uBzFIY^3FKOQk+Nu1p?-k)gaY6NCiHH0EwHb`LtWqZXipYCwb#^!5f7TS!zO7# zEryNDn|~On;%a&qoNPMUA9{H9hslJ34Xt}@dsv+VmNs4;j4?a2qQO}wt4fc*sF@k} zXs{HgSnk-*QkO?#uh36_#0fQgEr(j&22mEy&WwBRYJ$(%cF;1MUPiCcAK!1xDaCRy zAN>X798)0Q91NXtYOMh2%arT_p9@%$1>TY@=w4+)qWli0taZAI|W zSEUiPmD=*-41bf4E4|xLO4ArBK-n<0d^-~x+Xz=S@T@xtxYbrj0;24urlxGwf|Qnk+~^uDWIELbvNe+p$EwPt^5LdUZgR%UF=(i zm^!S}9YY1Rgm@6&3C|%Pe>XXT_9758qW1Aie1tbyxst{=Nj;#HF@Ep0$(6P@uQ8&c*;K@0@nb;H!J};(1_mS6w704gO84*x%0c?!e(5tpioh&vkS|*ffyR z6Ut5w+v!FU2BNSe05%0D-0d*>Iv(buW1N%4sQRTzQ!?jrZ}Z}rm4Yb?glxN7LR4iO zJINGCNT5%w?k+Uk(MfemqVbS5bkmVr%UrI1s{9vVWU$S&w@RuFJVkONzK9 zduOwJ%qXnrf!v{pw46I^8dNkD>4lXv?WBISSP!9b8Q`5SGy|NhcDLbw17+FK%XSEa zij>W8^soR!gkpq`__u_)?Dz-{4pOcOYdyOalys%$JY~~$H?RXxS`z2-%N-t z!OF_&?+w|EQ9+cdBUw?(%@j+Sy@T25j`;8XUJ|3u`{#+hy}8y-U2sFS_>~Z#!5{6Z zvhvQCr5mwn`(MlzU{WTuR7o?WEB@OsL*NByF3wI`bPP<2XnV)G?I$83B9>AaJ%=Xt zo?`NI7wOLZAb8tI1Bu@)5{ofyOl^fBziOe#LFyxfUGwk|Kq!Le)h@OwC)mk>T?;cv zC(ZA)e1imxr1JGh@hzw6q5_)-m6RVCN(FsBwNw1S(k&8fDyNYEE_fGc@JQT|;s_N)YOm4h z_$Njto{MtFJMU8kyo7X9iz`52-G_jNDSLi4c0M7D1I!?L+iyn*SzVE~-xsrCPSh+NB-?;KCN!leYkxyJ0 z3V5}XW$<*jte_%@h>oV-ww;@sgJOunPejZb&Mi86dWC1t8e#dsaex?gc~Z7Z0O9pB zjk~K|lK{qM=V4-OOxN|M>&S=)FpW~qfPzL3>LsKnf(^hs7e4f(Du@F8^HwkSWaRK@ zwIoNN+yDzQZPh_BuO6kRF8|?}V-is%HJJM769F$gn`-~adIBl&d(vd|VNeUh21wP| z3D+E_Y-3aRq#;`1V@_d^j^o0j3pR$YVN-Z`3L^Uy5i;HS^|Kl>-=V6fTxb7l?~DWN zhZ1EV*16(jKNHM-&IWKGhiv={`8xIIkOcrGYb=kg9%}D+ccLp_x1k(J1-?X>mJkR; zQo_^QjoSm-a&&ekWI5DFlUN|Fuxlbxc^4M;bFmyU`akO@hem633GPxLO{NbP-u$a8 zEWauNpLTnbVQAk&xa4BfitD6wzbHK|($byWG~;$!iOsE_&1NZ1k#r6HuRDGBWlWD}Yd;f@-n}DYW5vAT#Zt1~P(ofz(tw^{?b85JlY| zIQ{c&rXC>#K4>^IGBfo+2n16ZsN9#?6FLb`@SlrRR-9@oH)baG=}?oI=Rk->&pi(z zVF|z_+zIlbuDl2n8Vt>Fxw|OIirSGK>l2|6yA`xCUbRV7SHqG}rIrw(USKjtr8Tbl z5G39J<(d4Hgbf^<q28ESxl92eg_x~ozC4ze<8fQ~OT>WFKQ^)`v4mlHnbL{d(G51soQtu+m* zhH0dJ^T88BbV7a=@8Ofqvbwx6Ear}<{w$USPeOm;UcNSQv~>HtoHi9o`^20e%ZeWg zZP=)ENp`#sQhS=n$jKKcYJ~wmnt>1(e);I&FJZJ|=kh@_NCE?cX1)M{gcZH~p|D_+ zW`4+sxj!Tlo1B-d>Xc5IXy6Cg+i6E$(7bZf zw?$ykRs|S$NQJ!wOifo5#R2*$0F?}!cBaq<+E$HKZ}+PsGfUWI$E$u#2!)N$1$Vet zIIlbH+%HDgQI}^LsP-qi6wY@dt?`m>x>^=&k$%+4`~uCUuoF`sHHV32u+SqXXb? zi}XmM5)2AN{PoBP34|VB_A0gH@Yu6C0VM}amU~SI^V3qDFNxmuuo6SL!>pcrPAsKF z^+e+5h6jqjOYAg38Z`JJk*@VVK*l16P&Ma63ks!?9E`jGy~!wS6)3moV8fJzRF#3_ z84M6KuwjG!;X?^?V{WK2hsE->ZbFP}e$!vfaKrG|nsmt;U5kld!SbW{3biP_BqJ@? zIU+63Z6!br9ymJQNBi>S3&H@xv<*KPD0aQ!hYUN=7V4+hgfD3^gvE`CSYTM22`AK) z%N_!H3^8x`$izIFF%-ME{sDA2IwZ~B39QF65LSjPF3`+;Tj-$#AKbBLd6w_e$@}Cn7U}Iet6&;I5Dhxf^msu(;{ z$CM};N5!i>oFLO+qvyvjs!1^US;Z-$>GHk{#fB$n`Ud^alt`NH&qgd(hS;l-KxNGQdl( z8uvDbU>wu*9M_hMdR@3ECAm9+}O9u5WGX;7b8gNpZXPlHR1nhl}KbIyUb^9`i zq0fXb$j;DGaPZ$y0@F=mEss-X`uXiC>)I1*F69w8+;0(-w94SI8M|Qma7^n*faf&z z@aH$szleQ-Xsh`R%wcmTNb*aYcBFg~DeTQuY6;9&3?{ZX&acORb@SrfTTb;ti0!el zaGgg6#@eMY;~@G9Fk?@Ch~4V=ZqV|8AzHdO=n>pI>bHHQ66|aM!*?O&Qeoje0V+KG z=Afzgi6eR_+J9w2z0Gi;t#By6Dg>O#z-8-@tvE(nKG3PV4Y}ghr}8AemtNq^(jD&i zn^v%Q{3mRg!E8vNT8}|4oAFcbeUC}yCrF+PJo#f$*_%SNSSmLHl%Djpga4|h8h*#v z7<;tRlub-gCtn~G@VX;@{d$OQ3?V%5g!XO>XgX^~zrKbaP}2RIn99W%OG)P8H~GM) zy)@Tw3BTlhi;M_pn4$Ihp?cQ>_avN$lOySL|GUfkqt!v*|Kt`E2dj-9^}2xpx|;x* zVZ`DW@TuamwjLj_kfafU6v+b@9<01{%trdW!B~{rA>+yudD8k;SL)itKnpnn)# z;iltSVg5MnGw@~jfCViwxIRQ*;oQL}9JL#+l$+s7azgubFi;0@(|fQ7g{&hr0@R&0 z@N5d;FswOVv38btiXW!>yfo*1bE!DW{SI0EZ7;m4nsai^Hxe!}?rGxQt@8X`>yjLf z2spP~|W{?%xBI zgxxdMOIgEtv1t60Cf&lD+1ML1L*>}M*6hZX*`eDXmrsA-rX2R%282pN*bl3{}>O#AH1*xhiO22M`qIIdJl8oTjSL24zzszm*xGtf~AQRRNp+3V?y$b@11v6{5hL| zKV+rat8A{7U-p_ZCclFh(qfQd%?9bpA+Q71;)uVXG~+?hF^4{jOmW-6I_e!O>7d;_>*6N- z69-|=+6_^Ew0JU{ecL>IKhyK2A?5f3_LID1G>s##?WntNXdH4aD)&U8`eH8nVIav9 zAHU*@YSSBw(45(6@muYf8SIPIPQ~4pvujQ_Yv#pF%tuyhL?>1lVa_$)(NzG!#Kl?Ht zHay$)dAV%%@Y$4peK=g%Rx`8)XISpSZ%Tu@9ap(w?(U=(p}=tfckJnygC08PSh{^P zFUipp=v2irldT}^xP1dVyI4n3|Hb6#k5%+@-1NjDApP*V{qk<1?xL-5IxI0MjvG9)>&m_9Q0? zr?cwHYSIXb9nR}_+s@a?t+*M{kAEW>O1V-;XMF9XW^!-J2g6asFnnE7q_c~>w|~_G z6W*h;8G0wKLsDPO`tA&hcK)`S+iwrk0M2Ih#nzV&0dEqUUbBwongw+6f5_>&S;^X(yJGmvnT5NxQVP`Yvwi1Q)0)$n(tU`ws9|& z{EoSXLRm<`oT{=V!x_&UmoCY2Xl1swCETcKe&@66))FgHJTwnyxYBt6cI+Vd+v3D~ z?-1hwCMvQ+VFeR6Se=x#J$w09XQSgy!}o=29;Bon={XP?m-NBV)LgfR-Tff)L@|L? zZ{8{V@(y;f9ZtB#3b?gF`7i+R|u?H z?Ti0*aR0u_r6vxCNV<0Z$N-Gp$MaO$ba9rw`N_MnCQda|4E}4Sw%L@(GqkC~I)m-V z%Bn{Vqsb^$^P$uxnh-zs6|CO9U61poL=~1b3R|LW5Dy2IvePz zX=-iNl9721RPu|=iv8q_8q&_HhCeQJG1XbPP9qQHE93ra)Nu2mhh0`t6V7+H&@x2$ zH&^9P{FbJf=jNAIPq3n})1%!aUf6KT@xlxfc#pAMpqMBa-QW51>CZ}C=Psg7)$4{qTQ@ zBS(%XdFi1nbNy%H8H^1?(#c2;^i{hRl24qS{Z;!-L23R$hlnJyrJ=H#aj_eP3}+b{ z)Y?A`Vp&vfhFviEQD`mujy`1{$~UKdjDrC4+W`-!sjlAf-PZrrtJTI!ahBiTKia#; zpSjN(58USC(H5&F^sPhj12J5}>IMm`9!KXnP9nEx%WT5!A6YzlVvNnA#jkJco5Hil z#zm1@B=c;?Q7F$qm_6vvQFC)EWpJNLICOux?ZycxY$*VEVKdXY|2;d6>B>gc1umUp z71>}64tpZy^d9 z*@;VsP~S5<$8u+&(5nVznN`TirhrsZ7{GJMu$MaN&(824M2rO&L@zP}XN=k*x9vr? z_&Dyb$(PRD@0>VLE3B%M&9!xuur_=Y^Kj~+YPaa&O{YOHO*GUbUCFA}dwBpX-aIQZS&b zAM~>r_uIw7D|7lB>DXl0gZ^&a_O!6ixAhs4;L^!)HWkK`F2NcYtGvV$+2Q@O8hulJ zlHn|du143KUrdz20`>YqJnf9d05SONI|^>Nx;~yiJL;E%8jzRZ|WSxk+FKr zlvMiXTS|Dpqw^05@w`)jR8&P)ZDrArZH5viR3+Y?pyV(M*mU-9XWh}@%T>(udUgQi z8!DWYtAK44T{o~Ds?Y^|ItZyE*$$L|t+-*6K{Vz#4ew1j7c&asFzKE-V7JdwXm*|Q zdG!gB1Lzi!Oru8n!sYa_DIp!Krh!q`C$=2nPrseklZRk)C?|URtVX=ey0x?mtZ&oO z!<7EB@o8e8doE{FCx=nT$&lw}NPzuXrqOH3W6gD=dCmP(Z$)*`4epb8GQJnl6bfHb ziCf@)%~C5Xh#|N|1Rw`NcNC?BAyX56ng`oU$C*(E~6!(NwGiPqIZI@h3cX0EZ z`MUnQi{jiG*gBDdEkZR&vne~31>y4^ODNQ88nc^ zB0rh@RTK7cOY}!HDy!)g<6_6i4>Dcj>jDY!x7gVHnwhozjFw6}%*RwslC?!cnOBn< zckX5FMaB;wNyxcYmr2^VjB`+5-<6b3>+BGjb)EkBXfUjgM=hI2!%SD};kjmPwn)y~ zO_zWo{5>$Go5)}Vin^IMHF9Ct%*Gsa@}-#Q`}1!l%qY|zi)L#c*K%%Xz>m7>#|~fp zuz)4{Xr-T{Bym>VK^1zotbQ&w!x2O3GPp5^0yAR;L^tI?sL;{mv0@tvHeU6%b8)Csd9F8_O?wW zG8w*g%|d#K;r%v;G2^o9>9;$1g$9hmX>-KBI_Okad%uxMWBsPd3d5z0gcR21n0;9T z@6wdEUOAPNNcp|upd5X`W;3r&a+I8{%(1Lun%S(1nz}7NNF{Y^nPZcqZ?Xv4tzmvl zxf+FWGZJjuzdyyJA57Ic$ktgIOO}GaQtf?M9T*PYazaXn@W+sXUn|)|-`z7CuJHE4=*0&RS<-+zxw$?kTN(g0q|hCC1`0>rv<` z>a`EpvE1aEdbHE$QT0DZIyF@pu$|MI!<5yWiZjDPTGs*;FsJ{nKeV`yW5I60XtNOR zy0Tvrl`0#HoA7E#fyU+1olD2oE#wPi)&-ZJ!SJ2Afec^1wQTl+w{sHi$;E*)WF(k; z=V#aD2a}bp(8o)dllWKi4=jJ&)*fQ6nT(bANBNBH??RNV0!ZkhJuns1w2=Hk463L z{hpmCptW~#|JzrR|LEr%F4_qvSCW|H(#e`ea?Pj~wB;wrga(H695rh<2HnS^nS`(L z4-I|Xhmv^3l)3+Qd7#Hp=X%B2!kqY9{Og(!a=Alp=FlLQ&zYeSqf+C+@>N#=dHVQ} z#~;so=Q_*y<)h=j|$w_DA?6k>za4_y%rf~ z!}Qg4@uI3uHy=HIf*3_Ui*wMcHm}IFa4^FJh#O&DXdHaZWVkj)W-G3)ju$nP!hPK; z9b0PZ{BxmHnG|OxUr@L5`qi>HM7(_9u!`Kx)U+OYI{2Bhn*|N)j|VL#r%Q&81;|5q zgr%Hzp2@jJuI*7;?p`WEKyV$%RGl0C@D z7Is6#AAM+xRKqwg7=_=>dR;RgDpFOznWh+#ESIA=TzOvUTEM~`eeh}DKQqJBz9nxL zD~*Z3;rFBa%M7|n4v#5Kr!;i!%Qs`U4B(V!c4wJdAEr(HEf+kLf^pSGJev zU@8(Ne*P9R>OLzOKE8x@_%59v!%ai~CqA)vye;64p=~y7WHDBVM@(03NJmp+d&gC+ zO_JSNWv0X#D^g}EcKoM1^s81*kv(T&ZZsF_;t*2*f~0OR;dqmP_Rc>;*(tiR&SN^y zIA?!fuceY*fBFQME=e)IQvba8flh}{?66^o5w|w%*+V~v8Q;@9NG_4O@8zOu&5+vmUpxa^uAUD%lekj^1f zoyl};y(CO?y#4Jt@^t-MDx&twg_|WT^7xcyio1IVuVBsW#;EV(L#UJ}*?Ky=9?hPSREpR>Ff+#m|Y z*Dl*1#OAd99910kw&BR%oid7G=uDim>s`jew^j(@?g^a^x3Th1$h5aCNNBXP;vt0+em z38(w_Z+KwJoKrZ9wRxUgY@~79UdVXOvs4-z{lHH9F&c$BDFZ{NOY)dWban9_J)X4T zjxOM`bXb4hNIa})Pxea6L5L>ne}$g*Gq-Zm!y@oBe9>}I^SWEDG9Y6M+5fw3-f(Ra zjMKv$g<{UoFOwQ$?_cs(QAb@a`c*==IrP-1EZ6w3z6~H&7H7dQTdW7)ef&v>fgOXM zjZ^z+eah09rqF=chDWgKdmRVwJnzWgq=v%rN&lS3{BOEi{ng!x8XP&TTTFx}w_g*- z0sj|D>Q+vNSy#?6sc2S6)v=ic#3=hs7_=K}_&MbvP^NtZY!GdkMU3o6d=}N^^6Zi> zn6f9>+{ZZ0rQB{{qvpl3ItQ#yx7$2t>sc(y+w*{;AOkJI1|eBB{5usoxGg389&yVQk&OYOYb*cHj~ zOry-ECH30lG3g)CifZJMkL%c)W;>pFg*w-N5>p6T>oXKahBE$90MF(~MW7zmnU4-O zq3IDr^x$UR=|e{6eI^;mXqh8x)ZP6oS!LY#Y~{`d&bOTW2_NzXzopzfw9UJ7=Nmaa zXXa}bm_5tM5fjXPW2XAN8wztnvV)-}UEkztsrEq{KCdR~)RLPmpiPe4(=xNLe0fz~ zxoX8+IR!T$if%MuYM#fmQ2=4iNm(K6#|616@G6=uGVi2r_m=g^X|bTPQM#=@-IUeSYkPue&l z$RHL=tqH+0i=Vj6c(){tJfybT?tW|@N8t`x`|nWsUfcqN9=0IWEAcViug1AV6Mrvw zjme3sFzJF>R495rwX0?`WQeSJ2k0q$rLk5M)UgnZ<68S6h;fjqg8)%8z9!#Et(x2= z0#=0HDdfS|rWdyLf^Q_m@5fLnEVOG6UgcKRb(VWlUWb!aPlh00>yI+eu^r@+s4N}z zFcqj*G~pjFMO%lvd-^j7^1#f%{?N6`tPvhfZDpDQQ^1cH7aOc~J;KK8o-sPcw1M&5 zu#?kjCdsng#oE)RsSP9cO%8&vqg&qma`R$430&M)z(h0WW>!mMFRU49*LnPlFa|Om zJ6M4<@^)z{TbI_mpx!C885v>6p*W<2)<8en91&Psnx$raxURyiR|~-{()^~YR+FVo^`|{;&YU#tJ`~B*5%uIa8?3-x8SNuog8;s$|urDf@6vStKaxsSnAg* zW&r2u$?>O?u9vypyZjbPGVsOM6LFwcFK-9JLtOaxb<11s*v!P8=xg`iZF^S(JtSpp z%#0qN-t*`qnVTVb%Eis7Bmk`Wbjy$9L5ai}_()$3583zVhlb{q8-I&8rRpZ5VV1|? z$k{wb{dlDhcl&(5&3b}5sUqJR+^s0~0+gXD>QYv)7{?M=Nz6mxqRIpznrj! zJxe!#%#ktfNz+p)VS?=wTytPqPzfg;5}EL&xt!AiKK?W`IFgEc|Jhl$%{(M1k~J8f zbAV(V%Mv;I`#PqMx^z?+?cPx9Abkm4OwgM)&J@qre(Y6C3^$`$D0w$~pYLoA{;-8o zivrd_*$B*)Et?mfa>jo+SPpt`4bF|9t0S>7<5ayq1UK8!_(YXJxE*%F+Ki#kSq zC4OiPPDWzm;+j9EeSk0c$c`{u(`efQKO>I!J`qgmcYHBs4_gH<_Tq|CPi5pvVYwz^ zh7uIp7P8qajiXKtlMisWeS-dGLsE4tLNRvZkr=#2rpDmuZU5kvuLcNI@d{RROqjXU zjP`D6(YVhk%~g8V<_DfDs^H(lzNGwdW&fKj3iJolbvDhrx%)ITjfZQpe^^wzIn6Y` zeE|-*bI%(Hd4NrpU}KSw<}C>gqyn(5D6{)H2FU!{ckkX!DvAXYl zXf1T`0SV!dVk9?4mTKl)X#Mn6+51!xhgsw!SOJLcxST_mp8d=FEuILf@o8S6?(nIu zlx{Aj$H2PwpLvZtz(g;MP3t($h!zu2SnxjEG#-5X{-|sDO3SH1q(U1Q{_hz;gbo_y zth)rv&CR(qkGBZ`F+bG z`VG|KhaWo#dpe}NOY7>gQ&?z|d}fZpk~gHAhQ7{`>2J-G`WSY1bP? zF`U7|LY%D9ZmjZG{al$5IDo75j_W>DE5joR2~ef=M<4A}R zan;WshwG$MXaZAJiTtn+6y@RSS@wDn7b>|+4TJO~F+bW~jRyrB&54YllU4;k(OTl- zWzoGd-Rb=EyQF*vXhE{b16%Sj2m*@AtEVZ)5`c=?KXahn027-Ckz%u78 ztF@X8qVMy<#y5>RO!Y07^=Y%f?~41Jbr5WOeyFlstABTA3*_;<ISFLm*YaO1#G|O zh0~~hC^f;x(73p61IP8yUb*c%$V#*gJ-G)D^4u@hPQ7bBG+q1ElAb$T)!Qn3zhn|y zoMM6OdK=XZ;eO(FlLpU6LeS=S)P#nQX%MT2#;T|PUFGiGR5;Ti2cKQ0aNsa`7xUFa zaGabpk`wWWMe>%_H_kfr5ie6uy?E5p!ul}|+H##226T-sQ%r(s#E&DuI`qYro<4n= zl8Pz?^jItx21=C{7PE?nI-q@nih?5P%^PZ^H&-MN{BnYD2J~)_?FtG@(7ebZPwtn(H2A~m!5_-lVU7?aivJoUg7xee)k;?^2vW)zEEHSCE=mH6k_#Zz^4B-^Ck$43xjN1xSg5NtsQy|h$cZT#J&^#|&!Kpvkpu<|kL|!ly zIM8hJNG)cTbNS(QS}6R%)d;rzMH*`u9i4Phk2N`AZ>C*5P<>L9lUZQJ=|k&4nyygW zCK7#thGhW=HnPea<@8SYgHg~v$HToaS7p0ltev2=_cLu4e(ZZSrKCg$G?lQ)aF$fG&FQBoUl~1o=8Wtv8h^FWekqPr}+GvVK3*aj*dr*h=^R5 z4L8??CQ@9z9E5i>A7^I}8_IR8<+olCG{rm~Qd!&eOZku_)f6j6orfL(+ zoN%{=w!9hfkJeF8)MA+i%^iHf95hF3fi=U)QE&s-zMXD@;e%Q#C9boAv)!N7R-sD| zO507u-7J~}R=0omK@4;}H8nJ}f&ZH4J^~j^ABO^})~#CsyTE9l1|I&2Vn!i{o9n|q z)hyGXTX`pT9(ohf;EAnZZVLMrp_fi5RvCPaqh6skrbJXkL?3h&UK?;DZFbpb`p&(F z{SUDPXc{^nTyILWg_g%ccwemHF1xP}t zg}r-clvce6`a2^Dq{~Z7Eb`!*yPz?&W;TY}d!NNyiYGYTg1hWOLf;m!@DS0*VOSKn z^os(BQ@OHB3XfQdzW={OA7`XaYkK91#6%NkGN6dyx!HVqc(LtW%~_!@mS=+ zYKuxw6Zl~()GN3f2y!yWZZ0_clYvyip;W{1T*cwtl+77zQ_p(pJ`=Q#@p^Gm8s3o9rD+R=W z{BpoQiS>ql`U2iCs5yDqvr;5Tzl4Of1DOSy9NClT`Ldmb%>17bd6 z`u&CgBS^e5nY;3xlY;d5%9!7`|C09ba-U+C=h&`18`pCj#Hf;x939`ZxIPOlj(K}G zmDM4MG4EO6R=uN(`Tami6_6t$zoq_>>FTc_&wrl_+nb|3uW%N;Lcy)I5z~>yK%TzB zwc(L?oJSo=J{`F^BYR$+6!MM|ieF0|FCi|&GV)CUnP9UZz46@!VCp1zFqT%Fnh|&y zka;FZ|S#11?E-x$Au>>%TP@T>;77P_m784B&jVfkQ4I&%g1d^}1K?#_ND& zxnM(uz)PjBu$KddbK=Tza^Ak~wvseX#I_}Sxq2s)Nnn`YPS;xCN0l10}m!*=4N z^@{I??`LB6Yj(b#iKQfs&Y2~`cJ>kal^n+W2dqDBiK4~JWJ_m z0z3$w{3?5n@SUmZk6!3+Wl|sfd7t4pYFhYfYQ6{-zw)%3jN(28;ZUX|Y~;BESOs$i zPI7VO7xrkMW%a*IP#|KeOX`MOFQm+bP-YOu*gX6pbbz4Z75A@G*yN7~g!(Gih82Q> zwHEU<#$N^<&FN&SOIr+>&3Lt$@)aphzyJ1VU&x~~05VcBY%)>nAr3vBY?1Y8D?A#Mrzmo6H>C5P#MWRL zO7G^DecDnPq=6Sa2Tq6Jn^ccp9fF)NHZP=!k(uaaMHLho}U6)RuOmC(-<>;x5POHHVk9K_?86-v4 zM3saN317h;VO8s45C|PJ`PFpnK6a?Rc@w{0VzpF%5#FS$dp3ea>G~yUiZ6G*5)IRm zgR{BAYj`UtyNp+Rmi#c`!TpfO39sGLZrc11qVLKv4H#sFIgQ~5A9#1IH`w*r6ZG`& zHlMz&45_?I3}>~;X%njH-wtIZPz&Q`>}n5ECq8lu=hdqk00#*J1qY&DzFckX<8!Q5 zVT0lD>lj%4zIO>wsRt(KNPWU>31E=VejO3@cXTs1IgHLpRtGQ_3hJ#&fxXU?&Kfbp zrl#G2yS|Fx&H>q7Ny6OhO<&oClY?f z#N0Cufj`T7J=%pwS*Cl_n^I1$PuZ{4xj#Y6(?&(yHhqR%#y8d7yv2yCUrQt%$9=im zqWP>)zaOlC3HV~`m_mH0x;{d++@tT2#hO%%L--dZETxsF{1-bEu>|k?3EAg{TCz{W zBS0bM0V#?*m~i7mXx$KMJ%wCpaAg}Pu%(Vq}j|?)+P@Zn$4b~ ziqyte2&WsCrYwasXpT&bBU~k6OQ$SbcUIYNnq08zW}(0o^E~Ge2GZEj(WgShodcEC zd6dItCNy?qr2dp$8g6;by0?tg|7B2Dsc9$b_NmD3XGsB8+Ii(~&;;L` z=AU3hs`VXtNn4o89aA??F}E#awlr~piqHAUHeY5_hu8zMVQAVYpJLuy2|{>E1^FM+ zIzo)>P<=0``W3jN;S9gl>1(&fv)QEGV`n11YZo7^=AP@91l&$QlMF5)00tch z7?Y-vQTEi7@Z`q04!T~4`w?|8H%-WB_I(j3Yv{cp)-6b?-1@(GK!6T^x=1~7+x%Exd3 zIq}){@l7B}4qOm7*T5j;;&tIaA8Bl}0n|2h-DFV)RH1x}{2(gV_)CmgV+OCWJkip* z;Uzq+Z<=P=lHf~zMoSJ0vueHcUYRz6*2munuG>ca6eDqf+LY+~Q1SFv>fp351q6o( zkBQ0TV5QR5Y_`(%UvZ#;ogkj|C-+gomq2~-t6>6g0+Fq85TyHC;Fjr*IRGlV#xS}O z{X64Ve2#4(YbL*B2@so;q*Ku1*^zJF%p%Vn`M1#7m;U+ltsQ7T)RdQh$X`E2ts`uQ$m{k}!hcu9VPg<_!w`I#EFjufjBhU4e5>{ooKCqA?xl#vAE?|3B8)!UJb$6S1F*TcLqb5LN47d3@2l68kVpoRRK^?9NOcP4nt25N z1yBg|HvW<*k2hS`$pl7eI8+m#$_3Z0DXUip@%RToqd~7h66AtJw_8AchpI2ei^P1h z{*nh_zAevQzuvO=d2Ph>jC>M=U{0VHM+{6r1hAMS~TZvDgK5*Q&sUP~MC^Y|uv0-gl#XV<$TR;rc z+6;i-=yP9G9iO#F-xPirAolrsqH4oeO{Ra(BEx28?UlFy7$2~qoxhYwY>}az;&TV; z&~OhxoS9(z1@wEQ{?Z`~loG)!8f~Otn#AuQZxa(sif_BCNpb^e*$Q^`DofTN>oD7m+^3Ig3Tm(%e(7Rr>3X%@cT_O*?EUXMgBW(y@f9x;>-cr;Ii&R9Q_AKdgugM~yQ$xG| zpAG;U(vTz^U^Q5@T~qBz&LBl#IZ*PzCGy1~+z}kq7sEqB5@7W-j@VnyyykX^B(gs& z@4_TPP@@i>gT+ey59M19@Fo%(h5fnK9m(>2)jrj502-gem>eq$izW1==;hviH1u%v zIHI`JIp{iU>l!8aER+O;jEHa1q#1Gb=@q+pV5&g_IvPqoK@6fe=o%#!FU0PISJux5_IEtbhHeT`lriFCXrPqY<(Z zAO+b0E_?rab=81|7SPznd`>`n3|$AEN7`U(gsE8ry$vBc^40l%Z7VA)htj_JahNk- zftUELRcc$+^^m# zVzC18TLJAS6hJco*b6#q2F;1atS6zQI=;RYl>`qSA2>R+K>?2hc)WgiczCpsV=AaB z^nABHe2iN4{uXo+ghfR37_b)U|3fUn|56}BF0s{NU4sL;FOI8M3)K3dpCO~j{ z33TE#prc7O$Eb1zdNp^Q6mMP?c3(*c$uMF~1}+f8BNOMnNv!cnh#;4ViJ=3?oZtE_ zfLfv49#aW^E6@OhW@VLrb%sk_N=hne6MBFgE9WnjkCFv;W@ua*1gUrEza)mnFwCE! zq!1&d0bLO`E2T(Gp_it0P79Qo625J^gRH~~NDki0%gb{I6*54>hVFSKO(VOD+a!G; zy@(dHn#{B%Jo#@cfDH!DUPj>h(m^|-2X;vw98N@ZMP?6+|9%8T0;F^eL1DS# z>%lVTO(-e+?|oN2$jFWu;t1A2S!NY5_o?US>|QsIcRVIJinJ*pA3yeQt-PeT z)MrSJ0U2%Y>jL-Mfja4Qfq zB7SRGeFt;rP67)%^r%5S^O9k3?#yRee(SIbqa3gjnZMid8*m&5So!s<&fZXE4?c&w zdb#5JvoOSf^CkoG+c5294Ml%qY6Rg069BFX^73kcutFhZZ`dsM*%>~{f*l)q!my|) ztAD{E{5vDk$X!0Ca*dYp0(f)@*beV$P#|{QontIcEYv`B`5J;Cq~*lB+F0A*!86Y0 z{Jou=l@x#b)n3@WS3N>mCP7#T{D@jQ#Eqmsb3zsA|aKboCg&A=cAu=Vi&sdApdLL(bA zdVnz@MI)C;@OZuj)WwAF0qIdmGtgTV3Sj7e#sgk{70y1jglTb!gz&~!3t|zj?2GA0 zrpiCOLmt({S3iG5xBzDFTDdfaU z${lYr`5UM15aV14jnX-8lx?KBu0#3YKU09>RPCovQ=79nmyp4bNII#N@Qvh&B)BXq<32gfOxeJ6|pjZ5YJaHLIgucEI|1CyP76Ww+VhskVZ$nTAg-k%~i5M-4VDc1W zc?Px+SRJ|%=B~PMA5`mU4(;qNkPpm;fC+XaD^O;GjleE+%VRdHn9qCrA-o9N#fu1* z-uCg?(OE-RC^NW&W+ulJ@0PF}hDidPCG3Lxi zbWG8I!LO?6?)C<)xOW9oNj}bST_^OCiWXG25zY-9=a@?fy0mq`4}C zgqonOl?8zK%%9!GKQozdP-E{bQicPKKE#ZX5v_Dz?En!NC)mDc;L^51gZHixXR2*L zj?%sl&hj95tP?#F3grxtT00{{WRGI<3>vlN($;P%5&HxpKBZUxW9l>pggDS5sLRf+s z<$@fgp3%o(5%fl{F1q!b1+;?$*n6-{IV$@;C_*~HP$ShPSWlzCxKV|Ib#}#)0%GtZ zYhhuOqM$sDO@^n+{IDasF&0X8=m~O)0u)En?L9zPbmjel6Ks&(K%F47umw`oOvIF6 zV=nAVyA_oP(z)_jq=?AxKHSF)RVO&EZU)|d&vXiybR|MzA46gjbvwIk7SNRxeOfOGzwpbRqGPIz=9=PWl z1YYEl1*-p-rhwSso-0FHWI*K?)`PsT*nLee>ps`TA+M%gDAWJ`{SYea?_7L91R05e zSf)WF>H7HQyxLw`GrU+#bcO^;$V((@ZiBhLfqdVaZOB$r82?YWi| z@DU#n2|424K)CvUQE{ZG_=Eizy>$>`2~Y@DkkfqV+6dR`sJU8%agZn^9(Xnm$Ff3R zopZ!04>44tnc2%ASC$E)W6$Zu!-(!#+WgJ`YN0I^GHPmSg?%O_CNr7(dU|Mi|G%|R zufYoW6S()9 zCsoZDTn@C=f%_2<(85ANwaR@f$4Uj%=FPc4SRj&xijwl_jf}drbttCI0$n2vKr1Bb z1gWKWOK$x*71y&}WH^?LsWv-I1ic34d~)p;2&J*S#UWv{$H!RAYnJ(z%biD?U9F8J z-AY>KN!cBSX{EKtn?`>j{jCC8z!QQ31uaCONH;f}A(jF9!-WwTZEYJsqM(pJ)0y^# zeG9fA4KU9_i!Tg_nS(846?!fXRW?D*&f40#()EECs7026ASVnID8{H5IyADT6+31P z0H3?Z-QeMQSs@#-FmY~qFYXd`S$~djx1Vn|U9-3J5ZtBZrM_7_XiWfr6R)KT&Flo{ z@vY7EnLx5n&N+_i#3Idc9`hzj`3`VqS{C16^=H9iLYhoLou06Tw<-tCr5R38&5ng$ z=hUVqg-Vc^jpi|xd9t36C2U}DYPV`H#}sq&d`O-H?MTW+NGyo-M#b0alj8}zC%x&A zHhT9wfAU2&lXWq)9Bt;z>%XXFRyTr70C|O&;lLy?*oixgy+A~kZeWNFho5N!6We{!MYn~?*SVCH2*S{8gLK7uL_GAo0>Yt8bdJ#2AQC-tq#(G zc6FlnDigiz;lyBDlED^EA2UY_ZX4B8f27z9g>0{`>@w zZFzTi6KKGNtY`{hK4h0K2qSI{iouUhQ&1E>{AB_j2iY`^e|g}X2!bi{^?qd6)rPCQ zR;QAJkzaI!?xqtc<~5K0nu6M_HuNgLbDv=cT(h@t;@t4>=SboNj8QMx7+0TTkoSb; zIeNE$vFEl~&Q05m~^a2{suV(M*odj!mUk5Tkh2;4=&eO-v_c4Tcq$7Yiq!$VO7> zl?21F2R!GIl9?XE9jY$T4>?L6%NRqoi}%d}E>NgbM!i<|h`m`&L@rR4M?q#V2~^XH zKg^z6UcC`w3?zZoRwYavBDV3{t^XC=6QVhJ@iI@}-6-lTScq)DYkw}jRAVrVYL|vu z$X+pd9!ipY+@g~ATYNC)&q`-RcF}IzYK0N&)6`kq4^9bSh)|TJ@?WOYMdg@u9@9Fc zeNK<&k&sQSnDNSvZ=SgNdt-;PO8i`CbNuCB^q;{TD3tVTtq*N4vv$u&W@h)N**muh8t|BMd(DKc zdMs4)p8(+mqQGAKi;5?KqyWB6kvM;wm_NMly^v{r7{Yx>ETG4DA)k0LuK0`T2vP4} zO#D4lR;RnJ`>f_as84Ax0}7Pm>MPma_M8XZ?!SonBY-{j(DSSypa`|)3p-84gC3(a zC?5X}o$HWL4ya20!NJAllyJlN4|13L;w8?!W1-uJl+c%OdL1>YLg!`~L>DN(1 zSWWyPL70Ww_7+6G=dRgx0ng;W%m9Hi!TkZVl!)D;EKh&L2_)|&1|R{!UG>}Kzho#n z9tZe9LxbGjPokgZ;sSqL6H~>%0ItCQP8Cr~GSTfanTF*N|K1avFX9OIHomtb`Q<3S zU?dZoUA1m_&Gh$GpKo}Ic`d&k4jW$F%M#v7=yb~n(vcsh7w%f%B@VWQgtawp5W&b$ zEzk9#BkS)Mu`%o4H(#IU5|I?*_eIc7@b4GCwosS<_x1mikK_gL)Gb`-%ZD-x?9v=u zTrCUgFa)h{fb-HY?=lNeIg%M#9Gmn3;}ZR`eWK-&2wqRe%q)4pu6WR#a0EzbZGhg) zaVHu6C@emlQ!e^&aQ?%rU2ufw;GkVGQ2q3i@1q3u3u~9fcV&wi=Z`|7{-k-u>T%1D)Z41;9;zzwSXx@V|ef`k^58@0<4mPl-;5_rIe1O$ELF8*pZJ z6`&tbp$6g6Iqobaw#%1$VLNt2NY{{C#EQ7~C|w&&27%gsL%p}Fa0K%Vuwep`ql%p8 z`!Esa03DV$TQ9>BUV&(DN@RE=Xmf3z1E_GYR1qbJ>h1B%7)q<3UtS5QS1DXj};~16OQ8&M0=zHOf{UD0!eee;1I3yPGT1 z$bYGz`6`12(b5T^Lg$y?L`fWVha?qFgye(g`ZZer7LHeWQ&J+x+_?SIPyC*f56Byq zgqQ(GFbd|P6eNa};C(~P5V3FJ*&)&`MMRr0u*y% zS`ZqoR;j$>x6!&fXE@stGifaw%)mcAJuQQs?#4%!0`>4S5b6S0APr*#d3|k*x3{lY z!gJcOM8R_)C+A%SaKuzM0_3tMLRG}9S_f^r;lcoHYgblZ1JJLfB+~XtZ2b&K$&xa@ zWe|0LgU_kzGk{p>B0GDd94|N|K8VO|7od-b%pmXvo*#}Jyz07OpkZWWgx>)~`zjV0 z0ff?*QC4IFMA8Yw=G`Fb`Lk}}Nd@sifQqsII9Y>4BL9;~$O9S@n zRau_NC4AY zlm$xnt$&nF1KdDtK7b_@i#5UF@klwPtpl(WV9f@Em;oW4(N5fHO7-`JVPI?14h%y+ z7YNS`WA6#_U?Xb~OozUCV+j-0*xH(1*aD|GwREb8BPv2Rh1C$g)QvmP$lrzYJ(T)C z2#nnm)Phuh0(?f18*r{$z$EYOE=5)o`g3tYU%HWVjF}q^U|AOqISxLkr@!RoWg|9) zQ12Y4+7j%yApg0`5(RY1p=z%W3#O|dk6wPmxHBa?0qD-va+i5tV0^M>3Lg;(?gr0g z37J5du;hI}Y7tAVao#6bP(te`Fb(K14;Bmu{8UQI7NX3o(|ru&o0Ndu8)63UsBN(U z=kNxy6u8Xmox|A}lj7&rf7LVki9ayZ)dlo*UIDYk zj`Zm>*XagRJxoq_h1{>^;q`ZV386f7aF*{I$UR1#gl7Y;*u$cymcI)?wDV>RfM_9R z(4A3OH?MQfNq`QYb0HHq{Ow_;^&H3(d-iq%tDCmy1}d7wQ7b_SNpt@eTlVvP2Blso zk0cWad=QTiT9*()ZO1R3iAP1*6ZapQo2P&k+{;e&f>n!U0a~sjE6O)Q_3AaX7LR6% z|0iD58@8SkQ|~o>Ph4wW-tiqCl*&Ay|A6+IT@2t~)?CZ(m1U5kLVLg}zZnigBQKB{UI?`%tzm1Jx{78wxu4Io2!bXV84A1A_4)HjtFxWk~e)U!l`(R-$$D| zF_s5)_f_s3t6`ul(BO~cHiIu=C&H<)S+)QH8_r@&zx(A~7LwW{jVHi@jt55!)?fre zA%yblKp^4Z=GIbE3rU`E`=YzN%P%Ho6cQ4WHfRinJ<%G=Azua#Ql->e-=&BVzm^IM zDZ1nAr2p}M4>|)f@oMK!0tM?y7i8LpY!Ae{l>n-3sSF4-{6Gt48xEMuxKs1|o8jrU z^RPs*|A)LckH&g^+s1FD(mY5aGNeR?go=bpg;3_HNC?TCA!8|NFhqvTMVW`pGo>gL z8ShLRO^I+>TeoF@jKLr0rR(7hDVyd~oZMZ`NzH-AvKdp5*J$QhK( z>oJWd#(a7uT8*P;vpir0n8oc(Nk}+Dq~^x;P&CA^)SQr37V3fboWKFz%fWGMY5J`c zY)@Ugqw?~cQ_)E!?mGQ~02Q2=AISWz#-SH3JIYBH19NqJ|Nb3btrX=B2t-lW+D>dd z`V4(G8lYKqa!famMMlclmH#x|2?{PyX;CLMBt$+iHZHDSOYvn`jt5G4zzgi6BAggR z3CFezD#e=_853~T-2kpZXh0*%I4-3jf>r~(5hDWYDZd#K#`Mbi7A`CP)7-FQEP71s zm;R3SZmfml!gp>dWuRT6!s(SdNBt?(y_M&b+Me>yPLAAnFtY3In)Qx(tSNZ31HeaA zM2Wwgapv2dM|#JWnWAg_#Rm{};b|E-YD#2~+14F9Qt%1SB7=Ttb<}N&%s3K$7L?d- zIi#%=$LoqNSFQ|Ve;-!GRfG1`yF*R!n?=ynCJ^gee+IVi#9d$nqz3v=|@KZ;V10ljd=#g08K-NW!#ZOgI@J8QT ztDQQfgus`Yezo!Y)Lbqm1REO}K}-aV{W=Q!C;fA;=m>5NkTevfF*y!HkU;V90gJY* zlW5k;#URR=gF@qH&4Yu2xa5c+@F5tiN(HsFKNTPi?~1Y?twk}alMIZEjAhaV|DWCs zlaHs_+@6v1j=>pYF-y(6L(eyU>N0Dpi#KffEZSeFqdJ@1MrQj1_DQDoTMYqsm=UYsI;GCJ0;S_BM1Tiz=MdVGPAJVlk{=@W(NJ=3 z^Qgwl&i*Owy+?dUI0vS%B!D1I=<24HdR+M5GLNN)b^RE^G2QLYcML3HAytDPiM{sSNk#->+dApgcel2=rGB(Fd7TM&0*ZlV+!&q&O_~3E z!HdsF&eB94TWR`SBUQ@)^Y(mddk?JL#`mH)(qV|q{0lJp2ieM}OhGq6t{nf-KpK-e z7e5*L1B=X0k4`dB{hUhmUYEZO0iE<7VabMm8 z+*q^fStjq-hGlJ|Qs+7=# zx5VR~=k6@C=s5V_U{kgt93KF;Xh`Yn`UfTHPe9MXhiy&OPRO-NQ#Pz`A*27vOOAbG zTPje}N7H<1fDtG}1K_sTBe>bHUrxUpRoG|Q1IRT8y*ILL$ghu)>Xto#Lz_E$r5?LT zzXdO_s~RCo#6Gm0uh?Jx1MaDx4MT7i>2Rkp6^9$H?wr6%krb#VAWi?0P-r3?ykG)7 zrf8-wqTbrrqWizMjppD60sDc*li&t}x$Fm<<;b(hexs3uJWE7H(7Un7XJ+ufw3oW% z6L%W&yEznGi^~-Q+0_soC#06fq$Q40||g>T?qF!E{@+d2zmhSpf)u#NDANwX(~1Kf`J;f=0K>@3Co zCA_F-RnH!Mj$${ib@qh!h8BcKxQAUEk8B|wPi)8&zLK%Tt+z4Ey^b z*sL&55#be0To0*3!Cb`Ja6Tol^z9%PD3n|QB-e<(s8lq2P<6k7)iy+Zn9(-H`cm!_ zb1+T9u|}Tq_HW!}b+?he;AnK<7C-9G z#`aWFswd3r0@}}4{yfkTsgFDR*3TZP*X(d~+yPM8aZ1PcONo zR%zzm6^eAni%XSjgrPyxGcuaMR3e7p_8!mNsd3`$gvSiz2oZF22_viS;pMII*>R|j zT!=A|?viY`S}0bU-(e?)d80_0=keEcX?Sdx8$MOUUA!kCG}Pp0!M6=f5FNjbIw|B^ zcD=_^o59nfG&_G&`lSS_tIOyxuIe8P!!Ci0Kz$77#G$60d8`gQQ+A&TiTvYuC%~-C zh?;rjojoP$`vwgPzxR>)Ux`vD(AD=vkyTF)j~a?-rKFWfvR zB4RFg2-nCiHK4PVv|WGt^l4k#Utz)8Hf?4;TWk`&wpHvH!eV*#(~D!|zyKY%kH@hM zAjqg085ucU$C*MXc?yO_pTL>y1zfYMKBQ_2AUs=jsO%{j^X$?+7mb^tI$|f5CUJF5 zdoR2Lq+xoo^5t_C0FSAU*eQ^ba0@-eWMBKGm zYFb*`^IU=Mskg) z^7n&^4@_{9KR@oCB+X-IBDCPw@gagtuk37v>Vgd8VGr32kyAn4C$q}^~ zSpinxag?A$>V|R3%xM81cMzAhwBiaa((?>5kkI&O_#@(FGnfbPm)s?bj^%R~h>e_N zmXnMZP#$FvR|(!Ui9i{WP29`Nl`fDgjR`IBgS2^~Oo#^!benq}xd11Xkf}TUPopnh zlMGm}`F85);`BG?u@8rGZF}W$J8ERrzP}8yB6VAxlWqtuZu_ZfYE(rle$S)7&Ikgo5~ zZ^+Mq&ma;K;h$_qT*0(f3S~~NVqCwA;To&IM%so(sZbU|3^!D`~ zoE9Y?{zhLj9!!J_c`ytWycE+X#IF=$tc||_jjITqmSmg;Dd}+I?Hi_yeqv(6a;1ZK z7{s}@RAFOcVgeSP#m(Na_>D#L{=dTlxCU^oOg!qs^1SZB!7FJxx$=Reg_f!<>Gb;| zu~8uw^_(4!GQ~N!ZwHKyg~28nCYK36Z%geEg7Gm<0@q!Qn-7tNzLDM5=CHULy{?Aa zr70uFLCQW8{Ka+UJ{&!J;qPx89eo9(O)8v~R{-sDTT{Yx2h@Coe07#&MD4`km~kJG zPzNR<{;0v6ZlDI{BMzw`bK_3$ye>m-NF=r=NVhvjxa8o4R%PF0 z+RzWEM%O)nku!CV(lxVF!2zxRSqwmo0zZlbbYe6`)SRTIcVktU3YvQ4vUrI$V;1X#6x`+jNUx+c&S|z!J{dxc0;I2xWTd)iVO7RA+rsfQE4MQw zsHv+5!`r?a!h>QU7pWv+5}0Y1gziS%NpeKE9^&gpo&s;0h@amdwfT1TuSx_MVg z24~JZP1e`CFUM=FUbqn52(nPG+HouCIBpZa038VjvjLaqJrZ}EM`Fb+f?+dstEOX~U|C`A{Xdc4G8aRE=;DxT2|Xfr<3ALGr|4OTkvnV4N)^X% z3fr5EFCe&xh+)KZLVy?!4T-zx*Re<6(2Q%@%JQ31VZKAbypMsCxN8viP_a@-+0Fe+wsj zT--ydecUC~Or9|Sx;OQ2R!4LgBt2CyUW&jLeZ5o;r*7_?}_iB(Lj>f}a!vJ93spfnXNTK<;QIQS-{D7Y3+FFb^agcNS$D zdP~j?3&Wv0fEoT~YUN}Xe2ml?n@M0ruApG(pMx>3aL0ut#khu9>Ia#rL&n)aZNpzm zLYYlc;5FpZLsxbtJ-SW+OOF@h-^Kw_f&yg1sGLIjAcPF>5bz@6WZMDI_4}g>9M?Th zXUghu>*QG`4R~wRF@K)4A&{j)6eIO2V&v@NRCxw${ZyTDEGrqmK;j0uhItkY9sIj3 z*voFXAe)TQF;81UhB*d`tp#Ik62S7xf^5ZUErKFQ8bWTr)v)p*SqCsA3G1mUs}P~8PZ!Yj`0r0U`gQ)Vsxkia!6^T) zyA=pJ=Q`><{?J(48TPUff!-X_Pl9n+lf!Kep^baA$WX61m=EI~F7eCf}h)w+^)diVl94r{= zBWgqyW9%q)!-8y6G9m~c}4Iq=E&IGz+!{;0QHJc;8v94QAN0B}< z2}FJ8Rx**R4|QF8^a10t$FjG2ulUpM(q+bDv1jZz(<- zDB?1CRXgN4Zmy2G##T1V5{T!df?ptzBJkN?V9^(x^vk{t8I8z!r0o~k1vLn>gwqR@ zVK;y8*Ecz?>Tlv(wYUz=pFc2QrxmWp7HG}@ScvfQa6?c*Z>3?PQ_jceR>7@n25?t! z3!dC_feS^bM0oMJ0CJoB-N$!XwC5y!9w7t~x!ijY&Ic4a#KC|FqxshyasK@IUk62{ z_KDi9Cq`Am5uzsK1^14+MmBlQF3+fX3t1rCeflU;$s{VKfrtPk^^gtF$4&Z#D&M}Xh5JoZRQ(Vx@1)jww*c~B8NqrHI~tK`L@~sKEC_Z3X$C+o zSo+9PAI;RHNtm?NeEs$f%s*)tCiYU0qTx~=i%I$~FQcu1xyzx$BJddzbs*7N+3FJm zHKFWLP{9!d?Mw-LXe(x=jH7iVa@@*DPcNEi>w_eJ!W)7KYouB@BTy(q3MkaSgIzx% z;*v1_FFyj4K1mBGPY#>;axWe|SoH%&{*N#l1tVHZ=5ZrahyE;^vm~$z8vq0csgcQm zql|@!EVKra6bUo2Kd3CcADP<)8#5^%c^sGiIUKIRG~sQSbmd#$4`ToqVW$AvZ3@r# z>=rDc^hc$IzNzh~FL4Xljaz3CcqEF`$5J+#8 zB>prsP*B_4@z+lUh9Pyz>1Wfp8vRs?*V&K;j|-Lrf5^HwT;#e8CnsNdeNH>V?{ z?C^g}@7@VkFWa)K=n-4VDOp8D(ZKimQ2E7cmHM5Sn{r~FhR58Zr%H|H-u3krtqm2- zn3`d>^ok2*xXd%s7?TUh27w=QPrmwVS=qfK7M{1 zr1JP`=aF=+O6T;m>j-7fmoihBG!v!-l6Ata0WO+soCBQ>3CwN6SKaL@VF>&Dynx8~ z%+yGS3Hlkf>%ARuhydO6+Yr(KA@7~1QsO7!+-Q%4NYpcORw5nl7INjfeICDnz`+xD z)+ObB)?B(1IX$QU?Tw*s_pkPW!^B;&9d%q63mCC#w=Sn|zPaw7<6>idFh{K=fB%e$xkaGgCU`zuu9t;( zPrwcJ3YaObZj!sK3aGH#d|~l=>1UlKVHBDlfawM$-V)Bs{0P?X>({SWO1G6yR|-;U%DLE&hYHOfn(qXz{3?ri6!-K52f4fK(OZm$J*BM(o@KS^vrM9Q{#Xf!eP3Y{= zi69<+e$lG!#ED|pq!hZTYX1+>ln&)RYP5uq5j$uOa+$FLU>iw+^YcU3=o z{=7xZoqHuSVnrV$*h3JwdwRj930Jw!*!7Lg5MvOO`3*~atCrDZyUjTm`UnwQ2&?$D z{ekb1A}qi~?kM~1f%0GsDeTUPkc^e9t6bf*u3>cXZAPlkjctd*Sp$D}xc)wkZuyFC=?D}ZCD&N|zDZ{0fmoM-6F)*+iwx)^&L&V|W=U1d#y?Qfz(CmAZ%I5=brKF@# zq)j^uGOee6Ua*<#uaEIUjlG(NhUUsyi7fyibE=XVU)JqQU>bu%v-n}{`Be7^9RoDk&rmAP=&xm0de z%=-SwXSj5O^Z;E^bFG#~?riqj?q~xL^dB?9!b6BpiqT{M6Wd;8lru z`BM6}mlq8M>qEPI`SRdF=pn3>bE#TF&9L&MPUO@+=}6XT!71 zsRA;mPsgb|m;ajS3T1gCjv@_(1x^~n%zvK@>xBy!U^UuGv0j|No|}{OUTSH6ImNU! zl?il6yh;>2(xc(?2rv7EgsRoz@lvMLbXLkmwCTxr%tB0gl9Cc(5d&uYT)|Ne4jOPU zG!#f_N@fdCxtCEayUTp1es!C4#PGtW`UT%aT9_&~*`BH#w~|=9%*vyqcLE)*WOuVj zgS^0dwI3qS?c!pW_>sxUNmy5KFCWMR+qu-#R0;((`UmCrWo2cX8q2i;dy5>!GJ)Rs z^vhT%`+*a$4Yl&09jW%iJ=x1J&W5+;`uL9kCtt`>>(87y6Fi9Ay%xp5{sRXpkm4Ca z;0!&mZvFaz$VeY}i+TABEi8P&NbqzzP7Z5JIFHjgI5@~J-Jw}>*=RKHa>de8U~xx4 zllgxhtJ*^$?UPsRM!%k<+_-gXd9p@YvTZ5S0}Ta&SHk|yv=p@Fc*VuVou3iB?&7kq zGd(3`E#{q4ZiI%0RvdsNv~6kW+gtxNwK()op>VI68u;ej?SkLe)V+6Z&mB*JV61VX}{4H{Lr$8(R4T;8d~va8)}<0xq8(HKx|*9x z7Z;`u;pwD~=YH?$;b^TM7#b*FT08;8;mg;r%OKwt4&@lW-9QO1RLY|2X!I9=KEIT8 zw#}sw^Eu^*82NR!QZ_L#?9ML*?4aBLNA?7C2Z}a9>~8gqdWr)2Wj^RLTqY~EF>C6i zo`~s33V5u7>tlORRontvyens7Z1l?>yK{PGCaE)YINa&_^;a0tX~1M|Za(_UJInk> zZ|`#vCV@E@W_tQt2>!fo8!={`a$|l75o|lODJTWl*{TUjCqZPveXb^X3dIijiS?8{ z+d=bj>Kh;|bVZYXmX@^}H?E=xU4N>Od8zXE?1XvdeCYcRAA(z3nwn~}e6C7Sp3712 z=xlC>aAr*hS0>0IX45>BN?~244V(J zdClVNkRafPBFoKzzP>vMs&P0ti8#D|e%uM4%iJD7;Mv8)vlm{_?8e+Q1f+lCEms<95*uF7DYH@lwa>e7LE(ho5=Pw!?d%g8%Gi=K; zPSnZeB?WF~8H~;!aj7vf#me~jctSSxZ4RFL2A3m(d@oW4s`Zv9k3~x>{yp6Rr<>465E2D1fddqgfHh1+?ex}Ev zNQbD3mAWr5OZQD1?c&d39z~7+DB+W>%TG}b58cpWyLrFzjozk^i0^HH15V=azf4kWyd6FjSe9Mb*Z4^E=hh z`?j2MaM~p~F76ga5nluYU*Isp4EpB9^|8x`#l(6LR)4hT?n_w7_0N&#thrH*U4@6g zOm^vo828Y@>eg+m*R7KQd0cUTgM;JJ0ok@9)$owOKu<(go=$GMW#Gz|Q^Hzxvhwm) zQoK~ns%clO;OXL?+b@+8uqVs@e!70SU%pj0FMlZ8AKRmLbIgHJ9rD4vJe`7c$IE<- zJ~lPcQOCl&e)2hAH5)4{e}102QuShV-}tX{8VGL< zILUy_E2U?*M&SIYpXvAyVCi1ICq>o*X>1i7h?JKQ1)u%NuY%gQj@`|u5xJ%h0n-Rv7e0+SAXC9Ok z1$=07xL`_0-6meUajdDaG3)BSjDHp~D<_AR(pl!F+p`E+;tP;XGOP4Xa2OjY);~US zu!vuieJ+kd3J${6l#9TNYp6Gh+~y8K4O~I_(fIs9cS z^vZa5@esz*D*$uzre)OpUF|;5fz~*i3UjI|D*Ms2L6M&M)2m$OI&*#^P8Re@qgzo? z(IwAwZ910L$ByL>r4AlCbf`H^myxm`Qf48~ zvg}5L38Z%HE*hfiXM!rrI-m3b|XeMQ`F{;1dSejctN|Zkkagt zcJJR~`}hO-)7+6*px#UjYF$JUO;JQp!V5;U^dLTx^sdpG%MIlyG8i9h;oo zCUp+a{BQ`LHmAGR($B6VBqhRmCU|3fW45o4&!3rhjbJ&x%+HMBc%&SzR6Blr8DcY; z9}W*{z9qk3YJgc=)^4D+hk!*W=r~10wo=HyqcP$s{N4LO!?kA&FCW7(;o#zuF<`=E zeROiLQ5q9;%s-cid3t)jv5N@_xr1ju53%X@@82(>K8DWG2l$qpukS3ogV7ypD2H9A z_ahbXDDB(E%IXV>)DReQ3{3Eq`Vj{$I~TtLo!g-pL6KFdO9 z(9@n+$emK|J_rGK;{-4=nrsdc^VW3$dDiy!m2j(zIIlwyd=^ZRODRbyHZe+{{d`Q*GTn4=iaK`HM z`Sj1IU=56nZUg&2#e+KxfzjzG=r&U>|NAVM)eY$aOpo$mUj~^r>HJsz(rHjy_8K9x;uC7 zc&4SLJpp*JEWSP#f1Z>Suim~r-I;-30z_I17}0qUK0dF7>Ope(h?zoNUEMN@0l>O^ z?YmjT=%9`=G||x9_%b}q$ETeo<5S(mbQYGm6hhkM+~$uK*6<)g73hs>H#>kg+hma z){I@>OnVH+_T5&0SZgk#(6=;)79a17boQv&ecQHep71bCyC7A0!Cq>V%(#8~-jHhf zDyppmIlVyw7j&*_o<4p0MP}w^1x3YPy)#gM->Yf1xeOqgc@`HJpN~Mu`#N+9T^QPW z4}?wX?i$EIfP3cJ{v?#;%dwS$*k zkGftL@Bp)I&zgmIeqx6DO!YjJrwFK?NK9%| z*fXARacL>(>q|9tr$TIa*CMB&u$449I(|4%)=fi)>T)w+c2HGvjf)#ZWzWLG>+zos zELtpMC!sR+(WtXA{$UjgKb|!Ttl)aVf5D9Mv6lhr&m8cgGH^WrWqH~5)*M5@8YAU# zCp%jhhLu}@MzP>*ZSDE^`ECAumm_%#h2Z`}hrHEzy-e(b zF(2<^L&HswwVhpE@Fc7QB9R+NdH#CLE=^_wK!d_jh!D#txOyyI@ucr~SuIoDjmE1!Ske4!`T?cLy~X3c&lgXyhB< zDRb1R4e#bA-Vd0|0#6}iyoPviuIQTCkD;Lxn`oU}Tnv$AK9ze&U9-0rb$-u81Z2eW zPdR4v1b13l`GcQ-{P^(`0E+EW?hPf`g^Ft0}H-5WP3ohYxG zTu!Ujgz!H=qQ2N$6AYF}Xn1(|H|%F9{*axn{rE_eqLEgC2%~1%R8zBtQBdyj_A3?&RU-#>)9=Lvm(kKEyx64YiyhWu&WjB095F!Y z2=nJwK|L@F<1dk&K^O;O3@PcQ2i$7*86y{ zJyYTNT<($a$3I!sdf7_^sozkrV-c81Ws9$e-(SPPdmFo=2WF>Nh)fKNQRet&=$E_= zqsUX#HTw@9Jazs&3kxf213+!+`NA#u7@;YK7cbrz>Bu((e*8T)b}KE7AAP5Y)o=wyWi05GxiSIVBkO#ix)a1B>n0zx zmj-_vzhw5jEZ$T+J+(blmg}J`*I~EWoKv%P`}FnoWx2M1=0Dn0mNDUc`P%Hb*(i%g z3gCf(g~fUo7Z=&*Di+=+^fxD|t-*gG!F)q)(!Rm_Zq`eDV&frX2CV{Xj^U9JA((j; z=FnB=4S&`}^mLduCvLuKVbLIF8|2$x`E*xlv&mKFNnPW{GV##Y^c#|(6uZ6dK z_d_hXAvT56l--Znv zzM9a2O)zbWUk}xKV~OjGikaI;l-{rlfz^-{a=S>eQgH^Rdn>-r>NgmU-C&>^!%F4x6* zxRT!ANJ=t`UqD2WmX^M8ip-i6E^_=OkpH2vaf?dQR?vfQ!Ix&jzd8?p)OHcmhwVcq zMwn_b9-j|}S4`r-Y&Zjt3axQX(6Io{lYdHoVd;p{N8+MR-qqDdk1nbbPL7uHmr|2D zcyJr|j>?XFE1Tg@LL?d>0N={Z&E2+3p?`32&8}U$w9uw=B_MbyXT-NXa3r*VYhWA)(FnqxnA&=?O%_M(X+X zD&_%sAN{Z?NYZ^v@^DiNhG^AfR zav`^T+^ z4>zI7o4b219d#|QTH*~f8ePIHteMYJ2q_Iz-fs(zi01GT`_U}NTw6Hj?vSg{#44_F zpN%FEp*_zcW#nAh4pdeUM{efl=jWYJHpREYe<>fPug-tj(V;8xwmTLZf^+xo6<9@; z@Q<#4zOP0h?t@k(!g9dr_6GG-z{7_(aQF~6@P8~)?ktOoi^wNcpv|&ba>GW2Jy9#T z&W^9f4!%)XD299_Za;V%+tz&W#aJc$YG1H#@D(arTerbl_zK}6ASmeeMm9NVBWwt}$OZ{ErWP_Rovf(3~81k41d{74D{c06Hgdw?8q z-|=HI*WZ%pHGqeA3VQ}L#!9dyUdD*8KFHx0v3idW7_T9!zcFtrUC668*QMdsNBl5kW!*)JjiQf^?+ z@bV{Il`Rn`2N`dzUepb|gC$;0IbZ6mJ~A;@i|5e*b`b>oOE9U3sia)1c>P*kXZRpu z2;K^01et*zCE9mf$Q2_W)e5!(VD^>#qO<~580K3HIrxsf6$ zceoXk2_NMIa5c#vNJb)-o!imJ=fzG}D9+8q$m!?nTX}mm{keDrCJ+b^<2C?^96NXJ zVdE^e%i}{Oco^#O zg>SKe_QOVxYJwSI4NAvx6dcN>&h`qChm{8kgG;*!_`>c;cBmkzVof5{mu0ds8iPnM zYihsuxie8D-RJMZC>o0g^8!)j=1m$F7M3q4|KNuI1|d6a(5S>;{W~!6V~lu0!dYc# zXt8X_jFA+x13n zxD(`5)|_h?8nLU>;vU(^zZ9&WLh0Oq_NuM>G}g_|&e{&q8M~f(C$AJ^UgmmP^;Cm- z9g06J`c@A?w5xSyUiQ%srnVvg|Hfp?m#<$h2QLen!pqxxRh1uW%C+%_MbTo}S!kKW z5hp9jz^isn>oUM=0XW+m{{hyHJ&$b-dse$XCCstYwN$( zU{in!cKU1RGBCppHaFOc)WE?{BO9|zXUD`C8Dj}d{OEA$4U`asoW~cti1Hs4v_r^* zRacQ01`FP&%7X;L6Ger`kZ08m0PpYxj2qcML3uW)2@tXwdwP1l=B&m)Kb5&1!7LRY z>`~s5QUCk*$-Dwm(%3{if4-Y!97v2L))B51(oTwX-4%7$`RUE*pP^g7-V2W$1|Y)W z4tL~lglpg>c3GPB{TeXWUl6+~>;jMHM!%h=UA1c0;ltaZ2EGQvlhAnUJ|{*f{GOPo z1Yz(rAz>9zQ=xY;z;zs?Fw`rw4nE0 zW}^}*#Fk+fB9ij4hoiO1_kRx9xs=Zjw(M(8RzEWz_y}d0Q^p*QUuUTcBeDQu+s&HH zQzuUnhKlG&6lv5l@Fx?N39SyEIJSM$({`~yGhde?9zTBh<_#^ z%49c1Jw;YWrHlZq5>7MU9!->jz0s;j@(h#N&{JWvT!B}`v3S=~lvU`KUd@j<{Hd*t z#IqvOL<$VuAjwt*t*|r&X6-n1W5hG-narNy;em zu(>M`2oW(V(c1JIzj}UREd{S|l7wT#6P)L7py%OwI_c^vfr)?{00=X#W?_rloK2p9S6|=)+7x~Kt1043MC2qnE9fBK%>U~ky-uCte5N3t-=LFCO zs1gdC2ynj`fCgDZU6-Pj$%%ow_mP0V;=_OqlDTw=6VLQxj+rV>;u8pf@Hp6|e?>nM z4{H2dn2GciGkfmhQ~)zd96d@yfv@Tq{uVS(A4HM+Yu~v8x?(*}0J4TW5YtT2SWkI# z`)_5(;{b02Wq|GBWfr+*-$&f96AVB4bp=Y7oA~M^<-?JKt^Njw?*%MQ2zW%nPdX>#PzAf|KM8aHdIehto}?UCA<9Ox*@04dq->bQ?_f zZvu2Ny!X92n-~L{@b;{>3*0&%j$^|Kjglf#wy0O7d@Ed1KdXP(N55cqY{p$_nP)Oc z^t6=YINr8uf_!`m6n4s{Wy_a~(swQ)_C$Q50?LS}bb}D&i_6Fm{0|{`*}#AU-|UFy z=oC6TDD22Cve-B$;umn(Jt5G2qK1;mUX)GHJCbw!f%Dc-Zi6RyXHoAI1-8d)dU{&H z9w1FH#Zy{F&o9S0kU*jk<v7{^@P!@fLnagL#92&{evy~A4SOuY zYzbL<#oD!NL9dcBW~o!c?s7j^;7eUN-aLGENEDe0O8VS2@7h(bm9FUVsJEpMD0i`31y>lI?iv&YJ?E4pB$#Z#2Vb}h({AB&; z0YrX=4nS(Nx(#>kiu@C`+U{}~t8$oj06kY)Enw`BZqMxT!Ngy{*5tr~&%v3J0cIxX z1iuoC(vUbE!@2iS zU}4$>BV|BU3ZW&jGaf8lK^{?M>=;75y}cW)`obb29@qtyLyXcKfi&KmBnfh)9v@!_ z!)I_=*PlQAuwSZ!>xUMyfVwFYUH)Lm)=SU6XSg39)7a8d37Fg5sA+jvTs#)_{3co& zlm%+K#o-c`_WHYw@u@>4GFnpa^)oBd)6#&%qEJXA>G9cz&qE)RVocQuAdjB=8y|O# zWIoQ?t?4Cg-}ce*@u0aKyXIyvb4u<0Zc$MNe>SO8($W-E9(iJtOj03m?hCD6hVmcLFy6ciFW1m7ATwI#5{ zWpTbxUdTNOgmBwWScG1KWyakaM++B-DH}# zL#$Ttz~%RCY@o`wF=jYV4&Os5b>F<9=KF+uAi_S`MxI z#`v6z@#j;{IVE)>HF1R}=G&peos>Erg-pQTXn-zEF7i9z-(C(T` z;T5bGZQrtO+aAe!(W{@%nH3^w7+~T)p80YJS_c&0uKqqBrpmyS;P-y0e;eTBnx!fL z=jZmzmMz<~Y10$yn9|at4!=IHH#Z-WsGK;8XX4*z9}B19JrFtlSB@4$zMB?r_#TuZ z6LjQnRhH$w4J8!+X-+|uxv=KE1R}&UGKiG8u3~viNs(IruBC+mh4(Z}^ER-exlaG4 z$;->*ZTaA2sFq`@{Ja-59D`;3G(WrX#-I9_{i<2e1+~YFwe7Z`oZb?*L9vvP1`_CWG&`?ICdyd88Bmt@U-^;P>RtX9Us-@{LV4(IfQ`5wn3HmKt z_M3iWcXD!i+1RL(7Pt4V$jJ~j23i^vZzOF9VKgB4N1DHX--l_JrewxcElB3I#4$&} zJu3YwfbRA8WR`8*xRE%Su(qd>qt*QM9m>O77SjH~iRylbxY64Hfpcvk)5dk{){%PE z&CQK6Ff{|DT3B{kL*~)jw4dhB6da}&li!Wl`5rX(*_|>iEO{0YYoCHf?>KqbF^_`W zECWVoBvOpDs&d~`p2*zW(&paN*xbAo>JWtj`Rj35*sIFQ6?lHq*v{&USEaik5dMZ2 zSD^!5(WE~*#`@9usgl{}f+6utN5ZL!#Ilyuq7e2@0_+%Exf0$lnf1E=YHY?15XR4f zhWlh%jAY!Qb)H7_8wJ22g(P$i2wpB_Et=1;IVp{7;jb$yZ0%2kM*l<1auQ` z6?jFZsth~}pHk9P?qT=&g2##I;@Nv=9g`tCObf-2kyKvV$-5us00Mm~uQpq4v%@gh5Nk`Q`^{^p4XjG->uP={}*i;-IT;FI@0 z!#s$}Ly;3cAj$1EKdo$_l6k(+_Ulr2k^Nd|Z_2t$@QQ=|dT@Y=em9h}y1Wv;>*=Pm zZ&HCR_bSZy8GR4O6Q5oJ4plpoMJ{3z(nXTQO*lb^Z{^@a0>9k+KS&$ThCvh&{@&am)`@3A!IEwW@3@#oN5>mEId+c*S z$^ZFP8EK6n*6N=D*nanw<4(P*uI6b9?Gv%_kEDLn@G43V*wforcq-U@gOOX;7^fkh zw&MCQn;7v^Pm_4R3Fl_j^COM%x*wZBx7f^<&;v}=Gc|(~zm3Bp(|0Wnw+YjEJ{;(W zCcv8y;pM1J5@8a)CwkadSI?l^dz1ch?Whc&j7J&vZVs`YM1WC|4|#|BA}M5-TufdZ zYG&JAu?O6nPB%?tbLtk$aR!h>%1gDgvDr-Js2Pk`Zj(eDvXL*IFB@p3QoZx@9m~d} zY{It~&p{nHm!z`Wrub^jEuW49TWD$UB~=WAl7$W(It{jg_-H8u8E1?i(0LP&GE~F} ztI^Gy0~}C)fp}tmeAtE)Q-oHb_#z$`!0;bn#P4imOV2BV^Ma60TH4yxilJx5`6FNr zg04wUb0KZUo}Zx;DxcC^}-(dKG}eK`DEsmB*ps_et; z>{1COlpr7l7ki^^))_qf<&?auZJsDBlh12j_?3dP;NGv6;W{d~gg1iwjO@#d z>f4;1o%iDPb-r?OP8dMQ3nFznZU)$3?qz?<4z&dioBZmC7s7*2R`J0BOy*M3Sj~DN}K|WJqCAj9Ks?~h`WyX zTzn_okSM)Y7lV)`HXBOg>2uXvJfvq$xhV4G#|rUszIzOUeM17P5Az?ZTJ_Gyh)o1l zQKH~}q%&U3Bw6M7v-1@OrjKH8l1Bqi)^QXVM8?KSe!=ft88F93MWfCEcQmO>2%b7S zo(p5mN$efUv$Hllx>I|QwzQ8fXJTf)ziTSEtKLm++c(hLTm8Zn0H+|*2ek@bD9UkS zD+D(8n&^KY7MJ7hF!c@qKy#<-&hHZi*?}GAMg|5n6!}LI;SVGFnc*)6AYOLP^~25a z0oLFER_=$zhQYF2Ung{NLsvzBBe4O2rJ#{cQyosK09THfyOM%fc+#v8sr5k&4H3u@ z*58FrmvIHiqIGQ*H1UecN2`>cx zuH|53eO1-Uzh>#hS=Brl5Vv0$tzlOE2#))?MNM>eids^jpt;dz<+}X@*J3}f#fBgn z2*7Mm2oU87jHQ}>G`f-#lSV9KV!iJHES=yCkmd~dg38Et4ifJhnMbfMpeVKzvDeod zs*gIth|pVsDAsHFQwmoQpmcqLAz#zeqr1i@CWNd$O9XcWhe54Fwire6NqA+%blTtL z0a5@UH_;*0I1BdSf4H8&=mZ~G1ncq?rNb2uYvLP&U_f_l)5kmuU1HI&6n_oQ0h_g= zyPFMsc;U~t(CDC`6B4S@O83s~+fN|n63Hb!T>t|LI5bb^-D$-q6+&{fx%mS+3PyPC zKn+LzG2e^|GaXL82=>cYB_ z%?)#~0f=+kwQukkx5Kiqi~^UxM7jgw?DD^s zCcs<2o@@Xo zGTSMv%A05ERf2@`|B9nQx=`es#(S$k@m+*;f>hcJry+KJkjr{W*Xd1|zp)9HJjJ%8 z^@wIf>w-pc18hj#rONw=InkYT#6Q^yQ4;)_*MkRZf%nr|x5I|A9&{jF2OFTvR3hP4 zn(v`o2Cm!-$LYTQAQ}};g~;u7=L!0;k9*T*Vb92;s{OVB8eBW6|3!Z+)Q8CDmuzZhL04fYNimssjYPx(NL z2-Yh`tLIacShfpVT3U4QRe8eZl@GUb?{vw#*$e0|BC^aV3xwkPBl28Z3~;u?2GPd3 z8WeuOJ`)QIe!YA^n6(fFwo&L%kcJIT4Yr)2u#bbKZjwZrq`9#lj*{n@t5&Y8iJ}K2 ze+8`cQygpz9WbQ2))FM_Wt6AjF^o_imXA@ylhM&cG>KO}VY_v7m0|CM+!c z>eVZbT1lfNjmr~O&NvOUcm~9XXIVVlod=!DxNTLyL8B73dcWbe=TN0_siSAX(fp}e zCel$t*V@`j%x9fP`#?Axs0?UXutQkF8?PvwlfgF3EX5|cti1$T_&5rQ-a&lEyY-u) zcWj$lfluG!hNE^4d92W7+-Is4=cDeA-l3F&tVh5_4hn^(ry%bJJ*dQ^uy%0RhKhZ6 zNVU`17*_Q;|6mILsoSbgb6Dz7(d^YTB7#_UgF(TC3MmsQAU!P zQ>gdFRgYvH&^}6kxfh)@o-oVAm&;|<(-=t+mIW6L+qHO$N5Mx65&Y4E4=-P`H<|2$ z7m>J!JB6=SQKc=@GuY`WfO%FB6{GwD>d~;zL#pu#)mc&4J(+cgRkjRkH=Auct+81- z1QI7YB>XNNJ27^>wk#9VU~XfzYepXV%F;BR9wglXwJ|~v+rjw10ozbHAbvn;Re&;j z6Np`f*c`xK+=+@}g-C-X|AN*Jv}s?&#$^tR=%}bzMsys2hmS<_6cgisj{(*n>uc9! zz@q$BTkqWIE7}OygjBi$k(03_KQr?f`iE=~hhQXTS7pU6W;x=p4u|&y4%yR;jE#7s zkr7{FC;$)oHHba@3tCA~z>*M)mXrHVicpfyWnMZ-iX-e}sDXYJvtUbCK9uASLO81e zbmGJ+@y3Xl1s-mkuVqV8yZ`RpJBbM*xL^u78$KRAV>tKhXN7Q))zY(jkGJI*N&oy6 z>d$)Q4u%qtS=W2@N(v6gR-*p^)Xpo|afER59ZRLDx%mU25l(h?%Fmxai5C!tG9s$t z+Zm#NM7vc`BXv6w3t;oIdEE6FWcIf$m*B7FTCj&fN3Phv|$+$r=Ypn zUgHxBz~~AuK`$N2boW}N@D7Rri|hSh3zG{ zDzqg#Om#rr^FY)G7ZF+$CY4CdRFRazo)g>MW1WjTLBHSCoiUAbTui@w0)lxM0Z{NO6y8eE& zrtRqL>?ArUP9pIK5$BMI*%q8IVvEj|dW}mzn8Es25XWQOsr87j?0fcrY+p%?;KUm; zH)-Lui(VL;oe{Uxor7x{KFVWhLR$iyWoZ@NW))<*z3^oTZ*VqR;uYw#H}{-e<>{j?~9D&i`l6rg^43m@hFF!7U#u~Q6G?rr$-`PG5gaS23dB9D5w?Q zH*LKyBQtJKba7bwD+Ct_b%&`rG9aic?d5{BVQ^}6!(PD=Jc${Dpm_q!JiyryT^LHv z1~6djIR9#?TAM>cLQn-c-ki-x_fnY!T-wsG)DZ?TQrup?qvxY$GN?sD_TeLn zu^wp9l%E^8&N-WmsC*Gt7}BDG@#`s*MlIN;zrR=0k9M5k5=8qVw$IAn+VkIm}LIxGIu&-7Ctm3ZAE%cgrF5rt- zK}IDX4kP;OA#V7ifO`tkhnNBH{y7FB_hX{+u74drq;&>HneR1(5rVg+cdt1<+ir}4 z^aD!Zzy^j@4MbS`hI?hiwMHC&h=Rnb1-qe)_Lp$jA9WmH-sBNf;SCygVREeVDKQS136Lnvo?y!D23uYmKNKphM=Lq zE&c_TF~~{|dK+W@`bqb`CC*dXT3+?!+gKX2BR&~*Sg9P=Wsu#|!5N_l-`g|^w!lwA z5SlEpn4*ZfjeL3cKkTfm z7OSNH{@%a;Si$(ev5rDJ`_E56D=Du2+mB8hJcebCutGubZtd;VG0sf#jEo~2xN8^w|CqHkd%LhUh~7Sj0}2fkp*pMs;29 zn`)`fSQHSj8sP@ykBStH`8#-2EwkPFi*O(Ryp$IoTK2%tkDfvratDDYfQLKc6*;E? zo|4mW{F4gQvxk<^rzf2)`48i`W^X}5gIeoGL)m5Y7M~Az#criefaDu|d9Srw@e5vHnNUNsfB zpHWSe%eL$zniM%$3z@z7mR?t9P5pc6QmU87b!>2#PRm~sG;`SiuIw7f0jl9hYvvN6 zjxzc%ayGWFt>7B~KsrE}3a!?#`?v=;n+U*-pO@~EMebRIBNytQMUVoD-pus3;4+6b|fbZV6S)@Frs1|lz8|eyWd?JmeZXqu0G=vIZ2l2_P12|hlem$1$ zi!1#nDVTNBJ%C`1H0m(a6}@qW2TuZTj1RDa8aZDuY5dOf&`>VG+4l+A4l#07s~M3* zBqSg$n7LS0H|bPIoug5qVG7)OhEOTzUNss6Xb!WZDN*jnM+chR`<9jn#A?F&*3HHl zC=e`y zUllBR8}$I`r1OH5;#H{+)-6gfdOWg=u%Vyc?p}Uj%Z7YUV>sE)jAAha%nxs1oTnNSv5Yfleij%|+niF22=c(INXKBHEqgakY&WF2Bu79C2i7YB^oI`O{maHJspI1@2m>6Fd_c*^05HmrS7|=nXy#K(IQOrFr9~jHaRASjR&%5{8gy)^;Lq__{Eg}m}>sF=+T0QNhfFd|$+bTCQUjWXr65Gpq8v#Jb1u=6eG zRZkLxhEhy7QOh2JVw^~w%sXDW0i)spDF^uOA>7#A>7+^kiE1NQtsg&rv@|2EK4eO_ z&`tI_I~%Z5>+blO>!gu|a6-QIKe22eu6JlCVQ3lCE9|IVm~;5GHl`TK)}tE=Blp8d z^eyX85e^d^VZnn7N1kRmi=5U2+?(FHj6=j}{8JxzR+y)Afv}5EWWc$T?vDzn2X z2XVNZ;t)=E{Oy3unF+yRxvv5G!Kl&bNI=5AE!%t_sw)ea-hjb*vTcj3I@IdqL80b< zSM$OgX&35~BluZ_W$*tP1q=4hG2@6WIQZ}cmP=pI($P7Ku`gLR!|Sn`S*XARj*{qU zrwmmzH;dLS6jdX|8%{$o&>pl|17pE%?Ln$TIYC5-qbve&8)yJ#cHcfSV}J3O+gMl- zkv`y-yxGYEzG@UcZ3Jf)=7KSRxJt`3|1RFV!)v1Nf*3$(q^QjqfV-d>$@8WxHXeHB zg&iFo1`$jYkZ96MflJ#wmi6L9iu?jqFm5c3H`nq&{^&I%;KaND5!Z4SE@9`9FiqT%-2vhYI2K%0%zp1Ctb(7?fC2ARWad>y`=$rJNO9Sh1RI%CG^I>j+@D zNaWwB=T9aIMgQ;6d6WTn1?u3#9eQaTCkiJ3tCKDs%1)9I_chwNySXWu>Z4|rMg}fq zCa9AUpOp{g06At!kd%<<eUZ9CW2O!mX?yvVwNCAGRfU4`vvCb-`}E< z_N#gF*}<)G=w6ZXAKfd$75MKnJN_Kc-ONR?3)2EP$S)vLIa1PUYad4Q4Rz6RS=kj8 ze6l-`{Cw1ivGr--jSTiWxK`r&9@580j4rCH+bw++#Nxi?3i`?-MFMAU$@2Rj=J!9> z`Vbg8h^1Fnay^i|s}GnG)bqY)^X1Szz++Mb>w$uBZ|&N(JwV{evh(#vGb9K8>t4Mx zjVlKX8-NeqMJ{20;uXT_cPcuF?o65Je@Q*P+e6mf9{FYTumI{eDb$=xxaOn!a>L2q zJ=y8FIuqlrp)=A>4E~ZW01XdOmwp$N-Z`&)g$|T@D1qOlNkHM<#zKMTw2+DEFqjs# zM&cYp~2wcxPr5lf=JvA4n2l(wr3hQ&)&a!j;Ha`z0LT1nOM*nki?T+3u|f zyUB>!a%PVnJvt|2J?|jG%;mmvHlhkm^aLX|9QZ-cBW2ufX+y(J&=31OXV!|xwI0EU z_Gdx}??8!fhKA~^yMzc3?k3Ww?k`{Np&0CsMYU^ka2dUBzJo-Q#rT)z6`&bZeLs&J zBijTJ(hLy%LQp08G6Z2)gcJQj$E)nDAq3Rd_~(7g)j?|9clGm17=1l>K7_4OTwKi4 z?=Zap!EOq2OM))q0D9}6p!}36Kv3UH zEA?C<@D>Ol591`JkyRixa&T}Ur5-98+{f#H^UnYutFAf0zZc1VQN z$lJS-!YTPa^AZ=D%TK+V3&~-Q{t-N!n4v6E)htD0 z4|)itmSb4n5N&!8g%R#!wmVOzsk#IL1YkOPYF9P{|J%U&ONImIybbo+uaU)({uO-g z4kF1TnmkgHleK^ge=UN9)}55GSf6j8YYIzBBJ9x!WG_>YpY_csAVlLMEQPs;bW~6K zs{Q^s$%O)ZCrtFShf*%B#j{*Xx-d>?3=v#D{|FJkm+uB@iC)Jcet!cHsYFk`4Iq!l z)%DkTfO|NiN^pDA z%5vZbwZWe0CHhZi;d?_k#snrq&Pn_;f_yf8UcPcAJwt-%Cxs5>UpELy$ZX zVj%&fEx~Q4KhxsH#kklH8D$QWqob_8Y6q_`mw}uL_f!ll=lj58&Z3DxT2Q+7K+c0D z?bjaoIlclNOoHl>WDkEG)L60Kc5D;rc7a34%-P*^l>3J0xff1~A}lf7kiYPPte!aI z?HR8uGDgbS<0^)3v6$iuKd5lr!|BGo!#88Xx=o+p@5YKzEX<=|q@nF4m5nd42ze@G zRPGw-=xRBLBpXWNH)v84=L|C!-%Fszf_Qfe?28LxE2-Gr%x`15s;8yZ`6_DgXG;hq z59-p?8-fT7=tRDgVxuMV#-&ZcQQWmFQ3j2}i3HJq`_8ghVse3CirOY1<4DjA|vY_23 z4(%M1M-}Of(i?HZRLt*&3NDgdihUAX%eryOf$gy+_V^%dG~Cb)?91ka#{21&^fyQv zfms5@JFSim;1;H)@a^bZJUPolR;pmiRmUGcf2MORV)ed0SL%+3AgOdgIe~cF)!+Xx zu0}xWvpP?s?tpm7M+2S78MjwsDtaR_sxBc-{LtWVw|}mFb0DId)KO|cD+5O zCVZ)b18pyv3UJ@okwg{eDCGvOXL@kO$#_@+Z-x0?r9L=etd$D`VH%>?9Mly z>s;W7LVSe)W}KxxepYXh(dX#Vxelx&Ne#rUL2mr~$*2$sMWhI28X}5@Ch^E4wskP? zy-#Wrz{5m?LWFu~0vF=)af~QuD}dB@w>4DUcD{y2lP)JCzQQ{eCtU=fCD%Q-%3_D_ z08&Mv428xzq@IVD(VMwQjko(A-$Y6-=#IO-eqD+l8U9pi!JQ2YQ9%NaeS;zzLaV5u z2d-&{MPg%-^urJXS|_BvmiZ62X)Q;rxeE&_qJzXjKMl83(mN^bC5x|I0AiLoyaW%g z7v5ya7|llLYKKj@@1(6fc)ZS9Q)+>W6yx5+PrU~uj;O|}E&|8b3C}1a67BmyTr>K> zM0x@3);)56$cMmulxkL(7vt*U!ic?l7wKaUsjzT@%S?Rj%uh;_AP+;{!`*#;K@=OS zy<=efj5ExaPeb^zkU7sK&5)17W96+lj}>zAa$%7?HP+XpI&;(Z%&X1XCw_fw$#92b z!G!4{VxBzNf`(SUah+|(jod~snon>BXShJSg z{8FN%{TIip_b7|K^d8r_Y^^2Ne&f)Zrz!$jeqHsOrCPdlqW9lA5_)>_S7g?e*)4$Q zT+ov-5!=Q+Q)wutIz2sISWzL{x{=k`{~}WXDzW~To~Ul-Q_*9z4epP&;Znr+Lv!r~ zrLNwoM?f~)@-L34YV@^Ymdb+#?B zu4(ZX*JxZ*`!!F)+_?w10b$x|+Xuyfzw;>L2zM<%P9#Kyd2j7g_|fabp-NAwChBUL zy&&t^n`wUk1+n>I9rR|>2Y)MYmpKF^18zP8Ig3^RoLU74#Ei1*IiFAi$+giuJct$o zakD{h8$n(B=}Ruj8wG^jK;%1URDo_vA}!3K?w}=C<_}f^e`At9api#R!4mXO35r3^ z0kAD9{E4C(e;xWfAF+A^^2{H(xB#?ci%~vdT2oOl*Q>R=v?e?;>AVz}z=o*J;lVkN zNzO<0waIQAXwd^4wd~f0m~ocvtls>XAciebG43~(UyTik%>Z`Tqpia()ne%o zlFsNP@<{3+@VOE*90`Yzp3bAd4Is(BB`06=N++0jyiFN~9auPuLY(58u%3vO0@$hy zm=;Ac5m;V0BM6Ty-a-q)CU7LAkSN?W&3;o-!WZJ8(|mCe!8q~IcHWq}j3e8qnP@sK z(D@@&HBlDv`?$3WVI%@_hoKC+(Hn?10VUjm5GTtFH-|WmAYpQW^__da8G_XN6eEwe z^ImY+C_*Mf)XVNwCxk$@;(sSq0}Ce1Z|5LM3PeGVBc~epzQsA`Ednc^0z|7Psk_2{ z^Z58UwUGKXxqdTu`F3m#BGv*%vfS;C8~@BX0KSBC_=EM%xTC;sa}QTn#q3<@-FkrL zz-p*!&-T)Xkl=YDKMRMngcuM0`Z=jjY8gN_q}O>Fk^#9oBihR8D@90vf@B^M4x?)W zBm*>^O4S|EJEEL`7lAOO(!@~-Xr0IGFjQ%1S`>p^4R906Jwj}~B5oiZgc}|S_AxKc zO&s}3a8g-<5ok0z{qPina zp*wf)F2)lf)@1h-obav^7EREQ&Ru!)`yx=?xAKYzaI{W2|Z?b@tg>CDbF3+eki%#yEvYSYae z{Zb;}_x$}b-#0U7%cr`VGjgxDTmMKmpeuTk52@dBuOWSw(3XagAAP3xLiVg)ecOD4 zcn{s@#<8MNx^)&GZ!BAz`FS(xD-7$G3df>$O%48dZ@{z(DEK(WE%c4yo>f`ym_e5~ z=Eu_q;B1imlz);qN{pv}o1AR2UKmw?Uk%?wCxCheAU0sPlprS~o?FC^0Z`5D zj}3e*{P5kKpc}rx3R?ooOzKbtIy~rt@^dMe6Al;!#p^>O(L>9K5*}Iy!2_>i!dFp{Ke#4UP-4uVpW2E@P#t z9S5!j=UZ{M?@zyV#X{O*w#lHO#cXPLgim~-!yQ)^rJcKlZ^|y(IzH4qPvT|T^lzo3 zTCK@Odl{BI4m1jK45&Jic`~7aE#tzs@Ams_y7?2^UwJTYyzdQExAh@QVQ!l2vy`M$ z`NfsFE*4W$Ys7DiuVnS+QhML9ius1AL6P7QrP}PkmR=ripE6oDc{XCMgEk<5uEb4D zstALk1nFGzzM|6hc1~ia0ev5_{Qv+&I`rh};~ZK*NL9?uU+Cbhc$u{6b-75x7?>FG zSw=|N+VtWiAU^D>BREtMVfoENF;s}X7>FsMbOwvrEJfAEKoS2wly~evl!!auUUv)^ zpNFdZHpVRK>Z7lQV0pXt>V;Gx1X^;+06EaG-Es#Zd0SID{J5860t3&lU+ArXjC*W{ zRs&i`IA6E4=Ansx7ZvOCl^W)dnG&uCQR)Lo@G)veuqI0o^|5o?ckGPQu#}0>%@!ga zdoU>7rjxM*!I5|f?Y0jX?CH6M%8WFu(Mm8mutg0?b=1a8L9Sa*@7@TQk?LAN6?}er zrAsdzth8Ob7WMBqbtG~o{o9^$S>KF{oi0;Vi()h~_cO7j+}^We=^F*Tf-Z00(N1rb z_vyA;8D^?e;oG*{SNp*n*7-}hlz*Z6pn1W#d42 zW1zCKvyDZU`-ocf(8I%QCkQmzn<~*3B36!s8%=0MxG6}-oUzHvHpfzLJp;-E$4?wT z?xf1k)?}B9S&WIkWSAQ9IYz6E?_tc0kTcTlLNsXQROb45R zl?a)02q>anSHQC(P)s#63_y=m`mQ6pa)N11EtxMFFq?~%>V4{Y;vGwm4Mr6Z9~WHu zxmFE?D>W~HXo6#c>k7P&fW74@7h#lwIu9onGdPK|=A92u5I@66XxIq~Ly$oHzZF9d zLvrx+0Qu+bbwBpym1F3W4ScF^)gA1lHlf?mEtugb@AXBGk%wn`Bc%J!FZ?>|_`_yu zWu^X0=N4h1-$x!Q-Q_BeC}J_%ZI*92By#SZzB@ynu+l#@hY~C*;-|i8`0@44e-m-H zrqfXz&91n#cpEl_V98etgk#kLTJx?o@4pu!zPk5W+* z1Q>;KL>_)HODSHJXZL8(d{$PL>ny3CC`-5XM}Z?inMNR)jpE|E=K2U&iM=S+3IMjJ z4E;tAjww_ccUa(S)%#-za%>rq(a|mjC6*#$pk>`B;0~c1RRkFQE}0TE;t2naiCtT> zJB`YMaF5-~VsSuz$Wpkv4h|v2PJmFdafHcKpadowMi&ScaYGmB>9t>M{RI!=olqVT z$W0|h#`^1+&^yCZedY~V-?LP5*Ke@0&-h%lvvb+*1r+@S^*7g~N7ivw2PcxwZFT zn(jio??O#xm)bH`Q`M=aI(KLHUg~5F-4b$UP<4$+i9n=7s`)5-&?y)j08)V&tZEfW1Vm$Eiy7SecTtrYg86|Z&4zUew=7KT0>uL zVoqI-wS;Q@4D133Hc@K{+6^4!jzFo3ryntPTyU-KgVSpGxXA4A%{|*O)NvF7WX(pKKc;yolO_x6JCp) ztI~JYH0Cf-OIqSmba&bM^=?01PDUujo!a;E5~qopLe>7qj~<;K8ncaQieERw!g;@! zQRJYsG^3l_i2>n})kvdH54kUpS^ZL_!6oKG{iQ~>5>AgW>4zEDCMD+|ydDv25qB!< zdhb%?MTdQzuP$R8k86Rw5U4DFI^5syL z<FY;&Wnl)np%%g1kG0u_&Bmnf0eAdxzl-Dn>3R~idyM) zaHa+PF5hUu`BZs!|JQXAxW*})$&H$UkHfEiL+}1RhZvoJ`lUlb$~y)+vYC}t>P9-d zeJ?avY-mit2_c4xWC|JRxfEq7% zTZO2Y7|)(Pd+NSJXKRta<=&dz40|tiyhe7b1Y=f?CL0?YX-&-z1_9_pPMVskZwKQC zN#h&9Jj9CjX&=D8YV<@&H40(VK_Kp`UwP1LMO_6i-n0#S{IuN$WjLpQ@bCYxRPw$yW@v=MCkic z=Z5^qsMH_H@AP>j!;a;CUx*X%&G$>oGBv)%y1s~HFsK}^crlVB%)Z-_+EO*e$#Qso zcV_bnrHp%~Pwszm7~xs+wUf>9pU2z}_XX~n6x7YNV60g6?qL2Y&XS>G#!0F6EqXi8 z^?cEl@BF@NKLf%sSqZulIjfi6t?NwdJ;rh?^L|gw!8QJu`JMTCU3#Z0nzF74(igjo zOD&529a42(@YI>Ia^{$k+hWh|aXsms5_)OBmwlGyiDLGRxR1&ETxS&X6JwM=xwPH!xGjCM`>fTHnePJ>IRDx9E?yy}?hQKCxmQf%e|*!h z=*|yPaX9>rfpe$H7rC@?Q)E2}kpmKxiWd_7ti}-V)f3!&0q@JSC@*p|^0$qFg@Wg_5$bu%) zEtKJB(5=ljq3P(*+Xs$%=0c#YGq2hO(|56GH=V^_lNLWlrpBb{0;(jg1{j%e26bT1 z#I!O@nvs5=!2pU(du00H3PMo(PPHFx9GTV%K{<6e0@$0lyYW+(c`x37)DVk}?ZG}< zcW{@|0%}NSZ;7Dq$F4(fk7SFGn0ycqHqE?dVO*p65wO8XTJhF zJ9}3W+d9RnXa;9yWyu@6wxaahY2R}^TS^U=_N#eB@Kv1Z16h1fpL<_TZIa}7j(yI7 z3NMn=cK%K&+s3)iYPqtp_%W8jty^NLu*)08maMC%^F7b|o5!cqypy>!ep*&-$MBaA zfsuv{<-$6n8$LL8eq`_KWXwM~D=NL~+@{C#lkFag1bt7KIWGVf*ozBaSCSvns2;$+ zD{A#I&k#42^Mc_=>t?dQ>Z=VG^NiMIX@S*JkS4xmrJJkM@6EA>rmDM?=15%QLoa}f zg0oE$1U$Y7lue|5BNaNR>Hz5Ijw`If9A6HYn@E9NTZ43-2z$|4AtjpEdI_{V78A}Z zX~bAslCm1cf-l7Hv-<>LP5{_241mOzaO_)#GlSR;jv_bf0gW{|C4~$cd4YyFFc7i^ zND~kbjiix8&2quy0F85i9@}jklxz1~aKeM-+Xk1yM@B+Vk(~!3RfiA#ZJ_1-`~hu= zT36xX6f9x43Q_hn$cw~*iwZ-@5u=ltsHx8FUGU}&Ba$AP9&Q2J8F%1%NGEG6f%CkYh9QKT56R#+!rP%QiPtUEPs8U*B*)YNE}5 zuJWgVN=W8#(Z+@I*B`JA=v6vsGaSugpYS!rc42Hpx@X$+^G((R&FLYfE%~;il+*Y( z+YeJ(a)B9C=2wQZof-a2P3h$_*IqMnh}o`B+)>%1>a#{K$6|HBs&ksJE}A{FzaRQc z@Z|J}5_|Q^_ckN+U)z`i1nMG9b+TD6X2ag*K3C3k??mgQ=C3z$*ZeAeU?6LUq$8m5lpzy(JN+3leYGmBs!N7zf~m~GGGkUlc>J#ZJ81ePh7AC%DT)Y4ZqhLd z`TK8T(J}DAF-IKt`L--gm-s{Ngm?V9;x+5x=}AYu zZ#DX=QIl~i%=O5|@lT^Xa&q^ouN1Ivo3&eUjAi(teaVuHUv?A_!hw$G=|w-eA`fiD zjJ^tQgVEoP5-c41Z+hxXmJh}0w2D=g#a4x`s7@SQrkm}s?#g_JL!D1J$LiO!Dj_Vd zm~*}L69CjvW4&;}DP$Bi@K};-{rU4Jgg45NPCzju_sIbdkT@FEeHV;oP+cW$9So;M zw6nKWppxkVukc;Uy`-c|&jJnMg%~~d=%iMjFCi<0CGTs64q|{Pn#u zBrW5ov+au=o_M9MPUMfzyj*r5%XW6&#rW+n%=#S%>UyQ?6Z#SY0#|xg3++`pM>M`RFlkS_F_g!-jiO#hG%AW@VBo{NbNE7&ko|d zcrkvYtEJ{*t9Gu{4t2qh$C1BMeetxHN;r3qXK#?>JRlC&C#fh`kQITfGShmQXs?l1 zeH741B7G*#UO=&o#e(G^UZ??*{$u1w<+-1=QBXm3p>*4Kea~!_zOZK*f4TbmZx3Nn zskhYG~9JrY~AI8*q2CoY`)$t z$UG^$Z?%o8<};b6V++OY*06djO-tU|4n{fB>Y`DV{?Tu)zXJED=UmBHUXv*Z`3aPL zgsC>kw}|!=2WAQNgmTKvyq>r0WGCZuRsNH^qVMJA=I)DYoRmSjG5M7*)Izp()i%wr zp=CnG=vrqah5U%%36owF zZ7_BAm!Y`hG(+Upe`+;@5q<~ShosxGSKnIT7+=2U1~%Y=)q?#yUeu>((ZOrzbjhRb z29^xR^{*J0$uzjAesp=F*Sc{Rzf>QWT4UzSvI$nfQ@LenKfm?U%P~!HQq{>0+q3QQ zXNTSvN2B*vsmem3z^6k$_h~|{1LOChTcGGJ`Dq-xuU-FGlX;t3mP8WlJ8JBzH3@>? zy!4A#bKRSmTo!JAP1vgbn(pVq7SS=QTSr6Dl?tyAfHgPvS^y7!7TE-dP@5`3VP0k; zCKs{I!jR1<&er$((~iR<^eW54q>jUN$0YYz{v`2U!GYApw+p3%EuukRNj-q_KrIC*`js`wr z?=7j=o5gNLw`$e7taVoV-VAB$Xc=_;^MYOE`uV0;r1)}#w+MwvuD;LX>x7n)=r)kBBB;?5!;=d$ zLVg$i^AEk54nLP(^-J3$Q!HO@K8+KJc%`9IKbdf|=lDA#Jn;BJ1UzI%urOL1l6+QxuYfufU1 zazpZK4v4o(B2OBZ^1tZGkA0W!^<$2E!2P*7bt{ByAx3K$8C`C;JM-F**rBBv*gevb z&c4@Z{Ym;$2Q4j`V%0}qy8&MR@J=)yS%vGyW&R~%qHG`|H_^VLIw9#e0Ppbn1-7|NX+xx;NWm2Al{N& z2h`6@yd1jBYk2=x?*0hbH|irX*VR3xM<*=!Ppyn}nJoE~dT8I}sZ9}Q4bGUKb06!I zIa5A$W}r3lh?g@fmxS%oZdR`9R9PLYYC|pS?zR&#DyjVHiS5oP7rL(;p3lM5To|cq zd~bcnYU_+f{t4S%1N*Ub1v0nywwwa8%;u|>qGagJCE3%opkieP&3t$3W?|+R%6uZ1 z+MMQiC>EZ7lr73);DjKIUl3aoA@02}*yC8FxVSh)0k+pL&4KTf=Bp`|fu|(~Z3BfS zX0xUQ39EdPf6FCP0k-G~`>#kY^wgOsdhv6xTjepAr30L?YexXjRPRbDA;fh9pR3$n zu6g=gQEm&F>~9y_WgI>rx-%KV%P~xe;|PNz&oiVT1WVL=+oy%x}srqe^b97Y4(8RPD=0R-WwL~+*^D5u0ON3%_q9(!|D)4(PCQO3h)G5 zmTuI+p#<_cF+oIb&?WrZfue}Eby)D$$ zg;RQz!qlFoRG$+ZS@T|EV?

$b~#gx4aT1BLJZVS;(p?TljXh#OX5WrLCM=QRe^RNfhI-HF2lI)ZmJhR=?ebXqJl zE<;M#mB|M69az&oKFS+vYUr$(&lsG!k4&|&yj-R=oK;CO7AyhOSa1i5f{g3WEAIrM zq@aDb>vRFt2FoLCF5(>Lvyti&PnKF6&2!Vsn;skks7w!{B@5?($e|clUM@UL(xU@n zdj}=fpL`7~$+p0-!6pn13o<1G+|4^vQ`bPWv8*{9aRWnopm3$fGxR#QiT|KbqLLa~ zuRw^k(OCcUvabV4#S1V2ap}W3*BXvP%l@IzmRJn%2#lct4-q%|Fs1MhrH2+Q*lzqw z&>-)Km|u$SKkARL1<9|2^=@f%Kuw-dh!KR2j zX#oX9|0pr=e*Q;ECxhRNmJV5{s6>c$g!P+a?;DoP{am8qB}AmT*SOwUn(}Pm z_vS5Ig#MJ_Qc`|Zw80g`;hnI!P<&##!J0o0WW2!`jL11b98G-?Q{Vw{AEBgOy*fwS zJ3{;Ps0Wx8JNLdhG28;8Jw=g1if$T9YVLhfQmS2Z+^z)yq(Kt{68R>`;=qidy_8KL zUhNKU{wvT9U=U(;_n7l_G-Bx6K;Jp0jZx;Odg-Q;r z^z#q|!9XMYSKufAyLU=A-*}UvL3INOGur7)=nOBQ{N}~sOuQeD`f{@{nSHz_@#BYLnn7JI1in3mCeQg0GIy^geEJZ65 z!>+k#N8=k*Dlg#4jg)U4NMzNPe&hpnIDg*g)@@_;@+#@NXd3%J@z3#_^F!h>omL>)~QE?G*o?D_FoG6h(%&Q3asb&>ZuXtht}M zWlesO@EU4gn!AY)cp`(1&7b>#TQRe0<$$+ZImRBdg5OPUB;xCwqKS8%23KBTWy0f; z&qH>q@t-_kn_>JX=Hp)~vr4PaBa_d-k0Y~y2$=w64Z;M;FmGo<3*Wy5p-wUDCr&@; z<hqq1Ph&g&su_;+5XR@9g|nawO$}h;QBye>t|W5ty%V}y z7j}_|quk(>IAqbSz7u~!zjfUTa%TK_iDG_=6G}~r0!@L)aNt5f2Od5_pg?+xQeH>W zoh-d(R{?xb`8t}5!*L>isyw>5F#E#BzYifw=|3G;@I8ATsjY$dA{-4)jIv*b$9oG_ z(p}JawJZe>$2D(*zsw8s_Wgv#jXuoZpTw(=c|$AV$Iw9Jye4l9{pXVk2OS>zLjvU%3O}0W%{Cu*}JfB>X(% zT{5^eJ{ZnbKi{PZ2?%(fMbP#u!ax)Q zWDr2YhzPQ}dKp+yBcr1=pv3we0b%G3TuCj6tN|__Fmh&~;5*lwLHwzq=MiY<;^0_f zV>2n&3i9YE8qPhTn5u*($(eKKoIwfL2(Ju;=64nxpc6}`j&I> zNLXo}nU?lX+IBFoz+x(ZBmfpJcR~5$0p%AyMX%8!XJuz!2xo%yQfXXC6yF@eA|4p=}{b5HO7@08MWMGhicdoMMoZ^OI9I?f2kO;Z?g|(i?HVMq}&Qi1Mnc`=e}Q6TgaA1CHJ9py8O%0&*`+M?VvbUM#n;us;$6 zWfL&>iEIkz3-NUT^R}p?LsBIh5HuY{6mItRKjmhD1TCS6h1EGagh#w0w#~7=^$8yz zokKX3E{8@I^6Q&89V3$JAC?$5g3HS4Z*S%K3Vf9kO>2etPNXXE}3|fcP{5Y zu11r)dpDkVs!Vn$$+I3mUWa2nN)bv);)MYl_yx!Yug#3pN_;X67U;7JfN4T$33w>; zltMRW#oZy8K+UJH;?%qfi;ItRe}`Qg*>io?xEpv4fEG-yKVf=<{Oiaj)_pI}i`}`S zNxWh~{U^a9PucO;badM=bWl_12zNtlhnrpA7UJM9X-`*|`UY7NNaU1(2dp%ec6bl21V)OM!~1+m}ap%a?Of zST)E#`TW|uO=>*XfR^`+>B-#?I@#%X(=qenVP)MVk3=SJpErU6`>0eWFDEA_G|xm7 zkNb);6Ix};3C9;-{MOd5U%mtjT96v6PYvc0bMboMf*6JC=D!xv<2$nd%Ob1gPcJ8F zuTD2rmu6iIAv!)Z83A?vROfzG3h6AkHfUmDU}y02N~nD(LLZu5_9t!SE2iZhe#2k> zS)!PDc=P*JmIv3Y-l}Su(uh4e&YXjW2Rf=?4bDf`)4~o^2_=jsAcqf`16TLVQ#Ti^ z==l^n@Ij&7v`cM)n3%eJhtRg?MwyLy;sC}x2u2>guxD}Gf4r&)H?R;OSE}!geOmzL z6fD~wv^qe^2(>4_$}~277??8XYmtS4b=dX`*d84P8#a%Tk;@jd=+eA^HWVx!VkowD zAF*QKp0N9$GT*hH*ob4(=>M;HBTj`t*w4g7#|_9S#EZ-f7%+9GjNu5lgL<_;t>k$Qh3ucfAW~d#qaA zv!P^Ou95YwOl$K#;!Xdruf-MCCfe@vJbqHXI7DOD`}|?*$*UV4CRYb{|C{4W1zlcy zko;oTJ%d-jXf!Wuz%=&o<+WR2p%dEC8kfqbh zS~+p}&$1@_YFr*eZ5yo@BI*~;y&av35}bl$QUT%orni0hTg&1O+m~dWBkB5c&uvO< zI5`ogi%C`aXZ73fMe0O+#{U~pl|AN4ZkQa&|NBM_5Q^sV?8~&T?bAZv?|-$UpTJy> zZu<=CF=TX@ReAq^6uVmT5xrY*~8K^*GO5 zRl?ymy>d2RN-cyTMzNX55NI#9g|rCy@7uWjNw{u(#d^I=xjwdOp>Ujr%k8_~f9nR4 zMYH>oD#b4Wi{;MI(nH5*?$xL5u`=#liw-xDfzVzH%0cCyM}gn0?RCfXc<$UaY+H28 zNk{O&;bohs@#IvbM$F*=1|lAW)T&wfOB;Q+McRk`S{&uy~NyQZ_VzwRWMH~ z;M;7ZcNwcnH-}__ZGK|K;AipBzU-=d56iQwzTKb-&hf@kRDsdS;QX*UX%+!NG1+iE zyXPtok4N&%qwv~PQd+u}a~^f^RtghE>6SLt9c_=`R?R=elg?}se(q|!rx!hW--8c> zgQiyWRPv&7eu@fHXZq%=PQ&S#EBFZeqPyFIG{=1>+~B234$lwJv?^rTSRF- zyj_Efb9(WeQ!LWcE!F>F$kSCJF9pKnU2D9_+bQa_H2Gc0XV0Z-ty^7Hd-O`iVeU)n za+&61)<)gJbMJ{=8hUIVb^6W6s?a2lj~o({Z*xu7tx7!BVJ;MO?HDeJykeKqF76_{ zMVK(i4KB0yyynmSl~{?06GgpWliD1QBSO~aRc-uZuT*_Q&*E8!wv#lr8V_V(%eMcWOt%Ya}&UQQ-A&8T@) zGF|?9vA6}PJ^ms7&ojLDLLc2SaGdsrb$$T>&yYDqo~4``Uf@YNX@8OXx*$X{GAU)OF3Ot!o@1eZtt|y?o1HdCb)O&blZod z93Gx}QEp{<`!-K62J(+6$}c>AJ{7iVe}I3|30Z4Co_y7>=7~&Zt705-5BGH!>HnO2 zTg<6z=WzSdtMekyTXBmjMP~}Col$zR_Igfvdvnd)ug9Weo4SrCk?vYz;N5(&vGldp zm=N1r!9B`DEqm(g>~9$g1>N&vocl!Go3!6#P|l}_r&0&RqIQxcYE74Y}uwO z|2eCo@Fr?!yiE4P+9nd4S6-3)sKpm0uboVK*A^eSZdLiyefl9TzfaiPm9Wpd3RSoj_4dcga<(z1aLjWv$o& zHQUv)n?>W!yf$-RY8-Vl-1ER9OZ$fSi^#ChQ}eCa1#+^c)&lAvbK11xvpk(#g~3(- zJlOpEmF`ugLeE#i))(wVMMw2k&fT4Q4nH-Dsz3NGBg)jSmLrJi3R`n(=##ATVb>WN zA9^en__Hb%Q)&0)_J>ovwPp9dwWL};VX~}>Gty*fuN6D?vqeN`|Ju1vRNQE-qmH`M z6z4f|ktZN*N5Z(F0&bdz4jp>=tx`-F5+GY!+clgkC?_G~^OpXB*JaM5iLIja4tEyv9+jvtrQQXEuJrBsM0;XC`zRJv=tR8K3;ufrYZl|RV}5>C*WdS1CjLR6OiiF zLL%eo%1AkFGM;qf@RWTYPNLA2ZSo~rTUV}8RG>S&uEJ1g4JXUouaDW2vpw$Dag4m# z^gKCP5u%*k`X36q?vuv?dvyuequK9GuMjnS#IsOW#0KkWJwfsz^CXq z)R{v287R$=c5}KZ>7^X|HhjuVm=B>g^GP}?S^93tX6^jR!0(BVwpQHbSYY$%`Np5- zjh)vQlzY$Zi7(36ufMEer3$w2#+4J{{E7Ubd4r!nn_ON?Ipvo9lM^!}otk#K`>^QB zM-ACJmrBM5p0T$7?E511HvqNVP5JD&O*8pm=Z$Zk0KA1^S3a1xW6z$nHcVr&f+4H6 zzitzMHBHSJ$Q$`YMYZ4^MYaT5 z4xU~MsN@w_GCAwcpP03}Jfv$I@FDI<)2Ww^#}BmECcfa{;Qh0`Pjh|Ai09|yQv%Ha zn&M{wFifyA+A%t+-tt=pS6#oX^40Mh z;kvr*^*cAHaz3^-)r>wDA45AOb=7e0(Uu;rt-QRPe|A{*shVxajc@YE6Pz02<;CJA z9hws(%NAo3^WPtt_qpy_Ug`LyBY&12mGePiwErv=Btk)Yi@p2dg&FCk=E-vzt8GcST&R9CNTAEm`ev z??E1#lT1phKO(N`(-r;SCf-`}%IMayI=BTvvAn+b-ctnFkDU2!b=t`6q7e}@YGA>~cLy4fjs{<@Ine()z zrb^2}M6CA+=zCG=PtLXc=V?cXlRSc{JS0=9P+P+vi`*Wz zRjWEi?7_5}C|WGYi+OfHwRzWd<~!yCqE5o}o&lJxHs%cH>3p3K%pLcE%c@>YChasz z-bgaJiv#`gE)xx(Z(DB5jS2R6>i)S|L#d|b`m6I!!NFL0^$vo0QxR%kzl~K0J``Ke z!4VJV0e$>0A3CulZJfbWJp)$rP7NiHRlGFqVZ^Gf%6Jznp&5Kgx0v#zJ|B;*p- z*;N!4nscpNM5(XFB%l-fEqdrUHqQ*`8WG@Cnon`d^O z$*FDHe0)K(rTUAO*@hZM8|x^n+;y1z`f8IgETJ?c`ctbUbG}S?2PcSEJXy7Sjpc%u4HFr4FCts z`#KF2q=FM5q6Q{p-|eKOM(=k^3e!;qGL26|8fNn^YRt4u^OuVyT{q*t`X=nuTCsS# zqinckDBi&a<_(hDBL75O3w+Mpo?t}HPv8-2T)v!);dEI2Nn1m2C1!X*QuWJ=1V}c0%P&%E=JKedQK&?C#1D=JQ_iQ4b8MO_=vvEb$Waq-1{E0W`vali zi-F`?6)8i0_#gzQ!d3%{?*exn0e`pwYQe<8m-Y4aaUHbtQE?Y}9ICay>O^On%ISpk zdDSKIscgF@mHx(r@xt~HtTH^>_2Mx)mvYs#w6v~&d$)IDyiP%5KoVvrK2Z>mYVW39 zXBPu4lU+1i+4*!><9BTE_;!-9Z zeZ$3~FUYUnAs`@2;x!Ig+9C2|^bK2{#+ftWpqg$v0Ti^6th>`He{;<)-#thOyJjaC zCtha`TA2@CI_fWd`i?e3X3bBf?O4cR%gOBr^FQ~;Sj9une&k^&Kj2mu{WZIPz5PUk zhER~4V-18!G5wm8c&TMlS3exPM(>?uSi~igcx(l)^gHO@m?fs zwT0dB>%DICRmA9`UVQB>4%-FCczM%&e@Udoad7;ax~)Pb@5SsgM6Zj@gYdVI@xj;+ zZISOSrb))Q4xgxd_m%+I8FueKo;y}9pq=lKi*u?Et#Rq~woz@<&*XxXzjvZis=du3 z2|>a!J`DZB@mLL8=`{E;_kH{b)LH==#Bai~f(WOdxp(hY@!^f9>i3hS(B_ojvRn9! z)}xfkOX{EQ>e@0&Ur-Ev^60YTYEdzA$A2{e1x-g!L!i|0fc5t;&88jwwcnn~$jD$O zRa)GW$=Q@x0?8p8L?;NWLy7%kC|LJv(C=40fML+O@t(+2VNbUeE3CzRm`NXysd zR(X^dSh==rgLS`;-=jw+mzPrqjZhoO{MO7;(3)QD?|)X^qVdFnH1jx7h3^j@x_H!# zI+@&cq$}(gvBNS{y^G%|6A?dOQ9|uwKQ}1^FLU~^7!I^&w_5!eP_h*;at^GGqd_k(#EN3ITlY_bX879M@>Dl^>DiSK?Kd&4}(l9sOdj7mSf--r9 z36b|s(betcthLMkQvLj$8-H1q($9>Vwd|}>dw;F`TRl>m^GMj$7;T@SyMDgX8c%&2 z@`BwZwMpeIPol^Yp+ClpL-DLjdi316 z&d$AKN9DgU`N#d~*877)3+((QVfM>0jjeN6d|LiS4+BJk z@d_2y2R;rfnjiAk4bkhX7eBu1X5LI!;^k~5Rocn31l8=86HH7@LZsMV9r|(}HNw@p z)aX+}vyRoZ;`w^pgrA?N-*9)&^SCMlo)2HXT(F{TSf>zKIXOQmtp#D*FL|wycnBoPB7=4rps=(pMQe9r+L`NKKS zZK~F<6-$#q^rXE`pCv0Z=liD=`x&b;^S-D}Wy%jC8O(A%hqulSe#$Gfw2YX$GdQn2 zQ6`?w%+vLLRuvHSTy?3C=>CfB8xEW8x2jdK*QqEgD;&5s_pwfTr0{(IRNtDTVd|-! z+QnUEh0SWGI4>#DUD{i6VEOhxkNcqTf8iCU_GyD@2Ya8uh*TZl4=wQtZR;3gpC`Gj zlDv}oN?i9()qF4;Ne!)-IfP0wS>U&Jp8jvS_u=2fd{ng`@VL|(q?>(tIwhT>Ja^YI zkezlhp3KJQCz^di%1=xu#EdO;Rh&H;BK+-Ad*A2J7w7IX^-B@_t4)0T{N=Pnk#=iF z&h(hur``yyG}nsn!HQux#v7&=cus=#PbL?`3fj#kw-ly>Lq~8uF%uun#bT4xIh8xI z>-hQJ`rDko^U~V0aWBiUx5b`+pU=+aSh`{AIunCy?1R(vH$Pn^+F7qFsmBm!{~+|4 zM2lKwrPr}Hv?Ph5zC5A9LdpK}E<)o~)2&t)2Q9VScf4&rWYQ58{_E%EJ%693qI@zQ zk)lAt`ztbBJC4^>vVBwa3Ekew@UGzi_u*mY;ey?Na%v}&JLH{%+d8fuK70OB-3$4} zS8IY3X3Qdm(-bsvN29GRtv@D7lBap_-AZ=$3p6}O@&$5Z{?HxmaaAj9KDB+{^yzS- z_MNLup)>9Ad!3!j3vaexqOEk{roRPeVYD?so8CBo;~6XCmqK+J&v_3>ufM5RpR1#h zE1talf0s_+9Yuj3S=|pLwO=WeJoT|Vcqe#JSZ&Zcd}iS5NlOdsJ%2W{f5wFx?i2CJ z^A%?`f0}+oC~t%*NCP|&vR}UZ>@B^XPYhi580hl{P}w#vtKTkx_6vHb8BqZ7g*s0T3)%CPURzZq{RUSvt>4fyqr^J9ytRw2g z3j49LttRl3dt(1x%k(5Om8_zlC{vf;#QDJXypPOc%f1gv8sYOCW$IN?k(~Xq`zlyO$c)gDs$}cOFlr@8Mw+1Bj~Cuf6?oZaTubWsZ8YoX9?Ox< zXr)x_JRv;jwtgjcD(!(VpTS2#>7Wef2>%BU!Y~d)cj6VaF(xR%8z154MtA5ZtAuVH zn$=Tc3!h17F{!EBWogsveecgF$e&49_y*0K4nY8q03#j+um(-sQ z>I*F8ztohH5)rHCQu%0I(~(o_cl^5|FVn@(G+gm5vwC;sWbnR?XkVG0TudeN9554) zx*zbxzobwp@!b(4K7Q3mC+kO}nP2BF-AQ}<-`Y}LAP!Ru(!pC{V`D38&i>JV=flU3 zCKv?;O+|WR8byhXsf?Y;-DMZYL5Q!?cmn`SXK$vtLtbA7`;;@>brdJRPl8U%!0QAURAOH~X9rRkK&+ zZ|bqsBitc-sl>-0SJ;NvF1-AQ{{^CW*f-xqIH7q7thf#(f|3J(}Z}ZRWQy&Ig~fSdJS%q7a#}Ges%2y`esq^&_QkZDL}{k zjDi|fz#Np`7gM@9iubGzR&0t|($y&Q{Pg>!OBQ-Z-Y)wa!>RZJ6Qc%F_JeYA0TltH zSt`JK(#^5xkML~0R6V9&^*rsh(kkiIw)9dlS6wbk)CmUu4RJ9?$wPtB3Cw-3G`{4- zx|Wzq64rh>d2gGK+{wzZ&+qj)i+T3+CbfU~T-50JXJwihq^Fd3cIpFzqy3|ko*_9Z z0^dV?Y-bO%J^7*LquN=acIC;J9SST@Y-wc=3NaBZCmagtmVGjCttr>eq^I5oS$J3v z#`(|sWtu*h8B5*lan#3e#Bgu+zSOxZJlzRdP}n>=26mD_R^q2t2g6D6g&y zc+}XiMH5g##DWb3Y=EE?8wiTjp@WE^0s>0!pazWvRH}5O4nq||q!SDxAkv#iQ9(K= zRgv=VJCr2f_x)@A|E%@CNfc(Dd7gXEJ!hZ2_W^t;QAnZ0K7U_V-I!t!j$6(yVy9%? zWC>`+6UD=BLBTZccl>^5rDbK)YO8^_nsoaw8b7@Mlu#}=o%MTK6}`hgHlfbj`Qgm1 zpwL9(l$F8Q=uEC-xgYu7boompnLKLACqaaRPg52H znatYP{`xfZ#f9FIYQh_xjG=~Z_Z*SHDyIhdAaFF15zuBJM3c;)|bs?L%oj?Ey&X-6a5(ntFz(W z=VgY#WdR0N!UG`{MrcJNw)vm9OOl5}A)!2;3 zohPgRt}B^cO-lBtr|!AA@iUN75|P*hL0mXT_Hu^xfK$UW1p01NAmwCh2AJlkaX1b? zM&s^sd`zrsd3m{6VO3QX^M(zo1qPH*JKL#fWB;5!I(*YwXS8rK(7 zMq4NUP;yLnc=+~+CrR8S%j^aRW1>g+MyXn+)&$(r!f;D^fA*Mmdiu8l%b=+Hpqe2dq|~);-T3*Kq-|N ze~qt zq%5Qba}Al3WsWl25Orln--|}CfPh$t<9f&fB)bKSHZ?dxlS%i`UQ>DQb5X?G9kaP) zICvYPZ|W9B+S=PLmDrti=8tufEoT9K);x-ij^6AzEDu}%W6%Vm_la2*o;eePX8<3@ z!s>JU(|tZKPtS`MN{noW=Zjux06HB?@K37(RgIj$LAbG3k7CXvy5Y5f36(%34gtDP zu7g{v7pEmu<5zoA>$Iytq=`MsMyWpZ84M6|KEGr3eX0<%HWZI^-y_=B%q(r zDAXAWCMF4H=H@%3kZ0mGKH6x?52YwPur;AJP3^9YH@Yf^yKv<1QD=%FcdYRu_+irn z1JT}L)*1;63)=>Gf(EjsdX;i904Tj@s#9O<@GlSCms4uqr>wfef4#!=6xHCEyC&Px zSmTSPJ471K1e0??P7x-;#~vOX{1Z%=FanX`VPt%EKayheO&9Ol*)lzqhQlWmm_(1? z<>39oyyS6&vOH5)8v(u+i!h-MEd;ep4WmK<#6=?zz9oTT<*+$2x1kaN{l4$<|B`0X80j{~n3A``%Pr zE**aVwp2LV;PJf`W=gwuACGUmV^Hu!6iB`cYwL}rn~6y!BYK1J5Bc^ZGGc)Js0{MqeSTE9 zmVxT_H-DK?OHMX;G=}j83n)uAUYcFs?7F9QRqZ|ZdzES1!^mp7{RC(~ zt~L%KsyoqnGFCn1%5|+evXY>+&+4}Yzbh6TOyxsg^bZ_30ExX|WMt%?EnCFl7oG{F zAV2zN1fGS8$Tu-@K)()PMR$MZ07-hO80AdbjvF^_^oLCqc3XK%SwH@G>V^QcL zXd>G#DJ<;p@4&(QpN3>15dS=8U4GmG_;1nkn@K zl=^y5aQQJWLrAEpKBNiE$O=p?OZYi~mVOL0)a0%sJc7~_2?i&d8@CiIz%NL)EDG7J zJ2B0Gt7Pi!!Lm+3*;P1Y59t?sl_dBbwM`}l%B`(Bz(&;pig|F7@rNWAo0{klGs1Hg zoXBNV*LikvFIMTGmh$rOFe@E`gK9OVZ!k{k;~{$+VojAN=z;9_m24amIrk*p@ckmn zsQdZPYHJ6h#gS;+jLzv{mjlDr?VGw|-AlH$lU zqTj^{UH%MMk`)27Pni zKvw}Hge+2CD&2Uv&f2KC_SJ!bvkHhy9~NzETmL~@D%`%fv8sk7L2O(+Jl<$z3ExIY z-zvqlW)0ui_sDN81Ebfv{6Y3DY4}mhr|f0D3fP3@m!2N`f`h^fLIslE2g|@mVjOE0 z{p~f-xJV(gRq7Y=u-pe(dKe8MI%M{Y`uO7cgtJwD|J~%vOchKu4EHV@^SKiMyc1m< ztJb^)H8F~Xog0MB+WzD$Dl1F;@Y(k@CfaGn7$xlZS8G^%%n^@>Ya9BCGwG9K-W#lh zc(gr?K!a6>;01;jTv8-QAzdlZEV&OKuJ=d7{%WV^4tqes8B9aTN_Kzk9dlV`D`*QReH2<-mqt>${PNxnBYrOsR2iis^ZY+uR)aI?n>jyz}UnX zI82EQzS-U$3^%(lv;*mw_h4qpKXrx)Sc^vl!nfJOj`nsb!aU-(WIW~1?Sb@Kx&Pal&j_1w)%;`=y3jAD zCU=A6T!)B5$A0nhrXuITbd3sdTyf)4?8i*vHPaP92JdLV(Yi|Hd#PRgX%TH@rSzpI z-#nLcVR6qud+AXBoBLQiH9R8{rWX$Ae5NvcJYNAA_!A*dX#bM^(fA0)`D4I-g4(^S)Hf7AG zsIT%~sE-}zXlm1%y4AISLgNCj!0XnnTL2j18KEZ*j16Q|p5fu)CYgONlCL{EJEs~q zDlcBVSo-wom!Ef3`b!EHO(*Y}OL+dGu%tY}*JLhOT)IW>dw-C`KD1 zV`6Nu#hxnBMxO>3WnANojH3-2)=F?sCnk0$Bl9+N#bp=k9Wa13K3v2V;k%RgQ{A&D z0?r)o_cb{a*bSWJazJ_`NV>e;1Pv-rB2OJ3%bkuVc?yAN0t20XUjO2{Ub`Hp{|Fvr z3k=)#u!nEWSN^ zDo{YxM4nj>K0xl(qcBK@{|xFCw8Y1Meqi^{n0g|;BmL){k{FZUYy}OU>X(h8o$8{l z2M-%0b|`N6>>abu?o@Q`kU4$29HjmdZP57TJ$UWi`-~E^qYzBbc;MVkF>MhII%+$3 z&z{`5_emFS!B9R1EioAA?B?gEk_CXqB|7ES1^n<`sJ^*)#UVI-z<7iPasp(j)}a;x3n8Loe?JTz5%qQC!LUCshZ=q>FrJYXT2$GeSYgU46C$dGwsIZL zL4M~c2U|P4?srE9s*zY)!*DYpe*jB7l#ZgOoDn~FqCxfSwcBQ!)&&KHg*{l&3J?ek zw|UAM0_Y^@80uebD{TbB_SV)=QuCkH=)>G_X%FNttIjQ?_}YJI2{?4QC0k3@ zh)XhTMn5{W2fwzSSxn)&GvCSrJ1F*T*{RjFOyAJnFM;l%Ok@o7`0fZ?7afW_oC}y; zQ3;YTGdsI6$-bDsR38EcnKuZ5n~2)23I~x1c}u}gjui?cCAH!Bw0@b!DnT-z{ zpc0fusLNr*x3MPc5Ge8z8%;80F#B}h?ydOjDHZf)E32y9+!s)kFW2l^e&@~|BWx=b z5qM=i>_L{E_Qi|h!nV((VzZ38t+;JW3G$4PFUBcfTt(>vpGmPQ&TNOV8>I9xL|%k& z`j~Uiu3eH)e+gqa8md$>jT|g}1~$8TwZP&1jBkw*L1;0Fj|g1vO7u?}bkQ?=q;cOp z*Lbp{P9iqA=M;jz)fMax;&1@ziIxCyzzKqtId(F>M+lMi+`PHa5yj_{oeYq)+Dd>Y zmNc5Nv@E~DX=&lq+t&?n z=bNG;sSt<3yFiusG5gBZ)s<9lOClKnQvITU#5hoEUIZ_sd|f(~uH(BCJq%Km4XAUS zk$UDJ5_o8=XoIaic%*A6I*%Yav9+17);C7tPS6F^d^GsS=zm6j0aM>6Yu7RoAgi1D zvJ|=d*`nO16l*8AhTcVB-SLlJR{=;(n)~la)ru&@W1o$h6Y|gD3U%Ef<9rnWN>MFfbKOGu*I&{&xj~cZ(u00D0+f(XNmy!1wJ?nc}!U zr1$1g$-Bnqmmm7`8(or<#(Pa@0}cn7{sCDHg?KtN*Whs{Pp1Z}Hb4|ku`d|7&&a1n zq&Z#fzURTAdOrNYyi97`_-8+Sj~D^712at+e6Q^fkLoI&CC}Q0J;^}L60k=s?7UtC z;uea%{@b*6qWT~jfJJ}RoJf#SFX4Nc&2p4|dyB9M=@KaYHoFO4KjcV6Tb=YfkN{5T zcR=<{+W4gC*uNEb@tPl_ON~13|Fug!+S)9|o%%7))^C$D$lnDDT<6#9ig$dLd-Ox# zs&h;8g1?$>sb_O4TZDs}Xy)d6-mTK!KhkOWWpRXnve~Y4D;nngw-fAv{SkPq0$Wh! z+uzkP>bcW#W@&uYt`~DBU0b_5Lkq&~=6i><7hGAZT49Jtk|W&$CLl&K;2^wA=s`5M zfFtldbUt<$nu{6B=exhsFQXk0I$XqQFf`p0Ev$WYaw+BeMWj3x5RQTcXH#QtlJnyW z*ICA@OxopbcL`ikPh^R7+<%hwRib;L7q3Zi={aQg{!;0C2igqkY*ZznKIE_xkX`E< zLUloHRD(({!PZ1dN{X425sB)Lo_)}tJM9F%)oI*MWgtqB&cu1IrO3JOF5 zeA+JdmpPc>g|`g7<7C#~tn%%LBE6%Z<~E&}%lgxfL>akTD}gfN7^EWMtB}WSz7~WTo-~jw z7?hTGbp4tg)0sRv6O_i1Z^QJ;iw(GNM0d1-XG$ z4g}nBOpBbfkbYyxm`}xZ@&qYXZ;O-#6OgFE4{-$V)>$gpQjNKi35e{)4Ss8s7PLyp zoPHnuaDAWByMcRj;ZmGOLyk2`37MoS;x9KZ6NyHCy$1j+I5gdusEahct@T>_SOfYS zSk!Eb6d0?p_eNOp?9+}QB107kpIU`cPh;H1@w`M)#(IsQt0~@3s z?1%4*#S`7Ji56&Xk!@`C*{$KoAvsNytxR`%?&Ciq2y%*eI}p$kBr4=} zntoD^TESt$Vc+}g-nr$B-`q29HR9wqJ@kM}GSQCSlJwN)VHXbvAAXg*dI@`#(W|8E zv58aiMt+*LJISa`8mY;*Z~pb^7nuOVAJZc~0kMpdJ@qZ18qxyXjl&SA3l?vPw#~=I zQVNEKbR76K7@}uuW3z!!$|;cZ%yIo)4BKLV+q^5 zI;2!w&l~pMFTlNvfXTf#yO`6&OSs}CAb0Nu6t-_4rZ`YI_kg#wE|S^hec@l7i2p4P zDc91_QI_pcQ1)V`mfn1CGZ)Bq!8eLNRd_qU=jUis=P;{k*^Ly zD~(fTrSx+0HuoPsR6)F$R{_-Iy}PJ3F8YJE_drp+{u4CMYhuhV%Q$Ccg6+Xr&8}oM zBl28{!AQqFVgb>Fb*6Qh@w(O z3?;PI?@5Ym$lebz=I9Tqr}WVhr`8=qT18ujQmz`aYlhL1?nZx`dn^$0Y;_{fM~!-( zkylVCqY-#(H;2qh$a`^Ml@qxD1kYr(rsf~45-@uA1rW@HtUU9Er>#~&DPOxb*xJ0@ zK=Pkm+IC$#$Uz6ZDiliRC`?>A<1simh`Fr-rNFicU{!-Qv&hfh=S!lIy}59r!q`aU zRQV`}_cEs^ZEKkj^gBzMd?Ns4l=X^P_YmS)LV5uc<>%Kve~U@SDQz|BGhS(zy$Q=h z@8lm&PFa~BG#mVw#ryusyjUjoo(=9WPR#kzS2@vfkbQw$3YXyLr)f48Mpt*D3}Ol9K=}Gac0* z(c!>j3<1}YBpn~fh2{icMbPDRRHm}0LZ|lgo!TYH=cPF5V`f|--<;sCF8bw?ZN?Ec za>omSbda@bE%>Wlm?TS!z^q3B9-XD&mjQ zND4)+eJ79XOmAFH?#j|hdp#AhV=f?NJ!IB)8j=_p53C8^BT%1lN`ZPl{w2V)8ry)Y zj1fzd_^9fn6gR}M7AVnTiVYTo7CUBLN!*!mR>k00!d}-O>djI%=41ouT|H20HCsy@cUW8LJBGG}E##G7r~){+v3j>)a* z9bekot^lC$2R=BaF5lbMEz~Z#9waCIki<3(@ zo~rfo+A+YGHNc$_1b$<*Dp9H;p^inf!3ca6re(|a3GZ}aZHr|#7~f`)X6D?qWi0Qs zP=;+$;sq@pCoDVLnL?)!EdE%?>zeEbvd3`{PJR7=o7joGKpBlGlBJ=qVt^!<>O~G3 zmEYLd7+OejnV4ww7*Ye>hd*QY`<-P#*9MiG>6t1Iy%(G2PQD-vRdVB@v_jkb;%?t+1B1rxYI0CEF^7mnE?KZu{V3gcmg<*ePT(m(Rs@CY$@!8! z)?5X{(?gh0vN-=21|Y5_J$=oCoSuYC0*2!Tg1i0w z#AlX)3g41ZAcFj>SJr&GY*$qEs)3;0r#NIb4`wwweYCj>cIwGNB4RRWw}Dewec z-bd%_Q)SXF7Os|3z~GnkLO!?XhzKRMofQ7E9&@YC%vFU-HiuH4)W%Qmsi)CjGD-dwRLKu1vj8A3oWY&T4UgFEr{Czt{0#-$#3PiB^L zcF{F{(`FTe<%4At-@jmQEjlJXV}C zwl6gSH*MOq$>h5*fFPLsHf~uWK8(ta8cC z{R#8@G#A!z9DW3>CFw1!PhsvVkJ=gC^H>4~Vn(JX8HI`(gbuoO?OP4w$a#p{FyRD1 z!wiQ+Gb_%Rms=#=wQ~$>Q|_({?joQDtv2dh5FJMnNz(ChDZwHf2YS*5EE}Ij#sKPn zM%ruGkQ@mG*dlUX${zjp2lb|UfUmDF=N_!i51&DA^58Tz9pEbYC3Ku^_?ubeW|3W} z6}(wMA=`IcCV;=D^779&_b-E-Mo(`U`19I!q}kq{_{7j{HXoL`yzhQ37(e|Gkst;^ z8wir`(I0J|z&PH6vJsizpaA*+rxZ9~+@yB`*_1NYOHE@3V+jJ3z9QGMVTWkdedLC6 zecnDk%HLH0c2s=B%G+W9Uli8E*FqVI8dp{_m!O~uz$mV<`p9jamF7?B;YmsRq$*)N zRU+bKkd<{{wacVm$|n`aEKV8QOcftys-;Fsh02;!8`&8kHZIyQg()%4BO#mp^r^Is zF-%BE9zA^c5Sc7^GNat?WzbM~5J-dT+>+1?wU<4A?BqS8a<_mpO*yD-^RHXeqKpqs zJ~JWeBl5D+gCik<-R7=Pdfd3Z8jF_8VxqE}I~@LyoiWkDl}84$@b8Ctw6j!kMtDTv zS(CODhUF>1+-qg&@;uego}=C8&y3MRL*;e~nx@wn$N3z)q5jokO?rCr2&1`4p$T_& zbult*nvxnn8p~)VKL2oWr)L+vP-dqmb`$r(RB9FiD46<{$TNS3S_nk4ZXnq3dke?e z6pH$vjeV`ljj3l_sGc69yR9#K?2X)!u}3%Qxc?8s_u&H34SsiA% zbaLN;dsrAVueb-YS_@jOwf)kyS`uY)5oTIj&Xt7p@K`f4>zN-i3XfapGX34K#tD_! zb-%#C_D*d{;6kxdaz}V@k*RipY!zIfho#2e{#rdgs<94LBS<%+nvun&J zsIC1AEi&Am5dGz(U{)lDu0|?G&hn#ofg`yJk%lxN4awAVfc_x$B-n;PrY?e3W&7q5 z6ufYH;*yjYyUo_vLw{J-<^0ufD0QN8~=0=FP$PmM0|2UOZA#_^N=MI@LD+AI@ma zAyHhA3QrjE9K+J1p~O(($syGNkj%_5Q|!i2bxcb8huRv8xQl`hVA&z053#`q(S|M2 z4mo0dj!>=8w%QX*+0b9J@yKvf#^h`Vxce6gnsr(Kc-{GJZEbJ5WzkdZ!9WoIeHU(W z8lW`C+05y-@t_29s2VgsQbE7~o*0=wgxqb7M?~&KJD>LoJW;t){Y#e^o(^I8A+LAt z+7%0aNnLhf7H5-1l?*}N;d#X^%tKKvcrIp=&H&cr#DAU}Zwr1$wx4Pdn1$X!LGiGh zGqb+<5+^vP6mpQ*ubaraz{Vyq-o8IQI)9AuOg2R4qaz0JPQxTU^25c|t5>Ty?(_}` z34xWiI^f07N>PmrmFH<83SEnz?_IwFk?iU11%1OMp8E$!TQ`!AEJ3%Cp`~iyoO>u3 zHk}`Zc;o4WO@&I(x@HJPdL(*`^oWR)pgOT0(EIcF@#9=ap)P`m+Kx+8SqohzIKj4W z{)x1D7!Zk{`gG8CUhM{Y@a+#~p( z$`uoGKU_wXZ1hRrCWV2ve<|7QHGvrtW+@mK1}y41zuBa+dZ3aMqV!=MxZpfixYk%dX**;q~I z>jM8J&vxNowP9Z#qnE|3t;UZ*SEMtG(jvXzsM)rIojfZn$@tC`%C%RQu8PvX-M8ZE z5o4sD!hg6L{B=--a4D0Xo;h!bI+kzD1|V2i z(m#FD4USoX)Aa#D2^zN>36(hkTkzsTktjf1Jt5N*(WIVH+v^h>Z1hZZ7_~TIxXA&C z9YN1n*+QN2a%)TC5n5f8slw~p0w`7dy`b^N=S)x8187pYBu#nATQVA0edoS2^{;|;wkb@W z=1mez#*GpOHxKYy3o4V4&ull`xfR#|gaSr@&yjOiq4oUs$yOaGeHfoAQ& zrL7F*GS}9v$2`7oWOTh&Dt|Pl@GW1nMg_oij#?zk{VWkp=HDvhtEP!EPMnHHZ-t_)$d0Zw(`jux3B*oR zUf}j2p!j0ywSs`?h5TPo%ygmz$mw<@4f2Tz2L@-7J9m)y7r^8y8{v|VO$?kytQb+k zWXGI%R0oo$TDFmgo5vKFyvCL)#-YbV zj&u#2Xe=ta3$6);W=NW$@W4)i$K>LrOJgDKBpwB%NQa2!3I_T528BF+{1i#y;WR`jbWol=MHvTPy^52Q(>RI;w8gllVSR%avvLkSRg`YevV~Ol6A750`pF!&pY8zM#^Mo8xtb71Xh!3P$hweQZ){>RNJ9T_&Pnr@IzYq9_e@b zr7`HlNeeyE)ZV}zCa_}FDsN6y8LWZ7(3+-Fx5@nG)2nb!+Jgu>1}Y>kXl)zToUR?z z=@FyQ%qG~Djo$u;j9Y1{v3HTUrJ`TReN{vB=YJYhU2x3O3pwy&ulEi<#ZqC5x*_L{ zal5Aj>T4MvOQ~i>2{MNY%Z2ag6ODZ6J3;qQC=%JC8ELCFXu3X%m#2GHnCPNjFvkJ+ z0>>s!EnrPge0rn4!1~ku&4a_n5iG~z4;kyFppGQ4EP3fr!S?pp9Z#tiT`d8}kb9?v z{3EZguylB!mav?iuWy$$xh)PSzk`>Y=hqls7gqga#mlq#jbc}uYHqocugP!F zLfzk#*>mfNaB+bjSznA-XcR<}au?seH#<2nk$hs8$9g)FVoMFluI9fSM zN-#F^sy<1+@E;tt9OXxr|5Q@t^v?M4rZCYh!|Hz29Mj*0)g9`-)U?SfK2xbzL+;%> zgG6x4z@yE?iy@@o_Pl^de3c|Ln(Akcc!rm)AE@*zU19lGe9qB{OqyTf9noAdO_PL) zwKJAOy^_%7G7{nM5$nZMQ+fO1AR?-X+VNaJ{SmkGwA?9I{)+mi>}Vs;yh43itF$RK zmF|$L7xFcxT8}s|`!mW6rRcI_|ZAjO`o`|<|<N#+|P0#>SEYSFwAHn}oow{cZVvN`S_T zj+EE$8tCC{>$}5#WU0H35L1r0Q#RqK$B6K9I6ms*N8Ip%(R#LJ@5*0@u;IlbfeCVurb)?`934QlWtx-*Y#m2ZiHrCo_`x=&kCuK9zE zRFkN!7f3ZgUf$27DI(7r)WQTz~39&~^)Av2ggwybBnG7KJsb^nQZ9kYB%PYx{bZ zqO=PanbVfZ$G*7WZ{vJ;_PqfLt|8ma%Wdg_;i-uruHDxkW#0D`9({>xcu}4=D$~~c z_neZB;v)8XR}qD)x9x|6jP^50$+|L?+MHDxa!PTvaN2r#QE`4}=2>0<%*fQ>EUa># zSEdGzWoCO1#GY&V)zVO2mT%><3pkS)FE&_rGR&!9c;dq5bAh+Iu4L>==}o_6%{SC5 zda_MIw8YJSn(Wy{k|Oe|KRKt+#25VVXjRw7@w!SSW3>a4=T2Q(d}pk>FKx7PvVuo# zeha<4fTfb4QT%vswup0@*@1%=-;U=%V_X$<%dRKk>zBDlBf!Ei&Vx>hVVu|0U+3-X z8x1EMZLp+M&>@1Xn+sh|5T2_#uZX9nY!x|?Sazo7Zr}~@;_0iTc@v<0Mnfb4d3*t+2StevtOSRG2F7p1M zxcjUn5WcR`%_bjeb91v@+hfV!H*Smpw+B@@;iC!)v&i+u$(EJBUG+1S>%#4O&!4v` z+h{i(S!&cr6+HK2dWK$N{{PxQx+P7;NT<~**kdK6%Pe2Y>-S%HC6K%10|43G7MA$NjHcjwtl zFIe7<%L{cJtVz0lQ0t1CtO-%c&wMeL2o#0V9%zy<;wklF2_3VX(Km4vw2(pB=vGPL zZ-f)!=w^}dzZ=B5benC7b>OJ+t@h6-at_U0I7OUC1-}Uw5Nu%@GmiRHr-AD{{*#UO z=$UucR2Vy&`fP8Unpxa1Q51LM!NzT#s!CUXE_Pz*@>$P|Q$i!X_OZgQlJgWI3Vo$M zvrhEtK>nWl%mx{9SLI(>X;I5`l|zD?YT`h!sF?k5#`%$Sf~~Tw+tc-k<+jgR6aE77 zuY?7=WY-2&=lDJR*H6AqC?WTYXbe0eP<5a7Ai^%f%JCp=A)wBUNe(VN5kc>2#Nb2K z6#FIS<=2~8<4y6+#;ja)@5H(H`nq(^PT@kGehs?47T>>qEO||czTj@2@qnPk;N;%C zOYgpDmsi)=r#c(oyf1v?_&U;mmS zu-AWwugB5Ud)<*omY@>6P}3`&STZ78SJF)8>O)HGXIdJN{GhNJz?I7>dkFZ^HGS#Qa`={Y}0SkR?3VLWxCS3N=>xy@wuj+=AvlG`Sy*sw(o`UgmH;X)sSrj2wZ35}73PkS$9j#8D7y%6T1LED?h z>d$lwRyCPp{9>JBKVb@k?TlK=2w)3?j7sdTG62O5cZf}^K?U;|CRMC><8Hn=r|eeH9QUZQSnMuLIX`yHmnCPJphT5MmVjc zpI1T#3rkgsP5&rM4wLri&l)-hpL``C(}ZhK`h`*NXtLqUo>AS)A|(8zn*Wg8nCS46 z{tfjS){=)Vle?|+1k7QsBS$n~sEt1J5Od)`Mh~x4B|IIj9+>{Gl!hvbUvNn!@+%&m zQikJ1ujPX3h46GGjVY6U`}KQ00!M&+n|@%tghO1pZ?n<~D_%L?fUPh&iLNk?&^#jz7p76CZs ziH#sUr~r+1=_kUGYotPwV-NWI&XYaoM<67{IN}QerH}mm)%(BKC~GnzcY+&vKSg!J zipuQE7B(%sK_!QyVSV!ZMn(jnbC5Nv08k;laAkDh~}9yvNw0 zFA7T)8e|xqSnwEuLG^xz8!1Nx-C)kxrg{sO1F+EUmOat|Yl2ide1dAyWKLlDF`OQ+ zx&EgGhX#muFgF+*mChk2Mt=UVh7tziP?Us?SDmof=)cZ(?w1#Hg)XVLoXDyjIFca3 z-BDDc5DIj|(8eaT;u#*)lpH{@w$Go#;eJWD2e4Df=>3kiJEs)Hc`?;T0e2GmHqesa z*R4|!=!d-;&J02whiaspP}@Cc8cyD?4#v6|@{ZWNXbwz2<(U&0mzuen>rjU8!bJq+ z6d&mTm>wN$Cr$L+Dx(i}OMylih%QTYtO_5&_pdtS|FIm5kP7%RI5cFF*^C&Lp|xKU z2upv?PZPDhEM%Pk?n>|d4)GtS6kpcYo9JmP3W#D=O@i4EtEI}M3$M7QFX6e8hE!vgc{&C~T0ipsqD(JC0Bhhz+1T0H0PF-_P>< z*9*|X%M$?~9vj~gF|bUCFblmsJ~mkxGPDq31B9P|$_BrFEe8!Lg&3TyUmpue0b$uE zK5-@yFG=SH(I-On0g96>=zY-9Mt*2&8bRmkP0?MB`?x)&Nks89@3srmT&0T!(dL#G zB?pAG5A{Snx^hZFlIv|^0^_kI1mH!8J9XOjG9V)PAH3|onnN^h?RJSPfUCd=d71EY z<%WIY*yKuhrUdpRzI6z4M8%|X-Z3&F0_2U%^VfsGxBvv3@KAL8H0jxpqr$x7T$61_ z(EBXg=h$-blRk`XB>0AKy(I3?N)dl{Oul$1dM#YRJxIlHT)wY4B;njgtwVd``~o+1 zJ%JRIV|vNW?2lte5NS+ESG&M-cm^@yOjl%hzh`TNJjePKIc#rv10BeDYb z;%S{m$eBwM#rZMmWUgEcWqp&Y8kcJCZtyXV!#f}-Qd0NMP?9M*Vqpn>30?3RTJk<& z3T4m1U9u}KPtpR1{Ofl=UNb`18J!Q04&+e4wnt3aVizE1F^m1Ys_VFgW zaB$XXZ6Am1ul0`i+}#D>ojUuveSu9p^xh^R-{|FMthg)-j_T_Nds<)nx8_ty;QD6ytj6jlUu|$XCxhZ`(O2;&c$72>pQO~=bZJ}c0xVI zeeA@bsgg?g&om#;-|n-`WYE_f8FB@vE|Ejkm&f!jl+j9+)bQbvvw5i9-542UV%&1t zn6>6VwltItKt7V54*$0C{gcBQwhd~;xM-qBl74|*aQ;e`{Ks(TK7QfGO4yM1i9Jmh zlU0=0e)0a)h{D;rD>Y+g{Ilo-#gGQu+&PPFfk$Rvz1Cg&n_FzxnOC=0)+TA#$K*uE zZmJ)j!w_6bu-ud_p3+X9+7T%{(PPpcSf->`=9G~xY0W=8UsO^k#qb4FmAce?%2>=l zvQi=DjDUmU)6;6y-Of`WlT%)55x7+F30#R6YF zwrfn!+%!ZdYFykxt}d7nCnuYy=)IGDZ~pZqtH6jN$|}ZrhzI7Perb+Y5BD>!t*F^* z2SlP=pF4TAA5YkvarvdN1zIrL33DioIL~i$MH^z{P3bc{(qgvCvrE3)&Rh%vxmR-@ z=O`n0Bb8p2?BzY*6Q@-*xI z4yL=kJc`X~O-Ein?6#jHTHvw;vB_T^!=hjRF641wPjOXr@Ov2e+-^3R+rdCLC9tX! z6j4b-QQg=bX>Im-Q2smu%ll(|8vYpec*K9 zO>~&qBg)~QXFf3R9h%wFVJYx9gEFYqS+8TgLEY1;@rm>24ItbB(P!@MD8K&;Q^y|t z9+Z`@8{c5AM83<1-o2+JPZjHZ`Z2?G#+%nOA!BI~^0d|dZ#`cCGE%LGxHJ#DQ$p|6 z_Z8ED!SsCp_8A;P1(3c;TNvFjBbZ~7Gmfap(3E0h|4rbM05J(U1n@!}T_G=I#TAcd zZl#OaJUQ9K_u(Jte8DQL3MEdeUeUTq7_Jfr(wy&~Rv@E*)5l~86mP~BXX_u$WXezn zEQfIIedpnsx5FLW0pD|Uv4+u`I)z~$zHZ>7e9joD)qol#4DKjwUaMbt0Ui6)cW3zZ zo!=}6hc}XQ2;|qfwSq)TUELoX;u(QTntlxjLk+85&X3d+au)`WsVx)$)PSk-idpFj1(x7hfX$7}Wllu8E-_*-zT z3|YdMXfeNhLN{4yDf7T|p3v(90|SY^7t`oob)HTNL#5b*r^B?SgV00Bi}nLK>kdMk zo?)6}-T;WEq#{N_Fbw;Jo>~o4e&Ka-c~=Fvq1yli^e8cr@8|cK&=p!+kHHI^z{XP_ z0-SUnuL=Q)Y74~PrG5t`&A+@&{}f2{_{gNG9IKhlx;9cl9VJ@cw!S{&e;&cLRj^GD z5_8t}u=v_~4E88r=^gUQH7kAZ(V_3d>Yl@MaCcbqO-i_k+w3o@Mbj+Qii(Q)SOp)% zBK&2wL&sZJ=_7uTiw`fR@^1zkC?6u0JhuY@rQ;^uzegIY zZj)7!gi2HKc}D;Ic0|WGub8WPH%=Z<$mAs?ZZBDNPsu{Zadun`g+kQ@=g>p-0>gy$ zxZ8DGdHz2MJCnTf66QgFV~YHCIr7KVnjmD@O^(zNEnRwgdW=C;6swR~1b{WCrm@4$ zQ(1)2S6{CRhJFeBF;HY8`qd)TfgY>WZ;2-KBk-%c6X8RiuWtGq`5d`pakw*bpwFVX zBk;Wo>le5O5`80~TN9r?l)EtPc|fD!Y%9RR_;+^p zcp~h^QX*DzDDb?VJlVZw%|o+9j(s{V4BHzUP!PB#H#5GX_X#yu!&2R6Z}bkt!1%`w z;&lM*hK%*`!3E@V4f07uKLPh3kXxlZNN5IZbq*CrHRO{Cwj6Ny&i$E~5}k;T{UijC5n!}weCA<%aNGmjQDbOl9e=d@3X@RB=vi0q`@h)T z-SyAHXW8AFL)ze)Bu{;N=&Y%%Bt=B^&Cb(~QVI|tF;_8Q1v-;HGd=Q58BG{1e!yH0 z-0{aQOsa6NPk#O!5>XnQJkDRAnDaeJR2cfh)m6#^!~^*lVnMBBje)(es9`vsu{Tn} z-lr=mku6^ydW=xR8RJSQ|817J3eyV==-aQ4(fJq$h)4+Xe^}yM0R85nI zbpjDXz_Y-vKEZ2UJbXyf7!$!kVHs-(8$cXP-&bjIu(Hw#6C6G(kOX9ZoWU<@k+q-DvXiL6LIywjlEo&x zt*ZS0q*XVUJ7S#e|FUr3eI5&rvkN!@a|Xl0U5DL^y69IGO1 zy^HhL9RQ?xL~K2ATeEHwW?P5AC?y`Ihyk@Yt294e1wRmY%_B}iar(}%`E@A{kGr`Q zf{-%=1(z!!_Wa;bdk|%pw@A1&V?)Dpfso)Z9&`^|2xxHlCd0s4&RfCY-+?$p5kd@X z55vLpA&~Z(jusHB2$u@9Cv5?z(Oxyc%Z@~K06(W{IAj&);G6@c30KJII}!g~Br7hC z1bYV8FE33MalkMg5Cs)dXHaW`An~txep!~lhEVY--CDBhknLbw$-6R`V*u|?uyL>E zPRt4ewnFCmz`KjIo|Zpc}QLWf085h{Bwq} z1}{TE%&1OXxjr720N@j$LK4EURWHFbwdx#s zMa~oUCRTrDw{0$8EWSZJQdR1;s6*hTGr#3r!w z*Hkqy{y6vW^VhU;zRnnaK!-g^4@3t(NLomm>$2+G|Iona8b4b}sgcol;{D`DO-es= zii$IhtSfSC%)I1o8&fVERI^=g**Pq<#x?&gOn2nna}4wX3~l=+f=qGQ?o$q6ydpUF(h5I^i%vwl5J zUe6Osfk$4)_}cngQ!d?pjBT=cId@9tPRgSju_(g)WOZc)+Z*~FTb z0wI^TmlxwSXWTItw$}$^a)$zRp=Ip3#uc3zqPmR1<= zJ!4WI7ng4d(;)^qp7CCkBrav;j~T>o0fU|7vFhCB#=6x9LFpx>09`!8X+c%ZmH0@J zf&gZMQtRf@E1gGB9-_oxh|qzws8}K;3=lNs{aHIhUBc(M@XISd)kNxt!;_FD=PE6% zSe}z=uG|x*^29ggU*F@5yz)mTaH;>v@+j2&qD~6UX~~++aX>;Lo^N0%AIaC4nztnN zqCOgKtaXMB3UpPW;8o7g&rv!!$8ZBq<|PtNrf>-(tNN#kabbTNmux4rMj)b%{cB&cox9FXr;mK|zf8_kDhO4*)3kwanZPDZ=t@Zn+@qyG8=lewa1Y zq?=!cA=E6Jj(mexa>@;UFhaxXc!Qc3dY65|47oD-%Ovxwi>^ol$s}1CK0*d7N}`aF z?vTIM(f7_q^#U&mhOU7hjbIUJD9^H;kojmAOg>m^yLbG;YpPBX$+gKfsPV3WEQx zshzD%lUi1M1G~7uUgxb=K4D3cYZ=cZ}m2Pd3(^@y?*PjYhzA&PbPQ6qVwy>NCB`> z9aGaah@gjsg|}gzHJU0X0oFeb2;jDQGO$BLgdJ=5HC*c!xcoCU6oFqsgF0G5$8iyc z*}x=gzA=bJ76ygGVaM@9FRnH$T(f4)<82ON1MlR${r$Nx@%vw|0($a!W%w2*$)St= z_U+rRC?GMK6CBigt7A2rWt6VFlM(N8FZxRQ)nxkNl%<5#*3JWo3m> z_Ftcxutf=S5gTL!3=-=~wK4OsMVx zqCR#ad^ns_0GgExwwjuou3o)b%zV+{pXux5eY|BNWt6e3Tag#(t6v5?-?drvnwiuC4g_Z3u0>2k3sco&NJruh`0+ zu}DJi)YsP^i1+mKQ_~BIirR^#O+gn=3h$Q-cAZpTqn0Z z&a1EAVA`B@46DEXaak`hq#1K%F{F9he^&rU99KXbM#P8&BTu6p z6%b%SvW9!GLC|E=A%6Z-f4a|KA}-R9mSV2#T?Y%leJJ)*u2d|1@!|zWFvCg%KPK+v zBnm?O0}O2blZqM6*Kvv z$cu~t+w*UC@)ct`@BB~Sy*)SPd*u*o@)ta3O@1o*Tpsm^FTsql&l}xr)-;V z3!!58^*>)%X(s|5>YZ0%r|v%r4t7Ty`!5V_hn)Nb*aFwb`kNHeApU)TuBR@3th}-^ z9~^l3Y&*+1txOiw(~93)cZ!K|fNJ6D>$`sQQ5zRnM?D2nRgZ%jhtw?;A6(|vWTd+i zjN{gz&#Zgr*vSYB#&CCxt}dPc`(xRvRi_|jxzN`7JFRpv>nZ{yjtA8Wv|v@S{3) z>C#RZ_PGg~Ht#m~B^QFb@nB})JHiV#O#zA|hOx*a>BvE0Y{WyR&6^M{B=D5(8jCnh zY`|5QS5*9kNAfgsWMDWG7KJV`F?*bT_6Z&ZXqjh+i4qhSIIp}yQ$@S~%a_|Yo<8A< z55wRzebkfjp??m`71_bQ2DoDoGFTI##TV1q!?&4IQh*CUIC z6fG?+bTTP;y33fDJbY1LtPwQ%fT6~s0GL%0`er6NKklBHJ&(AsmYI1mi0yyvO|Kfm2O&Em^j|y?_5cYhV{Pf;Sj@izzyg*KCtKeo{%* zHhA&Z5-w&ao&BXbs{bx1*os+o`hCu)ZQ`UK7SgZUWRZUi&;A!zw~c|3Q8?^wxms4o zq@f2-aRH$u->yMuu)BuaJ0wk&yku}Zz@Omi8ZAN_I(rcKgmLt9&)afxh>P5$_e{G;;o+<$H3;+SgOBcg3e z3;PzhegD_2@O!V#-MLuHgy_2`W}|@8aW3zLlmiD3GS^<#(?d61B{9L{g;%=c%LsHgCNJ#v7|NaR*J-w&nP>8@1dF2KguO zVXB`C7#;{(+YTN29VQQ6d;@)bZWyPb1KgrM$I<@A3*f>P_!lgyzp!iI7I5tB*_GrL zLfXC+zxDd{>&3P3uPub7a_hhVF^UVr?mvC*+-vkGo<>LCLG~1e%Voa4duBV*md!tI z37=p6#hgV~u3UKycrPa>XI@hiyD#5)-bXYpaEg}mYG*A2poc7x#2Bzbo(P%m#2>2e z27JKE%37ak&4*ff@ro5IHi|J_`R&Z)XD5bK3U(UmGp7r%p+4RdpI=C&y?=lU}L zyQt|E{+JU?YM41-p z%5##&_CC{fX*x6KHzsrD#gS-ZGjSEiKEu@)BsxU=M#_rd&`@Qf9yu-kAgk66 zxk(3QO>MbndCSp>TQjc>{NzkThuq@RzH5d4> zi<&;xkIye@Pb}4QXmv7S_wIENFJfbJMlJyBwL5m)Ksj56S50I~2o-)yI2Q}6k~nqw zEuZ1KO1a)aMOw_=g+>D+OcC57D3wLyaP@}|1snsf?0Mk{=6+hupQD@OP%=cKgOFB| z3JVK^*%0^7E$R;qC4;D5W1PBB+)c2N0m$==+&(IJ-8nZ2KCqOw@Pj#Q5RYeV{A}a{ zD$r+_GwskgARvILOD*Tjof}zs-|l18vyN;y#+1Z)pB|ogi=SwRX%8`LAEateJG%?? z-K}HhojF^!`%g!E%>F&+u3vc3;`4mqT4oWIl088xoj}ZMk!(b{5&iWOl600ddGcg~ zDxEY3zd^S|w{HF{HhI{Jk$&+`9k(z5fuwVEYy+o#1)77pv;t~ujrNYl*9@RZ$J^71 znO05>{3m58hL@(z2o>)+Z_4?&e8xN9Riu1omz&O;mQs(cQ$=!NrB`sa zuNE^PqKl->E;9>^m@!SXXJZ_SmC2+szEKQXc%GwUtZX;siqZuthXr37PpT%Qo#s%fN-G$BtSTwDZ{I${)htCzmRV(R znu*1!RejS!i-uJE`ZULK+Kd_MXV0F^XB19(IhCXfb1Rgst*y&Y4n0=yu{y-5(Llsh zltP-neXXtK!YEZraYd;Nsy6l44fpJImCJ_&2@oYYar~@H47oT{Us4tK=1zL)>u>pC z*YV8E=O0YGt@e!ayF$2S(U|alKl$J}gb_7K8EBm0>gDOVwMSZJ|2xnEF@O@uDT|5u z$&IveYDg=pt0Qz$4jFGhY?Td>ry+^c-HD;Al@Yi1tXsEEa$2=|wXTEyNv?IW1Q)5+ z)z#%QEkVS;M9ZpkW*tkt{S!a$LZ8_wIc@Lz%eZ8FnokvErDbJa=S|aY!e;J}oQ(QR z8=HKVVPUKsn{C_K!GUkxcU(8*>~)?tZJH`aF`qr5ew)et8oYP$?yEn(_DQ`sCUHY% z(sVojp+%Pl9+GPl5T#OWS!zkjPz@;$6ydgh#ck#st1@;sWb)+Y=*Mm39eahU%1*y{ zqG!3Lawpe!EN7+H7_V!5@yy{O-aQ$2NKb-FshupM^~UR-U9z`D8&*|~IFR*WKa=80 zZrv)Nvfa3Q_s=(yy}G3SS)n2D+x6?i$%esGri|M=n);sWNSy)$JHX3s(HrFFvG~By zH|uAQ^V6aD8Gmwyf$VgDFW($KNl^m(4i!)7>#HyAWzvi&Gf3$MZSv;vnod(F(s%gs$$5G4CkQ!hMzY)s+r z$^?-@%{4=M+6J9>10G5iizB8^pRT5-r$@FlwYF}}HZw3WON)Qr7{gLedw9Z<^cP7% zPmIaA{jN6Pr@59N8eFD76#ecEhf`Mj-06LU(MYB?Hk$0=X*c()aj#JDj2QvvgVQ`F zWxi3G+f)}0-Zg?*UeNf_@>-JP29m|d-S!6Gq1~X9Z43?L$URCDO;HxJ`t1KT)Z_sZ zH7yTsOYGLUv+wwkAIm0W&$E{Hj!7C)LV_FE?o%d1O^J1;=H^P2(N2^Q&#OppNQJzwND!mn+d!WXB(OB(eVlb*+!iy)o~z5{Rg_)|06_UTif zd(MJYU6!5gK*xVi;wml10hJrw|KgV^Nt7}AcZ=<_pw{K-+g}y5(br$WARra$_VJ97 zxnFj0H!CQ(5CPH{Xc`CjObRvQRvmOB11&p!y8qFM zXJT&O_C>N$#>kL<{J6*{H<-=%vb;Rrr0Wt>kF&Wg7i<{Qyr-M2wlOB>ZbGjl+iHK6 z#Fd%XHw!$(Es3mx6L^d-)dHL)dK~D21|)5qrTB-{@}O~PZMj~7w7+lU+semh^hkKt zV;Ll-?5w?U+qO8kTC(P3?nbEx?uliAGU;wNBhupS_;bIoJOk#xH%1#=h3jT(f47s# zt0xb2lh6O~_b4Ra7BQy5%tfm`bLdr2x6!+#>UpY3+>>1N%YDCi#we za&4fz-R*ZdFHWvsWtGh@FsMHVyb{NilDa2k|6(Q@6RS45-|z}63{Bj5W`0!%dQyr{ zjGi)OO2XWoJ9i?eDo{}ehljVOW1DuQrP_MsmQCXs>|=ywUJnK?;^V6uS~CKT!a5$3 zj|8e%G}eO?zT=d@5W5?3ucY3<1IHQTU?Lo z<}fBSZ1vwZK6j(?fBE@NGGT1-IOkL^uZpXr(rVUG#G9I$nvR9T^?dDMnR@?6l$D>( zmZ-xte6FZE-=qojQPtF338QoK;kcIaLC54fLAy#4^upfsz;VBZh53nZSwXYIt2>7b zxuK;eJr9Sulb~{=RcoSMtBymAN#f9GhhYzi5yZQ8+wJGhSXK-8kbc{oLeBtK#%9ki zc>Fjg#kI3p-?2O18*ssbvb5k!ea4l9u~7$a4eXYkOZR~@T2g-0p#>Y7L-@{9$tBbq zp!et4SJF?Pwmq@7*LA(XxAGQYLxM_=t6QyGZ9k?@pFY9l3QB5G5sVz?m1gJf7wg_x z*QkAab2~c`!gn3~(ENyci^(wxN=iz`17|5SQ)N<|+l-O@T0J8A7~Cx`D(;nRb0ZtJ zxrTw*r7Qwj`XbdeL{XhLgi0a)F@8Jc)zmI^|l%A2ZZxf@=-45fm#{IYYUd_9h!QmE$d$vgB8MX`5qn{g(f8q=yaN(=BKHjiwT92T48v;_f0dFG8kGvxwgK(;ciJqI8EW zipkA&r2E8Tp8Nj4`MX#+0G#FG-q6rXB$uo+(k+!Edy| zr;**ec5T5Y_w3nIMvgx7Fhw4FRj&0XA5uf<9z9&Tfri{r1>O_4W0pl)DJZ&iK?XswY^bp_&LrlN)oi#L=XF z@og*%@S_1q`A0=yJN8@Sr(X^S<#u3bR1CZi18i-)S3uUZn>TNsh{9}djV-qRnaT(} zDn)_0OTPo>s;B2l?%li0NIQArgV7++Ws6WZ_IDu#1&OiLUuZqV+S z=+^^}uDnH4UxT||1YDYg#?=HS*!%oF(2x`q{jK4Tl75&w>>$NdV`T6(AI`K$jCa#k zcCIvakAganZ2q?7KjMq|ApPyeC**Sf<6WUVGN zm?bz-|3PvrOHJ(pjMHx0HXa(>89q3-`I`eX47*Rc>>f^et|Y@h}8(_7Etply87a|A?eP-NNW$b;=e*KP?4(>d6 z-{IM#MPQC4hR`b|iI6}HtNHt{_JZrNuuyGmY&5Iv;uoN}WUSy#LvX~nfOb{D>CO`- zOz7FWw;tDbSkDACA+6{+xSdqkTbM-jTw`+JVR~k!RUL84Ki*_gEY}F?i?<=b0<~rg zezVf|?`Ag8!LZ%6Kigvrr#VM%Rr3pPDVm-VGAge zECd_j!t`2Y7#@L~CdD13H8H!Jq>Ut0s2RIzh<4TNW8-f>J0%*fS>!*)<}O|04D_dr z*P9t09!t;I$SkI!T&&bi8yvQ0b}#B97bG+!(CRPSVFdAT6y&X~W#YByU}4GvF- z60?($k&!AdS?3f@Y%gnb?s|FB)TLWjzp9#odTp+B=2M7j{FTTjp8S--9M-!z;Q^_%pZ3I+tt zEMm@_6(>*jrJ63(JhYL>G?}_o{VlO}eM!k!g4r<3px8(wCo}mhymO^5UM!~o%>VOG z!SEa;AmKuku{+L}Og)6PF?LA!ojZ2~M^l4sMd$!3!n(kDiJLhR|`sB&E zX+yFTzZPD;ysbR_ha6`qvo*gFst6 zav=la(0(TbNBIZ+_2kL9`wI$Rnd4@7&hRN0Sa^0rD-#ow?K^fPlacOcMVeDdX!NM6 zteiOQ8O7bs{=cn4uN~hJkcW+TT-Awf)-d=1EE2s89akzPZU_a4g~;HlDGbw&d{^J; zl~{(Hc|#e+6SE=|a9_swTE$XNdc5fLeKR*6Lse;IVz0lUqvOgwdpa1Kn9!THj7BSJ zju3%%GA6gIeD_XAPj6qkD6Kh~1b0BM_<2Ay%EdzBP4d2dJ{K1G^%J!=SJ};GFYP4* z)YI_Rl3*q954>RkzcM4D%tZ)MUAuNwxy!A(r@thZlZ}NwEmSRmt^{fY5U$Q(tL|@s zqL4u|8hl?%vTqBiPxwQ9Xo3Q)i{1NdrGyf+J=?LKX=Ph(c12_K4RaedOc2>uu3fu? zEi9JzB_xyDMm%W7gBEBLPcG8?uYSZ46+-bh51en4xdCs$te2{ATq_}85-;V>DleM! z7TW9vGq$8W;=+UY?`xK#KDVJZY);iv6PTNNyln#eTqr3?&+CO>HEzQOElP6VPzOQK zRVR)N4egBoBl7P*+s=HDsRGd~e;7OKQBG8EvcD#jDq2=Bc}`{66S~}2;L9c%toZox zqsvt}lYtHD1Kv=*q9#rwAVwudW0{lduRayfR@K{+kYZ5P&6#$!x@mEH#m zLpO$7i394wCjd_y)z?(uz(rH%P)-k@CC;QSbr>%f(zLb6Uq7Ec;e=Cx8ocz)8^ll5 zsGENbKqALKrz{aIEJjB7ZDClN*ekT3)zcJVH{-U&jY&V&MBWYkjTySmqep9sFTi#* z^zc=Xk&3xbY#j@pcs9Ic%a#kGq7)=e?2v~yCccMq5?UnxXog7!v6rL=Rp zjUPWgZCHVTbx=c+)49(-`>$QQHhAjP%ZSW3qDOA;sQ_66v(@JLix-hEujn9rUkwTr zIt=c=?wz-CJMVJ_!wdBlx80VzHezFRQEu7t1#QF!e>&CyYt5rc+xqtE<-%_Ayz?t$ zf?&Bz!!Nt_5GpBU2%B&v1=-f=PasixP%Vn%mXM&c-`kQj*OQVAjCZ1>mIh5hG9cY5 zvDtkOjcZMrNyBLi=xD!b4MG{XdR2}1Lv8GY$0>uhlF+GB4FksY+i;Jd0W|fR^X{Pm zch$+<%q{>*%8Su7_rZGg?Atf-ddI&3q`c8>)1Q4;hujCkZ$-Sg)cW?ZppIMvJ2$?V zqkVSdyVElt=*qIb9^HiTL;*-+)NiKIS#fwWJ4SzrOdDQs@XC_t`QK6*2pqzOr+!$z za^G;+1;colQ2uWzQG5hwJV^T$f>3)o$R{(7&<(RBIW%dODMKFC7=z@+poWd)WR*DSM_F(C=`4z{pxZH)2BYFI zuMM151|sF7T^NvB0%6fmOC%hIKZuC8ocAxZ5U94SMW1a1(gqR>U{_o2NV~f@(BLF- zIE4y^Z9%S&?v;+=%?}9`~TK~uhxPzgC{A4qy?Ls z&-6VVZEYFxnB0^2VwJ8aAH4kO4+xT;)}2ADOnmwc@mf3D91^Pg8`RDr69 z^llJOCCvZdzkk2egbD5Q9@*xIB`1y#7%*TjQmCly>9AQ&XN0ibykgRQjy2^N!n69ba%#C6eD17B~!zUpcI-Y6FbE8i7yzSBuZp)p;yd z(TO8iTkMAkv^wh}kZ7Zlf+Fegr)44FFhkK3m_ z&7n#t6jiG0-o^i$+m87gY)VJ=CP<*niB14 zC8*y5W1*e&*tpi*%=;vXUCI;98kMWOnoTag;&9-pwZ3%B6uYfzLf7ejJoK}W~HGD8>n$M=K$Kne?wskPp`X_F+e z)p~5CmB-b!K+$#f#GC~>(am4`bA`k@1dKNBz6usS6?#dBC!E%l5aArJ==tS63TcBs zr>wM8h7aHcnq7|*@5pKfWSBhAxPk=xQR`+PHT2X0MTimt<$K_zf!|M%%BD|eR-e^M zLQ17YP<;!RW3`3J8G6c6RZ%dP$bTVtcBq!?>5bT8ctRHf=t|r^pK-Y#0L7?)%gO0d zFwxy(`sqF+A-&l$EA|O6DJpWod1WwUzX@)!o16T4kxGQA5Q1~#jvZ>w z+Aj<2zRg$GH8b-gcy^GTE|8YevyyT#At^}<0$(cXsHhz*DsNSP#bI?_ZZrv%odFz@ z(~wRx*%%sgkA8D-{>3Zww zp+N>?vlMa;V{bL*&;P7gF!D;*57vLRH@=?aI2`5&#$)V}fWEQCaPj6=R_fdx+{5=L z?(uR7%N(-@qVMPDcAle0+t>~JUZs0?@J~8)a8ZpQi<%elv+w6b%}xjhL^xX|xQ{y~mDe!6>vc9*~}QMOXHwY4_^J(7fEQnQZ4a+267&mQk7tU72#jAop8i zcNp~&u0sWGPGY8bmur!AuWp!2GVDD0jm_(8y*lu8r~%s?*ZR3_Jz-`hx8TZ{LL}cZ zXr&pMd!=~7YL`Ffz@>fPPDW8&plS@?c?-+nDasa4=@R&tJ>gAoL2DN0c0$OMB6 zg%-NwdG{mF?LC`K+Gy8*-aK{o><_xRJFVn;uHR9yoGv~MdVovCHLBkfr?GUY9!^&p z12WGinpNFRJWw^a;+je95(_S8n6%jsFbknQ997IF==_(b->de-HwwYi>%Kl|%&c=T z_;ghk-4q5nWIOMxAjO)qIZs(jzuNO{b)fjjUm+Z)`^Tqh2}I2Qy;^Zv?w+|MY8!Ef zeiOk}^awg{Ob&D*MfGEOFg$;{%X2L#BozqD=N-ZdzwBb*Th z&(Zu&ZzW-ImBteqvQAgsHug3&;G5(%?DQJRCt2$_2&cIk8!IA-ay-E`tP} z1e+~TJ}+27ij0ix!ko)-)~{Z@G95UOsM%KCVOZ)C^D)Eb?cy+`Q=xbt`LX^6FE)=E zB5Z@=$zo@lq{STGVET4~rP-n0RL?Ac=geC;jo!b1Uu7_cBZC=XIc1jX>&@4ix6OQ3 z#dzYEy%<|kYrE@d|EL4gviWedB)a1U_Cv~OPnAd4u(L|0#Cs2@vOSM^NGsjsV~ zC|l_f(8bKVH#CLzmC$js?uXri$<)*P@buA5*meN9LeAHMeOG|JI&IskwQk+I zAv3k?^=kqCxXN4^s(C?`(VBg!sj+sGFXd4PaSUr~vcfi3G&VF?<~)erhMD2ZhPS*{ zjXOc$aN352g)`Z})B9N9;QJ3AltI{I5gpgI?uXaP_XzQ*9%wGCkK`oZEB$uw+J#RE zg4MF4)%#q)n+M$NK( z#Okm%HZSEEC1f6tvz_kK=S(Ay;{(hTy*{YQ^p zaHK_b0H1y%J;e3!_zagaU(+I8%5FMeP5_?pQCK}_@f|7>D8FD~fv;SSkSk{AAs6b8 zAEphbq`Vi)OBQU~nN!``+y91{CDvY3SlnxcrFG7Xk^>CVc|5Z?!yao` z5iTpxi(ToMg@6g(RX~x-9q}82Eg)?*zbu3fwAl4Qix&?%8hFmC`3YQU-lMW!Pv4Er zS@=mEv<0$f^uB*Wfu}_;`f{)a39g8g7yBm3F?xMc^tUs&--)t^Q47?D!k+{oc9F1a zhXD~5sZGFp)`ObPuc)7Jy#V%+Qv{sm$f&%rotPyoxk{24KeQ!$tNwK`kg2L7Zh=+6 zSc7)2&0t$l@SRas^gATogdE$frR9j+?GmKMG~7u~bE2dz*;OJ6fBf{xj)B?6Tof~Q z33WR>aUAy~NDCZV(SY=}8YWAzmURr>CpYG%SR;@ArNN7SDL4^SD}b<}Nq4urgq*v-aw*4OQFD z1J1-xLT3`<2Vkf(JRgZ?JA)x^o=@=$#qQ0DVp<&cpx=O2raFFYsgQ6KC^LLVkg1{y zWt5j}$BwoXz&af|tjFT)GG@%N+iLq$gk4K8Nqmi(+~%)ZA`IgsWs=xx{&gpgJ5P6! zK<0TTkp6)jb8mWJqv8$?fC1<}Z%FsjcMDGO!Uj@N-uOrUpkf?Aa|wi9>Fd}2!MZP4 z^JL0*VMU`BEko7E2qa9x)LM|0F5nGGg5$fuz_xU*y%4Ab4P!aXA+R!*^T2g=9dKdv zxbv-eZM(ke^hea^Ha9tnlf`#U&&XJ2swzCQbLRBncn)FOMX!@TDB|*aJk_oNk%}1A zF#&WJ#n_2o?r8#+1hGbb)iyAQ1;-RndqBxse(o3D__~|$N)o4B;Zwx(B40knfQ{_I zN(&xHYv2AEB)OrqG@zu2(Rzz%+y=w0KuY6e$3Pxqe*~l}dZ(S3_=sD4bfB?>OpACS z&?v&wg8J%CR0`F|d~1#DQto%ED=NBsw+%QzNQ}Ha;iui;_{|8Xju87Iq3k%mBBu-P zM>uoo2|%}P3FufUSnS!eBVXU_f*#WG?%lgs&^+QF{hS%9Hacm@I!F*cSqNwDBSu_6 zCRmPm(FzAz>|N0J1=LL8krP0hUjmEghNjzC_iha(l8dV>#D8)wKw)d1R3pYK&cG6I?2+DM;)?YsvQ-$ho_9JavCP_usz8v8; zbg01U@Jq3qH|q&9($H|5V)4Br6Abxr`5gOn`T@8=+Zg>*teH?NVeAaYFXiEA=gEgE zjo_tVZ*GCiC73+H{JwhocH4~RXQCHH=+Y!4q4N^X)SU(--vBnDU%KmO6jVj0KB zW1&wcS7xpIY;5j*B+lsD~vWx;nJIno;AvS>5FxmepNg|kC3 zRYMbssOQP^2vE)(0lTQ$P{2KXL|KL5?JzPRQu7Al5c#1&SHY+V|8F(3YqlR&lo1Zv za=hvxuOi_D#|H#F$Fy^aCB_-yGp&KW^aA^nuvSKv7a2T0J6D5(sDRgUL+;mI80>xB z&AxnI6#8#Um05~<{=olo-}Ha0xaIbLF>e2VK0ve9%D^`{hZiM25bcR0hK_bS>Jl9D FKLDV Date: Sun, 15 Mar 2026 22:05:07 -0400 Subject: [PATCH 5/6] Remove equivalence plot from repo --- gpu_cpu_equivalence.png | Bin 109659 -> 0 bytes 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 gpu_cpu_equivalence.png diff --git a/gpu_cpu_equivalence.png b/gpu_cpu_equivalence.png deleted file mode 100644 index 2f6f128548aa4c9ad03b63de1bfe0940e42b3cf0..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 109659 zcmeFZc|2GD_dR-$Qd9~lC8Pm`21N*olzB`k6iEn?Au?5zA(c>>=P4m&D49i3Dnk-Q z=1iIA>8@v=&+mJG_x^YPzCVxmP||swbDsOT_u6Z%{q#{+Ram`>V--bFt52Sg)1)W{ z7K);M!>}CR>G2!q!~ewX+wKws>>7&#$Ygsp0s@z{KRKyi;ptR_f(4wqp76K5c8K z*~fxsHyEX~3dO|4O!uW`e0^RW1kB`e`7!xWA7tvrV8uP#;BI_lIv zvTkiFyW9U(U};mF!h<`?JImrv25KjI-MyQ-aOBzCKvVYaRwu7JcZ@ne1mGh*Lqay4 zJ9qADqRQqgO<5~t86x`ThTD$a+bp`KrKRP?ix(boalD}-X1BQ9rfJTcIYV!-DC(0l znRfl>%C&2SC-S;_@M(>2uI)-xjqp8{rdLu?ky!lxWcf?qJbz;&qrJuzOw+TorBzj{ za&mH#&*lnsSBKrLudkQg!&6YrI%Q%#ni={2b?NSb#pAk7Io08ZuW<)f?!EfEczuW{ ziM!yfyso+)BvySd{dj5eRKiiHy`w`XamV)U+&nxqxz?=}_cMAD^&~J(?GlS5WAvQD1+EBy;ql3?^J#oZFgY0+>c$%zK>NkLfor5Otb@+ z_4M-cs@Oj{@Z)yOvAg(GmD#_zCo#vrTRulf+@0wE-tngs`P~^7dLZfBg9Ir?p6Wr%I^j^z`-9XU`g!dae|+?PS<0<>HO+ zNV-fjC#go1W|`Hg$H>xOG&MC|n4NfS-~YJb?OxN7IcaNEa!*}ZuXKqo^ z+^f4ieLt0y&9yCyDg62Q=70hpcdXF`W8>Q?T1m9jPSx<_u@e$x5yrbO?4?00*PJ!4jXycPFx5&! zxw*MrpC0BxM!2(vQ@psYj%9LklB57!{>9ZcS;_0e)Nb8$&x8b%LX)tturll*B#9R} zImZ(egZJVAw@5fJEnn`W|G{ajn@2+8t=y9l%g0ZjdjI|PmUsXD_4`AZ7&q)GM#Sv9 z^l4-L^D`_$LPA&V?d7qk`|wiF6}fSS9kRTYmX=nrfA#9s34=x^CiDsl3ez()ZC_)K z{i#i0q<;6-B~5odF;ukJ*NWW0z|+$BeT(|Y;cMMYw{G1!fBw8jrt$mkFoVUs^(tJ) zjvdRMdHL$qz6+(x7axkKgMU;DYw{mpE_T0ZxiJaA>r6Q-dkt> zF+{{{y+MI9JqrsfoOmS6)s-Elzi=y|?MWa_lOFnb9utfR+AWR*|JGO}3KG46{qE2QU#>8NPE zY;!S}>Am6M;aT1L_U$Wa%rv&?t=;iDFK>f+;p)wYK-L;>e&ip##XT16S`}fBE4QZ4IqAS{UZc@OEwaDyQXg)OOlImX5{6Ei5&$!`)d&appFJ(ld5Q%#6Q)1uK_0P`EjdZ;C5=!F3 zsv|$+pZHw@*=9dq@54iC{_0W<7rRMAx4gKljPBB=Y9s$p=YL&p% zh1j^b%nN19DH*R-Y|PBe(bo*HXP<_KZnz$4UFx9GQ=6c)@t`@YfNna|?%lhwtzs2} z1<3Xu8Ez|c8M}M;Zb!!h={tAtu25D{Y3u9r#RHtAVJW-2_O9~IV|a-=qn|?$Dw*$U z>U^RqrDAjOR(-wp=`&}J?hNc5Up9xRz+Im=GK!sy=xTMF6V%JO;mHwCV)Inl%-;<+i~=!6PL@9UZq(W{k$Vt2qqocsz@Tik9xT6x@h& znHj}jx{Z}38S_(^=-SH4N_vA`zD7nyFWi^hsNxqF%6zp?xh>9*sr3%sq+9V!#n{T~ zK6W=9b$`p@TgY3qPiQE*GRWySwh0w3UWw`7!oqUxA_Sd%0!6Ulj37+Z2bE5 z>*DX<*>5jjT{=6_9}pQCY0bGxiQ#5(v5bgy%N7R*hZiqj-oh&=M2gtHV@Fq*^nn8` zyHvxAJy)`*XBZr5{PCmYKZp)Rb6@x82tQBHW&Sf|Wn~GL>o#s=pc->5HzNF*{gt1a9BgZE zr&Ur?s!!ISLy#Ujb?R}@F4R!uW|=g-?DLkEtIwW2n`QNj12^@-(G5}XRN7sN^$GRIhB9bTqZJyfQO0DQ*FsXWCb~tQub&rI;x>b@hi8c7`q^UO`sx?{k`u zS>yXjPE~btGc#<->2Kb=DgE_JpJGPXd=H&O)YZD6%s&&cY=7rdE20vGSHhNTCCf1K zQMl;DjOpj_Gr#9E0)~@Z*(NQBhHaecbCUc|sZDqh>TTG>Waj9oiJLs;cU?0|&H> zXAU1e9E*)(-rSGcK5BV;CT-Wu_wVS;aKJH(=ccx{FaO|~3O}Y=Ev@6^6bwCN`Rrg63M|9w)!)RH<^io#1$G}g zbjmnS;lb9F`h&c@aWZ4i&b&&bxXrOn+{lbVrhYBiVGS{-sgVIv2J`5uLxfj&cpbE=jG<%et*=bbbPobCO)?D`v2 zI=j0cpE&Y4{4np8D_2G>-7}Wb{XU|=$^n;&eEwcnrxh;cs@HEl)t^!HId{>@%BmgP z(7ZqTb;h||tB8$aSEDOz5kcD{rQOqWwv@XTKR@$I$Yx9w`tuOSedmoSJ)t*uPTT?&iRw~xX@9e>p@)a|?=OAGb1Z)7_N`m-Jk@8j&AqUFcqApa ztXxS@aWUTiKKs6U+12)oK=CKtQ*Rg*ZqHxYEMEg4p6M{Chi>lt_@A2TxuK$w_HstF z0v%`tFE_s6*}s4P-YboJvxjcG5C5idp6K%$AGaf@y0o<{TqRr|O85kJU z^}Z)mx3+Ro1nA-(%#iH#|M&!hA)`xJ8EwfmA(dwcuUxk<|_ zKVH(KD^NIoeEIQv8*he*T5ouLA6xU!w^Vj?5p-HwS}r5y>Be%Z$(x<04k)cvLt3Q7}j<}0Y3PiW` zU}0{G7e8iWWAoakW4YUG?=GY!JrhrFJRHF&re7kx{QXyxCa(W`2CtOVR)q8P#CJoD z^mB)io@1`{eD?P7;U9LU<<35a3Xk&A7i3y;i@ug6p`xNb$Y-%DS%_m&T-zUL)GRzd;O8(<6UZqZ$wfKAh*!p$)p}=SoJq zK8_$hQafE2=MU>;UA~E%FZ=e54UqXAt`+d`p~s4~ThF6oL(>*E2%vP~)6;!duU_TLaoUiJ9XPt5iHYfVZ*NK_lbV`Z zZ?5iBhxJ%OA^kjVJbYqeBIzOiwiNgw<`A4~aE0;*(u;frwnqa2lh1d53i(i3d9=uF z;cEN4m6Gm@Tab%MTZk2B;8|8U-Oh+rmbW+q>|0Woq(+*2g8i`qsIJfJ9h-{Wi$r|Y zZ5nt*McENK^0v17w{UW1UaIE!S?IbMKS!D#B)3f4E=3WGhCQtT*H&2!G-lRb-bcEa zt5^3L853ah4`d)Mz4u#&;i&|zVl5lvr_ zA6%jgqEL?<{{Hkqjpq>&VI{GFMvrVZbGas#o;1AZmC&87 zIQ`;0&8O<>fbj5pXazSodEUZO7=s&`?hI7BicS`&om^A@tphzZ(44z=^Pwv;cvs9^ zTo0n$W>4ygzI7Zrj#UJ5GL3Rgbm+VT+#HA3fQP<=8b}H@!kB~wYEXayBf(Doah-ck zzo3fdM;WPTv=;=!1AZbK-A6k_-XnUTy1ej&Z1+Q=q6#R(RHwf(0snH=JPQ^32`1J! zx&Z81TPF)9U{8*%{icxLecw`RwVXj?D5@Dh>He@xmceGI0VEea3jV&e77T?nq z>(F0srx@7TpU_I{gmabeNL}g?H>Mg+ z7rHE?Te0FUZEiLwij*U(xunina#*S@Pd6ygqnLN@+{qEusI08a3KoY}eJLo%B-P-CR%D9$Zm0R_%&WGx>#29s zBOTd~Gkjc*tl6|*&O*FA$?~8pK>t%I*Sw~r$iPRB;_X~#$7{qh@bqRszx-%!W~5^A z()B*7hqr=y%1YER1tl@_*P_dy)d4S_g_0}xWjpwn5oDJDusnVAqR({ceP!;}T@5K( z3jK9G2`SOMEUfPjrE4YKr??U9_K{IJ3n4pwdAToh&=^k-w`p?NzmG!#Vx*&^qq)4b zYrCkZF4M-nG88koGB#XTGc>(%=N>^pvh{VUPN=A`rKhLUdI00uWPa}eRGdlod&J7Y zAy8ce3TGQ$?T%^?S;3QMybd=g$jh&kkdUB}S+;!nGi7&I!xSNZW?522#Z`Cg+LfyO zWQdOP27*cDTzSIANrZFvSlsFF0MRMRUp{o@47j1}!2p8nTCQvfA&l4`K^879;RQ=m)1-a+R#rj)df(hujoJk;(<05EE^<49 z3Vt^{d<#{~ZssNmM{CV%bef$l1 z{DpJ6&4&b@fv6$e35vp#$Z25d3RFd1U55L08ly{XWEd7 z8gs3=sNc8ON=?{a4(8c(L9<-pP zgwDN=&fJRPS&rS6)$rrPhZD1N028Ot?NYx1Pdy(zc+e!tCZJsm{Je&0d}+ey$*k8i zl7|M-%rKz!G7WC*a&wNL+e{a`=bby-kW3IlrFiU2^z~>lWEgIOEKnS3adS1WMUSJ` zlQ1okXCzg=dGs~&AWsj7NkWR*Io-kMjYYT3PoON%$q0hsSG z1()%mx?0|!+Iy+e(};JbIxz{ z6qv-AoS~H0k|?UeS2v&11|6szc1We`1{QPt@2|}=Er+&>T5UlCqEm|&PL<nfl0ZXJFf1E;kP^FM8_4-1#?YXLA*Kj}qQbQ(QjV{99>Kl-o0# zO-eVG2D-ZNBg)D_$IVfOw#DYIxc!f^T#OSk$Y-#yu*i-=NinN#ex|eg!^Qph2dFF> zFLipjY;D5#mG`zBUXSu4>|g#>(e1)4paCH*kx8pp-?(wZtnu`lJo|oH%Bm&b2XvN& zt4?VcVV`Op0xB<}2S0}HY8d#AjsiTrO=A5rbl_}m~np^!IYE~MNuc* z5Z{99-=By1FDC#zaP%PT1hd&kl>+luBQA{4?+Mg74z>7aWr-wYWqhoxEJ2#6N!1l5 zR6=d7rkTV8&{NbfKA-j%_ew^_W2m4M0XllQq*M3E=Z=5)kU6_6Bs4S@-{t7pRaCPy zKXWZ%Xz1sg+lXy5P9Xihe5R%Ou?Jb7&=Az;F@X!B9t=K5-CMkRDSVCJT`<~O$*+MhFIvcunUbhK~scdy$5~Ppv z-*Wh+j1z%eNKts-Xr<5f=LD{ZCA;ImfmdHAbhfv?=aO>Sh~z1+sHm73l)5&dM%7Lw z?z8`9(T7i;GEjQf>JnmNmt7|w%-^v?NC!NAoS0caZlbbsrN?Myhketm_~?Sp@#A-@ z)W_x16u@`K7vI}wT=5$#$kDH{zB6MxnAH2VyZ0JAY27<5(^B0E4v)MmzOy-dP&tC{ ztBo$cM>m)KIPPN(rTu`*7xd9R)M<-wA;U=B41+eL621O76%Z04Ta#FCSBu;Ii9Y17 zyfd&C_*mJjNqT9XcfxvhYA7QUqRtx48FW7<3tc%mIoo=Ak}{brn{%^}f-?d&BwN-4 z7SuG~{4Y(oshrVv)Ng7>b#XC8a*GEI-PQSN8`3`x23jSgxi2l&);%6Arg`&3*idok z<5qM~Rdo*m^NyC?SxrNsuFC@0)I=YpQw|qf=RQB85YUj;Uj5-w%W*I_m%m2S5O4#` zulO-ucrBMykkBElh=#F@Uv~CE@YwM#zU)u9jyP{$Nc)?jDLub~K-$P;AkPwbT~3JeTv zs5#N8rch|GG&eP*&cr-5u;DtpanwQ z)uf_xTAk4@h^T70gr3b5WK}o!do*__BO{xPw0dLHZUrl)n`+nsoC+X|6|-~VauEA zsCeoP6q4;=Nl8rH1}g3WmvjXLs&8v5SIPA5j1y85;!ors=wClD zFz_`_VJ+o!EUc%yTd@w!9`6yKXMcUJ^78VAOFFHG*e44j^xH1dW(d? zd^98c3;ks_7Ft`HWdquoC!6vYeQCn-(~jbd-&+Z_21aa zn}r4k2ebYRYE@w?U-;5rWIe-DBhSw(ZC#dA_YM*&O8vWcJ}hmWot~dQDbGVTIh}QR zU7o|>Dt2~u<)?ew{I_OCi{)hI-vecL(Zs}T4=-3EXW63YK{=auL8X6RDa97BUW(E= zH$iyhOmqf>6NE4l5D+junA^G+@_=@VCTX$XgYjiNm@)sM*-qnr6hA*dkj@HFvFFXq zd@>4WS0$-MRdl?6fWDHOGph60?;gi10s|w*zRwm)74Q{V=qr5rU*Up!mFC2jw7Yxv z{lT+MbEf4J!#RZxcL-k7uQ*Q{t=L@Uz?~}belJI3RQxyoZE z?BAS75qtikpuqLQvz5QyMa|-3W3P^Op6tCb!_p=tCB+fdkeihyCnG~`m3F%);rRDF z`dLDqgPsZq3Gq=0I}~HnQK8q$lc9Dl<~D(=q3&h#pZIzNazj3y8^8@>pzL( zYd${GK9#5vrcJ9S;>y}8m~r~JTiL8dSb9Hw|E-_Vx~9l$wbd8OYgTsB2mvNd1J-Ge z9)VPNcP-a)3aDW9&6_ugRs?Qn8Pp>)3HHhMf_CS5@JMzo8$izs*UyV+LrbJkg!bS8=AL}2wkH>)tju1~qs(&yFA6oy}m=!TIqzwT=5PG7Jn3qTJkp z-V|-woKyRv!#ea|E03H*D5=bQ!^2m5?-(9!_Gwp9nz7Iqsmc0sYCi1?XtbWm^&2;y zj?U{&66+_N!92JPZ-4)CG_xc4W!%x*%c)U=FZD6URuI9lT+hASgs*C3Y^v4$$t`V% z!6vUa*Lna%Hzcda&|(|McWAjazZGM<=rsCPBSScpc3FK5>vi=l|EVkQb;>&gQC8L! zaBfs4=8N&inOIv8vNWB)yv6PNf+8(~6h@A`%(ePeC0by_AuOCB`z04711W(XOTRw2 zP7Z8>`a&Z!#?qECHZoEI*k4aY z>t5?}lLmP+!Q1V-MSXdna)W>ehd|Y@=&a8$->BsDp@xp^1jkTth_#2kbpZ|gx4Sti68^s${zrTh?E--UD@c7f8o#CEn?B% zXU#OXG@mwrb_ljGX+P`OAKCBg0<%ILqJKglFkNF~ zWAd_EHujl)S$yx+W`=&Xv>5bVd#2Ucp>=`vq7&=fI_vf2&cE`Vv@Du7i&{}1ETnyJ z>W}WXYAsB&-@d}KKNV16w1cPkzq@?he_(8jEIRFnivY~$GFLO|vtkSLX(cjIzabLM zw8*r+b<7ygjfygi>9M$cneWKN0+bW(g9q8LV)Cl0Yd}Bkwfpl`Hh2>=Gq*pb@l}^C zNbu|_=R6|Gfqc6E*{Q6w^kG1NM)XXVg3Utr6l*6aocJ(Bq_w+{k8gIHSXlT0<zp*#kL;09bnsVk)#uNTY1MpXw`PrEt1hFb=h?np zF7IImf3&=fgoX2d@q-6-dUG|I3kwVR3=1Wx^T2jq0&!v_kpc%%)D@TyWGu-RsO_g! zwB594&z|_rBIP!8BT$uVC(#F_SB*mxQ*^h`O9wVG0{2Y?8HTAp-0zX!8k4_us9-8m zb>a!ib_i?Gs|#g!XuB+13ky^y>Q+EHN(g&hJ|iC5uDzxCH7JMLOy#qiBpe2)hmLU> z=xgbpnW9TN51EP5o6-f%E9N?zRnf~SZbwn1H)%~uSJFKBJq~rbHb>AW=X<`>HHxU@ z*)4pFC@}|B1BZ&T{F`i0ay3`8LidlfyRFYTGYavi4Sz12X3lnkr0+%ldB;>$Bcp8) z<7j1^vUdM=Zx$62Qtcl)**qyY2sP%lxwW|$eSD#YdU3vlwzs=8-)Zc{<(h42Y7bZPys&IOgdJwsuQl#Pcm}f*%`;;? z9hHH*IQsWOI5K-9J<}N|TW#G}pF)i`jDREv7?Sv7SQOGeFz|dlzNnq$l`Yt*T5A~= zCw02$nd5(Od6D!7xBh&Mxy`El%B*guSrF6a&6|nxVi^fbh@yKc<0!N2dC)A184-NR z{91_=b)QT6KHNh*t>ZHbLaQtwAc1@c(q_7&sW6hwLa>|!%m}W9H`!zvequMM+XoeK z5Qw5zCx867dBh^(@E(`+RtoCvEvU@N@xApaf#VndJldfY)Z!#8YTY7f)(q9YN1zTt z!~g4I(~AqYo087CFHGq6P9>z@n}-hE7WY7kmfCXImf*pfPy?H0Fd<5!$~|AA9*p&T zv8WCM8X2i991?qQ+6Fl6VdX{d2M2E3SStG_+E zd;=P2Q1=0tIkIWa!O&B~agI+~3KSC*pc5v}V0xwI23{FG%lr%bQiekq(7v`_B;;Lz z0_P5ub^xP7*Ew1$$GSD$;TNsb&C=f9UW$7nt?LfcrfvRi2TiJ2vt26?L2Zbx`qK|; zTckfK$eXp~A7)~@&L2twGmZCOe5M73gz(Q!4uWW+N}HPW(2{6u!KX<&kDu7SeY^M5 zryJKH!=stqg%*lC!SdU)U_~dewGR_l(9^R$Qw3xqg1zQpG|=pjGMT?b9wBMI9bB8y z;`~hM=g+DXGhsGCHp-u4aq4SG!-s)WH(NxH)9|$A%NI4Gku6)c%sX(GnlD;ig0{9w zUgxHzqf4-5TD@BS^5x4heRd18_HEtWJHI8N+8RyteQQV4$_5zT{^OPDHYBS(2KlGq zchORO^6+7__I-$u6!-l6{3@NbJf1|VNEp@E*DnWaTMnvIPFD67S(HZ5?BIaXf&hjN zfe%djI<|SAk*D@4K&W>p6!O=vzXnIas-dCL4w1&F^3jf1pe!`ACwDC2nc?j6qPU^0 z5s%nAIPc^@hltsvut$%!nb#-tSSq0Tut5_%GTy88Z}HHbB0X+{*u+D$!`boPxa`PKR0xe{tte6= ziP!AxSdTc5GlR=zhxLF3%eYNS$^bfq3MhOT_$^O#eTtCKH9m}flzo4QGQ|u+o0N=g z;^KNg-&|8bBXHDA`dK9yKQAOJiW{4cH^=Ii07}eGSljr}Mel}LVi{F~%_zG>C~Lw9 zYDeLb{6Km8AOrZlel14goA~-5y(ilac>DT3n!E|9Y=m4!R-Am^yZ7(?AS-zTfBBGx zL04Co^svD*78b3(@6*1!Z{E6fYpmPCtWiy@Jo!tSXWw4yxeq5?@c8EJmoL|2Q)uy@ zHL%i{d<&q(-19jiPzoZ;<8kj1l&Q6aP)^7iqA;FO>}HlB~sj8 z5#6Bgix+z{;fqTtI&W&aD^k))Gub}zW2V9P$sI#ClAGOuof*LP(a69#Dcw$WSqBIg10+^74D?|k_D`4nK(t(Bh4 zMi9tK-@V)3>TEaIq_chJ&JAV;a8DSGc2?F_Yg%$4?6OTz$>j2mM*lqk$**^LPNF@O zS5BBsVl(dv7f#FeR``qO{XEYs>y7lE610S*V^)0)W{9+pV!#5KZVS$7qQawZpGG}? zyi;oWH(f*%=_7SU*%kKQWOfow0A&_x%~}6z{Q5|{*JXmgKJLBzl{;;semgek)37i` z$_RgfqwYsjQ(xB5*9|AQb75WX-RYO721uCw_q```JCso7$B!R#d?eZyBs-zuS#?%6 zwjCS?&4Y$)QzaZ=I#sVv)m2Nf6opebc;0LE&WAm9lW2liiB9nL)2N92kD)4emOPiN zYP0|&$ngnb3w=@$S=!+;@G>~X<4Lk;!{P_jxILFXhx2>n7t^ae-g72)!jWfbFy& zC-JnnwbjtVTlLgI4!uQwEm)h$T-Fz$H4KhqA0 zzm~bxs|(%%P=xI$mxQB3a`Z-lLv${~x(*Ky%OIr@EgI=z8TP#JFmqiV2YgT{aKn&o z2onJv@m4^I-3LJN}zd?}Dpn$t~A|g0Z>@Qea`r}?M zz|qtQI9Jj3K?1v`lPf$WAuX!xw-UI?t}<;^I12=&~uwWppLTwhKl^w5Fz} zc763LK~z+r8}ZEw_cd>L?gLFsY3YWuGtpf2#vqt8@$m2v(xB?G;O+%gBAJ0RxBz(x z5KjKt6X+L*tXuA(TD4<=jzhU1)-&X+#-=9X1K)Vqc01h3H-TBOO`Fg}o`;E$_^M%l zTm}acagD*vhPIE`Hgc}~*tVJ`4W59N@E4WCKKpxUXf2Eq$Xlf!KEOP;9|=%|F#PCK+Iv_X~V)s3fP?yJ>Ywyjo~)P-J;7! z4^@hgx;oM>5B-bvib;MV!VZpvJ>*#-@0P%phGls1>eVs4lD!BcRGJkkp&}ZU{csK9 zbr}&WAq?l_ldY`Qz^n(the(f4VfrN=0nol|DUrSqM|~lq#2_@`!t}zp0a<-GRPp|P z!+BVW@cRmQ6P)jx@lrikIUx;}Y;;jqJ1SNyM@exaS>A^Io`lz12TOnj0wj(RYrOUs zatUBoB6z@5%$MDR-@rM{ISmt6KxpVHZfp1GN&wOXV;$5TZ~_z-mUvHXyQ)B_KCt`r zX=qA=)hkT_Yia`&uN*142>>y8(jIaT34b7wOw%u0iE9_-PGBrJR~ikGHuOVvd(i_2 z%20Jlt`)ItVntEK-jhM~-s?JRcdo#hjdZ#V`-vkTJXsv{RN~k4@mVRLo$P@v+ksc= z>{MNXI&~GFO@bL7Zb-B@;esU*@-xq#5qBdvA(fTQ?wq%G}ETzI4t8lVq<zs2PKOi+3PQI`&| z0*)A>Te3UllX3W--=tuBdHPl5!|w6 zPYm5shWeP<^w45sYm%XXEfAcDfaw@a?j@O7Y(H_;ldsXp4TJS5Ea3Nu3kHtvaZI=H zQXX)T-?_Q0oDY7eqeqWYqiz=QeW>m7+S;r?fBqy*Fn%`qL_@khxxUDiMrIHNUmflL zUH{>KC^?d*mq=YeDY*a)276PDqkVFaiK%G^LMK@}WxdqGxR$GKPuhBR_9UB7W?F!2 z1q>TdCo))hOt8)ADPTc`!QIT>EgJybPQSdkk|N$Dc{dXla{Ik&|3ekwV;2n(&m#y= z-Xlji;XSD*AGK-ICZ2u!)&W;}pb8bHj-5L5`YI0^iWdki6oD1Q&gSb|iq7zBj^$b4 z>va?veYk$(M*o`}>qNBSkgx-I75d%^$jQHi=L1OA7}V~621SmMk|fW~BFo^ady71} zck2kM#a>udiBrCf&pIQ;(o?!W)p zv3xe2`p>oh=f4GK{%29hP5=8+{6F9NKX2l{Z{UCZ@BhTa|9KNcPx;@!{=dWo{UMj> zt8hLraY@ZbgiDkBQ`3CB)%CLLmnh`NKbBo>Z8RaucQ9w*s+;hkan~LL=!*CU$#ST3 zKE-Zh?^{|qZ4ojAfX3JSd%8c;T_0+kCrTnOk~#bbawxwO`kVqDn0#BdVg+UnZgVOk z`OSVY;xb^H8@3jnY=fTsr|8y#U96;}G_O32Uw;I19fu4)MIPCVYkzapY1#PkiSThMuX@(63lw4Dx#B_>VkHCcJ;Y0?xMtt$ny|tkFBEe1XZfR)c{u)SVi4`ng^? zC%Yrk(2Z_F69-eTm}C^s{?A_4B2LD~ZqYN2>#zQokZae?4gY(cOM>vC*Eq5zvtGSO z`|pqb@Be6)o~Nx119wM!$!Pix!M+9bcOTSX3<_ammKh7cV?vPBu3am@`6vKpgW_5S zBQpkJV+@Pj0Dv3BqA(UGyEE_t45es`E6{MLC#iCR#4RZ=rzgf{vo z-73?f{s@Z)w7rbz7wbSY^~PBhfcl{$L$tZMqIfsZXuaS#YX>Hk1-Vxt&RUN@By>9& zTZH%G4uPT1pR2=-1y+g%;(o)^@0b+A)%y2_^ffdC$YBTx_EH*ZBgn-nai?Eke_p_3 zCSq2*3er^zObfTi7WUK@rUr;Zr82t`J-w^?w1CHVfmq=e;eZGF;bTDF5;6D1e8os8rq~W7?5L~Y8-p#A8n@cb{6g5qVbyAF zF`5wrD2i5%4)YB4-2u5VSVUS%HB!urJfwGR({W_@?G}+vFuJj@iEB#N;sXKJ%3xY2jY9SeX-IpMqDnEq1EBsQGxI25 z?mpAcTZpTpn%8>wsMIVOmP98LBy6}9jkIRe_=Lj-R#s2!+){YUL0$`3itN}y4_GD# z>Vvck2wZ?;8oCv0-hqN!m2F`4^Yu-1mN975feasI-NSf63CNeU9RCgD^UBRbbbOIx z$?!9PrQV3n=@w!Jd!#1M-hwbX#*0J|1Gx-jwhwI|Om$4?W3^LHtzKMQM6>U>xclLv z0&{N(cxudUgYU%21S~9V;2Xdg#1Fy#E0CZDq8h?zP$D${RWOc%b&ek*+Ju7v=1yrn zrbj;t%VTyie&&pxo}yFQ^XKmX+X-Wx{LgZWegFeTZ-Oey%Lz-798`qKJsO$UZ{Pai z6)D+c$Wu!X#9SYl8xEewozZ%LJO2KNV{UCm=|ogyKn1KS%%Ho}OKWbASIW$GmTU0=iz9fX?n9(@((-Nl*|ltfo0D z1o6i*g2cYvK-tpTx#4GxcTKq>U9Tg}E}WNMa9>Pau(Na>jJ=}9v#Q0-lds9?wor32 zHzrPaFbWYiaVBr{>s>R!qkS&AtT?S6tGCdmJsJ(hfsdd4evXO(tw-Utm~B z$VzExX&z5oiL-?+Z?cXcAj!yB?WiHfoUj`V%r;kjq3d+*fPR>&?`FB6qOaFX>Y8X;tX4ED&7<_yjEpcc=#TWISIB_F^!3A?n^<^ z%URS@B(DDU$SN~$%1XhM$30LY>tq=~bn}oYB{E)MGuExb4_d%Ao~{mQOkPhf6nrMO zw+~twMF|g7foGr8+|H9XegFRbc6cz@u_d;Fs6Cf|T?0dg8Wb}qiFFV+)`Kf)hlEG0 z-snTT;X-4;#-fpdLrgBgW#(uJk|YsUz!CePW-#)M3XMP4e|t)t0ck{Ohx-KyG5Shj zPiD+Cr`CrMKKc6OKnU)K%sH)JzfCXKN|5qK1M3GiJJ$j`+R5sws`YT5 zF{6EDrQ~2+lY{?4v8B|&d(VkQT%niyqJ_n7LJolt^JJFANdZ1kdlgrN!W*8_X$Tph z{x8Jn^!gY@B_$S67%Z6lWIlQFWceYr8C$T!KB$tusEyvpEj*sgc#pM1vY8!!J34rg zgZV9QW0FF#%N0IAOd6cdjBU)bPu2d8Y~u?Lq}HtEID$~7e+jPK_2Bi1j;2=#_a~-r zkL`1tzm62*39+;3b5^^TjAd5!61=?+8%pp-6LKO$Lj{oRciM9-XWAHTvxp5=itUI& znq%Z73kDuJP0dG74_`~vp6urgMkPrJJO~DB9f)8RC8R1$Zmf%PoeaSoQ%&9#BpmB) zlWoD7Yrjb4r;lCaGRU2IwN_0|PFrjsY4;qme)dGL-^(M6b^k*Dn9Xt)n7@3G4_8qz zxN7gw%R2Gy-MbTY@J+o_lU~>k^(iK32rHw>ECbrJ9KHxIW?2#hpdD6%A)%4cex`lW zWR8D13owQc;@J<*XQjHKUvGDLP8&+VbwGBq5g9x<3zPf?B5+{z5h@o5_idCnme>!j z-Ch?Sh(s=9)uNh)*TIVl^vg6?&%?mrgSU}T907{K217u^@<}68pLSMvFz;IzYQnr< zza*?R27o|5AiEU%yKoD!#G!BqlB0Ij9K33HHl#Cn%FpIIPbe}3{ywc~z4G( zKEOM;!WY5iKgOT#Bp~!8(eJwLs1vADZy?8Pv&GqdVVX{PnvW9uGQi6O#rhgPkP=i( zvPMLqc)|6plgKt9dl6d*D217N7k%`0eK#zH30e0IiujVJ&7DsKvkIbqD`fXxRm{I+4)&(0mI?45DBC z;V8-9B_BU3ttwQv>#AbwUA_ovH8>GLBXaqx%-{!IS-#vZM1sY0Kgr+508Sird-U@# zzKSZZ8L~4<;iy8b;>nW%$K|x9&I+0DJ!%u70GGD_y~T%ege$K(nFBM^16Ex|`Nthr zFWKag%t}vB-v$z&^1yp8A(D_J@w!k1p#Y?5hIPZgL{C8i!;ngL2B9CCb%26u3SDmm_rk)5DM#wzlvNCw z$_&l1_%4JAJ~CYof2z*hn!5JLq*&CVSTMgcpRM5_(R_OY2&|u?h$R|c*7`(#_=(7< zb@cUSGL}jOeaex>pv<^b9S~KD${6VE65udu7!RGIVr*{i3t}rdqJcPNi?OSN3v*w+ zqI)>ymYS87b?a0FS||T|YKUPrM)vE#7zbRG-Jya(^RI6mt*PQ1%Vv?s2krZ`VZQH{__FE1rR0T0U?I&` zho&qujxh|bF;Q1xL4^0VM?zYk^eR{anaV3k?cxvmnsbG507mR+!K+sXI7F?OWUg^7 zLCNw;m*ziE>q!6S*C<3miXuEG?x#O!*Y@qpsIQoJ$c|V+5zq{@&&l1kgxaFd@ZuO7U>l~Hb=J{v!;)di0S$-0Pm|MW;o!H7?U0dKWenoO=6}cg=g}!1 zMGv;R)paUjya;QB1|ossJ!&F6-@SvqYxSFgaoiKMB4$p`w5(sN>hAlAtI0!C`0v7< zP*pvS^({1Ei&r7?0HRD5^BLn2&;`*Gpm%);NDoB4{>LQ!4@160_XwdmGU%N!G&nFo z{ANsBB{#y4^$tTxG!#Z9$vh~gD;^Nr*5GwaP!v@D7tE5x3sj4hlN?AYl31`)@kLE< zmR{a+Z|n|i3@Hn&-J;ZGL+jB(Q!E+k#=HZbqV|Pma~7qou*rFr=<~?9r0{Z_9MDC;j|j;0IVS$I)USu$Hi#@0YO2Y zND$R)!?aFUcxxAD&K4Rb7O6SCT=1*-T zWZ@L8U!=)LOqP88%6!1|^E;TAbaJ$yW6|VC^f=C(DRenZ=9!TQ;-Hm7;48z~NiQJr z61OhPPUWwTY^?%JJEJvsa7`w0ADjCS_jYu%xxAGA_gzxHXEBGq|GdnIVYC`1eJ@ zY%Ld+<2JdwW*m^~SixGXhCCX)ZvFVL_rkqneE1FE2pze{bLak@-vye0mdwuG1gvD6 zlUz!LE|Ku;->jvBW?tc!6N`nB7&!@^I#~4!#-%=)%g*dtCqIJVA|0#IY>IO$0T*@!&F`P4K$FmF-HDRB-TR$0s zwV10hiTIFP29xK(#FcB-Jib$+eMNWFVaxjUn$iDWtf*5MR5zK-$GclEflh)VsUFsi z80Hx3e>s>HkkNq``5Q3CybcJNn~#q{rguOX<>>2MG>|C^9-^4S(;k9x;QQ65~tNvna(Z@&GXDpL&F5I@I4OvcspW{68yUgm7*AYWKnPa2ors-j!70^KylEwHi4TT1- zoUiNTGC;{bqgO(*DM*f`4*AlaKkV6alCH2r#7=)vWL3Y$T z*uuB%FTFT@tV7cB$`y+8@$uoP8}I+V7VXQ2s;W{lyS$Zxq?r9Ufe~l4P{rss>s6Pa z&5@?af2OPdB0#=*e;yRjv~`ww&sm(_isLLdpq#}0M=;$3yA2HmDVP&L;YlI@%34Uk zgwVw6wwH?DU=mqw33Zn8zzv>9#?Y%vM4lc$OTU;qh~6XV5Um(y$M5eU(k$rXfigO>Mpz(ly{&?P1+Be&H7=?7VpZ0lutk+g-m&zbf=+k4qd4z=XtoS=uzPR| znBbx~jSS8`AX667>wzmoQ;0^F96|%@h4*WxvBV&Z*hpb+8q_!r-@1JQT`pQI_{8>^ z*YnX}vKx1!6B30likp^}R-~cw-}y9ft9^ZXTF|zl}6BEgkC}#LapV-A#G^& zaPEU9aqQxl9^3`&hU)yH`}S!7V63D_n?)E5azh6Wlq2xv(Vcr@W`^QMRn{3@0zpLU z@gg^u9dvBN=_TZJvrT}<+doH13#Uz?SlGb3LO4r}1Vy$?%tZKi{b>i|7u>^wS z0-nsoc!x8d)PNpWVFlsToS8}Kl!iSt$Q>sGVdD7If4XE0v!vh^1T^^IG#tf6o?~|y zs92;BVv4ln1koW6p90RDA!GqOj<{t!A2Ctc4YlY$E5m@9_9!_euXY^HH*aKB#k$(s z+IQ%;mZ8|M;#2&^m%-HtdjPQ+!q-M1mb~ zn(%;$qNn!3cjix&@`9AcySf!p`B92){{tVA$1|hS2Z|ci*k$L$1(DX3=lJ`aZs$l{ zIErqV9ACAPA`9;_^~(_r8++||ax!10U9Tnt3PZjw93S(tzUT@}y06_9@|d?-H*?~M ztDxPwa4Qp^CE$dj)4_?|hP$jk_BDmXB1#pMn|rN@cy-@WsOb;Aeg-xuH_ zwe$P<*;&{*@j7s@2suK9a9W-pEZ9*znW^|e?Z&YKmSe*HV|*%>DaeClXnY$uKl3Qr z&g{Fy9T++Uf=lGFN);-IGcj1ex+Ab~8RsUERe@3KQK44;3(~9DYj;Y>pj`CItdRM4 zU|hap>g|rde}zbX{Z~9L_|V9 z;59k(iLkuz67nbDq0+R|+nsfv@1insXrh1rQ9`eg)50{Ju%R29o0Zs;^Xz)Jaeflf zAKoNxm#i5F;6ay3*uS#cB$m%=03^!g@e}qhl~{%RI^#CMLU(C8gfoUNUmzEuw^T&dou`F zHl*;n(}zfgyytq|WS}hdKib21e#dUI=z6=Ok7^%x|rSLUc;Jh%gqg&M8`^0D}oQ z9b9;fvuETGYC%<5xK>j+_RG0FJ*G{cjTL7l6}1++oY<9fi|zxxgys(=>`2LpN#!3wm2ECXm23Q5157?*G!M)p0VUL0>oOFV*@ znnYzLCqxYVe8YnMSRa~;i6f$M0Y@`J^FT+Y)Grqh7Pc9&^aA@`#JrwZv`(n0DS&Oj zOqDwE3xdI@6N^GW{~OhH`cK@0-{drc4-h~Az+oTrBnW|HP4esRGvPQ+g^bqyhMThl z&L?8VCm0E{T4eh0z~OE-kwy)D49-%!36>5UGY*>+N5mY4ymAY~@P>XDU^Yd@x#22g&~ho4O0>sB zP>B8hFMBqqeNofMH9gv_W)m*TiUxBRggs*f%^$d`kQ^{gxg2E`PTjQ_0(d_^Go~}T zdgES-w0elwdysc|(BI&Bh~^8d4C{~;pP=K(XW%Z<4U6vMFrSs69qxjzcoZ1OElJ&Khv=?+cbCY-OJ2-{GJE)M`>9Z z6!(96b=8Xh>e<#?C+q$%=H5G=>$iO$f01?>Ng76JSRrLZ85N}@Q7AiF5|X{sB0`F6 zN@iAyR93PpghcihGGF%m9+&rh-=F*Y{r$fG{Qmm+_ zZEwPU`p=i&zQ85x;s1QY-TnXVTT8wEv2H%C_cvXsDCx53ZeR!C>ythya8Zkts$85c=>1~6X#6u#mJYuHK1bje?dV!*`l_C&m4U`&|^V>~aSPAxo1u5`8+W@kANRXk5o?=~HNlU>#r^31D&BANLcMBAB|+a}(qef#@?9&X|r8 z`Nv;ZrqnD<0xBZBcgh`886CV;HS+x!mHCFfS;RHG+YW(X3n$d(n zjragJ0ODVX?bn8MW_Pd)*aVX4ZGdt&+Fk5zx{4TtDv3}rkf(#u*UWdE@XfM+Bj+Gp zy|Ahr$7!Oopip3W@icMM(lhRD#o|YOUJP(KYUr_-7YVC?D?+6lHX(&6L}080VtBLR zJ)y_iCkm6FGWueiz9@w)L5K^4%SsUAD>FDiDv@n%2(m$=O~$`)kevA4m>J^H07^X4e)pz(FPq4@BK)=^Gg}@upOkQkPiEe(}v)!BaPFC zu8_EA0@c*oOD!)g1=MCzpO#nTwGFMG2We>{h--vrPPFzEeON=?IB|sMhO<1jM`eAC zqJx4Xp9ETWU$9^xfG<^z$nf`Pfwb)|PWruiIaxn@7T-TzUHD`NSLD&H!UlBEiP2C1 zryPQiEum!%xi6;d{K1x7AB38n5)xa0!sP=^CzJ!P-j0qA@^Int1Z`UK7@y`UaCffP zyk?=?2@oOob$py5b!iWQ8H5cO)Log$t+do?PT3-&G6C(f#~Q5x(p72UCS@46+F zP-hh}uI>Q!6ph?3sH6Ojf5Z)K9}-;&G0MY;2+q6E;%D!b`?O~D>O8>c3^<~R7c~q& zW|FJ6`Rrt7RPjwh8@n$QjM;z(eW7FxDn8$P1n1NxGc$&Nv8aKPlQoEUCEA_sG%E&I z<$EL%z#&1L{cGVN1>_nf<^(- zkrs*)>!wY6vU|pmgj7v}=R=keddd%RM&~2cAmZQvWh2QBh|~S&eQHZvKE58v{){)M z8YY6SXdc;zu-6B;^BJZ$#GnOF#2hMbuW964`z*RoqXEZ?Yz@ii5m0ee-d$C4gfXj(}W=gab+bAx8y;?aGQAlp*@WLV1O(2p{i?ra(Qs7m*Jd zt-Gau6Ycn*3t6_pc%jQtbrYQdRu>cn3OVCKH$!T!q7R7|Mp*s#83~h}G!)T1BNQ5x z*!gC;^D)9M|4%lL^E>2lMZon$yJ56Ih7}yDFX->FAQpSLcw$tG8ZWvv=u5am4X{24 z?U2iT0i0o}sW)`^h}?NPJYR?u6ex_?lABP*FBinNy7=?8nj$P^@f(?u)~kM8k`UHs zfhMyN8NR9{`ltWS>hG$C17C7S2BcUGD#ru3kB@;3>!&|vW`|APhK z7yg^9;f`9HIJ?K6rVt$*YUxvpvr|*B0?CLaYkW%YTgAKk~q@->SwQ0ps3P?|%8=+8fB|~D^#Iw~g46F;&JWDeznmtm#uHZ%7w6HT znZ%f-JNxPB2VGdr@pIF(gfutmN){5;)SlYtMcs|Ckzzq- z!CJlD zw~FO81IIQtkkJuQZ##R`M#c1gTBHyeDuoevvC!}*2UcO^Mr#DPxQ;^B0n0zUF)m@@ z)U#cVfP-l7kTM4gix{bGINHg+_rJTA9w<%RRI8ZLK7HsvbKJ2+4?>` zodxNXFZ~$aMkK0$Dw;l^RD4uF8wx0Pa@etCe1qK8t1*mRLlhKLdr*-fz-*%2_w@9< zkZqrC=_(2=m`E0Z)&NC;U-+r88Nxm=l={E04|som+Jnd*xtN1@b8@~Dv@XAr!vu@K z`@|cAA*@#~vUoa*Fak*Q5DrLw(5ko=7G}-j83gV#0>WZJq~ElJaZDkdRr|WPRR1nO z1L9fp4}605iNgFm!2gjl@fHQv%E`aKU-@Y`ANfi|Xa~)YqLmKvN%;|^s)dMmgqu*Bt+83-haE`?KyPWg1j_Vjr`PMCeH1;Qu07o~Z-e|Da~AlK0bwvj zG!m`1@Q3mH0BOX_{%{DriCEWv5sABk(-_KDPjmzndqn!~t_HE|!4kp-!m7Z;P>WDH zFxm42f#_|#gmDpk)BrPXzzsxy4O3|T^fIDBM*VWqM5Ada{f&t_>!?00_7KrIXS6u; zn?yjOIs&5<#eR96v!4ka1K^#Uf`a>)Ls?lF3w*6MLM=g*z1T~yo18z2M>vfl_Y39)p$FJiI+axWoKkC$Q{L+Nt7l#>-*B$a`HT0a+;%3a6vo7*= zq~tEB1}#9zNbpCmJUV>-1_}WbL{{`*t*ydlN8u`GX_;0fGHtyd)hd8Y_0nz3%sX)s z(=9;?Q$qebMBh{;3gmlz4o*zTklh$7b_yA2DC$DmVKCRub_a1qvNq|02 zMIxZA+w}Ue%_AC2Pq+ji8w+d=Xt!W7-G#1q)2F?t=_sGEA1uq?{cn7Lnwgw)@}oAb zBBqU-Q59+gnO?qpA7CJbr2oS}Ze9z-0z)EX#Cju~4#YthlqVHpwr2#M9_HtqYLl3$RoKBbAYMjjAphN55gd9BnFB+j- zzs`#zL_KX@D~XvHUcE>%R!}}z4{U{_Q1sAR3tgg(InU-n)fD*LpB`B3I+ZE z2K?_1W+OR6+Ir01UJ}0xV>`ZVC>3XzY z`DYLaNVu~2o>~l!{Y%K0w^CCu-DN40CTWpLFji_FEbfsMz^hm_BnA@EIMry6uajUR z5tb;W71`~nYLBX`Yrmjf4HAILArsgRQ| zDm!AREj``IoQA#)no^QBp8;0@us8;wkH9RT!x5+AKvCo8A_9o&pZ4v|onH8aAc|JV z3M`F$WRaj7L~S_uBs|<3%U<z2o<)3&1EPAn}ep$_XN${la=;h2>L}<|9tfL zF*!qPoS~EEirxnERXB_=Af3f_e1-G|xISUMlez*u#{|E5SWr>`pg6epasHd85Lg6Q zy>Iik>fAF8uBSOlaR`%PKVF=6yNuC4@~bT`rw4d*59uxO-ozmviIf(dloL2N37`zx z9?SJ0^3?w{wS&MsKR+WM-@b=4OxBr3YY@jhss}ebUcxGT3j0e7tot=s+4mqcCf4H! z*F**!wEv2q;Q4@G?m8aIQP=y6`Mr<7s0)aYwBjSo1JsIhXyFhb3uwbx(Bw~tNwQ#f z3ix+Hp%`g%;z)80Et0c6Iw}4uQ-d*) zo|(4CqHu-wZ~0fD+>?m{j7QI9diwYfn|2C@QXMhQ^fhxSw0>0r@cC<`o_!bgGnUfVU>Q`CyDx1%+%+=7At)q7(dC@Rb%W`S521rlh2dO%e{crS7QyU97&|-Yu;zDF^@5rzcqMI7!Bf5G)ey1tNJt z1m1zN8$A?g|BLX}qGRt+WLK#~e%l^W&(YhUd%IXBWs47ViHw-x%m&_AYI)>6v@NR^0>2`z+kGe0RHyvD>>BEf>ZBNc>+2nRZrfIQtpE2#dg@1@y?6} z8#(0wb|8l#t-c@e=eYeX)=ob&S-#ul?TLo!-KdCf=8eazvOccd?VG195q}PEZUp22YZ5o)l~vCcWZNow z*1UexqwA4-$nMaNG6EG!PNQ-m{(TS)6FV^gczl)9TQ+ZgfhbCx`iYY#C37G&*-$SuY{C1DJ9~Ih$cjK#V zq_^}yt>m+HwXlC-?m3bx%_nC>T!LYikN8N>%Sg-~uynT-GJQKNCAHQMY3(PywdTW28<^DgfyFwH9rwRAj@H&+zj4fzLD$&|4VXVFk^7^jiDT*aQlJP>DPSq^qSF zX7b8*+}&8r#4zCN7|33vGekKH0uQJSIz3%aw!r}bd_ywX0y$ig5z2jk`d{_GmJjFJ zO!FkKC962HwhY32U{ki!qq_luhYc}v8eKhe)|rn_>G<=|+tE*lBfS8SH|{c(R|}>1k;Nc!o>1x?fOGq?h-P z$CjjxccEt*{ZjIG0M7r&NS?Njw22B(@ZPgFlD>H-dPk5U&LD+clrxsx(Nhu$AZJd!n}U`I7?nT%%e|@>%xTiy+F}%pG@!s|k@4sYCg9ky~-m^`k=lsO97|H5D(V0qo0<*YbagSY6 z3@Dz4f{Kr@JEIPh1|4o02`N#*@!ryrKBWU-(8_+`l*-2OM#bi2SPq;@3t!xF*Ii*P z3|9y(2RBRfQ<5&0U7#J5p>ITHCtNZz;&lQg0XA|b&43)qpa$MBycOU=XJ-VFB=J@t zU%iifLZqpnKn^#2a&a51sBp>GlloDHr3s!hHBFxC4lyH0nkg4 z(nOSU4tsPF&p6^~)ibV0*4s`lU&TtdjFtO8~dJqprHl%F`b7{M{+0Cw*~1m#x*COBV1LxUE2I!eY1aIJWR zIK&^uiE=zH^c6}Lb>4_}5!@gEdZ99n9Pa=Dtr)5#Ilb+5jIm$Kx@LNt1clb3xS$c;^w5&$r6Z=$#m-i&Gi;52is7>7V;@2Z{jqj|9Hkp~7HEy(i zVDj$M+0Y^2Y;;RR9Rg8ygE6%ai|W-=7aUoqs2S<${_jI#V`GUrsK_E2kpg~zAcb5B zo}283BYOIRyu>67-=9`N5YzYeQ?uRi?Oaty%>#qmIbNSI#pA^>v6-*|;2gLL8}I~< z5wy18y|$D1e}Dn29%6&d_UBj9Hjuj?VWq-EYX=lIfSWNNHd!R=Iq+C zo*uRq(ODw5D*z^W7PM+E0pgko`???SI)hMa6AV7!lm-lO1MZAC4H3^3Y>T64okTkl z885g1;Gh$Hfmj8qa)4xx2fq^CtW?!q+ex>`cMm%D#1@bY1RxgIWHt_fD7bdhu3Wj2 zc$}h^BLf|A(5{gpa|!a$kATNI<%QjO+K+^m4gi<~%!!AqDj?A(qti?JlLM3i9=lXQSP9hh|K6H z(Ih1695Sjq{}D&T4lp#KxDbcM#@_5N(5I|Lm@9^AI4ZURS)BWtS0YR0jh1Gu@%;Qe z?Df}?Haie6Cgc~MX^%k~+$z3r-)G!#iinbV0in^Pr))n*upjg@P%l9_Nr#g$9~+BI zIf5S<#1XXUr5!`O62=5dFxZY6f2=1@hg>!8EY++Pu{^B-^aP{D9-UX|GOyYt88ZC-g0ZS)K6+ep<02&>rSpYJ;91A{N zb!N|fZ=vKJBrW;(SEK=H1>UTCLj$y`2q&Fq_8fB0OAx3K$Llv>Qy2&>n%IDOk!IFH zI%uGN!FLH>Ea&FB+5gE zO|0HjLf=k&aloWL`#aDcwmda>|LARm_LGgpAJiw2o_sv?2P{p zZbF=&ovp1t7&Sy^ppMKe@d~WQhyxfAOsQb5l!3sk2@@~_u>H0}-e+HSmys4~u;Vy( ziN847`y^GiPv-T12)zvrg-BHa%JyaKH)Hzu5axd_pWMJ0+`aN3Nk`RRsF@6EMf13L z829eomq6$uLxCxz)d*Hn0YESc1-(RcFuV?JDv*)|j*jk7q){j&bwKa91B>|t%7AfgMZWdOFXzHoo}SL?zXYEA z|MnGCAlt%%djG$_BE{GK$9L!7H>R-q|LeCN!Tx4gPXodl;E`?E)73U=_^r)6@Btvs z0Az69&}&8}-b;iOq96r6`X8ktXOMG!?d5xmEiT{PKoAscKPL^$6Zqo=ksWE0lmAm# zzQk4OON9>7Z2v?D3bdd6r)0u+GW+eb+t`UMKd#M;3|HI}2Wn1&tX$Nl|Jx4$di(FM z|KE;te`+HcsE=8CnARwcK{I47>g!xENT5A3)sM+@ubQ))yFfQ{UgmQl}C2`+=4A{!8N^fjO z3`kaPWMuRK`~iZ`p@DY^#W#|ypYiJuXVP2T9z1xd8hxtpqRzkX8%r#s9LgXPc2>4 z3T6s1ilS^67G^>{Ed-Qr86@eXdeU|y(mRXdVw7(Ne-PfP81&6cKR0PB9dv^ zcyyREz=5~Q1Q-Je6)RXT_aK(TgC<;FCk=Sc#r*_f37<%dnhZ=B!|hA_yGkuG8IU9| zKro1|i3}81c*J;gU=n~W8R?FJ?T`cCQ%#0bny+(VQ4tq3Y6uI&<`ZNyJiBx}0$Qwh z;@=3`vG7eP`&==J2SFru=my?sHdCi79Rkvyy40P^ zRxh21&9tMkwCMDp34Q!u;U&_sWZ7y+*ecOR6qkHLp{zsn#8atCsa>`j)S;-QI7n8< z#$~HXKMkaACk+BAy1S>@N|AqEl2G4pWu@Im1Wk}w2E z#H^4Q04AV*1~~l)YgTUeUO)h377Zv7fWgOf*duN3Lg+}$A3^Hcym|QIni;c?=)vIn z|0MOawT%?%wVY8Yq$ix#bfgBfF~(ylcB@vO>$kkYdOB zJ4Dp@A!?Ns8yK1V@1Tne`av7YGX-Tu8aYA8^!Nn!%U)f@Z@djXOEFu6wGHootmT8;Mn@nC* z0XqQ3-9s~}FY|_+CSk7fm&{Mc{&NWXoAuvvjoo(T>9Cvkd@R ze-UTJ1&jNPWB}@dB>OtwuoXci$G5O@&v80Tvg@hYO_|SG43^Ue?Yen%`~B=AvKv|3 zkB3^lP-~FntBFXchNW>rQVpM4f85%_(*3L6UVfOp<1yuTX_=Dg;K5uOT3>~YKR%aE zYXE#*``aCosS|#Nc7$_ zde7g_54u>d>fXypIMs_Ku72{YS$DG~C(Ni?dYAUO^3To}A8!>7{7|e}#Aqx>@y7txiZU&JVeKoS$fbhviUV)HLtjy_aF?h=kR=%U?t6n?dkb zx-wb(qN{I${|@SGcIoCV8|4gEQ2en++M8M-fmbA|HM)ivnt!FMio$(pDO&&H-$3`; z>1OaGQ%$q#(@&4}CmwR`p}%2v=@gUi^Y|Ap?npUU8?K%G*!@+}-N!Rs@~J|?<&1{j zU+K&mI?g*Pa>rI6?Rb@#_!u3WMU)rQHp;|g%Sz$2VHA5L8R9(PH-n8_$z^(pg5%P+RN_T%hpPVrsD^hXq57OKGk z_vC3KDvE)71P=_^jK2-sBgjVo&a_GL`YW%l9?F4wsP9$eZyHWae{8XfNzr@-9kA799mt_3Ye_?YNr%Yis9R|V!Lp?mhGvH{TdlUmdL|~#i>Ku}ZHK2F2|@S(o4)>{ zF1h$|Hu{xL4&$GHX4@J)q!-u#+{_n9d&16neLiLpb2T-!DM#s5Zhz{e%lZy-(OM4H z(H~%o!Xwk)cb#1Ad6oIH+=_=DbS=^-`nD>os4xW{k$hjvcbrQ}K6V*(s=eJH;g!1x z&$VMThdiCei$-gOcDl@~av3nk_la!qDK=D*#LG&Fin@P`NA|SkuGJ>(N!~lTuG0&Z zom1r7aOW$XlCF}{di{1w$<&4cTr$(=0c)B)F-9CyY%E5>PYoNb%(ht{vW`vA^=)nF zK|<95t0bE0!~4t_ePcckybdd#op&ae@F$_nEoE!BrGxup<(P(&5x=SRVuMu8C#U72 ztPa`==~~$O#&oo1+m^LOOPGJuM!t~d&P5Y<`p3<*&ZhOIAG&luO>T40j>r#tQn)^& zarRYms+1Y);QhTEbKee}uo_^E&63Y;>tPJ}#cFeOlSQ`xt$uNNleTr4iRB;R4fxiz zP#aMSzW>@LTtuhdR4&-ldW6aHRGh%tgQ2GTPef>>C{S+QzWSD>Qch0O>$#-a4>nzk zsqVOFXX#VlR5V%Q91gL));Y2_UQw(`S(?)=!CL;VYQ&lWF0NuN#jpd{=~E;eEq*ZPUjkk+A|M>p)*IQ`UY!qY-lYGCd^-G})dLwpplk9Iib5Tu`sjL#=;!`n7F$>g>nfPv3l|H9scQQfJ-5 z_46XT==HYt!`IC^poR?J4IhReCDmn(ZI63a6p;t4?!UUmag39d0h~y)C8I z(`0@xA1!Y|TEBOhy32zQ)A-8AWv5bkV3(m#T@~6hOrdVt+vdxyr(e@IzA@l=rJ$7m zIc1JKoo8lI=iFX>+eYtZH}AqZni9~gPyNMCM|(ul>Sl2?bCCtrOM?l+dbQs!P9`w~ z&eqiKy_n;X-Y?F)=D~%J!_03#*+{)E*1J8Pa< zH5u*La^_Q*2uEhMni)sL<|K`8m=?hH6Bo5;KdmG^V<~1_YZCb)F7QvB!YAv&lJQ#Y zFEtw4?)m1OdM(+bGY*Zm-~djB1}uzdIN$!g+>0f%JoS5<%|P?FL+50=s<&9weK6u* z{$O|19`4)qyxit3I^xyQ=Vp&raNmw(*|cf2-Z+K09l>d-IZ{1DBS^OMgeES%-QZQf zSJ_-UKSkGZuwos1V~T0xP|Bsjx!s|{)*FSSCj*#+sn_Rwa)(Cyww-(A^=Oai?nfpK zHVZHM_iCjESC?mRtrqz>*KUEtw7n@l!hEn`n{B`UwSz8mMqZ(FbrF-DD#xZxmes~h z)DHhSC&b9QEx(nM~94<7kg3dfw--(jC# z*!6=;9{Cs4b`oACbTb5yGdwI96&j_0tt`hLR+jk&prmeI;<@9ZW42)2vPjQ5tB4dq1V8Tv@i zbBT)56g}ShtFF@3FeHDmqi}H)kL5{?)V+~wVW+fju2a-V?3PK%Endl4ae1ORrIJ5$ z*1VMWHW#S$u$M^BEr`a31<}p#besK!%6o@FP=887^&9y&_ z74h_kI|s>hC*f8zTT*Ex}%pG=|i5cVrKGH zPr_4JoQjPFo8oe1=wzS&3J#~f<<8XNV%xT^4BIIN8|NX>_dNscUA4_GU0QB-pK)Oh zNSLUph%vgIcSWXy8l<p z;cT9-JoTsg;`!P1xl9p@Y2&zZE&0pZ8=8)Lr!>?f2#HUXzB#k$A@sDV>WU%xE@D<+ zFHMFYd&$^yI?L5ZI;<>fxuW+61Jhh-sovVyo=Y8`0g0V2bES$AT;yi0O}2?n9x2}M z#wi&mBoUEQ?tW=mzn9GTByZz{X*+%~O73%SnVz1TrNUGF+t zw#JU0yxha^_7>>&GuQYLGf(+6u{FOX+?FFwCwVl*XYm=wvNPObNkYepwF__=^qIe6 z4|Lxu^Rjs=I=s%Hdgf{U6`mfQ+dJ285=gMoy%O#7H}9J7Pjkiw>%XsU_S%fw8`Mu+ znu=#$MMpb#cIBjS{d+^!0KHkos{Ie!&Xl}9G)Pq&8Ey$rXkg$KFx;$h`cs%!NXC3? z&*491HZj82e@+*~jPHIobb({0|K0tgZ7V9IEK_3cEeb7AXB;SFe_SMS(BS;}wxvf$ z>1s>8RJ^W}As@cixcXw&?bgN^gCBRKFIx@GymGGmVBNGQNB8+RJhk(aYn|@+b;_CM zjBx)gZK>!vkbC&A`Jz+*vZ7EciAU@!pZ>VC-LQD^e($?(j>(?+_ZlssYd(u=Xj}fQ z5U4uusDZP?^uX}J0lp28+t38(8`HO3_|mq|E^`#ipzBS|%Azpy{S#tv zny+Dzd-+RTbE9L&ctPRMoYAU%FKjXo4sry@TiYiV^2*C;ikG#Cx|y9`pY2{|nqe{c z;T(-ji#I(eyV}v^B7L{IcTR=#oQgTGVX@vxH)|tpr$YI^O&XM+XY|Vt zFKUwaRl3vd*00`IygYlmn;4`GCqkEhpPnmw)vQNt& z^7c7Jvv!$9`}^Mnr6)fe9?BSK()j#cC?`_ucxYn$_Qf59lTx!4bSaI6brajKi`TmEeYg=k& zAC7+33vcVc@^Nnd(aI^j=wDtf6IA1a(~103xq6GeD+N5yscIHUb)} zvuD|@3U(R8KY=@QPi0#aPs|NAH`JwCh?BL@Ae0<$bHL1@Suosbfn{dAwB2U1+4}o5 zefsShN$EM;ZWR#8Bw{1ptge2Zbcj;&r>gCZp$@}ili$xZ#3xF}*cPVS`?am6mmgjn z%eR_+BR!R=XI^C#uy1;BrNq$RYP3DC|Lid->0g}1S}CXrFjk{A3b!BolP8eT2rgc= zPLYzFT+U1KURrvt_YAu@{LvN6oDh5H74-Q&wF2%G;f*!@r9qib8qC5ASOP+A3XG#- zqi+wf%XGAzSU9uztlY4%m%HOu-E{l62b}|r`JNT?kCMZ3gRY7HVq0+I5t_W+z&?3k zgz+oqUpo8{69+FBm-4Nu{1w6u<&J|3HA+^@o9}oEZ7$Zyoj!n< zo@nD`rmX+M`q9+da;bYR*>hL3HR339-Gd=P(hhucfrs+ihW@Q6-`!-Y}C{eGgB{FfF5n{>7qW zg&dptg;L_S&DJWKwOUHrwF~7YgnXu8$#(?get2GLBUAEMi1pUshg7ebto3#SW$|@4 z#geoB&J9T^NAZr>XFJaH#$rxlcwAiECK)@ZPEU%s)v_(jvJJ2~H*VpkmO2QTcUe8N z>#fP?FFN71`Fk{TxkR7F%-lkb-qYaV?~C&@%7-UYH2RCU=R4c&8{Cg{l(o6IJ1h>1 z^Es&P9@<*@$#RbnnjHN>as9> zFsxkNTu2wuAWAu9(9J7dN$JLLUEYY)^z!i{#cyBjI!jrR-u%8<(I9V?p4&VU*{)hu zAM-PN2+wRf!o{$Tm-$1#xXT`C!RM?I^A@iJ6stcP&e}f{y5kk{UPWE^2oGC3k`RkJ z!_mpXVi6@Vv)|6&2eQ?S#VBm=9l3vWKF`YS{<>P*qKhuUP{d>RH+3e~ZDr?NT&CX` zhAGdAE{0=J~`nfk6Op= z!A@R-yb%5@Vc_CkWJhDt+qHW*UBqqCJmySDc~nG8Sv0Fx&)^~FPIN$_+X1hf-nXcTv zdEHO1>3Pvm>vFZkiy4o6^H-Xq62mjTS9W!{OT%+|G$CcA_9xo}ThNxU(!OT@F8jVZ^*=UhJJ1_bfWY$61N-KhTJ||PxW{Y_)J5!-fESS zGxufa@QEm1i8O_MP#UtVmXizKQP$R9&9+d-vdRBezQAN$@%;o1vB) zS5z8)?wwo6uF(9t|dRy+Fxp(`Np7AG#d_S-_$KWzo zcKO8!PDrlJ>qe;!F2#SItvJy8+S8{ul}o8KkL!r0=2i_ID}N7IXp}wf9v(NMZ#jq+ zeygd5`O)JsB*TlvEqb-apwmLbWe8&89l%%=PuJ z;GCR#CxrE^xuL#br27!3IX;>}iMZ`So0_BMD4ho1Tg2k_OA1`{98l~hA+8H_8P@s zw(KqVTGQ_{rG4OP#WMY|l6;MQo1I!)ioPDx4f=V(V#=^BX)M)Bi$g1;tL@~?siDHK zC-Nv6XEVg-%=8Lw;4vhB?B2@7b>@3`0qSN;0@=(>N{n|hQ5@56^$G{9)^)Jpdw6O1 z*|%+i%ol{+Wc-jt?$&5IMQY@Q<_7QS4(8Oa8J={%fB#lLA^GzBo+pwG);|~CjyKG< z1;&&{rf7&v1tOvh7t2T$eqPA7HT-&RolKVj$xEMqpMO$Ump_?gw(eq6<_325(x+Vs z`;^{QKEF--r#fLJWi6{vPujUNuWfGTMPBimIPBGCJ5)1f_*nAI{VG;H!PauUUlEMo z!w=+6gfiXhFIutwPZ_=)_2SLc2~lOAaXW_b-p4|`d->Yx`MDXl#D_>!jg^H;oRg=8 z%%6>;tZms!-E{Ty+EuM1?N3#;&-5@wBpMY*V+`<+Y@>eJKHq!w}S9==Y$=rl2y(6k}nTwl%el|Rr1lJk81 zbIG#rM{=G;VqiY!##MA5MrTUD2TJ)Ia~G_!yepXUn4b1%vu-aTpf%zyF5jT;{Zdu$Bf{kHApba{p3>hN?%%Ui$_gCB-o zc08}{wcOv!&0MOJ9eyHwjy1;U*CCE|D}r)|-INZNZ*$qIqT)M8ZAqzhs(x6X{SYZw z4X1x*st)4&Tw%Y@OvOljEw5QE$1k(SQ`?8jRCRt!9oTaC4a2+J-Bg65{-R0NjU$t+ z3ySudYp#Vk-)@>xs?|Hfv$4HfZ$8I#OY|{;i|=3OjhG$!)g$%O*zC;m8Ydj<+MF!q=B1&gMh%gXUh%ot@Wih}zkaYSoK49Yk)~+qjWkVW zBn9R#yMJ`Yp83C~1YHwvv1D=iw79r+UP5lGmTzsvXqKwjV8RRPi&Smv-&c~}Do`|o zWa-VzFUD303iu-@DF~o$dKUit>sywDi&Nukio%2+R$ToaZ?nM3;p{{6=f!gm*Y_%)zf5O$XmX!R z<$eRhR~OU&R2$})hD;q?m}zZlv@f1t$8N#Is&|ln**zPXsmIPv_P;{v($4D%Xn*~d zlC%Ev^CUY;)>Ecb$^gqTBw2HHAfRyp1q2EN_E}qDi-q=9TFIR|(f3Md2$LJ{>=1@+^ra>CsvXqAFWKQlk_$zmO9lPw+ z}wf@>t!+gNin`;(uObX7Inak+0z1A1I zYxnz?O4@rF7P^A+lP5DB%nr3%c!Vk(vL3opJJFOj6zbaM@xnOcVa5;B^(0KDrdB#i zj$av^Zqf^yF4O>eyn>pwpLU!n5_EP@3|KrsN2xH`hh(=D(PBc{e3Y5?-Wx zrUaMGPF^j)W;UF;GNLt`L56$tn#x>dWnJ6B3O50r<-=2Y&iOdEsdL}V_76P!eO^tY zT5R_t-QP_gJKp!7JayCJ{4^pl4Y{@(H)yr307ZY&4p1;0{Rhkir5Jn@jBY_U>>os@ z_Qrt4RIZezQ1-h_>S)5yzJX^K&#TRzJb9+|t71h@&f@Iyrc5h|cG1u?+!0DnLB-+D zzLV0S<@_nRZbreDeRbX>vQ9RSQ1eas#D1|kFGNPW&9A%tCnrrq&)gT?x|`5R!G0$n z5}$*xA|mY_E~Pt20yU{@IfibQgC7R$Z|7(iq$yuh(NsTj+Hzy|y93ir*%`OzYXbCT z9-7cgM~DW@FPGQ0z*G=z>fhTKlE0k2aQ;ia&s=t1fBfm~N+*#CMkqUZn#`V( z82Y-cL_ztBky*Cq{I>3l+8E#C;9&|;pnas?>EmsgmW zdALu3e+^kvXX3kZReXBXma5PrQN2HUUWM{-__%>D1-?rHS6&7hYy}cwXFel6-$3t{ z`dhQvU_+0WOju5~gC=|aZFHzQGHhCo#(EDVdUKsPdybj1Ze9MtVF|vf4+wP+FTtH$ zEhE4ei&ZZObIXw{clQYH-;W;Uy$Ul!)>h{q|{e;{dwS-#3I_We7dU$&$&r6yfyqIo% z58u(0susDJes$-=rX-0hkx&2hzd=A!+cm|3cJeaV|K+`LxbWV9-J-`uX*=T^(vt6- ztlj5OPOF~MaJOxknBFJsJh}GvbzgmGfHYOXS_o29R^}EK4tinKlb#{{BJM*$p8{9X zuZ6o@x(>#CF=bG}AA+DT$$OVT$v;)hKP_)2^%EPId^yQ{*UjFmZg&eBOn((c&VdX+ z?Ub}03#apbPaTH|!@8#WeBG@zFXit-WY^bH%k*crPnj$TYO$e`&qIZ-9=O)5nxpx~ z?+kkbW^KEc#YnrCjBKKJi%%R&-DxKN@{Ma5`?sKL;qoxf1D`|SJ}ICCd@gO)HZNq! zf`a0&5MS$%P}Z3nr?^TVnY=l~b|cG^?OKe{hIMpxdKXR~xwQIW)3J~!5y6k08xmff zT)Q9ktz;8w20}muej3Mfq1j*`>BXl(dXDn3^aI0kwjyq<5;R|4GG6Io`P=C4V{|a} zV@KdYbAti(yIfwf@^=kmu~GFmuZRu3y#`AjqedvUAMzRd+~aRcKI^4rui>Q5WG z_-te{+FRVw|E!{iSPI%^>)y@Nf2E@#mlKlTwp~o@IW%^MIeco&qqe-JzaN+x|0G3> zRaKW|yKsFWdW#ROJn}oNX_Cx1QY5n6MXq?wi}HcM0keK0Qf?Wl&9?Pr{(SWvo-dgQ ztw#6!c(lWa%p3{3*RQV2-!3H;MwmITu#bHJ$V^wbEaYQ1Y!SP8At3}juQV}`ub|H; z?%T}8b=%KT^vJ@*?-kaYX8Vf1zNU2)omAv{JwYAKx7o0bJ=!h{ujJ~x-ymx}doRht zWYoQ8?OHqR_buY4Y*G#rKiL*G_nJY9)JgZR#_ip^wCVL^jFw#R3!CSIuR#kb(aZIl z8&~|TrCE3_fhut7A7=3h*tt9bQTMEh%1hk96Z9^@DX3f+z44w!y?wk^(8%eH!r2QK zO27q#`O}BO)l0v%^DH-`Lx184_wKoA`2y!e)I>n%DGoZF!NFdL-5z`9bFN+(sW6#$<=Z z266`)6V2U&&g;Y#oMgVo-`~E*Tk*YF+w6Cge#x$D)5j-L z8cR4`%pZ_lh%Y6-;_7_n@OZq!G;AG`Df-_jthS_a)bnot4Uj((P3u zqSQPmnUXgj&|YsH)e*P)e1TQ^_8`J3dHuS5GIvo5ijLxr5m-HxLy1{|z6S^qyLazy zbeN+}Q5dPUg{|AIt`&Qm^=zm->+c=13 z*@`!?^?H?~j=TZerwi73MQyikwLM@(6wN=UEL8}HHXcF2WSa%3oDTLUzOx7sLX)C}C-QPpEH^aLy&|*fhj{4&Vs(Ad?LC-b7OVy? z3%;UgfJA12{sp6T%8wYOZJx~O>-d=Qu0O+e`VVXH01}RJlyG^6YkYh+$QFMUrR|r9gr5k)w1mVlI1Jks+k)RmBjYHd}$;xYf zhbM|=^dyfp2d9);Z)D_DadG?McR@TO;#XL5Y2~J9G_SGh%=rH~a^ZC44ZjlhX`0(V z*S&jb6&PJf#+nlYgbSg#Z*Nu{h#`7s;)P_bwimdt4sQRGVo;ss6F2d^DyL$V>i(IZ zVJ*o@bPU=*8om@L-OD-QAtECxDhg|jv+C+({v@nLWwSe=GubIF9S`993p9?DjC zc9sTXxw!4tlYjuEH8+}sb6b=V3h~-tf+~fdXA^FKPZhyl2?;tDCLA)YI}@W*l)1Q) zG|rr%mynPk?7K42+E#0a3%JIMYIpAQuwFDV+_x^jFYtNgqym%C*D=vkphrnw*ahYo z(Nt<}6KO4W^s!`{CL3s4@Ei4%t)V%Gd~@)pR1*hJ9vz8gulecuH&7mzpO&r^mY3UF z2+JV(ix)9TdW##&Y6_4E1yMxeaMa zT5U~D2Ullrl7)^G8=C@^C3ZC-IXw)p8L4Xv%9{CB~Bg!mZ|bcSuE%S?3yc5xJ- z0SpkE{o;vLI^36#G73GyD4Y(=@oP0hRdHObb=gk$IqpFD%Q$_`Ci}}5L*u$sgHSGj%v?Z&#KE(ki z++sp?@1Pe4tl5i!chm6^Yrus0(-DG68NO@zbcf(8ju{s-Yk zsp`cyD$i39QKo4&L~7e=Tl0P8uM-*C`8qo~ZRo(=lBxg2+FM3txvpKqCN_+2wd>x z@W-69`K@%qb9;2=;Bto-;yn_02|72C>}j2z;ny86jShdtgx7lA46~CR75Zhmk!)Wu z;6(CNq6tUAbfcOC+9W%m_?utD$oX>yCAT$G>%6U-dc2w;LIfS&0CAr&7$SmbIy^4U%!vk`=rt5Z zOSxkm)Vb9SJ*Qt2-Fhy8zEz7hYv>*l9QR7wTq$ML$M3BC_=NJcAdvtcRp6qnXgnOo&f(Uh;G4DYH)hdfT*0J zcuGH{qLS#bRQ`Owtw88$)@RhE|MLysSG_7bw%T||qMR1@XT12+B5FuXagc!PE}-wQ zIvQ`LJ%G}$D8P}Y!kzd_#r4_2ObAd7ur4SZq72-V2Jq7bFCOpe`K_uwe6-~xmuaHh zJ1{bWQX2#+#vuEF;6F&acYG=b8<{GndSE}>PthJe`JBp4nE7u%1aG2VaNv_uRvrY* z7Y?UnMkcn>liAk!qQ09vfs$GlYOMY?BbW5rz53npvLTi`D!eaZ%k-DY+66y7UW?)H z6@P@C)|%LJs}LIl4mnU5$!k2-=9^a#BhzcE2mYY!duQlWRg_RcLzrVqsq2SB$rBCQ zrj5MWyorM!uY(~!%%!KBL`40TN8c?<&LC$YBNF7%=A=N1CGdOXE}gW$0_L~5$C79B zp<)V%x_ri@^w~Qgsi)`1SgIdq;9o9CVSqS{l|)`s^?YF(NT)I($Bl&Ja`RkUJy)Ci@#6VnLorN^k_X6PVqDm5Xe zUcOosQ2sXPonr|<)X$f^jwgQH2C**a3KgLl1s%Bw2%(Tp4)UQcVD2xM!K@YvFwEV( zJ%Y+%K(yMyeAW%tO|*A(7=rKzIjjJCMa0Fm!zMML&A=?ohmpidL z5cjjy4xmpS{v<>=XOm*3ZhAo>r} z{#04Hc)nH2@IZeVi+s-7#F(0KDHvKscHZ|$jqs$74m*$Jj?{w5A7@h)D_wJFhTGTR zeA@e`rjBQuK*7YJ0L_D{Fie!e78q;v)y?gK+A1Ir`!oh&^wGY2I+u0rR?kBLOFMN`6|CCxlVG>& zyS(M}ma*3T>-A4!4b9bS87YpZi<_>e{$sV^N|Q4_goS?#4{q52H=r75AcZ=AEXZ6> z!#-l07hCYc2Bn|cj(w6#OJSp7;hYg5g}M0k0-i?dEx~a-@dv)NHco_%n+%_} z%qUB2j$An31<&e`1ndZ82f_>l67$-|jm+mdUT#yz*hQMXA1^0ePO|b8lAH`o^W_~fELA#( zQM{b1)7XvN_>~ALM-L+P>`3j|9oTpT4uLUX_>+)Za})@-7ir4iv74b6Gk21M!4wiF zdPVkdL9CDY1a%e5!mToFtY+PHXaiVyp(e9IsC`GRYjDyZh=oc8hGC1pmCXH1dbgU`?q)1}f0 zE7T7r!Y9Xuq834WKxK|KQ}M*q{DA>uqVuf)Hq?3Yb$lG)b8-i1vH*MPw_1L`UP7LZ z!a2g;KvA(iRvH>Q?e!)zlZ^~J{z4RX%_5|X*&lz;?!s{aUeWe9`Vr)7Xe~vR<5EV= z5dP+$Lq!o8894}bfWSIGjdQld`9xq4trPmhpD6pz-(pH(AE}J2cjmO+X4~zh?*i}O2PY} z9qq6xost3*-618^OI)}iK!XnyNv9J&N<*Fdci49yVf!}1(ndpNliPjPQ~Pjbk-G|I z>)v9^DXH?{hs5amvd6;VNl9i-9D+DU8EdZqw&8^u3H)Qq=0k+b0Eh@(-GM^J%=V;G zl>=rZKi#TzA-cB+E+>L()Av9O)GyFo2LK3ggpp(l)6_|8N@BA14?Wm`pdvps4AXKl z|J|fuN_f91pRo$RpGmqVt!zm6uoY%tP>|qW7w;HYFF~HA4ZU~tZ72*HD1m>mIlw9M zz=#sT_~Fy0gy`ymxN4A66+x)~{l`Rzs9>+L^u}cMo99~BnJPi_d24u0-9A$Dv;#vo zHwOCW1n{@IZP0+B>pFW0w=qvB8ZMyp|CIy)+M|w8zu*(X00Rb~WWn7p1B4clQvpDZ z{2p6M0Pew>ds|=h$=!jJf3n>bp&?Oi4LABHvlGLsHsuOu*()#{a2VDw-D#n=S;0~w z3M1c~kbDh_1Fir5`Wcug-5Jq-2un(l-xWR!?lc_4ARt4UerM;Bp|Az47sbY}fy_vz zrdSVeH*y3976w!0Lkz%!`zQl&4>J~=W)V0YtN;o z>y;6R(XF0!i$nyPGia=i(ZE8{4r;%&0@v_IfIlp?Kt8m38-V37$RX^{{F zNchma1^3>ZvN;^+taJYZ9ZTJ6W1fsYU%5G-rv`(sf4U%9-ba-WSdTB^AxT;V#%X3t z5CLHMn?68t0!a%04a>BJy+YLwIv9v0=>c#7y>=sc?FfFBEXC@`&9Q#CXz(-R3)*O%Tzxr5G`hdb|Grrksx z5m7K}J}q+zy1uDhRI?ch4sW8zk% zCrj^j4@8ceCpSu`GQXkTWm*RIs(uea zRT_-ad4@)GDYbuC`to;*lK27+WJbd1nY*J=Kk$2`+R%1gQ8B6OY1ume9An}-JLgvs z7nW;!g30giW8h)E8^!`Ss*ocWd3YI%<=VnB&jOwH*%K(DaZ?o^9roHtSK>Ea?^xt z$gIMjt_a(U?76rK+I)C>|9mVVym2$zaHnFU>tx2esk}kkbJ6%$R}YJ5kC79fV9)vS zH5jh&6yf(|I@AAV&7u8F-fa`Np~imhHrD*3UPjCKSe8*s%u}JJowg>g;@p?#QIaIH zD%0l!s-QAovlE=`{$ihW8$$I*6MzvjBohigo|@r z6n{QFd=Tm6gZiB`%WFMLd`=h78e6Q0@<)xrw||L{(QrQUxRcr}Ir9V?NLuicWCMc& z7};1t;C+8_$pw9H7>NwhZ<_6@ZgCo07+g0nkCC|3a9=I~z0riVV&o<;R~SgsSV&n! z@4e3Qb3x|x@M(ImICNpj=4L~xv+TvjSGL@*3|!_Ot@-ojqmSZVycS_gdF0~XYEY_? zsEPdFCGf|~a$nzaf7~t;Y@}XVk~-yxPM7`$9~0+fuVdeYXOtdsJ zLxRJdrJknbQEbK5X-cV$tQfgEzE4`_e30Wbs1fn4L~7K8&QnQlnidmEc+TG;Q3qFc z{Wm?Y@~dI^8R*Bu1?jWKTK*+lC{%#DRy288qpb;gIkP{hws>uuURc*0I98Mf7YjwJ zi=*B`xauayV%%5)k330fqu+qZ6P3j;%q}b@DuO$!Q+A`c4`#vu?^hGLKgy>@xSIN(2AL4=Mv+AE zTvn{)5W%NT)6ilO$j~B=kaEr!sz6=2tcBlLZnK@)-=}pj2XkmtR|%e0nO*Wp%CeJS zB^)s2@N0C^pGUV9UKjEH&2Z%8U&;m@I(%ph6*EGU-1qmIrT;SZ(;3!{77Ci#dOtN1 zh59Av8`6u*cZ^H~x*kM0S>F2AWI`!miFu6kI73~O#66hej}If9j+Xg614>L<5~jle zNeC#M$S>H>2KxJFymt$VKf+~1)4udGqocE#e8_L%f+=B9`Q1@e151GroVTo)oh(x-6HyV*`b$x_#S=-AArLRiN%qZhnNvNn~xh)ORpU#WO-4l(-*T@*gq(ButLRweYZnBRn)@`Nl z`P<>HOi<6)o#<+Eq2j)*t9!cwT~dBnyngJP0g?eKX)-B`}83IoACQ*`yq~tHMbMLy62Z}NWtmglSf1F)<>bFj~$RzA^t_GQD+RL zH8qL3r4&Bc28AUIG?UfwYgH;`hQy;o<*ZW^EhD075!O`YzXuKF|#-b*_7rSBtZi8RwhT5zs^Vo;{m74Vz`gcC^e@-<^|c@y}C5G)@CnM@{U^R1NXp9u?QQaG7;)OckH;p(`Q^!gT3L5f#@p z&qIyG+IsFclb=1+U9m?jCV76q0|DX_9%|;n5vHcxPM@A_pjV!<7Ed^vhwWotm1RPl z$;Jw9;vyRb0%f-%I<4oA!jcZ#w-x?9U1rUj?lxp@k~QOp$3Ep1TwD}?dxl0o6GPm- zl*ow&otq(3;>lbjE~8GxCB&hLv7a>Z@M2f@RL8Fj8>MGD-5YmxC6SsrKQ*9V(H@$q zhFfF0T}b%ID#Jlb=tje3bNSBVArr=689z!;gk8{YShk58?}Dp z*Y0mML1i@+yWP0u{%mQ*EF)QHhaqz%K7lmnb};X>p1b{w_A;QkwxjS%@HgmS&G;)` zXDnx8VbPx{n0PV5@>(s2I8_raii=P^wCQUH*j)1KcF+kmxNut4>=7PX&l=qd#Fyac)lqrex5pV%J;Z? z`V$IK5|j3QL%Or)wBRm*(a3W4BsMeiQG;Zq%*tfMi_oC8g%Gq+T=dd`p2O4ra#L+` zCA#$H)${w3?mn#}tD7GxKKh+HYpn2sv>}$|ri`VXRsL9Tg;5x%a16nQzN9khNzCdt ziRo>6^%|!|51UFl8F)In7t`_TAqmpT#|t1KW5KtLeRn69t8^|K|00w{gx}K6tEiq) z3`3HMIr~w-eq@67xXqqZ^sEgH&n+O|I%9Uk2>rs&DmB7Bc{0juIh^z8NmR^ZSPH1U zcuB$}_{b#cBDx_H_^sc!DHw0j{P$bJAFXkxKdwDXY`D!uWc76Q!-pJ39~!dr2RU$b zx_2h-|0Y)r=QwLSJ6W<#O+mSZ!T%9692H#jm`14|_&bR8!hfO5IG#nZd$O&+int5? z3NfX}Gv+*LR>CkIjQP5^I};O0&H5pq0S znLy{g35Noz;X8e6E2!6a@nq{Kt%#r%)!WW=lEuqBhb>v<=9AyXRo+O3gd=sX{Ul5w z8pM_@uhH<&)@8+kh`E{FlxR0PY}Dv-A8nyUtIxg_BV}Az6PIFV5oZzV$g-=dkjxDX z9m>VkCW&5Ganhnx-kN$a6rv*VnIvG-lg)1+7!Unj<3}rPjIC2c46DzRs;#KxLNxQq zEX&PvR&}52h*C{JymB^u0Gett?1flVDbOm(O}aF6X~H51L%gU}!OVE014CBSZ-$+# ze(GMjm9X=}TAUeA=zVG_3dj7w{DJreIVOLC4{tuxW)UN!@Snz| z@3-)ve1|T8uIgjVzfF>SQ%m)tN6|~JwC;fPXWoq33JO>ILy2@q0HW_kv3%^czmIA> zl61=3Jav_hZCJyhNv0IRHghHJ_qP|8@pryp`{>VeYq9D|6}$7ts8&>4E-W0y5>Fja zxcTH+Ns50NsocQZFF<2tupB1$n`hEFIjgdiGG@_=Mpf<-H9SV$x@jKyfq{XKXcP!` zHY#|&IZ)G898pXVT{2*2F8N(K3H^hKYwe|D!~NovTuV&nXBkT%@L*1p7xvw ze$QG|$Kw%v)i7}{?rfw|3eGGm@XHjx99meCOa5&?-)vf1+5PeAq$!4#5VMl9#zQ9t z378wXB#tGm7pcpeASYRZgAn&^T)7uL@9?_OS@Z+LNqq3DiL}xQu==5?ogd&zJb_-U z6>(jvT-M*-t}|mw=AU6qII5(&-lt9oc#DQ`g<$5U=;kH}ODvWNybsWAs&+78Z|Jq_ z*PG{3L8vt{E^5r7UYYcjcbfIdJd9BW;#@V!DG1DMocPR^P?dyKzKJ3g{rAzv=+j~= z`*&0NE(Sc;J58TH(|B}zk4dI|1zmhXod8XYcIqt*DWZ+fGf4M-jGDuqcT9fuH{t=` zz%_>JQFkmg$|+mVoKjOuzHa5&MGjFaA6S%f3s;-6QQ*q3UT-n7dkO6ZCs4%^>MQVa z(!iY1Xsi4Hx22nP^0pYFkqa;?~>5~+vrg$DG0ljAx=-loj)JV+Ed6OqEFt2>y^ zfX;y&RkR=WMK4EfPf}=c6RaoUJXze!H{CIfB&QfK9c_1#eEsJ3Gb74z!C47uaJYky zxf*ksb;pP$S0)C@IzM{))JMw+HjfFlxd3@)zp2dcvCktqHdBQqiRvh-v&7jox(@yhHYlKaO$8zV<;#Y1+ zw4xr>?03}}gG){E>)>Oy8Y*0$3!`7=?3!4J#(t9GWXTibb1<8fQpwQ_)`wR?ZD0>R z!~|$S@ljGD0>uqED>0GTJ(KTKolu28S-)#5(ez<7n;;#ZUS_%J20|f44V+K(uiq0> zl>5;XLw&_=6t90yL}E4{4K~dwEs1z=*hlK;efF^yE^dS zvrox}s{a0Ve!xQM%u4$%rP1wl+-~dxKBb?5lZe@U)On;|fG+G{Bt|PE2b%~dLBB5f zHSq)LnvbTvmgB|*83{#^s+VL!L-PdkktpoHKz67Oh3NJ*_Mk)Og{Oty!ug(xtxF+I z2Bjpc+%myC+v(VzGQq#qW1$V!EJ#m&iSx>CzGc?A@|FS<5FplXX3w2o`l)`jn!x;g zpS9SE#i%g6e4|JXc~PlIQA1Pc-8<32TX@$fo~8Kj{ZYNQE<ed3Pr5sk>x6&F4urPx)+jUu$ixGoSlYGH zA~eg^UkCqd#9o9^?som;=N=hH(jBsQ8jV0&S}Y=Z)20ww3>VWDbupFVDm*B>kDiN8 z1Jf`T+c%T_vdXdln$TsJN)9;^Ig&{Q>iOeTJL_7Q+$1>FpC`Hu$hUW^3w%%dGsk_< z9|yf{yk_2kW81|1PukWhh){_6FObYJC5d=SdLKExFw(GwmstM)K>g#ZBqwm(tnSlk zxhy_YQIY?lWNN>^a_!e}Acp-#RJ9~slv@>VYGT7e!=F!uiCGL}IB829o;N*>vjI)k zyxa(4(Gn5!`^&S>y6w!!Yc#y1C;!3yNB4CXHL7~sjrA$+I_Tfm@jn-~>ia#Mv7NOW zZ&wIv-YD7$;+a|*(7k&dlHm?aIS_0YyyiN=jT>|j6x_J;Z3MuRZq_}qzry8NjOWcQ zr}@AgGuiVxiJyy+oQu^h4pu)@1tq~dvY9n8UT0Q%zb?q7@gn1GKmAbudbo%p+mBcp zxmPCc=}H3J1fQUTH`mUNR$r1^-^yXXfUdlueuW4 zi6X61@McZjIXv~^EStFq2KHTm*EfSrq0f|cDU35@BKCXwMUoGnQ+=hT7)Tp=QRRho zH*qp)@3^!OzGKECY#0=UyqG@=w25ZCto*Flg#Vh&&H4h*Q6|GzQ7G#i(AW zpep$=)vc`Vw~!#1N%;j2UiW5JX=m;s*Oy_G^GbT7&xJA?XU?mm$%QYAi;?oUNc+>uM_&IP%z|R+y&0|dR-B=2tZ`psOi#>+>tYrOG0Ojz4>Z>x($-zT2m3j<)9$Cg{u zTl|SMy7;E z2~&7f!jW#WyjH>J)4iG_+-qEF_oIvh&?SWB5Eh*SG^EXqH(y`-O@gZ}ybhVHQa8Oz zHr+apXLqS$?~Cz>O7l7&Fr4w_rwsL_MxmPRHI0JmSZ~kr;v8l)!pm>R%B`UZC3OEN zgEm+*-fsQRb-{S8R_8*te-S^%o8$6frGBpNcZP&V2&qyeByyi&PiV)QY>0@p%+J(c zdC6Oot9l*U#QC2vZdryur7-7}iTKm;dc&j2oFvcOqEIQBfeIQ6PrmR* zjOCTS9xcPbOme=^Y=WU;Ap9v$b`&Y?uvdTG1jJo}+JKvfTQ)Il!WUEjNl+3|fF(3F*3$MRm1^C%OI zvAkVrDuF&SbfCrfp^#=GD(OgE4F}dVkm@uvL|5;+;(`yQ;-`_&Rx?uxDMkpd8H5~2 z*y@+467ptO^eB4&dXe|?!Ko|p)AsejumSh4nzZs5Pk=9$I;54X)TtXV1yiS*0WBF;7|g%E(gRDDUKhUn`jqVQY|(`6xRt8( z`TPkT@b_fzUTxX>f>mF1ul}Q8gY}QN$u))_O87spJQR}z27tZyU&AZ)Pbf)j$1S0x z{E(a2_Wr&=|H~)J8qZwLVA?zU7S1!vr_9Vin3ewlKMh)FB4G0-Y|#;gO~dz=EWp6k z7S;p|fa&!)5!et2A(7G1{H|xmcJtopuV>^O>f#R`oDxrno$V07Kg^il`2@koP1pOw^0KADM)K~~kjBzXAf z5stC3F`}=AG5?_OG%Sj@cW}@sc#aJup`&Sw#pUIJ8c%odcy)7gOHE4~Mrfgk4g_3T zVH4lOM;$KS1RX#Y1ja4+!Ult3^xtoxTMV9_#9?VIK<-*r9NsxxtNwv|btaSTv%8eq zddYY~NNLDM%PTWp)xAkbnjzkT4b z+s+zHq6^}|+wu`u_p}?=e;@B)Jp?G7omkmYr+xpBzR-Mex56Q2F-kKMIPdVO>COGo zx!4{W{j|oMJj%l44ONgTaq!HisSr5G9%Hb^WwTMM_{ zPrW*_E-GU+Di8aP*4j}mPN>ekm#qV{&97pY#kooEHISWW6^VojONuQ{^~Yl!afH7} z`aa!7CX=fhU$R43>?QEC(4o=@*s`jqEEYs)d!%19>jNvgcSmF?gs71VNJ%Cus`b!fEZY7YZ$p1ZzUle|vf$hih ze!M?dj4LLyY6#$anH3iy{`7?YOf)5HES>Pr-$TwPJMRv9tE@y0cb*1DcQcS~lT0{} zdcHK~{XHCkJfO0sQyj8Rqbru@4Nyo5VgCcn-th)Guiaqme~R(YAbK&1+x_$&jWacm zHI~#jzyG05`mW%MURa4Fl=SWFDQ0zATG)it2)j6eLW3qDCB^S5!j`!oqfSOf2G1@w zSbsWKV+ArlFy^8uT?RIB`0GIP91jB`=+uC5B}c;j$$Z&7)8%^uRfM?mR=)2B=eqbP zpPjH3l%dc6FXDVS;d(Ovb;0}eX2}!008eR$7TGthM}dB7W~63;@XO59W6>`F12qpS zi8ec!i~Ej{uYUw|XzIEO+UN$RT^|vtbm_I*)$WK9qRj)7v=(kgroPNJB>ypHPbdA= zYELd0KddyMbmDqxE5WKCD$By=jtj3=ysgRX9c5?)LZgbTRQa)lDyGeD(;YCxl-5kk z%Z~=!Vhkw@(MWXI)u*dep1^s$*PrR#K?5RA@ai{)?QyWA#}}^g{GVfR;AZT<0aLM= zRgHwpn2iFoNG+;T!zMQ%Yc|U4aIgwM;=#!^v_yRB<$d|(@M{~z#ZY$e-T40q4OWW1 zzWuMJEAg_$eq_Fv%_SOjzCIIiZuK|avkhY`w9+2H@Av6O1K7p$0kfjcbjrTfRo!#6 zT|(izm`7gV->#{P_!Rt&_YMCJ2zrYP(^Y&dg&ekCw0655!mg1M2GnYXkjiS^ykUG& zT>CM90(bqI*rm>U*BSF^^QSQ9f4^G^yZVrUl;wE?mFTlFa|za<2*7ck4d)w4qrtMn zAw(&YBt(07ENi3-zA@J|%8LDMN1=^kz^I`uKlo$Cl=;VObW+LbF8vp6d?6O8oqyg| z|3@=ogo?pu#9mdY#-4n0zuI4BtKL6HR>Z@A-jcuCUok#KRRzo+PMl4!W*6 zwyjBz^1%gfmkTh_-YUUe8^nB9!Vh&a6D91_ge9|hubnOS`TDI zCS3~<`;J=jFZCpK0zV6Sj|}0ZKgV(WR#%-XlVDHk-L+N-@`K7pZxD8caG-gq3$~w} z+(4@Bz-{wg)%o|b3>AOWEfrj*jEEU^PJSEympKDR$gP*hLZb_9R+kBX4Y0WLu@Y=_ zK92B%L0otI*>C=E*qn0bz!WYxOs~UKpLZwQKVq}69kmjmEvaCFTaSnummu8~1tUnbL6l{+EUsZttP`RAuk&X(a0h2C2 zJb&jz0Tc)vH87~egPoMT_4;|6qf;(FxU5(%UK+UM=g=XvDFS+T-6UTpCWxI^h;r)E?6!23!R-Yk0qG&a8d zfk6MuPv){N)S(f7(e}-(_C2YoV7wqM|INAmwbE3$tuS90@cNAQCVrengG7_Z`^*Ct zNSCh{bb^3az-8KvwY|L^Azc6N;erwm^8do}GQD#)@cF|*6+I1mY~Ur8fp{I(&JzGF zoe$Q)i<}+IzY{e9jv_Aoy{gUL5L#ihvX#$4Yc0C4z-xZ59()c8ZtK1JD*R}TAf6>a znRtjL;Gia*s7TOG7=&RosZC{WD-F}{Hz~OXnLu3YHGTJYL>- z8J?}S?QxBVrK-#y$UiHU3LPuA3G&AZY| zCPAiim1b)wYXlpZ@7Wp;BC|F(7AWsVSq;e4}<5!$Zc^eRa;N56zcz zZl=)NUKaZs2jzScXb8eTe5eEEp(_Yy&3@FJD(SInv$ z<=syI_dpt!RuZ_&0YD!_eoM&G1D23E*@RNx-F)Zqf{~F`4)ST0{98G#@^>ngowj3E z%o61psV%BkhHdc6K!Ps$G%NcIhvN z$@H)xT4KP49iCtc_Ls`Ny0@OU6j=IQargeAY6;!$V9(_?>t_b#epl_;Z!To}c(;iW zXb67mCJjPU0<8O3WEX;n)t6mYk%LpOtE;&f2WfKKI>zWkVJ)Qi336v!4^+Dj-{YT3 z&4vV|52`)1Gse5~iCdvExD(T5CM}}U+yXs65moIW8d7_aLm;2+9%AkWdMF>fv7Fkv z^wDtQ5#uC2Cax%Ug27AK?8^1Ru zVqhutonbisZPz?%9x;~oHfu$OmfoOOloPRH)F~3&Ui%8Z@{@?61@bXI`}11?o)HZu zM39@mCa68hx4J&WgT2naA+4FPQn82SY-xl*LuQ{*hf(vcoJQ9#_>W4EAB!v0rCfVW|E~m$rO8&3 z-2~N%;a}bx8TbRkd_1@?!)Vc{9@j*$?RdtiAPS=Vo~`s85cB)5^MreiiN-ol+*o(6 z9NLk%s`DiZ8}0qW=-FdVSo02?%Q^q$0DqarC z0Fv{7;~iQ@7P>Ol1Hj}m&bi%&`JRhjfCx<;1BL!+QfXjQq_Va~y1u|9#%qHH7G~I+ zy}H5)1Gge>Kwz zShd_v3=G79<>X4GTyFr`PLLM+QCGWU-OSfrk*`0>>@r5Ix~bDEwsmNR=rxAtnTH3q zN1mSt&-}>{8=RW64*Pv8?fd7>;#lv3pdg*)J~@fZ!QG7fxX}(^;{Ed{I^8_gp4KZT z(3{SL3}Nzz&covvrXv9~YQg)@RWar-JWh66 zQ9(`-GJtq>J`it5=OP&yi!;q1z%)1;mQ8&0?>V*I7l`Y{G31c>m!r!BM7m!G<7)mD zUkq3IcWKTk|MdoiVWf*oUF*tzF7hanUClFxDtKxAiPbPk*y5Z5gs82{K;n;3R2cg4 z2ZxaisB|@}q_pDn5oHNz+C&Z)BDzw<5F$3(D_BOl-9)0e4R98(&9n&kx3q!d&?xfU zq@<*Y>$(5yyH?hwcJET_0Z99;$dl>+bwl<<0ScK7NwQDcNOC9oIcmrV#T^s<5RTI0Wzwb|nf%$VRa2 zfZ;#^v;k;H6#;uVF9^)P=XHe%oNc*w@b4nA4hX-od}iT8Jb>#y(p6HKnwX7e>u@jy zqTIZ{Yy(va&fs(&E`S_X<_}RcBK5ER^fNVoR13Xq+<;1$=sYf=!s{?>`M%nMO6ViO z_2hbGWvric5u_VS@ex9O*Kc+-EC3co!`JG*1H-+(fx_Xv{;r_~u0!0y7DaP&cZIc~ zFmLTUlnL_e0kS{;0fYtFsdVq`zz9~ywuA6`tj1FqcKQH9;Lt*4$_+hriwEde$#aDW z4QGcLcRMpPwy|CvNxuH}{yvllXrTkDHuS3ho?@J8FR$GOMrTqrgqH(knbAB$qJ2*b zvxwM+nLbln)!LBn<2q6RG(z?oGs}Nz9051w4s!VgYjRQw{Kq;=p5&X8OSLK5|KO1m zxEUm-`_BZ}val*c1YnVi6$eFRujn5d7;}GtrRu>>W`L-et%ext#+N1`t8K(@$o-=y zDG8)k6*389+y;PDri~yr{lr93()=Ysa?4U(6l?WXx9iOt7E&v%5HTAvC9CiiVM`jl zjc+rFKKz)DmPW?fa0t?nz`1Zxu@Rgbmv4DxTBVTt9Mm~^=C}QBuK?)+8}5vEs)-#g zkN^$f>QA6EWsiT(mOR-%9RdPE$5AyI4Cxq2@#iP+rF_gy^v`)mfjur!;W~4oi{Lx( z34;J;tR_2jSMp+At+z0Y+zf&qF=URI!4P_#J*$NtS0nlvgvh(7w*>F^M9rg2B&Fky zo<8QO#6G30voqJ3y`7kq6+`yZFWGYce0@y8#?DTSdY0kvjpmchH$$ZE7Hcgy7q11f zS*+Z9!Dr|G=PBI)HrfE6-Kf7wJxnf^v2C5nCHZe`t)Ganf(2cp&2HwSuAxt;tlZ; z*|-Y}lp8^8smMV1;``$u{~{ddTI>$5Tmd?GV5yLdvHXYKKpdQCPldi+Dqr+Fz6~s2 zYp&upeti6hud#yVUpFyBB7i^|>2v3yF;!1i3lyVlpvQSuE*euXNp3(&^TR^Knb?7lkPA-mv)4x}TnFRrbO|7@-dnN;q#SMN_pwrZd`;#Wz zA6d9@h2(q)ZVh@yXj%P?-LAv0L6?pfI-t;(My9-&-9VJ&&z^5o-3s{Jo})>p{;{IyfHKi$mmSn6)+10l$x-*kWt?-mYDyqo)SN_mwuj+makOC#804=7Ej>Wg} zupoB+FyI91kL$dWwSWH(M!^w^TRn9OR^LMafx7hyR-^f!xbE?9ET2kJgDmm(?MmK1 z$pbKf=uhPXzfXw&-EcK0|4g%8{Bd;HYg-0ziJ?tGK&1}3-v$0g2L1++V_6;S`QD@S z>)Vz*$IHrY?j9W;q9h7Z+%zmSn2p>#=$N1UF%oxfGVcpUjmF*p8cvg>K>1!5-Sgt$ zJ{n!r)d@J5$I3e3zMF!^x!z~xuh7ZBp2eDSYW{wxPa>WMq1JKa)mFvVE?d_BBp42k ztG}8j%!5l!G$lP)IYznR%x(9?-AgDl$oj!~Qu^4X*4X6D$&mZ4z&hwQ`sJYmo+Rt_ z{EV`RqUI&XnJjFgpLX^ydzD|NHUE2iCGgAsY%Eq4zn}(YS@#ly)r{Hujkty{F~3Ht zUBWQ=j{N9hll{rMsTh;6Z~_?)3XHaiy-_D!KaRp%@i_n{eZM<_}C`~u+$5_ z7Mb7F4+V#`V)Wxps%3))tmmPcw*|Hlto0bagc=x`ece}6<~>_2N9LlAFl|F9h|PhD z*edSW2`u$_vXmr^-;!EG5z1gGz@V0>sAj2fI>B)!>_YqXu~(%AWRakeE2B^OVTj-Fr<8N?`Q%R~%Vp%R{mpON-UEzinS1sb zJz8%?g)Xcs0LXXE@_}Jw0!#^+t`8e&0MXfO43(coaXq(rcdrEQ zAjtgyehqct4c8wy zdD1Z=r}ylY0i^)RI1%r`#i!#Eh1)d)wgOi-M!qoK(*5FDg3NU;T_GpL#jM?n;HJba z(67HJ1pg3qSf7InOpEYim;A!A{dXnRi$kEMzL>By;8u47R`IP2-HZZRPSl-i>zF6A zRl2zAgDwA?pS-1Kxzrft{w)W4DEQbVhlLQAaI9R+Z%Sd*q}Ak=!K+5=dC)7(uHQ2w zXQ2QqiB!SqAo~9oCVgu#Bedta!?af>KNm|us|;|iD~hZh_UNPo#1LjQ_=3y5dgk?& zQA9cm6IR4Xjh2gxYZ-K>%v@ZdSGcP3P~U;9W_e*G1iDO^&^L{~vDDk|qc!1dK?L#qtPRDV z#gnrQ4mp@?WXr?B@rE)QJU$3)r`?wOO02X%6)AIt|A=c~EU}b+D^ml59S2(_`a>Kk z%!t|u1|g0h_#v_+^#q)W7GX@F4~VJb<|NfCT486zyF^J>R{>T#mxBe_)t_dP67h-p zH@Y13EKT&>?kH5=xAcw3s|}>Ra_`#s_t#zZv9dZpMbp$?a){9mHGghGjuKEfDHv0$t;?R9aAAoylrYv_YJ`3 zphr*yynKqxzNk$H%5)YvN@M>$Fyv)-j)qL=V}9|csZs7uzf+w|c*Q;o;caj@x)cKx zi5{yqnUIqI=+sLfWHM}#0&Q99AO#u&CI8LoszeYEx*C$mf;Iy+0ZDZ?$IY;#+Z3%# zx0ZoKdL0$LZB0dYE?JZ=!VFm=-Fe}sUdku8%C^vdzWqJ~J03(T3w9B)cWvkZ_{gB9 zzhh3SQ?a5_3d~8XQLTEQeSiAS_Qa;ja9OD8(pyJ*k$A8#LX#-7)V@;{K?cqeO^iO` zuRv{EU@^j3b1-*B>OJL7^)i=w-Yf9KivpLeJaCi)#~fRCRU$Uj6Ia-Ix@}-p z9R1nU&pgSZYc*S|qlwmNa^QSdX0FaU^#LddkBgVwcVPF0xvj_fWGZon50oB>zeg!7 zZ*0&0C{N3gA&i;~`%RD>+&%n4xF)FRQLFK-8u)=lEA8O@@$g>H6c}#I*$<{9HaTv- z6TTNEZg^agzd-pXAOu(s!x!?i;UiU~x25yDr;4~~C_*fKZa zq1U-`O%`*WA}ACN`w5x=(`Pf`6^;ivFCI9vDxjf56=J&_Ct6ehi`Dt4kh79K71i5o z^w5XkmA~~vyW(z!dl|RNy=l^6^(fN|FaieGrJuh+8tH>Vb;KFORaD6O`udJA$iv9L zwEZ+)s_>NSoIni|T!EY)+bnHiv=jS`?YL zKw-1z21)*-FP(hmHjjSTo8(Rgx(sn-mfT`mU}qY(%3BIGowcQjc{?Vl`4y5CqJu{g!2m$^!o7m0 zzXkxr7KK=2ji8kN#%UhKNwQqt-MdL&El0KP1H=$sV2|``by`vnLO&H*{q5Gxw2UWP zK|{-`l$E%zOc#?BgjKTK!~2q^gzPocejdn9nU#NLW9dhLS^zdPArBehH)@65xm+nZ z%Ny4#+qkk@z~_m;Z>-GYnnesJv(UAG+4N*dpvU*oVZnbu2gF#2_t_3%wH{it7lx$!CnP zUO*QGEGIN>T=c>gX_%9PPE2-F5LfXfIkpm~P*DJbWkX!`xc$z@eR5VPd9z$a=rS`i zLk^J*x2__|^B-iuLeI_n&>C@Hopu?wigh1Gkm8 zEKXIkV578_qy^UJSLkFIc#ki{Vf*A^yEBW2CoF949WxOJyfVBjNVT;*KRbW_o@w=- zYivS9ujh|mFzhbz_H39)u>@<~wvM%qxfI23hx#f0gDEeMUs#%%tqR^6i-*|-4B>wM zEMR2B19P68U&FY6H6;2Pj9)u8Le{DyBvwJ0tWn_>e@`JAzqKC{PY~ zMh1+K!O(J(oxaq1O6c}&WhoLOK|N4Zg_gt&UKOtK#+p67)WllKQvSC&(hrw04O=|2 zvxj!RQ0DQIPhdQIm7*KI#>c;>sMzCTya{dYTg!*(+t%uOxNac}Z8$%?)QUqqajUAT zxTYYZhw@wf`ff{P7Qd7;(b~9WHESD3zc-NYuW?ED2sgmt4ypqQ%aq+ppF*{LwmbiGYcs~gH@j;2BkoX z1pAoWLoUM0XoFY5|1=pEET-lkbx(RM&CMd6|# zEeHZ4Af+_Yf^-OifD)3@c>s|{x=TVzLFzG+dUNAB_r3e>yZ8NL zoH0(|VgGyYwbq>9{KD^XV69IX6_2rTsXAxuKbV=D^PEkU_Jq+N2>Q@>`WTd{oGH+R zic_tP-@Gk=W`_`nR#>$M-#Gopkbs$k5O`fq`ae z?mA7t6rS~e`ttb}m`Nf@-gnQFPJ|bK6@a-K;(U4I6V3SovHsD`l*;IlKG7Sgj0vP_~Xw)2(?Fh@)B>!Mmju{F$B@#9IAv-(AMI zCn4eYT~2D&6X4ATJ)Qw#JZTgG4ebX@LHp3v685`YU3VTr8MFqf?@{riN%0A)$d(Kx zp3uYyZ<&XWoB(ax+H52k@LY4QwCK+yL1_V7Y$wjsqLkBc@S6Kt&r{;)4q-1xk#E$w z4?{mwW*ua+8KS6rY;Uf$wUEckKRgeGq~TZZiO`@p-z;hy`llrF8}m2Wne>Th+KAx! zX{Gc5=IHqa4<3!}^4q`fcwp|3ZzU#?;gcC12hk8p%y4; zyo*i7s)PFXd+I{gBOoHm+*bNB_Yh2i|-<*`drxpq6UZCUPhy>rb zchKT$!rF)y`nnlhwmw8cnfJANxvq`YkB%>NF?j}iC{gVoi^k|(^5Rri=orG6jAp$5 ze2cbsbZm3AurCbV%VT>_sTqLBUf*S})2QrhHiV~mBnBh90G;Y%vUAOfFhc>!&;cdb zXm-@6J3VL;Y7^hA8j)p;VLzZX^dB>`>-TjQvC~pA7S-05lalJP0h$erGKl+lhsvKb zAttf(OiX=%CxiWtz(;r^cMlqJDA{)VZ|tnG)|E2Rcvul}S2vrul-mohI?BJCujwdk zdqxal7XWKl^yz}P_!HHXR@2km#&0jt$10o_B1U9@4x9G9r&5oW);xd1m7$w`NKQcI zls+zynaL(N$+z)^Cg{O`u`;TzV?xQS;Cjo~5VM}%$$6VRBoy=I^k^DO&)0Mq}2X8sxp@J>c}1)2rM(q4Khu)YpI zY|1J`qxjnS{z2#O;lSe73!akQP#nx2w?UzbF)7>VwX$rufXJ{>UIe#ucP^*;8r`GU ztd{hntGU8m&1867EQ@k=!QR32yhKA9}ly6*y%+E4YGZts@dkpPQJ;C7@zde2=Gm@rRn zPBrTKobDo29K>xKe7mT<{`4GGWW$w*O3CxBbDA!de4@<424GJix^6+#kBKAtjQ{}{ z7%q)*B-1FZwrA6XPmVvTxY+*zgz(F}7bjl*q;-S>UqzdQzH6q=rbxM5II3OraB!?= zFv%udHL_r2vQ*W>-Xg`Z!vRX1M1qT3&odP*eOLMt&uq(e5~T#w}A5oeF zA`qkqNaYlOo#2$6fGdnnffzIegrQlmc{ARc{=Vy^MHuZ~U~JB<#4)T`Fc8&e(@2V~ zy1q*^dV+e;(YDCr&-dQTcX>glrHo2`HTq%kBmO(c4X4#`V>-X-5vBgy)4G(L3=0=~ zeI!JfBXm%VIA3^7ik6Xa5{xPP=S0iBpJJ^@BG=1walH=x6Yuh!Hm2ffB^>uD?+BSk zdt4MDH~id>S=cx^nS_pt=1?1_xR4eX$g;Ey44=(J08|C9y2=_3R$7Pgv$HAZv%Pv} z|0!(D6vcZ%UWuCfVnMZu$@gUjuHh)&_{AOiMsxqY67$7{k|tWjvyC|y{~oMwxQo7T zlcxTVVpO!5sGw3dGNZ=UmSkpnA*Pb2_<13TJyaOW5%bg1Y2{>xKDaDGc4->XH^si8 zv92fhc52v$Wrel6eJ#Bs0h1u`4bDDv2gVKHHO-M!I+nGMnFBlKGLiZsF}BtxKcbdx z6l$d3;V%@3iwa*q{wbpy>ldg}_zXGpMEDmRpG~G+T%bc{reU0e!Pj}qKHjajG)zL= zFKPs12}=ZF&@fwAv-HO{rFAk=u8cAs8rSGAO2{TkIeIvuH0aWxME@8g`fAVE^QUje zqpK$L!KYuAPQ}*LAJDu_AjQXmpKKzyB_l`)gie6hc+R&8ScMhkFaq z#IT79hRgLwgha_9iK*l5=t$`RM&k3y9_y%?6R#*hTt=$rsN5+An4lT#5lFq2f!y6+ zL(d<%5MfI{tBFL<{K~BRP%XAzz&NIEit*~pt8>NA*IwhMzjH{XWy=awa9(HI z+zB9z56Y_F^bZA#84dB_Nj7QlOXA2eDYudJKpI5Z=Y*kBHJ(f#3JYH+3A=0qgt-Z0 zk4+%-g+iakV?W)5oA?;UuUkj=PgcKOSru27?v%MDAM;Yw4Smn1i7-LRYGX@km7_+q zig+oMdRkO*nDK#Dyw1fmLG1ZT7^@-zh&kTe;3tJmzPHtDH%i6}1EDP92OnLgHLfP7 zS({$STTq?HB@CAeiR(8-J^#2CDE@?=D}4DJRKF+3!uRck9g*|x3X_mfJWQYwrrXYX z<;JDWKYdC%i4UckZYV9R8=j66e`}^adw6n;TkyS@Hh16EN|E2R=4ue?kj2);I~;a# z)MeM~jyhboVX3e6d9DzBv&0FjL_~lbNnsKpJR~ALS(j8&z6x=h`G;Ht)vB^wCl;YF zmF_>^bX<%Ot+~6dVL_(G$+YG?xEOzR42#Y zn%)K&v^ush^JcVC`gOdz`AEi+eRQj2O*?P*S{um~fl^a9*lus2A*X@~&)UW#t?E)d z->*Mzl?^-I%5W0Oq9MzJCmWBgP9mMArBk+a)upz=?;dkQn|OMI-|b6SrBh2ku@XA# zV&33?kxOim(5?y|X?8Mo0H4oD+zMAXa#{t!!jA`>GZ7C_*?=vK#*^t?5sfvm$N`!L zn>ez2{WYBeF~id#igkpsc#lsP(LPnk{^SuI?;X9^nYZ6}oX2+rSz}>S3;QyC!V2nC z)UI^SKAMxV;_HM#8VMqvEBdzcH5S?HnRQRYp9L(_`tkeRiq5>Vx|L)9?IED>9Y*Q4 z4`{{T55AS4in-A0IlS!cRZ0B>GJ#vPy*Ke=4-fXlpA=@5`G;5l%z$&SH#;>FqxAL9 z)q?6~qeO@BPOgKY*>$oY`x2PQ!ABOYVu^;P$Y=z$>M)G!zIURWwVZ++@R!nX5KJyU zXa6$3@;dHs`P&Z^VWl`x2NtOdJr)%NeQ4AlSIlBtQzJmaqKDf%IuHx^iwGD(!tzN) zwS)5Mybgis-RBNk1*&1_dxP|;m3nF`WWaS(VsbKf*!UAfa500TO)o#_Az)?`Qd6Z5 zSx>%iY|N?w6O~?iy`OjLL9UEME^*8+xs(+>lPF>6hJsEcEkAFhT!FAmM%VMG8LC{zroTb?zgzP9!~vj@429r$ekQ<(cT$$m|f5s zQ(e5hj{OFtMP3_5$jV-Ip2pOV>@zdp*SrE<-7Xo%;>f#0h$N*mXIYu`C~D$SxJrg@J|{baAi_Kww{;dNWlhL3k> zK+@A#N#7?$@}781(u1MZoK}KbWx> zA(Hx03xNknwi9eM#kLd4qz0bRAOp;Ye6lRMm#w6lkL^OXGaq*jM1M#@zMT3Sq6sH# zZgSBBR~a0ApGDj*IDLA#{OfPRpX3%l>WR`Uv%95JVs#6k*(dsLFJNZB3AUwL;E*%x zKccEqpRhu(sd$F^^5JciL4&f$CgPE&BYa8JpVEmaDDL~W$f<;fLGj}@O>tUo_Sgea z<%IC!D>!lJOT|ZJomT|vVLgHdKxNp;uy2E--YhG&lu9~{P%y8BGVwM8!wV>6qmZfh z`TqGCP3=*Co@Rw3%lXkj?Ts~+M?T;M4-f+e-Ggw$dVh?j=H^SAgCv0gTO-zzGJ5!M~B2MT85Bau` zAOGZTysiICx=VMQD#tdW-W*A%FK>7+Sc+pMM)5(`)2tcf%imV8N4|V8&8f%TmAzP# zvQ)dK(&nKGI^`VU{Plqt#DcknI2!kZ{)8Tsu~^iuz7UML)oJS;1F$xaVI9iZ>4pyy zk91V^%MBO((g^^qXp`$ zhn_R_qx+*L)3=dhr z7i}2UDrd>s^@4GDkVQOrW^2D%&4MucX~csb@U+I6t)DQvw<({y4#|DzZ@ZmN4(z?R zV^V&CWDEq`Fqxl4&fk!HSD<>zC`(-}*8?pgVs`PEq7&9qSx?3O-<`CYisDYI^P>!U**r)1XIt-7D%NLrI zGu1Q}f-%LM2}S-BN2fog_yoX89lB;$(0j6|V!h;0&d(?zxuVqfInOF}P)aJb1t zT)ChL&g`~*BDGxK&>3v$rB`E#Hdo1K=ptkC+>Lo3L#w2E@bA4cFiAn~)!IuY2d%;a zY}+&1AFpV1`pmHw=Dj09-FcIBCgFoUPU>btFg48LV5*$BnX2my za?>6gteL`*&EC%c8lZ@lg)rL`7l+-X=2gUMi&Z1r5D~wRRlI%AV_xVm_YeR$sE@2Y4-wr@x zB?v93Z>%67haSJkG53ly<=2a21wPWxdcVbI!Ww=08K*Rlh@w_1md-|4&oR?6VJ800=6ACbM!C@`=?=;DG;A})5`FDWN3R~}tP7HpcCqj6^*lTp!9PXjHxbW#U8 z5&#HhS_@U@ZJ*yI`<%JqQwlsD=y)lMyEB_=4NyFa8J92l<*PA*A@>}vZ&-^o5j2~< zj`@5E5y{$s-@6d}bwplD9%TP}Ey#%XrP2uJ|GJ$$(ATH7t=|0|`wj=GPH3aCKRt-Z zRKJV@a}>mwj#S^(58#&I1e*#RBtHvKR5LJ0*yz z;In5E`2_P>^B#5HY$L(*rIhul0uP({+LTp5;*Fs^M{%^E>L6$_yHoY3@S<6SG1s-y zssnD^fwffQl@@p;^@Joc?kbctCyu%?=e~g8PTNal9z?eCN);BSUK^4L7> zL4A1pq{%HYt=WU^;os&v#by7;x2jqj(!aI0nJEkDu2pw!jj$wCsn@f=dnfWkUI3)J zz^$%_3=gG|Gl<$k<#GZ!F{l$AysAFMVZnAB+I}<67iTX7rm8Q1n6c?d9VlFFnPW1{ z;2!sDXEcQzsxtWOT6PV4QL>9akFEpYORd}fN0+eV&1)ak!^5)q?EmHQ@zPFspP87k zb7ueD|2&+Z=pT+t4_dMBSWwc+Bu% zFDewsknOmNE$!+##n)g|WX86dmrCnH$mb)tet|YJ8vBo-pgpD9Fq+>FHYv&=0j9gc zhzyNa6DWSV%dCNg@(1E8{D_mZtgP5j{-;HRA^5~gpXS5=VRY z7O=$d-)JanlcYH%9^-aFJqDjEYrQR`MfMA4(2aDx*VA(Bb_J!HEZtAz4s;|c3I&&x zV-_SLsg?t|;WzHSOiiT)DUuut82y%MNiUd4{%hF4N27Tz8B`I(WOzM15?~WilpuYFv91ryXq>sbB zy77IZ3WCB=@*yyi$3|Rm9FG2r_o^l&k;Z`QM^zOX+o)&YUFjAaX?ZIEn44;A^PxPe zVYs2GP4F`yuVPg3sfj>`K#5)VbP$=1Ym3v581slb_f8xq4 zH_QOQp?2C)XvNcuFr(5qFKXnhI#N%D6>QfGxWX+Y(YbVcn)cp@j1jA<(nB%<<^9AK zx4oFZAXz|#&mN{(P6o%Ej1zfamI9M;%y9l>7mQ7v!}>yHO?pz{0V*pipRBvo&bZVb zCqb@_cClt@Ow&`+<0$HM;|;TEq5YQpp=Yoz@e}GdIpi+R`;1C(90S{2pp)(cx8!Ik z9V#gm6-gKhy}xUz@rjvuc6JtGiRz$k*95@m^msq-+v&FfeKdjeY{2dz`W=ZZi=-5k zyf{(8Uv1odg&nfKV)dN0I$a^L8sS_31H^2+%1zg)U)`yuCgfKHC)qsHxlVT%-FSQf zkY$J~FWVJAY$WWvtRtVL9YtG2jwxPSTzN6Xg3S$&<7_AR+Pa`@{y&`S;rfGC&O**l zyMa0q*4Q&WA#^QT^_N>j{l$dD$76qe4p_YiQp9vE`nsu-9K*S8Nm!+UUiTQ!K+)1Y z7Qf8Po)|Qf?871F2laiCO9Ntl-sGWIXf$Atqt4d;_7aNnpWs9ET#Qjr@I8b?LC)_o zZrtiSbX0uHmXod>Ygkx)U1)tiQbIlIy`jG1|e`{i`3^UhO!-gmx8`&me@oL#hTPrnMyfIFl`CpWk8+=B)*Bw z@FjExbvn-{+d@PR6xkK8dTL%Ho#+c((rxg9>iK5*cB8eUh67#H6at2HbCZ zoRBmOdj}X(yDM*kLfaf<5=aIbM04`EZW;nHaInmt4#AI*RMNFLB%~FobAT%KDk-TG z><5voVi*pCnc^1Q)u-F{XD?}2tT9h*n%k;CcXjVD_lgt)eauf6JZ~$qdk?e2#K=QO z1q)cm`lfSm;e_hN;{_n)Z$G02&;VrFAXv!icy$7Tg&?V8h=m0ZGqOxx@_Hc0@L?tX zBuwDRw~5C@gG(}U4)$X4reWIGUfi&0I|# zb2kBGF+LY`&m(JMGbKJ}J1OV^^*lB^hz9=*mwb(N%T>hlU@91KFrbCuOZoE!6*aXc zBxMe)A8LEi4Z-0Fx~XXy@gqX0vEkl5*4A#1@;Na6scz;9@(!uu{yZ?zUxF4I+)`G@2}2kjt2vYAz`Pe@YeygwX3VP_{ycQR*X*w zCrZa8DU1O95<&q6Kmu{dgj}9y)*AzPG+>^UtzTX7o35|scJ+hM#4-Mq^N_ibN6ZF0 ze1tw2$Xt9vFpQ)Y#D`Ds8b;5rdwR?0Z@Mf(MYc3n$q&)*W+w+*NQNtfZw_x$kP%vF z+AdH{+R|7tQAYl{!LMNFNEuj^8EChX8%W29_2^Xh?#-@LWNuITAVthe6Q(C%C@?rU z_+01qpcdKcJJ{FMo{t~6ekj&*FroG+~abKQOi4jPqN#LzE zwRXt?H_9$;R7w3No^Q^{O~uM9>0=KPY|sEROdWIfcGKe1Q&q=<_O3wNBtC2+-v|u_ zn1UiRdoeTcgs!}kOZ$A#%+sM+?L;$`c?X3O$9nPS#bfy(LjglNi_LG1!Y=DSU|CQc z6@ntC{a(nB50D5djC|j%4MegBG<&rtw1(>_-BC*0rQ-Y zw&}3;{8*gY`@jfnKMn!7xBsn#0<-4(1foq46f6m@fRJBniIz?h{q6_wZxi_W3ZL!} z;-P`P18U%&ZIj63dzJe4L#;;wid_lb`f-6dZi&{R9RkZZ?Zhvv};3&$mC>E_uGZ(Q(<*9eQi~<*=;-KP z@?=UmK5>KI4G3&S_&Cz>DH~N~{z{j_;Nlzb4nvod?>mGi^w(B^G=G1c)?xidu{;9a z0^koqNSjt5ZeRdD4NbCQ10iu#W6+q{)x9UbZxgu=d+li(lKrgpq7|>E*XgzZ>pe3h zQf;myb|=TyD-7~95qcHRx_LY!a7!l*0D0Dmy+lHoVf*>5#23+H?&GK@M#)yk@lc=m z0;H!L%F?u-d{4c}j~M%fg7N5;Gja?BdccBC+@hS?K(iG#$KTg*QY#l;_2$Mv3$DU+ zW$(%P$NRx$fMc+*vd%yi34?2!@hP<1?jP6Ok2_w@9e0?G<<(Wc)L&+DQ zl+KKtE$Ov)v7=NwSi#a`htF>E9vrc*kpJuoAlwivhX06&U;@Zd{YQnPa`g_$DtKXt zmOo{c={P~@&lCR=YCFN`>9LK>T-Ld-H!giCzAfwdCPvXc4KNMaPrnA|r%g;uP$BFZ zmKFGPAQmTGOP&}Q80M7XBakP~-WGy2VSe6Y@+L)v{^>vlafc6|1k6SslAp@p*AF6J*9w!hGb1QIVJ;6t_qyI7` zFV9rrfj>Bg-bhHx2sY*pg|Bn2fT*Nbl6SZK;Q!siV0O^=QtIs;U{SIW7y=?s|7BX< zM#)Tr-(iC)Y%I6jg)k!lzRcgTW(vF40Rvtml3_OmwiS%GZ)fJll0-kS@~*$-eb@C5 z7u2%g1hnifNN6$pvf4XYvn)b3?I`L7cvWp=rLo!Gij33vX+jUz@1aepWo=wQzPb4A zR4&9>JMnKKm+5wJ!zjOS3VU!nj*mNyEeeUW8#=xfL(Rl@0TZH7Lx=6^FupBn>RKRr zf`vCO7zXz?AlDD6lSD*Bh@=mKKhu5A&%Tw^!rp=c09e1jBdx-OR}uf_vP=R?w+^&W z=BYvibtu=*9kW4sokm{v!SoWL1v$(h4tD(6R|PdBn2o3NhqxNV+IOxK<+3%#jFS*U zflyU*RasFO#*P2c9l>UxiQxQOypzWxRN~6cAXHbEg{g^{C{aEfN@^6VAXLmUD!$~h z+*(+ha7JZkbbqh>+em;}y9ClpAO@%M@^~mwqI+a;#voDO$dn~fEp4fMeTl)d*p22d zHWFF(kI=X6&HCz@{2?o3rek)`lIUftn-)-vfxFxGu5k`XU{fJ-KNmiW*b;upON{#= z;W})J*8eE=2BxD@*o;o&E*=aK;lt{BddtSsh$LYzmMBw;Lr_v(*&ABtnr>ITV2Z}C z9K-@teAIEh0X1vHIpJ`NfpvgJAW{d}--loUy*T`h6%fYMuU|u;PUx+0vP6N=u>wg(ozA|s*>pLwHQW)R3OLy*_cQHwttc5;r3BG z6K%xc)=QLb&M_@Lq7O$sn4o1ab;AYWBT>KURhA^+vV!TZRa37} zGMMT2(kxhi`C8`R%3^|`PS@wAUOr+h*g#)ZBmm`Qi$(gAO7!HDW|Ult-ul8H$e++t zO$pooKNZH{CK=XGC>{SMPyE{-7l!3Nc=lZpH$ zj5C2BCXOWPdTw}3WW~Os?G<1jcYpJ^>}Wy!Ry#O4zsh`!%|l7g`1~sDLO2O#3igK2 zYD-|A+uZ)wwvm0fq;YO`O&k?S(;+yJUw6ccq&19~i@@4ya-&RRda!lcqgPgD9)A(X zrCkO+9}Nk~_YLoTVefr#M}SeMT*BV|=j?HvAo9z;7B$&**_zQ|!k&p&%&FWp&7{3(&remL}z z)eGxQwR~aJ5YHnlMY9CW_4mKVUMF5W0Tt`Un%;Py%2hu9DUkeJ9djZJgfucH#QDeU zCj&!JsHh6NJS+U{2N+8q{t$m>wGbovnG9gon!8&8c{jO#Hx3(I_!e=5ARA*>VkiV< zLg)4eEQ8HXppi~DX^BK)17Lg_Omnswyi24eb%Q2-4CUrx);|mF7-`Nl4azPe&N{sH zc7gd8L>u-F_IYaSmBqn`mIpq@1$Ok3*_H0MKV&i!_`D!>`TZEL5k6* zh-!EhAnvrAH4$KPG~r@exTulB(hLFbK-oDQ5aGNY5(?Ur>v2?!oa)KjpE=j-xzJ(5 zFT@ROAQT(&3I{Dqk_@Sp5rDwX2@!QQ5wMdOsU_7}OXd4$-{A6XdWuzBTS!_x%&19$ zm`R`j$pYJRW@zrjQVx}2g_JN?0JY{0{Hj;yI!H_3kh#;2J~ub#xcqA=d<0b5D82(L zIV($WMgq}ic7yYC69x40a=?Z7^K@umc>!#QQ!^-dqJR;>fMpBF`_&09&&4V=Nm^>}Oi%6fwuG2b&PZ7mXn zKqw{ys5<*dU@&Qc)5HZ4>zQJ;mCDDrL#2lWw0KvK9^dz(S-%Eaar7!LGq$P!vU zc)V>ewTPg91Ugn$wJq_-lkQjR}_Hl$!^wTUskAU*B%r#Wx!mhzm)e{p|@LGfdc z)6J4AP2X%}9E~q4Z^_-A;X748*emqNeK9?pTUmKu>Q3P|O*^`FY)Hme;b_&3wI5zT zC6I^FA}v)@C{())NK7TQ2~_%pHr@8g?PGr8WI;*;99vH`RLZHI}Ink^i#6w-q&4mcIcYz}iZDHRo=P)9Gc!)xmq7 zDwaY7?;l$x^x2pgNBs&4|Lc8YF!?shh3EN@xwL=Wy5K*~Pdid8TaYvL9g<=A3}`23 zmCpzg@ZT7hlG8t^l(h>Q^n3`USTBM|b#x#>p>o|}#VBpGL2RyJp!RNMX>=`}1PA|m z?nloj)KW~n7ES+9awv6{kd+2(M664WG<^+0Olg-1{x;b*P*?Woo>W|K4q(nTGSmxhUujDq94pwpWHw3 z9%qEY83-uthGglTK`o|@J@!}EhMjMHdjx^ees+O;_S80AOF!~C}SAK2UW4;9SN@{k>y1q}GtBW(4KQLj zZ~U0BA^V!5M`&?vS(g!U6#xVsQKn})?Ku1|gM}zC4gI~_ORExv=vZwhMx~^0s)-s( z3OttnxxtY5GbnCRz`q2}vBct+x!%R~3W7;wLwCP7{JMDA*b@e5rYA#hN4`6Tz`I5+ z0ed@soD3?+ukNkb%^TvUhfn$An@f0cp0S};h72~d)2R800S z%^(-K60UE^CNA6IlzOKwWx;mp6BWbVD4HECy0R#nFR9E?e^%?$%n7oc#m$@wng7D=#0am9IJSjDSB9}pp@r4-lINST^x`#Pu|U7>R-aH@hHpqIJ-kg6U!*4OXfyUoW8Tbb+mGtkimz-VP) zw~$sv=`z7v`?BoID3zVSz5s$mNE@Y;+5>{sAc^b|#XRS&levmBPcK;y&=G%c155?n z-oKoClwJ(QDlO6AKnCW#e|FCxC7j1L=@BE%X3+;rGwtw$X%-ikwzbUU;mX3FGDC4) zvQ^2`8UH@!AG7r}LFDEMegcsCDmFS`FXp3r-9BeA2%>C0I=|(*d3@?rogI>xz9!S| z#(#b_td!ccrROrJ)xz!Ix7YP?P(axVau4pY;a8L%^C>RK(k3k5ETQI@X=Ind4y1!X z8t2Bk%5>jtJqo)PhUj1C#)&or893CSIEV%|aI~Ik$i6_%MFQ}G9P%rq*kx$SMd~8YbjTg8dR(Z=q z&QTd9pRSy>Jrhludbcu+Q)$1nHBo2CufBiggzQ-vG6)27bSC0M%;{B(RlC&m{*9vi zL*ZsTn!4u`)ZmaE!ut&NAn$j-Y)_vv1V8c$ zq$Pw@>syOib$_HxDyC)E`QfNT3*g(*R)*ndS~;>_`u29TR^oPhoEvhP0r{9srYlc1 z5b`Ojh(cb-#r{L}Xa5`MG!+3Ngk0^$8IzCfu#94sab$1K=B2W2c(wC$(i!{rnO$wB zZ?|CL9{w(^)poMee9Kk$-yyo@R1b!ZpzbnSosF9K@P}tg)TS%*gv{cKTvkLvL)S5T ziADd|Bp9lLyCY%wJ)|yk^m^|`Iuf4Q(oMm(wDKb7tN)>(1aB0PL)mN(V`;AH0A>o{tlh?Gss z#FLS{jX9Z5LI1t1jG6U?2j^0kDnB0WZ`FnG;4A>2SrN8T$B?0wJ@9|u45l+A3*57A zs%4_7WV)Up91rDWxD-nM2;O?)PZD4nBYp-Uzxa{;T>(`g=+1qo&nB4?^ z0_K2Nr6Zj{w%l|T+1G@!CBLi ziv#o$_&lQI*x6e1$xi#4R#+j0av(`~35de06S8WOcaoE5>ZY1c9ES>ip%b_$thOIe zXZ#KVdVMsmBrG+B?iI_u?b)jSRn0T}F4fo>MftH7 z1Q>sgtTrLhu8TLm_$qRV zCpE$*3>&1^iT4h1WN4fAszS1w@xhf*Dn8rY?Pi4$nf&`ZFTl0=SIZK-Zq;R;{8LIP zpwPcb$qhctl}zu-P*u4oyR?r>6*f16S&yF*UF3!|fm3oI&AAJeY0YD}lI)tOeMfS< z=&M0vayPHtYPV>y;VCm$;r}lts_8OvEmhR+>Aw5?G#HI_)UlG&ldR;?NnL2M`-oY6 zJX=CPDsXSD1$9Bm2uVJ4i;a~=V)ewqD4_Ogs-UVmol%Yt1Wq7y#P^sfrwmwM9snup zhibC*?Rb zyYDzC!%Qt(Q50AiP`D~+S7$>|OT_(x0hq*ucVc21;vO@17=&nPJxD9OMr5hP_ocbq zZKF#W>e+0Zi;kh!AG%NP^F2m~Qp$Roqg6uF8c{b8A(%ud_}gJq_V2Gaqj9XoG@A_U zwR}QR{3Z#Beia3&vBq1%7(r~M5i8jG+X#fOtiNfht>L*=djH>yAzog<{yI5x zjXOR%oP5NNR*Gd1_$GU`&r&34rf513redTq9{+l?^~(O3C`+lWE{eRLHPMKTA-g6V z&)RZj?mTx1N^z+)Er_K`3-$2o6r(mMdz*Q$%)QQ+*`IP^Qw;it*G0k8HVFzhDeKK{ zkYOU~{)tljMvH-%i@->!8`|ZZt)*uLe@BtBP4vde`tX%3dW8)K23 z28x~o^<~3mKx4HV%1ZHim2|y(qDJr@EIH(Zpcm8-vo!XdZ8IuTSakQ}#d1n}_e5;C(??@{t|>Vu5KRpE?d-8p)4*duOj|o&wj<)EXa|~F zcN4l6#6HT3PuCd@QmVRIo5@q;E5r9d)v=g-J*v~Ut-2SY0DJz8dt@IR7G)ar{F=S@ z0To~An!OjJe_z1Z5+)i{P1;on28v54>=h3!NZZ zVfk}oe&j(6K~I&2qYaR%k5<{+)YlI|#?#G%;i(_F!G81e$W=;3tlU68$~?T+LyYeX zbmOhG99OIS0D<;0JSSnjdF{n%$PVdjuE^>+fA96c-~`i zY{>n`-wz4F-t67htIB7NLKEgE?#mDdF|wat<<{yS3D{R;iy%BymRNOlcW3l<61pUz zRmymx)Ze02SL=a=@eMg^VVGWglnn%-cx)nY8R5f04{s*T__)+m{T=*wM^Jg8(=w7& z@=uOb5}F&|hWi5wYN*84@_W81u+_#7hdGBT|BqPd2qzD>>7;LzN3)`|5;Stwm7BZV zUgay(HiK3dn1m8&1$nv4bs~u(8;WrG z?EcyHkn;D|-lu9T?(r&HAj-MSM%$TyyeNU3WM<#Hh{nh5d_U=nhxTxcqGybj0U{)Q zNvU#~BG#@6a&E@0iOKrEefuAUGSp2gDaUb1-$_!g#7~Y@qn;;w!j|5&pXA#y2TAKj z@r)el5#}{_UrA8uXpvq_B&43PF$=Wv?C|GXFO6Ki{L`jRvl*YFP6_FWkO1LmMni=j zZhg%X3gD})zrGA3g5VBMH7o6)B~~Uu59Y|?b#yvHlvQUaI*DCZS59F#S@jyZF(D*S zK7yr=*SF?NEd-Mjm4x8p0S{-=!GjAgAn++usIsEBw*}vQAts%F5hlgmKfyYO6Pcov zx?A|suTpI27`KyHK9zZE25V=9fg=0~@^Bm~U$Xu?p7aGX4}Ak{c{>+s$p`M{M8hsK zuF?RFP3Kd1+B%Yg=ogt9UYyA+K%1}mbWm(>p5P5NDG`0;{PaDwgXs2dS`isrvM#L45sGTk*9c;BDXm}c^6Pk933lGNQ zz>frO1M^!PAl&@hspMs|(Ngklm8}*#1hME>`i7KJnxC@-u2Dm?fBB*x1;BEvy63;j zwR0|?aIRSOrG%la7>Ek4_J8E>NjmBu=ImNCH11XlQ~8TME}S~`Xqa(~G=1#f0d^u$ zu&#uLHmf&RZWfG`q;4d_TN?2*KGj5|$dxHNBvk9v5$$$+^{Q4aiuun+-5)<$jB%5I zm5}t!AA{@GWraREa7%P3{=Rc4i;0x?V}BP|jpP%Zk9&@8wZR}~V3?`hV&RNMR8HyV zzm4gQ0GDn2&F&X&lv+GAJl8(V_!j7j-i|TQ|J{K+h<8s5O#NZTis&vg)w49eJtKkP z7;w@y6DCfACeHRsHCke>TeU5bcG-pdOQSTG)g?yQ z&cyY{g8g7U{k0F5@+A>|=(>KoOR2R(J>{E{Cibb^y@6{z1soqB3YEP?KHqwT?~783 zjT2t9w*DbN@ZLVGBxjF1HR-RVIgWVmOS{^JK|8C%rriGy!@#)dVCwJ&zdXKf=MiRRbmi=385 z2I(Y*@yJ?QB~B0KOhv&}p4K?yx(*{)2h9ji9OB;(!ZSjgc@p@eklDRP%j@e_r{gms zhxN{qMn%8NI;UXO@bFc}4DN}dUR0qKI#q6#3X0c>GFGgP8P$O=Ki>fvu zZS9DDG<_?md~&$l(?I2G@aQ;e{{7my-?9lnD6NxRNLi8_;` zR;vL_C0*KNv6(@YX>-HiryT7M3plcoZzGLdl{1ex%XD<rmr-a{tUEp~EAa@fVwxeMkNqthZGQ{z3Kc(85Rk>bA@dd~V1;d9+3do< zxarati|wX{oNQJhWy>nh0ZeE1_l@&O(s%c_R`wDFPA~Q<_NF!x{}i`*a_E;Dk?B_! zUFa|7L4$T&+#P{@V`>@xJm}!%*OM~gm13o;*-yl^WV~S{MHvH;#7wbCmSgBTOh4-9Nl5b)R1&oa@5M)b>7lszu z<6R@&;V%xY^n?gv$?0>Qgn<)qc(%xaY$J)1rvC1|px5V#+!!nf`0?WhrXrn!a!NS* z^<2)>e@-vq8Ia431sf`@D9-jN@scAK+pNUs_&s+a>tc7|74TvH(cq708A!1nX2Huu zckpt1bG@q(uE^m$3>=*y!CWrHp;wThdHTPSyCLB7iAgl)67BV}v=n4+~ z=~D0l&5=qhS~xwzyk(Y);D5xBXsRWX@=@C5g2BJaZ8KV#^z` z3$W0lIDR#|84zO7R&_iP`chc9ed#k{hA=dHZ~_OSpY0tRJSOpfqOtyQ(~#UIJ*nd; zjYq69qW^D)sGUu~M`L6TQ_=z0=Q8h+L9x1i2ZfHPVakDct`HS7$5>ZnD+0Ax>E&O8 zT3MdYGWd`5DB1Umyt}uS%MTW%&UOyY8;b>HLma@5ODav-ve48Y9HexpBxb81OZ!5d zY1Dv@xT2Nomg(9Zm$4y79DG{S#n?pr$+<0S_ST2*{q(qGK96|5to9SX(o-=Gbrvr3 z(tUSvy7#j2g0rUdGDu>I-1dQ_y{qoPsE?VW8X9Kv!iWq({w)5$6S|j{0m+AmO*y1@ zf;D+-yNVz1O94pY&b%CCdG@c&ZZiB4Z8OfTMnz_#`ni0ba-|!j`|{w0eu`mE47c1u z=*G2FH)P2p(DWDmaI$R%? z_K$&FcJMDM;rfW&&yd7tM)kL-<4ha2oi#XL8nMJDoCjy zEg=X>3J3_&oa^U~m$&v5cS3c{ru(EF0wymP-+0kp0-vjy`^FiHvfTrj5%*;xT zj$){3>w_6@*dm0EP@ImDny@)vjDw}4qq})-bBj%l0toY^Sv`;Xo~hMID67;+Gug<1 zaam&A-5p?n?xy(LGz(BgcwpT9iJF-sBO~=Hg9%UjU%JU>8m)(p0tOxIs{WSRv$7r? z>U+Q~5==*{H+odp9V+qEdam5p*8cjYjFM6mXw-!Kgn1pZx-PS}L?o9qlAZ8EGyZL~ zL|S%w2oZ@sB7~D*bH%>{F9F&(JEqPy&fm&g?yawhVII5^ z66ni+j~HljGGt6X>ECG0vBSyG`YWlS0xX8CZ$5Gs2N|iqFa5~+Mb=IZhgwKi}!&Y?F$y@Wibm`7xGnXjLp z<##^~Z~!To7I4ZC!%`PH?h>n^c+uS^_l^AA({2uTefT}IPYj)aS_)If!w9 zeec-0t*z=CBnR)6UTe&A5Q;Po9g|Gh!POntUPz-mX|a1%+g19or2E5vDa zQO~5HWw||d04x-!Fy2N-6af5>{8^3(v6{C5Wp&vPbi=~M%|NtJDV)}b$sqYA{H0Q1?y$@wBRb)&1hyF34&HMJE`uF~$6 zbXBYx=lS#JKTbRD8q-G)&7b430Tt4Tw%A?uT+RVd>f^hs`0c*s+nze^!zA^qrMnAA zFDMSHScOx|@7zS-q42$sZxEdKB)z#3>~f1h2K5U9o|&Pw;;<2qDP|D=Z!A! zQt#b1z16qjGZ*ge6S0+_bFYnRh;%{G!=R_?8N(iL>CRIpPae8*<-nC3o%u>CC?#M8 z5w`c*>29+p%I_K11*s>fWSJYSIBpPenw)wnAQK912AQqkM#oP2?xf}AQ>p$!+Jkhn zqP~)3Bd@Q|N=Z&mPJ0L1v{G}%^XC|vnVHEWK2$auA~qlB=r>xYcKGn?EhUxd=dTMW zp+WjvR~H}nikRqQ1eG50nxuVVH)Pmcow0X(s#kbeL+}+7tM-T8xIMP#pGU3 zz}lefN(P!c>zK`LS@3pm`v#OWDd-_^Xi5he4eGUM^swo#ACRl`d;Ivc%AV6uST=6{ zJ=iLT;sTzrSSQC{yT-oO?s|=yl-vFLum174fjrV*2WLrtex}EI$=u21`7U*vAu^Fj zqUU7*ph~a(wfyFSk$tdVzkDM_*I^*7COr?WkCgaC`0BwEvhie`*sc$u2+q4-_u5n!xVS8AozFR_ z;<$Nvbz|b(Sx|BWJ5P8rekH>KD3G16G%nFMG<<~q9%!SOddz=gmn7oF@A)fVo-e*1 zGzgon<>or7l=kI=;9qa$9N-DGBFpHP7n%<4fK>{LFTT2#Jvh+&?o$E@PZyKeE< z+0_z%Z$2CsQrB_#IQ=AY@^&+nxymtn6wVH(xjQ$hRA%8+`-Fxn%F5pVvq-CQ^9`6& zB%6xz)rLN$c-$RoJ9s;OP_rm|%-c87?AMM3oTdsf3<~*}5;LPKb z)FsY;A0u@GG*yUA=~GW0_(KoS^mBD?b}U}=U_eKwKFhE7&s^H5*LeCEGOU!wD~)GH zhj3h*E{+SEF;kDXvGyMoT#?1k{$e(3DV|dsqW!7%DROAD{qG<8wp>WL6x6uAQ(iW^ z2e~{kSi0Yoo+kEp@(wgI;8pu-{un(-K8vcLxj8`lV!y&8X%+&R;3Z8*JCt0rmvvJ^ z`zLLIOy)Mm`q#w0?hC@%iaMy=^~Mj z{n`3SXDeSMS+0AIv2U0=Dlyx7@ZHg$y=J+s;Lc^zw1ql8r&DRX(zA5git?UT?$=E( zsUFbkIKDY++m)AR2j$-^lEko>RMUo!eW#&NvC@wwTxxX1Td{l#&bt+}kP-!C``1)s z`VTY5FLc;UuZ1GzpE@aT6!lVXPi@{@wbL7wGW8Rvy21>3L-y5+yRm$PshC7)bj=Ma zkTH=-P$?_VT79?XLz8%k8g#eFTf@g04;J0X;vZI1v$!xvl&wA_RvQ#qm}DW+_(s z;8!m<1K>P~Z-p8Nq-4)G=}=H)_=9jV?B(X}$`j_NSvKPyY9qXR`EQ8HX)>W&E^$JC zv9b3R#<7w29U;CNw@o~z<;Ja_hu`8}a=e-?WgR6#?J(!A1)OwCe537ZS11E@(yymk z9xay1WT;I`5<81b=)$5w{fQ!#tbkzURC#43d(Usn2D<`*~Iwm*GO1og%obt4M0*9UJL=r|d(E|}YAh4u|V za$WKHcI%!HCDI4z+HhZ>wnd#rqsX>(zMnY7LuoF&L%*nky?u6FGK}gf*rI*1`x(zE ze6rkhNd%&W((YCr0!tWMU)`CAf8EHa7;IUF3QsHqpS0If3mp)M#mkXn-|M%D9V}Y3TZ8EUeI2eC2Io1f z`R5eVHhcM|2)HmztLHs5x74@p}2v>Rs%{lVP{n&CzH=}-s|^_`6P1IG_2`8tAp9zcnK>YEr8LNXY^GVN)AYI)DR{|?d7)B zJyrK*#8r&LHkvKqSsNBz*$$MoWwH84mk^7>N+>&iaGi4^qR!A%hjj14&3|5XYuBX~ zJuTCC$7T-gXDgrQtlbHu874db>@DnJAl=j;1%vuJR^8EjHMWNt?ZiNszMU4@ofG-+ z>raxaphpkhkDY_#e(<1r6x78Lu<;9P4I0{h;;rX)4zQ@Ilwwf&`lX+(itP(#7~>?b zRAqZ;zylh4*onsqy9SrB|LD?%vsHaW{4|e=4;b zMd2Y<`-fE44^&kf9VRxbMX(k{rDOW%QLDS=lp+>k3sJL~OI8O?apx2pQ&9%3#D<0+ zm<>WXm~JQPW+s|Ec2c-irJ0oU@v6S(r@pMLIX_@`aYU-j<&yC0ty>yn=&94O1Y{1x zEx9Lf>w!qoOS8|-KeV$bE>fS3n@?Pf{5wuOzZ2!N5>Yu54<;_{w}XPr78au>6#q-& zvZ!bGT975&klg6a$Gob+yi;%9-YvtRK(=t`g^H{@iNqBit7H8t`^R35zPOfpW%+)G zHN{MHdZrEywFeWKe9xT{As>J;EiKBlzn88OVlo(gZS_3(04A>ZUeYUpqBc;?hfN8R zCujFYS?S%oWfVp2vVc7h5FOus@pVh!QYQ&E9TC5>S&_3fyKiHxmHkTa?iB_JHrvmX>7twKTp-1%4=(FMYG2Jnn|C#%s@9 zwaqJpyjw*4;)5$JGGisnE^cnW()VRy*eb8E#q;}Ww{rr2H_iW4Q{x-=iCN8Dt3-?i zB!?Fpr$bziC+`<6k_Y)vu|PmwOF$TV-Enc@sQ>JErSpS3ky5CivElnGYnzhe<#y(U zTf&Yt?+gHjOTlD_qR!gRvV|l3pwn-W|D~piyVi3j3N?xa8{{v%ky_$5Y9z>u3Cz^5 z3sz)@xXEIW6NxFqxKE4l_a%3n*iAelSg-E6+!|Ww_LjxKtNmDE`?sUzj8|^P%vNs` zi=w_cSo2GMUy0vGO5yK{#Mz7WeGup1^mrE|>Ql0cl?et#`oPK?=!+{ayp zdefZc_q^QL`FHy*N$#Y%vkT2jl%^twiSeJF5W_JgLk{qo%=NqNKy#Z3J#jC`m_8Qm z9O!+B)6Yf7dgS9f#_R)mFD&Qf49Q)Xe{*(E?f*AnW(*a+w@?rt+*zG&hhiI zA~dHIbMtpVSrW3F3K_MhS0AlBLp{dEt8?epV@AQb*6AdbudpanLqQ&oq;3E|1!_cSfMk(&*Yk^SfAZn%`~uJ1=E%y>33bZmL%}6wnLiGoH7n&n zGtWFYFm)Vs^t;me0YOcwCoXk|M1^cSZ$PM)gziu z&l-F0;OyojEbc21xCK#h6C0Jg<6YUTW#c+&ZO{=Hd;Xg*=VLyD=sIug>BW%O4HEm? zlm&&hv}m`SSXDMyy+~uc5%Mswbj2m2*o~F`hs2ODCe<~s`r5dzWko0o4HXd0>Ltr6BT9w{5VFmZGP>YBg{Xi3A?J?gF;5q9I< z?rhVaQTiiDA#QU33DmzWCQBDD&2j@%3lALdhXCR9LB^>zO{%p^7QMzS384)uD=XlA zHur9l2JWWGYjz#F9fV_MX#x$jN?*vOBR%2&oUY?Rhq z>LLp)g2zC&*8I+mD;H&ZEd*olq1+_F(O5QGDIqo3r{FtzBl|AH2IF%u%WNh6V|*9h ztzOG4A%E>!)}OS35%>Wy_83$1`fOF-!G&96#kEC`LVk_Gtci zS`txQiR&z5AW+(P-2A%>w=%Dm`?)h#hlOJ$5x<0AHx}OtN2$lM8ACM4)5hzY+=890 zwo(8E5o}{Rz|sK1WMpN}Lz13!RY4hIgvec@-&c!CMItIQ^YIpbgOkt;{(U+7IvTRI z2++m#9CuRIm}MPB1wdeVF-qkE5c~xXpL!A+%(*io6^!EczR=VQgQ}em#3J}B#crYl z|5ucxKE6)9#J7@+F@k;rwAd7gG25ibNhkg26UK`I$HZujG!bg_2(OIMH&Cm3jB*Al`eIsmS z*;_7j0(zx0Sm*LdL%{SDXwHm#&Q4ad5=~W%P$2;b)fNdHfqKBw9sBlu=wPuzuH01_ z=#~_FpS#tbwlDY+iTI6KfFf2Tpub{O#g)!gcTC^u>Lq)W)@x@M9nbt#E%yiFIEIql zcIV5h$Xp9|wTYu*Q`L+Rjm;8?5^9_25?XkhH-8h_WyuIXiUzdrG(^&gXrH*DfkD?b zLsJFr?7r9vuuAeNvw`Tg_`Kn6|_}ixKRnFFU5P-?qZ7j z>tW8h6|1^FvTXc`bReoG=XcF(}>KMpM9H_}f39ilXBokRKjF%ZR1&~zbV ze3F7={*l@G_`ZMDs~@v=@WUhvyJ%aPPCzt)BOu*GjQsWsJy4(DCQVx{;?weMo7(mL z&0beACFM1`kI8G~8Y}&xnb*<@$&KFxMAmLTdc^(&Blo)R`Rnly3Wb{@h{^VzdWrdv z7%D#E=NW?@`TlgGR|`>(pxRnhGJ!!^xq9-ruZXO|&;7>b^o(MTx4tf!?pxx7bQFow zy@)qqiL&c|sVQHZ*+bLIWSRX!da!CB)ro2aitJBC$@6V*&haSv^|6t0t&ixHq%A_L zEkx5eh@+BL$v_vly=VhY>s$2u9>Sc?p}gPQ0ZffuF&DN&jG?NkN=hDV>jq^H`b5wd z!?MKx+IEDiZl9q4!VWO#j{QCCV49?gDBQ-J>B2(f1@9cbnIX{ZyzuGFJFTV?-wL~w z6q|{f_;a1UL;?g$r{O@mv^Y->96ND>C~Zys9=dEBzA0wG4v`rk3}Kab&uu2>w3NXl zxqub*wn>z6iZU%brDbG*A^Q0HziY@J7X(seVw=0E^SLMQr8DCPB!+03#ZFFMu5zP3luQ+sq@wfhuS?%ECHd3FY#u3 zUhGfvDkX(5=84#bso>90r*Tc^pEsFF4a^sku)P6&%V<#;0zVpFrK?0pSMKf)=Wpi1 zOsnZ zC{&0*5d}*C+dF7HO(bd{zMJ;-Z5pM7V=<$+dU^1CzI0(XVM(K>4{RG$fc{7OuC*Km z$Cu~cV%qm=W(meaaqFqiQNRjrXCpnmC914I>XseCbbtpcq)IM*!M3A_h5})OVwCwm zW`~t89ZPELH=GTn0~b-gIZ>Xeia4MRljT~VC_I2nq8COSgUY@r?uCG;ZW2ROja&18 z0p$4pAeq)Dp^=73&BMdP+5o~Ae(cQ#&G)$7si&vcG0?5u25C0?)w%ZuThCA{&p|ty z1BR+cAXY@@3P1kfkpK_WcHmxrLY8X%+Pev!)ZtINx_1Z(1z_Z0-zrHNHmcR|I05*6 z=>3!sr=%l8jezl!&9~nsX57TNi>tZpRr&ef4EXJ0;~=kv*b|kV+pU;L1M7sBqZ{Ho zpt8m_ksjss)Q?plEeEJ6?%4cuIBodtmbwH%@#ely$QqP|?BBoMi&lN1RvS9!f-sC$ z_kb2uM)_guLBJtjR2pzllSNud$?!ibWBHh-b{O@U z|Jas^W&SjY`BNqbE`OQv^CabQ2m<$LWk(g4$lNHvM9gyZg&3!eF&fD{z9Nj(v- za2nEyeT@4S+Znb-NDM+#d{VYVRb4&Qwiy$VOEH{O!Ni1Pw7Zgh@7`X{keok8{AmQ# z6Am)2{S*4Gzx(!I!E4HA3lVC$O*+qHfrio0oD~Y9(e|tDi=ZxX71pq{ygW9;Iz#oV z#paw=MH?Fdl=L~*o_I8?2LuBbR($Xpa~N=HY*HI$YM4=78j^cg32jOcDQOT#3|h;H zf=>K6A{ejc%LO4lJw}jzJ~2Nxo8Vdd4c392&yms5MK+_&{5D65w*qV_|; z=Ujm?CQ`VDn1AFt_!Z-I=F)ojUX#uT)ORcoGLn!Eniz4r1+Oh^H46+WgK%B^zi&0{ z3r7j&XD3Vl313Nd3t1A%pHE|B%gK+c<Fc))Bc*jeBy@EKRLkPn88@W1lT ze<&73c-sFUAmx9;++_%JIXF4Vhd_B~Au3h@+s^_|UPVn!3Z+L9ok5;a+$@aDRO?U3 zIN+GcCQS|}{9@#ZKmQ{|{>NCF{O;dJTWwVA8ULxk_7)<{hD`j=!~LtEP086g|4*b^ z>c8&{LE*iZ*MKV*X{^QcOtTm2S!PYCWD@TJ{Q*_`_A5DAy^&A;FblBS8wfQ3wZ=Ng zBi|FiD49j!y(3`Cgo>kLyyEE-Y7PM=FmxcH4Ze6i0|TZ9kP{)jTLXC$bl+w6Y<#nS zHM)f`z6BifzM_Sk0vec&>1I#84KhzM(-(4HIi1S8uL|CXv+JA~5AJ+)AV4nLzN`VTD#VctN&O?!_r!n~j$qd48 z<6824{=KqDJ|Suo4G5TtfBMa=!gy$*MOs51W%Xj=__aF}DjbIL{@fznE0j9_Ecrbv zz4b2pF}u*3TJNYpxTaU;yH};BK4BZGLH~sHH{IP=lXQk?|NZ^DTa(}FOCXF|T;=eM z<#@BB&Cr+D4pn@mPcQF^kqD3=pd`6`2L}grQUbOF+u7Nvv89XW3-UzQdA-V>pPvu< zvF)79t{g5JhtsNsJ9eB*-?)A?%}FUuuC(YKH*`0d#u!zcIK1Jy$*JCkd#hAWajmB> zqTR?F}dw4O0LMbd}5^p~d^T#=)&I zMnMy{r8>m!OU%!o7EU~tK-WIz$ZQ_$SCEKptfQl2Eeh9@)6=E{O=(;C zF5W}IG#W98aEPS+FC&~pnYp>S`)+Qh;B9PRu@W>>j+@rUe?pya3> zgwYawePJ>E3L5w}zlRT>LYz>GT+`Z?KngjBeFGV7Y;|>*lYpE8U*C;nNcYI^-whgiP7#$7)AC`CBW_m)TVh_m+^-NK zq6X~eN_HehC?E@c_AyjE4hsl6k$ju;bOJhz_c1dwe|RFKglCiR%{#{{;Y&?=KzpNkb;N?9vlsig@atYikaPQm(a9=**Bp@u}m6Vi} zI&p$iQc@51z?G7O%$P~iS-ZM&XT6?DOJ?$$w{LAh@xlOsMC~yqVXI?4s+b616*9Ef z=h34v$U^TG6s+r0Cadjxv(>yoa&CB?6Bto^?@p5=sPX-R?V^{umJbWfGdK?%Q2+Af zi+aFPyqUoYi?6S*FXOXS&_uOQ7|U3Vtz?7mvc(kg*jel_6FkrM_IA#3!;EHf5owp( z=3-~{4Gc_R@_oY3y}hF|)=~j^?Znz~Bx+K}kNf9@#Xj`5K82~-Bf}%g53+Zz{5hs> z1(NWiM`{JmPJ%{Ng?+R**A!py7dWvpu-kpG%S2QH=iNf>7ENrH-g26&spL)0dqqW? zhuaPxJ{%FM!npDv#yVt8=P2vZ4_xjjauabFj|XK4-aw;ka*(C_$aVjj?#JoO6&8*r zd#ftXj9IDJ_7>^lI}bsh{p+XY_(azSIbza8-S@>B3dQ{T{=^mev)9KGM|6pS`7M@J+_& z(t#MKw_5l6*YCtmxIvywT_MPjem*|R&rET|S!H(a+^J{=D+h3=Y;ux0*A!;QprCk` z{whG)MCn8}z+fR!eB?FV!0e6`)j`@W{vTr~lFy?~f_nuydL5_U_EvK0;iGJP4lIa^3x1?WEeJXjQ z{&(GKhUrSJ(@gl~7AZIZRv9o+_E`R?j*x50u}i{1MgWI0-5>97x)?SuZKKB|{BA}u2 z$-`>_E9LSw;mcgpeq6~R_8eABj+Pj^GrQ#5UswMS76}O)nwU~{PF!oIoiH=Hg@Y?| zkIYo1w@q9*jJWHzEig1J#<0k&o(Z~nT9cELeGN%rxX{F$f{t`>P~wV+%DfR+WZ4#9 zZ*1bxjh~p9u=0A{TAMUEsvRovQYUKNC5=<(uFHE{Uwx`;G}*Nc7j&o&da-b3wZJxQ zhC8I&7$>yPkBpDkKbLxtiqQ%ura^5N zFsVM%f+5->-z$nN{OYa%uwZxHG#T>V)(8F3Kx*(i$1r5vI=XVNVE!0>M zixeurL!Ou)nxB>QU=&scp4r!$lkw)w8)CePodQJ(Ke2P`S5{VLnVrFi*EEwlS)Tlf z=aC9eA_4ElLNgCpM-60w{UD5jBp7tz^4=hV7ZUq|TqG3{obubHaBB5PGC0jz)J4+m z;*RjI<%sj$aXl#`fbG{MZsyA)U&$iI?SRMmDR7HM>~w1tB`s0!=#vcQy4yeEu`^_{ zQ>1Q5)!`@=wicC?^v5OTSEHjw!|Y40CIgSIDp;=Ai7XyWqUmpDiQ5G-ZjUilV`B|^ zay|eQ;t@$HqaA0jr8ABgOE22y?J>wsZXg8^=JpM2nOBFOLq|VKA|qY7L~l)9fwQx))(oUO=*mAVV9hE z%{uIjN|qT1YCC7olvUm>Ac3Z9+yv4tz{L_W#JVkBvSeQ(*&>B?02&fbCm%r@h0ihS zJ!JAH(l5n;rfeji5t$8b&XxDw9j_&F;5XZ?;D`JW0HQ}e7Rk@Z z$oWbL zH~v(h`0x$j=KcB8gS!{vjLeFgOR));!pv@WW8zphQnBN(yu3R#lBMi<`=24)ET1%) zo)jmyn9_b{hkW~C@EYZCHx!D+Zjii4V2vx=aKW9-Bf!s3?)&+8$vQrxsvT)YpN=57 z$;jSF-txWb>ER`;EG&EY_qKJJQY|RCSn;TT)8&K>B2O?h9=R>~Dcc-whW?5O;6b9`GUMyWtOc?gz zV?Z*-xLcDixmhaHD6){K+6-3va_;aQHie*zr*410kkJe(Xf!|*6Ih{@YuBcev}fwi_{luQE{;`a31<>GUL9l zDJ@RrjMsMYi|(h+oqOiVESU)2Y|m%IusXvqr$_{ou|VwnP76{f(OkEv@e28rLo^W2 zR6}>p?ZmPVAM!eQ5gQ1a*309hs^DLG>|)f2O%X19A9TS4j)-)`y*KirDs%m>zR$$l;*K z9)A4iuPLfAXt5xxPO?vuu3`tdD*xMk`nO816DsefLDH0Ow|{_|?T^{;Eg&n%Ao zYr*ixgFEH_ypjAj_}^9we^k8mZu14(4WaQEi;!*8>w`^|z>Q}Z;1d+Yp{J)8BI)u4 znNA^%=~X<6lC9faIWI7+qa5l@G-Rp_p)r5i-hOs+YD!Dz&Uchk{epr_Y`2(S&*EV2 zikW#FH*zktJn2FcHHHasB^HhGYJ7hy=ErQUCh=Zn zl2-#uIdM&U@^MXhNw7M1R|-Cw;@aogc01H#D5<-{p+8G|z@Z}KpKXo1{@+^9!iq9{&_XL{y+EW|KCsRFSAx*5QWr1b_`Cw0&5FMrUoT;60@Aq39Y~w*-wCH zUl0NZkl=uV0usDI>eSfQ*uSizq6VE+hG~~RD=%8K$fWA&b%HrNp=C!spo=g4a$6#% zcpXMytpPgj#gxzZC!V|FJCNZ%v;}>->@t0Z#B=yv7eZ~ z4TI2N_aRA-p2PY>h`0AMw5t&K$8+p0Iq+zd<w1<1lUTpXB(cE%&|xB8*#ZTFmZ^_Ods&NF57zGk`YTF z>>`nk;|JxRj)}>PWy_Nf2EgeJZQZ!Pf`rcRBRg}gE6^~W`vWb~H#Ro5chY=l+!TT> z6aZ8#=mP<+TZGAweJo%<5-R2SFNL3h1ouA1S~oq0c`1ecn7x!5BM!DEh7<;9QPR>8xsWjLWG?x94Z2MgaBY*0#6{uTm()`Tvdrv z-?zI=4A}|&;AJcieqnf+H#s@kpz-B7w*C97r1>!4iObR%jSwCzokK&HfeGrvzUafi zbWAu2W29F3W&^)h_KN&`e6l(LB>1L1Zg)YoD`*-U8@lA>(tNmWU39|{vNq96HS+eph!pt)u}ZNYZ5bsT8)wEd3Is8Ch7T@8 z2-94()7H|7&Hk!6?$cYJ@I=^UF875KVhsGTE-t{fIO`#f+G}*dzKz$;st%TLYMPjy zreoV9g^>ChMt*$&HAydO9Ahs7F>$6?nh#wmUQ%^gp&r|W{3im<+HnL#Rg2{D#!TYs$fyOk1&#~nw7pttB}4+00*7SC^i5d2rcJ) zUW^0uueeKtLxw>EM!U;UENw9k*?(>18|TNP!^<_X8t=(980qCZW_e!(2-;%)0gs4V zH@9&H-5~qP2E*jSNGK_qGqJt2k|>xNk;7RirG4fPV2&Td0ZzbWXYwOB-saE~`e61) z-vvxdIqpN2h=z_5fvFCz-WRF%Z7+BCWOrCn`nem}f{zi6ZIv+~xP+%&Pt|K_KE%r@ zPemGzKYrRl?!SbcpGQ0MtgSFN4CH1R_@(+)}0q<11c?V5K9J3d?T|V-C0u5N<`~~#Hm)A4=a(>SjhElrS+8D zAS0Va@g&#y?C&;FiM{^*{_6RQ04W$W=GdA2c&4HE!_dJKH8r{|Ta261%}m#B7we%t zx0q)UcO+VUeZsM2G_`58%aC!SaWkT{RJs+zqFFuJSy-f}Cby&)j&aNh+kAbqEFvoE zjJ8Mr=-8Ma3oZ}8M9EAF4`-2?KU1S^j#@ObktzhOzF}c5t+P56*=0-(J&6)giP5;f zFqgS3M7y$_=1R5TXSzkaoHVKcnCLDiE;qFG;pHDap z3H7#6Ud-HSSeVdltwy zJTk~D{IHzGb(#Jc0CftZSZmNdypf410Tqd8WKde!HZfF$ZXKni8n6?dGi!`hy+|=N z!Qec2a3XuU;{E$t5YJd-K%3(nb<}9b-NY{3&9#o8wm#u8fkd$|Vni^1qc-2k0pWeT zb_1eQMQk*uc!oHh@sw6Q1jB6dkDr2zVT^ua^?=TzlD@^R=K%$56*3Rz*3Nv2G6fMQ zPswJY;c;QW`E@UaUsi&Vfq9%Ui?4Zf=C$V%7x4UM3eP_0*y}B zB<#gD*o!527H;HOSbRNV)|#zGj1|0IJa-8qXzfRs1U%4IP;jJyOY_w+c+$L%VT_(q z#SA@?lMU7q{=fi?K;S_yN&|^W zs7fy=6hwD5=B$WaH=ZK?cDS=-EJ|`#1~sZ`pgr;2QA^(}&1Cz}yet_*X?sCq&4C|? z!xOyvo?nN~le02LM5l~R zI)5Yoq#>M1RF+c|JLV=%I33ew8-^z>@R zPG=JMx?{3);D}gd0ElyqUA1&TKt}G5NDS>eQW>Ap%Ms#F(pSF(?p*^d$Wf?-vI#{fk~?B1W~ZUn~5 zf)EO@P5blvmn&0X@Rhw7GT`B!m7Cl!#OR>{^wmf55_>==hLw$+aUn(Sh zK!l=|eExQ}-H^GhjKw+N%Nj_$k#B05WM2WC?-Ne2`}>?XMRNe#18R%}cA}1Wrxvw{ z?*jv7wwmUK_zs_N_`(OAizvSZG1zax%OT9c5!5Jfp53^9y#>6SS!?QrlC^7?L{tI3 zRRK){)S)-Xo4HjZP{mF;&~y-GX++|^m^5Dx(7wm!2a4Z#ihi)isC?}>;Q-TC8>z4j zP4E~u)tjx`rgmC9D)b$FSIy=Z*g>WcHt4I3d4%GTY~C4Uri1QSjv|Df7qA>#F38SW z|LQppvo$6?%X*NOETh26bXVoa@>auv;Drd zYH{NJr~;Ibm3Nn+vw1xG-Id*HHXrg}v1=et0LSr**2!bLc#|}t!FAzjdXB?L|GGc= z6B~Q0OeAatNoYLBy(FeerTKv0D>`K@iR=CqfG48Q5(tR`-TsGM`eTlpm`O2Z67wB7 z&9vbmR{mQ=*^P0Tf5-Z3pYXm@J#4VZLOJJ(8MY=8Spza1T~0g-b~kAMxg+!%UG^Ov z9X3(sAVbYg82U8rbSak2(kN=3lVKv4d zL0GOridUC=%{s0kRa;rvXKo~*0D7~?*Y({$fle@J^aMt@v&Ocr4walS@a1KuCg)Q) zTYV-X0(7lf-W6n%dJ~=x{r2sN&E`1@Sm9UA15GK0UW#E739hab(l)*O$<+3<*n7;J(2?(VgKHWE0Cs`o63-6x|zXZc;JUo`?4xVCL*kbv=d zTQ@ZhA)yA6&mB8{d@Dd`l3wzgw;Z&_28oli-h%i;J#gLy6V%VB2N-7=hF*)*mVD4M zMt8=q7XfY;G*VvlqLUy7yM<)o0L>y1mk=credm>Ql#|Znu)=*u!cw#C*;8sW*z%c$ zjZJrW=9RNv0+L9=p1O7G)?NmXJ_X~%g%RQVA==*fYorEg~i|pYo!JN9Nqf$X9;F-(PYNhMkBDb~6T- zD!LG~3kMpL6$@&xQ$ju}$;nv<+X*6efAqni21cqv%?=QRT&-oAB;p|YKvK)5XtXB| z?MyTzRlmY9s|H&Ehv7qGghE1zANwHGwnsujS90d(O#(6DjNmFjZj{4`tAha%H2la& z>e#Tt*4gPWF2t*_?B(ZI0Z;W4JQrX-zS-%vd3CsEbE5$i%3vcj#BuSHUPv0Fu}@GQ z8og6buxQm4gEQNo^SvWirM=2d_e2WAI#s<}G_EF>aMnr52FGdauH?*N5PDAnW$V0( z)IehL8=d&%w?~AT;MR}e!942Qc@(ppN1wDo6kBGU_^*ekvs^ja?*iU;qP-X^s}!g; z{w#Tzup6tBGrlH)l=gnw49@-ea#i1)q!*tbtcc~=ZcR~DdAGS0kOK*mv4&%BR`DF% zr^^BqMh+-t1B$OqtFFi4&OVtY<*~^$Y`YBqOad10(Z_PyW)**baY)inBR3XW zNcZJv%ROH5{~Db%{XKE#c((t%MDDV0v{JGGC%-QG)NXOWHX7m?h&S(hdU9(NK#wT} zi@RG!#ImEvw&7X=n^I^z_@&VR4}&CKoNp(7K;VTBNP_)|#jg>f(#4D6kUV;ZnB4cE zB(@T81yY-*-?}vxxOtj+s}_lP@f=Qf%wV4I2|y?(5sKnb*FHPCf)pQc(>#{u!zpnn zqNX8V8tbh&fpF31gMkV%*UsEZ$$4!gvKT6Tt20oORAvB^-F`<3tlDnuxpy;9T_87_ zSVULRvLYJE@krR`E8Vndk@YdJk9%ZwR6p~rAvD>3a0#U(Uq z!rXaU+dNcLv~sT|lUh8|*A>L3I!ZFu+d29@}qO6ZOOtS32Z)A2=7!~~u#2I|QhDqCZZy%rM zP+5`nnVb7v5C@EkK6{RE2(SjVXxwo^I|RaK3r3V*gMs3FvzY^8lY~8C{H@g6Q%WTn zBz%0s$Kf#qE#a6Sd=yF0NszOU(d?9g##1%)zETm|%_36b9-CAFFc*mrC&WMDG#8M{ zf{;K0u}C{#yb=x&K|sAG^2S=!nW6w`8zC>C4pob&lxyS(m;rZ`M~B{p%zCTNKJ>7PtXCgSlsr(d|kwhEWLq-p_W{_;bE6` z#!#XzH%RG4NrGo=lN`1vck)&5aQIOfA2iMMoz9iU9ws)CxM#vmxRR6CVvTF3_`bsd zRUO}q|8;$J^^M3>K;r{Lp6zujQ1oi}fubdO{Mi3MhDq@|M8Zi69?>4+WU;xSB!5S# z;S?}=@Pn=@IAJQ83@|u*ki35(VALHGK7j!Uk61{dF80)mcWTplD0`tdfJA zCzFWH$-8Trd=W!S$Lg9Rt72_(o*6!Yuan!SmAYq4SnI$O1(JZEl!|hRbKMlV(%5#B zp`GON?b=QHjmA4dk{Q-1y}Pj1)r5nKOTK!(+NI(7-}X5?EUc^+_!o&_aN;dQk|wSl z(MQnPGgCn?S+WPvO>CtB?6f@u)MQhYKoKH_0bwIC_u?4+XAk645YPx{0dbex@(Bu~ zl0A$RlB74KeEo3g4aE-_NMr~up>m~hQ)&zvQz8h*swf$-ZPu|fT3SIYy#RgnKW;H5 z1#E2|rK{^sZK0YAjyEtD0T*~e^RBA$5X*=FOcA`EM@VNa6*6`p+ZxJ0gKfw)np<%> z+4sp4hvGBbU~C1eifBmWk}k0JYHiXqpej+`Z3f*c7`2$gS1=&P}++?3uc_lQcPT22WHqH3#x4NPBj$*rbQ&QM zxkH}8?iH#R05xMKX+NR!kecbLO)<{x)ZI+Py2~Bh!t%W6OrM=c@AQDz zR|{T;4H(%y$n-P-6A*YFkvECyFn!a0Ag!UiP7h48&d>6oX_I%C=NcgV)Ns1jy{6dtKcx0CF5+W?Sf3H_}r*4WC2c{3YGnI`GPS{F4 z2C@kNClOIwKm0-iSfQx^$w9o?!@_bbK`V`bV1nn~+*&Cv+A9knH$lQ_iUbW!uk;_J zo43Y-QBGne-~a>)lXY@FWel}i#teS+b3N?5azX>SRwf_Ae$e$!L1PCwVG^>Zy?C4e z9Qr=JxJ!neqmM{91OwNP5E01|ALInXdJce_In8U0Zz{*C1cR--}p55JE4a}aS z1?do6^5E3=H?h>P(`Pyn(d|6*c*iNG&+feM`p8-O^K$L~3A*jSz1p?@dtUOdzy9B% qGW`FM4gU2t6w3cKM#_J=+j-`t68Aep3u34|Eg31rV~I!3-uPd4u|}Z) From 5595196aa0ecb3c7de1afc7df6faf587f0931c52 Mon Sep 17 00:00:00 2001 From: Justin Hong Date: Sun, 15 Mar 2026 22:15:41 -0400 Subject: [PATCH 6/6] Simplify GPU code after review - Unify _build_sparse_weight_matrix with square parameter - Remove cp module parameter from GPU helpers (import locally) - Skip all_mu/all_x2 allocation when centered=True - Densify sparse counts once upfront instead of per-gene - Extract _postprocess_results to share between CPU and GPU paths - Fix pre-existing bug: none model branch in _compute_hs_pairs_inner fitted vals_x into mu_x instead of vals_y into mu_y - Replace inline model dispatch in _compute_hs_pairs_inner with _fit_gene --- hotspot/gpu.py | 21 +++------------ hotspot/local_stats.py | 52 +++++++++++++++++------------------- hotspot/local_stats_pairs.py | 47 +++++--------------------------- 3 files changed, 35 insertions(+), 85 deletions(-) diff --git a/hotspot/gpu.py b/hotspot/gpu.py index 36a1a1f..7735312 100644 --- a/hotspot/gpu.py +++ b/hotspot/gpu.py @@ -44,31 +44,18 @@ def _require_gpu(): ) from e -def _build_sparse_weight_matrix(neighbors, weights, shape): +def _build_sparse_weight_matrix(neighbors, weights, shape, square=False): """Build a CuPy sparse CSR matrix from neighbor/weight arrays. W[i, neighbors[i,k]] = weights[i,k] for all i, k where weights[i,k] != 0. + If square=True, uses weights^2 instead (for moment computations). """ N, K = neighbors.shape rows = np.repeat(np.arange(N, dtype=np.int32), K) cols = neighbors.ravel().astype(np.int32) vals = weights.ravel().astype(np.float64) - - mask = vals != 0 - rows, cols, vals = rows[mask], cols[mask], vals[mask] - - return cp_sparse.csr_matrix( - (cp.asarray(vals), (cp.asarray(rows), cp.asarray(cols))), - shape=shape, - ) - - -def _build_sparse_weight_sq_matrix(neighbors, weights, shape): - """Build sparse matrix with squared weights: W_sq[i,j] = weights[i,k]^2.""" - N, K = neighbors.shape - rows = np.repeat(np.arange(N, dtype=np.int32), K) - cols = neighbors.ravel().astype(np.int32) - vals = (weights.ravel().astype(np.float64)) ** 2 + if square: + vals = vals ** 2 mask = vals != 0 rows, cols, vals = rows[mask], cols[mask], vals[mask] diff --git a/hotspot/local_stats.py b/hotspot/local_stats.py index 626dcf6..a8813b8 100644 --- a/hotspot/local_stats.py +++ b/hotspot/local_stats.py @@ -187,9 +187,10 @@ def compute_hs( ): if use_gpu: - return _compute_hs_gpu( + results = _compute_hs_gpu( counts, neighbors, weights, num_umi, model, genes, centered ) + return _postprocess_results(results) neighbors = neighbors.values weights = weights.values @@ -232,14 +233,15 @@ def _map_fun(vals): results = pd.DataFrame(results, index=genes, columns=["G", "EG", "stdG", "Z", "C"]) + return _postprocess_results(results) + + +def _postprocess_results(results): results["Pval"] = norm.sf(results["Z"].values) results["FDR"] = multipletests(results["Pval"], method="fdr_bh")[1] - results = results.sort_values("Z", ascending=False) results.index.name = "Gene" - - results = results[["C", "Z", "Pval", "FDR"]] # Remove other columns - + results = results[["C", "Z", "Pval", "FDR"]] return results @@ -312,7 +314,7 @@ def _local_cov_weights_gpu(vals_gpu, W): return (vals_gpu * smoothed_T.T).sum(axis=1) -def _compute_moments_weights_gpu(cp, mu_gpu, x2_gpu, W, W_sq): +def _compute_moments_weights_gpu(mu_gpu, x2_gpu, W, W_sq): """GPU batch of compute_moments_weights for all genes at once.""" # EG[g] = mu[g] . (W @ mu[g]) EG = (mu_gpu * (W @ mu_gpu.T).T).sum(axis=1) @@ -348,7 +350,7 @@ def _compute_hs_gpu(counts, neighbors, weights, num_umi, model, genes, centered) All genes are processed in parallel via sparse matrix multiplication. """ import cupy as cp - from .gpu import _require_gpu, _build_sparse_weight_matrix, _build_sparse_weight_sq_matrix + from .gpu import _require_gpu, _build_sparse_weight_matrix _require_gpu() @@ -362,22 +364,26 @@ def _compute_hs_gpu(counts, neighbors, weights, num_umi, model, genes, centered) D = compute_node_degree(neighbors_np, weights_np) Wtot2 = (weights_np ** 2).sum() + if issparse(counts): + counts_dense = counts.toarray() + else: + counts_dense = np.asarray(counts) + all_vals = np.zeros((N_genes, N_cells), dtype="double") - all_mu = np.zeros((N_genes, N_cells), dtype="double") - all_x2 = np.zeros((N_genes, N_cells), dtype="double") + if not centered: + all_mu = np.zeros((N_genes, N_cells), dtype="double") + all_x2 = np.zeros((N_genes, N_cells), dtype="double") for i in range(N_genes): - raw = counts[i] - if issparse(raw): - raw = raw.toarray().ravel() - raw = np.asarray(raw).ravel().astype("double") + raw = counts_dense[i].astype("double") vals, mu, var, x2 = _fit_gene(raw, model, num_umi_np) if centered: vals = center_values(vals, mu, var) + else: + all_mu[i] = mu + all_x2[i] = x2 all_vals[i] = vals - all_mu[i] = mu - all_x2[i] = x2 vals_gpu = cp.asarray(all_vals) D_gpu = cp.asarray(D) @@ -391,10 +397,10 @@ def _compute_hs_gpu(counts, neighbors, weights, num_umi, model, genes, centered) else: mu_gpu = cp.asarray(all_mu) x2_gpu = cp.asarray(all_x2) - W_sq = _build_sparse_weight_sq_matrix( - neighbors_np, weights_np, shape=(N_cells, N_cells) + W_sq = _build_sparse_weight_matrix( + neighbors_np, weights_np, shape=(N_cells, N_cells), square=True ) - EG, EG2 = _compute_moments_weights_gpu(cp, mu_gpu, x2_gpu, W, W_sq) + EG, EG2 = _compute_moments_weights_gpu(mu_gpu, x2_gpu, W, W_sq) stdG = (EG2 - EG * EG) ** 0.5 Z = (G_stats - EG) / stdG @@ -402,18 +408,10 @@ def _compute_hs_gpu(counts, neighbors, weights, num_umi, model, genes, centered) G_max = _compute_local_cov_max_gpu(D_gpu, vals_gpu) C = (G_stats - EG) / G_max - results = pd.DataFrame( + return pd.DataFrame( { "G": cp.asnumpy(G_stats), "EG": cp.asnumpy(EG), "stdG": cp.asnumpy(stdG), "Z": cp.asnumpy(Z), "C": cp.asnumpy(C), }, index=genes, ) - - results["Pval"] = norm.sf(results["Z"].values) - results["FDR"] = multipletests(results["Pval"], method="fdr_bh")[1] - results = results.sort_values("Z", ascending=False) - results.index.name = "Gene" - results = results[["C", "Z", "Pval", "FDR"]] - - return results diff --git a/hotspot/local_stats_pairs.py b/hotspot/local_stats_pairs.py index 8d5cd8d..4d1cde5 100644 --- a/hotspot/local_stats_pairs.py +++ b/hotspot/local_stats_pairs.py @@ -9,7 +9,7 @@ from . import bernoulli_model from . import normal_model from . import none_model -from .local_stats import compute_local_cov_max +from .local_stats import compute_local_cov_max, _fit_gene from .knn import compute_node_degree from .utils import center_values @@ -449,25 +449,7 @@ def _compute_hs_pairs_inner(row_i, counts, neighbors, weights, num_umi, lc_out = np.zeros(counts.shape[0]) lc_z_out = np.zeros(counts.shape[0]) - if model == 'bernoulli': - vals_x = (vals_x > 0).astype('double') - mu_x, var_x, x2_x = bernoulli_model.fit_gene_model( - vals_x, num_umi) - - elif model == 'danb': - mu_x, var_x, x2_x = danb_model.fit_gene_model( - vals_x, num_umi) - - elif model == 'normal': - mu_x, var_x, x2_x = normal_model.fit_gene_model( - vals_x, num_umi) - - elif model == 'none': - mu_x, var_x, x2_x = none_model.fit_gene_model( - vals_x, num_umi) - - else: - raise Exception("Invalid Model: {}".format(model)) + vals_x, mu_x, var_x, x2_x = _fit_gene(vals_x, model, num_umi) if centered: vals_x = center_values(vals_x, mu_x, var_x) @@ -479,25 +461,7 @@ def _compute_hs_pairs_inner(row_i, counts, neighbors, weights, num_umi, vals_y = counts[row_j] - if model == 'bernoulli': - vals_y = (vals_y > 0).astype('double') - mu_y, var_y, x2_y = bernoulli_model.fit_gene_model( - vals_y, num_umi) - - elif model == 'danb': - mu_y, var_y, x2_y = danb_model.fit_gene_model( - vals_y, num_umi) - - elif model == 'normal': - mu_y, var_y, x2_y = normal_model.fit_gene_model( - vals_y, num_umi) - - elif model == 'none': - mu_x, var_x, x2_x = none_model.fit_gene_model( - vals_x, num_umi) - - else: - raise Exception("Invalid Model: {}".format(model)) + vals_y, mu_y, var_y, x2_y = _fit_gene(vals_y, model, num_umi) if centered: vals_y = center_values(vals_y, mu_y, var_y) @@ -889,12 +853,13 @@ def _conditional_eg2_gpu(X, W_sym): return (t1x_T ** 2).sum(axis=0) -def _local_cov_pair_all_gpu(cp, X, W): +def _local_cov_pair_all_gpu(X, W): """GPU batch of local_cov_pair for ALL gene pairs via dense matmul. Returns the full G x G matrix of lc values (= local_cov_pair * 2). Diagonal is zeroed (no self-pairs). """ + import cupy as cp smoothed_T = W @ X.T # (N, G) M = X @ smoothed_T # (G, G): M[a,b] = x_a . (W @ x_b) lc_matrix = M + M.T # symmetrize: lc[a,b] = x_a.(Wx_b) + x_b.(Wx_a) @@ -930,7 +895,7 @@ def _compute_hs_pairs_centered_cond_gpu(counts, neighbors, weights, num_umi, mod eg2s = _conditional_eg2_gpu(X, W_sym) - lc_matrix = _local_cov_pair_all_gpu(cp, X, W) + lc_matrix = _local_cov_pair_all_gpu(X, W) std_genes = eg2s ** 0.5 Z_xy = lc_matrix / std_genes[:, None]

I~;*V){TbmZ0u z3lYFNA69aZ^;}B4hwGj+Aoml%HqbgqAWx6NB3Ek&{m5csO?R8wU;4{CPTDW1a{$4| zXS63Q%AMcf4v`3ve@x>J%Vcgrw1i%1V$nf<9$?ibH9Zjm$4$0+RWTJ zmQC|~Eg73Yee*vm|4E|ftX$%n@D(DumNnVv213q8lwXkSBCP=J{N9*)=U%MDx>P)n z_?!F7wU~u9YYwT(RGuyoyv<`MT5v>i;OC{ip}v1A00XDIJoyiWaMu|+3cD%{8Ud5Y z5wPW^+vc`rJl*Bw3wWAH3MlTN_7T5_R1v?onpTes#W53xj2gdhnb>oPsa&hb-h1dJ zBQ=b<4&>r2Z}av7O}{J%Ui{Wl^!@%x(*m5h^k2OD4_6u_C{zWOzcSRkh`6M>^VH7! zD}wjJ;@Vuy@*woy1W)Yx!|1=IDqfG!YC}Ys<61@~DV&+HWyVMj02c1y-zG#dQHtY6 zF_T3Ud1kZ=lD>;(rGYw>V_(K-9{c~j$6wHq)xoW>6yAIVfC~zx9i2BfaYl(x96X^W zdl`-L3M3ZOt|1mYsWr<*J^q(Z@CSFSJgfR?iTp%Sx zy#%#jNBX0Op#RbCd8_GUNU0=L7wiR86R{%Uz2a;YE;;+vD(N8IWHC=*H2O`ze8Ag3 zqE3Riu?t}cpJUg17n*pw>lG5su7G0VJ2A2Ugo>=MPDiL&z->}9El|Yrv@p{$Eo#Rh zI9=00!t5i7LdYNR-6@a~^eCCupNH^F=q28zM?eiYnePtq0S(nZxiu`UU4~f$v26&_NE-0p} za(--YE9)fh)?B=OZ%fxo7%D!gmA9?ipd+aZ@zkng)qnr?cWW&gwJ&D==^ifu^XZIa z+V%$yl(Xq@nn;L`KY^oq>d-Tg4YS?J$=NU5F;#Ira5?2%ilyQ6ElLhMJRhlmIKi`brVGe+ls1xpqh6)=)~=`akIQv|Jn zy?XOwdKbAFN2dqU_F)vyM60zAB=J!g{8Iz}(8&F5xc^n9P*!0>!Zl_hMneezAry2F zBt!n&J)qi{4n@NzQ6GwYj7)WgC;N*++i18C-U+>kNZcIwb}X$H9x90PWV1h!p04Mp z-}?02P3PgedcBwf6O3~NkEk!Fe0qV9a2hUSO}4R-QxXPzz$szg14;l>y(vzYEkAy9tX0Y^dH}%%pe-XeP9Rk$B5#jLC zq=!pAhzzWFcZ#4(6nP7kSSE5ZKy#7Pj7>QcBV!e4vlO(r?b)$I692sxy*y*@_2!g` zwctCcrrgi24@d6b^j@te2-9=|CQ!AoSUIR_H9dh+@rpyL#TO9Mq~9x%%tWv#mw;5$ z4~6nFRnVl!zJ+S8?CIq9TGp4-w1+s+iH_jZ$@o1Z<_j@Zo*lUYsXziW?uk5I`vzz( z5pou;!srk@l}hP@sXdiA0W1qgL4f*8eERe>ui=NP&dw(tf?`u|6$x9Mg6_Q`9BYLM zs5@o33Vygz_texE|K?01McTyWuET$!*oDt+7mBPeQx;BUCb6WvfHFnZmBK8mteYc+ zro}A#^m0owjR&8S>q2b=ML>hbW@zY+6R9m!Gy8T49;EtPcb`4AUO#Sb{neRQibJFO zjKpRharE_w%})hLFO{9fL5gXCy7sa--C9jS;oi!XD>?2(vtPBb(Xn9*d~ee&3Yhlf zJ{IZvZZ6s7%v}A)E_Cu?0P*LngTTwC9_8)4#d3vu9}JH{OxnktL$*g17Iz2;YohlX zXgzbwDdf<5%-`|tIGaYgWHB5WM@2k*xL@;UzywZhOas=grmn7QB8}6lQoXl|IoCgX zpVk8j#JJRw5=K(3jIW1BF?}+ttFM>!dw5XCo=_rbX=%k*zRk@H zHC8&0^NvkS?BnE=_RBJF5h#DeD}#x)Te|Kn(!W$d+M6qPk84dbqw#`B{Yaw3lBsNP zsK%A7!BV+@g>!kw--CzVC9#ZE8-Zp~{~+HGO9hWrRF~47!#{$~@nxgc|L}w^!<$_q z!skZgnlbU2R1-Lnsjp*huwxV_8+lLXq3NVi#2NE?&;u;V%E}sbbTh+VmjclhoPldj zh2}@t)n3>>degzEcl=T9Msv2?95@2@hk^*Dm9}W}qLQ(Z>mnjjVk<8FlX22hL00Tt zaa8TwHEN%C?{K&qw`fB$hFFk1O5UuXBON!a!c$7xZPF{X~ z+LlZ(6X@n09j#RyK+}=BmR7Lt^-nZTJ;EJKGj5C6-<-NO+E=)K^VRt0!aq9A-eepf zXt#SSo=SFENg$ee{_5xHI8V`cyX;WV>@*5qgB6>%)3bz77m(-^Cdrt$9CBpJ4UlvO zQ&UsZ7)OYb{~z4t^H0|3U+xHB-_Zo=CgNR2s@krKjx+0DUVJ!d?5v0+XRdvbYjxKO zdzAX1a23<=(Ai7MO^4VJ*9sKisb@bKI^?tP-IVHa**fdrn;-?iioyi{buOr zc*wu4pED78AwJJ|@Hp*a)u}(x3_rzZg34{=M1pT3GRaFEmHmj2UNKJ`o0-|z8q!>5%`i(; z4$eE^)u+jKjQMS;NHkP1q^n_vk4PkDGCNnbWSa$owzKaZgA#PbDV{F9ovjtH@Jf}b~2NVMUk0Zg;9OTcH>*?bPC^h z*L2L!b_~4Utfwj?C?_Q*_U|hzc1$iToK2jFjEWjV2q3a04LiH%?e+r)FnGWO zk4_RL2+Y882#C*&%UFbr+#t9ahP za+3SM*cJgiZEVo(EL&7AmTYN?WL^X5uyH9k&}sYNH~gva_#UYjTrcZmDAbLS{IpNu zbA92XzeXwt@La(-K^$k;MdyFdlfzI46$y!#8l{-+Z-yzt_Vcq7WAFB*_2S4MOcl(V z`)WBST`4m1LBVC4zmA1PDhGx+oeSN!s3`G2{SNZZ7Csu#6h=T3iB7aoj2&50aodaA zv|A(z#6{m@nuJ!zB|#4+b(c~axi(BZN@jK6WVXEI&lf!a(QHi+?iad$XINPPN`RXn zjY19bIrA{oPbQI$Yz0j-A6P7;xtZ^2<=dvrO{dLky?*_=QFI=|<*GYo+d51zulMKm z#bV{c_32Mstpt?jUWUetp#DOWV@8o$v1m==T_?b++o6@lJTfA;h6G?;q^!mw?&rgW zw3Jl6-QRgNg=r5o(7WEgS($c&G}rym^n91ZoIP^}LSnQ-Cq(a-K>~lr=d(C4AO;Kr zhF+zxvfz{AMH~d9>g+ss?^Gkn;hbh{>l+%{e+W|aGk)4TC0;&TMCgq=3i&~ix5g%1z zLSbYjzZgYO;o*c+0UC#i9G)3f;#2Mm!H`LyRM|lXn2g=aS7YP9+ikpPeq&15z!lT# zf(J+Mnd&;{khLYgyk>n=*|XosPv<}{Q-Pmb)yF;;1&-27HNgd|K~(ML+NZSa=C?JH9Z6N=e7_rp^N$GLyA&7W(WpVrgD!HG`~3Mc$a z=%T-F3bV5UY*L6nNf>WeDu0`;P}~1nAO%F}x9E>lEfa zK|pFtlw&q>hxiw^&WfGJ<+Lsn*IeRA0wsiDh5EwflD!7(To?q)Bc z1my`iEF-;o7;xGr?>WDm7fk^vx|dWC;UV{qX2%!hPm7yLf6O%U!RhAlI8;_wa6Ei| zDqP5AuHfX!lcTNHl_rg;I@C;@j7`j)8`GQTKNBd;xS;-FO%$>ghh+K=27CT|^cI7_ zLPWpu#0cull35rKwgNAb<~NeQ@~wxCR-jx?k&#+~lR0Q`H=FRHo#MFS!Gu9TTzkK4 z;M%X&tm~*2$5PPj<@M>)emI-k2eD!Y4jj-*KmS^-4Cf-m-~{jgPj70 zsMgN@z^%bcKeOrTugT$kX<|6FXl!(}7h1MF)7Bq9o^IbUWhKb;S07a(?`BmkJJm|D zJY%n<#S(Eu#?696r$~*+xP6FxO!;gynIu(z*PJ9e{=UoL{3-IR$*dShOT=v~%e9FJ z#>iY0gZiWy$Es5LFnvqu(`o_$Q8@FTEKG*kxN#%qkkpD!v_=_)JEq-QY5Nb_C|Ife< z-jvHE7_`V`@`-vIf?;w^*iLrlY@z!6q0o3xe8k? zkw8L1dK>ER@?I_5lC*t?@i8nI<%}?Gk(I76g?sAi*z>Ug(v4@^TRXBynL%C}4wkgB zVMY%Xvvb|E8@G!}ixe1RT=PGb*DvWUNHUGc8`?f3A?qy z{ss^w8V1oAB6nzOPG_fD8PYAO)HJkJ4cS69&WYZ&()bOS0YUMB0*HSc?^+&N{<$OP}okAO9m0$U1 zc~|3xpd*|wdm1tMX`vwx1JxP_uO)+4nk6&(U^tl%L4Pom9G?`~-S*3gQ;h!=-R-S6 zw?50USp&)aX`mbh{gYX}f9%_{QqMy9P1c`pjK7pFJ6yKV2|#AULL%BHF$6Rn*tlnw$#q-;}1=;OlaJdy}wrB4h`opEqm_p||HjrkTF#2$2yZhbP%h!iwq( zXLsUBxSx~3kDpSYt0WUM>ICZ#e?f91yyq)A+08ic4aR#&@je39oEzRcuQdOwaz1%E z+x25O)wG6;Lm3?%O$)1SZcfCJ&G7{VXGwV_!sb&n(>By@yn;~%zeM_Z@AStiRW?1{ zuZ^i$&fSw$Pc^((6$;roM~i>T9QSnzM|+xUi$hyB@L!E!*3phjzt459JAIq_M(9ZGojt=`)PurgJe56^?Kj7 zZQ^ZhZFyFo+)jlaiD+n0mjxGG2at=vs@*u(wP)X>F9+vc&=O3`edsDsYNv_Urljn) zx-@)1*1qrUcBv4VaQV)$>AKJT#e1bb{dCb|W-NMCQ~VM!stL_9x6p&Hp}Z0K-yz0l zZ&yY~T`+j>ZFO5gw7xy+U7qhU_sV8_qyc1FK*js2ekp+_{|lt==-AU+E!d?&v=TPq zZ=1z?-Mg9>xtg)~RHjh}Cfn5w#ZL%FW)$rX(>x2QeT3)(qt zfgput*nJJwW}9?1cDRWlhl6xRBW8D~h}h2#{7>=cr59@>ccez|{xBsXbIW46K4y=EvB2JEq`^_x?Z9-a8)4{*52LL@2W)A}b`x zDA}7*$|!`$N|8V4v>_& zMuP}1$hg~qI*?CyLpAAV3J!1YjldfR5vS zBa&jZg8~V#1n(POAVIvL3PA&qkzQGl-VvGATz{U&JR(CY>utLUXV0j* zWC1qBW1_H^0`IeGumH;;PzU81<|y1OU}^0n!w&IcA|P$xB7|pF z%D;Y5!&^#I=%`AsIrT60!XKC5x*9-kR`5{=;6G*iaan|2jbk!dM`&SnyJLvg@j+Pvk_wTz>dtd;<6sm$!9;TC!NS(h5>`zFX0109Qeq#qv8xaL|R6IgR zl`bH(A;bm{g-^pd_};dYkJ1pfQjiZ=vzjLpa$a665C;Z!*ULX6-8+|IdJ#f+)!oT{ zu@4N!%7Xo^BB>b!2R)u3I5NU*zpl4EsAYbG4;3*w?>_N>sR!ootAO*-5;I3QL52^4 z$z@DgSC(53Nt+Oy;CkNb-({0v-3&s-1l_E*Xg!$YqFMqi^LkCrPiyf_1Nn`wc?VmeSS zH2tNX{bVc~JLKSaQ*AvZ_~+KA;e;Ru<)h!KdTF@v%hnHH9UJrA-=dK>fba(GPSiid ziC+d{xCK<#pg9HI<^KJYBT|g4>m>SS6ce86c z#wWL~fyo8IZgEqLYrX%f?say&883`5XQq2z;Z7dl${y6J{7$$o!nbe-+T?mDQ+#^D zL!IfA`A^Ka?7**Qei=aox6g|qXdr|zyIkzK;zwZ4Fy%W(f^e8XgtaAgz?QWpB5U#W zaqMsjnY+KdU)gz)vW8Ta|~B?uM=lhTX!MX)Gd?k448MkYoEBj6t=7|aZiBQR z{5d43sk>fwoXHH- z19K13TW@O8BrY`rAt>;}cJ*79H+ofF3i}Uk4802gqhjxV|M`*D?+3Mm^jTn_%jUa2 zTWqac9o$JT1=Z>dB-ePQfjzfFV>E@JgO1T9wn#2_WI9s8gQ!qlJ$Si68xK{7OZJ$j%WtTYsK;?3rU_WdU)Ua}=ZLAFsbpnI-k zD=pBaR9vWd$1XPmp3Y^t$+NPU>Ap##YpLVx6{9Ivav7e$(+T7;dY2LK?@=Fyq~+fv z9}|qM1b;pN%Lx@v1#uY)HpOSqP{y5#f`y%nOL2Z)pzD-qr^dfCc|5F$x={#v(6y$K z@gdxKq7a}_x0-`v_L}#>_plqB385TCpu6iFlPY|6zuo~w}A-A+%0 zf6{wS*q5yNr8gbgnt6_$C-n!;d@s9)C?-7~>L*aU3%u(B9dEK-4OggDk+ZA!3Bq58 zxN#(f_St>_vQ>H6@4?;jtYbWM>r+!w?mIYac5_jG&C5%HP+)yHH(A$H9G@28<=(Gf zR0QVU0O!C%h7U0Vu*?Hf{DEZ(w z_klD}{OdXmk1bE7B*!T0>c%4e4#dz<(wF#{G{IfZG;KO0ajf}#0d5W`W!Q(nyilnR zNsxFu3CwM>{WaYEawVF5{tE-pTtR~Sq4QwC@xvL(CDgoDg+vl(*SmGqZ{GA3KiD!r zdai_^i;9HzCv*?6bj6UrM%Kvr_e(bHgl!B&Jpvx!2ME%%_AC@L0ihwW)C1)C7mp$H ze*+ZpO8*)bB;^I30 zi8NYU#2hR_n;Z2~qid0CdA&LCL-CXVxdlZ`h^2!i&LF{u;$gtQJcZV{ z#@C|DXk_cLgDW%plx{RM=Vo{>`Vjq`1LNg*Q~OvBdpTv zSk--meM+PSEpguR!EmrTWQjRrBhv%w|Du38!>$|KOQfjLCnbx#$t!(Q;Qo|tmM%^M z@4y`;rEa8-8JGAZl zpjH>91xkeiR&r7!r8p&@|z{ zyAJRO;X&d7dL=@ava&=niM@N`vCWG;bwzRHX8#U$M%ENCVjpiIU6@7J(a|wgx;dm` zXP1|nme$$Uc0mrubpHPfD5}O2s?z}i2cXku-J@zyLbM;){Pp`3)I}p?U~Au}$RA)s z4dRdh*kZtpc}#heiQj{e+yMkg9>Kv>b#-;kR+M1#D77Ovg@A|cOm)&9T1I57gUNEPs72>eSNNbw-%3gjqjj=%zQGB->Zo4i3W zMu4&%S$6yiEljf?$wzz!T-Uo~R%~-HY_`8b;pAo>f@dP==5q(CTZ!G?W)?ZXGc{-J z6qRB27iSa0b=qJTK2T9ffJA{D#2&$=SN}M9k2eZgQE~^x& zEbs2_))lgcwC^l}>e|`erKF%>mg~zmj|P7F1Zc1xIPJ1 zj?z9TP)4Y2h1leRxbjmOU80Eby|1@q1in}xf8b*7@gW$|nJG^pmAmFB3J5C!Q3=qW z4#RE*2sJPC-%EC$iubn#2q!x)uZnEKa@1J)cB3W!Y#TCcl-{ujGgAUU8is&nWQX9b zEX~YHp3iZEid<`tJy3{Cx?Gb%d`>P|3=nJ={ z%w)HkF?&k;y|Md|kaq;k+b38TXhtfok$hMSKylubfEoC!*8wsW=x|Q52YA_bs_X0@ zs0ytWkD22Dw=KE`*_;2)LZJv*U=1)!WEjNv*#9F?-m2{|NSWS_XbaeU2OSIo-thYuf+dtL`r5a6%Xfl6jE_L+(&IbNfZ z(mlw40{Z$LwE?NZTVzlcw_Bo40sTw4eb5c$?_h`J+e1S~HaTI(r4a=9SBr z;(BxsKp)wPP>=?ni!b3xR{yVr;SWjv&FIvd=NUb*f$dg;kdZAW&#xT6E%g(U(g;1_ z1kyAD$+Mt%TB*J5K9z4rm$yPQ_Ppm4cjkM)+$xiFIE*yt-HC*q|Mu-$=bhPWVm%dV$0>rLF zkdO`o*8ViKw7@~Yn%0?0rR!=fZ<_yiYoSPno(rzTBrXUR2BPU}m34uhW2?ER*B#$# z1FYZ`82KTrFlV0DXTBC*tGK}kWO{#K+?9jF;Xf%0K5P~opv zEzEbXt%IU_ZvGN_;K7q6Kf|uBoL$GCRfWHSU^thTU z!L6G(6cr=cw-))Kl-SiZm3L%|)&4btMFPL}F*6qGhPuchK7R;6Lls&;h;;1^lp&or zYxNxhGNsm22*D=O7Hb@mdcxOLkQsj*e@pk=vyqOfFK8{#Ra_pu?>VE z2R;;?Bm&GI#9Y*XZlf|C@cdh=`en-dLXcx%Vn$eJA7U!w&WGL zo+9iYk!k^ZW|@;vKiLHwg*-(#s927Y^utC>kR?UBtr=2aEg+P|`M-Sx3f2EaHdpx` z);EC#g%qCbTR>SHl*#7h@MwXT!)|&QH$i!gB}JV=YDwToZTbB<$il3bTl_)H0*uGT zf=Jn~odwJm$B7dx`aZ$gn^vA?_fv4yt%EdYr_g=7W!mP(<{tTKruWk}2Zss-%sYqr z)J*-A(*T4xD?M`z5AO_{%LyNAPx5QGn-+sCtK=A;#Ed^Fi3zH8`e2i}Tq@4yHD1)T zyW`3#r_3>u=bgmowqu*55RG2}0J-@$Elu+ST2(5q1(udd@>~mz9Rm6Pv_NO0(`)8;?PtFyhT=c3Lm#Y7zaNr+a0k9^5=28O zOAT&cErW+^iOE}d7>k_wn{HBc(kb>!e=J|~^UTiYxt0i(*O;q>gbL3874yh_PEwKP z?cF=im3beq!}Td*FuGA63Pq^lp#Mvq6Yc=N3|Q`aaYmx`Sy+Mk;>g==Q>TqVCH5h8 z8!DfJ!S-)^5icHz=17zl*_$L?W`*n7pQ%zyVZSM-+}>A~98u1x+04A!oqNGjDWKo} zw&L$E%r4g3S8;{(9ZBo#rGnuhVT^vKumcW3pS?&Eu+sI*T=bd;9mds?;zuH%gA{cK zvv>VPUoOIL+QR%Q?~uFOKKuJCnklzgq*+em#G%oMarONyTDCt*_xl)8H}CAcU3#A; zjI<++rHQ&Tnwy?Cc+79(Xf4kE;6c^|W}bu3=8wE#Lqrb7&BDUsSlWFVSOq78A8Lk; zy0t`$mY>kqHODq&Y_5Hqi@J8RSO z(flNyKo-__F8*C_ZgFrqmqv4XL3ggj?hs9Z!d8+*6}bP#QSD-fT)*^fd4Kx7elihqVMeq*9`*|??1B8U z8!O=j-OE#6cCJNVvTMvm5--{eMU)}CtA^}n?%_P~S0BywI%R;goK*FOLL;i&EUfQ? zTjJA_mC>_?rKN%D5`D_1R6fkRwiB;wNyojc-KP8MxCoJf_0d;j|I5;;E{8MFTA;r> zRCucG+L%@l+UH?Gspl;!A1=aZ2g=Sub6L%klR@+K6Sc%o$A6!DN=KOo<&}zRjUoAiQniV!V-2WX8=rxCl4b6gB!OtS$47|ZMvYSj|jj^T3 zyFV~II?*Zba?>8WUKtK)PKR;2wmRFN3F{~{FIZC*7bs&uzEb-*qyamPK}%uc>`U(f)Y6SRtI{4_8wQj-LC1m>D^PA*v4# z-lyXDJbQ?IQF768;759a43*EI@2<%}{w+fqDy6w*kiIHG?t!9A)h&g0tngi!g(D>u% z(wC8J-qB@_=rUP3yNw~gkD{U;oF2L*Z}&dI`;OZ#{A9i5&qe6%{Dfb{7r9SI8TH}e z&0}!MuQ^7Trkmx08qMa_@0irvG7gR+{oxW-rY4v7i@UFOn96b-*rqoD;yzr&YjZ;f2?bFMh9#XwKC zvobGDek=>>Q|qO>-HXV5w|7GV&YTJFDs*e+qWfmshT;-}P;T!2E*rA%8jpl+3V1b? z;*Lei1U^ya>3F|z35}|L66t?8A|qu~eIJHroNpf<)t*^(I>y-u7goD=H+CV_x__KS zaC-?fR)eIXkZ3sR;ju;=8Xa!T4*t1be1`V~ri&^LOoRJrsJm(ZjWLX36LA8n(&xv^0}kI(;oLGfSZC8h73((*%fzXmnYiC7J^ z&_8;que81#J8z6mjR8@&iZV?` z?n0hY{HzcoD+W+s(K=S?$d zAIFDHzw`X1e)U~(y0+2mSEwpgTtekzjgHO_1EhR@by;wKw%)IpBj);e-IH5>PN_Nb zX#Kk?4z)_k#HAim25~L%<1%6p^yVg3xk@b=eA=RZL7HBxu!ahc+Rq^Acv`I~(*PB(LP-Cnh+OuAK1#}@az4MV=8@VPXGgh+pxIeUliuXNuvvnh}3ADnr| ziG#Y6-$xDR$mD{xlCeItSQsxB6^GT6$`_8dG~dt=q3hZsCjy_dXC*(U>(MrBb5HT3 zoP$W2JZDO_3>?R(cvg-HZe0GkOZaD)z=@$kJ?1a-f~k0NS-}<82wT=O^Ipfvsw|cK zxg|)e6;r;&bQ@I_Iq|GWPw|~xDX7@n9W4tTq2-p!db_+cuKcCwNgK+2d4&zO=4^?Q z$(_^T=f&bqq#@J9!pC+bhW*$FPB0wc4tbn@U;YS0$N@Wblc%C~bV;d8+vuXE{s5J_)ZuK7^ z14I9La=6~A4!$C3_L7%4Gu>jtu2Ua8q_$%^Z*RCtKz@0)|yDKAZGGzNdBqB^)tt%&4!QQ!CeT5yK4Bvvc39_m|L;KhX$!(Ld$F z{IAtm>VZ zr^BK`Jh6U-oWhX?nbxDk@!5>^nc(ge^W>TPN-in5CqLBzWC~`d#r*sy^H%kK%H>R$ z4ih&QOJq1<_$>VvPO`a`>(}b;T$&pqOdim%+cvT!(GO`#Cv!m7y;WS;VXnej#>J|xRk0Ckx0$~?I{NntiNxK- zZ6!4hu7#cLENcd3;j2I6)kOoFdr@%8;d;qcilU7dm26dAL8Fn2($6o4&55m*Z96S( z3B>I(3Lf;YOV|(9E(I-0VGQ&JsM0d;)_W3pkdVbt($k*xW0dal++nz7F3WP7>GVq! z#3H5d+^L`A3hqy2?vA+ndKV4ABw{~qnpK}2_Q!A!l`FTu3CCUN@&jF zX%%-D1Auv9Q9E<7m48$o2T0U8Elb_WIq@YI;GI_r(TkDykz9!~k* z1h*3)K_2EjJ}$A-8dSKy(NCfM9vR{fRXlPyW8zLZ3phUd$zZTdKUC0u`q*xsNd15! zKf`mcF<6YaXw3^Fe%_f_#BtZ{$5J?V^`ECp@5Cr3x?rI$w2l%$%ONlWMFMD%8F@vPfBE}wOrX0zI8o^cS(V+Rxc$Z;nC1DpE2!y^NcJS%%LK{-aWXUx1U_6-J!f880)$*SJjw(4c( z8HtctEO*B#+2#;jpxJ5=sMg2|XZTWvLx`+U2>PNSHB(baXefm?HX5;!e!=tJ)#EZB zj}g-8J##{h{`IBb9i>0CuP^K~80)vmAVE;f@7G;>AYwa%-#kd}ZeMy!W?I~FGb>x4 z$#nt4Xew!zUa;U>;6bz>bVACP)g#3@ow?cfYr~TB!9LHV#HeX=MKDEmuEznP_zuB& z`?GU{)=LKl+$7DczDwU9#NVw>5%7P?HcXw=@3=x!_$Q;s8ar7bnx1O3vKoa}Ox$H# z7gi^mjSlv<&3dwNJfDFl?hdKpi6)W7C&2ETu3h|oZqBSpbXDG>c%FX;h{4Y%-i4P{ zcBP!CW_y>U_gNh^TE%l*M%F$wy!SE8OwTv|jRWuGYFxbrR;D*CF2oJ{d>{u|SY^sj zEajC~2ZyEx=1mVSmAJb*o_{vd7A13xa@S+;k>mN#7v3zbWMsRsKH9#3wm(@fjINw? zCn*=B(5w(LY~aPa89uQue@Vv>|+M;EhT zMDtpv+iux8laU$uyjA0Mq33uFi9;_cJZ?kF5z~uCeERf>X7d}I(nt{pu243mKfov- zXEWJ^8nElue&n&g{>b_VWy#J=+HOJ6jSFUdUsGzX@?N_}Eoh~eAQ6NtSZC@5&!vOV zrDY<-Dv4AUKVB__kM-wZHm+!zQ;+)5T72%_fMU%7x6MHm)TxQ>dK03C_ZJ+TAmJCm zYeY&!#r5R(_m`-KD8AQeS!G2v*2(gb%B&SwX>0wUgh1R0=e^iDFG9N$j4X*^4w8lB zfr8zDti;ZFly({kb4NF=Wl1F@S0d`@&`W@(f`i)6#J z6k*C$i}TN*LpDsEBW90D`ED-E)s1jQIg`n~g4^cObvkWbC3k8kFpTEwW+5{zI80Gt z(sG!(Gb9qxzvE+BqjcycFJ1CJ)=a1RrL7HO5z42v{jhIglF+9>tq)b$sI|r6^1gM- z`tJ0H?Vra0uXYufBT$gw*#dmL(_BvN&xVHa^e;^&9X-g7>x&2}MQ23H)KbDjJ2}>g z89&@yZb`}cdv-d!zDDy%ySs~{&Ye5gnc3XXfTy>)Fc=`*l>4-PtBR^D8?z7W&`ros zoRqglsk7b3jV#5RwLXxRlkH^VW5u}M2|3;9@wx-Fm#>lzu?mmtp3wjdK`~hdD5i7x z{-|TOVhAGr%nw(x!x7vJz$jYy)pvUGLlcV10+bYAWXcCu%ggiUe{rKY?Q1RjRtx zjF=x&TPt8G3LM>~qw7Y(J!QA)*J@HDp15uUn@c zSjZ&}4Y$Y~yR{v1Y^RlzK;+sgcx-Y@)X7=6$&+%%1 z%x4!={Br^yuF|N&+lLQMnJ~`N_bDk6g3#`c zDK~U-vdwHp!E^YjDaS_3GTO^7Xk0CJJ?XcDM=p+=AWi@~Rohv>De`cqDVw&!_mTha zd-?3los%^AmdKhvD9=1ptgTJL#2WOH)J{xqM2AscXrI?NF5I|q3I$n5=!zg`b|`Az z9foXEo^r5zitO;44buupYZ}h&mp#@H5|OW58vTMu)eq-qJzMgWs!iUaFY^3nyc!$r z$GN9=GJ06amhyxVb^P(w1$>w}cG3;X>R;-h797u>oTZTz%oO#sDudPJ?1E+AR5B2< zn^Dc8!@8Ik&Y1bH6Y1@{Y6vj!U-9}q_%ieIC^7R_y`e$mjPSL!55G`Cj_ivTocPBl z{W3}BY8d4jfy3f;dioWVvWg0Y)*F}!mOO%|iP;n0DIYn z3v)vqYpI5yZ@hHq_D+{-@i5boTscWGm&M1Kb-eX zr<{YsY^MT0rnpqw&@N6H!vgQb_-0LR_w1Jpvr3eQkzVb z4dyrdU*@ri5gxKsbcw7>%M#VsiR*O_L!Q_tD&K9PDWd4&&L+=iql(W6xa$JA6dZAM^I2imBK7RqEApPn4C- zv`z2_3Ul=N(1zE|B#@bbT^XoN)+cs&1b-)AVtBvL=|kRCuD!bf1}Tou{aEk7k7>gf z*-s$Jf@JK=h5WA1BoOvIT;>3ZfU26COrA>%2B1w=H>L;m=O%a#I9g1ftacm?Z!2f^ z#mr%(3GLTgjQjq8&xf49Tx)kjM$zkpt~Ya&Z-=6SZtT(Bt1}5q{-2ik(|wKAi&vZp zhdfShPyp-w|8G|~MZ13Z*j@S)+T+%5T$j+F*UHW!EF$xJ**;R3_PBqJ!w(`x zcMYYUaN5q$cu`L_iEj1v;EX-Bn^zkBTtD)4u`?rPlivSZxnE;FqY&kDGJh3IuXvT; zE7sAk^nK1=`A1OnSLkZOk}~Z!9Wd7kU`vWd9)PwkLYUmGFHz-VM_s@yTo+ zlIos%Cf?+ScaBzq1mu#VZ}G^>w5l`c@V(_0fuRyRvUGRc%q_OHSdGQyllbPx858oI zyGrT22#xm6T-4RVG>3vHgTbRW%=%AitPyDJ@yzuq!%=C2n7lNh{)lyOScfPdlCuqA znbxxx`>WgmLzDUTj$PCR|evxph_X(K}(Z_5yNRz{Pr)k`KoUEOBU zx2bfbCyj}QWY=NNb;(}o(ecH7l1yh#`O$l$L9yN>M59qopd|)_XyL?ThmnLP7vFLr zWP(`!#=J|=iFTgzc306xd`?H_RakPMn4Xw8-g~2CJ&sGQ>?B=rRb~Ls?CVjZ4^bx! zxP5sSd^!|^H}xYf#CKoX+AYwlV+Oa$=FErnSe|jTW^KLb-m#4jRx0!B=~1}2fh42; z9{cAvEXW{}TuxAX;9^$Hi=j~4=kPgQwtSi;xx$M;?+3@yw_S?UH{hHgTYfjk>0yMQ z{)!O?-p(S1`4uE&n(UccFtn`*#VVsm-W_$Te9L1!4;YTE_M1yP+B`c%OI3|l-@h^4etVdq zM(3wLb9mO8KNa5+lEIG~NYu^)q29J@wAKTzj;rCLXs7Bba`(a!9coOXcL67dw=Y?R z*Kl>d5+fg-Gu?5cp>xXHln3iJ8s+5tS3Jd>cqRy}evysoVx1@;?aG~%s=xn%jP>~F z-GeV4XWs{iO4y2PY%zXVN#J=P{Ucw!^z5-?jL}AOyRgW| z_ZjpsnXpSV4b3y*S$9miN_XuZ;e|7k-6d|${BKG{eaM~ZPsP%l%&+`_@v^|JI$^2ME+uNmS+aZSO(}8U zc7c`G#&jFG;ODt_{W7#gLk4<3>J`+FUP1+ViB2XlQ3gBf&WVI_@+!jFKmN4FjPkMf zPTfHLq(R{ZdE2d;&}B_!ugXyC5AMnMpSrxEph$w_bF!|EXXb+AI_Y2OM70?ZRoR+i z$ez~T+FOjXu^1G0pg7Da=20H+*Pl+vo+8VB`f$FVOiTz5d_e)0#IcmSmW2mnRx8E& zr}qAY%@nvST4s;y7p^H;jXUuLZO1sAZ+J79)=qjs$z_} zqwk~e&SI&zgjkk=JoT9&qH6ym?G)tzc8&5bMS!2v?Ad*$ueuzZsZP61rTTl})yyup z+dDhs4F;9BEC+G-FG9fY;kmhfm#Jx{A~KU5XSJpm5|2=9ZVZb1_szDUhI_aSXL65B zen+-?Hkd`P((Cx%N_hD=*xygUC*6atKfi&RM#=UeB4B=3W)fs*4O?eF=b!5%6k>i{ z@8Cfb!}~n0`)5mrUUxFVV!4Y-PtyD4kWI6|0EbI;bxdZt`lmqDlNvt=vKcw};WAQZ z%DDL#xth}$mDTvS(LOCNYB1*hmHJXJqXoPlOCIC4mfmu#459w+uP8__`kgX@oIG=q z^c^B0l1l@WNud#IB#y@T4doK@>~Hx96)`8y+udL7zHWQx^CUJlTyL1AfNQ-WH+zE;OfQIkj8McG zgj)s7k4-Wy8vGQyVivl2KjPEqR93gJPVLj6(+UfcZ6g$q`(?YN>V|q8$&(B;F!obd zgsn9-)Rd`{L>tA96>YpU-~G**Z6oG7mPqcZAw&>UNCV>aK>PmeXWvJ@s&+|Au}xo% z+ffn1cBvl`3ENkktE{nn^2(l@U@v>W`s&6*Z@nsYy@BvJ(_usQ93A`gW1p6W#zvnk zeBq5V5Qx|`b(}jn)k7)!VQA0JZ9`3C`I@LT?zx`Z#(|D9tH~! z_)*>jWQt~2kp-P;$|Nw?jm?Qqm;%k&J%mrkP!v*zVfnB$*b|OP-ltY;eBs~ZZGd6E z678THp*i|})|4)*olQxFXW8W1W&aZ~g(tg8NF{pDY1yxJ%aH%>U98NXXfa1!iKO%* z(%rjjR{YLpWPZ4+PJ&RN8}-PMd+*@94GkG@1yE5NOJ4Jd{FG{-jkkn1ND)Z-9f2~$tqK3i(RZ2~^aZin-(>nZpF>KcP#Zn_@%JNqJ& zRg>;+Q_CXuFBVI*_KSEI34`#CBqNJfc=acLP|?|JS%1t$(AD>;e95ak4YY>O9Mk^Q z-(t7mv{ck^{u0NF5V7F445!&+J?dvPm!u*TKNT|C$_IC(4%qjbi>|BEaS=aI*3kF~ znSJklsee_`MoF`e+&mzR;)e#ezLXGT7vLxuk7-JI_x zhF+S`bm+6&uDAhAVgk3H;)$(K;yREEX(~lzPgZ{^`@qfMuEg!xV-aoyX8VLmL!{h8 z$GG?LnhqX5HhJ5j2f;{yWnGnzy8cow^x{>=B|RuuG8vcz31dLtDt0uDrx>81IZNuVr!n9Dl-w7poL z#xK$1Mb$?>%l;gWHwV&FUM&ufzJzsOk=4dqbtmD_fmQW;>XKi13q!a%$M-~MU92DM z2iw`2Z|!nkpEDiu6p|pzs@0+4B1JWn zGyK_ObDcj&{rvI%3_H6Iq{!&2M>?Xbi$X1Zf@1vHvR;@Dd3|lzI{3hnM~#SQ;P7|? zWG!zPBo5-%0mpq63Q8uR24aXows0mj4f%;GR)sVD@9;*~;y^$0N>8y_P7{;XXM*fH zYc7t9Cm^J_x^YfSZ*GFgC)maDOIQ!f&>rR7BU%?sW&0=&&z}$=8k&r;`mwrHrNFZ} zL@o_(KUa~&fbqTFPZCv8-3E*5}ibkcmzMyL3oz=wa;6C>B*KWW)=1x`XoKD<$G4#5o_Z(xGAI(w8FM# zJ3CQ*4nrCJ_PsJAxf0!FgWa(i{f^0dJfbwp&5;g1wJ&x8{TVFN`j=VrG)=qxDwKg+ zF%5|>Hb(IU2rKI7&;w;0PF!4^CzPB8*V4PZ0W5Zt@NBx~CIg>|YF@p1x<=(lrFU;<4mtLmrf{~)yr0pI8ztv^O4!WVze8cMMZaCdwx=X)JY)|) zfL3ApXPJ({rD?Gkx6)dbHdE2ohJjSt`K94!d_i3+yL!gP?C>EO8pZ}o&L};7I%=_h z(}U1qF#K$1iCefh&q4iYtDDuAuuF2OI_~a;pCjMi-~TEY85#dzZeftbY+KW!H}|RQ zD3NXt=3u#&VG@3fTH>VAbxMow8z7084DIAihD4d6YrsH^A^rNZ$$9xxVLa zk>d1qZJ2>@F7aoF0wT~j3GZ@Hq|4fBPOiGbq>m(ebI63KhT9CvTRClfX}drbX6eU?I5k` z5I-wPpeVNwIesi2IJYVZEGa|yq~{4MAYFys4KQJiYKX7XF>@m!+rVzGCM{_eN89;_ zrK_Am4FVkepMamqB!u>EVLWe=Rle$#kgFF9 z+o%s8T?bj*{E2LRsVk1z+hUjc!>4|+JAPAd(dHX{ogz zgs7t!6s;iYaCaEQIIh)zb?v;aJ!H0RnuI3jJUrSJ1eV+Gaxedhw!HTEJE5ZJ@(svH zR+l)f{%mZV01WlBGO~LF_75POpgb@)be@RbOoNbiC}n@=FP6^3fKp#UmG;t*LG}{U zmaR3&mOc3hztNwoOq>aIz_ZNv2m}NK&PAR%O+0mSg3i%)GaWC1vfc*R;#MFNvNTcDWG$KxZGvoHh!#S~u4#QD-upO{W486xu55}_Bif2ma$(#M4r z+$OtfrTBL-#~8$M6Muku&trIlx%OuFv@Ju2=sJv5^6hP(+bqW<<>XF)5PZprIE0O+ zmU#SSD)i!)JjN|8wj7N=%JjrxT6319x@Rm&Q|_C{77C%6ls}$TG2y^Uk(7Ct@wTXL zw#152BVS``zgYY__qWV)CUpODkq~qsa`cpUU+J&9Jn$yal7L&wvA3A25}sG}A$v~x zy4mh68r_nptXzC33+L50nZPo!)`d{>Y3%?Ox%L0S4tJ=5tZ;i8VHp4Tm#KM`@r!slPVjrCal(B~h+jM&3mFW$`k9ZT;^3n>K`U89`w ztawjO(dbwr+Lw#qT`~O=G7=Tm+sYsu5$CtQ0KsbXF721^TqhQ44Yk59W=F}dUwZv) zFeB07QoUtBYq5l-fnKC^W9na6e!M)~DWa{H%(hW#O@5SL^c!ixHdh?-{7WhwKC3|Tb&$o3O}*q*Yq2V)}Kg&=;<+H1CVM78NRYd;4aa%2e0R29vtg`i@Bb2qPNAcl7o}s~x`m>4ZX5SIN0q zcL+KFIG81+^X30$bIc!1i~rn>gPYwPbvxYt&CCXs-tH9flecd#r-{g!`(tjIR$_}j z`oeOr^?YT)BZIffvx)yI*!lprWoqLGAtXgV=Mftn9bJLsK>GfAcE&z4jYbrt#8^`B zTp!tv!e0vC;5^&Toz8m2nsW2nn-(u8Daf$oIls*V{K_w(YzLS9jm16&zmLS#ioWi( z6~LYva*b8aB;(&QUf>$+dcN;Ngl3OaVbjN2=r_Oj3kvT#z7r619G>En>GoSKlO^vg zlAqze1bas<*@`ONofD5-t>jq0dWR+ED;JUgc0Nfga@?6XsPVN%3ERQ?osf=S|53vL z2^13&P+5N*WD2}rH4*fS8*e$*(ZzLtUTKkX+G3pKxvdze+X$r(*kn;0tgB{8TZq+f zoz{K5{bPTmHY=Q_y6rvy$Z@0B9K0KgPUT|e2c?q^CxS?R5CmsY_1$!2Aa z1;KuxpSS@dpO^(JTgQ8{kxmi)vBy7$Pm8NBoU+<07+L!AxL?eg?~2pb$iB-PPfISr zwXM4hzUBM0Xv3-?{;rH9%B+es%<)*R7o^5KPfp60(iM@VcHasOqsHnDRR`FPTBp1S zI1H;(J*1Wwb^_jtUBM&si#c7yXgi};u&>NJQZu8ZT42$SFR2(r??0rD9d4evOa6NY zQ4Mk;#<{`PrRBC_brSluXjG)oa#}&+%XIHguGE`1r`l*C(Y@>8e~Zi8#;B@QH^@A? z?Nk%yLFc}Ro!DB>&F!V%K@c6z6nCaK)FySSshXB}@oA7}v3sc^(yG(ce7D@ULl*1g zC^v#geUSCuLBf#|_R#Rb^q`DM=>^Z0mT_n0(`dTiK74kTj^Z88hbJ;0$?u2PcoED} zNj_1iuDvVgJ!F7LK$P@GOV8Td`AU72>V#Z_1G>jWi^NjRpY{fNe+*UNseU20n0Ps~^4PQ%wYtjB5y?9Rv@vjX&*9Lm#RD3dLI?CND zt*dqHEg8B~g4S`l%9n;zY;NHZYV%JH5rrR|doOmsVC<}!e+k(r?{MnQaN_2(pF-z{ zTtv^xg16bQea>}Vj@tRTS%0|)(OC&%jJU`gTS_lhTA3_bNm&C3l-$15P8a^3+i3-N}0!RJaLx9qddl9&?Njj?y{4%$BwJ9mb zbY>phCT}Gjp9HSdA_d6S_ezL5{PJq0s-A{u(4=>*%KiXg7A(Y(jhUXIqXb=UR-;uW>Jea(*_| zRqm!x(4v9aJ9WjCr$q6NA9J(!7Y}-^;Y6zQnE4hGUQPUZT|dBjMGtu!H%s41%mSa! zs1WB*s=$o8jG@w02dC{~db*y-xZ4?>#UW}FIXU0vL4r-C7al`|v89}N6yOX|l&N5v zx!ElahfnasMY`7e)dHY=L6DG6^K5MawmGF`^|sP)kW@JTt3&fH4N?{Hs*%!4@>A@Zt?1{7=S-VFQ+55)4g!nuWpz-+0=|m)PZRHHp4Rf%QA)Lt*m*p4m00H+ z$&kmj5`rFe;${qaVA(Ne`upWHA))%eyGH{em)ex{_SEB^QI%|sX>|L9RP}6>%0eW} zC)~(~T@<3>>M={rUSWC%Bw*^8yawD|`wy@|Rvu^waNB=UW0QlxLHcf`r$M|-ZBhy# zjQD!~8(d)`^y&Uz>6~QrVG{gYnV62?cXso-ps|e}t+yZhZ2g>!h|JSEyqbZ_$DiBR z!)2mHAQ>EYL(KI@{;7n_4W(>8#}p6rt7il!Zs}tL+;OrnmKywXsu4?+8cP+G?LPDv zbH_!?(dIs5iA)cawDQ2=e&(=GKhe&W?s!~npJ-#@^YFnSepPm;3`&2hF8J->8K@vc z3qohh!?@m&NznIyk@gl)RjymuD5!vv21p5rf|P_JT>=UM(kYUnB8}3yR7z1o1VkjI zq)WP4DhNuKk_)7}d#!(dxc5GL?{n_>@3@yS7>3<3 zi@p+WWK6kcy>0hvhCk_T)mof8W%i3;>6>F;@tH?*S~bd+qRHkBIr3BszNmeno8>11 zodbxjK9oF8)|;=vpWr|iTLok}0+#?2aKue#{9`aneG!RVavN~3C1s&^$N>kz6Mkug-%KGa29;ZDg=o^Q?Vln?K^@_WgiPGQaS zmWFBe_gjCbd5MEyN0qpfhg5svaMJuLrGGr*koiP?3QBT|W)(}( zQ$rSyGwfEOh9#XRyK($Rdg55`yBgm;Wgweo@StWF_>`x|3r#-JGUqMLxtO*shyF-v zkvgQXJl<^%dp?qr&M!MYJb>bU!0QjAgX{E34NGn7CQ}@ITSun4iYzQ64j$SD9hc4Q zm?!0#cbxb<851uk?~F(fAM+L&(2(F~2z2)2U8-1nvd6u&kd(J>7PZsa_S~d_u5|I5 z@XVb?k&AOBqxZIc`5nI|ycd&qk^6A4_~wY2=azL;(^#z&@At>76zGySGMmz-Kf-Ei ziBJL3@lQV9)Z6B~=yB+Rr+}lxhtSOv->@9uouBd6(R0S+VsI))pZF><22QH}Sq@{V zuwhNcro&~94%9X6-PxIsk292W&{kLftE^D>=M zGV17HfH3!6t4lKuOD#;8`Qf^u`OqHPonW6%^V$>U0XC4$LAQ|h=0u90OjT}VBnBj1 zay5HPCA-~Bcy91SInNvysisTJZVlh^Y`zWb{O6fxlZay6%u~Dq>MTlXSA}XlP(DdK zfyRbmGZ#7Ng5*va`dSKEcCq7u97*JeVzQ6TU^&%epwk`EJ*SYZrof!##nrP9j|#65 zMtGR5p`NI!;bY}C<%<(-|!noo2j($WSxe;$e=}(3dhuS=oajA2i8qiFF%VE^!yfs zZt@{IC9{>#s}5xf-U3P*^xgX2OxAO5sR!weXw6%+*0)ZBqhpSa7LqNfkc5+W)|+pM zKXKkrNhgnNVvpL9{`et+Ok=UNVpT)>pSU0-M<~S3@mTdueOzTmzgIb>H;Tt`{&0L* z@LtCijTND=d=Jfi%l^EhaPTsScHMAb=LgIO%FniP7Y4hljdD)3TJ}q9fW*G&`qfBvBThgKLUal zkpA#MgfTfenWY$PO*qZ<3ez#MhpEx~QcqnLn*G^R@L4F*${`dmp`nX^<_Y<8P6X4srb z+{qWBRqOvE;zwVfu5NRBh^}8*s;ghIq9BWj5aXbA56+?!Z<-H|lh zk>GOn;`yc@7!g)7Z~^0aQsp1feMU=?#8=Q?F0hg^YPW^-jPPX<3=$k4SvW)TKd5+;@ z{bznM?daYtvcIxMOTr-5kb7Sttm*fW_G~`0{>|ub@7pxld)J(dGu|0PN%Kf!u==W9 z^B-9^@J%Jf4vRYbxYhVKNM?b$(%WfFfxYp~q< zQ%nIVM`}BE!PsNUMnePRuvxdSIT9~aZ*E6Y=UY97@m>5hrl}Ox_24gJ)NhKv#@PJe z2^k_PLkhu*Svbd#2&Xyyq2&a?J?vznRMf+g@Bd!EJR5Q{Qwi^P>w>%2`)kaE0BN7{ zdax!4j`_#y44WPx7%h$w` zUvKxcLNJRl_hg5h&j8Nn1&TT~^n*g~EBh4+%s6eH8!c1_qC4>H1begZ=O5i>2E~R~5WDru|_*$L+D#=REAZ-lk8` zi?jMVn`104M?1N-9HpkjhIsR=IubQqTj(fB&RumL5bWV%z+vvd- zw|1vid_gaHf0G#^d8j+EOxxHj z=8G-Oa!%&8Z66$Ru2Ao0Do`wMxZ^w7B0*vF=I!BotZD^B8s(pVDmb@f7u>q#9!C!ZgGehrTu@J+BI`2?`rdY~365=%8m;cS;RjHMOf zTl)ng3f!yrO&f_;Oj83S&R*_I<%92JCVfAy04Vk_Zz|EJSb3;Wq_Po+gJW|BOmVoC zam(PsOE-@_{1VHz9i5kzMH*KrdPFI>g3f3+zD?cq*Y^6ZCla0j@v#(7(ojRd^Z2d) zrDY9KnfUyOr(o%+eaju)!&%Y^E&*ilcc|eux(Dp53XDRLo!?U3gv)G+ouWL=6_K8O zI2>9kXjGGUp29w&%Jq%ER2ydlJTj!xDt;X^S?eJ6_%jO7s-HELox36a>k(-W`l^l* zyGVn-qChrguruisvcFcsY=sxIB{3y%xp*(T!gNr))bsR9;q#8)TsJECrd%7dnAZ+G zJIi-Xip+~iaEN~g4DlnzY~qa3(0W4Um~`tOhtz>&#D5bSM@@Ui*ZZqCr;dx$I1`h` zkfu*7YwF$>TEw;mKXP#s@&SsJ;dm^2@V?7b7n#Z)54a!L740Zbn`N3Y^Y*Xsq0QmhL+vOkB!_X2rd^kC{17LAk|yp^Yq|wWTHGobn7sA&f+$c z%zahim4Uv3%8>d?U%ZZyOL1MSSn6FuvH4!DXQlYOY5vpht3KJ2p|PQT}F=6^zWR(Q*Zmxa_!;rM6QW> z%IOFuaRx>_GoEAAMxvX(TyX)^wol78{UOtmqJg3I%S~ zGI)*g>*$-)c*dVnTvkvd z@8nv0rzSaG-yZ65gr$F3FU&CyNmrS*^3NkB%K8C77N4%N*R3xv3!-7?FrfS}<=ut~ zTje|8)pbQ)hm%B8z;$W*WS?%|(xnQrqrKFe5SxDiV)dS7BuhHk0Siz+4gk2~O3T}y zlow@gDU3B>TP{!a)|CT<@$%Pfsr`K*s=mNIqt$1ZhZDPHW_V}VlME#6o&fPf6=(7 z@mLAS;_oki338gfl9$UqP@89JI`^}FgNjV-!qrEdYm%I>T2NQ+QuzG(VR}^2km7V*4%zb@B;TS9ecS%36L$s>w#eq*J>~~$BCc(HDuF*_n=2R~C~yz) z?^0RLycL%0{0+fKEkyyNZZ6Q9GC|8g0q(N{4>565&vmiAGy+6oy7d2r>TwLMlzg(i z57ExeDz(x=%-FrP4|L*FLim>p#&mNb7^+7u8yNC{vN-ppAGzQ~U)48P5vY1@Kwv~7M4L&IzAte{uTMny3laSl9O;UeMiEuWdEm7k*``{KJ?uMK4}?5%;_ zdA(FET(dluc0V$J{6e^~uCS=1hGRLL4Eo|owxYZu^)u?|!aEHeR(Oj821%Q*|cbtH3fw|n~ZBk}-BR4l^T2QZwS2N;-5 zhl!fGlr!_r5W8F`7lmQ--aT`DA$#w7tPK4f;5`#c04 z$m=Ahf^ib-)jlPxcOtUE@Z?=GUq&>u`8C&tOJ~a0eJa=l>XzZ?wL<);6t~Z_AqYSH83zY-#33SdLc_DA z^4;S%<{g(dK6{KB1K+|@09jUD9rHoHdD7RHOwflKhXILL^DoQL!VUn9q&ZJXJ(i;qKJG2q7FeFP8k2Han(&-JYt z!EhCObv(m=oiO<-zfHR4d7A@Ea`Kn#y9bZjb>rT>JP)&!+PXk{36ohiQ+>Y&xAsDQ z6rrYUL;2rpjF<>J(&K&QSe62a!O{hJ*l>3E6EA`+l2R^-g=0{NwfSAJ&mxM0T(uZc~O+W&&qY-R2 zx_LoaTa3}#l_=0z(6dryFu~4k2|!?s(;K7ZOa#d0Hu_ryL!e86qDFm0WNmPFM5-41 zqGR6rslGy1EV8)<1Hy^O{r%dcRov2iz72d*X^w)#aUv0{4JZon;q>&=s8sn*1n8`b(FPKF{4i-mx_uKzeM;(+qXo#H*lEF?OuN6`?lu!3QWm)R} zCSic|s~gjycK?vK4m5D^3XaR_G!8cx0Mc1elTi z+bxfzA->2UyEio@FEZGCJ(Hj%=f!-{SEBEA#-n%q@=WpPzWQ)TJ=XNr+l+>~XkFWYA_vn&@~IvsD4&pARleb1 z3vPYa%0I1fa!*DUDv7j-s4rtqi1?8hs}q)@*MUPdutwv zIWAD8=IJdz+MoGR#^~)p>^Mi*utyK>^12;5)1@};1!hHlM(6+#OCJxEL%U65EvT9* z=&kpUIA=ZW7~NvxKcBW^K~+wXzYAo4OKN0IYb8QKYdK5LGMqlovTTq9QT-Y*RiY18 zKHvq#*RRW&WdhS3^f@@1@-^aER&NKz@BNdLbusaE$2v_nR5OPs`jrxQ&-N9Pc}sru zUWXvsPYe@?l4(7UE=Z~&Z@;X!a^q-hvPekP#VQQ5eAfIVDGw0TpxGvxWAEAUg?nAc9}nAk0-(fdqmZcWOA77RQ1XJ z1!Ejp?f{|j9@iPcB8<}wD z#05%&J%IV)^l$;OfW*wY;*|wL2sk&W@^bmG4YT3eL)|8>DdfnOU{6kMz#&eg4N^s= z(XW{&afF;xwL~qi2=c=B!L-&K%g-SiB)qC|%1dEr=z0>+eNDTr^NrB-<)>N%^N%_T zk6&<|M~x(*K1IfFNeItRWc0^vDwTo*G9$V*nuHXM`_$9ATv4_`#;VI`j_c`sCOP>T z>)S)64%@N{3M81Pfwgtmwz_A>H8u^5;UGWAHRzWhY3f1nYxWQIBTX5!hF?PTJzI!n4k`cj;!qY(2N)DX=FcF(@;FyLDGV?bKO&P zUHZ0UzL2RZgD_H(;5k@|oZH#wupd1+{Z^(aizA6B&RNk3-5X7Goc5^wNPIq_fp1E% z&A}6v-2G8ILpZ*YvM7ta4T{F=|qty za#Zcoi0|8MO~_33@Lr^M^De!y(ZS8PGn%1k_p+KMQj+cv$*Huuw%6~9B@brGhS(*- z15=U^P1q+wcswU5rV%QGDi5`ig1NlD4) zJg2u%Iz|pc3BK3fTu@l2{u2mzU|@xYEVK;(Nr)pmDdhQWZ4N>-?^9>_(=cNkSm5b} zpAO)l<4iU0E4n03EmvQ_;|1n*EM$FSF`+d|?|5Q8a3mH;A*X7Z_9>FungT_Lzasgx z;PMR>TTh0A35^bq^mQooN!8vuvLXbFNr59&A{oqt=%%B-U#eO-g&p>?WBfoKUrdOx zJ?~4LM)y20v?Ikmm#`9YwL;XNh9Rs&-e{2)`vv;Y(uz4-zi)n> zyu*KP`dh;BsKZc+KXdP_1 z9UqBd`o!o}GgMvuCVr z=sXhc|ALX&)c1UAfP$_}JCEMdSztVFt&C~g9r@5Q%MVdEl%uZE5dd8uyN~2$gWl9T zz5@>qI0VPdp=;n33HLQ1^R0ENny*c@Bc=KS&H_=NbB zNXHAR?Dl*dzI=?P(~mfD*ZZOeNWP#WlNRpbrZow*X8C%EG8)kIELT1x2tBcO(~UK5y##wYP2(rCX#ls!m;3^%}E|^J~SWZnVP2I9U%`9oppQ z@L1T`9Jf4c(#DYnc40;J>TRcX1z~|*~-LK0_PpI8oyLz zZqoSN^oMyhL44&=AiX#2iNSdqf;$Gqna7ObNUnDV)fhDtrMuTT zO@|mEhAe+upCT0+y-Hqe6$Y$j{9EJRWZb@@i*VK5u|G)?nl^J+`fB z)s|>>^jw$rEsLYYXZlVg$_y_P@isU5OTPvXttdn)FM8p*gg?lffWk@sJ1tf%bp#-Z9jZ|98a>-LYyib$$INr0ETrsxCxsbNfW90YtS?N;4?7ZwT{Ok(x)R z=Cl=)$Wo~uO`@nzNC20yukNBRB&-SgWqbWJ?fl2m8j3wO#PV`!cq)aQ%{Al%V>U^m zoZO=1SAD0u86dp?u5W9c4Qw^l3}=zP>Vk(tN6sk9h3GXVG~})D5S>5kabxT9?RnWh z6Zt?MRf$(GBB@XOWp@k}Om~isOo(Dl{9Lj1RQPd0*ZrI}r~E}>fWqQ-B}pY{gR2Wn z8{jTvNZEPGpff$_cxzQ{a9q6jt4mY$9#GmLVH`lhQ~J0&Q+IX5hhpU$e=DLG;!n;% z*DDIGE^T{q44Vad4NmnwWKI9%(cgXScpG zAL53B0b8?}74(v@8t(bhc!TB8W`~q^&EB&@3d1+Zq7m>5t3S@u$0V%Bh%i!4KrrK& z1zT!q1!BtCmvdW8s@X~ai0zfgHZ(n;y@(R=-507N>WuRXr>ph`c0|@YrgEAqpE~4C zH|2!KzhpE^d2nU9(n6sL){J~_|8}ASdfP>)wTlf*OdzPbM2WjyHv96@6vRgmUO(ua zXliL`jY*aady4_#_TI{`ua%&i@3?TLa+<^|7hQ~(-uc(fk zM*%)I@xB%_AIkWxeH`iGM5Iw?6lO;aW=pZ8eZsj~(yQPUx;K+}$x+UKkOgv8ycxx@ zLH4V4%fmUihpUqQC{GF~G#{(hb28K?G}y9oUCLVO%i}w8qJXdqCk(II{{K($M9p-4 zrrW^2jvxk9-3J~ubFXJ;hn;-ys+zKWzIibVJW=m4mj$x@kYI!Y=DB}+*aIuLsDkqiXCuM(#0L$1(}t52+$%Vq06zAqt6sJ0#G_Z5|*^kxN4 ziA9R@22S1D$oIOW4$DbQj6;j*(ny{7TAM7(53GWQ62$ediXy-tanZdPU`RjektN-L zer$HfkfMAeXmJbKb}Z=`zqA?|H5i3ybS(7!PK3TSd*?1t)#Z4jHOKpBsMkMrpy(^? z+2C--Y|pmJ_DXi!9gqwE5P~AKWl>NJbv`AhS8(?j-l+>WKRA1RUVoDl~783V_5 z#Lro3;>rz;i!;jImk*-To?oHj(&2;h5|G&W`C%tHHP0cFw{;8;2j+Pf0B% zrHb8uBMIgNgWwL#R>zY+zEi5Ud>-g5TUUJCI~{@Vwta`}N(hvH!D1#(n$JEd67^jDmVVUuS!J8}II2t>Iv3 z_i^g+V1)<*jtVRrJ4*wqxMV8Y;0*i*EN(z;#)5q z4}wzVh=rUFSE}k;oQ`w9SOt8g|FIrdgRRfVXC{FM$uW!)XSw-X)&V#?K%ZN3j)rLk z6?E8F8;V$~wa=d&>ZI@a_3p)4j}M)k><=dfnNnq;PTUo@?0})8s?Eoddz`l)es16O z8BB^^^?yhXeR@!9Y==9&!*r_r0nfHlw;6+*?Hpal-mYm2s=hbw2{W7jJ>XJ#u2Bfj zW%2E!pX`QIT>+(``ct}ov-)X6XCh-g&wH+ki@T8-tVZ@`z+Sr#x;1SEGbe>ZlYJ-` z0*f9F40q&RJK?G>3+vGG@V^*e8YIB+DbCGsWHd_em#!-Y^h%bkk@2(`(W2n- zxNYaXkn;ioPz1LtNIhs=k}tVAyY%6OrZ){^gxCI$@_CO52H^TY*0w=;$;AlKse%Xm zAC(u$g6wpD5^nhwoWu_1?OVWf4&awllX2s0S9W5|^!4bY);%M8@0t%&h_`t%C6LE# zss|!sMPAz73xrg;B*g$ML#ARQk1s-|<(b|T1pAGRzawl|(F%&hP!ZkdNPPQEgV7@5 zUpd{#rQFLEFRHf(#w4~O^F?$yS?U5=tMhrJP=p?F4WZWK+dHAfgz<w@pIfu*ya*Uc!q>`r(KSQHHT@exHNDNuRWB~)%mIW6aj*tNomOUUeIu_k42jNL zJ$VpA5q0F&;S6WmEZ2pO-c^LKpYDe^`M}wjU!+rGnx38>aG%XazL$9wEt?gIM}n)n zbDGj^K)~pW(6sT#-4TF_n$bk80Y|T0k!!Fex|yzq6$O~+hoCw#k6mA=7DP?l(c}5= z@W`FUWXv3!GU&E)0i&SQ==@`{mEU&*1XuJhW%q1BYKLF2Vl4TJ5RCZObN~jT5tp1l z%}rG706Gh2r<%k>pb4pj@PFCC3~a;)gb0riK0XoJj{f}uNZRipvs1V};vC!`iQdpw z(>aL)sMe723XP6;UDDni`JS^kmQl}<2TT^sT5)q7=YfI^P{jq+l)aELocP}3X)*~4 z#C!fJjvBN3FJbvEwa*^1r6xE-s)$rw_5oUOsqg#eNsliOiu@fnhW8Hxvh_TdSu7z} z{0pH;H`fr%@52@uYi+)N<>#RkAX#o}(R7)KpM$o5P-n(gExl9vjbyO{Qh9Tb-h=uD z*ayYj6uB-rhu<$t7>%zkF`~^hxm+0$X~OB_q@d{YPh}XznD>KuUQTy{W823@NEkpt z)s0om@#alsi*_H zt})x_3i0-BPUSSUX}1Q;XOUlUQHDE=2S!w&?O@d?D7WxE?b4s);-omG<#J+!bp!cyJh4krUt}3)d$L4N)J~nE!s;bjf!NG>}}><)6MYLUp-AK zl|3^MZ|IIr7{iRA{MEiaarqX$;N#^NRP%ZwX)?jprJID!jj7Iy4Fsn!?{_nLws#AG z*H5Z>1KIf+=YV`gLa(*(SEi3vWSoKA|8qT|gum=2GcX&m4Vr@&QM8O@r0yY4IB*ml zmrZv$`-&2G=FNvsJl%G>_eL7oMC$(%@1UGqQ7VNYDqKI#Kq{ymEobV`X%PM)B$;w* zpwKcQp~(SiR|?Gsc^*(MTI@u3J1V|7E3iK@o<6OnPkLMOG5+g2%_ZCcVmrQ0ZzX_c zZqh^+8m5mktJ&3^3MH41qrM&KAsn-E-gWstjT`=%ht6C48^5{{U-KYt{cdV}X--d@ z!&>bR_lGwHY;?jMOFzXy@{S6aEz1~4{eRNtyTfU)B7Z|A$8GofBKqmDpTpD-sqFqs zbC*HIDp|1UziUX-S?K)2p8C(fi*CPsn`nWH9RKOhRHeSxMC~1)dZIh>HHdr;$8-6S zU3R}(fPXq-_R^uA8iqpxR45*(;(-Fv^@X5(n?fRVC{#8zF1hUQr;Qj(QBaRpFYWFy zl$eMC*$)(*M4i*iZC9LtD>O1~hpru~k3BEeTNlAA6A(u%dBIm{-s zQ0h#3aCDj=s#$+yJ#eS-%Nz(KBK<-xeJrrz`AiT%ep<`hHc*UVhAUf%jM+!AHMT(i zeu6A_e=-;5$6~!^FU0x&4{jZ$nH!?)c|-Z7xN0OWV>h^p6pQ7C@{2PrHr?dJMQ*tC zHbYZK0f*Zc*wB8P^|`8#rMwsgs}F-x3&^A6CJ(B4AF-^IORIaQq*F%ff`vQhnNM%W zP@ywp&nLbC8$0!o@roj*k zkyquOwCad3t=N!4#c$sSnx1Eox2Z2EQvG}xyk)&UTNr>y zflzBe`HO=cLaxzJZc;>3SM8z+Bgz@(acAu1tQ+s-Abp{n9m;>`vO|?=LUw=k z$)*jzv-MlKwZM;_={3cAVRpJcQ~1sUm4HMD{jm4yrgRX=`M!HdLkt@z2`V~s?_Q#; zbVLh5z)@O647oBjJe>5cgjGCGqC;!3!?`HXz~jx*-1MJ}Wc=`8QDyhxQ7Y^0;~;Bb zlr)mEl5XNon(H>4vkweP1}7<_y9`-wr!J`Ygwq|;<}x}4YT#tl1~DWEb>gJ&s!w2E z9hRJ^8T|&G@)-`c`>iW2gb`^vG>lJ=3dDAPu;FT<7?gw(5zwO06I|I_GPlS0B+^4X z424WGAfn*vH5Ov=+i0BdKhaewiDjdd%ZTTJ0=m#Es>$IW6%(HZwh(mtl3jKn5o>PIi4+AGyY@<%K##P5FYXji1Rb> zppq9FkmI4NSbU$MFQ4bkCebSxE~UxkcNNE3s^d-bi}R`jfC+UH1W>e`m|(DtOA(E5rH*p+N9SVF>4ZyjsE7ElSwn`S_bp~=#*JTqmzxEc|0YHPCQa3rL}D;$=zQIV;$6pM;@g2eOxyj&w zJ#+G6X3R-u$%-6Ip9gjoSW>+h*NN??{-GzlAEN zfxXax7;PN(wC8m0IxYqVJ?v-Xudd_a3xH~V5HFIsA3R9by(Z_y61gTVk5u%yq^Zn92^01U- z8MAY}>9<`M#PEZ~g^DXHn@x6-?bPk(N-`JBe(%6bao>yn)txC?czfch-butug}W6L zq86ME7l}`{kPZ?LZ97CY@c|e0A=}OB3)Kzz%?ZfJMI}GDLZ|F_BEx9B_>>INKQUJJeVV=G7huxmR}_MKZQIQ&HIESd$#@PPNWY>< z`pDy7zwQQ$&amrb>qjI2Zj3yG6#8gJ%^$dh_9*xNgY$*Y>M@IoNldHlYtH1E`?@N`lr$C&k+zeEhP%u`t+-1i}!S>s2^&|M>AE#%=EKj0GAlSw2fnUK%gbPy3%9Q(ZVcP=04!vKY~D z0+Zz;3gKaN7>KXOKm#eGSJKbVFUEZ)9g%96^x6StIeK%0fHzxu8o#WTohYmAzP%tREVhM#u4QPbR zOdGguWa9il(`s z9Q`R-;Wdr8E8q3&*98_FcIQj@AzgGqHSQZC`3x%B_@#iqlwx;g%SHpaT-UpGH|?07 zU+ep5p&4X$|L$Fo$*#5Rg~p{JNEhq@$4=#!j1uMEOb1=6l1~FCv}-8KlSUK)cmKLrE{jjlRP(6p450HiN~mY{WUAo>z7tT zM$nJ>eA{GFv~;N#lB8pjnaC3AM*lB)dD7ZWRjDe}4{cq;>sRQqm(>lAL!%CRkO)B% z3XJYk%+TX8dhU0LQ}|J5h?oDPDgL_?-B15fPbimyv*)+yBa`9_(|tsesgUi23i86rRLQ*>BbusSU1_+SqX)q-|?e2CUX zV^FV23f43*_;#Jz@S3zVes1LoF(5eWKT%yD)Vq0%p;-sW%-si-y`T(Ljn4iu2lMwz z;CW~qDvBH?Qc_Z)UuP(a1!Y5oD{;5+xIZavJzKnIeX&jdNyD(8Pszur%Yw^GXI9$B zJJ}!(2lX5J8q!!YQRfRhQ2KcZN9YG7_@f!Ka7=uadK~luc#wSKxX+VO$a2u40ClA4 z>7C8R1HE>uo-B*5hdE^vbWq=fMzqBtG*%lsqz=f7dgJJweH2 z=q@`%1O;K;<8R9_WqgMU7at#Z7|c<4p?^6TM-9nllB~7~s;b1ujY>cfqH?#B&rtS_ z(K`KsRiopOl45%N^5sj*Ui16+59LA62|0#IKnLGvWxeFett@C-k@g|XcVC~;-!v|^ zzE#xBC3*pxEnmryRQTRd^SkYW5)Rrf46D-rH%0=SXTaVK>4D#By}h7{c90{VGoa|# zt>^v1Scxkf?-U%!BkU-gahYStL_19296Qh!r>VBi$8 zV-YJ(yI!{B2da6#iJEtssS#a7U)!UDJF<27olikOR_98qiBH1@ak1aU&3c@C-p%zb$t4#Gn%PEgYTA-pwp z5QJya0V?(jIRAU{#`udkhPWDh|2PA$gI=XwNB#%2k8E6p>~-$*)~&-Keom|P@gYy= zLF;h;LOp?t?)(?NMMueoct&G0TgXcGguGVC>k<88MV^Y~|+vnX&Ua!&p7 zIs*H^{j&m&LZi|VF%2*t=8p5%>ja}#jWHxsLrG{q-x<#pnXN-*z3fwxG{xLfYf&VO zN9Wf<#F;J_lYr#gB$g?hvi8_8wA*SdKOXw0M1_9^hN& z4h~~NTeJMKZJxjUFrw1f(@`j?0hg1WW2{h6WG%E<4b16JwDvpHrp6~gj-9cZ#kW;H z&Up2qq}z%6UYBmtyKc0atnPvUB|5HBk6Hp52#riLn#3wl+c=<!>CMkI zAj_mDh;6p-eUYZZoC9cJJ%n~7D}QKU@l>s81dA;Q z=YZq-$icx4Itia#Rww89m(v?OmJ;`*L5J)d-Wm;|M9AZ8rq7X7^W+fE9yx&r@%+b| zQ*G%JW)R%3NcuiE&J<;ZhsINP#icJvN>O+VQUbF3zP-=6U#C`ex7IjK;MXZ6;tY!p zH9aEmEtM4v%T`A7?n|HKyL}%&+Kz$yF41qY+thXf^O_oof_4%$>j|FqEf>=MdHx1}8g_&mKGkcVOq052ns`{-AqvDWQPeA~cQ+ zTAK9>|4X97$mw0{5HXjL|34d==~m6kAcK;u2#uu$J$vv^ z&Q4!Jp*JBx|412*n(=r&vGJ}Lsc`DVva=m=Yqyib+yGZGBl!MHb)T13NTCnp*3vCK zA!;5En#%?B>-h(dx(p2s$qMawlarzMg)AF8M^?XZgW=)xyho`)fAWM3VG65uiNe48 zntkyiL^ffVe%W6(4r$?>DyH|herRUURt`?dsk`=lv}!RFkab6GU-sND<10cZ&T-Xv zhjuKFI5CL&ah&B8+noeKaM!iWJR6ahWu(EvY0L2kc81bLq5Z-5^NlVIr|Awq=m6|b zmWer19W3X>JJH@*vXrzv==Ml?g1Kb3eT%{K;TEIZei6_rcxcN5@*ezDB=UU?nQcVN&oH8h0xme6C~F)_g@d&^zi$rsS$yqhe!d>eKP zxY$s6i!0Bqh8us>WZkx;#R*%Tva^|P+?-(C*{S`Ac3$1j7ZaI(J7oRy_IljgTWL0_ zSE4_?F`B-0Z@bHzU~kd9xUh)ttwa3c_l1+@%-XYKfA0j^a=Jq+^@r zgNvDP7AbD(iwY40zjDp0HyNljZ1?P(j&n@HnS?xzQb6uXo#T@{?#5E-Hw-2P?6as5JMk+_gw4GcSv~CQEunU_Rz% z2uZ1(-{_(D_8=N6l+;Q3p3i#4U6N7aPE%TEBzXFiRG}a`&l17OnW5G;p4&ARczz8 zP#yADDvObE``0qCr8e&Zi&$R2UW*s#sB$?}UG=Mf&Gyz8n~3U1GLj3M1CjZP zhrf!c{oGa1LEV?S7Lfk zW28MslJYULqsZYFis=V?O3e2ioYc!u1BqlVwv@xog-tCBtvfCaw{PLxb>2ivyjjPk z3??rLC6kS%@DeE&i7B$xyxCp0yCSj?Dfe=zw108IuOs+vM?!8&^n5{6H6z=g;;X&> z8{=Lnv(zc^)!{r$uj2MHe~rde>BkH(yt~s_1tpSq|JTcV(Y7kZHR*%fw|J&60w>KxV)uBBJCZcCToA zfjiw>_iLI$wK4%REF+j#FV$YUy1QEf9b{!~?b{%^bJcl63AfEf+1Wzu>*Q3gg0K@| zual#ud-~tvHtalvXr;p#aj$J@&m|l`guQyY)!KF5_vrf{`OK{H{hdDhuw=R_a zvf@{-!ORtb*&|PXl%QUDi}8^4b4FlsoADR5<=l6?rjt}UBBhiDC-vq)+cDt?{$i~M{Qd(93zaR^nQRGhqs2j%344BoTzEjd~kZyU(0+-fNqFLCqr+-5gb(Y{`{*Nr6k@U1SyBj7~D;0V- z=9$XqJe93r=WrYy6s)msERP<2jf&tT8sc8u6PoUGw)oC&aqVW0Ti_wB7$fuRmwMhG z*HnLo&z|nOPlXcqchl9FTvDfVc}S9C0#3BBLj@EX#jHPzO9vJ-tO$%Lfbn#O=z_2e1AzV z$bgf;ujAoSCXDV4>ZjL}<6Zq4783(n#O~=Z`j4EPx&fH$2Dr4WygUOAD?ccrPw=G` zvW?-?&d};JMIO=_z%W&(*`Dr-#cD1W7Zyi z+LT7lln6iJu2p|=wx^d@(VfqM_2dM2YEPjpr4Ar0fdI6MaNjDpmZlodGZ%_no~s7C zlc~L8egA%H^c9Quf;K-NVCwz+XlUX8h&3N>+XnSt!DDxf;MDGbcOnrZh1U;@i_2La zYp?<^29CP-_g(|#JRJ>4cFJL>M$EFg)p8O1cs0JO_7kgl?O!8e8jQ}UseD&%T zj9T=~3$Jfp&Um8!coP$Ell>RqeGa>W(Z7c4p!g@xWVha{e20Ka#*P7QTc0xbb}T z?FuQ|PQ2RpFueLDwz10F`{buAEG&pAD0DqND`Awna}32;FI=#M281xt1*2nQaNu)i z+O)(=@fsUL?Q~&b;gH9oL=erT`g|XJJW3^kWg|ySJplnBp(RkBh>smpcXa$HxifVh zZUn0>KtpX(eL(;~VgNxcKw;amBl)@P7qDlK2gWLjcDc0s@bTD1Wn^T!0QM}h>{iUy zFVeVr^|9?>xzn%>z(+Y-Tdsb-z7LusxgWW>ykYtNmS0|7U7b$U@k6oQux(LLNl6Lv zo}k$e>?dV9{`)Us!6bv4|733)9^U6`(v{T8apJc?BU=5&jT_#u2JrAgN}q~`+=&bg zO#tosX%ub~rEm=yxpP~#^VrhMhaOwQDxB%bzWw9AT}oP7reXwVx%+y?#(aO;X>NVJ zZXv6ln?w|hU7!q}FfuY?y}J#9$H@$0&Qp!A&XWf*;i>J3>{Lw+&!0cH94v=sTz0wR&2OaIQcy5X zYD-(T-=j56iSQD(AiV1Y#;taRv&}o76c&lqZ~S4&&{lQWMGAICFRa5=Ryn-dqAWL;^pPtUya9IY}-Pv{^-|+cvA$IZWruVf+I(! zfWF3j0{$a`hRb3&`{6r6yfWvJT6_f!HMP(|cZY4rk1STi8&)`ToIP8cn2(RA=pW$4 zYYCg|&Ye41KQ9_p>J59Y2I*w!CDzu~dcHgjZ^wGewj~KV_;FpntRZAK)CIWYuZf9B z+!L@CXNSW-9_)%xD>l`*a28l^-)*bP#5p*=YMf?d%z=5#g#HVPN=lv3qH%3|GTsXI z{8^@f`RY9T zeH`viaQYNp!d*-ivg+#z`?>?PjWURVVe6kvtL!(_U_ej&Md0W5L-!Mg;K zNLIjB6r!?ANh3+~JP*5lNHZ0hRJ%=SP-(8M(RZ(N&Ud}<_y70(^L4qn zF4b?Z-&)Ub-}kfDdctNf5y$Cn6Md)ue29f#-r-9oz-Z(n5B?SXwpXZX8O1RLS9}vE z6tThywcyznwfEt2PR=8r4&C*~T{L6`SEH|8 zyH>lv(X6bZ0wlm-sXVgFXxV?h(~Y`Y9Nk1Rxz0v~&eUIj{dIpgCm1oIDzUb)QAbiz z@`XAd*Bxc}6 z{`>2SSR4}Ee|#w#{2%A&|M)CfZY;yUzy3Gi!M)9aRU-JKsi|pP;8Ykt|k?F63)3}FhCmRme7-1ZP_KPM8%yu zk@2VqcDL7Vz&LL_yX#`{?ksn6L|G$rYH2iwCBWh1M}7R1?}pvGg7on7ix)3m9y{#w z@bTlyagC)4tI0PqD-0=>D+s(1dzE^QktpZX!+n)EzXCLO5)fnny;1rET}kS^jF2PpAJf7z$+y zBS&blM4xN7?nk=l_^Z<*bm%?ciYRr5ZmPD=s!hvfc*(OXmo!BjT{oanLDkf3MrRrB z-+qgppXJn4-DO)mvvfnPw-L=ET;1I_Tot2yI#oQrm~!d}iq%%w(R`dreTRI(d9~`7 zA8fRA5v3vO zL@x`IwxXl&`vmUy@5AXV&uH6MuU?r-g$6x-YH$cFS?et(Cf8uEHW}O zQ7_{ex?Y>et#RxsU#b3h&!I(&76Fgxpbu`2V|VpzxzkX)+)4pOJ@~>STzh@<=FJIo z5ixIDz`3vw18K}uylVB^x9W%${q;}(Rf3A` z@bZeu$jIm<>z$S`%x!2$IP-{3ztq^Yhs$%cYy~!=0q7`+R#Fo*i9*pj^XZ8K)TLHKDk6DQ|UP)$Y&?k%*jLc5jAmSMe^B32cCn}Q3tmMu%S=FD^01E^eUbyq*??(BSq z$1uKk`l6Xd@>``1yU*>!qx-8)L(f7S%(ULHabuFCNqIbg5t{PSv3C8=ywG1A`|(PS4{a-HyYq z$xsvz9B3@@bjO;$dBLbM%~Y%_EiIL(!{Or?j#3_N8100g?6-ZwFJosTXKvOU5;WN^ z6MB;V++S%%O+9Qsu|y9K4{66QYCcLmlz?>va2{OKGcb^ZrW1#Nm>Ui48L@~|J(s-@ z@7+G%-q3)nR9uGI^=GHPeSkqY1K51)U>L4hvj$y%weY_#(_?1eS~65TXC~eu^ERT= z8a9va>-Gef0g}d&%(HFV4p=JsR=)?}vR$tSY3MX;l^_KmsCaxbK@h;sjWNeoGths5 zUzt{{uAGpNuzcl89b~J+Dk?nO+!F^wHq6718lI~BVqD^(kAsD0OiiC_L@FliyWC_s zKQlQqH(p1K@i-kAKNTfS0&okje7@<%8Il0~q0;^RHT^ux%F7ci>LLpryYC@NHsC`E zlL$FaBTzijtzUefeTNY}C^R%dd12Il2Fx!tJttYs1!m~$TV($IzFDYkATfy$E6fmL*Nc1olDQ;L3;D%+D2flsr}QPp2lL!kiqEaXmGEA z9V_2K1t7Zd8rw4tF;*V{X5G5Uj}}o?Aj~gczI5f!67fWHDt^gJw-zs1G6@3SkMhP@ zT}Hn1S2|uk7R{ZA_W~H7L6;vNmX!c|U%n2wJs5Cpcck)}C zOhv|4kh||ApU1|>&oJC3Cs5)WKuRGCammC)qSx&WNtQTG3RZ2>-(HZ_I3O42%7i(; zDlN?cZPiIN(nnxuhPhh_9YCVtFTO$rJ5K4OG^ zwLPoQjBDfmHvy(6!)4!D3nHT6$gE`04i%yIWpA2?{d(9rr%`QSmcoF#7r> z*0g1cg8wE3a~#kr7d!Lfeg;+cL@YUAV zmcyKOcJuM^mFGKjaZy!4#Zz*pVLK9CI3;)A0b7}VxmS9U{&{%VUMCkbUE?IAq|~7m z860e`h(0~uA~C@7XWMq_XTAl z=OuQa5n-)!jpRCW38|n9PMzQt& zF?xnYoj_5WnMGT!Ev6T7=xjz9kQ9st*wOG&Z_o33Oc53fqja=!pPjNTZEI^2(@hO` zSeSDSn+cP#=SLv+4hacqyqo1iRps4h9fTJxy83O2KL{gKgxfB0DV@bb9$gP)Y|1YO zhlkt1*4spc2iZ(EJj}YWdaG5(9xfAhi6@2t<38KnGu;At>h1oX-5TSq#FjX-TCDJq zddPZVh1uECrFC_60j7iP1s}BR7GC8e@*&I02*?Y#S1nue%PJTrVq~HE?1~M$c4?CHdo!ToJJ_0s!N^B3mKl0f}u+?Uq!~DS-a@a%}t6^Pk z27}phx%2g1XmH^jUOzmI^REc8XI#gsw%JxA)rg7@(47AGe z@2+It!ep8kl@2X1)TGUGcIqos0=Le)+Xm11)dP$pi5%C^X!80o%Qh-ADcRZir7Cc8 zvKjqtB_wob$qJA3U0~@KH%B-)IM7WCx=R@dso!dgT$QkK%FHFyJqv)X5;1egBWRbg z!RODP_jmVH41-j;_Q!2*O6hSG+;icEdIV6f*{*K~lz{9rjb@aUyNJs~dW=!c5HAI~ zvMlO=(N%ylwK05w{3vAeKHTC{k60q@+;@r)3xd-_rOX^XX)kTy>tHyiV76a|hoekp zeKw6V3a<^**ljC*TDtUWMuk9@cwNnavH}ud12hj%O|g}HQb!0X1*Q`buXEZ?1#Z=` zwoU|78SL2g+Joz^ukRVCy6Ox@GyaHCzQk$W-h?Tr)CU6J=Qd&aHu8WW2G)SL8;=!q z_uV(n7#M718F~#gNrV*+u8#&MqGztJHwW~VmPj7!z$cY;m!#imYYc@UcF=$`$&IW^PqyJj;gt{xgpCwb#)0N&V`L(%}->~ zk{v&29!fSGAN&5LXZlmT?3-R*0&==smt=txTfz|vA&+(3d|O@`&IuU1Hk6elqrAE; z+scXk?HgmkYZ!3u-u?STn9HLh51Ce7fvA8kyA z_bsPP-zAlUdv}}9xvLK|IFU-@!6w;kd4-xg;?an-PJwX20o{FZ}6B~+jf7&xX zHI*ywmMNqkI6-&p4H-xSxbRY4#89QdP?O5^%mg>Ol_Z~cGg#Ha3 zYU_c~*Xs&eWiUTCI(=O%f{%H!tjr_*F=C~WkV^B_<9gjMqMoJOG1y&!f^|OauSYin zf%EY2h^}6}`X5v>Hahwc)+$m}SC>{fe_Uy|Q%U z^7&7nK7E2l!r&h}p?koBA9MN&k3Ji!y zNpo{^gSk79oJGC@mh5-wIXQWg9u(xv9&@j_P}?M+Gsw1l3a2D27hTcr`S~@$UQuMo_bJ>d zM5gB05{M7mD_!E!($YY4lVOPo7fZeOPfiJJ826ayZ#)6%+|^G=!S(Al<>nL`jV6yg zgiWy6Xeu1$c1%f0uFRqH^{+tsA3XgE0`aPM?r&pGDfd&w}ftp?V=A+G{6NhJ9Oety-XbXKHBBl z%3(OldmAy_bddFNeme|l`uC>Y6xp>_ry*|&W02d=mlUtxW%T%)+3%j7o}yHctc-*< zs3#@m9Czh~?=dX*FL0%kT1{zN-fY>jMTBK6(knC0pr9+~Q*f2A8E8ocIW@kZGE_Qw zl1UqUjlgS#tAq9S%=zHn5<%_T%Xy?t%DJHM%+Ioa>`JGRz{o8DsU>c6b41UM0hA-E zUkt%NS~Jaj)m;z0^@*8rm?&&i96s+cdRyHXSsPmS#l~IC_T7H}KyJuh!4)lab($;r zrR$-Y?v(7%L{=A>4H?8<-rFj)mxAlpZ-xKbb`($lv6e1y^^M=B%3gQ;%y#Yg3xQ~y zcAhpJ%d&k#HM%y`?)r&_B0_gh&kKmptp{pD{e?hrK5t(}xwq3#gUlDHNCB`z!jOttFJ#reUCevQjlW|s`G5yUZBRtbL8>*(9lq~udyM?oh?KG8uj<8G?lW#;s=ir zp&h0&1HLH@-80O+na}%aem=REMNT9aymz0~`y+^cZfLTYvYw4~eTP};29rdUs;40B zbE!{FTbm)kWdqazoAonbI)&FqpNUkJl^w-ZFZB=txcT_3WMUTJ(gvBP)YLBhOw+rp zbu##!po_d8J52r#fBr5Oqejk5a*fXpl(^ zjfl)p&N8f=z~wP3;+h$V12^^ZR&CsW5(vT|*Cw=Nx@Y4FSA>6Ty-!Av7n7B3d3yd% z+g`+dBEF$d`wa5>&Tj0vCX*BNrCO4t<`ZcueF6=O`yp+fodr0}I=-9;JtCN8 zwLE)vZqN@<^e3_o&s54kpqn$?~RO>C&zI{Ay{iX6@B2pt^ zw786`wOtG65)@i7SxZCso9iH=dBfeLFZ@X%N(vw(sr{e;*A>tLnTRk=2&z=C*)}$bDU-wO^9ZIo5H`?X zCEN1dmYUtPv1cg88o(2(Lw2X>o^vge62vZLZD3=bwQHXNFc`FwsjpN1QA`Rr7uv$hl2Ih-)k=Bc@eXAzhR+s0*SGl4tGs}ebhypZ!B8U zz;M5YM6ZGpTb+~CVY?aeJ1&=Tzxo8J8)8XFDsKQ{BkxMeM8xkfECZTrWR!r{oCCxv zb%bkD8$EL57Q%TPYOz{KWGB#>EJm;62h`pvDs{)uE)w=C6U)Ve=U3cx{}R4Pm~4R4H$=+&`CST z>fgSsfY0e1s`rqwT*gL5>QSZSfi|6LTx9*{jYXt{PAbUIQu<(Cazg{ai6J5fIPFf> z>=FiQQNiZO%^YXm5g%OJ1hfX5jZUq4M2@bKZAk)Bif$GFJef`gJ}g<02A6%h2zQj7|; zkk_r)YMdZX3xMmxYj!?S~e-M*tDDijc!Kq)&FXQ5D{j`0kvw+|q0Y-*~BsI#wDp_&!6 zr~L)NA>`}EB|A*-lf4#xfV0>kE6OTxI_7_1>M`zeN=Ajp7$ITz;BSkt6-DL$YYnph a$0EL|wu4*c7jBU$p&r#Zl6v^U&Hn<`VmV#_ literal 0 HcmV?d00001 diff --git a/hotspot/__init__.py b/hotspot/__init__.py index 78588d3..4b05d90 100644 --- a/hotspot/__init__.py +++ b/hotspot/__init__.py @@ -1,6 +1,7 @@ name = "hotspot" from .hotspot import Hotspot +from .gpu import is_gpu_available # https://github.com/python-poetry/poetry/pull/2366#issuecomment-652418094 # https://github.com/python-poetry/poetry/issues/144#issuecomment-623927302 diff --git a/hotspot/gpu.py b/hotspot/gpu.py new file mode 100644 index 0000000..36a1a1f --- /dev/null +++ b/hotspot/gpu.py @@ -0,0 +1,79 @@ +""" +GPU utilities for Hotspot. Provides CuPy availability checks and +sparse matrix construction helpers used by the GPU paths in +local_stats.py and local_stats_pairs.py. +""" + +import numpy as np + +try: + import cupy as cp + import cupyx.scipy.sparse as cp_sparse + + HAS_CUPY = True +except ImportError: + HAS_CUPY = False + + +def is_gpu_available(): + """Check whether GPU acceleration is available (CuPy installed + CUDA device present).""" + if not HAS_CUPY: + return False + try: + cp.cuda.Device(0).compute_capability + return True + except Exception: + return False + + +def _require_gpu(): + """Raise an informative error if GPU is not available.""" + if not HAS_CUPY: + raise ImportError( + "CuPy is required for GPU acceleration. " + "Install with: pip install hotspotsc[gpu] " + "(or install cupy separately for your CUDA version, " + "e.g. pip install cupy-cuda12x)" + ) + try: + cp.cuda.Device(0).compute_capability + except Exception as e: + raise RuntimeError( + "No CUDA-capable GPU device found. " + "GPU acceleration requires an NVIDIA GPU with CUDA support." + ) from e + + +def _build_sparse_weight_matrix(neighbors, weights, shape): + """Build a CuPy sparse CSR matrix from neighbor/weight arrays. + + W[i, neighbors[i,k]] = weights[i,k] for all i, k where weights[i,k] != 0. + """ + N, K = neighbors.shape + rows = np.repeat(np.arange(N, dtype=np.int32), K) + cols = neighbors.ravel().astype(np.int32) + vals = weights.ravel().astype(np.float64) + + mask = vals != 0 + rows, cols, vals = rows[mask], cols[mask], vals[mask] + + return cp_sparse.csr_matrix( + (cp.asarray(vals), (cp.asarray(rows), cp.asarray(cols))), + shape=shape, + ) + + +def _build_sparse_weight_sq_matrix(neighbors, weights, shape): + """Build sparse matrix with squared weights: W_sq[i,j] = weights[i,k]^2.""" + N, K = neighbors.shape + rows = np.repeat(np.arange(N, dtype=np.int32), K) + cols = neighbors.ravel().astype(np.int32) + vals = (weights.ravel().astype(np.float64)) ** 2 + + mask = vals != 0 + rows, cols, vals = rows[mask], cols[mask], vals[mask] + + return cp_sparse.csr_matrix( + (cp.asarray(vals), (cp.asarray(rows), cp.asarray(cols))), + shape=shape, + ) diff --git a/hotspot/hotspot.py b/hotspot/hotspot.py index 01dc45b..0f80467 100644 --- a/hotspot/hotspot.py +++ b/hotspot/hotspot.py @@ -16,6 +16,7 @@ from . import modules from .plots import local_correlation_plot +from .gpu import is_gpu_available from tqdm import tqdm @@ -29,6 +30,7 @@ def __init__( distances_obsp_key=None, tree=None, umi_counts_obs_key=None, + use_gpu=False, ): """Initialize a Hotspot object for analysis @@ -60,6 +62,10 @@ def __init__( umi_counts_obs_key : str Total umi count per cell. Used as a size factor. If omitted, the sum over genes in the counts matrix is used + use_gpu : bool, optional + Whether to use GPU acceleration via CuPy for embarrassingly + parallel operations. Requires CuPy and a CUDA-capable GPU. + Default is False. """ counts = self._counts_from_anndata(adata, layer_key) distances = ( @@ -166,6 +172,14 @@ def __init__( self.linkage = None self.module_scores = None + if use_gpu: + if not is_gpu_available(): + raise RuntimeError( + "use_gpu=True but GPU is not available. " + "Ensure CuPy is installed and a CUDA GPU is present." + ) + self.use_gpu = use_gpu + @classmethod def legacy_init( cls, @@ -416,6 +430,7 @@ def _compute_hotspot(self, jobs=1): genes=self.adata.var_names, centered=True, jobs=jobs, + use_gpu=self.use_gpu, ) self.results = results @@ -486,6 +501,7 @@ def compute_local_correlations(self, genes, jobs=1): self.umi_counts, self.model, jobs=jobs, + use_gpu=self.use_gpu, ) self.local_correlation_c = lc diff --git a/hotspot/local_stats.py b/hotspot/local_stats.py index 8d58d0a..d39b921 100644 --- a/hotspot/local_stats.py +++ b/hotspot/local_stats.py @@ -182,9 +182,15 @@ def initializer(neighbors, weights, num_umi, model, centered, Wtot2, D): g_D = D def compute_hs( - counts, neighbors, weights, num_umi, model, genes, centered=False, jobs=1 + counts, neighbors, weights, num_umi, model, genes, centered=False, jobs=1, + use_gpu=False ): + if use_gpu: + return _compute_hs_gpu( + counts, neighbors, weights, num_umi, model, genes, centered + ) + neighbors = neighbors.values weights = weights.values num_umi = num_umi.values @@ -202,8 +208,8 @@ def data_iter(): if jobs > 1: with multiprocessing.Pool( - processes=jobs, - initializer=initializer, + processes=jobs, + initializer=initializer, initargs=[neighbors, weights, num_umi, model, centered, Wtot2, D] ) as pool: results = list( @@ -211,7 +217,7 @@ def data_iter(): pool.imap( _map_fun_parallel, data_iter() - ), + ), total=counts.shape[0] ) ) @@ -237,15 +243,11 @@ def _map_fun(vals): return results -def _compute_hs_inner(vals, neighbors, weights, num_umi, model, centered, Wtot2, D): - """ - Note, since this is an inner function, for parallelization to work well - none of the contents of the function can use MKL or OPENBLAS threads. - Or else we open too many. Because of this, some simple numpy operations - are re-implemented using numba instead as it's difficult to control - the number of threads in numpy after it's imported - """ +def _fit_gene(vals, model, num_umi): + """Fit a gene model and return (vals, mu, var, x2). + For the bernoulli model, vals is binarized before fitting. + """ if model == "bernoulli": vals = (vals > 0).astype("double") mu, var, x2 = bernoulli_model.fit_gene_model(vals, num_umi) @@ -256,7 +258,20 @@ def _compute_hs_inner(vals, neighbors, weights, num_umi, model, centered, Wtot2, elif model == "none": mu, var, x2 = none_model.fit_gene_model(vals, num_umi) else: - raise Exception("Invalid Model: {}".format(model)) + raise ValueError("Invalid Model: {}".format(model)) + return vals, mu, var, x2 + + +def _compute_hs_inner(vals, neighbors, weights, num_umi, model, centered, Wtot2, D): + """ + Note, since this is an inner function, for parallelization to work well + none of the contents of the function can use MKL or OPENBLAS threads. + Or else we open too many. Because of this, some simple numpy operations + are re-implemented using numba instead as it's difficult to control + the number of threads in numpy after it's imported + """ + + vals, mu, var, x2 = _fit_gene(vals, model, num_umi) if centered: vals = center_values(vals, mu, var) @@ -289,3 +304,103 @@ def _map_fun_parallel(vals): return _compute_hs_inner( vals, g_neighbors, g_weights, g_num_umi, g_model, g_centered, g_Wtot2, g_D ) + + +def _compute_hs_gpu(counts, neighbors, weights, num_umi, model, genes, centered): + """GPU-accelerated autocorrelation via batched sparse matmul. + + G[gene] = vals · (W @ vals) computed for all genes in one operation. + """ + import cupy as cp + from .gpu import _require_gpu, _build_sparse_weight_matrix, _build_sparse_weight_sq_matrix + + _require_gpu() + + neighbors_np = neighbors.values + weights_np = weights.values + num_umi_np = num_umi.values + + N_genes = counts.shape[0] + N_cells = counts.shape[1] + + D = compute_node_degree(neighbors_np, weights_np) + Wtot2 = (weights_np ** 2).sum() + + # Fit models and prepare values on CPU (per-gene, fast) + all_vals = np.zeros((N_genes, N_cells), dtype="double") + all_mu = np.zeros((N_genes, N_cells), dtype="double") + all_x2 = np.zeros((N_genes, N_cells), dtype="double") + + for i in range(N_genes): + raw = counts[i] + if issparse(raw): + raw = raw.toarray().ravel() + raw = np.asarray(raw).ravel().astype("double") + + vals, mu, var, x2 = _fit_gene(raw, model, num_umi_np) + if centered: + vals = center_values(vals, mu, var) + all_vals[i] = vals + all_mu[i] = mu + all_x2[i] = x2 + + # Transfer to GPU and build sparse weight matrix + vals_gpu = cp.asarray(all_vals) + D_gpu = cp.asarray(D) + W = _build_sparse_weight_matrix(neighbors_np, weights_np, shape=(N_cells, N_cells)) + + # Batch GPU: G = vals · (W @ vals) for all genes + smoothed_T = W @ vals_gpu.T # (N, G) + G_stats = (vals_gpu * smoothed_T.T).sum(axis=1) # (G,) + + if centered: + EG = cp.zeros(N_genes, dtype="double") + EG2 = cp.full(N_genes, Wtot2, dtype="double") + else: + mu_gpu = cp.asarray(all_mu) + x2_gpu = cp.asarray(all_x2) + + mu_smoothed_T = W @ mu_gpu.T + EG = (mu_gpu * mu_smoothed_T.T).sum(axis=1) + + W_sym = W + W.T + t1_T = W_sym @ mu_gpu.T + t1_sq_T = t1_T ** 2 + + W_sq = _build_sparse_weight_sq_matrix( + neighbors_np, weights_np, shape=(N_cells, N_cells) + ) + W_sq_sym = W_sq + W_sq.T + mu2_gpu = mu_gpu ** 2 + t2_T = W_sq_sym @ mu2_gpu.T + + diff_var = (x2_gpu - mu2_gpu).T + eg2_c1 = (diff_var * (t1_sq_T - t2_T)).sum(axis=0) + + x2_smoothed_sq_T = W_sq @ x2_gpu.T + mu2_smoothed_sq_T = W_sq @ mu2_gpu.T + eg2_c2 = (x2_gpu.T * x2_smoothed_sq_T).sum(axis=0) + eg2_c2 -= (mu2_gpu.T * mu2_smoothed_sq_T).sum(axis=0) + + EG2 = eg2_c1 + eg2_c2 + EG ** 2 + + stdG = (EG2 - EG * EG) ** 0.5 + Z = (G_stats - EG) / stdG + G_max = (D_gpu * vals_gpu ** 2).sum(axis=1) / 2 + C = (G_stats - EG) / G_max + + results = pd.DataFrame( + { + "G": cp.asnumpy(G_stats), "EG": cp.asnumpy(EG), + "stdG": cp.asnumpy(stdG), "Z": cp.asnumpy(Z), "C": cp.asnumpy(C), + }, + index=genes, + ) + + results["Pval"] = norm.sf(results["Z"].values) + results["FDR"] = multipletests(results["Pval"], method="fdr_bh")[1] + results = results.sort_values("Z", ascending=False) + results.index.name = "Gene" + results = results[["C", "Z", "Pval", "FDR"]] + + return results diff --git a/hotspot/local_stats_pairs.py b/hotspot/local_stats_pairs.py index 035dfa0..413a023 100644 --- a/hotspot/local_stats_pairs.py +++ b/hotspot/local_stats_pairs.py @@ -744,7 +744,12 @@ def initializer3(counts, neighbors, weights, eg2s): def compute_hs_pairs_centered_cond(counts, neighbors, weights, - num_umi, model, jobs=1): + num_umi, model, jobs=1, use_gpu=False): + + if use_gpu: + return _compute_hs_pairs_centered_cond_gpu( + counts, neighbors, weights, num_umi, model + ) genes = counts.index @@ -876,3 +881,67 @@ def compute_local_cov_pairs_max(node_degrees, counts): result = gene_maxs.reshape((-1, 1)) + gene_maxs.reshape((1, -1)) result = result / 2 return result + + +def _compute_hs_pairs_centered_cond_gpu(counts, neighbors, weights, num_umi, model): + """GPU-accelerated pair-wise local correlations via dense matmul. + + All G*(G-1)/2 pair correlations are computed in one operation: + M = X @ (W @ X.T) then lc = M + M.T + """ + import cupy as cp + from .gpu import _require_gpu, _build_sparse_weight_matrix + + _require_gpu() + + genes = counts.index + + counts_np = counts.values + neighbors_np = neighbors.values + weights_np = weights.values + num_umi_np = num_umi.values + + N_genes = counts_np.shape[0] + N_cells = counts_np.shape[1] + + D = compute_node_degree(neighbors_np, weights_np) + + # Center counts on CPU using existing per-gene function + centered_counts = np.zeros_like(counts_np, dtype="double") + for i in range(N_genes): + centered_counts[i] = create_centered_counts_row( + counts_np[i].astype("double"), model, num_umi_np + ) + + # Transfer to GPU + X = cp.asarray(centered_counts) + D_gpu = cp.asarray(D) + + W = _build_sparse_weight_matrix(neighbors_np, weights_np, shape=(N_cells, N_cells)) + W_sym = W + W.T + + # eg2[g] = ||(W + W.T) @ x[g]||^2 + t1x_T = W_sym @ X.T + eg2s = (t1x_T ** 2).sum(axis=0) + + # All pair correlations: M = X @ (W @ X.T), lc = M + M.T + smoothed_T = W @ X.T + M = X @ smoothed_T + lc_matrix = M + M.T + cp.fill_diagonal(lc_matrix, 0) + + # Z-scores: take the more conservative of Z_xy and Z_yx + std_genes = eg2s ** 0.5 + Z_xy = lc_matrix / std_genes[:, None] + Z_yx = lc_matrix / std_genes[None, :] + lc_zs = cp.where(cp.abs(Z_xy) < cp.abs(Z_yx), Z_xy, Z_yx) + + # Normalize lc by max + gene_maxs = (D_gpu * X ** 2).sum(axis=1) / 2 + lc_maxs = (gene_maxs[:, None] + gene_maxs[None, :]) / 2 + lcs = lc_matrix / lc_maxs + + lcs_df = pd.DataFrame(cp.asnumpy(lcs), index=genes, columns=genes) + lc_zs_df = pd.DataFrame(cp.asnumpy(lc_zs), index=genes, columns=genes) + + return lcs_df, lc_zs_df diff --git a/pyproject.toml b/pyproject.toml index 173289e..588267d 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -51,15 +51,23 @@ myst-nb = {version = "*", optional = true} sphinx = {version = ">=4.1", optional = true} ipython = {version = "*", optional = true} scanpy = {version = "*", optional = true} +cupy-cuda12x = {version = ">=12.0", optional = true} [tool.poetry.extras] test = ["pytest", "scanpy"] +gpu = ["cupy-cuda12x"] docs=["sphinx-book-theme", "myst-nb", "sphinx", "ipython"] [tool.poetry.dev-dependencies] +[tool.pytest.ini_options] +markers = [ + "gpu: tests requiring a CUDA GPU and CuPy (deselected by default, run with: pytest -m gpu)", +] +addopts = "-m 'not gpu'" + [build-system] build-backend = "poetry.masonry.api" requires = [ diff --git a/tests/conftest.py b/tests/conftest.py new file mode 100644 index 0000000..a80d3fe --- /dev/null +++ b/tests/conftest.py @@ -0,0 +1,7 @@ +import pytest + + +def pytest_configure(config): + config.addinivalue_line( + "markers", "gpu: tests requiring a CUDA GPU and CuPy" + ) diff --git a/tests/test_gpu.py b/tests/test_gpu.py new file mode 100644 index 0000000..95a2885 --- /dev/null +++ b/tests/test_gpu.py @@ -0,0 +1,507 @@ +""" +GPU equivalence and performance tests for Hotspot. + +These tests verify that GPU-accelerated computations produce results +numerically equivalent to their CPU counterparts, and benchmark speedup. + +All tests are marked with @pytest.mark.gpu and are excluded from CI by +default (no GPU resources). Run explicitly with: + + pytest -m gpu -v + +or to include GPU tests alongside regular tests: + + pytest -m '' -v + +Tolerance rationale: + GPU sparse matmul and CPU sequential Numba loops accumulate + floating-point sums in different order, yielding ~1e-7 relative + differences at float64 precision. We use rtol=1e-6 (10x margin). + +Note: + All tests share a single KNN graph between CPU and GPU runs to + isolate the GPU computation from pynndescent's stochastic KNN + construction. +""" + +import time + +import numpy as np +import pandas as pd +import pytest +import anndata +from scipy.sparse import csc_matrix + +from hotspot import Hotspot +from hotspot.gpu import is_gpu_available + +# Skip the entire module if no GPU is available +pytestmark = pytest.mark.gpu + +GPU_AVAILABLE = is_gpu_available() +skip_no_gpu = pytest.mark.skipif(not GPU_AVAILABLE, reason="No GPU available") + +# Tolerance for GPU vs CPU comparison (see module docstring) +RTOL = 1e-6 +ATOL = 1e-10 + + +# --------------------------------------------------------------------------- +# Helpers +# --------------------------------------------------------------------------- + +def _make_test_data(n_cells, n_genes, n_dim=10, seed=42): + """Create reproducible test data for GPU equivalence tests.""" + rng = np.random.RandomState(seed) + + latent = rng.normal(size=(n_cells, n_dim)) + latent_df = pd.DataFrame( + latent, + index=["Cell{}".format(i + 1) for i in range(n_cells)], + ) + + umi_counts = np.floor( + np.exp(rng.normal(loc=np.log(2000), scale=0.3, size=n_cells)) + ) + + gene_exp = rng.rand(n_genes, n_cells) * 10 + 0.1 + gene_names = ["Gene{}".format(i + 1) for i in range(n_genes)] + gene_exp_df = pd.DataFrame(gene_exp, index=gene_names, columns=latent_df.index) + + adata = anndata.AnnData(gene_exp_df.T) + adata.layers["sparse"] = csc_matrix(adata.X) + adata.obsm["latent"] = latent + adata.obs["umi_counts"] = umi_counts + + return adata, gene_names + + +def _make_cpu_gpu_pair(adata, model, layer_key=None, n_neighbors=30): + """Create CPU and GPU Hotspot objects sharing the same KNN graph.""" + hs_cpu = Hotspot( + adata, + model=model, + latent_obsm_key="latent", + umi_counts_obs_key="umi_counts", + layer_key=layer_key, + use_gpu=False, + ) + hs_cpu.create_knn_graph(False, n_neighbors=n_neighbors) + + hs_gpu = Hotspot( + adata, + model=model, + latent_obsm_key="latent", + umi_counts_obs_key="umi_counts", + layer_key=layer_key, + use_gpu=True, + ) + # Share the same KNN graph so we compare GPU vs CPU computation only + hs_gpu.neighbors = hs_cpu.neighbors + hs_gpu.weights = hs_cpu.weights + + return hs_cpu, hs_gpu + + +# --------------------------------------------------------------------------- +# compute_autocorrelations: GPU vs CPU equivalence (per model) +# --------------------------------------------------------------------------- + + +@skip_no_gpu +@pytest.mark.parametrize("model", ["danb", "bernoulli", "normal", "none"]) +def test_compute_autocorrelations_equivalence(model): + """GPU and CPU compute_autocorrelations produce equivalent results.""" + adata, genes = _make_test_data(n_cells=200, n_genes=20) + hs_cpu, hs_gpu = _make_cpu_gpu_pair(adata, model) + + results_cpu = hs_cpu.compute_autocorrelations() + results_gpu = hs_gpu.compute_autocorrelations() + + # Align index ordering + results_cpu = results_cpu.loc[sorted(results_cpu.index)] + results_gpu = results_gpu.loc[sorted(results_gpu.index)] + + assert results_cpu.shape == results_gpu.shape + + np.testing.assert_allclose( + results_gpu["Z"].values, + results_cpu["Z"].values, + rtol=RTOL, + atol=ATOL, + err_msg=f"Z-score mismatch for model={model}", + ) + + np.testing.assert_allclose( + results_gpu["C"].values, + results_cpu["C"].values, + rtol=RTOL, + atol=ATOL, + err_msg=f"C value mismatch for model={model}", + ) + + np.testing.assert_allclose( + results_gpu["Pval"].values, + results_cpu["Pval"].values, + rtol=1e-4, + atol=1e-15, + err_msg=f"P-value mismatch for model={model}", + ) + + np.testing.assert_allclose( + results_gpu["FDR"].values, + results_cpu["FDR"].values, + rtol=1e-4, + atol=1e-15, + err_msg=f"FDR mismatch for model={model}", + ) + + +# --------------------------------------------------------------------------- +# compute_local_correlations: GPU vs CPU equivalence (per model) +# --------------------------------------------------------------------------- + + +@skip_no_gpu +@pytest.mark.parametrize("model", ["danb", "bernoulli", "normal", "none"]) +def test_compute_local_correlations_equivalence(model): + """GPU and CPU compute_local_correlations produce equivalent results.""" + adata, genes = _make_test_data(n_cells=200, n_genes=15) + hs_cpu, hs_gpu = _make_cpu_gpu_pair(adata, model) + + hs_cpu.compute_autocorrelations() + lcz_cpu = hs_cpu.compute_local_correlations(genes) + + hs_gpu.compute_autocorrelations() + lcz_gpu = hs_gpu.compute_local_correlations(genes) + + assert lcz_cpu.shape == lcz_gpu.shape + + np.testing.assert_allclose( + lcz_gpu.values, + lcz_cpu.values, + rtol=RTOL, + atol=ATOL, + err_msg=f"Local correlation Z mismatch for model={model}", + ) + + lc_cpu = hs_cpu.local_correlation_c + lc_gpu = hs_gpu.local_correlation_c + np.testing.assert_allclose( + lc_gpu.values, + lc_cpu.values, + rtol=RTOL, + atol=ATOL, + err_msg=f"Local correlation C mismatch for model={model}", + ) + + # Verify symmetry of GPU output + np.testing.assert_allclose( + lcz_gpu.values, lcz_gpu.values.T, rtol=1e-12, atol=1e-12, + err_msg="GPU Z-score matrix should be symmetric", + ) + np.testing.assert_allclose( + lc_gpu.values, lc_gpu.values.T, rtol=1e-12, atol=1e-12, + err_msg="GPU correlation matrix should be symmetric", + ) + + +# --------------------------------------------------------------------------- +# Sparse input equivalence +# --------------------------------------------------------------------------- + + +@skip_no_gpu +@pytest.mark.parametrize("model", ["danb", "normal"]) +def test_sparse_input_equivalence(model): + """GPU produces identical results with sparse vs dense input.""" + adata, genes = _make_test_data(n_cells=150, n_genes=12) + + # Dense + hs_dense = Hotspot( + adata, model=model, latent_obsm_key="latent", + umi_counts_obs_key="umi_counts", layer_key=None, use_gpu=True, + ) + hs_dense.create_knn_graph(False, n_neighbors=30) + results_dense = hs_dense.compute_autocorrelations() + + # Sparse, sharing the same KNN graph + hs_sparse = Hotspot( + adata, model=model, latent_obsm_key="latent", + umi_counts_obs_key="umi_counts", layer_key="sparse", use_gpu=True, + ) + hs_sparse.neighbors = hs_dense.neighbors + hs_sparse.weights = hs_dense.weights + results_sparse = hs_sparse.compute_autocorrelations() + + results_dense = results_dense.loc[sorted(results_dense.index)] + results_sparse = results_sparse.loc[sorted(results_sparse.index)] + + np.testing.assert_allclose( + results_sparse["Z"].values, results_dense["Z"].values, + rtol=RTOL, atol=ATOL, err_msg="Sparse vs dense GPU results differ", + ) + + +# --------------------------------------------------------------------------- +# Different data sizes +# --------------------------------------------------------------------------- + + +@skip_no_gpu +@pytest.mark.parametrize( + "n_cells,n_genes,n_neighbors", + [(50, 5, 10), (100, 10, 20), (300, 25, 30)], +) +def test_varying_sizes(n_cells, n_genes, n_neighbors): + """GPU matches CPU across different dataset sizes.""" + adata, genes = _make_test_data(n_cells=n_cells, n_genes=n_genes) + hs_cpu, hs_gpu = _make_cpu_gpu_pair(adata, "normal", n_neighbors=n_neighbors) + + results_cpu = hs_cpu.compute_autocorrelations() + results_gpu = hs_gpu.compute_autocorrelations() + + results_cpu = results_cpu.loc[sorted(results_cpu.index)] + results_gpu = results_gpu.loc[sorted(results_gpu.index)] + + np.testing.assert_allclose( + results_gpu["Z"].values, results_cpu["Z"].values, + rtol=RTOL, atol=ATOL, + err_msg=f"Size {n_cells}x{n_genes} k={n_neighbors}: Z mismatch", + ) + + +# --------------------------------------------------------------------------- +# GPU determinism +# --------------------------------------------------------------------------- + + +@skip_no_gpu +def test_gpu_determinism(): + """Running GPU computation twice on the same graph produces identical results.""" + adata, genes = _make_test_data(n_cells=150, n_genes=15) + + hs = Hotspot( + adata, model="normal", latent_obsm_key="latent", + umi_counts_obs_key="umi_counts", use_gpu=True, + ) + hs.create_knn_graph(False, n_neighbors=30) + + # First run + r1 = hs.compute_autocorrelations() + lcz1 = hs.compute_local_correlations(genes) + + # Second run (same object, same graph) + r2 = hs.compute_autocorrelations() + lcz2 = hs.compute_local_correlations(genes) + + r1 = r1.loc[sorted(r1.index)] + r2 = r2.loc[sorted(r2.index)] + + # Allow 1 ULP of float64 (~2.2e-16) from GPU parallel reduction non-determinism + np.testing.assert_allclose(r1.values, r2.values, rtol=0, atol=1e-15, + err_msg="GPU autocorrelation results are not deterministic") + np.testing.assert_allclose(lcz1.values, lcz2.values, rtol=0, atol=1e-15, + err_msg="GPU local correlation results are not deterministic") + + +# --------------------------------------------------------------------------- +# Full pipeline equivalence (end-to-end including modules) +# --------------------------------------------------------------------------- + + +@skip_no_gpu +@pytest.mark.parametrize("model", ["danb", "bernoulli", "normal", "none"]) +def test_full_pipeline_equivalence(model): + """Full Hotspot pipeline produces equivalent results with GPU and CPU.""" + adata, genes = _make_test_data(n_cells=200, n_genes=20) + hs_cpu, hs_gpu = _make_cpu_gpu_pair(adata, model) + + # CPU pipeline + hs_cpu.compute_autocorrelations() + hs_cpu.compute_local_correlations(genes) + hs_cpu.create_modules(min_gene_threshold=2, fdr_threshold=1) + hs_cpu.calculate_module_scores() + + # GPU pipeline + hs_gpu.compute_autocorrelations() + hs_gpu.compute_local_correlations(genes) + hs_gpu.create_modules(min_gene_threshold=2, fdr_threshold=1) + hs_gpu.calculate_module_scores() + + r_cpu = hs_cpu.results.loc[sorted(hs_cpu.results.index)] + r_gpu = hs_gpu.results.loc[sorted(hs_gpu.results.index)] + np.testing.assert_allclose(r_gpu["Z"].values, r_cpu["Z"].values, rtol=RTOL, atol=ATOL) + + np.testing.assert_allclose( + hs_gpu.local_correlation_z.values, hs_cpu.local_correlation_z.values, + rtol=RTOL, atol=ATOL, + ) + + pd.testing.assert_series_equal( + hs_gpu.modules.sort_index(), hs_cpu.modules.sort_index(), check_names=True, + ) + + np.testing.assert_allclose( + hs_gpu.module_scores.values, hs_cpu.module_scores.values, + rtol=1e-6, atol=1e-6, + ) + + +# --------------------------------------------------------------------------- +# Diagonal of local correlation matrix should be zero +# --------------------------------------------------------------------------- + + +@skip_no_gpu +def test_local_correlation_diagonal_zero(): + """GPU local correlation matrix diagonal should be zero.""" + adata, genes = _make_test_data(n_cells=100, n_genes=10) + hs = Hotspot( + adata, model="normal", latent_obsm_key="latent", + umi_counts_obs_key="umi_counts", use_gpu=True, + ) + hs.create_knn_graph(False, n_neighbors=30) + hs.compute_autocorrelations() + lcz = hs.compute_local_correlations(genes) + + np.testing.assert_array_equal(np.diag(lcz.values), np.zeros(len(genes))) + np.testing.assert_array_equal(np.diag(hs.local_correlation_c.values), np.zeros(len(genes))) + + +# --------------------------------------------------------------------------- +# Error handling +# --------------------------------------------------------------------------- + + +def test_use_gpu_without_gpu(): + """Setting use_gpu=True without GPU raises RuntimeError.""" + if GPU_AVAILABLE: + pytest.skip("GPU is available, cannot test missing-GPU error") + + adata, genes = _make_test_data(n_cells=50, n_genes=5) + with pytest.raises(RuntimeError, match="GPU is not available"): + Hotspot( + adata, model="normal", latent_obsm_key="latent", + umi_counts_obs_key="umi_counts", use_gpu=True, + ) + + +# --------------------------------------------------------------------------- +# Benchmarks: quantify GPU speedup +# --------------------------------------------------------------------------- + + +@skip_no_gpu +def test_benchmark_compute_autocorrelations(): + """Benchmark GPU vs CPU speed for compute_autocorrelations.""" + adata, genes = _make_test_data(n_cells=500, n_genes=100, seed=123) + + # Warmup GPU + hs_w = Hotspot(adata, model="normal", latent_obsm_key="latent", + umi_counts_obs_key="umi_counts", use_gpu=True) + hs_w.create_knn_graph(False, n_neighbors=30) + hs_w.compute_autocorrelations() + + # Shared graph for fair comparison + hs_cpu, hs_gpu = _make_cpu_gpu_pair(adata, "normal") + + t0 = time.perf_counter() + results_cpu = hs_cpu.compute_autocorrelations() + cpu_time = time.perf_counter() - t0 + + t0 = time.perf_counter() + results_gpu = hs_gpu.compute_autocorrelations() + gpu_time = time.perf_counter() - t0 + + speedup = cpu_time / gpu_time if gpu_time > 0 else float("inf") + print(f"\n--- compute_autocorrelations benchmark (500 cells, 100 genes) ---") + print(f" CPU time: {cpu_time:.3f}s") + print(f" GPU time: {gpu_time:.3f}s") + print(f" Speedup: {speedup:.1f}x") + + results_cpu = results_cpu.loc[sorted(results_cpu.index)] + results_gpu = results_gpu.loc[sorted(results_gpu.index)] + np.testing.assert_allclose( + results_gpu["Z"].values, results_cpu["Z"].values, rtol=RTOL, atol=ATOL, + ) + + +@skip_no_gpu +def test_benchmark_compute_local_correlations(): + """Benchmark GPU vs CPU speed for compute_local_correlations.""" + adata, genes = _make_test_data(n_cells=500, n_genes=50, seed=456) + + # Warmup + hs_w = Hotspot(adata, model="normal", latent_obsm_key="latent", + umi_counts_obs_key="umi_counts", use_gpu=True) + hs_w.create_knn_graph(False, n_neighbors=30) + hs_w.compute_autocorrelations() + hs_w.compute_local_correlations(genes) + + hs_cpu, hs_gpu = _make_cpu_gpu_pair(adata, "normal") + hs_cpu.compute_autocorrelations() + hs_gpu.compute_autocorrelations() + + t0 = time.perf_counter() + lcz_cpu = hs_cpu.compute_local_correlations(genes) + cpu_time = time.perf_counter() - t0 + + t0 = time.perf_counter() + lcz_gpu = hs_gpu.compute_local_correlations(genes) + gpu_time = time.perf_counter() - t0 + + speedup = cpu_time / gpu_time if gpu_time > 0 else float("inf") + print(f"\n--- compute_local_correlations benchmark (500 cells, 50 genes) ---") + print(f" CPU time: {cpu_time:.3f}s") + print(f" GPU time: {gpu_time:.3f}s") + print(f" Speedup: {speedup:.1f}x") + + np.testing.assert_allclose(lcz_gpu.values, lcz_cpu.values, rtol=RTOL, atol=ATOL) + + +@skip_no_gpu +def test_benchmark_large_scale(): + """Benchmark at realistic scale: 1000 cells, 200 genes (danb model).""" + adata, genes = _make_test_data(n_cells=1000, n_genes=200, seed=789) + + # Warmup + hs_w = Hotspot(adata, model="danb", latent_obsm_key="latent", + umi_counts_obs_key="umi_counts", use_gpu=True) + hs_w.create_knn_graph(False, n_neighbors=30) + hs_w.compute_autocorrelations() + + hs_cpu, hs_gpu = _make_cpu_gpu_pair(adata, "danb") + + t0 = time.perf_counter() + results_cpu = hs_cpu.compute_autocorrelations() + cpu_auto_time = time.perf_counter() - t0 + + subset_genes = genes[:80] + t0 = time.perf_counter() + lcz_cpu = hs_cpu.compute_local_correlations(subset_genes) + cpu_lc_time = time.perf_counter() - t0 + + t0 = time.perf_counter() + results_gpu = hs_gpu.compute_autocorrelations() + gpu_auto_time = time.perf_counter() - t0 + + t0 = time.perf_counter() + lcz_gpu = hs_gpu.compute_local_correlations(subset_genes) + gpu_lc_time = time.perf_counter() - t0 + + auto_speedup = cpu_auto_time / gpu_auto_time if gpu_auto_time > 0 else float("inf") + lc_speedup = cpu_lc_time / gpu_lc_time if gpu_lc_time > 0 else float("inf") + + print(f"\n--- Large-scale benchmark (1000 cells, 200/80 genes, danb model) ---") + print(f" compute_autocorrelations:") + print(f" CPU: {cpu_auto_time:.3f}s | GPU: {gpu_auto_time:.3f}s | Speedup: {auto_speedup:.1f}x") + print(f" compute_local_correlations (80 genes, {80*79//2} pairs):") + print(f" CPU: {cpu_lc_time:.3f}s | GPU: {gpu_lc_time:.3f}s | Speedup: {lc_speedup:.1f}x") + + results_cpu = results_cpu.loc[sorted(results_cpu.index)] + results_gpu = results_gpu.loc[sorted(results_gpu.index)] + np.testing.assert_allclose( + results_gpu["Z"].values, results_cpu["Z"].values, rtol=RTOL, atol=ATOL, + ) + np.testing.assert_allclose(lcz_gpu.values, lcz_cpu.values, rtol=RTOL, atol=ATOL) From 44dfb61779b5186d7ac693d119eb0f83f021513c Mon Sep 17 00:00:00 2001 From: Justin Hong Date: Sun, 15 Mar 2026 21:33:36 -0400 Subject: [PATCH 2/6] Add optional GPU acceleration for autocorrelation and local correlation GPU support via CuPy for compute_autocorrelations and compute_local_correlations, enabled with use_gpu=True. --- benchmark_gpu_scaling.png | Bin 0 -> 204317 bytes hotspot/__init__.py | 1 + hotspot/gpu.py | 79 ++++++ hotspot/hotspot.py | 16 ++ hotspot/local_stats.py | 162 ++++++++++- hotspot/local_stats_pairs.py | 80 +++++- pyproject.toml | 8 + tests/conftest.py | 7 + tests/test_gpu.py | 507 +++++++++++++++++++++++++++++++++++ 9 files changed, 846 insertions(+), 14 deletions(-) create mode 100644 benchmark_gpu_scaling.png create mode 100644 hotspot/gpu.py create mode 100644 tests/conftest.py create mode 100644 tests/test_gpu.py diff --git a/benchmark_gpu_scaling.png b/benchmark_gpu_scaling.png new file mode 100644 index 0000000000000000000000000000000000000000..7bc28280b9aa4ac430a790a89e37cbca32eec19a GIT binary patch literal 204317 zcmcG$Wn7i(`YnvQ729PJf*2D8Q4pK9Kqg2CNQcrPpro|z5)oxmBB>}HN;f7QQWI&F zZfWUv+^qfIXP@_+FYkw!pUWjM=X{>$j_VrN7~{Gh%gbKeu$FZ#0|Ubbs^kR)28Px9 z7#LQ5S-lEBnb%XkgZ~NIh^yKtS{mBeU$Zh`khx}ah{a>&C>%U$u|C-t3zrJOV z+IDaAe|>-EvF?%O|MflB<@FN(^(_OZ`~MFYe_k1NIb1)v;kapSlxe2h()HxujSgk| zPc1BCVCue12H^JH@=!6Iz*CmW*>;1+jlYGBZj3zl;;4c9maSV)7=PQHYF3|+^Z6sE zYMyhZAD>Rbstv5q50Q_$z2)4{ZZRuHU#83z3{iqFSe7x|UTd*1H~sST&DUL(p*pRv zl$aGGE>(SbyfxKftZQ`RN`K?&(N6Mf!-^oatGSJ-X0d9?hA~>%b`Ad`YmLE|IrH9J z5xbIh$3}**zN?00gq2S7<&M*|9edx7Zd^fL#GoWke*H^t>DNm?!C(JO0N05%Yt}ga zdVHWZK}%>QBV%cOy~owMIP?ossPA?RDtu?&vU{8Sm|@iG23y^XJaN!T2oO ze$%4od(`oarSs!`bXC7`5aGJpP-*8fmH%HPzMQ zpVsk3+4j>%r>0a?RbM>ZurngpX-cqVp)BB-L2^TF*x41->R(@<*bb)FAKbh5TwY$D zXBZg$vN<(deY&f($2 z+qW4~uQw>P7d)-Gvw~4G&HP)~9em)Onn3{}OFY)|a>JU1`B_eC_{C=x_OiS_At4Fe ziV;y7=@x4@Z18>d?Ahz^aNF)+`yHk+1?)n0J$D#)$(Q;a-pfu>&j@Ez>{m&ulFf8RCIREp>$?06h7mq4}T^a6Co2=QdwEq zE1;TU?6qpst~d;NNmG-?t5>hGMoV~3*!C$I7#eDivuXBV^j@AcfBA4Dd(27m#wdxW ztaN@)X8vW?vl{4(u%TH^UUtZ$5bRDAuwq?u0xstl2!P1oly7|cu#nhjRAwY8b<{Ohl)^h6y?*$`oq#&kNUqil|Ti#&h3;xfNN2{u;x`ORn-|Mbjv!>Wuc(5t`RHR&JMZIfBk(UIGMZoG! z>6ot*$HrLY_@iE4UUY}?kr96U!(ky_J@sIvown<=L3>x1;n$AtZlj!>oVZX7u{p+E z>GxM2N})rgi;MNJ(CO3P<5b^&GHL4RG2T~PhAVeY1_!6B=(yBfkdRQHU9)y=iM_0q z(5>HLCM{X1+r1+rBiC%)nC5C{ZGFr#cfzlfdB0ppQ1=Ur`X%he(Hy(3vVbj3k?lD- zlZ|E(CN&ZC%nfVS@Y617Y6kHas5Z^~xVPz&zW$r-8dtA|70-8TsjI)t?DW%!oAI>v zn{}x}NRrO8#L5co&Shm~HOL^pGp8Ry6N+p;)ShKQ8&BP{DdEgx!2rjEm=&qF=|xB6fx|orOpSXC7;0+;}zd$YE-zrQCfx z&m~z|PyT`z9vY<^B1jZ)nJx-D2T7J9w%F%W_|_O+UT7*``J&;_SUuU4kda*Z?j&l{8fYldfy-Nsu4ezeq>qUt4(trK>^(Abj zJ52{Y9&xyS&l#%_GQ=~|C(27oj`q{zkJW2hKlRe@tBuyHuC5+UJ#2dJr$VEVkx?M8 zR+ehO4PDzyH{=8r<5sb9X25ih{Y!=y3sRSvJwO8|(%f z4a|opn=DV!E`5Hup?shrIbO9gSjZ@Ex@%{DE_R&>u1$BdVq}o#KLWrZ|2iot>C&Z39$xyo zdV28{5@+cNT4wXh78hoRh2q;KPv3v^DA2mQqLaH+q@=aMc;>CNzj`M!iy>C=bl;`G zljR5PZGNz^1-o24P*ioZw7e?7UmuGnUD&|DOa8ReWZa463z)_m>IZmuN^N?+eUvgAx4F|rzpDu9^l$Vs2K6b*i_6V&kKE1UsWl+O1*C052ozPTfXc;r6 ztY-35n{%?4{>((bfA@rdbr&<0gpHL28!?n&SIIy!pC7v2yo?}`jm_AKYt+-O2Ou?4 zsN~rY+jtv+IRt2LqN2E3Z0ogT`!BsbPNmt5c2Ey%=X^H_{{CI{Ye7MmQ!YZn=;Wjy zrNyfBuxWF~%{)Owx>QPUbEb7;veC0r)li2nmdwn~#R&n&abt0DaViZF#@c^Sx)cd9 z8q*E5&?@M+&f(Ur9=e95uZ?Rw$Gg>L4I*z9wGYH zE#tXABeaS{-)Zb;RfDmvaz!hvBw-PeiGrP$r?sTtznKbXI#I6~J~`N=W8-GueDjfQ zo0f57iV5valSQ`7L|>h?`hkN7rGP*Dl#-^t++MbV;#-lblXL5RYQnGkYqkc_r<>Xq zA^^FhX`=JvijlU6niJpko(UYz9x2$#Nk#H6A9IwH{F}lpAfOf<9qrF5h|#^h_>2te zWAYbSr0lnR?D5kW16-2!Mm^OuTCdRafobx!&#R~k!>zf&c682Y@h3ZCG}03`vJ1Z1 zu=8ZkOn+jfN+cGoY*SWtHjl8d=A(`53X!tGLG;HS9w`fMU1cnhw#b;Z;TJbW8dz9Z z^dVo0PIqkWzg1Elb0wBS6|x(UN7B-y3)v3^QA{vwoJnold6dZzsAt>7Z`>u^lj3dr z`^U#E4fSuWG#|On&t%5cWZPS2;)(|jT-GFc z6T=)mopkX*yh3#}A0Hn|Z}sqFm)XhQ7W=k3#QYTdVQtO>2TCo{yQ39Z>sxPn_SeNm z0?-J?w_{pGU1p3Y2O4 zad)pKL1l&sAj_tK{`qtG2SHCOYDr0nmHGi;;bupvPb?Sb5`OW>Jle$JM|m3=$s-~% z|C)eR_uR?@q0S14Iiv0q$=TW2=gyyxKcEiW=JWEUx<&Yhb=Er5fBtY`atb}!ORZbn ztvHzMLo@5*)RN_Ad7?tvLrCnX2oZ6rGS?~*8JVcp>BsWEA|df`LS0_|IkG!S4WEF3 z=wn6|J|(I7K9x_JC-{_JR6ZFP7!Xc;bpL)&a;0d^-<$WPm^Ymi8UJ>k_U6Zrt6C17 zzN~^aQ9#f8<>V?qv6BQVFXJV&8vyIyH$M0EC5F54n-L=p99+^G) zfByW@9kd+z^;P-kPfNGiz=c2Un+){zd&YZf1RcktJa>u2T-@bwfu`@lP0uSi@6c9= z-2XM9JL3TIpn8;(E}+PRM$Bs@iX<+)GfFO0l#~HTWLOGsu(*3M6*Iq{@U2aaFNxC0 zcXfaAq~;=r%NwtK7h|a2`=z9$s_(8`XH&>-AB9CDXwxI_@MsO5LCLtYr8_2}h}|b{ zH1An4yOJiVmLG1UOys)kX|lj;(0H zVUZizYFf5mxm@9N^E5pzXQnT9qC#kx)Ev`->7EDv6~z6-TH(d)K@kxxY^M@Mor5#e zhbly+)lFKqwz*6NW4dC$eUm?|`tFQ~)1*&gqGgESO0C&nF{?wF78Vw=+C7DiTX$U= zY|YhR+_bBm6X_YhyG8YU!CrJ@3rIc>bLJ1z0-)1*| zzHsI_N`umLi=fXH!9wvHvtv_tN^1Z=D95S(Oetdy*KwT|r;Wzjv#_!rq)JIj-pCxp z{bwGsj(ec?O>w#B#NtVd=BRxaJu~7|6xa%@^IV)FI}4cS=f)~|n{)<(z7I|=9}fK# zw6)My73scIu+*O~J))-6MMq$$9pOc@dg+m0wuh)@+_?7GqW)$%DyaQpVq%fDeuvb4 zCAnNn&^pW3{pZKWdyTnH={17DOC&wKNt(_<&65yv>(`q3c8N8e^IOVJrh>=QNyqiHIP5va(k25+&7b8pat3L=~SlKiGG!HRoYnu zOqo>c(c{#VFPZ^5IFvM|ne$N9^IdamHjaC;3ys&Q=wvnMtQ&}Hz>}w6VgC5>BaPIYrw_Xg=T4W3^u{RfVTQj6J>+4jSBGd3k%<$)8ZHM6ekyf9OF9-ELQb?w?U+M6|7_n(d* z10vDr*9MM_7jJxaEVDk-reMV9(LNKxb9@l6V(i#RA%78kZ2KXS9gGTMasOa?n;+`W z5?`LWbW5Fh&CKe)`$mR_reFrL<|ms{U1sg53f&dKCvN?|O07P>N#sp>o2!P2i3zPj zjPoW!s78Mgs$r_AsA%U6eHy^Ia)M^`=6w>X!7bzCHuIgK1~_^4S(Yjv5{-NJ(j z`3sIK|Mf2}9vx>1G}IS<}ey4kV3tA^CqkCt#_E$eN;ND-$twix|wxXS(VJGmN(^rr!+b- zF6t<#EpkRAf<>ItE=;ObJ5CNnSA}1crtP}*W0}Zk(LM*7FbfL{$&zHHi(kCh|7WEA zL8AqdXlGYfL`|ezKMIEA5W$kNvRc5LI+U0zSFOsrKAd6KlxALoWXw06;q2lPf8mo+ zs7u7`P_`UK!rNvcD`$eP!FtLf=*?JhF0#GmsHmpHbf-TdJo*TP^!{B^RP+s>InfuJ zC`DVfo>^XZmL$HIz5gtY=SyLp;mnC^h>9zd4a<+Vwzf*py!3%iWWcG6{Qmt;dlvH< zKlAwU;|PE=<$yv2%&y$w<^J&`^jg6y5#>Z0{Q_Y*`LBbBzy=h{o0E7#-Ff$tiC3;Y5 zQq5GxP)cabW_&~SBLlXe?j$nng^L#hQ2^r(UkckI)|#51nsTUQkEDzh9|+A5-t@pL zAi%_Nyyu#ErD1XaVlFAHDFMq?ta@P-;!q%Y6!F(4>#5LC#y+`Ad-m*6o+XRKgH51X z@+e|oS^Xr?@?ed7u2AOQa2Gw0cFSh06ubIe%LKrxMFcOe=%8?rjJ>X z`LCMV=-QB?o@QGt6NdeWeT%J1$QavSe?9M37g%5yzI8;d>2AfMx14A|r1^~-?`)ra z{qp4nmZgRP6A;8vgw5oV^MD0rQ(u{MwwW%XFf7{ltRs8T$}MkvsHG`L#Ob6C8EU3m zI;?tSOXcvevD44_=d-yj;8U!DbNrhKk@s7yW8>&v`{x`>bl!6zhTA3g1AuGZ{zCey zMV>fe(R`Y4RJ(TV5(J_H-$b}Zm${Kb)2i1Gu85sJtt#!$TbE)|QyZ(oht+tHlT$p^ zw5}RK9Pc}7)^WqZ@y8v;ajddFP+wkwfq^K?YI7W{MNsdnCmTL3-8_%%UH4l2No}MY zhuPYEAU4y{j^de4f1S0?S$mEjSIS?QiG8?AP0A*5#)l($rXC@SZ zz>ypbgT0&k=<%@xK7+fI$Gvp+_s6EB9IuO2kt6t@B+dNA`C;Cvv06nr6Xf75Y|Ofh zn|jplizBB@sxPFsI>zSB^zoSWeV{cOQAbBds~I_*!|(xSwNaPB345Wa_o2~VBVER* zBx*YjWp=07_AA%LYovc`3Kn)q5}oPUXFJrahVl{%gb<1oiEi`K`HKtLc)s?ecx**K zUagqyp)6^Betsz#nbZU=0HRlVx7wec8Xv0^GXo-b_wZ1Xl5$_ZVnrSBxJ;<1))OW^ z-rw9$UXv1gylrtoh1{xoy2W86ZGqohU@ryIl(N|*Woav<0?mySGX7MWQgu zFd*bQw}mkdaFue}+S+7kfU0Y5j_FRkhupkWay{R3z81@PdS<2s>^;_17P8C)788@H z5b{oq*uuyr!a-wI##|16h@krl5KO+{#gnu)@JmCvQ`!h@MTLbIH*emYMKCjV{0`Ga zlz-Jg9|@oUu%BbW8i520T+1$YJLYS7xlE<#Y+O=u^2C>|az6H_$uL|k;?T@OLGLnF zeu`|4<2Qbs0eWbfq1lqMp;gvlYSI6&Mns@R78RVNUwV2vs4^RHEoNZiADAuz;q@Z% zDI>CWwzr4Bc){G_G@OfaIDc*3t~1k4zdtf=-?b~@RO>A~JNv=m8w^S->c$c;GDO`C zah)*<7P6O>6CSxgHxH74Pdi5yDvcl5RUqqE9Uc1YB92NIpY6Ir5G1H!LsJl9b8~Yg zf^$dxpFa^NKv6vOARv$JI}^vJcl5NyJy$GZFRd7~2(btr?6 zJ563EWi^NEpI4=61mf%AC?N&x&wx|9Fn}lnM^FxjodZfuz!HJ9qY{R3M(GT6fDL z5@y!w#&aQR>U&&n%X7gZJj5<&BMI0nMWt5ZA~pznQnU!U(4nOBp(r0gMI%runzrU- zg3?dKq`i%Z=pzsq(@128r#nwon9OEmoF=#rV6Lw<7cyMq+c$40oSdA!ncX4Yl=2t+ z=M(d0VrnKqc~-ehwM2ra+rWBU5>l7crAxJsw;r%TVIW1@FB=pEz`J8ue_50bvY`#o zvNTN_1-6wZ$;#VTPTzZt-R_r=JE<-*KVE~qk;ofuj%5tM9gEMAqLJMbeEQ}&pe@vD z-@?w`^9c?HMVl>$i{ETqz>==>U^zyiwiiB2*KNzRjzsc|Kwcsb0KDpNqs`#+j3fl4 z_L)EJ&p>{7Ar_z6PAKxI<)VLntmy3M=*j9&ASgJ9PL-DSws9Tjc>~O3j>RbLcc==Y zMl|721Q%CoBe6{ou7M80<`+R*m`$e<4iIw{^6Aqj3ia~k%P)@^c_Q%zM`~LbRRmS7 zji2XGZb)N^(LbzZ*sgKwRz^bJjH!WQFCLH!DO1TauG+f+1qtdNU+i-*MYf&3DyDe-N?yI))MTSdWzhdb4FrEf zb|7+++q$5<-@142-LnP$&pwpiaGkEWmz$fr@x9)~JV6eZaW9I=pWi>-A3rWuS@?E- z6Zh`jXHbW~6mhZ(NkZ*pCQ~#!oUa39Jl!ZZQL9LMgUgsgO?D^&=NakCqasDyb$WQ8i~9&xz*_Bg}`JCFUwaG((0| z0ycYj+~oC6i;T0wIb)tRAGtYy;;!qjsA#=K&4|Df1%<~EgQb}_%m%(W94xg-&$m~m zH4#sdwfEr0QGc0z`Fk@d$4b-w5n~k-wR0&{f_FjNZri+>ye!qY>KsJQL$&-n^~PJB zhND5Bk^&yV9=ZT2%C)N#g<;69Wx3B^(#T#iLOXl9F6& zvh-Jb`%+bbM*vPA9UD``q)z<)yve^LYyhdWFT`nRNg?mgtkFDk_rPz#*FRtuP0aI1v$GZ%8A8GloqB^dus7PHoK|>PrFZ2ndd>$BlPW z)!*wrAS4CIRz=WqrpPUMdB0J)*wkH7;f8a-)zy{kRxC%wAFjwh$6aP@CVFcw{`~n9 zVuf-`mhB1sqUXY)cM`TuS@%M-sTG-O4hJn!R9Pv9(IB~Oe7r_ZXny_SLxsb4Hi`ZT zD{5l6eU6{uwv;)RJ1Mylw`hrTNSE1Q<&Wb&BxtCWj}zrMpQybt{ogB4^Nn5ycwjGp zv?zJ>naHGSo{KYZj0Ei_2eH2&;0waEs=8>3~ z2p#ub!cXuK@ktpO8P0?4?d>vH{iB-sKYsiWp8AC3+HKS3ISL3-d)%V=yW~;OOmr8n z;#&?50YC*+CbPeq?K6i3sQY*C-d*Xc#cp}?DTkP7r6>{hQ4M+NC!m%i6&VYauoWxQ zZ0+q&p`IydY7(ldAnY61Ka?|5cC`>R1l?P?Ck9FCNtaaLB&iK zU5CIsmck+8m;#N>-&q^PjtM2eZN6V80{#Yis=afBKtdG+g>qOyWM(G^<7dCt*Vo4= zCL78myDhp#&JxcKK*IaJnc3Oy23L?DYFKGCX~@(21qB5wU0Akl)1O}qw9LCX-2f#T zyv9)#Z3lx8Gq<0!9Z+SDfH>lh{Nal!iV>XEXNGD zsV3&kE(xbkDO;JDds5_#JovFpk|#&7qdK{FLMimp2kY8YPP&@2T*U9B#S{S z5OyhkGEwPnin^36B?DI?@$rsr$Ky>~u`x{wIDwBLiuB+q`=$r$m|mjLWu;=}@>M#l zUc2@v;B-a3=u~D9@af3tXi}fh0$(wR9wzR}qk0AFW9LyWUj>c|>Iz{SevDeRA}gOa z?ij2pk+YJQE*(dlDDk$=Jfib!Ai3fNZCcY2xi20jh0xh%QYTz*Oo{$r-7W>~Gc_0$ z50i7!vM^>M0QfdHS>~Hl0)WxCtMW}Tc_wTdf6xH7BTg*H+P=f;0BexTPlAwlQX{T? zerSkDOJrtdy)xjtG7OL&>&ffJlmIvYI?ZOWWt-f4KQeM0KOh@)q#$T`^`#d_KF)kf zp?I&!6q)G>r!%>GX0U_IRf!V&j%9o^Hr%%fdCf4@p8nIC`KbQiUi#3#yt^mx#NTG_ zrtS_Fv^`2ILnzj{n!7Goz`6j{VN;eJ%7^3$@lkMThG4S;BlkI9i{ytwe%!LPS@I~x z<0$ITQ$T11FUIPJL0r5OtbhfqINhz#4$P7az+5?^({+R}j~0tl`SX*3Ca7BKqDxS8 z)aOM_wZJzK=h+J(;<{|Gpn)$~i0V0@ND>{oP&xS9i1O{9VxpgaxSpSJBO4x8t{@kF zgo4u2(yaR6+(*DQ8vd+bz;jkgJGR@2CrGAOL@IQ$5P{HQ=BXqkg)O{3$M9ykBJfPCg+d)FhaP z;vithZ{b1Lncf40=fw5Ow#o@#gWyi4m3S+_qYH+fJ$rU~RRojm zk#pGD;8sB_j}d`8F;vLDVh$f_2!{<*E(dQNSV$SLUr#BD`K~TwHF9EV(*elPfuMdm zd+oJfgi<9XkEFNQ1x|xh8|yet^Y$)B8FC5h)Pu6bQa0HSeO!$|8{srHME@)Ze&3MD zf)YzCu4mv{ z12^bxsUc6HA$TCLPS(Y#H0$5xU);HYgN4O}@PXAeH8NNZ@v`QIhK3fE(e`+`p2{M5LJST&Hei)&aP|J^&>|$wPK+^OkFK}DXu7W$`pxOeeoyQE zfzrNaHl3IS=!snKS|6~@e??8} z^YLj3L&plQKKT9nw{Ul2MyNFKN@}ZOg5l0$r~x20jwmbyoL?)%eC@;SWq4eK*>!P@ z3}1ilXE^iL?$7UQR0Y`0qKEqdz7*kD!ZMA3DBcH6rpE8E#x~T4;M5MaWj*k;ZLr85 zJc$im*?Thl_3K*jz|?Boh;i-$_IfYWdfFS3Urm|-*+NH0Mz|+$YQa5W&5GQF489F4 z89+{VY`ZGoWg18>O$#1-wV{)qi%hjA?Hz{FII9+P^Zxu=NA0d31*LT}Z}j)?8!c{& z^Sn($3G*>;e zwK)9xvIbm5hG5Q?RPf^FZFyR>@v>u;MdgPVLyb_Hq=TZ@=x|xjeB=x*&Q>CLWO6c% zz9#n@5})zcK6e1l(n-&$-_Vg#Z;kvq_tp8;|J7zBJ6s=|n5SMnJv9k?MO^(;{+B}b z36x%<6oQ)@O?~R_o4~V^rRJFm*f;$lR&#k+$Y&-lEQEE8F+RB5I=?t-q4OMxq&(o*#p-FZj=n~no_Za( zI@|;qaF95q2Dw7RIf@Fcvu~q-spIqNFv0G*xu2}Yg&wVEdA;MXdIwJ;7^OO+!|s^> z7|3H#0qOuXwCJ;iVhek8blRK~bwDFRexOn2ksf)Q;3jLAZJO$@mqY6G_Q|hw;a-@o zbn9{|Z)s`ii=F-R#~4#M-3KRGFHBO;eZ;zdW}L#h(QGyH-Y-L=02LgS%L~Vn#ZG*S z;9LjO08ix2J)1UdYJnb2b9a3PFfP4Uhat>{*!T}-B3^+`dZ1{sZsSHeRLuQ&={$Cy zBS01>6?EYhVD7Oxom5lbH)GTXFg9h*rRx`Op;ki?icf=m=s9I+{rW%gyhThNuM1y* z7=!L?4ERatb8wzl0HC+DTom_*3kF00Rd7)}kq4;AYG#JmcFY9q22}m)bCJWr7kc?j zHFneAN;CP-+G{dh?5=oqdP)nGA7P3S&9#vDzX1_$V`Az)`jGY`qh93S1}R%WQq2&{ zM__S!vDXwq9dFyRWiKp@AaU>qTi=%U225zy^|qKRJYXeGAGWqlum*J+j@2LJcLL%N zxF_0zeU5(&v1RGtz3GCLNT#q69X(n-vj|EoZn5y|SG7W-ko(W(^~J!2g~uzg7CY_v z7D@zfQ`W)K;^Ha<5>6_346fhWEvaVyl=@-syMR_|E7;lc`LN*RMNs%R%q?@b!~jD@ zqEWQm<|iIlbZ6)w9w|l2vinb!qRu}YZR`@g4vew7&UGCm*(Ei~qD2snm>o_{32?!x z>-=VV+ZNy?L3jzG69##mtHI6Fcbi9urrCRMAB}jy`+s^hk1$PH7vFp~jB)x<`2~qh zTcK+BX5sLP(UlBR-WMGp`*4N8V?a#`SWqF6UCd zYt|f!B(8Py@uLczK)M zE)QiR^Y`M8Y6(S*sAde=0j3E75^bNtKYyzE#=Yw&o5a&KR6U)rm~uW$-8?%rgZqz% z;qnSfJ-QhX8=|il{QHK65rn`(c<^uHD$9f)+D@%ocNlJx{yvDX^bzftPhYxYJi|3h zobo$7--i7`*#lBoBiU+Omvu>C{zD|4TWp~^9fwQ;wdc_ ze0CK-KFwXSSow9Bi|3j1*&#uu0ypl^!`MhATitGo`Lj*IHSPFnX7p<@)9J|-3~wJm zybhzSTer?z=?`DBJG9`cm!EWK$h`U@Ev|bCnHmv6eEGXxFQNoh+wthfQ924dE$l5{ zlpMs#NSGkr{_X|Z0;(9^et{C~#8F|}A!C>y1C|SY^_*ndxc0`J=C{0craG$P)72tV zqpRS0|iXI)0&tYGTX4nA`2oY!RMEy1rN|Cydq zk|2_dL-9UHV3C9C6l(7*c+SFZ%=;iq$Ae$IvGPG*ePSXQ^ehvswEE?WzX zN;S%XR|QXZ_G1_Edb#-e5Eq`?+{hyk--Ntk7qGej&7p>97vnvbA!XHO8FJc&$UA#F zIm0dWAS)l-%##!jY`v1@utbK@c*>NFIeTFnr$beN15FD|oC)@tBiN^4x@}y(womjY zXkgsYzk@q}-6;F}H>p}yY{oDtUkyZ})>vGGh^R%k_JM;SNp(;o)wDBZ9(D#T*|&aR z{=pFnn(I7=cB&fQzE1sEMO~)7rhT-2#JL=$ubIPaAaGwnzEeR@P9|voFkoXvhC+ zwMyqM>-LFF0#xkpeNycl8ie}D@zbkA^i|Mp&U_VL2>S!+hHH2sKYSi(c67aa#o?(m ztyI2C0~L)-Z=$f9dZw6sVS*syz&r{WIv(3*X56GaL_}kvzrG#;{kZOzzqe>)?Xh=_ z;F_;Mh3PU;r$Sq@SCK{_>x#EyQ?l2LQV)3|aC(idtX}-Z&871^dro0&&X|x^HYF=hzRW2oiG8!AT>}JwFcijK*fHoxS`;d@i)y4TFVlRWO_DaLcwZB z5S1yRNhzHgLwio1q|bc%eq|QHlX$XZn}q1^_@d@v%kl{d8c1?YF(#y5`pxIeE}Us6c>9G0V+^l`~WAwLjRnb-UK zqM7C7!PaWI3E2PPc0+F}aBoJ)l zTh;yr0mBO~5W>JCK-3*Lx8cI`3OUYO=s=TNGS^4eydoqI0ZrN2PIL%nlZPdsPeyknDAB89(6WG_Tn zN5bHz<)d8Wq(ZK*0f5&2kta119R!M($!U|o7D)>W&Zz^nki89UXSAJ1#3R|8kzcae z9&@m<9il>DOt1OZr+<4S{Zw-jux({Y%UDekllHB%)zguJRtKs}0@3hgc$SoX!4E)T2*3rU?J{u%V6ZusL=J%e?B#lg`)2h4l4)-sDxnIWeSBTF@gzn(_DxOlA?ndBl#u zQVFvoswj6<4!(~9VDUNeeL>f8YA7DDT3RrF{l~9{d$}IxeEvG=<@E3qt&HXLOt6mg z$OAxD-$e8%wDXP~14f`LFl(e;FIEWw1O^?O^+oq^5%|Qe<3{gc&O*&1MdKBeHc_)~ z4n$I|MtzX_E@la$NnB+05hmMSnfGf1mg=(VJ;}N80%Npq*KOk2EBQ zYb{K0%;j`UGRPaRVvvspM@N9&zT!BoY`Q@%qBf{e6s)}ck{~LHERhou5@G>X(u@*- zwxbuMSp_VVb;J_8)eD#!a#YWQ1#G&PK6DorxE31#j6wzz)RGH?QIYIFbf}C%p>&wc z0#2y%i@+Dy1!D`HAEf6P;RB)Y?JI_3Z*;HG!9+;#$DIG%*jIe()~y#{?6eh}^gO5_ zg;9DPrClOKCnB&1e*qewUSLDiLqR}a4Lq~vebSg0Ij9n^ZU6%6Da9K8lR)5kRy_{^+diL6ET4GmQ_zd0MbiMC0~empud#ENC?ZR-;_1)-6v z4L;hi)9|a!P_qCb$=e49&0G4J@*dd_x0<778Es(%#v~m5{=IuYp}kG5DPR7Y=uU72 zT}kt3f{X88aySkzE>yy5NC(>ucu+=wMeHC*DTm_jh_L>Fzu4KqoP%r2h->c)fl1+A zg*gyM8KQq&5_IC1C`!>EMA}9(ZHvHUKmyOaB8mj%4I0ja-w<>dSvmBy;6Wh}B;)<{ zP_ke~G6bX~9J8_m+-ijKEN@$wJhhdLP4kVlHG%~z)eurHZ$EZmm?Omgl({>faf73C z)&s+0i_>x;^@@s$W2r>m3=*)86P#*u%O~@N9zaaq%YSG!v>zCvbw;)+AC@k9Y55R%>dAc>%sT@&G2HB(>P-; zP|(&iFYW8RCXr9;7T^Lof!j(=&;fvG$aBedfI@f)x^FpXX6NE=&=Dt;wQIc!m))-Z zu;f1>X=-2bT))num0IL!u$6G(N*=v)=Z*ty*+#d8>BteViLB=(BqTz_DmVks?z|Np zrY?8-{@DLya=~bIfuwy`($d^~336K9G7eGaTX)zW-o`jU}oN7Hia|g01jCvBxfv#y)+)F(^2y!Isqh5GSN` zH3y_io)Ec?XqIW6=+K>Kg9(_BT(JY#EYpn~f;L4qgN=1D?LGP{SFY^L93pO_`m~ID zo82ATI%WSl-PkcyD}D6+`}fMfzN(dp%Uma>ABRcuL|RR|L>ylb{iD8Mu5Z*vChI)kd}#-81BFo%qo9ra77k zrQ|(Ld91tA-ob*<1uoCUxEwFygILxCuiU^cYiFtktraq34>JRFOwo}8X> z&YYEpEN)o!TKs{)Q(402)y8X_s+|1%=@aS2o_Lx3aS%6@x@P_QGViuE>((7>ZEbZ( zC{7KJyLLU9;MG{$1ctQD4QL$%BTA(aoWOee_Mty%DYP|;6Q_fok-~gAA0yk zW5R1Rv%CTqx+qC&b(zvS0gH}KFw_t=#Tl6pVS!4)8;Dp0d8ar|m;%m9;Xegz0yK0f zLH|X-kS5lrG>euPRP0?138)Q-o!14eC4G&lv9KZgB6&k-(?n>~ejgE1DYD&FS=kTe zh4K$Em6`}r%n|!P+Ff45NkFnRJOS=cpVko=g*%z5BAqaha=ASk#4dLr<%i%+IbEimO<1b*C##-ViQAk zX6B`5^A?&SUKk69u{06sUY@e#1&)X7ZjM&al87N{s`g(c2 zB6jh34HcA0^{93_Yy>NwK%v&Lfisu<94+AlU_r`vgp?nOttR*4$XVh;g6u<9QEVkY zii>!yY-Lc2{-tR+cma5$9*)wu-tHPqG_2OJRcZhWR-vg@rB*SVEGW{bs z`)DVH3`$x$iFF4nV6RR#CY}^hOTPI`Ya?)!T=3UpL76tC#bZVBx&X;Kq8;D~Ti|)n zj>qkXGzp#Ghu%%nQHjzK-HK6|F>=_4<|I42z&)V8Z6<9fm10>n_mpdD`06uDhJ*D-Y{quq1wSDR>(C{UECBX#>BoOtlV zx>iN3$L6g$0&Szaw~OOriTNECFXFET(k3o<9PsfLdafDrEU&-Op~sbPiFXp7&T3@q z2*{`8&J+hp$mC>cX#r3?Cz ziEb_8U@+i0c1#hT6ViAA;P5)nWtO~{v}?mxMO>NH;E~p{tzOCS^$I_S+zJNGEpTTL zS1x$Yb+@bi{y8s1l9rI!^>TDW#PUA?OPs-O)%WkLj#|BC%NF9yg&mBr_;4uVx(8Q} zGM;H5o;P@DBeAoN{IzU*0oEj?ckWQ|`U?#5jl>pl<;(A%pP_#nxu95@fxo9jh)ro3 z;ai9gejZnW8QF&d^J70)%PTmTBL(eZSO`7PTY0-BOWRNg;J5&u7P}_%PWH9CsWbVD zvtpo-O+VeoITdS(#Tq&0&T}z_5>GvD8fl~9>6W}bh7}VDg7GXs3LOa#*JY?PLAvqxj4b$v5Kf5tpRY3$%JF#uZLsl>2nmd<1{eu*DgH2-+oKYI5zX2Z zMi|5_LiQ7rHcG;S_oDu*`yom*rtatlLh8cWVofzi4yi-W4hcN))zg7hqyGH4MSRfU zk!lg|(TMq3!JYYkZUTf#Nu+wY$BnPsReBnXLhH~n7>lkdr~|XF%^`lSBp;=sdGmqY zaBDnj9%Izhq*k_t!iPJGSikq5W|5^23>$sNqIb!G@v=7V*~iOkk4ofj>==~aN(u^u z^L+zLNjJA8A{9wj*oINC?@u?LGX8c37tSVPt8Sq>9LF$w$Dk4YYwM1s4~C!Od47IA znv&I9UxnRY>Jvd%^P68?8)NFqR{JA%TtW8?7(54mmHamxP3 z<-6~d1Q4UWC|W?=vZd^amN=;8%VYy~N@SvufdR?Gq%BJ7y3QFYj^3bApd|WRQy6ad zxwnZk+~|enlyow+UJLsdsG9FsuL2jB|Ioz|HQc14=j$dbTYlHU(zbgEdD*&PB<+Gk=I-gK?Cd-zKGoaTyRtCK+g(&}Ro%|10}Np~ zBiXAN);?3)9P<#&2j~9%Qi5W!d+RYOxXsH)m|xu|0IA@`e@>KI@$ZAG;zRfC-CM%X zx^zDah4DEnqKa_n5+zv2;$r}`5URq}t5*ZQk`_h=h95`J#rE~${ zIjNAMt?-Wdq*7j<Tmc0*-xhc(inZs82Xo3#SZ_k5W=vFTr)27;l|_pUwUA>&a3p9gruP z5!yKT4`X;j`x=rXiPBl&)#VF%94sC=83Hg1G2OiwJR_>6wU9(W$vHeChnm3Nk82$M z_cbomp@4vg^|(njrQhhHQ8o%Sx*6%RK^y4R`8f#b#>F&Fl5>fv8s&&FA{sHn@7=o> z8o_vy(Cu?YP#8h?6GJ8J~Tq6Wk;@Xv?0aZHi&|@AbypxE}*cgO55IHdKWt8w@^|mzQUG;tU66 zE32bxR+7&<^ZxmNeKzx?_8nAvvamYhJOV|8&TTt(C|`8}gc!e{pYNu2|L>!}GD0v} zM+$694x&DaIR0L|un#l}N`_=+`;M^Udrs5h`)&RyuNe9#}X668}tU z941xk-;;WLT=2i*_WyaR-Ju$CDU1Xao9-YW9nHtrmlL+{(G5$7>)|*N(g#Yu4o2h5 zF|PglCD7qTPF4ZrztXzrpUnWqIm!@i8|3(tD9}gf6C?aL=|mtQ9&It?WV5)efBf^M zW0e3^1P+0EjtB7PsZ4`<6z{l_<%FpZb^#n~@~n@@4TJ>+NmhJo5*w~!uc7xw*sJt< zn)HuXB<0)e6$sBce||gKD*ulyt<>wa)Vn9I&X#$PG4K1Us^s)5)6L6DkB1e>QjCl% zW>%;(*{gH2G_3tSDPRBa8f)YGkiE-uONDZrl@qn&fd~6ZuL>;b#7B;4h7uRAldp{( zQHO)4Uc;LjgOeqcvw;uEX?U~>Ik!wyOD=zYKAM5+gEYUzV*hp8Tv!^pyW??eGMevX z#!l{1QuZuXOw+BT%BUr2q}xPAj?}07JUgJ+6RuCFRh%b4>*(!O%lmlx?9vGiSO<5l z7`d+q+Jg_#Oe%R{+?3;x3_D3Igl)p*J5DwjK_j>HZ5p&AxQDa@;B=K2k%I&f2tR&~ zhS8s&ADN-<&H@pc3VUjj;8OhFe#ueUQ$lu8rvI00cAU4b-gtv0W6JOacf+T>n%8Ei zXH51kotcKy0UYWC>^~gckU{Z0Rce&a*&)6E^y$_^`yv-3#^ZvHdL98Y2^_u==a-lP zxV;p1unN(?OCbUiI_T-Bw(4LOTb|DJ*I!}aR#j*zH`@!G*DS5Dy239jo7P_1-;u^U zl(L`qyLQRuWt~fB*pQ)HR1CIeTrUyz0b3nyjfsF21_lPj7U}->lD?zmqma*guuYYe zlzh;E*SowQ>{ToZR;CtW!ny+5imHH3^Y{xn;UmmSAS5WkVJF|G~S3kuB?G~fIxdJp=Ez)^_0B9Y9S|jufl49g%x)SW?Ytwnu z1SG6aQF`vQK9%M^7}nz+caB1x4j;W;=I=_Nv6){{lgSlM2$*;r*{7bJQm2C4Ub33YD|AZWD<` z@($Z3i-*_6x7f!>QMSoX_*`r~vlnOAU_|<2@YJjJDP2W`#jyPCrm{k30uAP#t3}@ID<>sk7m&6>-tnIS5v<{ zT-CZKX=Y77lf_NjQm?75x%jWJjDO!^LdW=_@|GL&$5aZre~xGBn#aa;Yy^yddVj{j zr2W{ud$Vg}$?4o|=V8utr!bX$Pai+!9(6rGpX1)FOaqXOL}MBXNEveU1z#qyTOPmm z>HZUXsYs_T@q=(PL4zu&dZ`It~dWf7c2Upfx)Z=|< z+B@`a2u4&KKR%dsyy5(g{2 zjP&G}Xmg#77qlCQf(*~(phH@PC?+_E07yqGBng>-ltd^NQTil>-luM1it@=ukVh>@_oZriUvuMQ79E6 zWXp&mWk&Yi!ej3}GLwjG8QFX95oPbphpZ%7AuHMMc|Y`ff4}#S_xXIj|9n5X@B6y0 z^E%JtIL`AruV?nNsA}h`Q5)3kP7Fs{u?ye0IIm6OSO_m2DfB{vHCYoC>*yPpakiad z=-Bu@8(TV~725B_8Ea#k{j{rg>zwPZmOZ|)rsBho@$dla(oPBxBbivKpPe1#5sAS2R1 zD zOYgikD@&)*pA~UntA2ivV0Thwg?W5TBv@lm4!oY>(nndbwpIm?a=$80y#6miGlv6Q zS$W5hKNJo({#e#H*tf94J&p9%g56BHE0to{oaN9p>L5K^WTiH=zGa2}BDKk0r798c z;^`Hf?i@e%DW5l(jw-g1CXpZ9Dd=4b_!CEkBfwyEBMen1Pwq<^4mK1sWeNBJLUXk zm+TmOVIiE#ZeCB!x1XmAb$X$4Q8i07*&=<0&~w5m(O#GTOSPqu@3|i=`t3wW#rhSRjpnl@{hr-Be$~)0-Ra!gYRz03MWvUv>7!es zQ&Zj6c=A47q|-XY=jCoezBV-FB>Gm#=n}Z3NX%h!D{Ecipsb`M&Cz$X&&0BJsG^`~ z;Wd!K09~OyBLE-j?$@jyH0j{GGw&z6%i^!dX)c>}r_1I9p6l-sZi;j^@P@+44%nHX z23jcBC2cXw*r<)R`_yTIub__){B_N>db=PkH_*CDPuGkhNr;1!Q)FLNq`hIk@9=Zeik$*St=>JH>-JRLc$^oj-IV|Iot zBSOst_3fD0o~-N_DXtt=Db6d~rQ14jz5c?6t(qkxEJ*g`NF-?goR{1d^O03b)BHh7 zr^)R02~n8dFS+Uqs2{}ma@0OfiHl}TGr5}U%eRi?A1htx zg~y+iv+JXd=0vPH!dsZX&Z3%gSzx+^ueC*JdWU0>LQ%M*_za34LpMDF7S#-bKJM%% zrsW6rPh8GCJye^d9o5|2obhZu#>%=lT*h1eGSYPpe)2=B#q&VeAT{E@{AbS#V=`uxoHTnVV7PW*Z}4c)Leq*J-PFeYblU~=@BV&ll??Ze zrz0j3l4 zdKR{QMoa7x*1f&zBC9DEMulO*-mrwBtg6;igj(jL zAzX!j6+RtliE))!i78~dCG+)UlB#6sR0n(u8y`;j#duCstp^ysnY)xrexRXGa_jDK zt8qD=4m(P8iqB~2ie6U#8qcQ(P7766$Q_hT)6_9@n;6>BUbwg`5Nr&X#Z>g^-2$_0 zo`>XDuO@p&4u(Yfsg9gFlYZRhJcIp!Cq75?y!~9{IPLq0U5BdqgZMYLJ>mE>i!&Pk zECt#rMx^!(QGLl7T;&N3TP}+4qS-_dW)>E*EL@WH!o5s?=6Dt8Yf?(?N-9^WQss{1 zUn8-;H!++S6kn58x#0ab;@@a*HN{B`2FhE;l&>cCv08)oUI*_Tw8@^Oip_Cmi@D*9 z3~8shr}1q_2O*t@ks@L6XdS=~L8~x^qgQ}}Q{nWQ!u|V>0$-4`x3OIjvzm}Sfm-4e z(4vqmlH&rB27z1$Y+d?$S6a&8WU=^PI4b!hHM#Rez61dDKax`k4=0V0Egw9Bs{C~fBr8**8M6i_5omHOMty~BYytT^m z%v4&nbK{(OEqTXetQlig`Ts=sWevAaNDnb&BdfiXy+amLyX^5mqgsrg2>M3$vRzX)w_Iws%Oa$1mnffgo;(5M#>f?oM(2XBfPP{2hvTBZo?ERk+*fO~Ii zvOWw2K$Z@`Ocp7h8?YM%zz+F4xlnfZgS}8ZGI(i5L}-8UM&B0iz+smrEOAAdEhD3A zNjha+)qQM2EK$&TWZ-NJlnR!-=%Iv#%&HN}3OfSm`Y*N$_4e00au+zaU(^;lly`WZ z@q9p8wbkysv-xVm$+>X`PdLN7bxcm{zvZHKmYDWMq#p}lEIBwX#}DliNOC9PgaMRE z!=V7E`G#Knfc*>+Tyd2EaE1N6UcmY(;dK>H0B{WIy>vO?dg;r6H6!X&XbObt$d%4B z;m4rShD>*(WBD@Tks1EH2RGn#PvFfmWwI)d@apwPw_66Y>z~qv1tK}%P$=Shdr82r zt!);a2MK?s-X%=2Iw7Zn z5tuysLLgk^b5ite$Xo6#I*57NR&(Zj0P`D6ca*fkk_YEVUvTLe-SARhW&dMTY_!70 zep-BJQ8#gItvP;M?i@n^l(;o|^9qR)M6~A6_0hr;8eKwINS=Ptzu6nJA5&{q*PWtYnKL_Y z*1u`GXehBoTAFuN&6hCgE|6=U`}QhMr7|NcTa%^%=!4bTPoS~bZ^Du_PA`92kubKI1hE^_A2I3(*t==xPCwu+TY>4R5qKCMeTx4A_>JqLYUk6!O% zPq+HsAU6p8qK-n^%BifwX@b(MYJ07Uyq{l0k{Y|?-Xl38(3_-OQ13N`3h7w;13tP< zH@H95aC?kmhzqVJMSAfd><4Kvi(KT;FVHnAhxZTKK@Bf~a znHhf5;RI}=su)!wVw0I)fVILJc##<2i!kdl7gw7=jiD*O?CX!3hxgjD_e6ecg2^J4 z4|czXKSXLciT3cVOJpuHb8;#`XoRElL!bh#OE%GoBK-DNCiIU^jsFJk#A**<5fRvP zltX+tZqIvYOwH5z?3pI|kz#3}o{C6f(j6&8FS0m`nZm@P*6zYZKhq~1ruy&Q>Bj>7ikjar{5gQn^9az|ohl|jm@KVw|3j0GO?a|~e`BDuYqS5R zVwQWh3X+Zfa1;#J#CRf84-cvo`8Cz^a0T|qX9Q2hN-m(OpC^ou%fCLL%>G1?MCy-q zp6zC$3e*pHA)FWrCFhVXNl@RL3S2h>bZsP40JN`EzvBw1jY#SX$sZK{;eskj=shBf zoZ3dtQb2wd5^oHUP6A~(oJ9oDUXh-ekDefrF)SG3o6}PIcuetu$NR1?hQ*>nyaWBZ zid?e7*JasGW*m!B&-dEo5ZR~l>LoR%S~^iTjb-w_8)C^-Ep#+Bdj|J~ngE>3T?Mi0 zE3`{{u=iUC(~Ao<=2C+$a-=mH)J-5QnUN+QNIM)#$|h$N9QDLxO`#}z15$;?O##GW z;^MN*;Hsm9HhxQ*{1PcxYGDOEX$IB7~>j0@Tx` zPXR~KC5eY~l-U5ke51eC{8ZWKF=}z%{=kxsNI6qu^pXXf@f3aT;J`9;0k9z zVHCQ7ZWE4b%uHWDxYEYu6KHZZLJJtQ8ur%#gZsYca_;R*$T9u6kX0TK&nu|0w-5Ir z(ZB38slH-zKW9Gsd&$!8k&}yM*(895SgO)&86B(E%MC2$BkFKp$MV8mHAF#OG>$Ay z$TdpRar?G>%00|uA2jU~EL4^k=ks=*Ir{h&IYFCW6goM0;mC)Jo4oJh2@-S|=3 zCC@ut{*Orc6wWFYrR4|oE5=^9b8~dLNF%Y_&(}ULJ!G7mj(#8?@20SP!x544kR7>i z=ejd`0s$VE`itHV8L2W0Pv@Iwb}X)YWB33T@f#MAy5;+sz~9umArn~Vn;>Fuo_K>| z@lJhgeu#|A*kc$hmWPW1{Lw6lS^u)`9jOi!j?-crDrPb5kL}FQW*(%EA}BAn=9Ta7 z>}&}k#MwEBcV(2<=2a%*s24`5pD%B$%DhAv^Z#azhSV_nNY(deX$aplT>Yaf)lthg zX7eoAx2jI@=JtBn@rSmr{;+YaF{m@h=S}R-jAmMN1ifls-qDa{L6w$!6yBSKf zFq=7ACA=8KkVH)OLl&R_kIubEr;+3lQi~Tl0G$pDkkE=H{T;OEbxxYO!6OhxOQSMy zq3N)*wte7OO(190IGOTED__KWqnJs}%+w%{IZkl1q#2=+`UPWH^z@`LBeI zWA6^<=;4qBbcV6Awr0rvBHavyCYy(2Xatnf1xP&TQ>Y9 zrC^Smp63>xM>^cHm$t{(03;g@*X594(vw7^pV*9?=0Te&+4MisX24MVb~t6; z_B7#&VABaiRyE!P5&kt2mjnmxx&IS3zl>~{L~ho=s#@<>A%>q8;t7WTmIUHb6m)(; z96VG?y}Jb!bn9V4w++fi!{Oc(^`3e`H*FYf;v5Dwt<^dmqFvit%isibxuYaMf1(e$ z$f+=(jsZz@;(Ve1lBaU6byVCKMPfhUNw_W-)1nWq!(ul>lC5gw&bjlynHtWVn1$JH zf&%qBkaK|~Fb@>^JNkKDLfShO+#8w$qpVLY9)0t1#Of)td!6``o-}xAih)Nw#qe`Q zPR75P##qE1sZ6VMkPdFgL^(MM*lqh2OCU&$rAy*of+bF}dkY%O+)i2P%#!8miFQF{ zZJ24~MgeH)12vAaVp38H(Cop{&szr$Peb8BB4jVlZF(blfVZPRkKj>V^;5M|yG{!s zZjv^tXhZNxdhF7`<)EYwNkhv~yy!1xpDjOy1O$-J)P{;jx_ivHVOuD&WUob*>5xv#6cH|K%q4P-p#=@A%H^TCRMrOuKa!ZnUD5s z+qrqLX5K(v`5}^UN;DpJrlgw8?uHwqboLVoy)} zh~UpNH2R9IHl_kxo$R+YQY)WoY#3h3dx2Xf*Z*{g7#F!-3Es{Ot>CZNt00?iHAt7< zFwkO2i|WmQEK)>@#!H`@Oy~Cn=Y!{&G#4cI}&rG+e~@ir_7R=psOnS zr8=+yBuFPTlMmK<*6=HdBRwl28Dl}iA)9buCy2;2g~en{i1n_Ii%_u0%5r4 zq>YYmk)zLi2f=$kU46&J^<{tNHB(L_r52~1Cx-?BXEvC2k!$eafuN}*L8#dnO!E@! zDXPvPnOpjx9k*blSB{gV*Z}VPlo;lI2$<^7w$3ut(1Js4sZDSwTT$H5{8*xIeD%jv z6*N8*AXLorSVR~Oc@Xzq;(~s4a&aho3It&t_7vT)ldgOnbdM4@{(aurxYVW znNo`b_^X3;d8iMIUk7x^k7rH^^1B~LT%PtTHlxsmKTa;%nMn)j>gd|YcRa1E?)7^z zcpO_YPW`ziKD2(m9Mu&6PO8I|e|)oC%im)fYdi-YHnANNwZaMqiK zaV&4V<@x)FCpeBs>_bUcS6S&wiegrwU0B7S?Bke&G;9piWZS^W#b(Y6Xhc0UA%8eY zF?i+Qll*z3vq(smzJyY=ypM2pteB6d#J6?N7g^g%XHd4h3D;T=bcYn5+ zL~M3<$?NN2Z`3d;M?SHfFX2hz%OecPd+A=l*5CNk<8IWP#jQU>nr@3zl9}tSF{-v{ z{5SkqQj>cYd-)Oqzdr6x`&<3$-dzkOg7nyEwaDV1yxwyJh&%KQfF3f)6Q!jfmLXgV zC9u@j7ABEyt1@&H%f$Z^%RClnK_W{iqv}VJuN8+9p0=^*a|7^s<6p{xAU}mz-5Szz z6@Fn}w!2dEAib6@{Z>w&(FTI_*IdQ^NYNpKG}W`z7`YO|2OS|Y**=P zM$scNRWA7xhqei<#Y<9)8z>psX9R|sQ5J{Cq1|Jlfi!t@^#!}>%mc;=HwnAxDzn_{ zRO2IzDmQu1iv9_TBd5>Goj@uQpsFDq%7sKjLAC7ZL?&GDwqE&F*W#JCH12h>E!_sd z_5KrN^s!ix@5f5L&CrtfST)#iCyU#ZKT1w(yd&u)l1f3BW->mrFJ}$7n4$8&;Gu0J z2YI;u`mQG%NHo=)v1H(xa*rmwA_aSiB*jK2pSDLQ$Ggp zG2bDH8y-L7(k3hl6*FHD1-Hr>doX)S5$sp~>hXT?PI)mi=cTzdKMv_jCWaQHI7-RS zn;=UVlanbOE6mcHAb>CA%f^&hCBS}_(HhT?)_k)tB-p?+D4R%79EN@SpYcjGle%uT z$m~zr^V$Gu@8`k)ytmQm5wS3uMAOfQu}A68NI+Wp*%0%QUWzxEhD51c*CqqWlmIWZ zvQG}a5O(D_)UfP1(uo4V&jX~z%Sf>C=gZ_SXK$++{*Rd{1^Bp(1*k9yM|yK3Jujd{ zZW{-Il3|6H+sJnGmfX5D$~9?aS=EQuEsE!>I7^WwGhOrvQ}+<$IL@8Wy@bC-LPkvS zjfc%Yn9D~}rs5XnsrF;<@YPrU!agOPf73mSNYl9NiF2- zpNB?7=Q49q^nuF%)t(yeBpJWzXJld$=){qGhl^|Hr=a8UMXG9z%erkbB^K2RzwXbM zjP-P=Bgt|5O+z}WXYpbf15UhkO;QY?JBO8B>#+oy%Ce1GN$B-&c0hlhsb zVwn@znv$k{06s+hh4G5;mCOkB!L^sFdp9fkL8$eLF!-Q=W`K6KBuS#qqn3bak(0IZs1# z;EguV0Hn__{H_~Kz9OovF!Te)zFaak+90{5F(SRSX?#n7x$3AgT&)wS!Mf)EHa6Sy z%!7C{Bx;J-2g^*yoVZO!>G50y2Ol0JSZW8p{ZP5;2~^L_#xnJ3*Xx&Vf)YbayrB4R zf8VEgCWWqfgZp~y0c)$Oy+*Gf;x{wu6wiv_B<39T&=)KX)8&e(zVR@Bzd}6yIa}P2 zkv#2F#E_Zr8xVww{OHRo7cZ+_*kOLE_qIH~s>}z;18Y#4rCucSDEh30;dz7Iz`i#2 zUM@lA19;PKEM|T;Tek7O5AkE;N?u2kCN4ibL&h|aVvvYany>n~7mJSIXuhRQZ@ri5 z7oS}DV()&PKRVaeggUU=V|;1?P&z{$Z@?VWr=TI0wn65GYQ zT8E%gV{?*tH!KGn}MQDu9=ly@-ioOoXn{TxccBv8PGvdDHy!bHmWX<-@r3`up zE<`rXfb#~)+pz@mGgNj9!y|aIr$giO+^8zqAp} zx~_=#B6Ur|rxU4qoHpzAYWQ)v8b&-6Lo1M?YK}W#PkH6`|*?+Ar=Tc6%u+{AB9^2_-Q$y7!Ti2 zR@LsNYc*u~O)IKLY(UY5I3j$*O+%lM6SJ7|j{w9^9y$txFfb9K{q3`QRm<{5M>%k1GW_GKpHA*=;ly&vxp5_e4KuY%QztV{ArRz$#htV?Lg2Q`40lTAHvx@?9N@hH-6 zkc1%EO>k(uF&BJ!Xioh$xW<{dXFS zjSaDbED#tC4}J=LwY*jNbP2m=ehu?+-z<25@8t_52BUwWLsDKw>dalF$O7Y-TTm$d zq1>8Eiglff)tXodiu)n9-4cbC1T$BW;#g_lK$ac-t+Taz4NObiR%NZD^Iz}foJz(R zU82=jpe{%jVXw$caC7pM2$Pk+9- z5L{hiu^4h`WP*`mAw&=}Wpca_2@#h1K%-dG?@|x3Qn~B?MFdl!%kmhR2_kf`q>GMy zmKsuD;~ufx`^y$L%#=%Nk^K$cmz(=B#y=Nc3v}HORo5{#+}mUn=Q;X5`kc5YJW>4 zm6zoByGB=8Ju*=3D2Y@dfwV@)Kzmq!8XkpI8-jp&hw9l@-vf+8$7+`k8aHeU(v7L4 z*FgOtt{KyI@F+K1QPI3vHK5ofm;mrt(DoQ_>C*$0hFVE>{WeM%7hI6~r9}t~I7eoj z{0Eubx9R!3NHeo!#MgneUSc1ChFlHWd+>k)NX`b1e&mEk| z^(zpv3+jT>4MF2@t(=E?4|V3IZ_5V#rMV~|ayV5rZW(Y$flTBq7722-1pIE(++h@7 zIarG{$O}*uDT6%b+&uv#f=A@S`&b%qKi4I0*OeWB~gV zeGX@*$Ht>WNq~8>ic0nL0chbs+17l2MqERLNokGOdghs{K6wzoH;xOp*JEgt2Q}nW zUH5ly)UNh3QAml|tF!=;wcj$#sLnUZz%sA8js;oX|EeGl(`AQI(B-(&K8H`+-_a3z z`JB0ksDUHb*hp>*XMwcqIUW{039BbESf*$ekq-N~FC7BE2D+2mq!t}2Mvzibrwnu5 zLA;GS(`Qa3I+6ZYaku~*vN&>DP^6ykEQN4x#!1_x`l=6Z@l~ZTNfR6@wvUtoP6*C4 z9!+_qp7o<7pr=9*LhO`Z2*!Rz7<|B4sKsf;O5B0wZX%j^s_Vc31bp)ue|l6Rs_a$_a;5?s3*uMM95oPOzS3@RlUieid;2 zT!yWDwxM)3aL)`=icQtmWyY$wrDZ|%iQmhZ>OJYMUivd}(<|Eh?c2C_*4-%8X=)& zc2S<^;oXrIaIwi%6U$|3x_bAvf|j~_c4)O&vd=z*q#XQI(zB{?9;n%SC^M`LtNwB& z659HErpPbd>T%tvM<+P~9t!V8#t>ru^and%)MN{gEM zWJOu%`||C3&s;0t)#whIp-y6VN>IkP=RdK%!8%}U@d)!o!jQCC8y@AtEmF3~+11UU zWQ`{*C1)>utNPT24Ev5sGO2Kitqj{sf8e)sNpb*jX-EGLQOm#UBYyyNE!PuP5Ron4x$<<-;0lms`-C*}_S zX`ubPNW!aBQar5NHetsw@iQ%$Zb9^Cxg4Russ9|oyfd)pa z^x}=qMZ)9nddgr^kmLK}=gRknOkJ}D9UJI3wq6MdeT0`bygL-z-%7?{EfA zs*lBqJC&lwoh#tO+col7^w;zK zqaplv!wJ=OSYihonW?|OI{vo3sPU;Eb&D5%|5B{xR?}E4qq+O#^U|#C&$5s>8(Kf) zeegzdsq}Ya`>Dtx?3q5P3DP-3aPC`-=c_Sx_Hd~}?Peb$LZeS5eRRlBzWcqGqMiIj z_dQ?pmlnELteoS7!DTKy(Vxq`>aXw#Sh+tOJ@jdRM(N15O~Va?yjI=asmm~AorVfW zC3;1DnoD^&ZiFET!U7y{x?EUzue0jqG~f321%)N%O(nJu&v4y%%Xl-ZVug;ZMCFx` zK1XMF+w7A3>1+9a9t2G7EnDglh|kpIS&}zhr?!e12)vH@HrhW|6xRkKdAD6U2!lC< z`gI(>h1%@UJSHQNI5xOf+;LJvKd4>|t?_*vb~;rZsf?%Xc_oi5sxjrm9h;!@T=!D_ z{oS7*nefx|iZ)3R?k=^l_6j6UYI36HRG+XTQ`oXpuhG0)p1XKtc83b6Vzw94HwYHO?C&eriQr}^TIV9i%_Hl=>eveV{bQDw zk0~!o(n8YUl5C4js*s-lr}?8b5e}4vSstl8T@xPrOf+>%2JdE7V2q)atBjpxLpPL9iUu4St1KDk=6jt$yVBMrvPg&PlvFzvtl?FD!Mc6(*2eSxQYR`(!GqCVWwrd7-@rmxfS_D6u6576C*BcaT7b?YYzC{N3SIukulRKK? z+ep5h^$+3P(U{+fSj*hZZ&aVyQL{@kPaS`A-2fN&UzZMTWKvxpMx(!aXI!L#WuC=; zXL$9Bp@bm3gh8dvq#15Y>xS}CDK`od612Aw@`a6&;499Tk*t<8+Z9x2^qIaH)cNjv zFFYxXN1>+fs}Q4Kbl@%b0N;IQCqxEMi03ie_NWZrS4L^!6n$y7M{Jx> zVgtAOogn44%dx}E`s!uWy13)oIz>)5?{eYKqK_2YOT){zTD-}l{%!VE(+ASsImC{g zBM$yf)eXAp(jL(aJC!0VdNu=KS0NE1U1z$K>}?ob*&oEoR5o;7(UbK8Aa z2Y0=k0{l^u_+0|EP^oa!xVLQ)+vU=-PhV}ba zNkgcmZv%!9_*prHAfgKIc^-Rn^0rqhSDBe7S{OS1$e^t2mh^N+FCxA&a&yUl#N_|_ z-sxf3C(0e`fAywsEL`Oa);WWB&)RV^2==>t^{D{=zhuXo^RJS+R~(o1xxceq)%P__ ztyTLu5f@@N)10IC^5otBgqzh`oNBM_(I8eBaQ2#5?ND?1S)Jz!=gmEaf;%SY0T)c6SzuU-QeC zf;n{AzHbAPurVUh{)Z$8Cs75wN(Ht4(H&dwswa2pd@KBAlS#i*vjYfADLqCKt;%$F zbAM)T^KR=k+z94~zGLe6JJbdzP2}o73vAqK&sub}x4i)+PL4RHyaccN z*Kq%Yv1$Ah79~a+nvMC^u7>CHkwp4xup^Di{tXo;Yw>DSp@{%9)5H^fb+6Hwznl-p ztYx_Jx+QMaC-Dj#I}-gO-uEuG`*eUi3UyXk@=FV+9**6+6@AtBR)3yk!NaqUg;Q=z z9|JoQd^_BgeE#}k&84J_q;6A5VQDPc?v+l)242EThAjUOfWLW|;;4hU_d};@Fk#aA@civ)z0so4{tzJDRr>Evslegv-jyL@C~UK^JVa;sjYnf ztxN9s69xo$Di`c$w8Vs{>sGp}@zh?T{;wy|8k^SC{lv=8ZB0%r`HC{l_vVzK9D23t z%5%|V5D8)1M#oRfod{V|iQhLSS;=Q?oU+mEX8?B)xcJFGudvzo@{ujCdh$OGuldLt zOfW>5ST(Uuhx2-*@pkQ3Hkdr@&{1O|FMt2{97o&jX|}wE?sRICb9AALKq)80o|HL^ zPq@5m(`YhuGSJ_pWByd^R&^_1k?+eZHpoOaVqNfi*Hj%4T}d4bk+gQG48L^k^^LZ% zsPIRAtrxv6!8{7c9<6o>k1f94gi>_R`uQzs1@I7;DXz4Rlh{pxA3uc?g%3WwD?XQ; za>c<8{lMnT$p)8LI3O)7{KJ{v*wm$9h$G;}O4Jt3*T4&=tw1RBU3oE||2OPtZ>J0b z+Hfgay$;OdwU<74i$^(E%&v~S8toCk3Fzsc)rS<9=U0TH6@RWD#5~GEuzeH%bQ?_Z z!%PGMQoj*8!bIP*zK?PC^<}B5AJOiTN}l%rDr)2<7^$d!@!W7lY@s9 z+vVGoR80nRqH@)*p)GX0sZ%ASB`I#=35&3gN~K!?ib&{D7~;>LP9I~35~U_$+nVYs zk5t}ZY4w%s^n6h{C8T*2QNj?Tv0@3r)*EL>fg(k`k660W|2 zMrCZ!dhwkmwB+Z|CWqB#d9JUHO_j%64`J#TL*AN7?8JkYZGZ`CG+!d`_18YO8%C+z zuI`fis@qyiCrs>Sx4PwuZ0yhWll;-jSr_j}}L10~f9X=7E&iWFRMMOOt%;Hz&& z@z~NsKV+;xXa~oO0J4&kj<@A$pRmXca5&_!#cG*|I3tlJMHUmb{HOlCP7Gex#ikHa zT{ocnrfXTRo2Ezd46rln!wMUbEyMICQgAc9a8Is(K)}g*<5Esj_#cEu>_8=8Gewp1 z1)JMlnX+-pdxKYKHU8}ujehFeVa|byx3KdLj~A;iNg}p*5Own<^f*0by%J@n79Q>2 zltXjGnhA|2vKGkyTI@g6Pz`B`N7&)`^i9Nwi1#m@IXhq`3O;?~-}j2hJZ7ZI;s5eHzyueumJ-k}jjiR@v`xXDVwORr#`6;)?mMxc{_f+bH}&aiV}G(=dZ7Mc8HQtFr3 z6=u?x0RP^`uwda7$A9)h`hquJd)kwA5&*|gwjS5r0|pbfy3BV+Ps+$M|CVh2gyk2{ z0`UDvyD5a%w4XTZjk9o*66SMaBUTLAPAY+YSv$p5c}3mp5fRkXFMbSbDD80#?@@A7 zNXCgEf3YX1ZNy>zH@ zrW3Q050d1Orf?8&OduxY&};3y9KXifp-zZZ)TiSTB_^!mGre7~acB7V74DL13?F$P z8{@>AV8Y#sSUmUhsZvfxrogs_=ap81)Y`^*B!nSXB}gq_t^WEH>p$(mm}+t`XPXb4FN zf4noH{@x;W&5Gkjjx)tCN;{oG-_PGhwTBPAz8G>JdKNn~q2@+r5!x1F&;umP*!>Q| z+-HVvBIE=2w1uq!H5Y++s%#EsFS{QD2ln&0L5k}LPjx_mgD&g$Xr3yD;O_CCh00UA zzBU0rLtc@647@{qkoNt|UFR!9ou{1Rc4Is)qNUC>q(5>P%bfO9xqAh9t*o)B-Ggxp z|7c)g;O@|0fv+@-ScujmJ?f1qss9NzP<;KU3M{c->*ChKm}lg@9-g~R2kpIXbP)jv{Nf_QVi9c!!KP%oqVbN zjWLhL+uz}4KLU!Mp0~=#@kK~$ZI;Kh0BeA@Tsb%5Sh7&>F=L-RjwkGA0XnNzp5B{Y z91l~doV>(;gWelhTzBIGif5`RXUkL^zPC?|@upo}$-Sf37Stez=Jh{EK*PZ3i^4T# z_wsj;mOt5%-jJo3_@UYL&FzbUws8VH_QWop^YQ)R9W~Hd*X5jEQ^SoGGn|j_rY|ytZCYJ!vmu_eOv1 zw_NwikQ4%*Q{?|mc-7}V+ubH=2Q#EWAiSx0o8 z|5h9tsvGY)D$z1MHTQeGVgx~B?AU$(4eX!)(UJSa0Sx2^MYbIn$hCR|{-k}#gpGj^ zq&iu}v)LNH#61tYED0Xd%(-#|R#E9xlapf>DyDApbPF;j$JiR+VP!FhpBn+Feg%Uv zsRe+8V$kU2#q&Yyk&dIv?^X^P>amJnT`hk8w`(r11phoccbxy{d0E@apkDi zrS)FM3s`g9C=uskk4FLtyZI*mg$I*XQDhzK!%9j&OF3azf$U+iRDUb!(WaXM05XZ= zx$72%K;gcxgKN!2@khy8H2=?@n;K7?P6HkwW4FwYh#6&`7tYGlea35*dzu5zl|!MzsOlVD}(p&ghAf5 zxAj1QM9n9g>k*21@Z@M>*WQ7zbGS*HF#B;r((z4~sU(bI^AbBzrY)^nX5B;mc8b1I5?+^L|O=U`Wx=+q;%+;eRitxVUMkPOI6IpORQIEpR7sGIW|43 zHrQm4t|D>U?#fhCZ?3N^)@l-%N_yf#DT{aoDaZv(F9Dpm#y{ms)bLiSSK`2qNXVnf z1W_SFhK}X_wdA3nRI|+MWsWuP8jpz<^RFb{r@}wRhD{5m7?sxS>6kav(2nfy55ENm zi~shif&+giI>P7Uv+|pG6FE7*- zy7Eh!*UCo%WOf9~XSD8v_{ahxY4G%^6Oda_>&?G8(!dkaD}(qdVe;2UY@jiDPgj0# z>2+M^=r2dqhPZS2?1ANcN~1R!FzUUa+7q0$*sl+9^ta;|`?~$ssb2oL(fniQhg3%X zsduNJ`+kagazoo=*2xb$$js+}>)^NABbs0P&4XhXiB3$%d+&>@NuDid#DZG!PK&|4 zU-}%>h*`fs@!w)juygLxMY7H}%6HTRxT6g@`d-8C;yJ=jtps86==C1+Kfia{`AqE6 zM`I4!Wcc_#0^W{sWul&~pTLTp^lNhWncn3`rv}+9dB5cui&BdaoU@EZ;Rze!5v^Ff zQHpXrJH|uBvtjG5-ep;Ueki<46@Nb1eqY_PaWL@WrPGo7mkl(}cEo#5pzHSzy*AE% z*_wUxCl@jNzh1iGwl&37Z@CnHBBCAo>%&Y_gasAyPZwf%)qnT`?I6dnqpm(2PBkEy z;ovOiXzTqjCcqR2bK0WEN(K_*o^Qhi)r0e|DtYXLsULUY#jNdXOy{e)Kza-bW_8r%t}q`fQWn zavpJH2ZoCutRQhR{qBulhWT&SfKNIxLg{ z8@(BgX}!n*o54p^NcPOR0@9;zJfSK86DeKPVXfYW03f4TA!{R-fcam>V#5zw1|_uZ z){F05Z`>@eJ@A_)|5&TrLvFRRTIlW@m+&d1%VIG5BIWGp81iL|h~%jVA{HpR*?%IP za^IL=ZcNDm(eAy3iNjk&wWuo^U15c(0(|eKTgy$bb2bQ-F`E@5E9wm|hgCX|qYksIQ;NJ%89pn`|KAVJOaedDL+wEX5| zkWTBgbR`Jm!0TWh+bcAdkZhoE3~u^mlfmU4SNoce?fZ@>!*w;1?N>*0+b1>?F1Lzi zw)?$(g^Mc673Gp}Va(l2(YABABzq^Sf{Z52%YtVs zn;B2}RtuPO3c281Q#ov~#vKwIl{*u_ZJYD)+=By-##Es`Eu{m3IhGUPm~Pg>7@oe% zEFFpFe8B(=%%f|WZ)vP={I-N()ve6{tNA+NIt4(*zI8ExWSMe#koY`QU}ow^jr6)_`qb_BR85>#_WlBzBM&a@11enRY5|8F>GIh$tkYVcvUuU3+TU!oh2{>aT{yf!EsyA00Vv zxXkXG6!=!yF`Rkr^*ye@E&>(X`1-&mYdQJO+d8}hIk$!3#8Is!)bF9vyr0;`#0m%J zKaa*u1QwXH8{eWdjhfpaH2S0WTQpASJsF8zcAkk zK!k=AMck9v7>bxuc?=m7ta;)(M{J_%TnoLhTTo*|AckzaV^m=x#yQYWEP1qhpmo&6 z3wfJrBw110Bg zIr-%(5`in@NG7LGvw91BVF}%leXQzcuZtlY)#UD7Yv%`FbZ7vP*vC)$v`S|eP6;;( zfPI+Xxa)HALe82R$tXp49TltFP)+Q`kMB5|HfLKT;%5&W^iHbnR?RNHr2a-pFwM}+ zzr2Ga0>0x;sH)Fd3MX=X@Vw%7pY_d=8ftO#768_e=CmWQBT!P85>V&%(Tll^a#e|~ z(EN#;yX8Nj(M|vG5}MohWq3SFr>Z^!HxV7KRYn?#VW}}bY!p4e>vm`#TlPemJ&;0P zDFU!F82U+jLSKkj=v4d#F2sauT^>Ly^}Mv8+wd2;!bbA^J+8H}z_r-9$0i+F=}H+1 z)V~Uiss^-rN?m0U-RJ43g^KXN%RpHs^-1-3R=?LGoHSVs|Ju@_rLy7bP7-LQ%DtrI<7f8#d(5Q4N(Ky&z)OyFQJTD0-;97h_g^TkqHtp?SCh1+!F=mDdcaE1QB z-*9!tD)hA9OFbMTL3BwXr)f0%~8qK8ng9a`~Z!!{xh9m+ZRN)h<&W znqL0grG?LVJl~l+IJlZ-{GYGh-_H4}xlqdaMdxSe#8Pxv_#*=`)dlivV|=>Al>$~2 z^?;N4SXmkr3&AMKdkSmc?p`u+xV*p+3oV`ojAIDlf&npTQcucmcoDkZP;+pES5@)k zqxazYB^p{twu@EK$iaLYkQk)6s`A?H6Pl$>65>+_BXu(-+x|Wz;k*Ki8uC&REa5l zyD?6X^D`q2{alKD`PEs0(&C2&gP;FbyutsY@cPwpYd8DFnO z)+ma%i1}ZJ8Sb<$Zsqn@)|FW zpos+J1&iaiSB8E{be*Aui?RvfN&}n<{=@NAxE&*o&u+DeWE~m~!$np?PyJD&eFP8w zdgQ5Bhekx$iS&%Z&F|$caJ`SXu`xYd$o687-=B2G-5zB3km5-D9N*apq5?hh=$069 zR-FoK;Y*;-%V;V~y=o4bw-0G0V~t#*wb@)hwX{R@u79emnUF|S@^Ca`>Hl!{)=^om z-}@lljnW~gV9-cNDj=c)Vi3|LNOyOGlpGWU1Vj*2TDnt0QjqSD?s{ovKX^Xh_|43k zwdSnlpGTkfiGA;V?JMjkJ8P}Kd~rA-uQ4bY$yY1H{tm678A2IL@cIB{&%O8nZ`To( zOIgET`s^0KT|7C)ZWx$_(#cR+Su!a1IBi#b^Ogz4##_+I7_j4pau~0s{_|MUn9pVW zWzV5SZ*uaw)K?=cQiy;+larUXcRQ_^IXF0AkA$R{00Icb;Lh3LkB_`xXzTobJ{;f-Oi5Wg>!PHZJ0$z~Y5I3)VQHyw z_2JS@Bq*gRlKHW_yBN5$5P=K0$jm$(!BCqP-IyrkLGn)am#KmFA zQ(LVt_GdXxiGYcXo|yduQrO7^wa$9(rI#+iGddGa!hLi~LO+g^G3KG5MBj2KFqfr6 zPDK$goTyH^`WiN7Jt9D0_eGvc<>{MdRLaC65EG)mKP|1)xnJ+QV*@0<{jUJtA4&o? z@@2OeGZVjDhv3DtOAcvf^O&0tbD7+;!0ehsqd4oU0i17g{PWhr0BGM$I<#dE`Z;Fh z#Y9Qf@|$-IS&XQJ7FS=0O8%II79)mDKaLd?ggsYl-Ew%*@Ptk(HN1lzDfWTi%<{H@ zpafJeV~25@+#>ko*ml-xiCJ%e&9=I&Z(-ZuY6Ui1~TyHPy46hx<2 z3l#)7K1o8~jXO0ph4x%kwL)A+SsD9|jDK+&1-#eEMnA?WPWh}v&nW~F*J|4>E{pQM zd~VF@n~jq}8AX+Se2K$jxUY3RuPiqodeITRg)uTJgTJUQ?{j3gl6_;csxN>c^BYP% zfr0TSvGhM>M!FQg^n7rxLW{+#<{@D2IU(>mrR5}Im;HyMQ@B1fL3jj0Y{|(0{NuvW zhsGdmUAua)9+8ojMicV@IxF>J@p~7=Hit;6$DhpR&%x&B*wNex;Yb4Fp{6{Sk&pw{3fpmE>|?_ z3z|{G7rpuHWkBBHMKu)NZ|9M#Em&h*jsh%cS|6Vf&C5aU*jXK+_6B3@GNg7upv%8k zl|KDiB%OQkhiE2YzUXK!2C+iu6bxP6H(7cB!0Y*>%n+q+gK z_=R|<=2uZ5Mek5)n5QCK6A`n-2k1T_8KDg#lNJVYCrsug_a`yYAXsq_3t^3=UH$U4 zWP9nmM`hkCZspxIodrh|>Q3p{bi2DK$M}Zptj0OtX<{A+_2o+W1qB#AA|tBAmX!|( z-jhu~U$OfE@Srl!I3NDOy?W4=29|w-crbOJmn6Ydad_|io&rum)2>3OAz>}R!Z5T_ zC74b~RE>G4MS7RKY1ZuC@36_cy1JLZT#4H2piQTAyHhky(n|tNv(Uu0+xg9h3qwE! z92FNg)c61?KxJ^&xtE?Id+zAV?51P=je)qf(Dxs^>r$XoaiWE^(0&uaxp|77d5T$V ziV}#q)6yPDj=GZ&5!iHo%?8hZ4+G`nE;M5W%db8U3Ga1fijUQ2waxkVNbiRv3+if~a#=2~hFxYl|BMM&c=+UO|2 zWpK0KRNLnQHFb1C!ja$1grth5ru%T&ByKp83L!dwQ>H)HXEg;z@@08CdX9iv^ksCaPx1I+&sg+%`N2-a71T^wo`%L zdBiDmmHzK_(`msvd|rcOyXmKU|HZd1*~A1qKvcbN+5RwH=jq!fbhz#_(=UG6%y&Bp zVVXw`7bohrFy_emPs&M8hak7VrL&VwRP=~lhnj+-9^&VI!k?uhCCN`&Sz+J5^P!mw z(o=>0*nkZY>$Dauv%5Tt5}Z`2CpUQF?VMw2n92)r#YL9_a)Ljk#Pba#EPn8kPCQCf z;d!CCP1JS72nCQ2nNWghE}f}ewE9D}F&-}!p*m98pWfte+wkTBZ1d7A)IOf0T=92) zkgM@G>}LEt3D;wHsP2ZU)kZTBsXthAK|5jcbTpgrlF6HSvl5SojpZfy*M^Duu9C%} zjWw0^J4=0XPbdgMx~iC0hdYb%34*J$1CU>#@E%!1SLc>j`>4jO&Hwn}CTPBNVpYT`;`{ls(__YvD4HgU`SxkV11as zaBF>_{eU>8TX?BlNAcB>rBWfWN)=JXd;{a7+9gTRhYSqPJZUR+G6i87h3WNgyr+OU-@M<|gau*BlI69askcW z7RJrwD7z6qVA)CL@|PsX$~wQ%HiCKrAf)n{&!02z_@~HT%HeY+K1)u;zn8lSCD3;7 z9iOOBGIt3>N?q?tjTP}SLj&NUTt9=Gzco3*tu}slFVBcA%jF_0YI0ZYlgylaEoW*+ zWrQ3Dl<(ZZQ|q)=DD9QIcK!B=S|t7kuhRGB-}wQN4bwGs3e3{O2N@Awhi5PoS|3Th znm8K$F2tAp4}zv02PfXYflSd%B`vq&Cga;>));#e_oC{~PvWoD!@Gg5L-qsacOLWQ zcyBX%JBo+F#vlF*Uy;cUCmmqYb+klxdwm0lOQ1ejYQJLH@-W>_v-Iz~-IB7KlX$u0 zn0jS5X&FQ6V^m=iAp;7Y=mhS!`S2ScE|-pTtEj6{d?@DE_0b$l_lw9kA=R3tm;Z&`on~9R21gK0mjQ z#=LY;wdCq%jQFzYtCrGfw=TVaFGK&{4b;jv?(kp~(!XK#clyG4`-5e@==x=-ecdNL z{LBH}gZ~7Tp1QN2JZ&ju(54|FOs`8L?K;jEtRh{W@SdvidEc3l9NGm>**`asDD6+C-I^yc71|@Row6n-3+-w@zsufu;Vl=nwkxRgrvjC}a>k)YG%tq1&I`-sWx zu|p2&j|Py$apA&+;FeW+5U&DZ?CZk6F>o)^Z5)F9bey?z`vU;|UqlwO!#glEty5)v1;Q3kkp$|c~ zD<_t08jZH+3Y9~5J=KHr>d4d#{YNd*(mjW+3Py%5zn-cbFNyMw5*PZR+f|v|H*e15 zdY#f!?RhK=FjXbE?N@?*aAQ-GEo2OA9Zj4i zefe^Y+2bbiRZEV6vgf=UP`_?x14xVl6}Bkro}ha^WE+&!HI?XXPNWDjkOS_U^&tENwkh`rM| zfIrGaS=Zz1L?Duci(W@YvsToune=!zBbtSS#Bv|aSM0Ya!^UPVRDtiF*pHGO!~I%H z+fhUGbuWZ2i-Ae6*k&UogQVvNaE0UnJDE<&Gk3_tm4n`wbm``e8){Xq0+4Sv3)ve} zfPKw=j@6z{31XUtBzVybD=9cDW-~-wKgDFsug{(o;aZD~4TLRGHT%V;M~{!Y;bsQo z?cogWaB&cWrnL;(dHl6_(%7rNSWu4R3u0P%B)XBb9j?o+H}XO-tbl4 zTVc?%6%psGaWfW7C|mj7=DbmdOUq~2^0?ab&(C*akUrF&C`w&1<|#<7{thxIG4f!- zU{hq>lD>L1ry|6_pz0VjY9?$z?{hY3l{hUhWEK!a<=*WXxxdlqk633pceUxqnQ+E%;)ck^r3Q4370}Fr z%?8@?gs+X`n;H8I5tMjf+l*;B@Hb1J^6fu6_-dv@gMMG=nfRom)H9r<)6yxM?gOa- zN$Pd~*iJuf)w+vkj*Ozk)Y=T_TFv!ExdMkJE;;M`U9QId@Y8?g>eLieeE^(r3tkAw zJPa)GB=S;KQIUP|f)-6MfjIO>PoWRegyh5AHLj&~XYKUqjb%EJVO=`sJt1T?|FNmr zDuDp8?LICbUyMq~Rs>)2bhB~Fp?d?INtZ;{=>XX0O8VY=T%SJ%``quE3V4Z~m>uXb zDst!V4YwfUH3LUQiDXMLne2|KqGGG37hv9h-<^S3r;@#hbl#b_NtTTpzQv}rx3xU< zZoJE5NC1Zq1_t10Y5+yep>z@U4u+J0)@3%?F;d>dDjhd_ezcTj?LY_aWKXV_{+YCO zdO?xtcU}>NxlR8*c;Cr$NWMSqIk?5LQ{K}&@!l$Nw-c{t|8yrqlJ`GM*eB1Q|Mm}& z8GR;H6MXA495yC)#ang5n1d^l?k^0A-qZBoj*)&Tu)_7t{)h%vG3jAT$n;K5=iFZv z-{ZeiAxAW0U0WQfrGR%;RD9qn3AAW1;j&?w6x&l*o&7pXXXOmit|=xG*mayU7ik2z z(OgVvtw^xZbPAyGGTxg3+W1lDL%fO9JyG4hM|qo!dCG1%{2E%!?@6mMDfq+N2HK0> z4)`e)^ZVYa288LK#6;p+Fn=vV@b#9n|Evd5v94M9Lx~*Y$}4*xhOi`=-?obzl=pD4 zmgeif4weKAwwXbdQtFprmjfeiEw-08S8AU>GFSCTt#anfc6`7<4z-YBoZO|e^%|;+7w>`Y1x+PWy9FNnaW33)R|}bqIo~xK zF=rFf@*ns2h2I75U(BF%Y==dTdqqH!2IFD<0c=-8;fkjN`bjh);Y7WARi+(rfR@AL4-?n&jO; zFFx=C6-dbBzZUxq|L!c&t5r0J-h+5uB8Vh1S{p6P(kO|5Crm+0+nV+uI$k6xST55J z6nTi;cJCX;>l?s)attGy0~GhzU5R3K_?445V9?kP9i`VE0eL1**(HY`_YQEU3}2hs zf9{u?)sQfgg>3*ixa!+4_pi?8LvXas&cYMV%}||!8jYMzXP3E_2cCrEu};VJ;#bu8-ivHVf!22TW$gi})FBp6LU<3{D2OC0VHu1DicSh)B~Uc%%FJQ8bIL%}x0bvPf)kIBi% zY9SXqBs}~jq&fb(Ef`dNj2!COzlS1>)f{35Lg23yfz@2zhK+D(lbx2P$cHnuol+=H ztj2fEa5un%*mm)AECn5%>((Gdf;B*{do4s6%RPEzR&Nh4Np@Cw66heHuw(4SI+s;Y zzM?n%10>*MeL24Cyn6qBwy=Ae8G+N`A<8w^VxqZ-P%1aG_S=|mBY(2MWr()=uqQig zSyEv8=OG_Ie@M8v14<7zWU%hs?dydPK<=hPW%+4VPG*+bh7G*Fzdk4q)(rOfE4^PX z<4Vs2RCm6s)|{6sIXKy5%?uZ8o&RL!R_jC1E3%)17YAd~-nGV{I6XZO9Ibtw#$AGZ zeK9_zrqT*oG63j80}A?#zO~_^P<%?Z4~`t-;*8#qQTz>gF3oVBgGL&G7JxV^qvh9N zcH%vI4WNaoo^eLJ;w1-w#|tr<_v*jJ>YXGg=}eV%8u~C%Lb+>w0pbVaM&k}Vh|4wv zcUATp?P7CUh%)~G`IH%b0=I6F(arMHrvqo#(a?H4LP=oW<0{s>4A(cLtGZZPah`%WHo_s+k1(F-X|t>#rTa+NCx7l1GtPK zWOTK+z##4Ku-5G)Dl=D&RWXmLO_wJ>0v6BoexGzh-qV+m2aT%nN5gg9DbgUwAcd8le)q?_Y3b=tRaNJA<0a1yx@Ko* zdB7-nt}FSmv$HT7g32T1tz^`eFqDdu?-Gz+&{nR0({)rtKhtvZeyzSPI^$qL-3cOM z&0mr}$btwF(cDTYe+cDTnOnM*YrSZ*3K@%z=wP=O{rEVdOQjFVZAFZ`krjXKu1_5{ zwPr1}2cS^?^C#b8M9{KoS4BrW8z}}D6%i^MgQFHO^V=#$!l_v5__5sSo_e;grrM71 zipFdi+YQ>zBk`Ro5)Sn@RGUR})sEH>zkQZ=czEavaiuP3r@OgciRLnBrKoW?m(`*H zwMu7Rc$2U4^HW-{`YLH_dk)V)%x9t))MiO7kQRgBj|Yan4<4Vj&9bQ|XIvd7n^;)s9j*vq}xd^0;@oZI=TZe_AA9-g3z5!?qKOMK|o3;OJ>W($*mjtfjqu z)~V)b%tS!P^WZAf^gpj}=4_mQe!v14{N`A6FfqpJe;@;vZ3im=?NZka+lB)~oG+xg6-x zYBHN%5@S~OwchAR)nn?KuxVx-g+JBqK!_&alm>yERW8?T96(8ks4_aPCkB^mvGbYE z8mm(cN>m5!KOFyv8?3T<$_+D&U2DUg)a6E(TzlBiWyf((to+e9ABNJ@CHIqn8#P{O zHM>)_Xf;F(MmKX+@9QJa6Oy9w@NFy{4(o84yNk?Jfuzv6;NrHovbcww{0|fqKBvu& zI!04OHKA%m(^}%}gcE1y-fh=4vBs>4N0d}MQ1TQ$yE3p7YOI!Vjl+oYx3bbxRXsIr z_z4X|rg*~#yetXYmp|H<4Dui-`zWdTUp_5J;13C&fEXIIOT4_lkoC#@ z{Cu*QAk1D#Zfm!Z;fkVFj-`0aH+tt;HRm1`_R*RFCnHscj8c5WS^uk zN-LchRQF8oOTE=z4hfc9)|Ie%GudH9R=FzPt}V+e%==`*@91RbC@5d3m*K7VN@(Dq6r>+~CRxy&x zM*fg}U^AfQWCIZ(iG4L`pFXiBxh`Et0@8cO-?m+cNZYHTqV(R7l45F%?3^AcI}jtQ z8E)>ec^f?w_jM96>jxqaeyvd-qW`O@79ATxnIO7;TNnSC*!B!@# zwN((do)7si=@BffJ?6@N0viCFAzQ%_#7Ck5gY($@4hDEmq}&e@{CocE7t;+MOUzbd z-7j&@4PPXXUh}RVkX9t(=zctBoK$NZ`E`jDi4Rz@|VKW z+Zob@<3ydf?B?3hKLYw;!na5JDfuESaQXSr*XP*l6cs3MI1Xdn%ITw0hA+y= zxL=a1U2weaI$$2@VgXJFCOgal7)qkun;O+B%w`>J-`g&sN zrvN{(@=nED!#t7gpG{TliFcd3HcDaKELAj_?gv>`{=FXeeZ#YF;1$K>GE0v9`S$JG zAdDmT?%e~52_-G<1IRI17%E^-Nr~^cf&6@+VxQB0JgXAExuOy)z|Ui=8J`x`c7jc; zTjGlBD;hn&ugf&z9^0(y?r%)V$jW|qTGxj8>Q0U4iK6HkRCqKVo9RY2Id;~bV}L$m zR&E%)PzqX1@i`(TtOa?%_V`}n!R3r612D{PR-HT8_GRX8>HVU!-#bAkB#>a|*Z@BuI> zW^f$bY^@ zJVDU}?YSN(Z?SL|I$#T;naR&1-sH9cFx#2V`R;Ye@pN*yCk*t~ZOG?*rzVJvO!=s2m{ zTxW(X8HrU*Yik|^SPWrLnuJ<4JrgO(CL$8QvSNPD|D&X&7cU8xvwQktp!WVU>6VeA zglNQb=WJpy^8sD~$oT`-Rt3JpE>u10b!whb;PPYTDAaJ_wpJ=lc?5QW<Jev zl%R}9#@(IcM26hrvTWKn3_mVYy7dTM{|O#RJ?=xMdMEUG$G5L>zdFCqFO7|(6BAEB zdy9`h_3J+KANaHDaSf!L`pr?4h;>h@1Mb&vC7`VUk_ij|c3^2$?^`H?d}S?lMF`>U zfQ(^nKnXoBP-e#h{OP(!uGTI!NGE|n z#0Ae)7ne?T4#b`_0UddSF>oB)ZtY(d;D@Mk98n$f+x5WQfsH>(ot{S5NNSyA^v%0^ z7_zE_E`Tg1HHE3zYl-fMwQdn=xW$m>_z|3hQp0r7kJHHiil#c%;gEmqUY*z_$P9-( z&)-8H=p$pRtgKuD%`B*wEgp5dT}g%OnDZwjJ?wX+!x2e~82GOIx6<4~<6he4#Tb=s zBTMx4-0QPy%2flyvkOW<=W7?hj1DFtymh{M;8%J~&|Dzo(Dc|e%OM3O1y_0w!d=p zKPYw;8BuD!XX=8%CTxWwbSO)U49<;`|}w9iE-C{yu-QiQYWta{@E+ zz<5DdnL$sw*=Q^(42~ui3a&?Zr^38`dWi>@Z9X1IL?aeJv^-7-#(n&p zvffFa4UfpI9Wl}VWT4SuDb))WK8 ziqN_@o@2Zn-eWkTbD)_bPyrwy`h2q?B>k!o8i9DZRDsLC`}&@!t3OmyBK!60kn{ok zmd_)gB?I^?UvT22c*#OKdsL_xIRja1_0K;`(a%S^L-vS(**s|(7*LnJ2t(om?@>n0 zNt@x$bKSV{8a5edSt@3|fx!6#XzE2#&0EkGy66Al5v+){AoB*m3#k^Mw8y~Q@dQP# zdek?AJWHx9&x?u-JK70iMBmfzpf+`XolN(L>>r;ka@QR5aaV3&Ksr~`qP^{QhY-I( z6A>CRDH?SpbxfS@36f?(=f)eUpZ-5TABBH)n zB*=Qr8zjVKdUAYPGna`T!avd@&oD$(#$BI|s?(k?>!iS{%JpF>fkkA~A4(H8825Bb zM#>;M>R_k$alU%?&cZK0NK8&r=`FF+$*Ddx1>6MzBPTO6_B76~TH!0;5m|rE)e%7H zEX}4J5{QvhZ0W9#4lbQz;qo9T?%LEeAn}$M08Z>B6=t5-g|h0R;JcJm%ya|lF*>No z>OUbx99=vfI=>i`+^4Xgy1c;Ypwzv26V7Yu|D?< ze#^kE!qz##Am3Afc^qoV2{5Y=P1&{M&V`JPPUE7*oR+pjr7U*PB_0UmE- zsTGLT%3XBRe<)3g0L>~PixFErQA9JNAu7j)3Q4{Ss3B`dOg{;%9kfsLZy>w{*e^i6 zcga==$3NdDCC15(@Pz*XcLbHW1wpl43UhaAI#aO$WSOK49h@AEuBJp3RV@Hez%@67 z4^^9*5)I;Qu5me@p(FNkx5Bqf>3eI&e}MTyzUT)_GoYc&qNtrRwEnL53Z|@UbGr0e zpIN_3oG+i0qv89p%YJLP)Sb0w#bou4Oq$89K}H}42g4V|l+aaUAXxW4%o+Kdoafcr zjaGdDJkJhpAb}1A^uA{l>qS$WJR2%B!nE}xv{1hTHec}j_L+VzF5bJp47AbU;BHM5 zm`>+v*Q~cXmoSo&YC^$dtwi7?I(5IdF=FP(DkPFj)1sB$+cJE?QWyQBQa86o(89nNn_;0?)FBZOktC5TXZB{ZdsDr<|uNUFR z@yx1%rVi`X{3UX$e*u#I9IZ$9?gcbs`@vL&bbR1HnwtcAU760Oz;yqVb=~8{Ojj^J!P$kGg0+VB0bczD5 z!B)sVd9p{n_0ej{_UY03HpIXd0GSPeOV9vAX|eL$rU$V>8-%3NiaK%#javKtd!v;c zJTM_nuI{00g++7wdGu+EJ$&d-Pfyv011qr71@Vo#kIFJvC)EYd89cGe!YS+hp8TZ$h z%h`P{!bG545HM6M@&MIzNC{Dw1IqE|M8wuWg}{R%m8cZ}!=9|SD?ZBHWpw0ARVz$} z-(mj&{rdyIyXy~RI^!N&84!?=%;}sRQhOctCL_xbNHrE_Ac1s^vPoaUg~9w(?qtLj z)U$C8^AEiB?*tB-$C4rmifkvq7Y3xbXdO5gO+0Rd!U__mVgv=}a=8|E%xO&p~F!O^eK@t^o1@$Jw%ok3oP!M zVOP;hLyD}Oj6arsiU7C7RyQ+38xb$(aeYDXt_lDl#MK+OHiEEOrzd`r)^5$~j+u2& zdNyA`>*4a=_Qd_#Kri`h+;(seU;YI_^2sT?_KN>7CE10k>KD_g*MUSbV9@L!>2MsL zTvu1Lv8>tQalr%weo#1o*8j^z$b<;+M#N^%$Wr2wQ>=4#(R+okj$mV;RZ5FCzlx=W z`NRVh5)H_LBw}?_n|^{GIu2Nn(CN!dz+T|Vx%xWI1ZMg7Mf#GUw+T9@mV*!DR&xlg zeP|>P(o~iixal3(4jg2vR99Psi4;-}ReoPKbiqXi;e*(aXLO}X0B6EU<>D6X;37V3^xPpR1Wa+)FS^Xq znqt$!mwsCVb^#_y4^egB&T0>bl$`4A5?hHDDK9On<|JO~D`oHb0&`>@1Zq=pYqvw{ z>DSCmI}MPpIfKl~j`f>#~F$OeLw7+(sm8R1U^Jp#)#;AfjVpu_=FKv6IU-^a&?nL?y9G&9rIOzGCdJH@9i2&N>80STEtR$xF`f zvu^bwMN&N#cK!**S*%W8Uz_O?##%=*3I3YfF~#4nxd_h2zz_tAU&=G{_qj93TE%Nu z8CLYLNN-hKFIwf(ZMiTIj_;GwG)oy34d<$LmpCfVe(|a6-byQMj}+C_=|B}w?dlA$ z(E&54;ZO5*g}{<8wXR`|53w^r&6JxZC`R?Od0_*wYR_}EjP25(02LVhm<@|!RJ*i0 zIMq*zx^Fvs*-y)Dl$@vQCG$&3EQk z0d5%PMsb5AS!7&^kc6J0E9fI0Uihg=+4hNv4+oKeoC)Te(nP zS37boa8hm{oEl!R;;+W2QP$~a@P_4$tP(MbJP*Z(Pb>VI(*$pN$52yo1N&%_6*YMy zIO!rVK)aE{@#{hYlAz^|{ho};Zr3h{x+ggn_(7way^^C=9PA`Mz39nj#ovZQCN7%i9%X zRI>#->#RK=Zm;C+UIur7@$t7oKgt~M(ty-2)@LqF3+MQ_gPG}Uu1iU0ahR8-JbGE} z1<>_ z@=b)?(=+^G(K+z!-7nsMS{puQ+P3`f-sy4Zc zhr6r}Cw`G7qUU`=`-ps5j_{vttFC$9;X7yadK=sd++B$K~zbGAy zPlTt2H=z-lwdd8+oMAuG9yoUNyg(l5e)z5U`*(`WzMu3~m38oEs;J+xb$R$Kvctu^L*;>>IprTo%hRs4 zEk_@L+R#%^oy*=OT3`@+vfa#l^BTt5(8}p(X|tA>OrsJqb9)tT%VG1!uFt3L;)<`C zqMjLk{;_`vq2e+x@Zmr=F&r?N67oVOo;x}FX=l7ZC*k1mUejjED@ z_GcP}IQ=fQC016XlVxlN&2xh770Cl5FmruHKR53r8jANkR%-3ho1;%C+7QO0inaZ9 z&#&WeL*)uGpb_0<2M$YsXy|(o(}K&O`(7z1UCnUW4ptBjzB+^1Ajn26g9f<}PrOc_ zu6Xj(y^62TTMnk^GWnHd$jv%42qq3A#yeLIUerFc<#g z7MZv?qmvj1W{}-wO`r-hDO=OVwHOw1ARymFhhl<=o*{{ilMU|NF&3fIg-zJ$uWaXe zzq`O#51;}~0(s;EX2I9{CEukGn=v;=I#V#{U?K(t?`a?{Xxba^Bcl@M3jid+Zgd9L z7fkf6bwver{t}FFVq)(kLZ18{UOCq`A3gHgx&5D2a~QO$J-1#LC!ZA6m9so*)B(mA z3k!=+cefIhHn<#}k!R0aljkiAekr21C!{esVMRxc829RC{s7UJ{ugNfh6>=^wH_23 z0HcQ})ZKbCM9I7V9$w_M&xk4Fu+Go0KSu|qBTpDCWtTkIK@SY333f0iK!^62i4@%3 zR%7arp_a6tO26Q2<8BreC7A7Pwloq|;Q|&LlZjxl1erQMzVDES7?0evQTtv6v7?oO zw=ppkjEt*)pW#j996#8#1Y>GA$8Yo_a!fDHLz7Td@TiZl^!xm{p`WyF(OSoVPdYbK z7d+Z>MQ3Hw{`3y}tOG&jiHZu2cZX4f{;#0-V1x!7(9WiYcD3SUi=fBO*$UwF4tBOS zFKQx~=<&f!J*o7&5GrD^$<2)5#rGMWzFm?}^?t1nL#Kv)=sEy{;8Z(6R}&@duf|cn zcYfXEaNS}%-O}b@=0M0*>g@$n8f--#jywPbgnJvH51`LMq>|0wmd5%4c0jE5h~zAh zF^%_kT~Xew$>8lSyYL|b@JRz5n7lD^t8ejTGwzT7AE>Qdo2urMW&pUy+dDGSdQRMg z(4z5WGn(z%f}aPb|M;-k^&OZLYn2}fCD$3T@0gosaqGiH&~z>OdxUCMTmpW>hrM*g zE36%F;EMtA7r`A*PYG~hXfiG80RxJ5qis@C1vW}I)Y@*}Gx$GmnSp%{AM`oJOtxM^ zh&efF*rR#l6H1$(0%}KFE{sk zA&A+QuV1^i(boVMRwxV>5zf;EtLV1_WZ#?Z29E^#s8%IYI-_Bbknn8*y|Q^qoG<$14q=3EmJTvNJTK_I*La3NVDWxi zbYO4esn?Q441$T#QlNN$;k~LM=nWV zE@dKSK-Ff5VYtYmj3O2DC4os}4uI^PyP-AWA~xK=ZjY$FoA)&9 z0`Di}0|Qkpe%`S)+xOr?YvSD;myoukb33h~2mYWIL63%+RTFVqj8gdthMVqPyha=o zT|%O-!M+*9^v_ffA0B!6f8Cto@q;k;IQ{!_>vOv57GJ9J+o7dB_O7dev7V=FNW8_+ z_s%N8&7NVPdDJ`cGg4Ae7+KZ)42{W9U1)*jHpKtFtOi8VV2sf%Bs8oL*sUV_8Z z81gc5i>fGD%U;Udm~nHu!gHr%25#=p-wZ*-R?wj#>_uWLQcU&+?}WdQmRzVK&=|uAF@3L}?D#pdm1n zBmR2_r^MhwZKT~u&EgjBZ2#i|jsZNxBtj$o9+_a22X6C-$v(x1DHHqyg?z>80G?!> zk}{~RRtfT89BR*-O1+A;l$Rji6g3_T%X{^UHCG49!hV9sk9T5%PV|IMS zAtj@qJQ1&0od~v3;oqjOWgW9;C7}zV!sWcp6sMsp+74Kozxo>f6{G=eGAt0?*KdPL zFwu4B%a>aOs(X2+@sLcMD`a$E7&GA$e|I~H)XcbCRzU?3-*Pqdd3VpNd)o$TthzAl{*KHD z4iGmF73KBfbSwQUULOXd+us%=!aP~!@3^p?P8dfIigo$3ND2NzB6~uh5tAc?vQEDF z8En$u=Zi%~_A`I%pW9HQHW#q#^Ok`Cp3jd&$9`RhIwkLL9gI~}Y6zN9=encw7yZ(w zD!|p!lz$}|LZz|H>b&_9kPq|Q&Y*rm&MoHH&UYu2_Dk?jO+eQ0*xLe2a=NHk+K>kvnZb?ZflL6-xfgC)oN#GppLgCL z%vT%Lc4UdN5C&mibAjXVi;@goq-Xstga0|=-SX0uNy}%vkvSF8<-`N-g(dTtoJN+k zzd{gSdgnKu;jj0@G0pTApMf1gmw?gDoeHMF#{us}#& zCuze^dgn4#^;B?!MP?09_J94dE5>!R)?6Q~;gFXZ(1j*!q-Q0Gn1@MKO_JX9A!4Tj zrX0Xp1tWtiNnqXA`IQy~EW~1m3#rBqtITKn&2}zJDtiAL%46-pgVSbPkQq)JN9(+- zCJTiD$Ejl*eVoe`->%E2Jpf8)rlZ$d#mp|#T6{sEZ>#;1%^n9x?JvwZdsf%t(b(T4 zs-gr_GY?C6kriRa-7^bD-(bjd&Pvp`VX;gQ+Djdx^O`U{f<;gL6h6bRw;6JF z!}`vA#&poNJ@w+VVc`P)5LbwA7l9U2pC`I^ac8UdCx5|E*dm9gGweu!G4EJ$VxCmo zw*;geG>sBVi|H$@lFy$`#}Coa(~mShknxPq4*CiHcJ!Hh73)lvlnk|12IV%=DzA$V zFPM-lWlnBJ7(1;>2VJ^^<=74mP{NhJ>@4IoXtr+B*j6kj-;+6hOTNxu4$3nwl#o2yLFY+il}mhTvK{V`q*5&iH(X2XkoxsEAaM@8*H-C&c79U zRMYE|M^i=kYh7dIX#e22R2LfxWyPW6_Lue>uQ+TZD0B;cw)y`0)-%pOyOU+rU1AxD zf*_LqUbeXffP!d7 zvfO3aFx{pw+UlQ3*YO2ZB!JTaGgynsIMV3zz3moQ(Jgd0Atn@G=0;Z!Gz}?;&cHx| zJd362B@p*P-`QRI-+4DCjj6ZHG)Uj^+qp0$TMEkndnca@)}z3-Xo2?9)coJ}@_lww zpF7xO2p5jKStwoEsX>ReQodGrE2`$7AgQjKp2GrT+&;JjnnJ!DUf@x|>e*SlcMZCb z^a60;i0l|^8rMf{&r*&AZfxu`X^s|Dtre4-aDEbPXmLwH6_I_^LRMEV<0U*qfE^`z z;Gn6gNtsT5zyc-LclCZ8By^N9$Fgl?nH0b?85bsud%Ii zpm?3w&lA5YH?Y>IyHHhiiZ0wGU6jvXHu=R^eKV*eC(|QYR*#=GOP+Xv6s6Q7WqBe1 z`t@@aa7{5pC;-c=6WXQGB+`6!@Ez(L73AySo{InngjWNUofV{fIcNo^72v`i^M9c8 z9Ze8E^KTn^A*SCso3ZD5yoRj(^e3>rYd0l<|3#%XM^5jBYs;A46om-E|52?1#`u6j)g(Wl#GBB!8JBQvoZh1o?jno7S$x zrpKy2{Q)-fl{M*azPVO3m%~8NcIaRTHrcL@VYhhBWxkm=e0HsB<7t&tCaVPb@L|<+ zDs!c{)_@pfnzLJV;u)1soc5{pT?FP;|7(y%7EC%H3=WOQ@ zHcv3~f8`0Fws#{~Kdc?qp$8L_A^|%{H>)Z028k1tiT?*ka{aYSs=CWTx=uBgE>Guw z0U>?C(Pn$JkJlx5xyz}CJ0PrWDqt#4mrnk$Td0dN8GT+7Pv@~;sz%Bojr`$4`+X^J z>l9r+Q)eUz;_ZPPcQp|8oC>Z z3|`xy^|BfGiAgd%UU1}ZH>I8~u@P@5S{ zag4CYd^55Q5D)U2<-in2o|SEOPn|=<;u$-l`yiiO2vJ9}Nx%sl;VnR(#pHC-Ds zN-<7|+}H=O60u%Oe^g<8Y9)p9ub|((3A~8MeZY(OyKnlrwPeo?0bo+(@8a>tto~)8 zfDauw^xHy@22{KiMDZZ=k~hnXvA^AaOA1^FT6q?zz`Qa~&0tF)@Y_GkbCTa_9X(03 zn!SfsL{wBDULbhc(Xp#w%jH^o!19Do4z=_+-+L$SG@_uq_jX52U~1^9ieMu@i>2AY zdGu!4(W9{>D>ywt6Ny;7se}$8cHopG6=qbEpV$>G8jx9&HSk7e4rKiWAPG1Pf5w|% zhJ)1tpfS9VyJu98JURreN|=9ZggqQ`9`C|2 z!-I{$e+0b(7q||4zm|hA7393VC|Tv-F|Y^E@#1Q?IjLHDi5KAu)Dt+W)ixE?_Nf<~ zFzss^9adgbPyQg!3G_G9F&kZfBI7Ovg`c&D6^UtD%yry^ppDU098$wvD z3OZUT1Km-|j3s@MhK2i+p+{Om-$8ksF%c8IpMz-A`m)2m-PnXy9&A*j&jy_9!E^a zOeMllTO~VvF8r|a)=I8`(Ws=wE&D2-s}?qRAo$CJS5I&u*5B(f_Ihv;bRFSfrf_~* z?(ZHX9{h1J!O}R$3s zO(g7|dYbeyI2q@;RU_WBlgGFzsJ@&bZ{&Nn?F84=_7V4B+BS%a>^=gSUvmP)k^?xux(JC4y{>!Nl*XOje#HvrKyt}6#A}%M zIhar(;h__udry(@P};=th#+=D#NYtxsBI^N_<;3Jx>N0<-lixA36MN7+5H3>2N8!B zR?il|oOkz9!Rw;=r$_U7o+ZSbATgz^d@|t^@E8c5Gx!wc)(yWF!ceNjXSJqo9IFOGrtpG)gGl-AKnfAH1LE z_k7p-z3X)?{&I2HXYbiF*IaYWo&ec$xjNb_8dD~>|LKfF+(*+zD3bA&(M>?B<=mGI znsOoNQ{St@qfQyCNrm^gr&Hp{8_;!)AtLoXH%YgFli|{_JqMzf71vs{VEX_^H`ife{$sQtc5#k)3-19_UFb z8N9!Q3@Fl8*Nepc{TsRSs!&A!Z~dX@hV7NJu~~74Q39sg42El>VLv*&^VX0D;vh&u zpA!==gk$(Ua*p4tI&TK|h<|E=MwD*(Hx|>BQz15OtP1$&vwmIsc>ca#2ldUvjz{x9r-k(7Ag4y##)rYeCItQ%tfx zz52h2OH9jsP_!;UQX`631o^WoEvNy5bD@d=FMMMpA8+eA#IN!iL#l_g0?u!{N$xjCop!gq?0@L3(7JHno7*)lZL4I^*gMy?^pnnq zfCqXU&(2>}-x&>x!+6SHoIb`_9(MOKCW}fMOZx6ooaR?w!!h;&`YYeIeDe=KYt_9w z!k=z0l^^!hR^eUx5%!*A?xljOe7$VqA&1X84u_$B`AHB2FR zxCdU&Bl+@P_04j`{pe+BtuJG9b`y+@c4li6_$|igdQ|yyHM#7l(wbjHEl78vS^E5O z+_9&wQc7cmx;9_5@5=w7q#es3vS9LwSx(u{kl{b4xz>TOv^&H)*LXcCc?5BzT{ zZZwr_m2ECpf1F8Ei3p#qnsc4#cb15un%fo3>EsY6WISPP-{+wlG4xY%;od&QPT4ZO zYpv;gs&0@1;g1_>v`uB1o># zlcL?9@L>&pW^b73o7b5`+5CI1ZdcS8A8P`!@a^3ROQbY7Bi zveg#9?v)GTbDDW&yZ0+w>TzuUdzuoo#+$I{h5&Y>e*1BUd;0>aJ>9!p{G04AMvJ^; zPM_L%oEkq<%vbaH9#O@iXm<`uVr;g?T?&c27FxR$K8I4zwhp6NP+@wk*=E(1CL$`G zqfG%kW7W=>zt!zb%SwQkx_~Bf~ zWptMMtYAE@`G?!67$X(Gb9~&xehN^Suz@!`yaYwLYLZ}`rV9ARJ%$sBSf}1vf3aCIt-rJf8(#>I8^d@w0gfN@Z(|q%ORtMt$Ony7L;0$ zm_t^g#hm?2fwOSQ)J@s!BIeIG=2|Xkrwn|=>gkCxdBM`>T&0Pve=+`uG>k-(VQ4ka zi0oDY7n3lP2$ zhW{y!&o)VgD|YFkGtDdQ1A8+D~pDD`K75vF>n#s#w-Fp@}yLj$ZgiIClh;DX> zz%3NoN)~kqrVq?Y5$n!rFwiDk@GS_I6_H)4o%p7LcIoAof5Gx#QKMCmj`P~5i?X={ z-xZ91)s2sY8lAokoBC{Uer^oU_Mp#4y5RHzwhw{Mj&x0{cqzL_`u3|;?zt28JWqOq z69yl5VwS9igL31Z9}XuY6j$$}vuH^1gFWo^c@cwc|3n^9f1uUYg6CtcMPW$ao3=f@ z$8W}gQsWVOK}3*_pO(z{Ti?^Bgjbd_NU#n+vbP~7m1W_ER>T!l?$68ybYXrh8Jn3| zp_9V>pchqdCoAsF)$hB@RxwR{v#uw7QBG9*XLCWOKX2@&2H`f1_p+7}UBscx-qu}@ zt$P)FqZ#~}%KlUvfj>@D&@8BQ=dAZZ2^3~q)62>>UvsKET; zT^Me#(GR7>Q_(y>A~|w*{Hxb!J{w}+vU?iE%=Dc$gC!@wkV+P5HzY{?g zBgdq*rNf_Zw7VHL^*f!2au`dSxglXF#+QG}k7_^t#qiNKgY`n4(Z-n3-fpJ$+*H@6 zWoQAS8-0aarTHbMX1(Lv#i?B$6k5Z#cq?jifJAs}xZ0LZR7cNPPsxQW;g4kpQDX^J zcdg~$t4>DuBswh^%U{ed&%_h0`{m1$@wmt1USaM9FvbLld~}vmTwL&8YxPI&(Ij_; zrLM)Fd0wPw7cW@oDRFxRi5qvmD6jMV`$63cN9$vj{Kp25f0Bjx9BwmMw9)PD(!*Oy z72|c^qp44PwN5TS;tL`;CD7Rxt?A-Kq5t6zGw$g>mK5+7wC5hXZK?gfVX!nyv{pDv zYK*S`X}>Z}uz(_1Uw!@z|EYl1fg~AYj%3;KFaABYc~90R@%+2!#p~ghSWxU*C0ywe z?0lvZ@yG8m6nVN zW=T#aMx;5MbY-?uJB5=3NcyBlsnm&cz7c0PT;*sz!fP~=Z!5A zHUIS)Z^v_|{!c79(rrT&!w!Y>mZB-@o;F){{Cn{k7nzDsTD`F>!O_jQXci3fg07kT zZ*7Cs!uV0h~IL z&;R)R5u5kIvq{5J_s69VxmC<;&VuTt)U8>%qSE=heLA|B^BU&|eqK)L5NqtRnS+v& z`4m;z%q$kvA8^>vb~$^B)n5(Y>3+<6s(GjwRALo(=A;rwqO%H->qk@J8ya3=zo=lK z^HP6xKhGRBER#=yDRIMWl8ejJctSW#QDr&lA|+|F5atk!^Dtm(x&4J8S?yM-wOG3c zM!(WWQMQj#5l7V9HTjd5us<!I5lZPk zwU0HFSmnqUim!MV^=u~ZUPp!7i#OC+I*^`Msh50vSGRH)&2us`K1S{IC z=8lt;Fp6zF3cVyNAg674|LcpNgz_>T%RVKY4ii%AEh@(Qin8UnD0Egd{Wb0hLxM60 zHyt)P8L`9cA&;`18`rscSNqU|i8^#oSy5`rLzQH+GT4fzSgd!rqF4COV~<^sYP}h8 z+Y9~k#XrGvnd*%A`GpJcls^X7!@T!1N?D{cv$N;Bt36qHipW)kXBcL|IImSFTiiUn z!BG8~4+&yof+%*gHSEOwvBG6T@^Tp^yK{3#92HAfcm?tnf@5XESr(@EB}+~=)=Ir> zN4$gH&DzYuLSqcI)Qt7?l*mjwZ5ksRC7k5nmgGMWIyt$PbMG2wP#j-lb*s@~^>@=L z_3`$CFB!=h+06Q^3tNld*8<-iO8)4?MgM$47WZ;vZdZ7HXkn=>)jBEZVw(!zO8r1c zDZBV@ZCkab??d>4{`94?gmLkVKRD>+m7dg>-}F(_`Vq^5%KadhdC^&9b?W)AWDoB? zyK7a!?>rSG4Hbxe2Sw?TdseIJ zct`%pywrc%8wh=6dCeZ3aQ;H*u}z zsiYAm;B}gsg4tzIYN^v7RL~kEwqyQ5r(T{|KQz}kcYW4`BR%IAYqu?jSlVBqa?x)* z`FBi%W%k3!aTAVVK^sBd2@q1OGhR;~r)NUM@N=5`9tqqzru@8;HdJ1QJK?sTq=2FyRcBLI;(=Q!E8p0se@-oeFirijN2 zOaJ150Rdi)F$%W8AAx0mnl_g)kCwBuxx1vbR`&_KO2;)d|Gc$T*9}*=^lttxf4Czg z4PQq$O<$V?NL=hZ#=Eg{arB4^5hsST7 zw3M3X#ZGCr9%ZpP!0pf*eJ7*}kH}nAM8S|L{Lxc?hsW+%vZ~#4Z4RSd8QOCW=Ins8 z=7QvyMhz3%z(H@UCZ#Bt>I&Z*PquI!|8VQ~4{lZ_C29pUnfaZa`pG&R5!vN2Jx?1e zS}GSz!iv$D7w9Z2V`K@&UJK#rt+uUi4Q>7Ck$T+A!HbxKhNWZSrS;L%hWZtN z{GahV55-F7scVPNcHzzK?CMev36+k~_RmtG*CM4#Y)S3tdSVp29xMCgO)Y^rYV61* zo>FR^TzyHV!7$|bh(9dz(Cp$=n>;#eaY}_8&T@y2+X!OatIswTm2(K3ssC`u&%q`2 z_pjq|do!4yxX-vVyHt^N){*M$66sn20(R}`#Jsb=grn=>Hu`WgicFJ=l9awV+oE(5 zK||fr9r=#vtb?3A4sL%u$jBrpAT92uI`AdJ9=Sk0a)yNJiy;0kz9=rfc$!!qcj{*< zw2#Hgo)R4$IV;0E-|%tHZHJhV6a6x-J}d#rCe}WOO^F*~0E)B43E>lg&3`vDGZT}L zfO8Yx5{7@DlJ6&S|NflLZf-mIXQqmS$KGJ1HR(p!6r9D@M`L=(NI4>q^N>Fj#xkX% zIHiwTEs!jmp@x(}+At*O<@z)`%Bm1?SK=lst3G}wz1J!1I8X7K3n3Ev4^z8*Uq=Oz z2>|##z6Qa6CofMlzY(`$+-{zq+ouvjoR@KL7D_2abmK>~;PvZP0?A1a^mJOR+uSyr zmOHqA#cNvHBv5b;^Gk+19t)zv+z%DO9mK^UY0s!>z4tZVPG)glDlD;SipL^k%NJQt z_@wEPkXLeX@XqZ17})Y(v(2d3Zek}_j-9Mn+BER7y!rN{eD>W-`1PO55zOU`YId{@ z{etC=RYHAy%7sGTs}I5>rIPWJ#DG_EauZT7?a=d1{_@m?qf7qfTUgjTxb@k>VQM`p z<;SPWE=aZi{FtaI+_Ntn$NM^@=4mrk#{XE7u!2ENCx}%Fg_dpuKN@D_+&||uH*ID! z>YX*brMcTRo!{o&3)T)cb4`=u0__-4*u}E00@3_Guj)lZ@+ozLuE0_hp`zAW;_mm0~ zD(vPVF{R__&j-~NkG(7BByK29o)q~~^?dS76pYo#{_Yh<;?>Sy%h+97%IwJ+S<>kt#{U^mpj^Z(sdV1E#3-E z>Nbk6$JMV`qRA?QsnC#oyk;&uYR2_;sLYxOyJ_*esQ0p zNin>*67c5^Bd7F)kBtl27{jmUYx>=BO%(?Neh+eE%lMuw?AEtXlegYj!k;^(^NI|d zpI@J01N#rh4^yl>dG6^`VQCmF(45VbmRcU?>b(i0{}fLI>}ivoNHh;B0!xyd8rP#D z76D~Z`IkdHy#)!-nf>E$UW>Nv!@(Xq5B*Pj(}h{Ue?34FluIV+tH!Ho#Sy=jcH_PM z{x6oA`CWOzToS{2?7iq)O9}-0?ibr$0`L|nxDiJlM{(7sKcM4KyU^1=cy7w%HPw%D zA`!y1yXj@hxm>qV=&N_MIrF>;z%SE|=12;&F?dB2$P1Lx+w9&(sWmxi>Y=T)A4b@hITbsP7?iN2!}SSW%>2bfyo>mf!@ z{E9XFLO{^QDB*rRiM4g>Pv**gi#Gk^9?>G2>#@Ly(RBvj_7BEVX?XfEu2tBQGQxQN zRQc{VTope!Gwkq78az&$1p9MGA7NJ+{}&10m$9v3?zrA2gt3!}6-f(63E$V9B=S4!^#lGus zDaGqgI{3HzjlPv!yv8HLmO~w}$3$3*H%SvL1eZGNu14PmVR}LuT^D1m@RJhpY*Mo} zOO%?gx{GMVH{+A3LTk&JqUXv1#JGWWLFTEAkjJ9>+D$H`76(kK<@=i$WYZGO<}-k;^2a$3>A!~Tp5RcN5`9yAh8$@-{yY{s(WgzPCK-22s}`A}p3UMP^PrbrIAz9=n}5=T~v5F&=^@mrmX zQZs35BX0#r3`Rn0ZGSW*CuU8}tc7Tk;FQoPs&LbszamW@GD6%~OFNtcZYyglE5*d| zPfk7<&*aPaFTX_scyVbhfC!7lu+XEAF!@S{>xKijid4Gs2j^ewD^LHKL`h*c1vwQn zb076@D=h_uHV>;#bB46Cc;?&eWghlql#L{Ot1UpsJd1puA56%4&cTDPJ&mm0np;fA zPf71G;jwVaG2@Gu4E@_kut#Uo|M2wJUquy2e2CQt*28r;QwkDwt#vZGqX4Px(jET! zw?=fgie)faQGXy+7iaxzZ}VCGWCn8K@18=$0JQ;Eu6FAkdJRc@^k!j(I25!mjQ=CePeTi&%0_im7DZW#vv$OWUuu z)KD#B<>6Lu|?U)m02#ZuzSZp5hT(k76VN^rM_ zR{95s)qU_VFm<6Lq$8O-!lfyfo^fGCp=pvRa-Qo67V>m;4n3R^0uOB=0$yZ9%>y_7 zm;iDTH@**&Wvc4)r$kgP%vtXE$Sv;!*2qPHm^?nE_p?3@0dBBd?Ov{z?ZM*6k;!-b z;;rxYTPJ-?EBn9Z8E&A$2%OCUGy7a%cq;E8X&2MWrlkpSQ<_T?sA+f+2RG%41rPTg0i@_0+;z;0?|yHG)|Y>w*1VD@Ba(YO8-JM(KfLywU1sd zRCM1sPxUlzY*$jqpIk_CCAK#JeD+7lM2}EqOf=|uLEdz5@JzIKMELW`q^B$3s`xHX z*{JhC7|&)coD~9s(k4mU(?;q1b|p4s+pjRs?)Rmyz(vO=B-}ADV8Cc@Zie>N&e+X= zjga%>NbM;H5Ljtr%7!XqWy(~*e+gKWWqO8vqzA+vr zUQtS44)p-B(~Usz-f&TGt273%Gx^_{DN-&m>Q)AT!D4?G&GHS_D{R@z0<)y{7Fyv& z=1++o8%S~nK}2&^pNQRbVF#0Y#P7-B+x*Ft{0@Y&Q?1eI;TWZ~c_5NElG>HZ$75O_ ze>{^W^FdvlBx30nd)1S>F&|pVWiQEn5VVpYMGzhrv(VF_uC<1hIrp3u4amt%GB4U3 zV?ZN=hhMrn_&+c#?0qLLj~Xe=7}JG-{qegs z4SS1IVMMFKS_krmbbc~IxfTkBuY^nPzsRepe`{K$pY$4$9H%9z9vYZWZ z3U}&70}3ooL+oEw^@KM5s#-$$#E}G(^G#cetB^QDtd%vE=JsWPi?EaT9xj47;T{{| zXMy==2p%&Mkh`D=J$yVoL{C70{9E}g9Z+~3Eh&u<`o<_*h*uIje~1v8`*s?$@paD5 zM7zE4eqT5|*odSZ9Ld0c|F|mj^uxg?W1CYYuTOT%;h)2B5okE@a>nMnl-}w-WMobQ zGg6kb^OrcUyHXKTj$*Ea_PenmOJm`@ysS+`aB`keis1G>y9xzDh_l+FKYjw?uv9}SqWf4Sn8*oQmTh4!TZsTv%5g(DhEjqT)2&Edk_ja zJ$msRI1`=!58Ji6Bft3EJ+!suAHiZ>P)eIQj168M)u{~s7Vge(txs&m-hTt5(A-`6 z6c`e}<5?@je;`Lc@{T-`l)1n(Jaj$Z zUl+X0_?V&_|I8bkcnd~u5oxl3O4?lk_bKUBKTk1)Z>czWl`_N=xHmZeqlRojG})QN zdElj4yFp#~@YeCryN&Ta-}#|<<3^sM-G?d6+(%_AQ^2GYrQIz zDG4j7#q}|IR>c(2F1g(D_y4i%5sgXiT4?H+b1@lN_4$v@rMj06@4ZG}f6F`c4eFMb zNo1|$zC-+F{%n}P-+?TYe0KRkIzqDz9@6fwNGx%1b4pD3SjlnAP>-Y*kgVKvDLw7a zDjY1K0l(drb{e3Jd3HBgGRCiPA6xK;FQoaB~-GPK3KPD z_+9^uBg4>_x}Ur&;OQu=p0L7FmvKay0f2qh-no3eyi#`_%%|x1I^wdUI#LPpV@n*` zq*r|`#jM@t61-1(1$8#sxV(Q9JDMO{^WJs~s-Z?5)}K;=VT1k2C2%VU!t#I0+9lhQ z`Q3Dg7*Aecn}MK+J&G=#1@*4e;NJdmVc-aW$`syh!+XI%h|Oyg7J@ z;;PKsMwulyJH;71E$HDO1oHjaG`DSUc{%wcmT2lb6=ozF))ggLNDnK#Px05WO=8*n z@S$`3wE<6KddkmkDEQjx+z%>ry=QB|e6}@L^(_VRyjbT03eDVRii#pL))I`nmAl^> zB6WZqCJ5)Q3J_lsb}T!xeRWDs9WKGPJo-LqLt*pFa3ZN$cT1~UDB7^57!BDaa#ECk zY)~e8N>qZHEC?*D^`Wdg+Qr|Qrc85?7RS$*kqBpuT)d|cFeaQ$^FZf3mqCDbtWj53 z*p$iT%+f11mS?NV!gY1P;r6-aAyHbjIk?>kX}h0cu)K03RQgavNd>t%omNS7T_T-} zUyz^vnmdV`s>13N79|3^4wW0MW=x|7pF+zuSD1vD;uQ}|O~55|E)GV_&%fulD7YJw z>i+UHsW`>`AwtUm&FML>=sQ0o%v1dwMWozwN$bcxaZ5t9@Y7^P(+w&ouI*Dc$zFCF zgrS7MfO{Fg{_QS6!w>J|-j_}ezJEOL#)+7C8ct8o#CJ7x7Iv4(g+79nWY!Hvn7Hmu z>0%54Ny#9kgGV3*C3KIGAx231kO}Rkmc0wNa|Q0~VA0|*p5R3-e-!2YM3mx-1DX3}wE*Q% z3HOxWa}kQ-pIp!GV~!g+-4oU>EN{F@>win-p-)9_>Qo_s1RVvu*kT+!e%EP}(DG`f z7np{$cAbPa#qbhO>t`kD#cr)!^!)D7VkEf-PLO7FB`^t}3~s#V zc&3uSzzw(#YCH?L!5MpBb3R5Y;-{TrE*qQ!?~&c5SsRVf{oktj#82sRxIYx&)<(m^ zpU)mK@QBvkA=o4c^K@>uW8)j`Od;~d3;u3cVl^iV^!3-kf&z1ox!H)7^l$TmIx*;R z|G0y32V=atS7q@)s=m%k@yF~?zl?yS{Q04z_Z)ZJ?+RVDAZqu!0Mdf*3fH2nC8*?& zt~`G8`0$^zgI|0*$-I6uSzY%qwxe(&HG=?}ey%~)FQ9gy0V)EnW9o-Kke2@5$NxYR z^s`A6f>%6Ls>}wSowGf%bYx5}qKAVcB!7>2 zV*l7k6s_*5RFZ#I7C#SVaWwdpT!17$$4jlyUx8(t1<^@~*MRJqzipNnbS=yn-V2z# zZlGNps2RVUq3tAz6hOfFZ`%$vRn09uk=n;n@-bsoPgv#N^#MXl(!-Sz+afzuOfcsh z6un1oBue3xwL@k28g^#|O^83E&L2Eoud^j_20YMsc9EQDgfEb({AO#+X!{kE+6C~n zL^{zABlq{SBlo|tO6@sJ86e967Ee?|%WrADCNvyLpVE>_Uft`6MI0?aWXps!vf1`O zx4(avlN9l%C8@0qI|?8@m7X$vT{#uN>*M{1{j!Ov71OO81}>hb~^<}cI5vMM&`XhNO>su^$KEi$BtVcmSNH%`J0ljJpe5yC2|if|?-As?t9u=JV23}chYrswH?DKW-H?^trufIXq|qAeAF zQzi&7{@quT3ptlN)GqJ!7joAMafd5chQ2BmP3B}YD=}M(aheKOyjA_lNyPr+u<}%s z7Vp|n5)wI6;_kVW^7##9iP1V$T5mc*9glbS2uyC+*Ha}an^h9nb(@SsX9ncvpTZ*ty+ia6>YI3|QBG&wGlcOwge`yU8(C{~W60M0 zTXTP>cqf8~vgkh;cIw)-Pj7*ea^{^6Er_{?0%0yfWUdmxQ^FM$9u^{4d!ez8&N&S<9<@%qvB+3AI=g*Wg9`i<`m#`OL_wXFwuD^{o{xji|7FMY?O%CA&hLl! ziZ51|3y1FZ&%Pk5O97D-63au}?c{ADR@&RtfpkwF8~SQLrhUg)OrJyTvdR9!{Hl-b zV;qy$HMF|oJdpXCI05AG_H1@6dft7S?65=MedELIrstZ!(Sh%a9#XsX!{!Yf_b;?E zp+tgLG_dKro+>gt*^UxQc!O*oiU?j?%<~1c88+?P0XJbtXU+q0+V=#+hCaL1ygn9> zEFP{(euV`?lL-zGU^6X@oY%}?FTt^~K@!Q;_1CA`{Yd1{O~EX5X!8TeNPPww{an@_ z9&LUfEw!4QCs-&YqlbQvP!c~JPhGAkMVs@t?1GubLS9BBbu8Qzu0G{&V%6lSUB4*l zdfS1$MNB3rQ55Qj9*a&DwiGPc12(m1p102;bhlx$uHlG%{3fe64u&QD6?;XGP58e{ zt#CWA;g$2ADrHiya?6G;zNK#|M3qVgFFR8R+IoCGAjDBAbw^;}ds zW}%P)wP@d$HMo#xw;2ZYZrXpw|3`K}wO*NUC8Xh&ZDagvPziE_0UKY2I+U2cpy)em z>|OFWe%l$q0iClz;lGTJ+qx!E=-0(`GS?w=)Rk;a)hmz+ailU&#Tv>)1kO7Xl%O~> z-RE812XOlGhw9a9`1y?S&Cz@d2sZtmrS5ixR(cN;>Vcr%qZ_EEB|Mb|-o<39F`nUn zMR>LyK!kNXF%8DWpdQKi@zn@wHqE%P_JK2eSkb9H$6Cu{EwVdud#j<{6|R5u!_O?r zRoU@eUds8c6FN!Fd?gc_vs8UyFtO>i!VV35{hB#04>g{Vn?D9^*kV}o;TyF@wDAl9&fosU+MVIo&GhkCdlOh94otx z_CU}8_SAQu*TAqg9HJHP+K(iJAp@5Q&w3bl)_TRo2P5#{WK7rkJH2TS2X6?Y-f$dk zs5^`B+Y@r*yT(Pf((MOCd9QRl^%BAZt_Be|20mo@1O@8)+17G{{DY)7hk*}caz5UZ zOxWBIO*qmAG0U496`StsyC01E8=>gC-p`lOO71Z0+UJD#_dZcWPU|B=b7XWutXErx*&0V(Do}#=47(s}pc;Vm zCFNJhEGM3E=gBlk4JJf>^dp7Pm+`^(M8_mq(@trABn$ZJ4(xZ5s13%&e+m1>?|pgM zz`#+@#)QA$Xpp|uT)e+*VOQ?WTmI=G_Hy1b)%Dua`6g#ptop+W`Bp|oS3`%^)_k+| z?7Eu@E#Kz;`U(9K3-WevLICVx#87s2z1NNPx9E)zVbAL5qimQ1UXehA^c(UwU5{^% z##}YfEei)U@T%O?FxWcYrp@$QndEBf=P>6gVT<7>WzhA@8aZj&kho8o42ie9inhVT z-LL{;%hoRW-7J)v9%S{46|b4sdj$FC%3qWt2_jp)e8UU-JN*Rf-XdQb-WhG*dQrDE zxPd;;!4-0>8z4Y{T42w&{YhqWIY5;#-Tkrq`pFhEof}VZqZlGLgr~7J+RT8}1OswZ zPz>magzTqdO_PB({k(-A7WNn+k5>pnKWP+zl%kKx614%*&AV2(RBC94eqtuN*wfNc znAVv%f!0um!lWgM&OGlMlbCc!k3}gW??ot8fu2tTW{4cR&dZFofOkZDb)T0<&BI8K zF~o&?E?6E#E&)*R6ifPuneLaaqaNrMcJ!%4r9D(-dg+EQwP*Vrv)2#JN%c~O_~G#S z!m;%9bQe=DYxzu8t`KBc_HPX6xlq0Jp}g*Ovx(gaD14lk9jZcskG`Sfbi}ARh9E4ZW19CP#gS`@#Pz-kMO7ZYH@Rc3<+CxH5 z%N|os6c#NfUvBCMddhNtykFs0oNqdCyVJuE*3OgBjcBnI2GK%#J3rba_uxoD<4yPR zvRx+O;@07_Gt|hrk6YFi3c4b4^#Hp-^5bl{rTM}=#z5o}O5~F4+cK6S{PMXByA)_)=Gg|ytfksUv0m{Kh3E4dtos2bt2Spji zz}<8yk$vI8>jZwD>M|{9hv$f{gTXEZ z)chwtl2;{GizfeCa^@t6t26(T?}O9~5E2yOWgIcDS8hi<%wlVKpm-0fIU7K**U1fM z%;s!%ww^3iI(PliSUwUP#h2s*YJE1zBqi+7WyKY})=Ud!{7V7X zg?n##M^Ii)l91qbAVh$5f;>D<2xkI302Z`UoK)K3gnIbv^CCnF+*)!9rcxD^$y$*3 z*_B7oROsZSaY70nYYf?vxAtGmP0PPbe0Pni7EyEoyxF54Aqh{%Yav-3)9|#>@uqSi z-99zvr%?rHtpwhHCUNzn8o+plqq+C1NNpZs&(`na)M;2DZQYu~CI4e10^~=#16}dj z-Wn;9qgQagN8)gRap^w02)Gc~j!DoKDZJTBw5npuF}NlU)dx&xKZ1XOb)fyz%yQW< zEa|@nZ7q?|aMWtFP?s_Nc%~?oF9;}$0o9B2AvG0HxPCi^LoGG2Q)x(7w;Vh^8=fNc z;>Gz9zTj{_vwG+T`ST169+MnGW?^Rs71VG@3l=*hKI|Y~Y%TxSEtK~D%CPX7RKuEu zjc9h)K!H9DQjt#kNSl7|x7xA0i%h#Wo%9hY-8Y2H6C$jl$BqgO`dOF_3?1xPLtYl{ z!($1m=E4;MgK3q==a1_cT;v{)vP$lsql3aaV@SnxZgZDE-P;pf@u(oh)zCnRfSMQd zjP)IBH}y;+-$JZxXaqG6OG~qZ=UBhqXt@w*W#Fud0WX{P^jBMX9;NH`rh-gZNy$ay zlVq9(A5`osqZ=CDWz64icI@~JV&+?8*3i829}<*bqJnvlU2Bhw4(Y`R9|h8>c0kUD zoZx)!4_)_LL$dcDV&B<$$e^osVeJSX1fupegsO~d)Md2zT?RPeX(5?o`THqgo{_)^ z^*Z*(PVLVEjUdJy&f`rYh_LTK=6bHhsQa~F)OvR10Shp5Cp_H8>@UeR=@P^)${%5T zHY5hVwG9*muuZ|xFxecEY^s(H_7_dl53$MGmF?!E(t zSG0um-0B-9X{`7(v;_qESy?ND2kbgV-jk$E z#+69Grl)xQ#(4Wy;X+LY$HZ(olQ=eolEBIxd!6##)Zj$cwbl-?h^j_eg7P>iz@{j0`j;#{^ z@Ne&5ul_>-V&D`{eIbKq;5hLhLCYs^ zP#|?Q=w}uGHEq?MtBJc*-2Rso2)OVf0_+l?CYj3jWPZLd+oN~K?n$sp{d{OZK6W|> zC$2c{^4R5NSC;IAI_V-jpFh8hnr@9E)59%SCN{#Ea`vBNQB}n^Or(r=RcYQ#x3-$h zg-sHIOQ;t2>8|oL=x6(}M6u6+yy91)b0Wxm4jTqRmr!Y;RKWj; zwXZnk6aU;Ltt+@Njjb_1y?2PFZ7z{jIJ1 zLPs{G6XM~WS`p8?XtD`7QWrI(8Vn*Rgd>O8_;B@W$p5KYzojUC+3@J_eBvKkEh+N% zk9<&b1c6tB@-AH@Coe<9KCt&xP?XykF?uwWG!PJVj{N!a(9tQ#6l`(&MtlRN&1KyK zx{?oD$B!+#lxvB~+5-$3MBSE;Lyfy~$E`2YlP-U>NhGEm_VsBEj1&wkSn`w!6h00x zHDwHb$4i3GC_kdRk^lTPje0Ni5t)sfs}2|0}mO7L`gxjj+r0&66SnUe$&}OUXDl_ zVA7!RIhuJFQ1eoSY__q@{pM0FNXnz>*BspV&rb%9;V{$xCL;DeKvJ~Va+&v8%bl*N zZLf~dJ|X9N_|u84_qmg^^SQ^P)t)>SSNk%0FKdZmnJWj3v|Wn|SB5%ZXi1%W9(`sO z&0N=2l(?sKSDycoMBE~=zyHUnoxA{`IeY!Fnendu*ci?rklSs$(&7z5DYcCJBWaJ% zU4q9echFhi$ryuyXcGfoo(FjO8&8=;8oP(CWZ&LH5G)*vP(kU1ekBmM3fCEW+W6q7 z>_4FL5iFg*l!kzqt1plSskpiMlZ=kZVVU}v;jk&VxY}dEPp6oQ90#FxihPK%!($R? zw*Y^=F9Gt)QKFDxcna1z`X-tM4{2u;AFZcfuV*xxP>(CuvFXPO@s}AidZvu~Zv`bM z1pK!x1Ja!kSg2ku5Y zEQ3dW&5qFe>#fHhmHFq@e|%V9Ap%i}+YbfvlI62SIGR{)rt>wvfEO}P3$sB|r7?hL zQLRK36pd!cAYh$^3AS?w{+Lj`>6Q3z_2$Rl){moB2 zF;g&Wlwc81tPhQy#EUu4!XRes)z3@3Fr2ye_dP{4P1)od*$>VCJ$AfRC#Yy-mEs!u z!B;^7^okz-7Gq%cX#mpH;Z}PQPE4OKWIpkX8_^)qj=0}}% zNK?NFpInlG;Z#F*fVsg24z7>^We=*<4+c-~TQ(Q<6m@SYP&pBlGGeQ$PP9SiQO>!X zl4e{OUHIsCsUa*$8)_N$8)uEZt$}!*TTZtsBiDJngp02 z>5#>X%C#G!{E|2JWijU_s|=2~;YBj0N2yct|C*QV1e4Z5myyy`S{(HAlm^I(e0j2z z>9};Z=|7+J{W1wcJ}Uu+PJ_gejLZS1Z1cm|a-DL!jt83h&9fcJo-lgU6NZ2wQ&dyM zU2`)dSW$h~$O4GgzT}|__m9J-Ucb&9(4rDJr;|?ocKYm8)FQv@QzH0>1YQU5v^hjJ z06Nf=^v=>)wGke9Dq$Ncm@jL#K3-4AAeoq#$Bj=wz@_gDLv#h;?}rf4w!kClw-prd zF-T;N_+<`yqANC9XptdbGLc| z0`quc!}zXUn*{Tb!tmc~WR&Ll2V-x7#Q*CL6`2m0Nugcgz=VlId||wDE^SI;Z2w+% zv;<5mq%ND zMLGux_)qabBZ25M`1i~~d-V7vMLZJJG-}0lBOHp6d-4<$XMVU+@c3|7X5t8WI<+@j z(Q_tFQ<_Jd`DsYaWmzbRn#HoElz|+m6PA!o{x=7L&bIIOz(8{!kg_Qm9qnyk z!1LSRq1kRRVL6z8%~1=QT^{z6i{O8b3}F(v^^V|*xVR0c0$8gF(OW9xZ)jEwLMr}@ z;jMH!!_O|3gHG2})<$dEq-wz}z$N?I(Lv-a-%BasFn-haU4|FOK{xN^1WDB7rp0q! zX=tQI>D-ChsS9pkFb(V>3=JE9F~*f0(vp4~?Xsz$sOUTKnc?n#M0KKb8H%|$NK4kE z#8a*N5%*uoD;tB%s5`Rz1{XJ?9LZUvQ4(nA|0sKy53c~nd!NKk>6U5q9#r8wIXNYY zIkREhiJ~+9v)EU?-ax>@&hEUBosiaVs;GABVu?Rb0rG>2dF-NErm zetnPfR%!D5ndj=W^wd4;!YXihWIs~`uN5F@=L1u|Dk9`T^?tMFZ^jKJraym$lQU;{ z>)W?)7}GF;yMIo*$OH?SKqYg$*Gy?R4L@18LWylgt1A_j+O|-wL2$X!ANr{&Z;rjY z*R~VPe<)J8_~43$quv|=WH*!IX^MIp8W8a`MD|MVqH{a*aiKAq62HF19XeeKcU;dH zb5asu%x~kq!mO7%2ma>SfKk|`hMDTEPG+*)>DxC@y#he7d*DEr2kH}G2T@H6l5!^d z87m+L0IvO6Kw#mtHqcVj`5z_A9Cgn+s~7;UBNBCV?(INM`MW68xqu$L88IKx#5-w8 zNi=29I#Pd)=V_ce5}7{bO;#jcm_K!ew#OHvoO-|DV__{xg%%HhI{D^&-=|`8FpAk2 z6rC$-&n)?e2I2qzCL1W3MqYrj#A>W1z_fqT)beh}^GrUYwjxoA zLm^E>koM$=9{L>C7+hpUx42#y&FLVX{dGMVGa;jN3Y&5g5)Gvf=9yvinEUWPrGdw} zCjzD|KjqxeWSL>nUodU&*{-BY1W>l?(eKb-#yU!1T( z>4ZIkq5S)d6=&%S182kUx~Q>QvpcFH!+QKImrQkB@w^ zXKp_w;69Ncn|{DBir3^)ETq@2aR+fcF}PAXaK?&6>~Bm-v3(sL^=u!s8zWWhG}UIqKc(JVN1W z%&il`rMKrY!%R&{CnBtkzIMpE!{1^N;&3gaGKLRX>gkWo^SlA01Yqg?NU%KMNew4Olkk0Q$W{?KZLvs;&o0@|8pF)sR^!D~*JPQy1F!G2+h`Sl9&=H$E z-Dfd6CQ-+C|BP+VN^%FCpvPrUiiGY$*W)H3fEFMln%F~;9yXRf9-tx6=Y#hP?P&76 zu=;DTZiiY){8c_`{D4-5>$J1S)c<+@#uRvA{^^I0{V4!m!;?4g`(p6>YPZ}TG3I$n zaoil_r&l1b{`dFEh=W6o7G#j784I(SBF>LS-9-Ejl3C(t1XDdgI!=Xd>{r2yXtL*E z;wo3&lq}*ESo-)XmjccQMW37t#zFet;pz|~eeb4^;H$ehL0Xv=Vstv2(Kngv-&p2( z^F4m}>x>nnLFs~!*ne}A+&r@WTIvXsLD4sxgB2|E-t@U#RD7OsUKIZgKe z!`@qmWwm|n!V77TMnOqMk&rM5X^;>_K|)$YR9d=}4n6 zy>pDggQVSS9^X{&xhJ-oc0{kxlxvI4QOMuAznjm44qiFxFEdyrCYh2k+VjS7%Eb<{ zkZtZ+j(Na@QR9_!9IIkgcvHE#G=@dXXA&Akk?<^Om^tGq=af6hEc8L?Ely(a8ufy1 zr;%7qPeV}&N-bv-B)IVboYVCzsCfZf=*+Tua6G{gBOlexXgNoCxGdCQB34#bd65AL zi-PZoP45y5F~i}n*ZpBWWEKn<$hFqjx$!ZxY@*Gkx)g{TP0u5wv%giCFc#gnpm~g% z`MeXUAE(C3iy#)DcLrqpPNAZm*Dxe|HZ>m@;!YJWQs4>H2epL(gi^P8%dZD|?7r75I;mz(*M{*Sdoxs=_bzZOzNxZ~xN+`+0cqv<8+bErLl zP3Lo!4d>|{Mox*IvQm?oxUraaCrK=z0p2fxpNZxj1tU3xw@H({|3b%5R!KM`eQhuH`CJj5uL&l*-%!V$H2Mj@Jg zKT$=bhZ0q3w;8PtVV?>WkTonWROPS>0bFPqh!Fj@s^B z;PTAP?~FimQB;XheUm2ijs_^;Z3iV^C1s^NyC208&73d={ClT3(q!8+K8dCe58&(9 z$pN47h0im9k#|=-W+yQ$dq9M4VwV(+Wf#5d!O>dtcqLBgcOElR6JOHt%5CG1>m(W* zO{wCyl-qwdVxHhEs#6|92Q!THL_UHlfzGbH-!>V@sd%|x;EvrHh(N%$Q9$ z)ImUG=UCx=%A>`xqj^ueud3RTzizw8)&XsTM4Z^2=k!|E;w*K2FgMME>dFC5&rz>D zi^_FeiIn`$=!%{81ld}30y=Oly^456TRf&Al3?x`-dB9lEHuyS-Tk~Neh$Z-j8g^G z2Z7#X`$|q1sw-!_3Yt$kUlOrq{qE8M%L`Xh-cxg?<}W+2!m5t6w0vrAh~8A@3>5un z{L}u9nK`A_{>mZ-_45Q5`X=?hOQEelX_bM1OZ)D}1^PIH74`|` zh4VKT7MJHN$Keo8fnWx=1vmZeGD#YrW*TXXouf7;ohKk7gSDj_@(GF0i$d)=^%B~V z?H^g1uWtMQytbymhEo!b`xPG~=}J0?5i29O+X45cT-nhKu@56kwzPi4F^dQ^uC8h0Kz5POb%lG%S?sbgU2gXKtszLALwj|h^QoeF zVpeAtW`PdM&^xr`XxGZz^Kucy7~1K?Jy}roC@V7Ytm9 zgGqfN7TmK%$soZhG~DtVcBefdI-)aC`PI8IGgZ9;_vW-M9Thvflk%QFj*u$2;mPfn zLnygaf%0|oCY9)nL18-d%EKb3p;0gScFj)B_=4HnJu7@~^^umWw9Fd{UW^g=Jl`FJ z$VN|gJ_yg7$ykuePG@$b$#`@0VPaKxCI|QSSxC62uO}5^2|a#Q6NZ+`HS+1ehsMJ5 zoE$y_dpRF2C7t?47-q6;t=BEYy7um^oM+=o>n%<(f_nerK+?gB#aC5T1Cuyl@SS|H zCDPo$(2WJeAo@Q{Ep6R8yApG~8P#!c2{c)llRT)g9@-K^kiq5HzR>Y~D~A4yd;S8- zS{tJ4lW>6NK@_n{Id=En+-9LzcV*k8{y-#j22vV61s9iBE({CD(WUAxrzlmkGh>mE zqMCYgTgka)JdTHPfHnfhVV-S6b$+l6xopvuF`9>df&o~?gzZ>frmmaBMC2IMl$Ot( zDY{yE(GjxZRuk6ywbt2CVTzo|$>KH}OTL!{}6l0hy#e z{x*c0u17*d&R?dt_QShtFQz-J#o&9+D;$!6So&+<1ot(JFPwKeexD9^h5OXzI~scL z)u6h0gxzAURYYUU!l-|J(}pvt5}H`F>D9DY)Xb0b?v)Q`g-qz0{QixKDddvMQ}KWj%8I~YAct-jF9J=uQB;G`~fAv*dVH49>BQlG`_fGrBM$}8T zQ;1!CtV$4%VWE>y$&t5kj3tkcz84!Zd;9Zvf4g40MmRe7f#AkI){q|2O<|n64_lO% zo4mh!ynK%ZAq=@@iTzuJ6Wl-0JJ0#EG8ROiMc6WXmonDFk?AyuY#~q?`SO-w50oT*+`hS zd{q!C88rGkm~b4D16)>n1OpOmX;%nDHq_p%XwzPZea5YXijZoyx0GZ-nPM%EnVv-F zV+{mMVS9ZH5<7GDWmlH03JN0t03@J2GMa)t`4521ESmwr<);86ZYu%D6J0jZiZ|}! zbjczdEUzyV$Fqp$`xQPs=dZJ|u^hZncob4%{JSwpau}xAp-hp8ob++_c5g>lT``lb z2o0qAVHQdL9F+1ZcX~@HIVbGe{EeFo9KO2U!NA)df@j!$Y2i1VIc%92sF`hx>VM#% z0ub{1HALsD!9Z2lI>i1m>g;|*deo1sSocWgc6bF7x?|bTqtQaXuX4j4{No=?_GL^L z`mHkV#Uv2$S1<+WK_H2AQgv=c;5wNs59~;zblOOz@s2}ugu}_{#o#Xv(k|Os$0x;W z{c&Xr&`*T_sl10j#!&<^od9WMsT0Q-d`K>N9->!{{7FS~DqHcXD|o$RUbGbtF#}cQ zp`O6kCF?51ni=%0d74(vpDAiva(T-2C0{k&ad?shf^p8LAtr+fm(m86bByJt>>jpY z#r^;}$@+iI6JhvwCN-85AEl02Xv459%MfRMbErF}q7LkXv z{aG2l>i=FI9H{!^B0d9MRZE7=UxjaJHLcLNE(*}vUheQ%n#tgt#)g-@q0D+=?ahUn zcJ)xV`J{r_f#K^Ba!kE4%NaZReP#qffW6%h43|N0N7{6|DO0kbk%~mR>AeoljMeOYR0&4 zzp|;+LZSMd{Ql^$m)uBd<4C@yy$6I_mCJzC|92^`EJ@$~kB`4QRrK6`9zdn_%l^_{ z<->dCB_t5!e<$?=;DEIwpypz(yb`k*vttBJUC;1m6^Ycu?(t5EuK()#4riodM}FH` ze$e(rkNjUL*?GyR)O13-j5ARw3FP_TJ?z>&!~Kd(6&IGE$Eu2}NfyRK%t z)hOIEF*Try9jgx}Cg=8GH8;K7skOE|r({bIcR!})r{z+%r>DOkG#Q#d7P?wG@x=y0 z#x<)kg^)T10pQ3%Vn52quEK1i8jI58m*$%>V26Da3G&$96^XD&Du}?=q`mU0<9v_$+ZAEQW#z(YE+dym zTQd;BYLjXRxdaKwZ5JJ*D>&I?jY9F%_eu9%`My7)-F7}PxQ)A7c%-Q`tCssF%xoGr zm_m|o9&?f#UUu#G+P}wGSEQXxtZ8-Oi-<&bg*;Kk|5T?)0mw)^Vbx1UGAPzMc5%w? z*shgesVGJHmh#q&*w%LKmuN>cA46~VZG{&%4P>O;o5Kh{azF-12p5ydf(W)zcg)c*W_;Z7ADbP@q%m@F~5 z0*(YX%~g}eca5L9O}ehIT?eZc8ir?ZOpNEhXZZrrLSoP5#j}U2+%TPna&R)tkdVAR zA;F(IDqujfYRczvJaj#%Iay&@ylz2S%k?EW)J;t2q}KXr`{qwn&E|T@&CkrI)_QW{ zYIw&>UbbTQl6d?K2ItF@;sng6vNw2!Y5ouf1lKN-h|W-Iq$(}@rUG#>BLL?pa4$?N z3eObU$Q319Z_MMyIDLL}EE_e05Y$P|#mR5paonwreEGTfw<%R5jsUwY9mDJi@B(x` ztbHBn9}~VV#Vf1-W2WjRQ)_EgPN}()Gxfz{2LBnmV^$UiAw2^(Vz+Rsa{BE)PKyF( zUMD`0`*gU{zHn>qp7%uUTiz{U%f21^R8%c}K?h2F-Cw`2G`NnZl%%9F^+UG8jB6Fu zNLIXO!PVFMd9AYX+rIZh19dOt=yYCumQ39 z$R=~)i4Iod2QohbqLovrR{)!`xNU#c>+@D64cNi|wlJhv{q%r1_G0}>tOyayj6NxS zu~KLJ+|jwG(2Zq=N+}`Jq{WYoYh+St``m z-7vnnpIC7&)@jAM`SnX8@sxWOMyuFWsPdp5an4gtySY^YOx8?t)w5|OOUeN*u_uYoTKm1p z5ZEqhWVS_uz>V4a4v?YOkxwH7=Cw=&;O)+%kI?D%kJ<)C3V5DYRTRmjra7NgNi%+K z9b_jC{fB{jcQKbTn6e#&8R7P<%{1k>fnF(u`qo!D{r0DI0Mj0+yO^6q2K$rAUahk^ zC6+p|jIMNo$^$T%jg5^gJUnFXqoeoXWg>7&?WQI>c;Mid)s4asmjl2q!ioyu+#fYz zJ>*8I@8W*~M@n+3s`jmtb?$G|OZebVLiWxb7iNyMKUarzZXmkQzoVx{EX@|f*Q zZMQ}mIxz|LpYBy1aoy<~x@g!$&u`XKsp~NC)n#Kqz0Wwc81izSoj}cr1!RJOMwvkd z05i7e3w~kk__LHX|8kWL)AzL;9C^SaXOqx4SeLgKzvgjk(ghelip$2@e;(;{-|WxN zXaF7#fMXUAD9CTWZP!!4j;=EvwDo=X75x5VBy-P!oEVV3y7D+k4;5uq3jm~Q31B!} z+xG6Ae8BT7p_u8xDo8tSCUsxbv7ZBEpJ=M(n&EVjQx=?;uRqWC8urwaSm6fxX_K3M zE#YEw}_PxE<^u4<0^*Msz}a{|!D)h4%a# zKBmclwT-rWz-0EuHDjmh)$78mXSuh==J9E8BZ-XXOwRu>5iq4R+aZ4v=o4Nx(!vN0 z>^CcHATu-eVYXlQt&-=3HBZ@Rt=Z+@8dgFtu7#X?mnQNxU-n*9puza#c2{j}Z6VyO zVr46y;fBtq0144@T6wD4pqhDip1twSc@je%l3-FVXsya4dS|Kk2ID<9Yjs~g)>NmJVT}m? z;nYS?&u7GLw?7wQrUv&ow@!Voar+wq3&xd+A1uPcbnZ$i%UKR`!HnZo_)NbbPrzWN zD>ETE`O=eBBZ#fty?E(T&8yr&`=16 zPeg8mX=o2l0zmm8$+}m7d@s)_**HB@*@->JXxeo`Yt_A$!v#*-W;jzUDdKtqqAc5ABtlKd!IE?C7bTNJ<^SxNdf0_?DX~yA+0EYS`D45*6_AZ|SQDo@2iYOAL**_fL>zg&@X1&? zIsL1vtFL$WI}Evej}nf66F8T;v@KqRgdC}?Art=|?7GVGxO7Q&5H_je*vj&9PoAlI zV({D0P-zGZEABi|y$XzKaRKyZqkANQam;_OSZ#Q3_u{$EaQzqjj7J5?z=a#2v9e(Hsd2p5Ii3@R1M?m;*ai zB_ovSk>`l`N|44R_Ve0i!cJAblUno`K}*IBUi;XYuV`(@w5!sq_j!xG!Lf7XQyY1& zwM(4%zdI8=3HG|h5-c9kOUb>X=eWe`Xl=Xbu%5~OvZt_DIRc~k`JS$ukw zr-YJzo7!|$i&v0xJ*f_>;1o}4=9BF90i9d9RK;)>T`+2_@bj8SD&4WL8$=JjEhXNF zc*d2y47rdc{bO|eX3QWn{r&yChSYE4$mY(tt{fc|Xl8!ALmzjYC@q&;n))nPa{}9p zv)?D~m|Q1CUq7N-j3P(qQ;QNh@6iid#^kG@*o-R;3P2zrL`h{snSIPP2xeOtHNdCe zj6sokkI=@iVkYR9rp0DoMEmI(^eTJTn3u&Nh%`I1JG#}-LEUOtgzV&k`!_ujKicyB zBWDuAnH(Q5&1%r^UNIyI4ZEU(;sa%AH1i9A%$A`i2WV=G*_F)Z*RNmKK=u)qp!F|; zboJ~BADX+&SFXIh!Be)H%UB{w97a*{lzk~OnX1AGFQM-0Gzu)k6i{eJ-SGsMuP(N0EX4JWzhH$4>Rd`l+g`q^IY|3 zRJ(i9&Q?6|K$P)1@yNEosXVo>RVr>cGS7#rpAJX8fWFIuJ3;NudgvnDYLC789JzL# zqk_Z@%~06d+Dcw?x|5+%6;ZJ}t|;!h^p(a5{-17%#f}uP$ZFeOc7}Wvrxmo*VD}zA4SrOCnIJ<lr*pU$SBp(5LoUt^Q81Ld1G7<6?D{B9v9 z3=x%_4fPWHCItv?(0|X`9{YL*hlNIrUBamAXP~#r(u6J~zC$}4`T?>V z`%b%Cm$HcmD?};6cd^SWsNdNW1eG}wTa`p8wX8IrnaJ>YpI6uQ_1snPcf^?*JW|EI zGi)F>R+ZDZPs3kE2AsA)`E(&3I+i?+vuAM$WY2|8!ZEl=Led@H@LL|g2L;%;Jj|IO zl4CmL-Os1yR{AA3M*Dt2E2`kHi{~A>8Rvf7$MMl)!?}_UmUAYls;fw?!XL|%-w&)P z5&0+C_l5GYuM12y7hUIOpv=)lIY8-K?-#WLPqhP~eVy0qb$%2{`^a^_d$aL%M6w}m z`rla=`_=WEEcCy4x0jHj!xJKb1V8+Hps2?`9Q<;GM62p>6)y~mAT_;9_E-l>%eH$b z2EcFv|9`)K9~HcW-r>&|e7a4=35%KO&$}5U>s(lB(cjED;{8Z>)>UcX@f)qYLMykU zgJLuIjgYK{TYfL=hn*YGfn#vva0GtZ`WD81;YB%3yhYAy<)&cLlllrQdaO+>q2>`B zVF7OM>*@KdLfnO#v3*7m#%vSrGz-GqoC9d)k+s{nJlEXrzFuddVbY<`T~oZ4`txwo zNCsh|joT6kK@Sbb2aCn&Rk+qgxsCYHAheerDR4dLmQbk3HnIA4qGc^423u-!a>PX8$*k)2jGm68sbNh72iGjqvYovq&&l4?kp`W^;^|3^t&DG^}FuOm9BMZpE-vg zj|G`H`lx2Ef5ifpQ}xe&s3LU2cTTHpu^-fFvZaRab21dc$m*t~}?`&PVfh zLSDV9qEZy0C?__Wx=$4gvEmJ2 zK4U$E5iM^6Xq@o(H82G&fBzJ6MvW6qxBvSW%6Ty3fB*Eq{%60;Ih@1G*_!+}>KeUn zLh#QMe?8_q@D5?p5)A5sGPDbV%ARg?*<(DwGg#nhU`ElYiBiaLsbs-V~NE-4N&9 z6RV#hENI>vb=)9DN1ZAOYcNg+oqSGM?&hrC3d?2}!BNzObfghD8%=@Ud67-T?n*yD zF-ocHVMamiivMY3@A)b2B9o;+gGXz_83L~+_L9fb3byx>c%i=vCLd$WVL zFnPlw@7|inreg3xxBFf|qtN$fURJpZ9OG#M+Mlv{lVr1H_~LUf7v4C_T3aD5uROPC z`07klDG41vgu&%pU0uzS<4h>C%Dh;Y5=;4?2)NyiYG^n05_LZ(Hy>*(b;4kXBe`YR z0A{0Za|a@($~AY?U717%%CLo5Iw&BU7&^Vbdi@%@rE6-4Z*6y<)iT=DiMpWmvfU+8W* zTX12aU@d;!$#5Z6Q41t|@a+(mg$X@KjCu ze%7m(D(2(E3)#vKoXJ|ImlhUR`8u-oU5e+6ZMj~(Gd=T5jqXZE*bu&=!$M^ffn7ah zLr;SijN~^z&B@7G8oisTSNVRZx;bAG<&-1Bs`fGkd&W85InOPP*}QjUf(^L1GWT-v ztuPaWPLjEwE1?~^q18=Z!pZq;mA@Z(u*_>K20iEI*>_d-j^7&zLJ8$AQNOF#q@{w^ z<_vG&bRl&+o+>0=eXw;+ovA|hmFvw{A$keFVxK%(z}wu5xmRjX&{`K%VaY=Mt4iQ5 z(TAOLiP44m838RWTw7z$pBK)Or3W22oR}!{`mG$XA1(9$@6j)Z4&fV^3S)Ir>Ot%M8Z(r?4jNK`6AV?#iBE{e43NLsBUmjxauL5vdL6S*Q-z>` z1T|ji{_Ekn6~<}es}>nycCZ79Xvw+dyzZsytYAGZV_3v&Pl!RBk z>jnoOmX_8Jmk_tW=Y_IW4EWzpy!?y@nWk3qmaRO&U;k5$XSVnw zw8<^R!Q#iMM|(COKVN|JCa)P=?LI??b6_R7UBF&bl;gyN~3yudrZN_IAq{+&{ zT!^FNI#&=pW%Cci$(vJBAh&DV5NB1_5Ot;m2iaP z%H&6V*_QkZXnTdqoIIbc#i^e!JE$LjAiWTs`rK*k*5+cc<(M`!SNNfqo_6!P| z(Q*Gg7@crYrz`Y7i3^%V_uo9lS1#J!Q-j~?o3d4qX+Z&VE?=m{8(=NRp{5TY%UL*j z2~_$=K9D~yICT)Sl9;cZ9L4!m|NO<8KPI;aBW>`uR4p{g^sk=)8;1RF|GE12baM2g zmKaG$8+!Hr{daKJ9ih_6M3@WC5Y03DdGWr1fpK5Hxp^`=_NYo1YWT-tEQjhd*_o)T);C|G1$itSAI*RtI@?K!|`JZK1I-yOymALi8CB60(+x2N3Y z=^=bAtl9^>0q-?WVPk$nKNfP?1f;$ zl*5XG;Q=}pJ399i057?ij8yxe@6d5s>&ykm9{PmF#l@9dqUBy&*$3M^#db5Y_wS!J z@68>lrL#CAEL>8}clPXAdJ)H$Zu=|I3X%MQ7BH+%Cw3?^< zH2i;(05i;Au8+p)+nJ|T03?l%N9c)-I6fR=B_bjcJlI`98Rbmvf{FJwP5Qu9qQz$c z0Y@jAqHZMLiVD*HY}(BYgUCdW)#8Ic}iDp*>SuV9;@l z1g+NMaof7V=(f8g)Y=7yuF1cu!K_tLv}RFH?=1=CU;i5gU%}e#rA{^z&C!aku3{FY zOLz|bR`@^O@r~Wk+g84*`wkA3B7gx2FO_{nx!`S^K_%1RGx&Rvm$erw`OhD{IV zdhfqE!M_M7R? z^iM3sftHuI>jnn@isdj8CF~$J5_z@~O17{ofi6>?9z&%!kWQfMS`bu~%sp^Bo~c*y zAujGT-cec!fUd^9x$FmfLkBD<2uFDD zRk~X@yIDI=w!%-_VfO1!*HBHQ)BnpM=`VOOL(_a!;ftf4KjX zQ}@OwF2{71>!fx7Zs0Lo1D+iBm^jaC3neT2RV4x$+8XyLzD(K#P1Z-f6}D*{9M~Ex zvUxF>@5qYJLVnvrMppI+A|fJkIf*ku+<8+;t1Iay9S#mo40ttA*ikoF_B6+7FTlOXvrDJ9vYn(D7tHc|H1;K0rbm_mP1CHgfIe&CWL;fR9E#=HqY&IjWc<9FMNFmxp%qIW6I+MaNSBMG0(Xk z`O=HRH>L7-cQzSPXgeKJYdgODWbJoZK0i7QK0|QIG+Z=k*g_rs&6vs3g z!@2Y=EP_FEjxCQjnoJ8j%;O-dQ>|ls1p#oU(WfxY7m z++%ffGqjB@|Jo^i`ZUM*rY?G4X$zu#`?KhX3+4o36$noGl~72lUIgkCfh`rfUv4>a z#G4$XIW>1S(xP0l;PF60MSFYu$ihPK%a`P#oa&^Ym}+aDlTlDo9#L0Ue=qLF7{;OY zB(qNvF3#kxiz2>$`I3^LsiDCvC`fBF z@x2NVW{zPqqu`Y*r+9hEVI1DipUb@}h=ipl`yX6z>^lMGQU3Ggfs*Xk0R)}Sf4n$! z1!+CdG5q6o)DPC?->>?Z|5M(Uf)n!X!OL$CEG;c1oSjQ+MIch-qriGqNvXxuJW}k| zdqJ$X3ePGlD@Pw+f3*n)Ua7?1{7q!!Ro2&4LqipXk=~V+67>%*z8AETdRSCZA^zav z37Aj6#6!uER^<&K2{k)=fnP#eTD8p*gqGqqVff3J?lS(zVV|)@faNg&qwgCOR14MT z{=hNE!4SRu(Q0Ths-M@B2c)x2ClELA3KSA()UH%aQ8Q z$E14|u(Ee;S@uj~Nx9AP{mljJ7cX9LIQfvHb$>9A#By?S z=tv*^ct=1)BxPcfc6V)hd2!?_R2UPX9}WvU1|LR+B7pY75r_GH_SJ37Cibo8g_YCI z@qh)62T=9#(WN87_ratsE-iTk29lVWnYCnSUdqs`xNE?0 z@$FHt!QMLDb)`-#N|{=GAaU_hK16RsoG!xaa(JVKXaE;E#qGP8eVBs7sh&kI8$|yi zA>qt1p>2N_46lS$XSUJ`?;4OdqCXX+uL3<>My(iox*}3S`lY4 zR4(Ye`LT8lPIiff;cl)pi=+ChD^q){H_wz-$d=91)3amwU}vGis3isqaFsul-r4@{ zAPhXoCw1)_!IRag*fsW-@XO7uEq&nr(6>R9QnxHAtJHq(yDD%}+SM9Za>x z<7?%cz3}$N!NJ8Hsq(^CzUw390awrmI8*4jbo%6FBX?lPPD3;R0D=Vg;V(gg45NCb zWn^L@q^eQwd_1Odj7E*eLg@*0$YNXj*j@0x8wF|DhLZ@S6A2Q z*2<*v2WU`1fZPYc;dr>WyNiQRFfwN44=yfRVoAVEr=E`%b16oc5#NW6;qr}_E?ts= z@B%J!JN*tYvo->$YE$f4cnexUWsdVQ!SE--+hQ_yaNLRc`sh1)YsQ< zTb`XYyIt^D7fa%Mw76dVxHbD6gcz&)`m|wW{xDgo=441Kpx344@f&l(YsZLuq|z+f z66B#f%Qa&#z0^?jR$W^wE8?^)o%lX$FZ~B>J@54Nbc7j@Xv`;bDFUnYSZ= z;Ms_g>Y*V$*!(vd;dI0=a!f8~5MMwe=@|x7EwM-32}ntsK9>P%q(Z(JM!O_+bv-9z z@`LR&U1ol`PO6s=HyHo`Vt91@M~_&8n8dlcnj0D@L5;l5*9XAMFBT(vRe zMpmQ~6vnA;Vz#3wzK4U4k6%`>1|YEzHj;>_=mpcR^I&w?xtN)evL|a&5RU{BK7Kp0LI4 zfAu>C!@@OD1osGufkJi@;}0J`r05h`dvx76oNF1c91j6;{*RA-oP6-;(f#_Dr;OT@ z0(1Mne8GXzbWac@t+(J&j15GSL66Zw8oSwWHJ@05!e6CqaAFd^T+M%lH7ULK;`PYAPiX1LI7& zllkuYyPTX0rKP1W;b5tr9*w+DBquLRKu?6ua57q6#NDKBBfDb%2m%puZG%44>q81H zM?AH(imb;`Js&upd%J6(z(ViMyLV}cWG604X9nWhtxnxWDt#$fmcKupZae#>wl)rQ zQ(JCuk*1bbb$2%nk6!r~Q0BxPjCy){Naex)hWPAI1ru~J!PO$eKy8XLu>g|NpE(`? z#}EW|Y<&2{@NkS(1?Prb_T91$Ml%FqVq)s)=`reO0=ePvVhjzf;}H@nR$AlD2RYjw z2DlHv*gZX+6M$(Tki6iW71aN>a&S=BPNILC&CccUL{|2h*1L#^h}w&wPjL`*w`m=x zpuj?CFB_3RxcIhL955!*Lff;ry4vwcrk8!@PQHvb9h120`vtoS4h{|?Wc3M$L=jUE z{gpT?aS$XF%DPXu#0G=bTAk~o5wIAP4rUY`o|^J?7<9siWvGQcL!5i-4=B;XJSNuo zj{~A(97YP=9j@d1o7*$ld9?&Ut@6zWgGg1w!k8CjW^y5&25K*#&}svOad|@x4v4Ss zHF0PZ@&#({J;xg(3_ye6YRTPg-!?tDm!n$2RVQ?8PBrIw~0V6d<8fJ7~4}N`Ii2Ce-UcLT45EB zWCAQkUw)(p*jKJUHItAp5(kedY@wU+*QCa=1jgFqFeoO}$B|xrW@%+r_2z;BFJ#0) zRsuc@vHMN)_wPrMm+#+ageN&m9oRW-F2**E7Zp_1)LY7@%VUHUPny?(B;ECx`fl&5f3h_kH&XI;AGpLLguAa=~2hu665~H0pKl^QvM1 zOlvv@z)X>h&dvs)fDHO9Xp}w4s}+G@1LD3=ali;pYTGizISrOZzh=k3r36C{?I==m zSyDJl%R05!z zNTdkZ=RnEUfqBz6Fz|w=JRe)^NSMUvxw*LoZKueO^W4o)ra@3YtvOm89|8DID*|s5 z?W(a0T`tJ8Qvwh$dH9as+>ew&2puG?=#$HU$UB!o=i<8UZyCn+-uY|WVEl$w zx(R4g;SIA54G%6Sp_;BUUA^w-XT#f{AKfg41vcu+I3Z*^71LJb#!&3AfB|;a;|){Y z*-SzX^8w&8vaqug>bdRlo#Zn)GtPJ6Le&S+r^9n|fyV7gRqgFm3_`Y*F_K;_sVe6} zxwMaGYUNdb^`{|eoLrMmB7kzwUcI8YlYN&<^rkW`Abmh{ z_-5wj7a*c*>{hxnUy`Dg$AQ93keF**72Cf#kDj=QgNhHZUabImq4y37_)=7oNjX$g z&^0fwocoz)N`o#KxFo~Sv7-i9EEIVdml*zdr#5BIdN{>#H890AbYP|~0;7iVeUPk( zXWp0p706cc!*0jOVy_46z)FG~R^#2LP9JThb3WunDyn8#LES{x{$~;wL_!1XgM(H z6!i1~px$BtA!wA?b3ryiYIp@~+|9{oH(oH@j*gDQyIU(gWlsh6_cru4H#djjFX2Ly z&y)as=@i=%GP&(u06m&xGkFW8X~4o)gGjf4!Sd=H2T%@Z{~llua;baGA4COhCXUX| z%`HLVLL4l%@?91d7GMprKpkT6DkEc%Zi)TK>U8_Zj~^=mL*#%nbEIJ0pQpSMfV94; zsXwU85p+8MI%v(-6ZiJ^j!}#jd)D*dk0Lq^>i%tx2jHjskR)f+kwVcFEglSfMm#`n z0zyI$A0J%z_j_U5Z!bQy1c0}@+OCN1#r>^GrrG`?D)sEUGKts2K0>N7fRfl2^FQv( zE3pToolc&I`r=SSPvyOA98XctW_&zQ>;pm)WA^jY*8y}#c@6)Y!jPHW-`nvG4p!F; zfAz`(@)kxwzKy!G81PSnW0ZPdxt|0q&fhPNIs4fjkLmX08ZhO@I8-I>-#?wDQ{*`{ zWduhZ-UEX1>wq+Rn^Dt~heJ91>emB1AjhcnG^z~XO!4}rre`H3!a{bxz1dZgV!$c; z>vO2-{@3dwTm0x_&-sx4zY_w}k)Q@R z{nYDkA7OU@Ar*^@hbP7Q8VJCTg^|h}0OSstsL{-f=tJqX=CzmTrFIx9E1WrZ`gCPN zAsrwb=}OT0mRrjYFB`R>?gPjC1o^Q@5OWqWF-Fv#@WLbUE4gww{b%tE@TITN3NxR6 zV)KW-`Ut!u@Dz;D0PLZJ$Dj!~c__Jg8(5tvET7+<>DWj{M#f#0#y>lV=D%Elf}+d{ zTx8w;n}0TF9A!Wb_UX7$L)CxpS=dc+Z9XXbn4$zcH?MKq8Fa|&>+2{@G~N)_`q@ws z)pdZuIkv{FuYeQe1#qzX>sMUhe=Hpw;l$!!)JONA_>?)vq1!=u?OL{W0qG$vgM-jtvBuFY zw)Fs%ex8f#HjqEx-|^ire;RrO8yi-KoR&7lj_z(IHu8r)T$|~}M!K@~fGbN{R%~}I za@`XW+xkVNnyGc{&Ye3Sb8;kM2#bJ?Sorzxn9?21jHy#$ub5PHbQA=o_Pi-dI3D0C zIG4|WDFRdCV>MQL>f*&uzWJ(`01rV@VLa$qc;4s0W$5VYj?B#XgBvvlExb-P4gdfJ zZ&wN!7ky)6LSbRy%Vs^~L#{hq05|x;Z-3x~=Ry_%ecb~axVX6Jo|?+OySImx5^V^i z*;HpbO+y$bzJY;3p3P;z58&6zK!9!J*Dut+Q%zCAg1&uqkV;RKtCyu$5d@GH!hpwN zLc{Z0>+0~qx^y}Q;o;&+vc4V}sd-l{DH?8~th zi28Z^`1k;iLI6C%$n5NS1qFqKhY(i`4iy&@y9?rT!??D#wz{fH5;mDJdb-%%2 z%L{-OIcDApSbPBHCZrdNR?Y&zOsHrK<2(n9Yr@X(^tZ;w8wfd2HflFGzb{drK9~$9 zKZwFFTA3WAf$cL2iI68}+9zqpygvn_NoaQVHxwYBmUp8kP>uOP!}4ZvMW6c!c9 z*R?k_-J1IxW3dNbD5c%+j#tazsuMkZ`gGa?;LQ@Wt2FNCe%KdrUh_0SXpXRE7oCR} z-=dy_*3U0rq;G?eggIy5y=v{Yk3koMcmWK%&;PyheI6LiBC)w|a2u4itI8mmR~t(rlt=GwLQ+y%r*XZz)SWxwMn69#BFx`^{P+rN*B8KriK}(N zO#a|Hs42X?D3hq8q49>A0DV{CleIK*DS{#$?)}X%vfEiYSFj{hvvf4)HpfZXfa&lB z8rBa&vhvfY2TDF#vGTpTS_&l;foqu7X=-XZzA-;QB}K6G>l@YWB!v@L5-4rs{p^|F z_wNd)yvacxsfL_a0y`)GEf00Bdt{OB;WIfi12dgWS=v}%PmYExq45?4f<_Mb=CySv z-;1po8XDg4KtN)0tj1(ty?O;#8U?@@2e4S#@Bla}tr-VfTk84w`TKB(HrFDToqX`0 z-r61=9UD_?0AgMRAqRKnK4iF_78TVccxB@Z49a<^kz*Fy-!zEo!^9+2-|^bV`2CLr zi){#chk6$j6d=r?yU*@vbdLk-SH>Ui)^qE8BllC%&dQ1cvM@P}i{$c5PnNmP_FP~e zXlqmMFMF!a)eL4d(e@#}r2J1pZ06nF-GnBS#|=#)h}B3nZdh(Nh0-+z1!_lJeFx$*(`irXqQ;N^nLfu;hbf0JwAB^K^@5%cSBU!d*k zDtGeHC#tE+GDMZX?1A=5rK$jw9+umW~Hak3tGbZK+h?=F1P5ZVcx0!@KFbc}OpyoRp9zJ|1kM$govQg#`oJw-`Ui|9r zmd$kPdz4g2u$yj^L0Yz@2~cR<+UI>ZhxcaP(QkZxQ7R@>5$q2E85usZyI4cUd+Ac+ z=kH+N5rmPEkygyPuvP>dd>jO*x>3joKe>WBq@eYcwdW@%@xeABl|X0&gA185KHZT@ z<^F!-(*R7asWxPU5V5eVW!Hlx!caIL?Pl&|j{7%&utG;lGVl_OweLQ>f8P@e8xKKX z$Lc&VXaBx*zJ4p73=E;|eE$i=a(mU-D?=rc&$J6cfMNE75C2wU1!Ez^3jUur#Ot*f z;YuLRbjZhtjmI-*-U(Wr4hRff$*_TxoRbmB$;k#_NfDItH03&gf;t32eGUGKcM=~5^7wMrBy0;g2*PxPmlPMr0o#kX zLm)dX;fkOjg2ctg6ZgBKZb@95=U-DC6NBP84p9vEvOEXL9EdwGc5#qH{v?c$gaj7> zH(J)fkO492${=)ba0uJYHfc+EQ9BM65ZEy+$ni7U`6zC9h|Xi)RPkTVghoOm68)SWB0fU?I| zx?Csklr`O32gymVj$G^&YXq93Q>)y0YZ-BeMA5KuV0`hB^SZ^<*my@#+)PeKm+m%( zF)G(7P#}RytXCbhg9Nkv5!h^ec@;7gCeafeva6JBN z_x3vxr%%+E5$hxJK|w)nRFsfU3-Jia>({TBcV}kP@Z7yNsVFIi?LNPk0}l6$4pVo3JkdY({3!VWP%QR4$Gjal{>#L6YFrWCi#Kqvjuvsxbv?ku55fl_0h9ns@0E31C0_X&? z3L`P-a8)bRyS%;67u_YHw8Csfuu0+y2qC+N;&yo$&|wn$Nq1F(YMV?=_#PIE#TWQX znVFpjQ=gY44qTx7lbz7`C_7O*h_EW9&))t1CB%0c>((h!py)lG-^@#Og8JZf2oyUJrzB4Zz z81)N0w;NH3Ag`$jo!NR!h$R5~KuI6KGx~s9v}STYf5t|>)YX~(0AXbU*@9Y3Vm;?2 zpC-}>so0jHtZEL7)xbubR>U2MJ0k@>h&?lkIK~X&QMWp*3sQVE4>NAVrYAI1d-QqC#2{ zeuy`#*@Q`1&g5cfx={F*f5&vGy1$~mxB$FGE8wXAv z+Oz!I(HrPJ!%jDKcSo_N`WG1qz|~}IEYMw_U_Wk{-k0957S@nqHVwk(}wPH zi6&cna1^gzyXKoabc_fWr4Z2w0$9mffPTc~EXzt5%Y%;q9exx+nSNkrUxbEIBUc!j zfk-!i3=m6ud+tx>P3CBPvor0OH#q?TK_xhzp!hix#hsRM&_E5V;)e|7$3Qor$tN%_ zlrcv&mqb&JFsvqu1^_w%4n6@*4%phv--tftZ;0RthM3r8i$Qvb8$@206K7?`gN%%7 z^w5Ir;b+T&nL0(35VLuCM7CkW8You1Nh@X7iZtBq1|piZUgn45>TGROZ>YpL(8mt@Ul|`{Vb=&$hj5TkrGM zFs{g0H|h|;0weSZ7(EKZl^SJxgR zf=^s~>gCpQRgdXNnUIi>7?5l#p~p6G;-Gw8QE`}J$GYG|yTL`dMMg$yIbpiyqDm0a z&XTX|#xA&F!@=bJXr_sHL8}pCz>FFT@>}nH_&z<`h$7rFeEK@Z$AIw$%PAlu#3G zandYfV>Y{r{-@BPTmEVKI)tEPMbhIP3$Q0ve=GA2-6hsHq>oB~xO zQkb8=A6xP^=%Y97?Q1hLGY_9QaS-wavXC(16A96(Ea7sDr`N`R>yd63UlCw~Jlf3P z__uUoPih^ybYr;g&@RY;iBJl#(gj090#gM;h%J1?K zQ3rY@CINCFgHKt6y;=ljbVTRLty>GKBldd(mWzf&0iWbH{%yd}($MyA)-5<^I6-*y zMN4^QK@dS>;(`|cNF;+(c5d!E35n%^2jn5^N9L#}=6wRGDcok2J9B0g*~s}#Pg2oa z>!Yj^dLu7C-#;Y86PJvT*9v?R_dKnF*y6(Pzr?H3_OhjF|7pX3|0+{DZmX4cVFVPkX-`KSSnxy~n!@ZpJK>y>%U+x-_1pbd7 z?tp*viC*ehN<-Q|Fr^%*y?>vE&g&=I=z_|Zm+R$U!^Kv%RKkG#;)JUg z=Kt4M3*3cjLAYh$9}@96X1}6+I|RrXt8{6|F-9DQSgVxZ ztTf!RJtmd{{~d~#S2T|X3JRPMu;EG@RWHRO(>nO1el1+sy7AsCR+!GH?LpQr=+C(#F&ka<#hA$Si$XPUv}a19t+=ddSE-g7%KI; zvU_XUWMpKTKYgO*z6pbd6IU)QMNzqliUiJpP_{s+Rsi*@OrHkT{2PkXXq@AK$cac2 z!2B&Jdw4K&zDv(zr^n_z2)uzn(Qp>4C8;k#@5O*AEy!>J=n>5BOu!m$<6n+hny{fkD)>Y~!px~7&azNhB5y!80uE>2nT1O}AwuAUpE9Z}Nxu(^;yqo(R zj%Qx^BuIHc1+wa;4naNc-%NWLJ+TFSmR7RUSG0n^GVZ=EI|0FG;w~*+hP-l`l7t0Z<$|f0$ajm~uoGb4f-<@X*mWJwFN}+jAu!sH_AaK* zq+ePBF|I_)IspMX6xMP8@2Ajd5S1zxH_<5K{vFEvmwN?#3l!c&_YIDW++KzLp$yu;Yh(S|mfiIX5K&_keOSi54EWO@#3~3%O0K{X zDuILmA}Sv&JmAnWL?##^?c@d0f?r7JfWc~%2O=wY)6lRSdyHI|MYI-}xgfnZj7J6A5W4r`(GfxPtK<;$1jVanJR4_W`hEe=2qJbuF23QJEz{9FK#6H3NVf5|+h!G0)(JuV>rZiqYJ`MEdJK66a?QdnFY;mXA&`5s)_D?5Z zmgY>;)tHrhAUWyQw#HVr{oUa@Jcs`UsMA7UU3SA(6S)FOP%F$uIsRMCn=u@!jiV?!#NN5Dn-8zadSq}@m)-Cq)P^7jys5^E40 z>j9oKa*9G>unZ8X35H30i1=4w3W{;O#Bb)wKRd_QPi=(^D`OZ;3J%)t?pZQj4E(6d z=XH76i`l&X1$ZpfRoM*>qS2bdJ6GR)mw<2h??5;`e0@(Jl|lcGxw50be<{lNu04A? z!)@A%@frL=LK3g9mV%rP*cwq2qA_jTn^74p~7`|5y-CoT4fJzbqBY|E~{M)v1IE?nzndItl zffd4-^O!)i&!5W@wJuPV?(o~8ckRr8S3 z%zkIEzle_v1b*}9&yT@m5`tvt${ZwA1gk*TT#ROgd>h2p5PBW%x?~zKejl{p!|ehf_$=qTK%P+4=_K`!XHs#blSZ8?!eWKb zAU@3z#|`uakJSsnmJufdb(xp-Ify7c2+TLP%KcZ8}f*wWdOAN2+PWKD(GP=ZZcoQow`& z=#%8}pN@_W3M;Pxs2%9brpf&?PjOrU?p=x=fXFCFyNN@Sw3}#{?2{EZY3BZj`}w(V z5!yhHw)H;w%g^aezIOKw-)H-q0+hu_LA^!?^g^rZkfLG-pe6Mqd+i3-uaS04xGye+ zB}xAGd0r^v(-Kl}*9!?5i4EYbL3c|}p)roLihrGlYD!u?Vm-n326f-@^(!5^Vn>uT z+tJ>TGK&KrH`e|@S1|tl!Aa5+pV8DLU!KU;Fed&+#2y$e_{+s9o(yF4*FLOw|A6o}cw`-Y18opU@S&whkBrsh(VcE*^gPE-eK|kckk3PPkxx{(9N?IXtV3$3p98* zmG427-~`VMoX*MXf$HH#32O>>dE4 zOXSQMFJN#wB?2}-P9-(7@8coJ1}vAFwDeC`%*+<%wH-~^$A+#kac2!|QgI`EyDb!j z-h*YP*ikz_YR%%dRR79$u%bfAuzk_H{A|fcY8=Ed^`H{{$XTIeockb^q3FyAiiG6E zk`J8J$Iz3USW0xVL=1qr6b~H`$gRq2O`~g0(X13Ts{x16oMQ0BiDHzeO0=EtS69~) ztNgW&zg+>S`emN9<5MkIJAxhmx~@+7X$`PI96nFaZS?NsS-ED-7AN(V++CHwgi=JmT!OJsqA~d$qF*j4qko{2g+VVNZ&4!#K3-|ZGX}YVcJQ}|Lb(!W z;x>405kF`ZMf{n9v7`MpKkyVlRJdEtR5=|BXriI8F%xBzO*uU~PS3_Ohv2S&U^+5D ze9SKToaFf;3TR7Wnq$9BBRxAH!us7))q4j#p#8kOUmQ9N)LMd<(s*m~2k2*#Re#)qw2G+LOwH*KZofq zA#jtIv}?-C!r95Aanh=)s`*pB?q~($>oqc7z6{V;1d=J5=A&V-BYP^MQo1Y2sQ>~B z6Cb_rTXJEjB*KftfkzHxGWSHkk`!2zFFw}$X&n(3O;^q>U`LB)R~8_lnQNV_=8S=W zz^Vq3>JuTslBS`S&iSE+0DX9RAjn-gi&T!Zr2ypvd+x`ZgtOny-h!x}lX3SB%*n+il-z|gILAhkLs@{}Gl5L#zqu$yR5Z&UAFSRSJ975U872WDFrOK( zYUO_0s_C5ZVS^hxp6&`t5r=dMrgTMl`I`{S0P9S%8PHKqR1t!Vkjgn#SM}r6)SgjqVwNb9kptvxH zamX_f{~hKyajRHj?oclrWPI}Y@ncB!R-)ARf%i9P!uf$I1wmu z@%$w?9JH$1UtLoWEregg$nMIOXD_EwAL_JbA^T7%m~N9*k4Qq}L>4?bMi6weSipkO z@B7lqzSdlgDEkf+S}CSA=-^CElP#o0x_7K92F#8NJUrk( zRBE~p&nnUWK%fH<{6TdWn2g2l@&axZ*?KcLW4-XFykHjWGKu^yw0G}WbohrS9})d% z%P6E-9$3an3vWv}iDLv%fFS?4(5kS|P*KbdVoxk7_wa+KCpaY?(0B z01|RYP;AJqAfb#~Jwufsnu1_6K&^e2fAR75=5%#+Rf&R2cCWFOBch1wZGK6$JFe3y za1;qd{Kf3XWZe(vZ-2R^2sC>g@RvBJIh-KDkTr0}M;bxT2)w_0kt(Uw*Z{4i`7K2oWY+zfL4Q zy$A8j$@9jnLL^mz^G!;idbY(yI#~=^%AmiFYefVFZGZ-J%cXb0{#_G(y2MTG^oA6r zU*?hf9n>3Aw9m%1PZ?j?AS$ZF$|G@j{!Bfm;68Yzz`3r2}N(XoP;Sy`mas7!Bz!;-vouO7l1_nhZ84Uqa0DD@M&=lUP0 zjRX{{-yEs5g-697A=VK<=2xJDy0340GGZSG;!A=$g+lcmD(`GZp+oB7%=+*!=;=C9 zQ3G&RpTGTD=OKI?LZt?T5Ed~bEvdYM!U3F*5O99|Dgb;!qJOpaEe<#K`aeyQt8RHz zuoGF0k{jm7?{*JVJYL&)xR0AFW}zt|%^jGJmDmyw_gqSqE}lTkdNf>`_Wr)cfddDQ zoLov!k@`WDF+iH|!s6d?d2?*w|3)pllM!-$p~-zU4rUSa3iR81b6rEB4)dN@z0aWT$7R2I?(n z9-~kr8*SD&gOQpYWcnBPz{p~zN^VKClW}*4lHdzlmpt&%AI&=}-j`MnFcUX5XSglu z2LS>ZO`tp{WI!gH7hsOQr+)CuNp>S1rYK9O(?w9Qre6N|0QEVYOW7w$XeK494xvU2 zWta)L{cKDQqxk2|HSsm)7gC*1BAx4VoN4F%(I5QCHDw5#>b|ED`E;4!M*eu#72T6M zwLgGtkkW-&Iin+xea@*JBc!pTyvUf{b!fRDdXwV=UG7UWZ_5+e|HrT0l^6RR->h~# zM76qzP8Js=pA*}U8U(=GWS{w({r2nM>yv~6U(-|0hoDeZx}_d~2O<=HJ#}dVyZlIZ zsz%LG)S9R2$=Gc~J=r5o5E6zc=`gQ?TO1^O#O0CZyx~M?L75KgY6s;M@zk&y>|dgS zq}b7P@2MKYNk*{)juWjS7#7uc>scVEDtNx(O%J41Iwf^qvNEd-d#dX^5m)V)sinYu%Uf23?urzRWbj z7IvBU*aL^MdW1OPc}%@P!Q`o0i>9&iu}P!)acr)U?ho|r*h4B+5B&W2wKbfl`lJG1 zV!a%_m=SJRS`>tc~cx-aQBWl(@cMGRS*enqDDd#hWUJ=e7Kx&>+zl;=&o;r zwN#>Ld(*VFwY~FF&=$RcGZ->}H{fQsp=Ae}#{hnk4EZg&V*vvzR>R{;nxAXo5COt~ zyoBmN0&V>uY77g;bjk&-v(e@$l2q~fbxiH&k*C;AgyBGSCdN*Hc^?Ob+b0%Lm`=2s z0{4p9aMR|j0^f&66FXYk>Yc{RVYAx#d zZ>sqWJdr-RkRMGlGldc>gu?qI$n4@pcbKTSY-b>eP0%frc4Ob=F#4>~k)V7~D?ZN5 z!@unJ=qO{9vu}kd>}NbxP0utraY9SG%w=Zq1Lk9ezacXZQ(^tw&itv5Xz5#0Q!{S> zvLUW1pdTQYq%fe`K_843hK` zV*9l$6WMU$Q9_y{xLeHaER=iCnDMWNKl(ptojG$J_`0zjl<+UhMgzLyQ7#*YuAuBu zF8KN|iYRL7H22j1m##Fhz`+cP3gRQAMjbp8F3d;$aA1^z@xJKo+r)~V7g<^5z}#w| zp58Q#j=z2odIus~G@b~Q+E2#8Ka5XRG%QjG6czv zyCKd3p2P@-Pmx${p&p8Xje*E)kO8vQy7vrJ21h4$wstsjf?PG(UyYp>G{x zIe10bi$QB@sX&SlFiowEP{($_kh)_4y}c@9c3gGQ|jyPLN1O_@%@ zZ!{wQfq@JZ(2P56G#!mdeks6iFHM@39=gjbhq-$j1QwP(jZ4TOGF9o0k|omGQIpiZ z3(ofN9*p}-2*Qp*fhY>=3*IL4&*(tfL+E3`u&i6q7-|ajUonR#w9$l+fpqqT-Mi*X?f5R8XF(4GPxn);$Va9vZ--)SPa}hR*mo5CGD78t4#%$s7v2mboykE&j{JfVrCRlqARg7n7%E z*&9EmHDsD2OUTdPpH4P^N3?HdU+qUT&IgZDRW5dE9rz9XMI$``_!0l3`xGS7b2_&)#eO=n%BL-E+VZ>>oOyC~E-AVFvxb zg(%*E&FiCRq7hX9ph9eYj?fk{^7V4AT)A<-rE;zF03K-_#F>GbEW{+%*-4LYNbUY3 zJJY7|jd!yCiRppX0jKHlv@&ONxzwYT*AbPXohogl6M52=oS<-bpuF@2s%? zK_1uDzLuTPW>M&*aS)RTB|^&*VJ^1P0Y}GuR22F(V_G{FEFnC>jvs=wh&bwS=m|n< z5Ac#)6BC!0UG=%8MTzgEQ?-@sh~xVKL)ypf2l}vQS4o-iE@x)ISb7T(2qfWrB=-dW zCL+Zqf(okPl2Yx%?T4d%A$mgC&Rv}MdVmf{CxJ~#iaJQk6<|h6afmUi*(gtd0A}aq zWkqo!J`S>1>OXuyoCAwdp-AMc@K5J;Z&2`1_?|Y6WJHypm{7a-U$yRGr*d<%=ioq| zK2@qI4QJV}s;(#E=W0K#)zygXIE?`v;*Djq(?cf-KnjtUyL@yJ;dhNwiV&e!AtuG1>Ft~UX|FMwC_^ySP*aJ^*qe=_TlYVzzk3C%;*T(^UaTP z3u#l#R>!+89wxqg%<5mkm0<Jm$fr{(b%$l;8^Dyv}Qxv&?Y-{!v70%6i z17nW{PW8%y<|XkSYKhuK;qy+v$i}>^oKE^rt2kaQ4nzar77*EO+2Z| z4&5u`cU@ZKUZOP3*T+Yqph|gdPRb%E@_|J$P#;5>AxB*dEFTL>AK#KkH_>m(^Fa(U z+BOkYGH8;6Scu?)z47q{#l)5n#e>etyOIpWlp2L`*teRLwv%s1^Yd8VrX5zkA{%8BGOg8EI6eoTo}5F zn>!jWWE@C7W?wHjJitpX#u~Dn7!*Rol#m|zfSh*qx9AwU$KWm@GH=S_k}B>-3vLOR zL${Qcmd0q5x@GdEOe#0Gu9U*C1B<=3e&It8CC;S>`D2#J**%y7$b3Mj2|y=_aKP{U zn$_<72JI0Yg~PUKyul123_1#-RW&x+n9J!Yu-acCQRW#UVK8{n?LF1Uan>Qt3=Kw@ z1bg(2xmmj)EFO~nL?=t*yPF*s8{2_ypNbmIxq~zL$Ok*4O>;=5BlEk#L>}?@VyiBx zIDR%1C*yF$Fr?G8BproQ5mM-eb~dXS;!q04tpf$qgGZ?%FjRx5oiTY)E;#jhV)q}= zLnWpxBFt(fcHAtW;mAlH-BLt+HxwH9IIGD$G`n6@7Si=?z5$tN@<|rqs;=29-g?$0PF|BYS+AyayQ<4Iu)yh-Adh@8B*G4;!$Y~A$VqS`0p zgvY|}-Md#d40;2nS}MC(!@ZQzO&{=^G@>-pmvhky*p@5_Z2LU*6!qK4BWrNvGNy$Xl#Lmr~n4Skt6%{pZ+r15VP4^k=yEa-6VI55(`Lq<6Xx#N_&}X8l zio&cw?uejAws@IPR#*#BoQU6T9_5p zBt+Z21_cun*-cZIHS=c_aiu0Gk{OhuG*ZsVL3`x?@$sWd-ii?ELNr`IKc#OZMj5II zp0~KQdPetg9gchqkja*MA)Iy@+5G-2|H^5kp0CjFGkpg35eG zL2CDhuVfC#D`sz$h-(6?>VxJU&dj9z&vht4$Yh}`;#C?f6^z^R>?n&ph8SQg%Y)?X zOG^L|`oepc5NCMd!g=UOw5m4UYsIQ3LXvPR?#Z`)Fvqf^tB1y*6pz6Qfz0pJLY{6< zt#R4z5#1M`zCoUeV1Ja~z_;Hy$kx!A^f?~BXJE z47gN1;6}#XD9`l|22miDkFF)udIvU+sH(51yPMl#zRR?(r~IhVY0fkD88m1H(4R2+ zaVp|Yjg){(=H`f(weAZob7du`^X`Nv&%wZCSihr7V0~9nV;8oP)+>$@*7(W^jVqJ{ zu8o70GuD_Xe7i%dAICh0%ER|$3=u7pq*<4JhBfIkB4a#z<1Ca1hl#EOvec-(M#0csW z+updX=$#VP67O5yBAJUC4ypSoBEXWZF0!XxQy&C*3_ZM3!56qBeuKtbP{F+m(#_=i zvuHAlfi}o9`O@GiC&CnJ_l%pyTGraq%1R|Kz4zgJHF&m0JZ$>7u|h0$k5^86F4CUx zoeqi30B5hCy%7jLRAMSJ-q{>uWWnsD$*qjj4*|m)^A6)2-&{Jaq*bV4XC@8T6H3xQ z<{64e{xt5a7|m$_W%A#xFdCPUP2RmzWC9?pK={huv1Q8s%M=xbWI@_M~|w09OKOs17kWMd@9jJV^v#a39e}^@{NLXIN0Ma-cvA#p)#kX38#j7`x9|oYqy|+>(nq3_q&#ql8=HQ^9GkHw7rOPs zrmMGK@E{93ASf_Uh{W#z;b&EjmS-R?u0RXGQ7eETp4uIW2CNh)i5uMd6hEXFe&uVX zYcK^OI1);l{Hn|MF)SiTF!lzasWSgSP$+7Ip46Cz7IHJ>mFpp|5*5S$7;@&-)oAF? z@ES2_#AM78f&d92-PhN( zHY@%Nwms3%#W`U@GYfoyQ!cO`Lz$2c_;$C7-Q|FHwm|jahDS{C!%))jtI^8zqt)F_ z?sx8Z!%XLiuF(tZW8yi5)N|Q_knb}P(n>6&?_&;~2jGht>&Ce%_^b&JN4eqFI+9-d za)7|a#1_+&6mL=j!7u)niOD9YJ%lnyC!mju`v~FK6bwOp(#KTO{A`hXJxMf3jp7Eu zro|vcsS|P+d;=U_gz2zc@)U^+jn`GeunCN2TALJ9 z7fJ++fW_nxVs%MO04h}T^XQhH0^;s{A4I#o9N>gId@U9s_J<=O0J^*l8G%Mq7>MH4 zGXag`^Btk(T6PP<n7v6~P=eF{ z3B^AA3zkbVJEWpzEr}5u@V`#Jf8t`L=P_DbRm24AOF+E>=z0N>mODT zA$6=J&L`sDvJylCn%eYU`Z(M=BFRl~o*;XpdpZk_1mB*;=&;PxM92IG%eGK;(82jf zM5JW!L0icV;9QiCl{QMpP9j$KC{5toh#5Tx!)s=?rPT)#qLr92AJhZfeWETcARq_8 zO`Em~6?XBWMT-*CQ>VYqJbk_NAON;bg*cjV(m}2Vq|u(&`nt8|eA5 z(PQaYD{G1XvRP)z00@9Q^GKXea&q##?p%WZ&;zvp5G_4^u_U|335FOn7SUs~?~dDj zum|9+@*J?d+Qp(J)HbVMYQD6<1rGw|czJnahu$?cX>0~_ZgQxB{T7EslPPS#_^`3X z$13km!B_RNF&*fu zz2i=c1en+E)y%et8+OqAq*1}Qu~t1*rN2OD<@M(|E=G#mv?FFh z32C9Sk*x{J$N+(kK|`|;1r>Ttzn~dR_r^4@n3GW^Tjl$$M0+Zoj^W*qZZSEt`Zeo8 zcEK*X2VcrJ+3YKUHQ?g&w@EX<02vxRcYRUw?2923vBlK>sVCx{7ladto7Yk zf%0g!!^p3=oopQb0>5`IQB>0>5Hv-Q!*JD;TqS57(@@r^B9cXlBOsBMh}m31tQGCh z={A6`mu?d!GY)GeR#uWY1?4pq9X=ooAkbV3T>TA(5&!}zFaFKl!}&@?dc?~G)h-#s zfF74afRx(}Sxyj$`eGq}L+c=X zHuG7V=_fd9s3#P|ra0tvjV&o#*CMyvpS z{T=i#kHHb*V37mHgLEL0vjkF{7ogK#G~B@hrk`ILak|VohY=Jwa0SXtB+NFq+1B1g zRsez3@ga%T0YQq){dAS0dO(HYOPhPeG3bx6X+%Jo&uR-1R;QVu^1XuV5I~SC)kd9ityCJ zRAZt@HE+KQsJ<9tXRy^|y@H%1=1&qMiGR)I)|?D2&5MOuXtWrf=Hibc=13G@V=2N= z(6y8FF<6L8VQD6=_vDLCPEI74hp+_r7vf+8KtOs?5_j&Knz)&Hzr!fmFEH3rAeET} zNa!j_fkhXm?yps(OKwLdoBz}*L-9clS?j#zHPX`Dj@z$E$O* zPC$%R`uJ=VLrIVwE}bOb9zv#!wqg6Q{m?pNd)dslMeRI;v~iMTPwXjR+fG4u2O~EDEb;xt`Zr(^aB#C4h%2UQV46V%f;yg< zQ%G7GN%bV=V91~qP*`CdYNeM^Jor!Kx)4$943`X`4trIZ z5{>&{*4oli5#I|V9o_f5EZpefPHKu*lBXi$pG-tTC#>HMHWYoY7v{F2nwnH%BS9M8 zg;fp$g7$m+5Mmx39c??1KZbC<8S*ak8RnyblwJZ0AxUGzVvNWN7r^CkKNmRKVbJ9P z_RS5!h}xI;>qR91ePRLp{fVh}`~Sg_OV-kV{rs<<KB>;F|_ z#wvk0oCmSCV*T-cuEZ8S|8rZdxtY%JpsfNpKxB6$y$X|y^*^`e&bck({g>D|>dyL* zyN4zoB7PzuAfVHXk((W^#39J5^lq)Mg>|-#PQZB^P(A*rHwjf4|x=~2Xzxl0g0qwWkefh4E zt6JuNVx$^6OT7W@EWza^gmZuoPWbQE!e5~4IPbO$0?;-1|IymXf_GoeeBheYeDVwa zfs!8%LIFrhF#Hgr36O|)?tJ10zCJY`dV85Eh!{)}w}-Qml1#Q`!qhkaqr`(=9S8|U z!D#QDwe9cYQp~=3$!(d>Nhwm_|LdnN%wxy8fb)(y|JU6?ZHkY$|F3`K!Rm!SY9Y@= zu2JGvlf}6{9}NUvg8am-GFW6TIq&O+7dN)^yqn75Ee{DlO~SX)k74sLzeU3UQ4qo@ zZl|Tq+hzZLWV*7YN-O{UyX(o{J-FrJI^1pn7zx{QyB{Rtm{I95!$Q(|;nY7LjoCfz zRz1Q2=O4GI=dM-J0d^oeu%Gm9ii%lH-9;Y{NVw+mzkMcel+?Ch}<(o0d-?9{lfEiRgk2mQ})~bS;j(37Oe{q%-$RN zNGHwmt7C`Nc$nNbKKGZP^U8;WdeS{bzaoeI|;Ec6bxZu0UadC^sZR?t&VQ z+0d}7)2x2AI8-+z`~aY6$6r?$OaLUq461S-B8$yKdjO-m=p5-baJD;UPq3pFb1tD^cF}`_}wOMxb=b+lk?JoJHfF&on|~7v<29| ztK+1ti<%??&O_Uai=Ze9nwb^m1`-}eDvL6`{h1cuQ?NKFdF9>l z+GqE7OiDhbG|monnni@7a0}uF4ipvlz(6k2cVMx=SlfXOyX(g6K9WgJ8Y?g_^MNNM zE}OE@2`5(+piLz#;V$RtT|77wj-CDcw1njBgLrq0wiZ=CKU8s_CGe%HjX~P@&qCYw zEc*Dd1O^t>0_S^eTYUKbtzbF&i{8fVu`ViR3NSaqbn?zu(!8=TIf7s*sKxSm`b0)xRlw7Tb^VMD*^q#gEmCkh?I2T^D`CwtiTQR6;M z3s2t51@}$j@+O*6#VQE^gj=hlbIo1kzemI#+}Q zXc_9jpoo!VV~v%)y*-I8AooLE^s^>~7BU)|oys2T+q413Z`IEeRHoJ(78EL5YVq%L zHFxNBNj0+d7G6#-uDXNeoV4Wb1$*U(#`HdM@VM)V<#k+9{XHhTM=PYb;;?$hAaD_i z0(P-z!-m_tX?WVOBU99mA3_6s59dFs+Hj_B!)!yABpzj7wDPLfcqNVuuY?Zf)l$@| zy%oOy?0x&s28(!oey^|#30>T-c}UkJ{1db5UGI}z#(a9JpI3_VUxPB1lEswF^6~B$ z1f<*qLV)E;B)yDh=i^~G@^=qA4NjfzTAL@#MaLlO`uA(aHGN*Q7q^UvjsO*f zSIx>wY&eHFl@VHxg|UD_ga9+nLHX4AoFI=jUU{Z-4v$>IPA+3nlit1VbCH-}%8;MuP0XzQ0$zX zs!@Y@#fOlWN`22GTf?$V(SDI{{05b-;~t$NxJVVS*sDjzyGN6&ym2OX1Yb|@(%DOzhjroaB{6m zmFByvd*VxtO?KUE;2*tB1N2QjmoKV!yr3XOS^#*75#!Zs;J!oJ1(1O;F*8^0(Crsl ziPW~S8bJA+7>66^9uOR}axYWV@otvFYS~ z*`RYjwaXgL+%5`gbAOuk9R2aUzz6_k5u`|Z`YIAn^3m19?oE^rfLh7@Ydk}w;fIp& ztMdB3`PUS4lS95EGQsxBV$YJPbY5H8svot7ve50t&z{tb+W>;n0Uf0HZ@ru~* z0`u8D#X?Z+B6}8&fYrc=U)!`hJ=tNduP+EdL^;YHXhR*Yd7(hEE|U1+>E-nr+F;^{ zm=A}*%MJ7ka$nLVSW7Ec{W(*m*~{b*YsG&v&7YOeBwMfVdD*yw%Ie-#pLmbwhYvq} zl9Upsu{=@3az$PIcUk%h?5eh`!Q1xCA(3aPvs?H+}>z{oXBc+P+=P+yMBVAP! z^P#ga?dunXa^I&o*`((6@oC4=*o(VvnF45JE1u z`M`=0u-1QH<#ol9`17O1XD>^4ttvCk_3`Eq&-n44Z}0d;KXEO!Yp%yet;?5=hcZ^K zq}{oQqTI~ABJNtt0sJv>G97@EL4Vo(;B1dn)O}hptb}1pjNz{o!6)PITf1ilxrx)Lud2>ft!{i08 z{W5!2owuEvJabm#UyJAFZd{dnpkc7+M*H1^#_{w^C0G1Cj)l%(G)HBnqi|#0R>>{g z;X_h8Ya6ksiBb=8^-VDN-XZZ)SlI+p!RSu}o4`}@Y6lD+LGgo3!dv(s*R5Z_5M4h4 zWx2=&LeTvCtl7_ltZ~K`(fJ2b>20yX?fpu@YaPZC+h1_)8Pd4=LUFDv;^(&>*X`CT z?3=zBo7}B4eR|$9Ow`?Ud!T;yB0~e#>#c)du65mDZ@$;8~+$J+izq3 zyyal0rvB~fye*PHezw1&pOi|Z*bZ&V?>SYrbn>HBh2}l)qk5s|I^Vjn|9bNwQIRZp z&^ob&Q1cV>P4WZ|LcIM26v;O5@flxnw>~Cz?dRs^N6LC}GdD4Z2(84;v4Aq%4G2QBmSOZEKash-G6ihPM$d8h!z``vD^GbqP{C8ay;|Z~QceA7Wf;-*u zeSZp44|zH&h3TXMJ=Dj_pAdb3wg{+3Cu%etPQ38yVs>L9kt`q(%CRX(+nY?o8RG@Z zB|&4|O{M>iUfm*SN8)<*BMov({w2(&_ml@KL*$Ci`I-kZOmZ z`lx+%%>a?VtFSc`58m!i+)W@ufU5JCA0k)dyuky`U@gFGL`&p|1nOM~w<>#qtxhBy zTfv_IG;OM#haK>gvzY|gm#w*TT)=;P$X?>b_naqkmw$G<$Q{qGP1f0cCU`LV&&~Op z(8%hxUng>li7brTj3*TVJrNAiG1sd%Gtm{SxtjKMGgGYD;PRaOH!U6YPQ(6jBPlWA^Li_#j4s^`cS*; zD;92l22Bh})gb^H6iix^&;s1U7S{(9D0+(n)d1*?6cW5RpaZ*etZeB1{CcVIb7Oxs zC`=btEmKl}WTA+-DZ1OCwBD_+LN?kG4dy{vOFQ zl>2R+R_3ySi@mmXLG>dBSFZ~EdWr%`-4L8|&KVHCktT*mauX^DEkrc&f+n0u$pS&m z^ROM4Ly)%$tzF{_$Yns%fz>?-7{SNKXHZ)v@EHD~JQHAVq-+m12VI2`xwMsF6EP|x zJ5}$>nCBOzY^u51W%sl?@5hGimI?hnE|V8eJ$ZyYXYTq3o&FJO!+nmb&TN%5i&d*v zPIGb1$FY*0Sg6taJ8LhigIn^-$Lwp899AscVX)3JMRf()_L@Q)rA<#9*n)jbx|8T_ z+S$|db_Ylxmg8ce5}e;eLFBIH;>yp;8-i$R@*&V z{87%_mZ^Qr4oBOzh%0@`CBGiKJw|x>?sWbu1?--MX8R7HfqJL=_9M@NFxwa#1-4z9 zVfpdu%jgijM3Kx=-)@v#$|W{-ZcWl|`(d2c48T6u1?B;%$FHtUY6ItV`CQ7QZN;Uf z2TU~Gbkr&z>6d_a|-BZ_WDZMP3P50M3 z6aDoHPxf5gmXNqHRKsG+Hnyz+!@z_>xPbNi0}6=>=s(!;eBCfdrjAd^o0U0FR3vt6 zlW&@fWQg{ZGL(ywx>K-#MC0M-aQg4&%fA%%t`XSTjW>CWbDmiH-f9 zrv(~sbpBFr{H6qn%KMwH4*%Fey7z8}v^_&SZ(TBXR-QklDxRnMo~!Jjqf7Lw|77sx zTh~0OPutOp@8BVS;apofzh&y#r3*ssWBebk!*^Kr1{ac15Dc#K?XINZ8K)*6|NGkF z-hLaGxRT56iFNaPpNN8?j>g&R!{+DcX2NV=w-yiX%n?J~HkD*iH+#;9uWxaq^;dX|6l5|#b!BZBYZ z$&(7bCjZ!nkftvsOszeE zTY`=a5mSE;Rqto>H>V56#4LXhK*mV>Qa0Xa$Lh+P7LYx2Kk2=Ru>fu5zrWtU_$?Rx zlm4>vRqls*^GA3G_pLEV=)dIcdVGIflIz~y?Az0jCi#msng$XK`a@WF_)E z=qMmFuL-@05PDtRc0rRjh#?DSo0OY{sX6sE1diJ+Q)TU4NP zcU40Jr*==!Eq9SA86mz!>-?PEs27%n<)=5PZi;f-_dXyr)QeysbF(w#Qd8t^knAb& zW9h+!5XFMe?-30TTd~u$nN23!*1O-XUnIaM6w*-U{IegIxBAkK|*-G~?0vq5#kUQ2eE=8+L z1BF7MAJ_>&L3&Kx3Sb6FcL|4E!ot6Gv28=8&2BSPx^G!zUmw&wi|*CaX7#H#ZTHDC z{QrK{d~V77WexNDf)586FV{Wau61d1zc?>k*kt)5^>p>pTVZxzTN!D32GyTi%mvr% zwBJPRXCNpE$q2&G1D>we)hDdJtKn`-;t|7lG&xre>g9BVJlPGTe3@;QGx~y&{k^+c=mQUJ!7*_4GeXi4ks0TU{!$4vsLC@&@g>&1OE!>Md_tvD*<_zU343;fy z5H-9*_FTH0U9;BJ6$_C)`Oo^;o_Ds+vw8U-J4Vf$m`}p(Hsxv=pkOYP7>@b+dp#BK&W}1o*}goveHJ*pPg_?(ZW>Cr!IGns$Z9?BV5`nba@M$*{aUR=UTncr$Vg^X`<0C6A0sJkfTpn+)Dk{#>G9y?dUGVapmR3ah|`R*3k(P9+&NQe<<&e3jxPG ze;&&<&0ia=w(LR`*RE?D8NcIq5a9#2D zlhu9hkUO?r@{Xc@SKJ|wlke+8n%>kcTM%X+bI+XNRm-4_g;7~Cllg;}yUxqensf*5 zS+Qt1cRCfd#1)l7z(?OvxRHa^2(1_80%o7v@$cQ@$J`@^ucp9b)qdsM`d|NZ{aPJw!1&L{_xK-HoemNYE_YxvZZrlid{4wE1jG5l)x13HkLWW>+up$Lk!~*SjssbEAEO zI2%ASF;6dV*l*C-Q&fEXBmda>8$IxM>)RhcOl-CnVE!!snEgRO^bT`wayE8)&iZbO z%DY9w`4G6=XI0%PR^x7289LN7p4)G<75sh6C`NVx(NUa4JS^L?G^ zt!x`{h$=4ovT*z5)V1h>wQcQ9hvr7j=d9mfYo8s>;zGjtt>P#g{qGUK-agrwbs_yz3XkE|g?9u0 zICXDJuk%6b8+G$--=AMLr2=B_D0*TyFF>+uNSQhk75efn$F-!z^~_#;+M@3rLleVq6Hnxyqt)(R(j~#m&lr8R%yPf-qsNQPj%&P} z*l;7l^N9N;x2+KQ#6yU^DK%NW=Y4qX<$%tV{4qV*A8o4(&Cb18zS~*qJ*?VMvo&)Q zGWIhgO(SDB=EkJj8#usE2CeT#snFf~W6%ML&`@co$>2sjESJRheSeI{>V`y9t$*Hn z(B#}XRu$AN)}nTy=~pSYm+$u=4kjBpC%>rO%EFhJZ0xxvgxSa6$oKl^6b*r8-dI=a9+1hbN_Iyf)@1s znA_vgPUzGiBs5rO0Gg+V#ph2Uspip%E{&K~LPp5_z8`Du_-*xc4n0MkKPF*4`YUke zxc!W5`W}1wSboJrKkI}-?DHy87`Qj{Q=CU?*Io#Y`TIcCXhRd0wO{M2PW!fKwm*&5 zOKty?ooO`rfVNvJtX%yrlTW*V-aGxY3jMUh_upL_8eg%)mD~5=%rA|?def}d__Z@X z59L^P-*+B=vsQH5pI-@|5JDS{**ZQImo6tm8l+~P_viNP=NnVzJPtJjAz8YS>cUNzRhr+=u^JQ-|0mnOboj}WF%Ik+*x^1c*Fg*mUNsPY}*$u znt!0d#`cVNMjE46kVTNzc+|Q4V3@B~nBfP`(%o8*0)=lCv&V>TtE=;I5kbVYED~iJ zA-&<-*m$3!qo^Z_a%#i(=Em<$cAvcQw6jzH(-lcX4<=-1Yg$=ZVSR_n+$ewu)>^e` zs#M%L8iJ`FVgqV5YeI-;3Z$;#utXE_Xie7#-I11UBiZ-2Bm>C8zPl7 zhYV#(2nop?GE_2VC{boftV)DLhGd?}T;^&;lX=RlBvX>igzvZ>t+m%)`~BWO-sk6! z{agF#e(w9a&+8nH<2cU?hgs3rXwVY-_;yJqZSS~n)*x2i!Sk1Q*e2EpnLtAm6@@Cs>|2 z^X<^T`XRlh>{X@fLDA#_UY-d_JZ?L?CtQg|tlxG$A?S1+AYcdd0e^<<*b> zSw36+R4XMhF|nr7WzM>AxRhlYgPQ9a8{^P^lLE2!{A}_3wKkXeS@G$2xEbz^bo36R z7OzgMd|4JJw8UF)+-~Jd$!K;8Y4 z9}TNTl`d&iACQe^?~G-1JQ{9UaQB!#%3Z%`4-bzt)~+%8wBs}tn64!q#lw+(?%S=I zG;^7<6HBd5o_u#iV=*NtaZ=Yk;mcJAAKj*oXmkGZJO*}}Z9JvPSUFRyoOSI9@sfIJ z>+svRZ)M+1xTn{0`&MNdg~Gn!RQ5z~w-bHg<)@lDvlhh{GX2l1DnE##d!O-O-PVnf zE8|jc|FrvI*hqgu8n;hzYVuS~1gswUa0mS5;cQ&6A(zd1D}-!{DO)vYU$9%7={65M zfXdq6my=%Bsu#_!8nz4qs>Z)&=vY|ArB zJ>w-Pp8%M=?Y<)G*J_a~&lwB_01o*|9jtNHZR?1>W9k{Iv&6ZK^R<-etBm~t8=3r8m z#mTz$uWeJ_X6_O2+d9A9@kjpUbv%r#HRf6d#@-q8;i+jk(t=kqHTwov` zq$T^v`*p#KZwwsgeaUg2n{fkL03#x{jbR`-56|TSIf?tD(MuU@;giKdwcwl#*bni%oF0`(GKUgVe{rP75eo-jRR_ymO}x0mF`Q& zC-5q0jmosR60o*9UmmGP6@K%|IqGko&-=yx>b)9$y}^$b4xP2W}TYl5_q=vCOcYnRV8CfxPp4kyW1 z&6z*|+0Odk!(nikJK;g-1n)7%+!KK%i5ON2eT%h7Ybd z{6?Rffn;h7()PTGt(+`IP#6#~#}KY!q6OLHzo z#j+dg>9cL=@XK2^C%}8FDH{ZeK3dMiZCAbE4)m@(v*VySCu0srGip-Zd?qO69-KUX z*y|;f2#tSadPmgBb>$D}rYUX>>#u?bw;%dwXIC(Hf#HsYY)$z7%IewYCU@>U@n!Vi zy5K2e3%)PPwXG9WL!#{a5ZMGXUCleY1d`S1j3ko?sPVtP2AYCG$!7K1=%0H%D{RN7 zSVI_CBP_YfYv2&dW#wpLPuHJNy;8}8FC$Z`9j!6gg7}sC&4_I~c(i;r8k%)wTx!}6 z_rH$vEA!0$j5GWFI5L|=ieBRhDE>i}Jt_)aQY6PoeU-utU&$IC7!befj&&AiWo*!i zU=JSth1JnN`JAt_VO%S2Z{ilAW@fDT_bHRTdny{jtW_=^VwOo9z z;=K_kxnIrokwu5vdqxs+-jWB}JD^oRG#>7zFXz>8;g+rW{twF1+hH^0BhL@B8oi%^f zHDso$V;$I$?#mg)ru86|{H9xI-yy~`GL$*Sg*VRWz9?6w!zo=$&FG-xAY*P>93G`V zL?<}p;gejSEYp%fmo;Vba$am)9~w$uUW!q;OK;mm{TV2OL^@L7BkjBNGxL^v%zBs0 zde@U6!1YF5`K$p#3@2ysTJl|a+L!=3XO^`^$uI0==_=&(W{Tb#R~4>OCOcO6>;2#N zt;&m(1eFYliE6C+g)a>FdW&dG?9V^f$t^$W>ua-AU)7kJy)cZUQp-w-ort>k7Vs5kH}2) z#O^!fwqYrIkg+sv2B}MtxYv?A9$ja{2T6Grbf07mGGQudjeLD4-p8;URdn2tD?;JS z&B!n{g_>M27|+b8L)#AJOiGy z&$Lez#TEa0U;Karb?*hoyCgf|ynoI|!{ta*DiYjgrz{0YwjqUZ>!}Z4*j1NNKAHWq z`r{xemj21%DaU4)@krfN)4CSVN}98BsNj1Q?+j`ce#HJiD!k;vJwtbPUgq1D4x8*-J6N$N;>Clr@c&zF?*cB7SJbJp&i zuci9Wm`%i|r5CYlH@L@##IM7>P|&FQs$6F}&FNmVQjcnJOV_n;zebmeri;kW zpwM-Yn=MwA_a&~M4WZ&dFfTXv6O5$R#@kfEFl7AqI0zm41B-vfpaUZT-!TEnenFK7 z*XFjnUU1ZDRMS&8&7^@~27KSdgm@0Uj8|J#n^nXvckM&^J3uA*T*K zgT!f3a<4pL7DLr6%R|PH_aY)L-9mi+*!zrZ+jNE7>3Sm1^$!J)*7!^9O%X{n=U2Gm zP!w!sD8Pj0(8fK-8}mAdkv&0SIM|%Oe5~KuGqK|A>B`QhpQE;CIT~gN;EqF_H)Ej2yoWIfh=gL6>0O)!y$WY~E2qkl(&5e>Helbr^h z?`&P{yI(B6DLy^uYi(~AE?I9hyK4u0msUVXEb&R_4Kuu?l^I;Ecw>UsrZxg?h)zvC zSRTwTC--pw)Vmo_*cwhwg?snyGa){-pk-|PKB)I+_38(%X8*%j`bSi1>M6f0oHS!rIAN;q~OkF2rSJys+HyGH|M;xmy4J_h7SnlI7@(C|}%8vnYrGxAN+f z)d@dPgsD?=-Ca1;NW(ijH`ffx4!`K4qNA*0&S%jFt#bBkD4XMt7d)wqxGL?vxotkq z6MZy;M`}`UmbWb`(>}j_wDaYLl(!1it#!{BR2PDLsfzZ5D|UECouKmP9b;$C<*;#O z?GxT3a3Ww4?Z)7>ztBtO%kjEYcZMtX*)w0My6@k)HtDf2GiRN9<*_fV<9Zhz!6x3l zeOryzqb0hT5fPt)%eZ!NqSwJI(Nhds6Hg})37 zw;S*ocNeIV;v!%~c_S0gv^gWiOH`Q}fW2ZG#}5MpZL4ZUZAuE6s~s=-8rHk6@PgaS zA4tvrGSc=@FBwmJ?1<^*v4QenLv!Je$)y!Vu3bGbJB?BIro69wz`t$p(v8$j1v6_N zWSTo8UU60J*VIpTjV1abRbHLwZz_oP9o&=}gQJ@K9-xaXBN!KTJ>9$YXK$E?HPXan zpHnuwPZyh?_tG5rX^yy^qRkukR$qUJ8rdna+fmpf;%YcqH`0|){H)^QHo=8G+bjY( z_z&wjh=sf_v%YdgLY=&EZgs2#iaC;fhS{X_vuzm{Za2OU+a)HOkMjRiL zfYYgXo;z!5J~}BUmsXIYm2%+2=QdwoNz>h^qEfsMcoK^oRm!>Z zh!5YIv*o~~6#ld~Ha_8(1!3^MGUw5#tpq_V`Z?WX6kd-O#xabXF{=m_%Lfvn4Q=|sa6ZhE#2B=q`Sdf(~9DMAmp1rRsbMypd!P#WU%_0Ub1@q zqg9L2Q~*9b*3RTUb8!jn5|u=zh{8f0H8nLo!MW}WgM)(_g_}vkdxr}(3wZbb{aAyx zC0bTwF%`CfWB~yI{Dxy%`!{Ls-z4kTbcro<0Kc#QlZkn}f1*q#=iJ8;6Ni$xji0wG zkZcA4E^EJ$PzyJuWa*2Ww8+pWTBpC|(>SMkOsM1M@RnG)D}++~}RuW*1!PE?JpKfDs280$Npzfaj4sU#vd;{#=naf+CGt;Idv`3$m-0n z(ps&fxL9C1|B~3pR5WskSJRx7$(+wB9*di&+4PSE8?u@eZm@D}7-b|7U2dS^9(d5d zolf`I^k{X0?*{h?Z_qeregK%=;qt(Z;Sc_8ClymdQ{vPsikkcu$ulfeRO|1zbk#pz zKS=yT$5zXH!w;VVU!&5qQpyw9V30KVkb~*orB}EC7>{a0yJ&o)Sun}ew``t9637#h z#mObP^R?hR7O9nsDJS@Lxby#~Z2vYx+htQ? zGQ-1L$)#NrJ`9ZYb*Y5yO|z)Wr@NuT@HK8%@9p#X4F}%VWeuDVr%-MixVVFovX*sGV}q5s=Yo9KZFXBp&B=}(F&kp5%Lz6t%;<L%nu%b_LF5GE$5{A9u8H zCkF-WUk@WBAMO~t!lO=C@>Jm73LQqzmKYESr{wU=`g+V@6aHF$xtqGQxcFfO8L{2q!*@HdG6Z`xLs&bJp?|gUO-(qEQ^=L(%BLy=Ss_}7LlD%%AJUZ;qJzz1e>tN)6=tw0FX!k#~Y ze{>eUv%$S7VR-MJjDhNyM;U)gd&HllFp37ReHrw3*>}7T_vF4lyfO}W_t-R2??g+r zq5JdZjPlYq)hjYhoy2p#KMqfPL;HJqC;;s&*)FNuWlP4jEQw@J4aaSodbS_k0&9K9e+tfJnhGp3 zEL@0!yuYxPJA>{Os`xiOBVtE+N*yn>9{F~ypqkyuI#msecXh~(57o!EL;`tY zDR{9IvqoHr1&K<%ySzM4~EFx2W&RW@jZ12(bWf_KDuaN!QQ1YJyyVKJ(6f@573 zcc0j?YAMUg3}U$iP5u2!^tW4$(e>TCc_1;~wl_0}t@y$Y1!>V|yLEO-*=}s}I}VGI zy+H*?@UFBKgop6Ip>RW09Dkzn~|pPXaX!%F#v(u++QoX4F8Lv!h~35s_rbcp`? zJ*Kzm*wrzX2g;RWcXEEzLjryHRyMK_*I{cxnuyPEgD;Nlq1|(t;HV-&$~kZ1 z@dlprui9uXU;_3Iaj!Nfn6uC&Qs*&chWk&c;L#tSSEEiyxhPm`CjlhsK}g6xSyN+U z#-5W_ynyLBIUAHI`sWAwtp~~_%lD?O40Y2NU>Yq+VZydDo05m&dj;(dUv6nT=xX53 zZJ2(>ApH!7tYM}d72cs;4??ME=6p8l?a5}Ig(8vFq)*w|Hqw^$XdKYuMU{n)hJFaa z123fdAQp%^L}C9$<$D;IVYtg#H;-MxYwpKhYxP?fry$idJzleaXPKUG;aUo(u=*J| zAMS_;>H?GI$0suo8u6aHugS;mlqT6RfQ%;D^cTCSr4L1ZosJXGozrkWA&V_0j0Kpk zx>)3aO+;q%2yCLt0uL6%{Wqkz-dvzRLYp_s8TQxVw?E4FHGU2s?$2PX?9}{i8-$m{ zvVSM3?u2M#_3euE-?kGdV*cg7{@2@iw;d#VEgaM&hwa`(}3YQ@K0uX9Q~ zKK@EP*&*Z6T*?f|E27ycC1dB+HsR^cbx91}w`H|ZyO^Rlj^>HuK!<%4Ib53YZn z3d>6#u(x}#hc@X-Eup3@KVb7xESACdfA}Z;T06N3IU)Bl;3xLEp9(+}jD0d<{dwI< zT(lVY1ooJ?=q~DIX)R$aAb|F!nW|pYNt$kBEAAp(7Pw^iB+vs_R-(9?@W~}mXR%m&?2B{r>3{fvCr^OJBK~!KT3cDOv{TC1{_WJC;l6m5 z*~-izh2%f1W@E*J7u>6#%xt1&;4OwR1N*JiUF9ug1n%%#G^41laihmY&65g$&;x7Z9;8{y5%V67aDkFyG-4 z7sx9fmYj3qjxLQY+OB1To?B}ICv&X25W5w({q5~iAS2pQZLYn2*GE#5O z`r#kmBQ}Bxs<^(5pOM=`E3+h;JqTP~u099Nr|~Ad`D44ODVFP#pHq&eR=OlnMX2fi z#!P!;*GuE7FzXbp5X;)aRW%znch6ri&1#D7*{Tyg)NxoNjn%kjt9NeVKON_#a_U-_ z7=R+W`YcASJ3Nkklx|8<{7o=hl!BD4`R+H${d{me><_3J)Unf{rbE@_E6UkR$>dFA`#i+~n$owHc_X=8f;zf?W}&GE=F$r9Skz$*>mmIl&?!SNyt4 zpGi=!#O(`e$xH?oR)0^Zh7g61rxNz=$rR%S;f!z|8sUU{CHN5{p z*}$qJyUgsp8ooAV33S9x_0>w8-buY;&>L?6Zr!LD>vH0+VaNJxHZ;3%PT=ib=rpJc zSi(>DOmw;}U4U50%&umBzHf9#%0PEw4;aHZkmU7!Oa{EPOK00RgqvI9DEQUNPH{EjX2NT zt0q`x;Q?)%?={Ct1P%SguT?12H#>%W*SVkg@x;-S)O&O-VGe~?xnhh>FM9Kpb6GPA zuQL%kAZ{M`GOh=wO}TJmqX8oLo-dg>7R24+K8=KD7JDCNj^3E*mn~2kyZj3814c7? zaYSi+^dkpYw=}?Og9}b%QClgINCYj`7JHFfam$ij3mCF z@)P~-Ca4)L>3#Uv>-dOKPW7$O@;9o5eP{TeFZ;_VHAm^_k}@h1e)e= zf7|GDlNA^A7WPjNpSKW~(_^=)$nTUrw0*TjC&Zs>5^GOzg=q2bw1RgA2SvN4^>6)Y zJdr*^B2)YNLFS*=msH3q{87{YdIue?o#yRBj2}H0qNLZUj;g1SW+fK9i)dDgW^d)^ zQbXR^#_vNG#B{+J^dVazxEhHrkl*yP{9GD(;Wj@}KaryUbuPzygJ?`tCLgc%^ag}Y zy{+&R_XQ4|^x4=<(A`5M!0fq8;->40lCH6YetF`I>}TExKA&z~)bpowFhN;U-skp> zH>pcW{}{#Px(5I6OkZk(%bTco_TaBsg}zu#v6^w8xK^H>7=1)$AAXMV2ldyULa3