From 83ef236eb6f37a2a27f94fb2a202f5fcd4aef137 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Constantin=20F=C3=BCrst?= Date: Mon, 12 Feb 2024 13:30:51 +0100 Subject: [PATCH] commit first draft of chapter 7, modifications to other chapters include adding labels for back-references and slight rephrasing during skimming of paragraphs --- thesis/bachelor.pdf | Bin 1370061 -> 1374629 bytes thesis/content/20_state.tex | 4 +++- thesis/content/40_design.tex | 2 +- thesis/content/50_implementation.tex | 4 ++-- thesis/content/60_evaluation.tex | 1 + thesis/content/70_conclusion.tex | 23 +++++++---------------- thesis/own.gls | 8 ++++++++ 7 files changed, 22 insertions(+), 20 deletions(-) diff --git a/thesis/bachelor.pdf b/thesis/bachelor.pdf index 7b81ce324b8f18bb040102642e3e5f0fe267017a..226580a6af8a93759ccdab8ed06a90e9af58f972 100644 GIT binary patch delta 82170 zcmYJZb983G(mk9fnb>wFb~3ST+qR8~^Tf7o+jb_lZQBzkzq$9m-}?SK)wOrm>N=;_ zI$gVZYDT&EK{<{Oz>@0Ejfw$O?To=?guDDifAe36M-!FwGwky^fsb3)jbkgn|F->e zbY9;QuTvjKrXKpIja*ed}`t`U0B6MPv?4l%n08^7IJdr+&lV+5O!*iYc|^d3X0sx%=qxNNCK&v(0*-*F8XhUAVM!GbDC zj3^-o>KRjx+K!D()xjpvLk(Y;Vo+MvH__v}o|EJ|`1={S*OEy04uhd~`fR%;^m*Cu zQWNJrmF)L|g{yqD$kBvGRY6uvRGLB{s>jWp#o4OTy0F5D)Pz3-?bVK!iTi!jmo9W4 zKQt7jrvf&N^9;IRq)!8Mnvfc74nrXG(GSOKK%@UQ?6&lL#{W;4dh5URRp&SOQ6_^6fJ@;oV(v|2bvgNq(7<%Ux93Mm%3@hLQPp; zz(-FfJ;#mhqUIY@=QKRhd(BEj0u8#4OUfjNyO+!7uT*n08ijqxt+mKW-S?%T2!yA| z3J@6|UtL+{GgE+w9vt_PT>dZjzbPH8lgo?0e@@F()Ws^9^Smb=EZ*ZrKr|)0<3Fzj zapYUH$^Sut+lo2K)BAJ>*B>z<=tdf3v9Byl`>Bdsxr`-N?MjVElfA`!tk6w$k?+aS z4YSz%GKu0`!`%H5Ne1}^DvfZ*V^xzFv@y6Qza(x>;cPsI$;1xB&%{QQm8dT@7i*5GJ(PZYrE%a3QLaUe6jkkx&M zK`t?b2b`K2T0gzjuX5cnc{H$HJ#VYsj+fQk@y>8$D{Pj3J8J3ZRo^Mq5QzlF-S{2g zE$ffOh9Co`hu47R8Xw3)S;sUI5|-5T)T6r$#idDT33-YzIQ_M8j=Z7`P#l3)01c7R zW`-8>$TpWUrG}cncufQ?b6Ovkxl)BpRGzWpb9N$S@+8+NiKF3k^mEgSdD2A4H5`8m z-mU)DDL=sS_$s%&;keBCjGmH zaejG1p`3P0W))?`FE8*BC-Pa0TD88rT=`DdJ>{f5ykRJzWWSE?jYR~CG-fwgqbN$C z?~Aq1fK~9^34jR4dV<1u$ zdr&BUFfwtnB?|VS12ZP#3xEihd?lb$)YgeZCfDeh{2ZQWF|!kqEACR&Z0l8c}9?eT5Bq+vDY3KXj>Ti8*PE=vZFOBpT2 ztYdBQgRB=9$Q$xfH&K-zs+$*R#I2OXAe zuCR618A(8p2&Mto;KLi-o`+N+xIqJNG4tb)5FQwZzR#GOGbN!s+{I4=#6GsN8b4M! zMV-JaiaIj&7|Ie>2APLPx*6rKp{~)^>BX)Hro>RPVeew9IL_ER8tqy`(w2uwIpN(s zZ6RHw0iZjaYG6c*X@*?}InDBuz;a0V9C>LqCDxgzrtJ%Ndqyw1(fjjv2W7xaSb?yf zG^k5hq>xI{RD^n(`<;Y?kShajw;`Wg0t+X&cE+%&mSAaoj*4x=OUGg&lN58mGt9L% z`5Xjv_g3-47^6W}@qWQMEe08Trf7k#MVe!xCJ^cmM;d+%)tQ6G4>p1@$QoX=F0)_gNIwE(m! zVRDsKh7@i1eE3zGl2cVetMqA>UGel14xV`U9o?Z%l}%~)sP_maQbO=X)+&7}VP=!X zcHmbPjmkEmM2zNx-$P{mFCwPD+$&5`ir|mT;9AQ}%XU!7JP455WFGmJHqikm)4>oP z&y+#u%bxjXrJr$BM5@Id2cKh_&tY}7G1Cy+Vt7>!UJ3;2ZRXaq)x`qwv%ffhyr|O_ z&|p6z#^efkj73r1+>jHT5W-ODk-r$$X9Fktg_Bv~T|4z!JlJ8f23eXdVm^l*%u|G< zgbgZADrw2k^=Pt1P9}V75jR}d^|pMnK3gsZpPnvYvS+^_;@kf;2)cu#L@@!h;vzp1 z4-||Xdn9||>C6i)*&j=<3bmMeRWmdT47<+{bS)tYlnJcvtjK2aut&D%oYA|lpMb|* z^XoS^{CfU=<1bo?Yup!?IP$FMZ4L+tq+%XPQkJ+sRW~U9SVdO%YDN1;j{DmR&Y;X- zWhJ?NQ%@P%A5D;H-6E#HKQ-b0{+VZ+EtL)w?OfhgI~jC^Y%CVat;XxJ?~geKTwWNm zpT1R=vI^wUzF_>lY=hW7SH>j7{R?a?P<{NN=q>O@Hj5kdc|LhExIXwJS#5i5EZ(MZ z62XoGLd2_yF)kLy#M(}0>VcW7L+7VyU>6=<6nlqp|2)Ui%{B2A&$baUwfaPE&-I)% zRwUZpNDfQLe)Y^+T2e%Gwg~a4GMUDZrx*FS5W%nZu&(2+d9Kb@l1o0?M@meb;`#?g z(X<4Zl}-Y7_}*^*PY_%9^RraN2t>40q5)LO)E!N5ZZJj`&eXdj6sku4o;z3oLn7li z25`d(mmS4tMSYiXjcz8-aYT)}xrgd+3O;wr0msEWm~1rZwGyeYQh2w1Zz%vyQV~T` z8)xDOg=`wmZ&+|=b_)!fC>T{Ml2U?3P$|xB0Jhk{bPnlO04v&zM211g(l8rs9QwpU z-UE3yFCc6hDw@Gx0T3TSa%E|APGgRcu_na>yqE~tFVG#g z03+vDy?d?0*yRw3tl`W-JOIo74uD{HuR)skhBQkRMp!TRv)@#Ppa@EfYctHCFDOr> zuFt=w-?|<0F33+Z5M2=kCp#?26(Y7+BvK3+K8>J`G;*u}ZBAHkE(}V@ozf^tgMDu! zh&Mn$LaL7tDudL}NC`qc;-()u0f_Sn4I+sn5rD@3;2ryv7`2IuN6hobM=6d4gP3@J z`x5z3ux*I95}tEcK0|_5Q%oMsgEmMMX2s&j11(K1qdc>y0zn-El<)$ZPEC}Ji6E3S z&mk?-9bx1_pzloGn(`N?m>FIxlkA9C+)W>906|<#!pPpV#4xO;KtGwX0dR13cL|X{ z>`h>iKUzOl^i!fMP*w6yYVkd=odb>kD~+q`i^Ednv%xK(7jdM}gE?bHWE5YYwejw? zX=l>F=dAzX*kaa;;R{3yg`aI*O3l!-7x> zFx$(|h0P|Q`ExQ8*vQ_czidB&HPP)JU-h!%&$J2&g++Bvz$YGPwmu2Ltk{d`s=o*l zp^6vzCbC%i;+>VnMxux)@~N+gDC$FQwK>pgw1o8oJL_OU>6Ne64hX`*)#U93Nie{c z&}{Q9$fJyGzne@gU!``WCEe-XaS;oja8~^CCxzy+Bd;(U2uf}Jy57Gb1jR?1wY;!T zUyv=u{kNzAp|E^^bYxFYy!(`>cQ1ExOddC}-Koup8+NebCwxq7K0C?pnwx}Dj*$KA zScrE-B+~)gWNVQc#YJFN?A~_cMtWT+KHJEZsc+Ov({=33w5N1;w!xp5Fp|YL;1rq_ zHvwSaM5l=+YSmML&nMM+ugIt1;?H`x zOJTz$2lOnvt;e^M)w2W=ZHBnqKDZ8{X}&K?H|)hdRXKU zdV1LS^Lf+y!(Z)Hl_GJkK(dGaSDH`l6q`zNO@d$#T1>URB3RL1Y@Yp9G}TJ7HOdoe z(3%yMQeANlbAO7GE4N)NVPSFF|+J+xO6GjbmA>l8Pkmvt`ifbG`BK8_)mk8Iy`2*kRr2WnYDe=qihdEUU>TOh4SFI1OssQ1{KOmxrn{)l!U8 zeJi6jDCnr}A>Nom>kLZVw+=fpB%e$Eidg39z`(kw%^AYau?uF#9imWrl-J>w&_8=a z+0fi}q3QCW+?*8`U_F(EG(&UfN@}KAotG7x;OfD&UQ4QTtTog+4ywPmR89Gtd-wAZ z5-83o)EC}9ukuyco>Vv3oQ7JOr8ZqNT*qjZDWo-xeHwb%lJ;^bm%ue`5@iv>^WOQC zflc(EtUde0(Prmr==js>iq35*8(A!zA_+umINHU-Epgh_hXWDc!@|Y#F!3n*4PU+P zR54zInuF>y@omeH&l`}CGr?86v>Oao@!QJ>l4p$x5;Wb~cYBQ}XRW`sze~?fG6oiy z!3H~OV(K_Y*gSbh*jyH10u=S7!TVpNft8KydRwK7Nt5WJWHS9^6EzW1LALVSMP(+x z%7eP=rB-Xj$S%o}>)6$xFSwc>(W$uoI_Rjlo2MZu>~(C5YemQJ5)eja7WUr0ELh9} z>`YH)T$xj!hL12(pT>_8A}5^g(~J3Lt{&FCOD>twbIV_3hRmt?l<(4|MpcALfGAAK zapgfWWG2)^%FzGwp)e;e5&o*SEpB_ZVGwe9GT`C0D!G}TcGuu9&s|2`QS}?^bs6Qk zYD7yY;FhDJp1L8@sfv5!z^Cz5bqo`bsp^J)sR6EM3XB3PAD^pQFn_qyXcSeG{xx@6 zoqp}cQ=)<#vxPA31Pm7A0Igq=k(ltuN+RLlsOz9*MDY#lNAql^%K`*{gu#t1m{F;o zr_{%pAn71fza$rel8@a`Aa|qKoJr9#!{JAXCwI6`H(8{SpsYbN8T!_br&q4n;bzph z2Xd$wvMY{`bjb#T`A)QhM_ofi2?|}4^?HT$&376LiTA=spFznA0EvUv(0j7svc}a> z2<%`pVxl(C5DVkPEKQLt&c{7F*YY|NP?aQuz+l*>zJ^vcL@)o~Vi$HcP!u-0L*Y!e z^AT^2&#JNDuO%v~Nc#F;QBlRtX|$9D0VK zgkHe5z*&?gn>n!o1v`aTa#9T?q!G!mj(UJ3M6f7n(k1;sc zVmJ!pX~pQx&c}&B7R3g$THJXz(z8bY?N`Tj6(uk4!6k>qE^JwGC#6~4(9iI!auz&2 zPiAb(#w;E7EX7%kP}&A199+pWU*- z4m^gCr;!U6=5S_W0+bW`#jp9cS!9eLrg-^GN6JJc%2*dNyRm~waO-_f5tUqpiq6^B ziLCFAr2qtVp!PCiV0mUPgtGpWBLmajy=ALBFOdc{jjd+r$M}X8U&9!?%6WE?6G?KS zo=QcU3U!f6jBC7IZsxu1#6yez`)0DeevkH>?f1MMwd0}ITQRVF?M`s=qidHAoQk?O zr(C6EwE1z|ePP~qB>AiOP`+44wAfGn=m_MsrJLs&c=f|TysiFL$$11W`W2N>lw5x=tv%E8HT z>rvadfx|!CGN(Tt@?lbAc{R#!AQJyVB>oa~tiV{{N3j7>U9*?RYAhiIfea<2shY2U-=a{x7Bc)r74|(rZJr-;90-BS-Ed#6O2$`Yp ze500KRAOE#w?Btm`=~-Zm1+z`!_1vp`r>K3WR+oEvGunT3ei|IJIF;Xb?2_8DS!Ym zhGMs9F766Q%O6TaaSAb8fNyhZZ!Z$5&aC2?|{5qu+lPmn*&ymr7c$5{XVw zK^a(58KD4_jrc3*umHxy`fkcb?fvy1|CN6JSI;nUF#ebFudreMuMVUoZNJHe)bp-> ziby;045ooq*RTfCU3^!4Iwr6Ys7u)Wc;gmw7$+>%={Oe(?}BVks(9$YvD3woq~oi3 zcz-4*xAJs%-PsrsnKIyY^?3jCkR8D8q$mwX98~B2GpO0j!&}prN9ydrr@_JX{L27s z^VHb~3L(cPC^y9J-=E=`pVxQiI3RqpphyDc3m#Q;uRyaae!x-|6+6#BJ{d)itfil4 zxNif5&TPx;z-CX#2V{F$Dzv853qLl!aUIv|i6Ym5P9m^Zoc=LgtErvegjixWh{<3A zuSJCj$#HFDH#vv-wK?h;hN{yY=%Cbdg&!Id*Dx1}^a-cRPzQuj9Rg+d5{5Q85{1#t zG=YRlqC|zd?-@@eHCO*yG@U+*R+=;zT3$bOVNqapq@^4n;(F3E`P{y#IUfk4JP+X4 zR|QxGE&23WwlF;91Ax?VXNrJjP|AVmWxMIci-w3aXGMtU3YgD=F8^=0K6$~HLo?dX z!C72yp9Yc_dLTJ+U@^e6`fr<_^Zc$;r1|Zt5oGJ8PZ&gV{jxE?Y9LZqeGcW?x#T#m zjpHG{QgQ7BD`fDskM}cuncd3*MFExxyl4Ee2ia1GmNU5>?Sra^T;2=e2#0^425ua6 z1;^uThu+5d0}p43%C~y8Vv$C@!Z;KnVcTx-T#dit6_8RpV?L~hYJo&#&B@4Zh0G}h z8N**O1eQY)R*BBIOjLC^PO?b_O(Da$TB%w5XJ}Fe(u7To0ySf1+X-=DvilUc((xFt z5j=K#sv&h+*kJNDM9|A0buFhTx#pOyFm2exf&H$KsPV+M?8@~*ZW>BYeCEM;m%^?o zPh}Gq)X=ocG`l$sbr$&6C3bMl4;en1c3Gi|S)Ijj4)IK7R(YtA989di z6&)MqR_`E+@$7wM`a$#8$Ow7W#Q>5#`oWt%It~nO5%;!n#8e!L}8na_M-$#jtI+W4CAa{T%u%BigiyIDR6Eh z8ThJ(0Rk1@O!=4AsXBPR{z&04-Ks{o+(DfMhCnY^+w4KFp%hv)v8H%RZh(~(fis;R zR=eqWt|*FbXSUG%Ml%fmcX{DXVak5yiEKRuy8Iu+)#eWWZ?0Q$p4veBMAU}jwGA1M z&9xY8v+%Som4OEZ;CWBoRg&`1D)Wsu4lt7RVLQ`)$K5`{sf$*4?U8Ticrua0LGw3UoL>k8j#5kHZi<*-sxfwfx2amiBry*L!P*EmkkOrU-6tl_bKlke7KHG|C=Y zB44RRDQ9X&JhKT~ae@NMD<^^n+DhX5JzL5zBwY)Nw(5=2G8jdafdY50L#v zbFFNNz)fvGR`<&JP5WriYRO^rVZkn`nJ>%)M@jf-CZ_~`Xx+Ib>j4y1?mhFDxA8k3 z(PJE4=ta)5rlApytroSM);hF4wNlKwdCVl}%GwfquwS$@e)A5VxM(5M57XZk=wt1; zkGQAeq{wgCZ;L@a$;27gGb`uDw7}PO8ooSN&C0?ky6gdUN99zw=7BXADQEVz1R7bN z)-P_GM|zfTeDZHy^YfZk#8Yg7=as!SIy<<|8m8b2RR}%DR*LHsI_@CH9!PqOE7aJJ z_iGKv{K6x1NX<0bz#eec#zd9g}H8DXVi32_lVjhVg{y`@o_0% zCj65GtjZ~6?PslceDKz8B%miajoXLjT(?T}TF_sUQXD)kiV8URUuUyjhm$P6Jf3pm zYKU1P!dZtM84Dwfvgs3k-5E00&D}Pea6x5G1kx$s-9kLOxoaddaPbT^4Kv$Y&9&vD(I(HBLfFOWT(uA|9$g+<-14c+!yP*i%=V zPdh82$lG|yTdF<|k{k;YV^vUF>?f&$JzaBvkR@BhkL7cQg3P6UJypmHLYY$gN@2MV z;~Aq3av`Nd))8Bl=gZkd@EP2=?|81LQydW!d@*nDO{*VeaZVEp6I(0bZ$4U1<`O3| z0gG3$;F)_j&R_3z-@u*YCnhv9>aUm2g$btl_sNmg zz2Mqk-M_lf-IYGP%=$~pY>xKUt-+K%t)EbW6vs=!&G>C_a_f;zuCk%4krTv;Y@N&; z2hKoNwvB@PryV^8{1>5+HLwa@i&rx47Pu`&xHG_Rq5^EHAAs{2Ian*z$dq=FH!}5u zaPyh3zGk*f9nm0cMxau?F*KD?ehMp5m z7unhN|@%p_lnKMBw9`acW6q4i6V-D(KIw8pcUjx$T^S;*jV^ z0ZK+3VK@gvDj{i`1e(aI|FPfkti^z++!qv+C@#HK-1>(iY=#O(Pzrh<2>2j|KOFS1 zK9MjEOXTiAKuW~FHpTkt&m#j%EG5`sIG!K2l6Suqj8!n;C{vgr!WDtqWTOJpS|M=G zqdycTQJ92zCvh6`Jj`I%bXcJ=+h4Ug4~db6C7j9|3^YjC%R;AwB-3?#^4mbMxTrzF z8EllA3QRRBOax0Un$WO9^N;68O`Xc9I%S~IVFV`Hkc9Oa6q<|dVig)aCd#N{kl4y) zKLUiL(bB$m)mjP?r`SCMS3R)nQ+GDZM4OkHvJB2QrAS62yc-|vR#DLXrxRqTcyUw2bxZQm2` znZV#9#EXsA%8eE12R2>W@1~E3`;iso&sY8qs0sDTN?CV!VNv1EG=%y*TP&uSMj_*1 zVSUeQ%^pjFb4xBEeAV+2~5cgrNnLJg1@V~Gi%f!sQ_=1HRY6Mm3F)x5js+HvL}rX z!cu9=z%<6&pm4E(Lf!d1q~ecLU5#R+g+!FukP3>?rthb?6>5CzWS}HY0I|{{9i?o~ z==p+xEE*7R%!yWF_YbMrNE!`FKsvD^VvK<*BVcga-7H=%I)*1cr)?;T0@R09J`|me z?k{+n-iv@Blaf1n3h@1%f0&?86Glm`u01n$Wo2*Q@Qh0;vfx`^GW00+;^OJ*HFTm< zHSR7uH8peU{4e>f`}>G|X6`h5YNl#lJ~8dgGCMHS@Q3+fmjN0#$xQECGbcVikpb33 zYU@SiL-K{$>-`XRQrBD48W@4<*Zuw0_}r$A8ha*pX}7UDh6%r+7*zPu-l@=6n9@Ve`GeR)Wy1L4_t`e4^$+ zmWGnW9>G_~LA{Mj@dyo>uLD2*$66P%C zEHo}#aD#hA=pV@`pM$C-m}I;yI9|r~uPaJ)gqPTe3r0G*4ws@_ISpocv8BnWwVg?i zTj0n&=kjku)d{@*K14_;SyeF$7QtZsDPVM1W2z?+Zd3>+5#;V+WyJ_jIv7FkG1-R} zhLZ3{85K5jw71$~vSR@Sh0x@s^y;@mj+k_M0n5&92taVZn$W$439%?U zEp`)fY0ao+XV1FkzC~Oq*$mn@Bai9f_iZCVtc)pvff2NHd`REysrEI9n|Hu=_We~} z_A!L`2K%$+5u{gy2jI4Enpx?DvQg{29CM#2BI8lGt8m_^uTJ+6>G0_Bp`%PqHn8XQ zS!Dh0vFnPxv+<6ik zfQBV*L78w&L`%t?@#?vK$_gk`&?tlwBN6c&hX(D`qDj;rigFbTCaYA%f=DWg$Fy8( zh%*gl|BC`f0wI6>%Nm-bNKMVGStGQF0DLo@Adsc{H`-Z#5twlPW1}B-b0MqfOh!vw zlcDI?gU~n^gM8^=avzoy1c|MDD9hnSMvg;^tNz>fy$#KTIhA|KFKJ*uB6{L0OTvR_ z#Oo4AY*d}E9MkwpLKHb9DT&*C9Jj}4Hp`(LiWLQR^TZOpdZ*5nQ+s0Myrk$^QGwkB zcROXaPE)mxeedI6ZD8%AuhdN`;{JYn;<%x47jZWoH`6{vaxdri^)0p8HoIc!_&2=V zac2%|9t0r`Ug2SO4wd0 zVj=Sa)^|)^{+W{~{|_V+;i-=e@bII2VSjv_9BK+0*0+*1NlV~9fowXp@MK_aT%(x> zk6;!-R6J0702_x$;9&KUG9_FM9Gzcs{U)WHY_it45>)60z(xPHe{Xu+oRm9@FE#6NCg9|xNnDlUM_7GyA zX7G3AYbjK6NG!WhY~C1Ze!tU|?|%Jo5kNPX{ik-JNr3?g%=8ieobbofPsj*M7VZ`? z%eN?u6;zA6Z;)CE>Ze4;w}0Xf=Rd*62$Y%Wf9-1HraG=5 zQ?_bA0sb8iSr}6t69BfYr^tXz068lwAp@Zj;V*Y~LS|OB|Fb#%+3f#kbN;hAQsY|? zQB%860geFH)cjxsG*DK~R0d3d7APA->Kq1uGIbOUK$wc$_77oZOZ|lj&<15=`X3UA z4j}wDOEC-q6^xmU`TwS|{14>A_%G;ait-fW@7?= z08;fZ{*Bww0d}cm*nri4EMzWt)Kn)7fJ3W44uBE>U{6(ihe!MOh$jT#rp96b1Y2?O z08O9(j{mKh^S|+NT7Ck&0RMddSrI5RXX`(<(tpPP2?xf^`QOBFQhoy9TZxDPMu2~m zRL1UqR2GK+B!>GRBz1rUaPuFa-sWFcEDZn6>c4YRZ%F~S|K2_$8$8-SfF;$B8$i;E zOAe4l|L3h^heu02AOPSeBGp2+=5qrW;r|omzv;6uu>Fq=F9~QtN>vC$Kudil`akNs zCSVvcbwL7v0buwa>)jBb5Bcw!>wmuN4;Bsv*8eJdcw;dptykOniX-X5y%zd@Vqm(; zx)9z_40oG&Klh#1_f$qDkDRj8wgDsD>hI=)>hXGcA&ePqfo84Bdo(K+8y^b-E`U2osnn74OXk|FOBX<1u7=;s5AxxE zG#K;TqLG+*BAP*2(o2^-8VWz=$7tV0tT^>Kr4~ zsbZ%R?rLaT)=Z2}g3~+MIM5wXH}+v;(N#d1XytH{zb@9o7t}h;I|BvbCZNjKvs<0sYJ^-)arl^9WtgF?qkqe9fbE!g%` z^!ajgfseHN^@|BZKHA6roJNVsGrP zlrll|KiZ_t3S;VjJ3a_LYXF^rQDumka#zU3~P5C0|y_BXTczQJqL z@I{G*KCXL5J+|7G+p)biqG_`$uk!t4iprQ{UbOMHF&P8y1|)d_ZylS65-PP>bM`gmfNYKUJo=2 zzR4nlNt-RPT8xrSbjWBBSaE@%0!QI+;i}Xj+*Bx_hgPQi)1uufX%n_CL;_<4&AMug zOeMLAZ{aSvGw5Y;?EXi2uvtT)907E_Y{(>871lfxt|9ZJ+E}z%gZF2+K+5lRjO@ z0F38|&HezJl#YlWE1jprL}zes`;pBQZZtClOIy){5-bQL(Y&h|5xMaP6Nf=9`p{P4 z4y5|AIX+39wmkv-8xNe zchat})?8fn(IAJH|Cucd*P}uB1fz<@Z`3`QuH7rs$6fI2`_Iy_fM3bz?+gsnvIk^2 zUmlAqAaioO;2zb%C<}~7%@1@GYv3&`2lT(TcfU1=>RGoLhX)rd)PS&0ZGmY_#|JNjn&Q8TR=5~Cf zs1GsP)!C$YHgmSl*^u3K(4qnqwY((}$LAoX;Ssvm$gLjAt$z*9+MX5kCNOi%(Zd`8 zUxjQEBPoCiIL1h0H`xjNa$&AgK*7^K7_qfJe!Gn1zfN%iC#IDUTkcj6TUiulvdQW$aV|aitd%BmAXPJWSB3SI}t20SMem8`(sX* z7>3m~R7R4!YcV^1)Z}1nA>*vPYn_D58i7>_@^!umxYom!OE->d8?g5}oFVlq<0rft zZmTiG(j{3QqEUrZv^<*9^cu;*V2PHyGyNdr?!XOMb$Xgy;Z(FHJ^;dBuc_KV4m2N=rXk%Y~8r=26Lmrv;>6e;41YIrfX zk&+<@6uK4yQ;?ymcC!TkVb?axT(}>wItGSi&i0FJhLq*PpktC0{U zYONP7_XA@JdG0Gu$E}ArH--5TdG@}ZgJy3SumZ@n%Zghvo=m{lVnx9qD9U2Zk|pX= zXZ0&qf92wClF8y|cUx|$p?+TQ?}%85K*MQF_?w-wu47*X8DQJfB-r*jM&^Br^(JGb zdz3hYnpDm~sH0v@HOD1oX-rN))8xV$gLVbN=?oogz6(Yj>rg05-DMa%Iv*;rMoKLm zNc}BTr8wNpk{m`vm~1dkum3XHy%pJ!*c!e-jc%H>CgR+)W#P8ezBIpRhz05Iqllp* zq|a^s%3=lZ5*oH=D>;9fDTQ==J5EC7M{M`CmG8}(H-5P>{<^V${YD-r^e?B%+vv;h zhTc12Q_LcGIyQ7n1LJ`O8R!3ceOOTjBHobX$}hm`?KIclUYHsF* zAkAWg(Xpp1j-=4|bo6{7<5k&p(zrU?D-2m+nLAJ1s=B{z<(ECHM*i0;HZ zR{z1oBUen0y;x2Mig;y~#m#DRI%gij#``1g;cy8D)&->x`Qg_k_O(56zX+ut@NuE8 zH2^y9DN8=eQFuKAlnpc|E*SOZ7h0>DE)SppsK%fs~F&ZI~sR!XF?AwVR)e?iZ zLKAv`j4E@Ag}qVvn?u&x5F#oqN0x=t7BoU|fU{<@%#*8B3!*aM2-77_yDf8WUNCT> z%H6|tQkg|uS6v@_VGk>R<_lyOh>fc45l1+c05uh8%Tdst{we5(QpIn1(SjsH!wTn4 zmGd~Oo!BYJjJp-koti1;=!DPBu16w4(mEU zYfxT@+4A2khh>4+z*%$jD5bo;bU9Ciw{lZ(U#*by4Qsw%lx#RHKI;TLV-ohTZGFo_jfsY70;+!3Pqf+*a)3L~1j?7xk z?cWYfR=ja4ws%v?0$k`T4)^`D(dKiOCuyl1wXPjU4*mtfz}SmZ6^cqMjUo@M>;P;T z*3?H3;XnLE4vJt%954n_9CYB*D=SNbzqk=?&$*O+Pts8(A2<_pN^Xyr6K|Grr)a=9 z2|3GYai$U4$T^*@-rO@IXS=Ud3bec z8wE~#u_jQ-f$RYu6rc9UlhUUBH3D_1czI7v~D6Q7vNUyuq)dWz9`5Ogii2!=u&t7zEITSjBR7C_Fl}V;2G2k%<|&cNU5|;uKwewY}ES~;jiR%QX#?H z(|DWpguJ6oc|!S8w9(C?gIJ}EXyR*2K+1D#;@)k~i)<*$8a`f&M+a#F=E!OXRHary zV#6)H2XM2ASPxXOOt zsDg7+@)`0{AK+_#r$tk(h{^079@ZOpLC`W^9r{|E;CpOZf3cVwev;?f$Yl)g?v3crejw^E(AODEr2jU2I@uG@ah zJ&GN3RYu>Ev%&sU%`Uc~nD&J|i#Lv;H89a;MKyd7l^MHOyacT+r#Q&ndX`;?*;qM> zdw*G1l4?O45fa|02Ende`VW4=l)^C+Pn_*4aEaQqIbo~N-UqSZT3)h$r|c{#?3;cx z(CU8cQI@q>UAxBisKU7bX34))yU+=br(;k~-PFa5sV7=HyXH(R-@kXxmZ;-E4yZ22 zcr;!e9&hs8(vc#2rK>yED>qdgob=pUJs(aMKHn9)Hg?R5`8wnDHBdWjZ12oY%mcXq zy1JIG!e_@7wA9_%v(WUr@Ih~CUWL*s)ScrT3A4VlFy>)&P`P{7`mE$wv|i!MQRSSiCA9t;yMs{2Z-|4Qan1@CGfcS?=sy zpChUdylr2ag2JJ`pHxgvv^x2@@w(oLXXtvZ&~EYP-uQT+d{iGZu6=}mOQG=d9i>D1 zgWEp`c}cLOXVu76=zIHztEPkAik`X>KDGJf;q}(iw7}o4r(res^N!w=YS7*3df<-S zD$BkgMEjVC@2)f3u_I*sp!KWaMyXA5?am9q7^bLekreLp`*Ug6m-oDndQ*%mL2>YD z=+wSJHN}dZRvIzV&R*N1tYz>n zH1r^3aL=sLt#n{P(4C$L&gp90QJ>{je#E1p0@|$+kB>Hi_aIstm$=7yH-|O^ag*`c z*F!lpPCVzX4AebMZ@7qFt0U>=ZrQXGkFDpK&>-Z`&vNuGP;&uIyqi)&Zyp$1_OTjD zXBpX6>qg&5mEzK}@II~!J2=@xG#cyGHwa!-E~$DKd_(al>$Xbq*3rpBl#I5~j>Y8l zY!R6F^v=oCIm)0)f=$Q1@b0I9G07*m-YPwfySKBwova**^#5p|sdI~HsHxlD0L)ZD zvH!2B%+B#29SjXPrKN4J&5q*x{I97TIe_+SP+RfG1&6G0o@__`MhW}}p)^IyZ&OK{ zF@gJ==l3#W?Uo~Jm39W&`&*_g+|WVnj>}}l8V)kWb`>}im@*SSkE75A zncg^=89Fdqd3vqwC|iA6ye2CN7E1?aysth0CiNaGGptG+woVY-fN2g4v<4KRC^#r6 zz?B!|VbIfCbi!58%cTmW_EeH`7b%G5l%nM+GVKM57)2{MF3}iVcg&erKu%}1p2mUq zv2+y17iA3y-QzWn#k_~+yGwyfmSWtXiUOxim~I3Dh8jRLt%;^)psvzy{#%e>&OnWk z+GHd`c}@VY=LdRr|2bLxKurJ)Da~*lahX8W{%48-9yK%_K|nMfNtJ_)L2(|6qNEK~ zRUUYq(c~e|NF2;56pjG5!I08?%Cjcf#aM3vO7j%3kUN~>yGzR78{%Dw7?G?jsUPHL z*La8(K&26|LZ>i=VHCil2<HaiB(BbOs@vP>8oH_x%lEpyklfz?j*@g94Y)2h4+jKO5JoThU z&y;kVso6@|z7?M#cKjO21;knhp)`S+H)_DEa*0GH+Fwl**|QoSyp)(adO zXM47g^dl*o)m%TXy3e5&8w4%h&9PsqCCt=s5jMyvU(Ob~vXVQwyg4!XX*}j5n0cDE zB^S&Yk-?wQIIu4VrtXIN$wPjAvj|n8=v;^rIco*Dwv5fz53b$?WH|o1Sf;2W%!p zB!-(-DBzHl_z8iZPTec3o9=Vop$LpMn9>!RF^xnCe}2*L@NtZroaMPaC*$*Az*_9N ze2Hi!kLvZ9>`0kZpv}w7bxmM13v#tGKV4q&h^-=|8QFS%BFRMX=q<>zJWR|X%|WAd6IN!=Xcw~fL&H?JO{f{G z1cCgi?-Ofn$r-mH$C+_?>8q`sd}F;W*QYP2VB_Z|zT+%HMxIvvIVTfv%2T78UvrLL zLS%iW8pc?8l^6R8UKoXFS91>HEYdoyjkcDJTP9qT<`Pgx_7~!@zAIt|N@Ex19MdHI zD81mDi=OBR#Y5+;tb5;656ZOVVp$!W%qLQEP>N+z@m`zB1;ZiBf_ zFfUcg#U}dN#p!JR_r*&6!MsxHaG)1YyH!)tf&%F#B^21%;b8R-%n2`eJW%@FvBO_MZ}wb44LVN=`2W0Vt|L(o+bZqN znPtbkPJJoa0R1yF-?|@9#pY8p(LF4Z44n!@%tG9ClD*lt9boF*I6W|^HbKas+^ zp5HJ`XqKgZ%drE|CdV@~4vom~^9{meKRso;+fgFjJtKdSJu)3oNOr?*@~ltb?_WH( zXiA=*%Hq#&W+qdqI?Wqr5(+VG_x>spUNTm_h0}p-9z^fiT=h;(S3gtPpf;=KoOs!B z`YmnSI1)`{|g(N}JD89cqD7q||pwNU1-ru&Uw*ZjOX_ve|b%LeCa#W|h- z^gb-yjS-6}+&O9zr084Mz-}6$q~xW#BxiS>6RtT*lm|@Enzovu(4XKBH^7Brfu5mg{x8FZ=6@_>MAyMG2|I zti?%q22_eSDHNrMe-;NOXhkn?6!2d)?R&6iC1(uLIvbX=$t3q^3Id!X!n*B-Y zlx`1>XrHIhUZ~o6j=3{dA6B}j_#bjc1kwa38_qYHQtA@PYU#a2+YQy+BGQMnZ95Y| z_86Ge=h*I?WADPq)_kTy`@bMtk+)kuG(m5VD!E)1(wSn&G8l@*5ounGlIw|n!?B0o z#$AXP7b($Zi2^q<37$w2+`;9cBonc6{bbRP`3^kfoU=(5vd(Ae;5KXh`4Q;?$NSbq zD9VZOfZcqq12*|hyIKKGrwJuqR3q1A)5Gg8!;fjmGXfT^XQ#7svB>SC2Cz{2X;P*} z6<@7+&&)GwG@RPy^!hWnu%0pv~97+*e{!@j}vZ0%PPsEzs64>1hv3Fv^^#>uotgN`Vtd*#BGkloe~zp!OmWodKV!P%5a2q(hBGOnhaA(sJFQ z)d8{FPlsmxVm5qhKE|@0wbVFFMFJYL&aJY;{j;{|c+_l97Vku-qJ^(LtThj7$nt4N zS?fo8d>quYzV0#z1j~4-OXsHbvV(U1Xkg=W{eFGHS&jXXX>m~E`2Z>*hpv8BO-+B( zNsv=EW>Ivn%tUwH{5T9chg<$Qw$97l}m}FC8u1++AOqI$*&3sX=JB z_rq_)e{k{f0sB8t!GzF$N9KC){08GSLJGB-crNH6;;D~rmnlvcNsr*PK`YJ z5uYO(@LT96kdJOY8l6$R^t_>=bSG7=vA0@Zi_+etIv|X>kRCQG9PN{_s!o zX3C#Z?wn5^OOkdD^R33hN?vOzK1$ih+Lxa)HeVNBQCvVn%wb-bT`P}Z(}C~)xRU-h z`h9-Ax3_Y#Cw{#6xYpmbIn+V)W^ZEV0J=&99c*sS=v%IKzjR8u+*x(V#GAN2YgUE^ zT=k|ExUSJBe6{R_wuNfEDw{--=RSZ-S2{8);Xp@v>nb4E=O?A!b$^7N$`>qVcQd^F zh-Lz^ZA6?oOmz)SUeqUdVqT;W;2vD?M~zD2QIob6qa7YDva#tOQahX%XtU0&dxv=` zex0ewNp8=0NR_k9W!1#Mi_hJ={YSxRSA~K#uZnYnr+r})s`)#XekG;LhKSuE%xiMMgDT-HTslieOn%lWu9%kZCL~ENjp$oO%2dGvq%O!@z!b__N;pPe4DYtiW)Pt<)kNVTFdkpQeuW#b)Tu@>$w}?n(UB4_CgQ7C`vO^7t`z&+M0btGZ(4VW1udLcO_7l<%L}9c*E;92B$ALxrD-oTL$uJO1_+QU|(0uaz}GfMnyLD zNdajsw%#e|o-(a--q|n&rBn3vLqw?YxvY{byh<)ED2(zMJ{Z~dZ z!_s3QHU}Sb%9bM8C%<7P`^HW}eUdJ)0@#KqOi)}CN?qiZS}(;PlJg-sF*r3>?_GBv z@tL-t0@d?zFVuzsn!%FSnkRaTDWa$6B?!7lWxd33;)QMU$K?+C4Jg+KTx(Hb zXI{=+F6?|vsvQRWu&v4+w`V#dHKc-yrSWENNo6ZCv?(-gpJCM^&NuTIobc1UAeZs}_fwua+JM^wyYpE&i~H%|Y%KF_7|{=0fY2S)qtvPq`lzo}hd~>!I(DlKMkjv-SD; zOI$?Up3_}{wI?SK(rbg6Y@dpPh4;{?>lA@~VdOPMDdsRpRmmFi-A`ajrminkv$}> zAxmhX+WhxUTa))P0}nj7nL_(g(nxPeoV)TYX@Zs>p*L;jjZTm1sT<&gX;`&pGpj$B zXF~8cmG=c<*x&=QpG@{gPtL~!M@kUs1Q1$Q%VSvHd(!;ipLrbc+(b6@>4i$IG>O`a z0VrRAtM9iqF{QzIGtgF9jr@}JL=@)?(Hywn)CFfb5F&(yK^0Qo^y`gUu?T$goiNVN={s!QNwm<*UnD;!JvbFFw0~3*jk{-ckTM}QqMc#| zbv%vU zkZnI$0#>={xLe^hNsNTZ=Jdzju#P>tU(fA!we3eHcqZ7XYb=Sn=!(c0SW6TS)1u>w zjgSk?+=*DD8aj7T2PyQ+iXD-Nx%onEx{L-#o*ORIFhp^DG@E3$jwsMRjIH-W)1%fO zTEqXc)^(G?rCnM*c#XZwf2}GnEgk#?TD7a?sj2T=E8%Esm+ULNi6ceKGSkXq-Fl{u zRN8VwiraX!X$mFw%*I)UPcw7OXa7{HicuQId*3?NRc7hHC;K76j?p`QfjIYEl6{^f zN425q^i^=_Qy2+FhI=;!E}pf;qdfV%&LDSeRH5(DIoa5qH<`@}-#&2a9q2IWK!>r- zcCP1q@$5WzCY_Lk)0aec9pl9wy_kCOb4`e@>oVKJAYZ4Bze?{4Dv|hrlW0mSiTI`o z14Y$9{*$g?tG(nWNjNJ9e$7rm!$->^WDHbS$B%!`Eg$RDMs>V?S|6bO91Zge+bBqb zUs+(MB)uub1cTLgXv;TaM!sQG83Fpzl&kpl{E71();KGPXcfDNgh5c0Bbm+G4E7Nn zu5ubCm9x?#ml(GVoMtmmvvQ`w8w7{o@H9U01eb;2v>v+}!R3MDdBZ4m&_KnoLD&V7 z9~X4-+RV+Hl$fT1TES;PWh5D{KPE)fFTn%5L z?HQ5Q;homok%;{iJv=wWF(ft6w35%V`mNB;CwkO}YInF=T9f|Uw=kj}swAaZ+Dpd2 zRrzy>-{9q%MVU0-%gr5i^bvM#fmf9&wMz(Vy38(~1TN`m>Nl3{`7?%q9|1-V5bouT7eJ6ZIj4YnQR69KQzFRzLw3>{8?jdpL$ z{CQ9ib71zLuca_QY7jbzGr~C@1b2={*a`&JGTugAf(PRu9)c0L_<^;ojPMLf#C=o* z0fF09s)Z2(42W<62BiFl2)rEdB_1SiOav~j+d~BrNRmi!BuQjnL|}C(&HyewY=9X2 z7>SFYkM}NOlad=59H;R_doh_TR0eVGT(#EVNN%%+so*mWW%_6L4@snBbTqK_60?hi zjYbj{nXYA5bFf#T`b&~Z?v_QR+~J!#(or1)=SPJJqeFZ|iXN%nr5^~aNSb+TpL8ln zq$Nc48-O=wDhe&V9ZQe})%r^qyKJ0`Y4d4?UQ0T^gK|o)$~fnQ%bhGaK!q zmK|HlA`V5q{gHH3oo0}#Z3l8WQ7dwbeoF+h|LY@yU>w3o+|r3?n?%awBZmAXD6y`$ zTn0kdYp7-WtGU%HWr&E}79js+go~_bpn?s$Q_~oJlVPCVM zudL>iWEZ}c4N}+z6H#aIa?aw)6GCx}%LfKZyJXO#NTClp6SfaZifi@MJJVe93DF)f z=tm|hxhqlGw=3%7qA7e9?NW%c6I4AOt1{c9-qbkaiWShY`;l@weuRbI` z@rOx5nPo6sq*!G>i=uEwe(i#rR0}j9_cC%4Myr~{&N}4HlJL#8la+V)9(NKsp0=}3 zVDevWZ`)S6RB9hAIEF7kjf`%3`QzG6@co!zY;!(!&Y8o$|}>)gJ$xZFM4?`1z) z&{UzIW!I>yc4h1dRPo)O-3dddX)M`LB+gpxuFTSjmrzB!j|@8k=jJohbInBjyEPI<=G=JDn34FEO6(6^pgF zA4~~r8gDn%P{$4JF6``CE)=n8@t2kiu4BTwIN1mI(mMO!N39Hs2TuB**}7Hh)*NLx zde+rVKa3YAnC>s1DHskK|Bcv1_pI9)!w-rGuf1udzZuJy+W8tF(Ofcv%F*m_Wp<86 z9%0UE#qOweqK#?$ZMPGiuUgd^(cfK4NpR3PRgWybXIoh_U6d_!Gh)OxUUYL@K5mE#cvc{)n}FSgTCT3r=(#|=UYzuEz%(RPs|A3&>C;)n^JN&R;Z{J zs5sWzeVZ;+Zn#Q7E~P=HZKZ3q(>ZdlDMM=dj%Z}wG|S?D-j3TFcyztHy}Jzi%L6}BEroL zDa6W1u@C8xjW)Sqin!@wM+Ji}sF_&2;>HFyJk26mkJPwSw$tqs(KcgC3DO@qcD&im zme;BI^~+4`SKAuKP0+_tlg!rmwz5t%?v5J$m;rii>fJ9$Y?(h85+nII1k`>(c`}7z zd#=9@PS%vh;VNaW?!E92_;s2TAdkrRh5babX(W8{_Duw3JzUtcxV^*9kEwpSKh!sf zWRcXg;4jHHg`??+w&4+(c5W$Y^p>ep^DuVf;g|&uO0b5bxbe`C_=ikIN2=|5Kl=0- zLZfDT9Gw~#O(fD#ASd9Ts4C$KJ$zn_W*|O-iDr*VYxO)Xl}v!}gXj}&T;c;x< zpR1!A#n(J+VyHh~{wel^DS<8d(S8FsMY6_&BTIzihCJQ8wywcnyb9TJ8&Su^O3$L{ z9UC`@bi8-j<+-!;=F^pUoG>UY-ACSs1vw96DaSk$Dt0P=x!N+Z;z&sBgWH&5Qi$UN z8mAw%Z2G#$Jt8dY|-_Ql(0Z3#zuaRGATiXS!&5e1=6MoK<*x-B_r#ru;ieHE!>>ZGNu;KRs9rWJnf}cK&im@WBBGhbZJs zvn?(rw#)koMWT1)1;RRUF7!egO_gNVL!$82S6Cz)`+)Wcsm+PmQ%^EWoOjwbuLw{L z-|UsGqyCI|FK3f09Uqs9u5meOe|26SwKh|E;qP)}-&BX7;_F#iW29tU^hHZ{p-az* zA+w6f*>-+Ds{B(AI<5#xly{$M6{i6!hqBpEnqLARa7P*8wjpXqGBdw@gl>^|Y^oC3!XPDElrNKcjPXuXR{ce+CMs~p01MB+phb2Db2K4z zPGoe*TcQ|E-mvz?cIcsSF9hbQn3czFtVOY~O%0(3Rwt36I6#NY>;)TNc!|RG8ktFcys=PbDnH#^3v1DS#Q}V(9Y(hbLMVYM7 zs=z;HD;9Od=mNzXkM<%^*YM9Py`jSDY7-~jnp zv_8lFD4+B$p!fIE3{=9$>^J3iwllv2hI*07w9XuhOLzC}B&nM^Swts&@waLY`L*qz zzXsCfR@C#R8W}J9jAZZ0!B`xicEF^aq3|nLar`aYk^k0^t(E!>+9Q>uSO=)F_{uM+ zjy~ws(l=f{n<}Amn@kgJ%*n5QvQQx(EszUg4L;T)$J5UA0I0PG6;^gvJB1HxCjBqC zYRlLXXqQ-(m@+Sj&DqRU3hhy1nMv`sshe8=#;9X<$2Y!%aMuSL(V_&Kj>I3C{oRg5 zoU?QSp_|`M$rsW$Gw8)V5(20(lekv>lB1r{_`GA(nu%inwyLlhPF@I4)-(mJ;yhQu zuc1;!*ZdfFeQ1P=DnbGpO#CoYP9B8Rj^_9J<;Rpr9PjIz<5G)cSjnEixay4erX%JX zkNIyM>ujnK@;Bj29fW__f?jw_dzieKX;u`7FOnry&>IlXHw$EIe;fBaWv^8E4~V$Q zG$UcL93S}JdmH%&zNv!TkB-PIaJLr>k&pAQSw;^z01biT?%OhT#D*C%@I(QgsK65q zc%s8M%rKgjKwL0TG8O}Tunc1k_;wBhzMX%98O>p$Md;OI!1d}e%N_wcm+ro&bB|+& zp&)SGZ6Ny?0hECo%{|OxMBu#-K?G+*1*2fVYGyGFU~xF$R(W25`%PpzDrUAX&E2W^ zcm?kbGT!cT8t$g3HTH)xDOeD zkMDNl7JfA?SQG?veu+x}cjkdGgKq72`@!Pr!LRRkg5kl~8NhFW^zH5~cw9d28=w?F zOmZ36H6~gL_5?C;wE~FWopnhJj0g8&0W;lhBjYpy6Tr*9;F8`QD(44I*kS|w+*S)* z8txneCI!K^X~2YVm2ogD2qr=YCV*{of}3E0^k95Al^HG@2=<5pOqj$2j)yfdfCb@i zV<0aKnl7Drh#qpgDqgWtiV1o69FJK#s*Yq zT!G6Ef|;@dWm=NJldyOW;L_}f5C{l1#(95Y1T3EmFdiU5sDY+&14eOK$QbM$4`BRI zjT;Ptaqt1ggLSYi42XRTRFnmlg_Yi>s2m`5Fhv32CAV|{eFtk7029GYy1>9|z!Cxz z!WLb@E3g|OpheiS;C9$!5g@f83l4%ciU8+uI72W&h`hjC;5NbotXvX_7-o`$cN^b< z`_2zDbkm391Wc5+m+9_+CqBOyJ_Z(UfNbwx9Vy*cjBt ziSS0$^SQ%=dZRE|Jh2GtCtp02Bq7LsF;4W-t%x?fC>_p}_rd==lVz!tWJWr!i#O#9 zCgiHmxT=X&X zbnLG)j(l8Q*q1?xW-ZZ!mB{@hSyn^1l^RXNY_qvIM}l1#;VewD$Z4F)%1q8ZW+52! zP(7YQOg+DH9fET)!h9)L9X}8?Hz5(`o5uyn=2Nd~F^uYkxWv#P3Gpiijx>b{{m*Kq z(|0q8dn1DXAkeQft1j*g=7ic2B_uk#1S8A4?uMZH$FfI1>&l`2rld8A{l08AqW#t1-!Y!#=;|^zT6y zQa=O{yb-W1K#Cm%?<-L~TjtZb^ReG!+MrlP1+gII5~WQYTH~|v7c4i<_ay`zd>1H2lGr}HfAv}jZ zxB#hGl*Xy3H$ONUHzRLrTxC)b)t`T55!o(eg24J))0;(Zz;9cwD>aY7^{CvyqiK`eRQ@^RdiMH_Qr>ECR6uT>)8)~#MlC*pJ&qKx zEPWI1u!p%^KKJBB-i-DeH}Wt0Q5SHi+Zg$0aWa(+mA6T`;$H^EyPKbV2X(!fRFVZM zIQa9+i9=uCKP!HuN0?VQOL;79#;-oxt85y?qwQO`f8j4=OqLnb)p*>_Un*PpqB)t7 zU*z}N&307#nDrR5K2&us>caj7AZ2jMa=ZJf5hd*)${#fS>7JqdhH`p!jDH2~s*Un0 zB|JGYRUz~!g&4h>xVaizLqHj5enfuu(Xo2ls*u)GpKSdi&v;;v2)Lo~LgHrYC6tFm zG_ASYn+AncNBDu5d27oOX>3&s)#RZ=G}GA27deOuex-$UYlysCs=cb+r(_d@1;DNj z#KHpUi0SIO82YBM>@f!sn-v8psmiqXk1j=r2A=3MOYP4O!vxTnWJ(_s;(hH@Pr%F{B+YFTi|_xF;IWhF>wj@e9=uBNUxE=CgI`Sp2> zPx&lfE2a{rGv^q78VW5wtRy4PQi;9HsKl_s{`R`MqU&X;&#?@>&@4)JVbQc`vJ?XA zuy%}v^DgR#FGI=5U#!bTepo`?j3i<)xKx*;VQ<)vq6qOUA}K!>|M(D!D9`!oJT=kU zyKYXYC!a7oMs0-k5a%+UPb^U~H2leYL%`5e$Uqhf$@i6Hg2_leS9mM5N~n#zAxg9` zAy7~^5aaxujK}Z^)}+q4Duq=>gcSX|u3qX)mLW-W`=ur3q&jqrV1aIUtNgj@%1*{pbVIeYrOSogq~8=1+%UTmE9K_FU$Yj^2WEVJ zHb-$%7M<)9ylGrF7%BSAu#xKJ2pjOQQFi&i59r@KiFC_Ob#`?zq&T)XNh@D#LkoW3 za5cX_S#WyTQG*urV%7WYYijClU%Bu-0}6G_Ixb?fI4b`xb*$)JZYLxUUsdjQzd|2$ zZ%Oo@ZeQT-rT3ZWt93P2x1f@v6=@9EYorLw!;( zQKzP_KD!9>dzvI22Mb4)oaIV5W@8zCC|omgy&fpG*o1w16*Pf@`lizPC=7&^DvD*R zY(jYy&)$^-W?(|cQ1PbBC-JITn19qSJ7R1K-uH#hd{Bfmd>%baeD9_l@r>S|0*~@- znJrn6q-Iz{IDIAw0Y(|MBX^qkJ1EHbz-X41@i3D_wicE+XGgJ-pe%r46Qb8UL}JgO zf)|O}PS_?y-e{aLNLRU%Q7EnRNq{he-kz9&c`T78sQP@y=j#s#>%Mry2mD;oFSqG9 z@fZfI7n;syvkIeY#XBWE}|&l+uuh-Ju~ni0;?_QP`2ZWF__nVBD! zdc7<%RpRxaG-R$=4!+dsKyD4SaK6cup!RLO@d?aQSv}^>`qm?NDLrp+DIGn8)f8#x zaq`08L`|7h65ahv#lY1?+-|6CzBi_(0 zBEq#F4`H&FV5wgx{@aHbpGiMG`a^cikpkBi3PS1YUR`EMgf8ML!*$W-mKs1=0f51FHG5I$5#lr~` zf;qW1CPxFeeS@r{-5h+| zwFj2IpLvk$#7_~lVKLcMUzIkuyY55@9L` zklzu*UK7}KN!anB~*_2tGQh|_7%&>njY&+b7AeNakp0TSIGAB+S;qgbsdh4*m2UqVy%Uxy;_aV&aMH3eF{`7$Y6 z2^Lm|F7x+Ij`t0*qM_JYBDF8zMZySN`&}m^BRFLt3wgO~ueX1Xuzx^a=Z-GBL@pld z$&tGvH+lVsUi>T>KPm(rDF#%WQ`ans`5+G?EzWjT9~rTLv|yiAR(tN<_Id5L1X_63 zsKqek((X&0##lcGYT^i1-WH1+)RBz5(Y zQ5N437TA1yPgqu9okUm#YWaxl_@H9cjQ@eY?NXX4=|{{6XbjV6vK;ID4-I(q`!A1p zK@Twp@{vphBWFTFScV@SOi{{hs&W%d^=gF$=n8bzNgF4mD-rM_E6V1ja_`w9up~s{ zDYIysu_DyRUwrP1wpx}&KWBdc6hFK=Jandpp*<6;SqGBZ6?*r$4PLVBWZmeVq194|f>NNtbU2yrave{K;X_^?iA4^i1m+zqM6Yp<8U=e7w@}rD zv$TE_nmFKp#uB2b`{$3L+xf$^_}Y$v zmg)`^(*gUEf=;jceic~r_16=7W{rUM2c;R$GQDcT(cRQejBJ?)1rIJCP3Vx9ulU>y z7M+_^u+jFpKT|{Pc}q0892OTfI-y4N`!OL}eOz>_{5$s%+%I z4`GH)xMVOOR0}cuyF3^jh}QyyA0dYfz;e~W%JQ85r=-f z@B;x({^L{wx&JuT{M`3WHBcU>7^v#-983mO#SI4)K_qW$DgOx60yxW!x3vKNv;dr{ z6c-%?Bi8{Fz*T3!Z$L07UBE5dpm@GyqDoAwsY~FnS}v2>8ws zunHgr-$#PbfMD!^3xDqdo0tN|xHNDG2$pLG81GzQ5A)lKZe8FS3m|pp0&80W1@B#8 z87m-p=m6mW!N#rrae+Im!G9g!O&c&ioZT7n5Cntnfg!NxNqFS&To176Ls+jX7z`63 zhxEc`gTXTL0{_iR;Q#Xy{BK@@|IJJAj+Z3-O9=QKA_BkQKMIHl(6RT?V{UtE>Mrvy zFa#iAArKD-4+i}K4!-x=0oB6`Cb0}O{=*2^1_a!Gy^UXUj|d2WvqTF5j>Ll5K`^y7 zpaVV#L7G9g)!Zr|_o@a^>Mk(NA8tU{5RL!}0mPy}u-Hhj;Jv2d_ZsNWJ6H{GfD{00 z3Z@YST=E{)TohougQXV($P9-_kS8EmR4ib;(<=tv{;OByz5|TETfly>jdx+Ms_g;HQZ(j*-Myq1P!;P}F=h@q1L)P65m z@bd}W4y$q4mplLy*WbuT{|HqATz|tK{YR)0;QEX5AE8Qs>o3ZGgen1Uj@w}+3HQzi zry{~?bAeU^!%7Tv|CR>`P2YxPii8lrC5FMkh~mBr{By?#NZ+Yfw}gP8KDTj<;Pd&%VC8RsaRi7?WFX+s?MV9zNwol|>MtZ7*qwrPCp`g>I81H0or@dCu#&R-tj>j`hBT9Ut9!ph5S1KUEu0>QydUU_HNFKdktm*-Nu!@ecRt63cAez!tGye7s#lY1Hs3@B2NyujZNoquLLL4m&?I{yopz+b5U z0u%TP^s&NOyj$F(X1}SFet$#3eqtf^HHnsV2M;=Xa3ls4Xvb-7M?kLQg({p$inzC!)U(p z;vh&$Tnsay89g2P%#&jQ4S^fDVzVG6l7lBqbzezMZ)R8ra}2l%KGTtdcu1iUt})Qt zM}JoIF-7NauTl^7N`L}f)4=WOKSmhSvGm0U?yKx@Pg^Ks3rI!sk1R5_MG z;uZN~Ksg!8_EW>iQzAuO2R9(n{wr9JV%fhLBVG4M>H+2t4x zx7xpUSRGomz{Lb1q^_D4cZ5s4#2(Uf>Q}BXpmbN*{P=PB)Pmd>B}v8l!9`?W>r;t- zbUk$mr%%|AX#(S^u*Dw}#tG(Vd?0=kyGihJ=^=W|52iNXk2U(aE6Q*dp9ZYLr_0kO zp2Z0(Rzb9bgHIHL7G6OSi7{tzo?~UHxeiCUe(;w*K=4XW9RScNiGmz2wtHUCI`tC_%;zw?6Jv&-XD`fL86N2RbfbmXo%>z zzVB+@Ki2*Ieu1`s@Z6B=y06mW0z68{`kTH4Cp=QvIDocpqS^Ro&P+!CI`c5OL6hOy z)j@uxu?(EwnCvWyA0tqFzQ#?zz_CXv%B z7j^UbBc^XHCvU>ub6CxP{64bg^oOFb^6hc(#@d10@Xhrg6rD$9L$}T3Gcjkqh&WNi z#0DQNe>66y)jS(Np>{#}vHdFHT;&CDr`(xSa9bu|W6Yvzn~2-=``&_BQInvKl2+r; zMbKvEpjF}Qj}2&QziNf(##r^Lgm8V%fO#G;+e{)>y)Y#%qu zhQ3OvUau&vy4w28p2(*@7u~)$e2RC%a%9E+^zw(rcajUC^O09E%m9h~*%cK$TuHMZzW1Pe#Alytn= zUt2YVdQ3qXOiJCS@QOLkL|s6=c)0}qm~*B*$7U6J&)u4zeRAKQs|pn{8}@j7vtvpCfUk!@phRzh;95c;cpVM6jZ0yyMfWXd%jLPRpM zt%nWKC?e+&-sd0;8|DlTt-TdNkv@C7b+jFwhA$h-vkiZ@c5?GeODrp$&5hg1^k8lc z2Mf2YW5EUNf6`%Mwv(yE*0h(OZ^i5xnl-WPRoHX!)7s0^cm8Cr^$YY250jma(iM-` zJuUAylww*#7D76h*xF9WqbXM&Sv^3DioG)#$ZD1$U@~dFL*x9gyv_it-17##L#WNo zSVo^&Bus}{Bt(Zf9V7g`ZaOD6+p+-%74wsHsye+jRQMin|h); z|9q~GKW@J+#YA8F{UCh-foFrcF6?B1&c#UCKvr>{OUXp$l{sRZ!2>$ekNt|#a%=DK z`mA5Y3Ua>qDRGLi(@B>iH_*F6f*i1)Tf8Mq-i^r zh-0yfLZa-=Uzo<#DWJ84O={(*l>82(Z`1u1s|Le!-aJ57#L=0N3REo`nO*$ic(Q`q z;_6me$&S=mz$D%`5W1>AQ-g14p8+jIR?UXS2$oahQ=ap@)Ytef#;M#-ulK!4Jz#ky z(LP`x(JQgSm|-8bji^ntZaBsMbwM6D&eWtDu$-HCRd*xyEc03E@vp;yMOG??O0nF40DVpT|&Z z*YeZ>EA9sGpVcV;3wXx=zI_$M7mxH(P|zoUBUg*PnODmU{mbPJX+{=9f!3HK^~ z9fRSIAZm?~*-=b>Ayr^ix=8HNdH!LBwrsodW{HZ58J*MjM*ZIGxejRd7T<%`o3kqP zv<#~`OC$T|v@-Zq@Du+|COeRjv&RWC z;eN5%n~&K1Ar>~{%_ikTzlEgwK#rFzQt8+9p#oEbG#xh2BQ-cN<>Y#+aE*;$Lrd8& z-88=%cr=cmNd>Tvo|*L%IW&$hm|ry}k&4re{``dgOSIg=*E{LCaU!i3{b9$mraD^9 z?WCJ4igdVYS6jx@<#+m9+^ev|-ohI0^&I{94W;qtZ=-oNXcMolr(T-$Yxd9-1d4BNKdAqc zMD$U1Kwt`tcc&gaB)62LHp}3NdF{a!BZdjdcpK@#WvNu80q$y5RL4|*xuDeLH1#t{ z>Fy7-EiXtge(WuR+ebo?0D-=DdPAp2X0aA?xouX`Y>edYzGv4qN~ z>()y@&GQ~1-u{0hs3*~A65Ex5v2JbZVG>KI)%|@zYP*GuH62nk)V8J5OUm7woE!Ed zNKlUk2QfOn@0&&-~K6q zc8~>8psq)5w{psjzNK)JKB?i517mWnM>@8U4Pzzec43mZjmAATkA1{z(WizO5iJ-$ z-9o1DmQxOFuhlmkoYz9u15VDB(GC(+C+3igdCRpfZxbqr3r-FheI+Q5l^oKCvQ8!3 zM#jpb!zqV3{Gv~-T{l`#kLI&kEFt(iG!gzaQ~lXso!)BkE$8`;O@+!nG?sZp#5 z!Ovk`llGOd+<$tVUAqU^mq(Th1WjN9!L>J98qEyMO{fd`t6D zG3`~OkEfl>_&GL!3I2vrdV&MBDyCSccPD&kmvq!q!${&e*bS;Wqx5>fww^I6OLa!A zr|BusOoLdx$ddCXRgFNf)hHwa`j3QQv+j?CSP1LZM<0R(SsXaK3Ek{(|M#aGqJPOEe0Px$bcf&LzAL-G8mSa z0+G{f*Dpd<=<4p4ZgX2l!1Und#oBSt@bz4M@6=E0wyU4}*Am+C4QrGXY~=FHl$$?9 zv@#OrhXeGAJ+p%Q$tbzN>gJc=vQPCJ#lf+Qk|NK(Kjz2F7!`?{{qvYVc*W%Ah_4Ms zKG=c#5JXNLa15XE+i7mWk;s(VE*CERo}@h3t>95J2qiC_wtYx%w7w+hZ%>YgEt}@y zPscgC)1yX76H+aSH_70H*aUrX?p``!_u~AJL1Y8O)4Izp>Lgu~I=T3f8_Nto;&-`$ z$BWLFlzdprOnmbB$DB^OkUY{JtF?r8kB5rGzp8mTP{{mvkXc5`{nKSU2X~ya$7EAW zzx%+K(+jFoo#MrpaqeB(vw`I}v?cp=ZLf#*qkrMkrnK7LazjsYygj0szUx1ZChOt> zs&-xEE2TWME~LMlyP+tp0RviAZ?fz?^3GHAGZG7q8RZ2O5(f~J~7H6ZY@e__Ekx2`9CJ)6E-z+lj@joLZEBiNc!wr|{J1){Eo^Bj8 zXOo#9P6_r?sPwwet;tvHj29tPCFcHLV~?s197Q{7a3<{*=9H0!1-f9=$U9V7TDFnL zHZMMfb5O269zgX$`zcBBBp^;MTWl6wF81wd8P+lOUI@2+=#{hho3kZH>cxnwm`KX~ zh&akWteGx-SZBE(DEGrZQ?7pL^-HqBM+n9Gs(J)0>zHGtgSl*i@c^acPP>}XhP*`p z!e`%UAoqGQkh>GF?)79K2dGyBFh@%;H7uhD{Pni?6?8v`A%`sKL%S;hsZqV`Y-*3lY{I3 z2{3@|zZ4k2@?R1RV7b#^B;XYq5Hv&tuDfkGjIa_y5Grg}3o--SQUw|VpneBPmUrx4 z>D)@Vw^~2!6*puCFyCw$N$$}0Na0wFM#F0)EB^VC%;(1g99L*fcyfm0@QzCWuyoQ=%f3Ac+cc+ z7~aX6O!tTG?$_L^W_JZ|Io>ac|aKiK=Pgu zSp}#(P|vF+jSSDn4)T64xCV5S+! zB1oj|$9+w_&iDe(J^l-$uZ8wSSePYzLHrfkWCl))O#Bza{WOZCuM2%GFZi##PmX^h z&%wE0i2ZNYjhUJG|D$o3ng2KM_I2ie5jkIH{=>Yf=OKIp{g-(o3PJgz2qLn-ZqhLD zYyEstaDO=*r67c_%+h}-w|{YB{+Dz62PaVGuiigP;9sD=djG7&f5|px=6|WT|Dg3X z_}8-GFH`Uv_$$Hpi-1G_ix%Tw2I8Nn_CG{HN#WPS|BKd3(SOl8EB-H9w59(=tM{w* zpVy*7*?-X*FaIC3J}Ul;mT1-2%zx3suK9Yte_o5awO=RyMGLI%zi55gqW=f25`q|rjsbiG&2t8fs15#uWS)%(4hTUGl=`QefcQSe``~L* z0n}bl=mP>ASu_z3BpH*a>cs1^l*w>dN$ww$GWB|LZ4HaxfdI2wn8s=N1mG9I%aamE zK&_L-$-qyOmSenm&M2OgZV33mQa_!02+Y!WF&j_nmwrZhWOuqSm;oE|)X?L2uX#%Q z?DN>u6FyJ!%F(>eKNDe*xskpa z(l8G=F}jX`IR%N;t)hVZtYnrX$z{zA_CBWJWe$eRbDBzgibXoiLD`~*I?=RqB8yLd zYPe+gA}t|DgT6T@rHC$|Mok<;1M#qTDP#hlkC{nM^9Llv{PBsw$1w;8mN7xoz{zDz zav=$CBc5Pp@S}qu9t;lTO@wQ#L@pDtlU+VpBctYAs=c(7RW68G1 zV;Ej|-WO1qu2ehSf*L(24S7pos3mU(m5-1ptM|Pps0!$Y3XB6ap8)12I15IX9Ee$= z@Cm5@`^@q!4uLrC?F=hai@^6C9yd*1%`UxO7I=bf;62GODFN1d4XHhT{V~&UDFVtq={hhd!mW_-d4Xw+Jq)b!DWOm;BD#YgJw}^|v#Uaq z#&C!$Ei1_u1WRBfH`}?t+AsOS*sX?T0XQX z7H5EJ2_UFgJ)x^$CzC=2)FAh|3H!%wqW3Jfgb*V8{LxJDbS0lmTUtHk-3yTpnCQo5*#ubmE>&y~$&qPYafbeG|^PRB2d1~mlu zH59b|k5~C>0G1Ol`kC>LmJFL8F}`-6i<|_L78TXqoLUIzUT+)jh<;CFK|3WQh#Es* z@jv;$@xPB}(;mm}4Ao^r6GnSMtW?UVlLM$9c2LIXRw(H4datxFCrRJjB)DT4+WyL^pOyg`k<3u-mFo)R5h_PQiUQB*qUs^-b z^NEXFvwV(Q1%S!-*+~9S}OuadyPo(f;BZ zn==20@kj$Uoy`LnN?7Ah-~G7{IG_n!-(}hO<@Fd}9SSK-&L1uQvO33wI|!c)x$XFc z_3}(lu*huY59TuCbuXMKu*epyOB`|g2TTKL=BEI^-cLqJQF~b_4!Lz>(X#HG-LHHt zvy2<|?*MmC79l#8r&VV#^-HYEhmVi_+X}}+p|>IUr$1Is%>2K2dE2ox`2qUyHGV|b z9=C1dMyk&8gWSZd^=AS`yuFA}?Z|#o%NlhgcoH5gIMd)1dKax;G`vbR`A><1YUmNY zysDBo7!<8MeB3*y*O~gYoZLAiI!Kx5PYoki~Xh)q^-pmON9q${?xs|D9 zl*6bwqnk>bys6ikmzvktDKzs55~b%YL`vFoD26B&rN9{-@p|5nJ?z*4Ev?e2Bc%;9 z1OCew$-5Hg@^e8wg-M8m^&C!!AqFI70jel1iIGTHN?=AjD`5}xTYxu{mVT$^?!}2u zaV3k4TXf>UGDO%xB+6txQOY}$j0NW1ltNmP9;&3pL4b5P_FDj#P6?k9^a_=o(W@A_ zrhh6|*md{Xl(DC`ULpD6Ie zpq|v$FG^5aF#&rJ!~p9cCk_B!-W_I*TXbZU{z`{Y>XL-#Se3}o`(9Fh zy@-XA|6m@jf-2oBaX+@(hHG=U-jy~QW|HOEj@7Y9OXNeCB0znn=UE|3Uty{mBZwzM z7o#J3vxz9c9s(C5+5o-PF~D9}X{efDAIO@{*cQCIhteX&ND3c@Fsw-d@>dJaXqW^A z7>tF=Rc&40^xEE!G%QC+9#CJXZ%f~+jt?Lnb3xAaA6=zt`xwk>mIJMp1-=7D39Cdv}7NGA< z>$Tydv^3sDaX&AQg~~tHX3F3?wSLMW!uJ&{u>YB6KGo8bL_A50n3#gg`gqu-OpN6B zd5=t(I8`%-FR{v5l0VVsCy-kB7zqk9oVxaE$~YOWq~rp2!f9Aw(wVtfh=20aoUFlc zX-+jX{snmS;QFZ`@kn~}fPDmsg$ix%J?bJLkU@8BAFZNHlV6Kh&|y8L5s^_p7*1V7 zuCE=S8<2}Ty$Uu5v<9@~|KNpXu;sK$*?r*i4tSU=aqtlIjRf>75(4YVr5<(P%sf`y z4KS%1*nc{`j4^rXy&hbTG3m6Qffla>EZi>y0R!TADkDF1qzD~K3A|^B_Ng~>IWsnQ zKRTWwma1PqZcR2{k_CwE-}x1&?D_70m1jx@S4h6<^s4FbliP4^zUZP8zwiH|0iNXu zOU%t>Tgj3mqdC^j%K-CM%6^m`}C7U@}edM=_qrtLLao0_VO))D-y z%K2QJ0-PNIG$?=@#sr`Xg6+CQamnSzUgu*_4srcdBqHW@ad600lD>aWmKu`?P$r?L z-KRFv!X=-bMO1)ZYx+9zo{K|1tAZp^01(s0=>3`}E0(J~i-P zk8M!p-@=;`HGJYrnkn+@*4t#Pyr#6P=BAaR(Ru=KCBX^wBR_+%Zmi+2QU)OQT$N^Y z88Zeiv5G3ydi{=PTl))x>B9*H0Ub|RBB4|lKO~6DseV&Miy<2x=HC6<-fZ}-P+TE= z(%nUH*r1WLh7wP`^ig_%58*@*{J0owtIHsomTe5@35Je4Gh0 zo2=Nki5kIt(7>=I!hG=Bi1eXECz1F@fkDcic-uW>{Di#x)vg;*Fpg@iEMTb<*ENo5 zy*{gfDTJ8!k7@jW4^^HN`%ao^FS|NC=&Ga8bhiFNVhZbi<1_B&Y?HHJ5RC$zY_dZR zwueVa0N|H&LN}2K!;l5S~&Um;UR9KE6 zsiMrJdLF;!mo{Y*OJ%Jic9BUSVm}3Ms$ind$gsXbr)Los>TFuWWagTq$BGZV+VPq5 z$V}6w-~9sKP*KxHwr18#rCd=a2vebiq6dSm0JGY`T1Jmi<|;;}NDJ>Ba{PWgQwGGj zNE{gq6#X}3!rqf&vr;loe}muDn55_!AZ`?hS?LyaOEz>h`D?i*&1>Axh$7hPv)EJh*MA{D-08V{}p`H&N3<7xydm}}e6Q2Pd8 z0NTM}ZM!fOcr`+CXw@NWVLDCJu!DSqs;BuVY<;B?1$91NYJQ&O1UE$Qbr(@(-0b#9 zERuE?LP07EEi(ODsdlU)@b<<8#0sMM-_k#>_jzEF4MQJ2zEGX2q@j9G3Jb%ng zfR5Q?k;~RZ=;Au1!sC{0t6Xa!6Yc(8&!m7El;P$Q%)q93y*ME1^8!MC{!A$91P!hO z+y6u;?vEunv{CWfU-nIsF}1nlg6!^$<)a%-Gvq_N{?#D%6h!I&(w|w2Lx2I{;!LXR zGy!G)8;$(CWpvs>V1ol;`l|Z;TT45Afp7%?w1*8~KJ7$xlOT!{Giz8ai=2mTXeli>Q>;rPc)vBmfq0TL{& z_yU2ZCFvc31{j2e>EHV~`ap;Q{)z&`DAz#3#7_7yzbiX@T>CF|)9LmAC#K`xA)>3lGBiZx57<`|tMmOB7v)H;(KV{N#~_ ziw9<9jf%d)w5v}K);}>_>9Wi;knYmN6?hW|uZ(Hkx=pbyFQ}W{Tt}-0 z2_Hu?ub!XA^-IMcwtz2pB*5J2{7uh7!mkh8(@#MU315`k*R*7n_pv4S4@$f<)UOin zzN;GB4{y7Mad<$>pVh3~wb#dPzt883wZ|3!;%OBNhx%zJ47uLN!`Pa^hql36=f|7R z%xH?wGa}sk!LB?$>bLjLZU%tg>s+Q^KVH#AeUK{+mgJjd_yFBqsNdV6XV`h@(|CZ#ND{Y zOHTXFa&w|M9g;J2!ZGts=bpO)t=Sr^dOhIIHiRc{GV4kY zQ!U@3lS)h_$zDEfrEn{5%(5SND?4io?3?&}WhNg_cT}tVdD^ys!qlW>-JfadLf1?M z;-7mEyP#h>3SDbX;wak`mb_do$o6kPv)Lp#9C57^-vC5WuOXH=TU?9#kiqX1W@Tfj zl|AK57cwlg?m+B7PXbVRPDG@b>A3I2`l@MU9ZAcpn2=UHg@fvO6<&g8Q zmb3W@Uq}q$c{hc=W zB{=XZh4ge?bjY=g7FhYk#l2d%^7$t!tB1b$QrHnN*b@ z?_&A$qn34pzkC6!Y5WE{OtZ$Y>^|Go?8DY9HGtOlL-Dil;&2Mxp$TBe(8J+ZJRe;+ za3>25(^|+ewZZ(X2t*%2NSUHJU;sadgCXkh3)d~wD)mJ#d1$T*y!uNjJ>QQ@EIDP2 zqtnGg!6MeWyXK6E{BUwR(p0Yc*i`qMx$GH)&$Yq43~c8xH*#9fHEwq0r*(C(gDgGl zdcazwv$s%(EB6ACq^bv18A*K8Ll@ByiLCfe5In^Tj z+2yLbY=f!>L=m+!bV2vz+CkH$?TD+rwar{DGF1I#F)V3Lsdi&9**rs}4l%*HNoPKW zhm{YC95-67b`_+N+$qszjy35|)hl}aFu+Cndd(|)my`T|+)n+vpK3#JW= z3blv?iZRrW?F)?7aSR<@zB<_A2?iRN>^z-<7VC~=g?t)aZhgoI=iv=e9LT%wgnX$Y zAkpPGHdV6Ko@|$tS5*y2#cdz;^fF!+%n9Z7iM0{-3?+apz2Ls*=#mjMetJ?hFyO7Z z{$b3)zD!rVRdkRvg&Ksw6R08-j%L;hPZ(^@(k5e+HDvFXNs;sn3ilk^Q9mjgYr>i- z>4c(rTS@x>Ym%5m*Ayvcc?^t=Q;y_E^%&zpdeV4(g=^BC?QIg~^9e($)B7pm?EsdV z2$Q9VaQt|DrBikYL|xR2$&GtuI{>nZ^79VC6MCp(D-_xP(ZDh^>S{ptbXz}Yxbe|@ z;FI%R@)A-+DK&SkfmOoF^fw#!FEMlMixHP^gAhg5)yN{%($p3aBXlllv4iUguolw( z%kIAdoJ$8v_t(i=3srVxi5`GpMOr7#VVY}uu^JLyc3%&3&JI2-TFfv7Hoix)joH92H6%+%jZPX9pt>}ZB7 z${6BQ`TVpMn>37-vFLfn^92w?Eb?kJucUfs8ahwS6_U|y`uW;*g zCCk-M?43)^!^_4`4eTl~D69=|E!rxa6t#FB3em%M4IJ@kib!?*wKD*Cea*|^G@1p0 zN_Vzx?al)VepAsiC)^wUl^KsCsM0A5|0zP@pHXKS4S5THT1k}Rxlv~l>#oyW4zQ4r zzQ?~U=L8zhs(1_P$G|~p3FLFyT73hXWNBT7Lp*ZaqYFNa_C+e^g97-t#d{@QZh2W< zGY6q7h_%~+LZ1gBKUo1ZzrG&TuA)CWQ+pcsDEGfK)Q((H1i(J?v6i>oT?{KpTwN-6 zFRt0%%k*5Fn6gqy+@n!{F#I{9%-BfQa<{r4?o{9JH94KhQG($3PEZmK>7jNML7uH* z4C3_AqKH?2mVL0GcmeRZ3%h@szVFXDV+`66EFSbGCtrm}-k zJ*A#NxU2$)>TJCI^j!)|DU61T5N{~Em%UTS3i!zle*7Os?51N3HhK*r0eh20gbB1FYEzH7La*mrl^#Nw-+^K}w7#YS(&?P5en-N4@?4 z4~A)i_MQ22}BtuBYm*CWG&47O+EJx zXcd4G__B1dYIjc_fBtl_MhcbZ#~K;FkN#XeDQd9+M3Ujeo3rI2EcBrX0;^?>4%C!* zUN&WW;aWt()ZyJgD_b}#?aHgtNJg~~mq--GsccBW;AzDdF3oBq1`ulL{Gfb0Nd!_) zQD=^Rs9Qt15zTkSeCIHm>lc5fhIJ9BcmbHtEz$S+tq1N`mb?F=zY_!->L;!oD;Ln^ zF!&l(&u^h?z()~#ly3?&5?gJg0@3m-5Ill^UXtO4@ax5mQmT%y^U z{S;xeXn9nYV`%*w2Cf()VxGZ6sSK3%p##c*P1yv}ndFzuM~_>hOmXS9O93K_>!6-@nW7QpeRo-q3ULQ!AC=U9}aj4DJnp zE)h?Uih)pDd$n6}jz_}teMxI_!*z&N>$AABAK$o4L4Qe4D&4t0oUaG<4w`yAw{~Nb z063+&)#^)%j+ZCO<2rRO6*GkF6{j*>m%Jmmpl~Rb&z&A__uK4N{OlOYszey1GG_Ik zj{Lq7Z7Uws#??;vSRZuFV-kJ(P$y!*do1#g8-)SW#gt5@p?w6eA<7Q-DZaaPx**ox zq|uyx*jNIn`p%JcTQ;JYmf3tICgB^<2_OgA8gs12#H!Azqbpknl=sUNvfF!EHwzP0 zEeq^){Ke>>fMk&0YXzk_ogtgHTCI_x(-SbBH{?O+@_3SiK1w4{)v1mk7NLxQ8b?iO zuU=4^O6B|7wb2ADMdF@!U^e5RZyadY?IbwUiGlYgr~9);NmGg7u~90k+P=3@p(XB| zKd}ge6r8cQ>xt~n$=8M?oPLmdB(V&bQRl2b3V53fqd@cc%*>Wjzm$2mRF|^FCt#*L zBy8yd`)kpZ5FHoFN0j5h(aC=R-gbN)*;u^K%RFBN+Tsj)3F0F7h6pxbqxpt)<9b1G zQ?PTgMksoZqv8XwQZp|VDWpVuCH$=;;)=+);$)K?c10`(V0~zLX&oPEpANZtwJh_Y z9i4_GU;ilII`yWJfSIVV9e&o{8U`s3tfq)yWA2~f@%zWc)?;r;b}zI7u4iD)p3qgM zp5ApW*sEDnuD7N0mpjk6Q0_Bi|5$W#7o({yrDS|AHeBIb^d5;&dDACS?XrzZaP~*b zD;_9|n9%!Hl(t;jy>r*9jd|uvAs2sy^wqeGE+W?$ggGe6(u{}b2g(##Z0H*-ZKe|R zPP|92tVN9o`#E#{q>LH_oD|k5{vOecwJtk4)_*8ZPXU4AxC9Y0yT1G-(oCV;Sp}t% z7Ly!Wh&dHJ6S;yD^JkU|-ceF6zrai{Dw{8*GHGKm8wtc$kk}p$wa=FCtb}z$jxeE1 z(=UJlBe9Bc6RETpU*^#S(x0@Xwfc;$D`D$QX+Fe0wri<}Q-^Q@aPJb03*NcI))~Rb zQ>Z@bmBQ$zm%*w^3aa%XC8Ybzb?q3H2JQJi>VTMAIKXYKwWYHWhm3to za0HxMW-;mbJNkXi3#x+EV&C(lK5_R~*?Hec@ zy^%py!)L`ybY#MJeOwqdeXK5yLVHjsBr2q~k`7kslF4uUSGC zmzoRTPnOT7b>43eq+$dlJz=!A*9%FWUx35n%I$od^F zh8+(7Od%ZOBEP&}ysiO&b?3nt)086-(LlKW-M)jevi{>hmPS&F$OtfM%f2UzJd#u) zxBqM#SyeJe*Azrgd#LYQJJ7*=I-t4&g3>{f`zU}FqJ*loeU{on( z53-+hvh|)>4-}j#yTO0>@d-{yP2s>l171GT)=Ck{0Mow(kMHK>VesEBx-C!RaA|&+ z;J?3Lt!-_7yii1;JpuGpMu-{%GlkKpH(EsL|6!_^XOYUiuawMktCN=&Aka@7{2>mbKpP;PAoUR1pE` z_Se=#2OMJNbDWmugrq-l&VF7~iD8F}B{1NiOUEcCF7|sS$jw$(@)U|FQ`TlNFys?< z2(42vW=PI2`CM|bGT=@0QGH9sW{VNY#<$>pHoDH5(o7M&UN2|umQ>8$+$JL08pF@qYW1sK|k-hUuo6Xb3wPjeh!K_tW{_Sw_(oG_)H z8tFXUlv!<&Fw-SoF+J`a;s;0Uqq?*JDcgCHF&B zIfZt&8C+2gWCeeEpt0!z+kou_ahKi(Z8$;`vVITx1}wH+orQBfn3Om#I`r*i zP$8W#q{Avm*PPbr^<{~iim8YfHGEyKNXU*=r`9DZ_bW;KOuI0QwPCcG_F)+w^a%+6 z_>4o7HsdpKsjJl;a*MrjIajY<1|tU!%Mt6zVj>qt*n5NPC#>?sDfO8oH$Vv=GoCz# zKLd*d4D2P1YSEkAcSKgfn;G%Cy}mGwWzF5jmQIqQri!v+PT53|)FrcMB35wb_w6Hj z@xtu4*!x~;A9V7;4)#Uzm!&D76cVx`=zeKQpt+wtD>9||_p>senbhJeZuSQG^J2mk z2`at;DzaWhoP06)^3N9EfdOc=XuNUe*w~dlByJm0*}Ll zC3rI&P_jsXo`gYQ1(iLmABgLca9$D5ULIovO^^emzk_FBT$n_(=Jx7-Xo(RX%QHs3 z#rR@eCymB;4ojXQgFZBBkC!fmGA~d0Q-vD?|Ml4ekSRwS% zvAp8?#iKRF>K+;H)7Evp`CzOq4{+QQ8RSxsDafSRf*XR(i1F1`nj`Xc#<5)L(h8Udd_k>JS9vaPZzfdqWuZV1;k3!aj5^~N zAKK6ShN8hkzsG4*GMLndJoz$ybhKsV(1{x)h@$uw8!O&>x}f-ql6Dp_fX|r}5nWv^ z3|F!iIjB=zouJby8PIzsOu$M**(Q!2Bw`MD9xTwhak%91P2 zkaHCS${Z9!4+OZqRXxI%fd$}}IxEFBWAo^yA!{Q6_fnDm&Eh2|TD_+#I0Ls7*<)0} z;Uo7zE%Hj6Wm+(1n-x9t<{CiH*X14E>EM@-RegBs#1xx!LH4z9mKPuQ{Yd?72#wUH z6VonVpj`{2PyznI@gs1AYP+!%XJgau@T+&@@$l%~DAN_g*Hn|)yd1u`QBBKx_jHZFM*TpU zHeja39iS_STI1F`hm^+^Sg@pH{vDhv{lI%gREtEsJPpcKigz_(8WxD88CN77nx4Xa zLQ|h8F{X&pX-bnqme>c4mu4t6pEEVz{gu1ztg=PI!Ee#3plYY+s=|)vXE>H4DI$#v zEs!9LuzG5&!$-vn@nua&nU3*7mhD;>YhTC|7$D!K)VhHi0g9-TyCfu9(@L1s#{9E5 z3gV_*3!3hHC8JM%m2OilsBB z3IOD5RM`D+F~0{C-r8JQ`W@}Q@oJo;UUzo_SG~e{ZOJYg;G)-=C$SbC@n$&#>qEK3617>pzikcn<IWlo~G58vYnciN9XqvHC&pk?}oA0bcQ0Mo@R6@CEm2WzodJ=)eF)Nz~^XlzXhaR zxXCu@D2W<AThCGGi#|)>Bm+@OydPQ+>l1)*=5SFK zk*#Sh*=;%Oq)Gpk;rc+q?PYk-)8osfb2d(`w8FeB-{Yvl#q);t&IXfotjGX>wX=76 znD}ulf=M?gTdup^hl_5gD$$P!&>Vn05-xtcCNmb1&0F9FC?bL#_M;V}Wg)4nl|&5m zgwqnaP){Cy1i61JeQb%c?=e8C{98I%Ss)6q?pFQOuy4?uQr9j-UmmV$%i*gj@Iig_ zWPdHJWq-04B_=^A*0EVjB$N@s0!bY3?j%e#J$EuiLi znioY}b~{NmBVyCq&nWMLJ9NRSkFC?dR8cMOYvykVTQETv3fDtO^uGXE!|YJ~Vg?Jt zUEA8I$zW@Jom(cdb0Lufq1HYkP5TGZVeXz^R=#KiZuSIq4XF0}KiT1aW^OR9>9)js3w^GmXoTi);|91M)6cLO3Q` zB!kbtpDaUL0M^Q+Z)FUSEV!*X@#*B8eRm_f7pWG9ZE@lIxUQdTwm$)UslTs9gEB8U zHWBje1IPO=LVS-HzDXi+;`Y;s^(5#+YK*M6$}+n<#jns`m7p=|%t)gf7+2e$4?ely z_gSgK?q=?r3E>DS1z-Iwlfpu}fHI+EKN>>%TEVO=Sd1G^b+smtdEVh6S%;FVeQ|& z4#z*G2mi36f@#Z5i12BaPhXk5U#%bx7ViIYqJP;^?*CLA{6mm(|I35^zXa)D8kL)) zC7~J79OJKYz?T*=b<4vtqV87-0Moy`r^PCwiquz*?>`c=GGFB;z`!Wz0Bvh$)DiUe zuI_w6k)rj}$Dq}GW6^OQ@OGW_V0kKEq*=q{VI1*9+UqN4g}6Z+?3L6yCNP*8);ZtT zhl^LPM>p%A(Mlo}bh>C1k_kVjdCc>EN|1sZ`IwVJbHJh)$ixPp~|M_9C0#%6M1uVCNt0PbgK;xl#Mcv$C z)J?s?|ksnnZ(0D!o#k45Dnoyk=(3QX*eO;_z$vG zzdD8{X_*Ik{H}qf1Op8kzKh(~ zp9`|RF(}f+iG2iE`AwC^WgHtVE$~fpt88eGG}2e$qK0M&XCdT>Y2 zl&&Y`fFJVS^E4PuBWwlv&lKV?mFKvR_!y!I-{@WDi$s~{w*fED7Bk)qn>W%u;|5Wi zgr83(Qp#R(I0XsFqfDLYa$*L2zFvBds%@|FMGKZompBbnbY=zZ$NUwPf8Ja;u+)1w zO#BGx(iVJZJQhj*2`VixGw=?oPoPQukDqGzs6rHqGtRx_44J);vR2iP@UxK_g+a_wZISx`W>v}81lDqH}gq~KS?vjwHE5zN92698Zy1# zdNN1DiT2s=l?0CXO6tZp;k$}^MX!?OH*w{jc ziKHP?sw(N2+;kO-lFYYo(eRtWK6rFapq1(qF#ssQ>hTD54z#?4gI|f8G6;EH`=hN4 z-(ntx`8uO2wvIQSF2DZ-V_9ixe^iFpF2ZluLCpN^^@xMbP|#zZOf-CbqHhGUdK&^s zp4DCgxlq0*96_hCS$Cr0aIh+m0IBJGb)0hiu01scnUuO`5$3byc#k}?YDJ1 zQ2|Kn74}9LaPm{$aBOYga%kwgmRL7KT*By2BXVTZRGmocyFF42ySp)Ta!^&2sM!=k zFYfbV%g&D29D&-!XA~rS1Bt1?=(FO%kxRpC%l$xJ#bge2dT%+w>Z9qB-^lI6C6&aN zxEvPU91K!ky7_G|n-OO*=EWexpptxqQ3lYx{W#y}ZciwtRZ{-^o-C$Era zh&V|_UH@CS05J&yXjX5E2bjbKya;L5Hg6%m3`jX?$#I_~bEFQK96B<~E86^BO9skG#=0}>g?WRX!IZ}@d zAdeQD=EgjgW-w5z9!BH+M7?9!x>oOddA?h7Se&wtSgL z-@7SfkvB50__o?LT2cJK4(p;RL%JUW4q>SVQr_(t&?9|SSE89qoEkaW4BP1W=j0S* zBMr8LaChmq%Z(BG?mG3GXv!G6Ce2l^d&SUy9dgSsYRgZVu>qfhGUki89>&~o@iByUefX~-r?L@Rp)r&;?d(9ec&y0KlkTW&Z=h;~* zNS7nWI0*>}G@azt`dA+_gj<-MA&kP4nykv*SK?9D;X7O((hNNEOEOqOg&>nBUy_Jv zSthi{S_@mWn^IBYD9M)fti6WM;Ev+@sYK$QnXbtgBal7Xyd3 z&-K#J@usWF0?V>!v!x{r&@xmKeViYCR8kaoP>UrhR=(Fn#_=+@^S_dF^JvwHKiR;JhG$efhJnV) z-9@5XC`cC}cYr4FD+hVV8)8~)Q#RX8`B*5Z7@f2=kW{DymaAFHtjV4Ae@-1P7}wb^ z2(R{|s#gHgOK%CpM36weQ`r-A`e?u!%O+yN?spXOYzkg4@@!-uajkCG+H`Uu8!+A9 znb@CO2gZh8y`LMEljEw=9&K6n?Su7XK+-^|k_*2PkQQnR0hL7J>>f?V5|}r_Z??4hI6KONC=M zTa8LL!|p4R9@HUDDK==(?UWyKNK1QwSQm}>hP{s}{TQcJgo3U$3_|K5TO}=Te?sr_ zAk>i%KNP107ekg+Tk#^OupkRM95i*{676_V>Uo5#pp1%h5Ge>+ar%JYO$&?R24D$n zBtJNKGx=iraNqlRkRMs{=EY4&sp2OSKvw{Z8qzIaB}_NKfw?-Z4l6OJe)%CMam!q4 z1Kry$$nfSOEN6#IU~l3IKZV)}ccba1bSl>@mb)-j91?Z`*CNtE6Gv-ruK71ahHB6S zV69)m2x=}K?d|jcAomV7**8I_0W8BsgZ9kRcM=pp^tTTi<>NY|h&Og>hfiiJ%ao84 zEQop>m-r?*;|HMDYOCvr_EijSw%b+7moY6)k2o39^n8)@+4{%g0fvU|EfxA#cjArSg0+i=$at`eI{1 zD1w7MWZAFf`bM^|5Ey=sAUyRQ1$nI+FMk3PdgZAl0e7K-dR7QMXf3=gR@cUhOGU)c5mKOT}uvZaBiX=WoBv(R@>9^$O>`_^qq% zk_rrX4yU}-d!$mbcgXp>rORghDgbkn@!4uGzSfkpxVVcAj{^J|jpq6eH8-uCf@xPv zK7R1e$!**2#c5NT8B0s{R|X39S0z_^UPv&yiJMTk@3&(^Cuc2<*VZpST7}chbbyp9 z!YF0SxVw`_!m+869EEzEur5xrn0kK8J_(U_w>E_}b#$y-DaN^~%2-~IaB85WyfZeVg6XgsT0-y+#;5aRHRDSROdlOFdw z%`UY2v*0NUVbsLvtC&`8!~t~5uqmeI?qg(2tosfVPHAD+(X^f#vE~K*4L%qR;o0gg z+~ESHFzan9a@&op-zF4STbvW%#O-0;V@@S7T))I{q?FO58hl{PG+`-Op2#2vBZfE? zW^wvw!9OODGjh78dVfWV&M{x z7{9b_=j-b6$ZsKK_ZUptG~H1aSI{%i#KKY&u4=7SIx7Zps~?;GmGHb!EwN7%`7Vda zAja9A~6tJFPg|=9mhTD->c6O5Pz79m-{FNhf8TmniYrvSW4tWVphir zVMrsD2IT}O)2Y+r*8;$*aI2Wi7-E_(ZJ?;uudLO-ZJtp_Q$51A zZX9=5E`n!AWkibNqC0dTvm@fOyA+5R{@7{@<$1b^b(_c-IkS z7-eM!+D8p6hI@pxynMXh?Fg-Qh^B^+e8Ab@?*sBc7F91JHPV3w# zjz;dZ^5B-}*gf%HMecC#t-*8qJhkEwnsCR?NSC4#IVk+hN`v2C$UbCEoj5nhz0J|P zxK6GkUB4Y_X+Q$f5c!gL34OXRd>njRD7|af0*QFL6^Q{dV|buRyPu%pFz|W#4k#4R z_VcDnH#NEqFA11bB4zW}b)NIqo&L-soVh<}!;Dk<;@}5E7Eo87<`*y!5+8#>ZBh>M zR7g!PI5DaryeWbx_LoZu?%Ba8Y*ST_n(-0Wi`^E&r&XR1yq%?vEjX-!AITYEKuPZWP}uB6 z*>RtmHPuPM-*xNGTlcTs0O>g%I-;T0Qm%aTgV(ar{k=!ur${J`4OZ!A0<>ZA}=h>1#bYHb=Dp3E4I;aiuR)6Ike)|%mS7P zp7rMWY@*e;g+4ra57cH6xh=&@1Y5BunBORCZ#JY z=lP0xoOG83r@4y$JPqQ;Q0D#QyE1#%4pCcaAh)(fhd37pp?C52Ntz?1JL?+F2QtKa zVlKc#QWc2ikk|NlNxHv8V(NAk=$qcDm>G-fZHf=xTLm zoEmeKmw$mNZHI6;dZ)DsUfS=4i*MnV&;tL;jvIGlu127Ju7_rLKmF}m$^8}wb(}t& zNskL4zsmJ<_{m5UdzpIgpj9IHiw{0?Yz{}yTVw6(3(*a12lvC`-%!|BQ0gBuT7DX& z7JeFJ)~dhuSpVeU|5!p!L;T9m|HnB?`v`d-<;y4QtMq^hl;caAff@2ktHl2W86Hpp z)F)K20mIZnJm{PI2+xhw9=Fk0yh&_Bg4|6hv@e{kUHMbwFm2tJS5k(C`5~t{_2VBWyQlxhsI4OPoFD zSvmn8a%n88(PKZBFFj{P;^Wsq?_6cqiH@wO=%>@yXGlQ065{J=mh%Q$q$XRH_@ zw?slht-5FOY`G=_v&C$_NRWl^dN~R$gUDV=Q?#t!ir8nxGUa0jmzXS-Qmr0KRtSQz z*saqM@Si%ZL-H4#>(X}2u}T14-*Es6Zvq$8eAGF^>SSo+5)*!k@Wo&{v?gJ5wa6oe z(eVrkKe;w@r2XZxwC{xXZ%44g<+Hw9)vQFh8K*YU6eUYy-x%dT>?TA-hA9l%fesoG z+=s-QOpY#+y1VDHtKqzC=_L0Qrjp)@B3;e%O3_5IsBySv{_&N=^o>)xs`w)&rJn)c>`(8B({FA{8W$UQ2tyy#iEuf-i{u&BJwM2$inth8wQR@EJ%h`Dj*;_Nl^Ymtl{S$t8S&6L9&p&64W)5Ct(t zH_?ZVd7L_}!q}e^0j>}7Qi(Srpn?`HiCusZF&1jNSmkvkVl`vtv{VbfKy665Ksw=P zd|J%DlHxIM)OW00)<~^VRy`rle9Q`?@UpEbb4Fv7TW-=dq0+d(1@Q)o8&{yj{x|MK zHPdnz1lALe3tzDVGw;|rtUit&-!7{qjWP)JyW8nL!(QtgB2HU4^Ecz@9{S620*THc zxtl7YNl!1TDr`$WtwbcjwZ5JyCl${Ac^TqP*93I==Tt}MA1_Exe738jRYB3Ee&+)c z1m7eT7UO=%$LaQ@ld7oWi`36aC+nuqMBB`q9A|xk1>*_|Iep=gWq ziE22@u1V$>fSMbryiD36zA#25@5KDlLYvU!@7XZRfoPf-{HVO_@Kyqhz-`1`XBBld zdz-F160gX*C@$Z)h&{(m&e(>mT8|F>#63QvJ9s-Ga=!h}%RJy|(sugOGs!BMLJ6xe z=_9#OduX-SJNcJq6*>bB*x}HM$7~1B;s6hI$e+Ud!jluakc$0$tk|iU@+NLxcaBv* zF9qeadhB@>kQI3}tyB+z^>~Ffv>${VRN<>9v?HHTSQP9ED!0cM<-N-->W-yJFp1~r zS{(SfGZk8Akwd~P=3g~v2{D5P(ONXWrl0DynNi*7DcW01uoJKr1YSCRTqu)hI;E)i z@jYAkOZlK)CI>X1ERp8+_sQel-P;ceSGk-O}Eo-9aP`g8&_ z-XOWhj+1jT0q77cY+Qeqwt=WFokIZHhBv@A3Ixl4%iItE08eBHR?s@P%Uu9XlQ2CX z3?7{G?=rWk3qUCI--5UQ;LuF0|E+raUph3X?ca%>|M1YDmVak^ z{^LV~TG;*oq6M0qxdD8Tf5wM@jM~AuKmc?S05JqB2P?=T5HywZk4NAn$RqIC07c_d z2QQ9%e6tkGtPGz6;f&`E$Rm(l`@0H_<<`q{=C@Hg#c3=G-RU1=eQ*q+(ck)w?oYt= zq?jk%OV%F}B0rk-(a}mV#VO$Eu;T*Y^kihB*rxmNHHs;{oMF~?QkMHtw?N;1Z8SBv za)l~y#Y8%KfdLXimXbb}3@suJJJmd;KY9sO23A+yO`d?6 zkSOvPFa_f(2F^z5#LXV*NTk~+I!7IwXnU6&UDk+3x{7{@3r4r5=qG!PntA#?q8Phq znnZR9g+jZq8a0JiAigY^UeZ)vvmb@QyOe5_PDV*(HT0WG&K}f(#O@BYD8#S>EGIV` zjiTTd8%N?mO^NFF0t3=TWMLNvPOX%JEh=$CAUM0cNdAZidt~g>cL&{`1OKoiVqMqC zPYVknomh=Z46~{RqOrA(FJ(5IAtfDeD>A-sr}ZrHc9`M2D>Cbuo%&7Zos(GaO!0Qf zWqG!@6Pq`!y~7)nUt~JG%t)}_u0y_FDRXG2yNUVK$kMQ_hI+8MuOcZrs^t)b#M?z| z0(I=hcb<1ArCB^|-dNMCc#hwgdH8f)h+0&eQd}5|j(3N>?{c4cpILRiPu{Hc+IxVA zdsbr*-;}|2saPI&v)-8@;}Z=WG1DE!F!u)s_b#IL3hXM^9Ve?;IpWWg21n;tXAjF+ za?Y>6w&=N)1;xHyS7j}3bn414{jHg}Z3agUJ~<`_w_;D_r_s3yyAbK;Tc! zZ9ZH;jHbO@Mc=;{K5+IRQ}If~9rah)sf{kLM)mw?^YHQ0J>suoR9`$_PCp!s8p1lZ zt>Mq}KM@~n%%GoCuRAMms;D>{JTvEib$!Gk1JEKhVjQvcfzc2+vYvFOQL{^10BIc- zR&NLw)XzP8C#rgD5(d2*!juDMtu2n~b{~gIv~UaXRQJ*0n@ShwzS$lab(S@0jOrda zH2l07w^NEs`2|hAS$DXe6ub!y<1{6lGO1xV+qO4!Ymr9v*0T5bWHKIK zU*XZAuSEv#(;bpyuZR{RgbU}P1N51fLY$855Gz{fRp(RD7ykf`W%ASB9SffrEM7sn zG0~_IPTZ3$q3-(L?0{dN;gg>>4vuo&utMX(Cu%VCsnr$goTUUihmSID4Va(n$qkb}b0p57&52QGX{ z8@mokKh{U&37pvk-;pbhUR*OA+us~pd)|Sw8(D|%;>(#?2!@E0Q}hM6%NY)*I5*Gl zzucQ!Q-|uKJ(>eNgLN+sCOCc;)B{=J zj`26Ep?K>9WuVuB_Gxc10Qz_X13}cppZ7;jP(C3aU_`fem5Cxg*9#~a3a8jhBW&bM zcPu5DL(M|4ZQw{v&am=RAKMprWMNIoj9{PH5CZ5aBHgQjT)<881=q06Y4XoUE&%M^ zVe-#>S zM|h@jgie@uwpJHoq~%mpRL&zF+bHM@gzVMnRG!!gZZk$`g^ZkxKlXarEaSlMcp2(- zQzbU#h<~64`oGv#+*dHS9+%1N4pUO<4~G?XXXldy%LpT+24gcLGMPwi;}ZDig^W-r zcp!84!BAftjc>1R6wYC3GI&5eDdI;E1r~qiqJ_Mf-j0Bj?q8x{Q64P3HwXh`mvA`q z;BLp%7QAP}#A`px>hVl5bwKFlm4mFpLrt2lBcmJvsN4A4H3g@=aNEhVQ*V`dCOl%9FNbdf=9NftaWk<9b8Co zvsv#UFWGL%JzXu(P9@v;zJp4j*4}M6|DvKi(FCSl*oK7D!AgF2WiWF6&o;%0Y|+mQ zv>#(`4*av-& zEOP0)^l`-M77XR*H!&>5?C}>&+uyb~yb+ncW<$WO$8r#< zSGumfO#_bbeexFGKg=XsrX89tw6tqU@WaO>@!So&mE4=naC4gyG=H({IHfq~-grhb z!gWgzex*K|?eULqn<bjo~_6+a=OK`^oYYnI{_2#5ud3;u!${{eooGXHS{ z^9BP4?ef>4sInA5_^0;A4ov88^Ix#*KWst}=irYQ83@|?`40gB1PA@cfaULh_`{g} zhffHqf_R5*NLF#yrznlAv1KNi`XV99C%fWK}zOUbu_fPXoXPQsuPi1lfaTr2`& zl>Ws?9*YA00~2%Wi48EOD_$Yeql&^i9q5#-|jufW)?$!? zIpcptNhri2d4M0kM*#!_bK{^0};ge5Q0Po3RJ^*qwj(_c$ z{#QnhOVk{ola_2>SSUaKY^hpoapbh5dDF`l}u1AFky;Bvf!F z*5tp|N&g1qKd|Eel>C=g{I8N+O(0tFpQ!u`D*nSa?EwQ(iT~nJ-$9ONfBx2AMDc%m zg5Kl(aU9yH0azt}4Fp~KKVb+T^j{e227^TCG6T4SCBKIN{u%;>Bzt`a$@P~$TNMV{ z@oz+4hyN3iAcaRF0e_vEKrTS`QJ_8l(q~a(K&3x%m>e7PKN7FUf{GvzEeK*d76&SV z@UtLvDGOJ!|0&}1{|xG+WIq2Z=KrY7#`LfK&;J#yZ2yh={zr1Q|3-cPBRLz0CHhx# zlWYJnWOBj}&?SLbz%k%#O#jQC1qTiKKu$`3LCz6>?&H643<_P#Kb60o14wV8Kb5~> z{BPj0{p}(C#gu}BYX5~XJZR4*P%n`Q2FCWcgZQJjb#h<1A>l%N`Kz+0<{OD@J2D#j_DpC zs`Ph1pg_ok=Ymx=u(UO(zr9zq_Q+yz;tQg1o>aPT|MWk)+emMD-44O!pWOKJ=6mGK zas<=u?)3bcMfBvEXZw^ilatUIgo3<(a(e%6``$u_@oP|DujH8Vx+Gz7F=p`g-ovNx z`1IE8^Wp~7y3dPg9!{Z3d0_+F9d|rr*k?O?WN(pcblBz0ZuZvV*xk*J zqu#|vBWJ?-6sSy2T2idc>XCQ)wV+Hl^GXT3yf)CJ~M zbAgI>Mdq1zDsOEnLvZj==aqUJd4fXYNu9;38Q?bpP>%gkG&$U&|V{KBay4# zi^~lAUk5JOCxAfqfi4TUUR}ezy4e>`LJSx+=YqLjcs7Tz!hw$}@V9A|J z=hyO}S{>`=usc+jhU05AkN%W`YkF!g&TnmiFvC~fOw_(6@19J7NYCeqGTQvx7omVe5L_K|ilE>$JDg0E~s zr?=(RXeqiACxqURDBqdk#9BJAss%W`f5o#ZozcIf25QPnKQ3zx7cn-`O@4@1M-=I5q+_|rc$zG0Np1inU z?`)j$Nu0DTnAXzI`k-;d=Eu-&Uzx{fhkoW-snDpzDZSDCT9w~sb|v8lD{sc#^a&@x z05kjI2ObvG0sJr2*NP60WMpGf@Zebd-8y`#Qbm}&y`*TLbO)TR-eRu9BMyb14>Y2w z*7HC%=ACntyvk!a$Gad%M421J!_U`=23!}#C%^S2Rnou2Or=vQ_K!U(ut@{SXL(<7 z`#p}MQDSM#6A>hgS^D#+AWE21>jq4E&z2Kn>tF`rm3r~*nJw&@RT&YfEU@0C?GFWD zj@5z-Y&5YpHCooPr*$&Z&w}>7FF5w(Zv26*unF4Yeh0UgGCYR;TfSw@oN$6qhG4M^ zKj)cDhei18r&EN}>$gZHkg#Q8R?^1D9bZvDcB43mLR6xxV;VN(2&X%RT4ihn9Hq(m z$8hWOw$8KU+tS60ImB(2w8W^kyO^^9vJpcO=!`z&2cv4mh0Uu@?NuBHQ%xgIEXDx& zNas`|pT#ccZgE(&gwIw~+gri&h$DTvQ19@2W3MRvxqrxPb+2~B#Cb=PcvuiGd* z8!E8*@e7lvz^?89vV4V)d-i1;nbtL96I)bYFIU+{6*yT3aH+s=y5(B(qmMfg3O^8O z`k$8i)N8)HlINjkE$QHdy^x5Ooa8NrRFOm(8lu*)+8UCWx$ zuwL?;+n(_E%!W^v5rC3Mb8g@D3rUQIQWLg4dGO?Yf1qmSV-4j_;$8tzinNo&4~Hyl zzW#6vkxkJN`QfSXTgzd0Ih~G=oo-bG6?eRzstI_D zX<>0We>b0`;8Ui#5F#k0*&^BkDBfEGMB5rR{T*zu3Q%|P#jfVEj8{ds2B$!&TLHdH)JFpqdsUEQ<1M~kNhXhrGf9dk-+ zw1ygsX@O?8Wf-STMNKb1M3E^C{*8%h;pE2>4nh&)mL%k%rehs1pL89jZGdPjFK;|` z(k4gm8te+SJ=F@~w5KB#Lb_&Mk|9)`2R6@`@yXz?8RN-Pb&UcocHv1T7CiTr$k2i5 zu%SWz#Q@{XvU=i-*ee59;QIHR(8EUgRP=lmMUP|okz4p%^Gn6jMppV-oOw$cmxDkZ zZ78NkRg`T@CfnL}i|TfpCAbMyz#KhieePu*gSy%-FZTS_NRMtX2q24}jk)Q-ZFB%xo{BBPRT#>@_VLmY80yp>H_u!;2jl$#VWXeMb5k37>X6JjsFyBv0LgSj!u zs&#cQS3ePx8&}sVKJre1Mvf^#eJmrOQf5n490TeJ5`xNVmw8aaR;^vG5hT?x-+I@D1_Vo4>99 zqe>H!ij*?5O*N(RaL3ay#*K5~A^|A*Bj`g)(S!h&yOI$IjM9POZ>Hgj7T7gY^C7ND zCOouR==a2u!sg14daTc-@x0*G7Rh{?QB1JRC|kWhG-R;VflP*NXkcT;gP-=RIBA^f zU^?RWtv8QICsUj8a5ly$-zV{9Q-37cMiLVoqw`PTjSk0MOoG&I6>6-jbDxPjf+E*h{-st3}1)XI+I!27!g9UHsTyoq1GdP z;)q@;sVIsN-}>8QhQJjA;(Dp@*VL5Mx{~i6c9{%CI&{dlpD}xmFktW^f%IdC{PPuy zl?#2&*uW;qE#BZtifQAk?yFV;*A&(}qpnzo6Qz-wZ?sXnP@E9KNp^3#LZ z@zPrE7)wIBHbAr}ZHKapLyu_1a3w|tLqxT0FoDBfqKwaL>;far`m*-mH^_4 z51W+yDD_$=3Hh2E!u+dl+T9PHGdi&|QJ<*P#mMEl%L^PQm#LabP4)rM`sojCsM!%HhdU#-VTf z-OZ=Vf;k*~)^ny&gTisskrN|l)W;0pZjxSJn!9V~{)(Quxzv#RNaijS#knpR_Yi*( zPntrrW#Ponq59Kx`WhMcp@z{m;f{}U>PQGUAG=6dLqf7k0}+GKqKBDs(Pso8WWA0` zVM?6~aKCjKrO;Q?C||I@Eu_z#(!3-q^d_=a+ahrA=I!4-a#`-IdO~#36>;JYA>)w} zKMQNV*wvdT^Vd%Baj_)p)yQ}89WI%H47g?n_VLgXz@2N3H ze(D%rp$wxsfQDn9xD2a6Vyl|zl8 z=t;{BA)0kD{w-ARU{Ts0?kvu_cHFWJ$j~m9yc!5cBE1a|TiQuxTSj5YC1lcBwM5S| zR?^(4R#@W+fUM#`kNvn3d|h^c+kh-)F$m>EF+&JYHi#mrfJG(w;j~1VDrTz=f#NM z^s2#8*{qVT+&3-=MWl_WW0t*2#ffHOw3=jwZ`?M+K5%7D zY&7JX(9;->+Ga;-f2O;E$lL7r5bUqkN?>3s=nYEi5pigtb=TP&t0_rX4`J4(~f6OS^auL5L&RA2r zcJ$Tf(U*Nd-Pp0+`*OWkTk0zCm~f$jW1*|n%m1Fk_~fh1jezFwHDJ$m#W~`I8iT&$ zL?l11aSz>>5Crs#3NYhPsZ&!wvc;+c8hf4(?AJ(}=;#^=Q}&FmxW#l-Y#=PPW;~pr#3(Hk6{>}`i>!}*=R zwVc@7`^%S){NrmWvkw7geq*|{?xkiG%(lW{3e>Dwt4r2Q2xPz<=3?HH9)ab-&=MmkRSIyMeR^Q%^v($pfS7u?sfQNmH5Q^PQ z^QgmtcEBc8wNU}0KLo!UHxIG+3TJ-PO7~MQ%-_byi&%_wLu{rSb4#D4Yb=;)NH|F-4Ng$lH$iG}*jjgw=>BQv-0n#Fc0grr3gn8h)x4!<2 z8C}$_N5%`gwTK)zPt6@BSEFKo?qJQYD-lZM4_h2V)h+-c$nhxj6`&|p!dApV!c~Ni zRs?=#`zp#G?Opgnt7c|%spKQfd1vU;SjK#?UAcn_Yv+Q6mIRw15yyHr~G0@ zAVo2k)74+afdBA4kha9~-rmoHga8bMBaMMuKOhcRP=wIRet66|{bfXaCPInanGCTt zFU*|qWhmc3y2gixwgh+PnWFC1!~wkuvWZ*!&B|tuem-cvuVsI(ERkmaNA3Ww^16*wC-h-IB#qVaDNdYxy)@%uOTuYl`#Jg zMtdhfTVqutA;*A{A*hN}n5^GWq~?B5-0_G!Us`H~Fffjxc?`ap_4%qobAbUOCdbg* zUcGRZ6x7AV?8WeU=YbA-zB_GaO69kYf)$Lk2GpX+`w~h<^rIkBd@acsLk+nv1X+mO z{*fRf7;(F=G_D(7Xlp@+^C_a{1MFN4>f1dqDY<~C$vadKEP^l`AkTCp)Db<0T@Mf$ zt+0x)Y7YX~;0<6aNaP@hvX4@7iDWZ`16Z34Jl7nJIinSlHDE0Kc9A4axw8q{5oLlO zinHCa;t`x`Pb04Kzu~kFtanvk-=Ja=c(f)s6K=8)tkLl({?e-QG^F0759%z)j?x4o zb{{^8KyHyqic600erD2(B8!0%o9TIe5ant87JAJpBBe;&lK+$>Q!6PPCdY;7TrY$; z%1eJ0t&(4z%oA);d&(bH7jHxpBXtKh7NfX5Q^#&C)NXC`Sv$C?k(rlArcOygvUc)(U$jR{iHB}w=#PU z@zV-wtk_tSA;-J~bAGs5a(w7(0O!McPm!!8o80|JA2*i zj)e#@I=p*zH5cOIa~9Kp)!9!UKt3B)p>*fae~CcgxpJe$xv>Eg83_@zATY3dC#Ocn zOeuL~Cyh&sO1C@tYTiDmr;=w*N{AG>n9&G5e$+g@EpfU3O7P>MnPiHld*vO}(Gw{X zoVfh?-U8=hO70#4(15JE{CUtYfbFWomc0T9?fZ0l(7EPWIMn{+vT%IQYMwUoukTig z+%*IotnBEngYuj<%Gs%CzoY(I=42zH3*$(kP6SsY|7oU>IOko^ zL?yCJVkyWf|<>iE$RGXCg66>oK1(f+ES^#jEQR3jGR3By!^zT6G=2g=jk0e+_fUyZ zYT1=i-V1~mB(UD0jwPIs`ZiT*Q#akkr!vlfI)kY+zU8+j7B4yKZ;aAb6^_5E%IOBH z&;V1XVmE*c=eSFkCP&Ly;$M6(XE-TX+}Ouj9Jb#rH_gieodJ>khNp})KwEz`$-4)a z$b(U%HFfrW9yNZ1Hze1wmux5uKnG_6rEFaSC_zqb%*mJWU|7ipNoXKMIR`rk>WvAs ziT-10b*A4PO&@0e$nFgrknM_31-7*?3~8a&OJuV4BzLIUBIS5=vv}{(JgPm+pEcR| z67c(jBG0eg(HNEt56)i=-JYfii0sA0ZDD{>E0s9+aoQb;+~O4XK^)aUQHYVmEeWpO z2-Ak&k_Fn?;KdqQa3wOd0aE@dN^(G%f?CI#xw|k&Q8;Sei-K%*{c`Y-%=-*D235FE zko&e=(b^=rn6!{!gPB3(3qrX<_4qhPf!4Gbs?d5-P3mC$>EOAkPZ?MJ0K;&*R3X>Yh!w}pbmY_5htl_AUqp&(sMjio<&?|r? z)U|aK+@Toj7^*qi=8KY{iE&@ zV3^Zoev@DFg^Q{I_b2ik`1c2=#4q0u5NXxVb2*ZID5lf#aPx|JIVr!d^Ri;Jiyq}w zl{+!CyN^WVT`{QwTznc$05g7PabGs`42plpfvi!jz@&PwgUdz-YBzv}rhTCk%oGek zpLS^1ONqZ_#sN#{NU)GNS-u?TP`a@@@us@?*l^T|%fA&wr5(Z5!sRq;>wD+4tg2mJ z&7SYKA9eV4yzZIvtOmRsv6l;TWYLs$ya2vnuD=pl{nDmyDs5$1y&-dX4>Zh5zAA&U(b6REo0oLn|GPU^KC zy|H_(=&y5XH9MKz>hPhS=eNxCQG1$?8jt(ZhH(R|82#R1I$VILb&Oy-htkxUn z_|{&=>)oDF6@@h#zxHU+)Y2MGCI95onQ@O-59c*!Ghud}Sy&I`d3}AU*DpP5(`Qs0 ztfnv3ruTw`JkKo8thnraK#a8MQfN8^8c+K=IJT%x{XA<7C~qYz*Pb6&5nSU^rwp@) zEIkvMj&PP&ZR*2?DHR5BPUywJxLn>f@a^O|zSZne>j4%foEKlp%BR^@lNpRb1YuiKy(H|Z4n#xwE_@kM@$aNN62?4*cb*&$VZ~- zS}~qVz|RN@dkLYCELhcG1uY`x+va^Wr;JhX{-<-p?jsE0uaC#%Nv1}4^s4aILolCo zK1zMB4uNgt5F)?f{tgR|RGnK06E343o6`*2Mb<4L_NmBo*J+4qMmvvxl^j3Rqj}JZ z00D=l*MJj9T?k`0(Q;!Uj7J^rONaQ#)67Td&$HXmHFND-Ux6?M_k?23!H1AF&2J_H zsAA*#nF6DCY*J?@H$@F|N8=m-GBGJ=3A1DzOJNWH0Vzau8L8Nt()=tfo*)?TxA&daH*TRp7mtAK2J?!&A*J#Ov%djey ztMcskq|(X=?n@(5{Y0_$HI>^Q1%^B%ojAByvfG{!JxlKCnQZtxxwe?n^404fE zhLAr2_$4I-i^apeCO!m2%kzVeK+y zgE8qnm`}eV`uVo^=z!2=!*#<&pKlJEEk39n_*Ro;XE-5Tvl8SNw9Qt;XRd*tXf(~Q zaSP+x&Zk}-o?;Se;|L8Ej#V!b2jl52W1l_@{ zT@hWnjoZHRZP|6TD%sN69nBKIZ8H=OdWoj=@zhI6Sk)NnS}h}1qWT**uiu0t@hH7L?5h** z>t*yS6rOiLGcH8M{n`Cs__Ckt&``&gSnQw_m+K*mfF7mHa5CeJPU#EFr9y`(yt089%qmtBK^`8!*&M#3CJWC z=IZb1wlAQ;H%f$1wm;qSi{uC8ugvSfRi{*YFD5iwM%ORQ>c8};D<5D7lP|!d7@0R8 z095$;GlWr$9vsZ-BmAXQPv*sX5$yuEM!)396I8ff9wl)M_Mtfa(VczODLQHksv-j zxkEa11cNo<{Z39E;~L6Ab;>~OUoYH-3J6_=KmDFAOQ*7#IifZ=b%$ z-xjPKrotJME%}eM^Wve`-5UoH^ci$|XwsapEdo#Lp^XL?S~YB57r*mnVM$%KoLT1# z$D%)D<2WaHi(WXe@O-B0_Bee!(?CLrRqn>q)tCJw$wM42t(nT$*v<~*)8jqm$of(B zO!eyO3)gn-2*dnHbEFO|Z)DKJ3HU{K7QCe%NbD94ExB?vUz^d;@Axzq5az916@(l! ze%s#W21hG(!3c@*$i2e@h4F~Hhpv)PjmPz3BKM*6ami205WvHQh&`_fN0+P_N;`o*5PU6BwuK4FT;`IP~c zj$$)e#FW8NLKvnJ)jjWK2SfN(17qhipTh^F@)29p;>YU-ZERn>P%y3Qn*=fhS@V`L z7v`>3A&1j8By~b4+{|B5^ByTAwrR+J_g;MEUB36zBw&|Z5>h1$)ii8x7M@<$L9T20 zW~}CJ?u$e6VPf40kLQDUP2b(6u#p<@yn4u}L?PgM(_gc!uou7;U)5I*-yBmnX*RmN ze4gIFH&wP_^5d~v9!mIjJF+-_bC6%5Hs;ID(LE+7p&FOHbnJ1XPOHQ#l(b((^5is4 zeUbigZ>P240WO0(tlz;|TH8?fEjCINd^;1wVE5u#rAaXJ)8yr2&OD@7B@6-(z*|Gt z2q-j%=foD8X7V1wFzvVWo&Fs;8%*?UAUu-tp}c|pj7^S@aJ|H=L~qu#BcV6Q=6G+d zH$CZwJImJ`%b$Rdm8>_1(mX22V?d8W+xN7nu8C-_XkRH0bE3P8Q$3QYlOKn70E4#9 z`|jp9w{mtt*Bkq0nD|5hmhU|-#^H| z^%15Q&`69;dVdj$;WRiN`NnI&W^J(v+(eA6(;>bSPDcVwj-#JcfmPF!&1(?!Uys`O zi#n<26}X%8sC_2uBAsIS@nMq}AGy;DYn|h9#oR*Uo94Rl$HRurl_ov6Q^=Zj7j-05 zC9A3&UDMt-UkR3zPIXo&@i585thLA|NkmgguGeCI+9e(D%@TO^ny_pd zFKplrpfOuBuNGV8%CkeVAA_>TNgY$EKVelkA-R#vm65vPxQ&VIzNJZ^#SYrU_+G%V zp!Qb-A8LKgZ5PLncVs_F`*Aezi(l8;WOn}UR*!%dUf4D9b(3xq!?6|&8;#bsSx$N+V*wC>~*n6P}^b2*=qx)7vMeMnw0)asyYx*tT{ zY)~hi42Rkn8YV+R`$z!O9sLW5YtZH5buWzxyRo*lu_OBlrbLA z3zvM^<7A{btwNmK7*&XB6Z_b8O5yr>IPqA}<;jkhYA0C=I>|Wq>*TfGN^Ggc4R7e}a_?;^Q8A13 zef3gcwZl}>8r{l!Iv#b~*Ga*!ma+35uv0@3#vlC5PspfYBC2q#eA%vD?H;l#q4Tl9 zl0O;F@w1SYk&Pxrf82`j<{n~B6N$<9K~r-TNp3~Sr`0C;)|b2J-(TL6+r<8WHNe>8 zQ6XrWFqZ+#2=Po?G)>rhfJIOmEZ!3AdYr4-oV7biq5*n`sr7e{@@ zOO1oF;-pAnCPfVu#sA(#Gen9KDTm^!H3cR@hZ3mSUr(VTXED^957ZoVj<7(u3iPWE zt|dk#PLXAnHS*ud&7*=`Psq1RG+W^8`9v%xAIKwtCq$u@Z_s6H{)yS3h>C{9wBS2( zzmCzUMHggj$HkZ^wUChwBf>PnrNEpZ9ATUh?vx(X5MgoK%x7qWE4VQBn6SkWf?>bO zhLA9NgNTo!#N&8og1|Jx^(}b#aZju78pWykLAy-*L%I0ow}L2jm#N+CrFi{~4tHa6}V+L4Lvykd(HE~X24SI=A*CO?6olY&<-OZt3_ol`#VRM%5ic5U% zRM<$EUbeo^SUN!Hvn^{aXM|q@hfdu#zk4PyBj94ac+yo1$kiR$nPzASH<#VIG~cXR zty{NU6xC#+H`-`}bB=He2NpZ^kvj>H`xTf{p)}rdZJ@+Jj0ovb2UcK?(hch>$CRl! zZYDqENF{xA8Cd>qRc5EbWBQS2Gs)w4h>PfGrn-n6iwbaj3ayfJ%TxFEw2-dMH)6u# zB-&CDtFwNwOQLMa{O1)6xR~P!IaOc<1a6>XP5)K7g_e-?^N7U4^s0kXPE)*gAh|>m zk)2$~&70R+o7p3yO;d48Q+*oe@Oy0M7|;jahUtk)K6C^${XAnIX^%{_y)#PaOoGp? zLDBX?4g?Ow?L=w5X+IZIxV+XwZC77pNh-M|V%sKQQ-tu$M!{_S9L%--R)(r0U745) zA7$TN@FSAo8M|oc3)(Ls@_~uqq|fS1>6pd{RN<+xmF?fmT9$wJI7#t*4WJWAJTMc6 ze{@K2FE&2=bzW(Fb{rws5}grycNoH**Krz=5IhCcmZ}_prf5VKk|%S-Wt#o=qp)yt z{^O@#tju6#uo@4CBr?i8zt`rXB4EYjZi+3WX;_Ry;gaHehz$s1HZ%;I zS$FKBlzZ$Q>%-+}ICm#Ac_ra@Cr5H@(_c8>_m7ir&WpkgHSU3<*JWjNdcvvFdW~gm z__t|5#xRWW9SXe`qg49i*~){X(n$^bk>9=WvUcp=u3_SE#YY|FiDLK;KDQSgP8z*k6`0{f5N(ic?maQfUC?b^O6XmPMKX66YfbPyOJN7I z*u0;p$7L%^_$|Rl@-ckmvv-jU9{C~z_Sft!bGu~@9qOg3T+97}1l!TuT#!OUxGvwNGvLdQ$uXkDK+S>a-ZuuL>g&7VZlBB z?!Bj*Je1JL7Gvc&E6-6j?2y}OoDP3j99bnUG~G}4R3w@lQ|FN6vXwsg}PNkAJL;9@X%Em~>n#%Ud)1iH+>s-^vmzobJ z(kO#ljX6lwl%N@A1Gj-(C;CJ@$2IAa5>jP##S+;uS#?&g@woEHi=UrrCfVvxF`J&|{>a^8 z&VKy_L0Aj)acVJ`U2_PC?v>oneU+efapeqpTg|XE#3*1eNbfW>(*FAhXS%7%}Zh70Ia=I9r z1>ixi&er8nNIm@QT2X{HVW+^|jYFt=lu5tw=Eul?IQ+U@luZE{yBsmYzcY_@e70sw zosWm)xH{x6_`@DF#qSvb)F|s-iq=LH`_epbaC)ltZMgxrP|rU#>V4e#rHTrhh2Z@d zRzv>vBg-w=&74NHa=3sz5au>;O0FH8kEFh}usd+@>>%}GX-(@&`$YB3MQfAozM2?W zeIQQF{Yd46R{Qw5eHT+0&_|d{kSr3V9vxhm}>r)$%J9vvFg?q0)RR#yBY+ zJ0e8~&E$B?krEMQ!*^=FL$%25q^NqT35qt2cbJS;&La)HozV*fAY<`zL8tKq#;-A$ zmW4e#ywENeMg>EOd_oDnz8(w`sCZI|lQ+AXu3cO|+q z`e}VAfYiYhWn!k=IucgCTz*lcs}fSn&~le^XjxcyXoPt?6!FUM&MM}#JHU=}VpAlJ z#>VmdLs-o|gDtGD4$eYelY+3y5kXex7E2-&^L#87?1?LrFZJi8k^8NX(jjE|g+C#_D>aq8<-=RfArXoB>>ZYQd z`0L}V)Xnq%>FXM%TA*lw;u?y(TX8S$4ma=n zfB(IA-G8l{H947?XRpa*t>l?AIcM)pZ;sAxYWLW}@^@1cQ5FM9PKGFPH=IKd?eFNl zdtUIi8VdqHo5ED`&(EEh1PnHvbPrVZ5>KG>YFA7G{lj4xV6m;Xx0PYgQ2Asao~q_A zON1<`XquUjvML5m^_i+S&OtdJGjqJLhs|p${?hars<*pO2&}U((_)AOgOu27S*WNN z7N-q`#nR6U7CoP8Whs@hh7nv^ocFO<6svn_ts;!&cG{I`Z|o7R<|g07xXT!Sn-iNI zYt{&ma|(QH9V0ZboBHZFJe-2XpY)K6Hsse+iZ*mdDH;m<2d8v?9C1OhQX*vaL1%-& zvrkx%^p7SQG(kYTNz3IV-p1b9qXko&k>{XP!{M(qsZ+cmF&t(|gQcOROK=q@fEf(; ziYpJs;{r%GCA{Jul7sa`0nAOgWPm(aDEsN34jpi(0e}=7LJ44i;mb4xNHy(H0)jB0 zga2sNHN~+5=wM;_p$MF0{VL_}@1X|5g|IpejcHs%)E>cmWg$LiY`> zX^%6%bz1z;*0myqLxD#Ur8e3^vci(bHvuZqpgkSk1(!Mm@?9pnB$h9;JNJu=ukOF* zNvx85N|RSCO2mX9J|2}Q>NB|~Y3ifUd!x&srC=bHJ(@g_U)NB(31Ju*Fo-?%s;Vj0{65Qe{$-6Id%I!8Lq z(y&m=NRUUzlhipD<1Tr}&?$;7qzckUP!XwAb%&@Mej~r&!sAADLt{Wyv6p2pUQuKyz_TSUu zRHn74V(7N1yR&%$DB=qZl7p0ZcHfC1P;pU5MI;PK-ftptuMwWTGga{qrS0!}yWmW_ zR_s~QPr~-C*B~U^k`oJU4{25p-GQ9Mit^XtmF8_)w+nVU`sy!eY0A0o2h&iYY$DcP{pWWza6ClB$+6^Ilgu2KfbN~)NUQbj%?lgr+N=T! zJyu-r;ARk2|G?b79<5dot-QfLWi`S6SzjB?jDOc-P@r)~K%)ts1n#!O)wVDn$p6t3 z_KucTo;pPeX2P7k${7UPs(q0B$@*m3^&qCUM(+dJcNYvdTS5+suRH2>o$+9^ArQ%}{)=0JCWtl46; znWbuPRZDQ^2hRpj_Q#EqM#6EaS#njLvF{R$$>+L-&mzZ&ivi&CT{Ya>C0i{ruET^i z)yK&suxrC>*YQfmZn82LXWJJu^NdamgMJ8T?lBC*Ltr(?HG(DPL}fCgM%BrlN>ku@ z#u#6z}A}I#UGkq^es$>9xZ*(-#L#?LNRW_nF8i~#s^N*xjCh0U=K$0 zxo-p$T2_(8tAn(Wn?9FVJBm5y;wbk^wT6g7MIXHeCUHM*+)NSm|i&TFcNpk9}Tpl|J`buyp3{mzout ze9!9z{o6pPmWjS^dQHZZ-iJWeg8ZllP%E42NOjxWE24y~Q^P839)SaU+rw%9jR-p3 ze87Spp&24v+FJ=_SyLD_z|v=Z~f7ReDN{UiKf4LTh8x8P1hj3 z2*Ths6mrL_BmiY8-bs5>-`57nG{dW$VUoh`!_;86fk!okE1;u))0{%><;-6W6snRF z`h|?d*!;qV?N4H_QRW11LofDZZx4pOKdzeSgpM^TETfv(+y@d8daSW_4{7x0UpyD@ zWwpiO7vdFDF-z_BKQN>#Frz3NS<|~#)o_0)kbOxe&glk~Tl8>X^L&enWIJuTCOj(? zNWLqpk|qsyek9?sMaYd2_qYw90jV!;4p>zG2rj9!VAmj=shA5+D*)x2PUkEHAq}{j zKVR)u2wsg0sSf24Rt)uBe~K|x9S1}9ezvt;P00BVr2F{sCHq?0d|T|^W*nJuZX8b8 z?iiZ8at?g;?6Xen!RHK^7XpBIM7zpm6IlH2Wpuc@1I^KH)e2P*OukuteWM-p@$u0zgRtTv+0zBW8QGwkwqzHv zv>Zq{2NHcFFoY{tQjT^({osC4L?o0#_$fugXI%1^2Oi|Q(PVL zgKK(pU_V6%x3mt8W}@_l3ck@N??n9m)ScN)QVHeq;!^F6;u0kU7m)g}N#w!4q&X#7 z7lQ(Yn!U>9_UZGM3$k?78Tl&=!ocM31z&8rlp|ys@dX^bR^;@Td+J2r3xL4I_8FSw zOTt|Q<4pwP8nGChz`9(r4?FOS&QZ|& zo~}{KwD)7oL!Zd@i9!32!O3N8CxQ1q;w%3AGH$5p%Hj!bybyOLPxuT`S|u?D+>WAA z<%VDnT9bRBqd0>2i3|03D%pGkl9BU1EEUw|+V19sMrldyg0Gepgu8JTPHd^Wya%<& zaH%k zcWyx&;r(m-w+`I6qVV0Vte20C*kDn1! z^V&G6+y$j53y&-;1m2xM@?b(Du>`_TT+mz`I+1FJqMPT>LJX4bv7N~RRL<+FbKbR2 zqfb3^;*f1Gn}BlOSpqPm*I1V$B2)DS86VchFvczKAM;|i_qBnjo*2Wpd1Y|)?|u;Y zi@<7uIU+lJ|E0R~v#}-@BS}h06jhTCY0}r`N^J zFiAssbsj;#R1e4eR>b6%twq6KFyMXX^N*aWnToZ>UMV)ozq+jfnWa^7W{O~#KWjvV zevzu~`^+?Z(Iju5pH+eWg9PZ4UV*-BvVD}-Is(+vn21M{pHQBfb|Kz!h%q+ZRAcyBS4H(%PHQoPW|u6FLJ4SuzgBI~Yg`DvrK1$*yg#QFfhl znXN!I?R?}o^v^poewWg<9~!OrWV!v^675T9Q~POsBL5Tj8u2`$m2(5baSf@>^2w5L zG|x)V_C{?Ip#`z^`o;HHeO`3#F_j$`F{EDAdD(Ou5^L$986ZEoZ$*};8@BDk@EiGB zSDP4g>8`UAb?|rLB%ahzG}n1^g{Ln{tInEaO($Ne4PoGA%-%xFOr|%dJllHh+(v#3 z{gP`p>mGtf(AFunglLxhE)_0)Tt|Bz*dfKL;BiluJcys?%naQ9&5z+by=1DUa0Q+q zbS4%4u}2Ny(2rD8nq(P3Wcg-X3J4~Omg@tN5|dvE%chN9SiRo{pTgv$wWqeNxZC7Y zzTD5u+`xS!)wiKNVo&Tt3Qqu>FFTnxj}S0qvsZY=AiJxDE>$=M;gX7 zJkg%bMWW|(F1DVqJyNuMtu|`KWM*f}SlLLcEz!O&#;QwPqWpI+QNGvvk&yzBFdKD| zy9}*e9(kUmU86;Ozfhd~FNCBiw?Yv2mnWI++S3ll>k!Ap({aZ?){km@@~g$%Kh6xu zZOAtxIcM+^B+eXKMD$|_;lB=R1zooi_k4)&`RlA4ohUQ_jN&{#OyF+%z}BBNloNK= zpra;elNK?8wC=r&n|(_?)Ibkxb4t3GYugJK>2Jz`iYM}a{i3|YC)v;v2zB{j-Tk5n zX%M`0uR)JbhOwga8D{pq)#?MnQ zc6<`ne$VUJs)WT1F3ew@<~503n?6k`xmokA63Qd-oxwRyhrCn!JN}Nm?vdZSpWizs zNMRppD4S462raAHdU*rwtXxsSs-ggte>5imO*6j%Z)~u_g8z6T;WZsx07_Y)+7vy% z0r*Yd$nfN-|KX#EL2)nQc%gK#LR{cfGCcgIbZb0$Qt&F&$_H$|i-Fj59D-Lz4kyGV z*i@8*H%1C4#KYCJ(U0c@hr|QzFXiLq0c#H9k^T2Z#xT4+cxf094XV5Vy+j;tUI zh+>VrwMsywEP+wt5K@JSMa_$pR*ScEREP+KxjG9k%0*U+=4Ga1a*%hV`6PoWgIy%t zi&M$3*zE!L)pSDrcJg^*fR zPxO=+N@b?RUjlMUi9hGlndm(zT%x9%IgNWxiBYeBh^&eIhA`|&{Z{av{LS&g@DhaB z?nFx3n#nl>9u-l28%T2`y&p5nhE7N{rO})j@q~6BI*_mwZ%=Dn--GHLa(tdjoWHjP zuDJQ0KIpZ;4jnPNo4-L@gHtRz+uxPeIg9|;un+CU0vjHbU#S3#7bpWRUwN9G?&58+ za-4p-q4e_vnYw|h|31J{SYh$7mg;g;mQhK+ly3|2v$j0NjZ`?J6c2eB?WdxQhnX$Kf(3n*WFx$sqG}F79Ik*H z!0g%LfG>D^KHaTglsX@CtWzOLCnp)X!!8NW=a4@X=Bki5Q(2s>cqHKstVb$XxFP9R z^D*lY5WF$C|H(#*Ecb*U@N(u1rEaFmnzYE0<-hK4uK00sVcN7{stug+?n^SD+l!&+ z_{>?+oDey`V;|LrpRV+Nm;RR%GTpYRlqy5I1sA@ttiNG;dd^$k{YNq zTf1CNXd?lvRYqb^Q6hE@RYE+8d?gtJKi^Ynmn+1W!Td=bL*O661}~6T>8mr^W?D`e?aIb zSa4gK@3U5KE;oO%>G(oASo%`pV0K$MGuWEYa^$}F=;nEMdK!>;`-e%yCL!jGM1? z8`CGWcYUK?cWmv5nwcOM;1E)KcS20QF0D}octn^Bvk1=u9#A6MCek`F!QxsW&*FZ|M`S?fCT~xN zf((n~xmH-XpV~p~u;|kX3P4eLJBg{Fn(Lf`d7HfFPD+r;k;p%#K_lS%H?lh>|3X@< zcB5@PC3m#-&t_r4l#TAga0#HLCY9!E{?5A9r(*h#eJAEcHmAq6?QSP}hC-R=ukbbw z(4GU+&2TfH6LZM+JT~8;B3#$|NJ&_8Jqz0XR@5aeYEC!(gY8gFp#$m(+Gr6y|H%z} zpm3S=dy?PmB!*kKf{~~JC8=wbsk`M6X)Gg8-NDf~NMSgJ^JE%gfY)NLCoY7d;5cnS z0x1MJ7*pMLqArfDKKZOix7HN>Q9Xr32K4KW&)Q99Rb9|wV@pD@3-+v%V`hO+&mh{8wrIl4ds36BK8tlPwd7Z0(*N=n4LG{KwJ zEuzpRnoHr3$3w)3y!ra|ajI!HCDUng`qcA$(cM4a7i+GbY%YbM$xvPWdv|387Yn1B zyMEa;a5{3gq!_4eFK0EG`Uw!)1nO3qeqqcx+;KHIT?TAHyTU&<8t2sknpJX;H;{L5 zsIZx6q+nAAMDSqQVEJGkaydvo&o;xU4sbg%Gi&5^&d5sHsUqv=Ubd^ zd7WzwH**#lz?R<#f1YO$ZqcX>Et@#*wdb=;1_rTIT{qNPzNj^xjE}2+9(Pupi_cqC zC%g#^jp))*DhEL;h{s*ziwKqG97kXO<(6`G5!+3 zT`oBbuc&Hlgk)kWxB^R|{gwh)2i$(BvdwaIzHG#lpxs zXz_>q0Is}u;P;pAJ&UDdfL$wnG zy<|e~vxzdTXgOjYJQG#8N5kR##$#W0y7N9-NebV3y~(V6Mv1Aj!h}7Ex588uC$qZR z-K+dF?|<-n(k@<2?){*PflNZo1d7rw7NKXu4~skfn44}$`9T_}ehEBbDSV4C)nB|> zhFOO2vOtcu%(L~XZJ`aY@A7UZDP2L;G*TTHQwWoWPjs zC$>MCSEwoXy*+!NcZyr*c|){Z3bDM))Ty;1bl+qPgMTSrOVJ!oPLjbMI%{vImN01W zk+!eUArsJIPmRmSC0z$n`(s#x%~~W|6?BV+?E#$4Eh`wIffQQ9{&&tn%VUFhLqZsdXa3o)Qdo6 z&yd8S{RNyy*}69k)~v=LROdE6!?vME{|o0^<{(HZwghMU~ahyP~-Yty2-}bMW5);ctP<7o+LFeG%QB2e4i2`bvL3V)&HPDog{Gb z0fHRZo1V=aAPK4yqWido<FUyo15O#A1{P zmojDQ-*g(aSpG!6DT3wbnD@&LPQM)G-?I2(&^x*WtagdcE;j!k# z5|+|BV~@2tCOa;W5abt{b=AgU`n}Npz}_{}rDbU?14--pYO&$3%~@tNsbGxAPP!4X z)t?5cu<`p0b2nB(dCE_918rp?tI!Hi5d6uZ-fb4?kmcgNx3gq?q@fVj%oyBkV3wcO zkyUFz>9n(D<;P;g`OUIFrc3Wn{_qW#E|2k>&5nm*3?)n7h&@n_`uENwO>i`X(=q~ zNRCdYC!Yn;Za$wlbIB{|z1AuGa&AgC%CIjDx^G3JQ`QJ(@m*1~*GBKek6 z`z0(k92t%nkp=yFtbo$3_PNB_vh#&@e$9eejAI4Zk{!F=NC7$vx~F%#?wE=he?_Q# zqY|z$ha5@Wc9uiD(K?wpE9|Z|q;H+OoL>vM{Bt^lB^{QN^K%P8B9cgGE6y*IZUEt6 zB)AvJi2Ti-f7<1sH#OYgnOQtq5DyQP85O6FQ=lCcw-9uL(}2o^ikpfT`h@P+c6axN z?&toGI-Zi7z573~|48F0$w9GV0$lIk%gb>?U-)@>q%BM5I5!s-QPL9B*3)q{QBeZPTT+ zxG8eTo#Jzt>YQs>eG1+aQr{{|#T(81+OHIU7!y30`Z7Lgjr(1i!IpU7!yLvEHj;P< z=8g=-eJa;@qD1-Oc&e2n3G)l(kF20&I!rEC9qRl+YGY&_1IFDNv z#$$9>Ud`&T&(1a$qr80#>e3U`?J>cxB;!G(twrG9F zNV`eQks>$|D}>4@ey#zb6g$T`{T}Bs0=5&Eh1O&zrZ9w@U& zds3#g2m|2i!|w}=`$a58WhB#wOW%mix6!)GXtBrW8ez?e-i=5Up;n7u=2gf~6m!Cb zC~8HP+=Hdabs;7?$m zavDN4K`;53hwx38hx{6MxR7iR%cKv{^+LGNN}j`Tx;q^)ldrZUoF0RX*s@e-2nSM{ zpy^2+si_p9pHx}<`y)LybO0qlrF{``n=C+qRejI|cL0>mo0Q}@EHYbbfSdQ)XyXseCLG02@p18CJiC;>eH(voZ|ffppN{21fN#9a}${f+>Feu2I#5bvZp!v)z!h*GpO2_x0VOh{LQpBgKD@y&r&JW9R1D8^DkLB^ zRG5w9fW;n;&=_faS ztWWt;){m^`(_=(-4({(aC}z&w-z${CnKG;mFujVhqHM942YmKI%nsS-H*xs2>FQIp zj-Npcoq9P?gHb_7&#ZSC?pwlJ*J&_>)>0nt;nn0O<^DT- zk_!x49!-~DP33Moo!9xs^9MT_C!E-hNAUx)OYxR#cY8_IYDsmV%9#-FVv1s-cRcdP zxYjZvdsuQxJ(yLZsU)2L3ZVbJ+Czy$rPav2zyD!Qx$KL%e(w4lPI8N`38Lelqi?vd zIMmoU{}r?%Lv6r=tHqlsJ}B9aKuG|}KPf~;Gyxy|AbRh0*t_G#B?a0N&r@EPXsT(pSpE&mF!0)PRPX-{I)6@^hvrJ)dbJy(>65;zF?@5% zcAMi`84anO{k?K~*!n-dJC{Z8zW1UtMe&t|;bn+umVhL6;d!kHJVdLRqj{K+Fk&zd zqVOwoFg`Q*EH2dl&zZ?mn^7e$7ew}L5m~L4=!+FfL$|hLwB96)R|(?!97%&Tf2BaS zhV4NsKf}>U2}f15&m;nC5t4}7-b?lAG)AE7HbZ_;eDzT*^#Q+8Y|0GC2d=PwOd=~x zsj#hT+zFlQ&MIb~=NHiRN4&e3R+IC@v8|G5Kt_CN(h*{7Y<8iEEZ3}KnM<@Q7dmaB zSNT8lk7_Osjd`;YQ>!+UTUalol6Rv_GcZ&0HcIoAv1rR8YPc=xha?&_m7m0^c`fIv zQ7LnZ*^gRg_E#yZAOQWfgHPsk3|~k7xOE;q*=*o=xdCs*-Nx6&(SV1h0ys~b3~Yo_ z!3=JSQMC4aIIhgV@wp>%<90OrJTE@kEiD2wzuQJ`;*1gvJgM%pOIlU6%^1o#GIYU8 z4I`>^zgp2AdS;h?DFN1R%VsU7ee0x+FT(WA*Xr|sAT`Jd$dkdHyp(27#J9TPHudesC8eFeChp_ zo*}!iMRnO!#ga!Hm|fG-xc<8f1gCVFB$n8Zo(;Jk`$ekye7jmlomqT@sP^2ao^WXV z$8oD*w9sGkBS?;$muKOxVtsUgFM;Ds8p-IisfpW`!=95UAaL}vnf)dQz#d%QJQB5J z2RY`k^3Bd}8~tKt@?mQqfU`+vg{1|AQ3Li2K%yN`318F}P3TR5?H5wv{AqVC9VeM;-(;aJgk!doG}uZ0@-sp$7{ z7rQnwIg%kozbr5lXT|!O|FeMpYYnl*w<`WEDf9UlbJMH8wu{#-*b|qlA$UmYcFq;D zK#9CghUYH`kYrKtx3Ag|2$zc@4AN9g1NfJhqB;4Y9Rju8jmgEBZ9U}(L><6A7Vu{@ z)C$If8A~EV!t$Y&;X?kYa4o4w5_D8351Q|0tPt^J(k|@96$C&MA)l;&UI=t5Ul0Qy zvBfG#?ICQbPu9o6OR3rwq{>C;!$tT!(pSLW{sEMtc&tQ3yi!Q=r}+9v#HaXT<1PAU z;@jP0A00%%vCWHuz}=5PDd6M>Rs1i;(S2Ug_QX>indr@?j$`=CF;TvajVk*7jTgxLK^xK%~OwwrI;_3MY&-Nu8YV_f;Bh(Gu3+ycj=xc%iX zwzzAA-*?RS$lKo8zB^C;N}ar~?ROJyo8lLdXtj2l1c?XnKmr&GP@*Q7C2`b03*D%T z7KfL>Oe2mIl4r^yc|%aQ^KQ(9t=A7R&*B;;3?M8A;pPXCp@yhOmW>zcDTnWC{@)8^ z|C3+KLy%jnDw&l#MS+iNOZmP|YXKh7=#|$JBVa8%p z?3a!1zqU&nHs7I*$aBUr9?ainN^8^TcTx}WDOva7o4K()Na7(26r5rfbe}vjME+O^ zLsEo7Aj``ZPO!bo;Aeg2OPtd#x?_H{3T4Ecl?Fw%m0hhGAm5#5+}Wevy_B9y;kVO? z$yJJrq3Yh@z`Aw838JP9nL(>GxxAE?U^wqfX_1GG_2|+Ae-mmkwJ;+3h*j+nzU;#gA|n|ExH0r zYo@G8N{G$|-PpfF_y(ic1_jpMeE-f1`DS;FPvQv}>O9 zATEQkuvwVAh1dy&MD`?SIT|;$M*X6Xu6ZhjvpYgSud(vAiX-Pjf<0OC*C(_NuAvL?_Sxv}L(Koln~O*r`hp4x=cPUlwOA@@{DRfzh5f*L zn1d2>^9O|V!u5_+%0kPXPdFv_JM_PD2I#fuAfl>ve#i8RcGaENCEO=Bl#Ic0dS~8c z%Iv#;z;~5xwm!pUd*G?9nR9q2J|$vEwlM076}oR$u7%s2jo+7CFsMda-0rzAk_{m+ zf=n@zO_96hGe#>lxj&&%DoS}OTEK=ZtiP4yjuuW;aOY zc!;G^r!cSB1DG%Bp!6*C8~%D%d%EB5|rV1%!G{U+N3B8k$rTQn)DWiR%sBpF2u0Sy5iE;UvQ zeaew&7FDM8jUH zMYWp4F`F+|j;Q89GTQ8Pb22~%x^ypFo}v0RAo~r^M1jC!>Cc?_MWqH>IDzvOH=sp3p(I|zNKC)GWi+JaK1Qz9xDAN_%a zD81H-&{02?mpYp)y_OnyvJ1Q_aEm(ux+)g5U?25TCnjC> zxJZ9UyAS;0qWo(`%?D9Eh@m)$4qbfrIOT~f(5p`r!~fjescK>O%-Pui>`?LT2|S2| zSww!s3`ILYTAyR^^v_>Aygs7FNA)M9Q2jc%iv)UnmH0^GgIOnSp)@4}b3(SGxl;$b zrj8VV*D~9UL@wYo6PAy8$viy{Q*aq^i071RiHN6N(gQ2P$@E=u0=_}B@T}KyCafRx zx}NcbY!WOj{Qi-r&>&Jdp|zxK^m`cyd-6(8XSVlxU|*}`3bx9L{rw9@N2N#tyjr1a zZ5XInUy;-W=Y2;kF1Kxqe(Qv2whJY8Lm4g3UkI7nJEC%vsIGXw%>MZ`3!-Sq z$3!uvJjOq`e{jF>6)}Wig);fXOz8-QJ@Onu=1tXzNfO&d7-q^5F<);j;T-q*!*5M^9l^iCZuKjaC^8cm*H@07CBJ+N3;VxX0iaC*?$*wz dUfxzfZ-1bjJt{Y^fUqDRFDgC#dkuNi{{;=ZXgdG^ delta 77762 zcmYJab95!q@&-C5wr$(CZBJ~Q6X(Rq#6EE*ww;M>+vdd11aI!WzxUo>UHujI?%Hd0 z*ZQiu_+EW#Mm<3Yz?mqF4eX1Aik^T?0RE1>9dk80okEJ@fY*YqOq%By;=na6LlAu|f%fLz%wd4Imjz8ZLN^1VI60 zM0i&t#y*LwodnNBMW8z-UaW4Yl4@XUcR-8a^nujI<=1<4@|1sAS{m{5hOYVt!5Bgf zio;w~kOR!P1`jQCs*Fk&O%#D9k?1xwf2*rj`QxP>;%YNt-))zEu;Mt7-&u;-frN{c zcVa(ic>NLVV3~-q0a#Jc##ksWyW=TwFzT}}PB~|hC78L}cicq6X=pc?N#3w)^mp2- zQDvgJBDlVi%~spVtD7VnFjh%u*A>qTjZcd^ZqJLT9OlY)TnvTBZ1Rk1t8kMqxLGN37DKKhb12!AC5>zw0wY}J> zXtcQc_cS_0XlO*pSDYf5lwMD>05Py6*sEZ$_C@{YI{R&T_&i{d-^zV;bhNo_9Y4vy zZ961sTgpA0MNdJX<4+%X=GUOll%fjxjPH86z;v{*WTUu$+JYvmWH5F2X)m8qll%1B z?#O#bi_FplG>|avJy?OHqmvM>s=A@+;cG!h)}kS3B8D1YU0b)iKt`;2@NcK`R3v;< z(O(IM{)fwVf|N?)+TDqCg+}aPqhkkHjQK)4@msvUs%C{FZ#m27C|-k|>_-(r?QS@p z&X>vgVhu~5Pi*!hrrH;&jGE2>|IoxAD~s|c zH7PnbPpXE47HNmW?TQw>A9wfuzw#J)^i{xm-3ErCTlb=D|7cf5 zrPnVz+x*_)9NcDINJo0HW-M>{vj+K9XAN`{w8(yGak$8sd zKKTMTVqjSCtV)4v`|&9IP5Po@(+hu+f)S9^edJ_GVeyK8p}xaGuDFp!2eOx81xkjh z!JFAN$jC>~QC`^2h+dfBR}bYqm2=P~7d)2{TrR^r+Qj}IEIKa20GCg z_-p%Ar~Zg|M6Ee)c$sTpV%UUtPByd;mr1<>)!eE~wWtWhg4#wqXR{s(AwCidTntMizcs$#sqA(GC2r+QIErzgI71O2sXzL}N-) zTR#j>91PLHRZiV*S@hT$KPmx@sH6FN=KG^tc(ol_+9Ts3gTQ^_KyoTnR6$OZ9fqn5 z<^Hm(k&qxz<*0b^n5y|Me{o#Vwiqsy#bu*aZdU+hl=lj{+|Ns6oUNc!cJbs3R;8lC z;kziOz3Pn)?y}q7u*k}8ll+hH17RTk4Le*g-KJMCLdcNP|9x@o_wLWAA?_nnP*pEmK zI)D zPS9->G7UI87Y9gn5D5c#nK==6L4y+h{DBb=#G<0PSwxexl@r5p@kgpLM`!A<6Ee=Y z@gJU?GUj=kO3dQqRh1jeA)_#hXCvz0!baxzLi$FZZ8R%E7{h_#S8vzRa6O|+9@DUw zb?n1%WPfVDJb}c;p@wqRMMbUX6*p^Mw5Z2?%@B*^tqv0Y_K0lB<=mu6!QG<_1+g zmfstFd&w?+a5ew8Sp}*{#U*W)j|k87mv^t%WeSU$TQZ&!G_sF9l?%i%%>jukv9qi? zg7_P295;V|#m6=f#_CeeDqg#yTE+a;lD)22Aj1XBL>&*Vx(@&dS;iKEQp~{gHBu&;W4IKl=mvH=sq- z1G6Uvtm&5FjZiZwS-XxPABTM#fHeO7>zj*(Ca%eXq~!{i5=t4c+GXo-^~{=G3dDSN&XpF4>zQ>*joc&I2G}=vbLzgw7w6ofY7WKA&bsI;sxp3ZN-s3^p zAW11>c*&OE8_v3A3sc=|$RbHkpgPesA9!tn_kJU?{^5@KT-Q5KT+neBgDrQc7*Ry5n(VrDW{Xtc z{h?Gyz0aXOt6lrtgSwzOoQ!1ocHO6O)0*I)#;(So)_rLBO{~x%$SYf99}dh>v^UOn zk$23-Q#i!+oC9c;T=wV`r|;;kW+?5u%;?= zg1E&A{TOAYuVivA;VW{~%dh&^&5nY~zf(P(q7 z25jauJEZ~`cI<3-B2Syy_J+UE|IxN&+2h+_UdK3 zD`XBy4)SM&5Bjanpw@>FtX4RpLkIcaT8vab6@EBR4OfqTk2F1y$5*d-@G>A z|M*xaHnUK0&Pw8VK8lRuf0K|%*(|96c-HUr~i zZ=CDGLjdsp@5Q^N=is)%h4y)66cq2^BxZUWm!))acTB}Cn>=ijX*f)bkBD)6&jlu9CZ_xYJyg95y^EZw%p!i0qJfy3*MAe zx^d`yKOb!h`t)4x9oa8YNYoruycv`rf_&~P);?>5V7O5kjKx*NL|;w82lf~hJd*7sB98)j#uZZOOsM0ivntO6wf?3r%8uLNHhj<;dz*8ELX_lm{N}fm0Zj(2iOclT|Phc_$YW<2f~GPz25j z1#h|y(;n*(jqT)ll$A0UhnI+-IHQD0OY>nN+(xt)2ReyF2ASiPcVI?ptUB&58y5@# z921a{_!c>5>+h|!Dskl7$?Zjb8SzigIyzdzpFThq?1=r+Jhg}wV(Qp3qbDV2KOUl~ ztT{g_v8$JgjM$md4@;;EdG1_p>5%P^Tj<%Om&Q3QI6O22O_W{Ig^b{Dv&Eklk*WDR zpSR4B-3qm(>9D8H;bo&>W#=>1~NJX6VwVYT#1r{Pf>R0q_?9&|GKi*x>%FLWnL(3ckwh) zZY;k@jYQY)_kS8+>bORx8r3cRf5>f_|L{(rh^Q$%|V*{&L6oG}#myqp7O z^>n3k6ozbD|G56ei!XqK9DkP_pQ!`nOP?H3f4Y^dEp2=qSlCYKa{Q?J&V)fA^6_`q zI)LxMf`r|Ck(d}!in^1?kF9R!>*eJ0K0@Aj28z1$exmGwkFH8#y1jgR#9EKNNCMRO72?e-MD694Al zJ?zSyOF{qX`3vC*0G5m4ft*(;%I;tpl2Nu3-N9`8ZHOUG(x2>H-A_nKDJv0J23_zO zUlvgygwDydr^jk10D+r*u%PxTG~)>T#>3a-=L=2L&z00{|0OP4n+tZXtI}pI5&=C(L9i9%=+QGMk0Uzv4NjP9T0eEgkX!9m%%WGR{l3LUaC=8^5>R zxRFs8LC7_7Y11A1(sUI+Gwmbam9zWv7FD|J@hg*d@rM9d=&KP=R-O{RmWP)o0W^>+ zfiK0km+(znUusO++}C@wQvHJmcY3BEp#L~zwlV+-dvMSALv69gv|0vOKVql)MRm?i zaJ=M%x<)Dfd%gpTAk(0s3ijA%uKN??(Wu~)~HJv(|!ooq;gz_Va%z(8Yet(Y(iK=~JjcAz3ZTMBlD}T@=FKD0Hk;?WdBlJCWW^7O7TrI! zV^Whe!b=5|thW1(F=5gT&XCLAMiJ5^LGGGiPAi8U=5`f?;$;Adm&HTe@E7KACMWjC zv~!!bsh`a~+WHlBFuggDmJ^!q#1dwzO{i;4Z8f88poG4UQ_{)MxG)=qC1AxYA_;7A zFUUv};)J=R@xn}ue(>av-LtbAky*rM4$ajtPS|^j9e0>*gYzvkWL!Qc=ab7 zlrjm(#uDsftJTbOMys)|CVjtRBjoZh$SAwbKY+Jt1kb?m#_*Y3a+hl4t5$BLTzH*6 zofeZtvaafpFh{EnP zxZqomrInMwZ{>2@4EiWJoc`T_?~;`L4b)C*8Vw+g{%vi_Ki><{o|5EN@hd|;2zB40 zQV2!1(o%pqx+fvY+%+xpD`ZF3D^}Q#R#P?I!g#S6yK=NcM;#dxW^D|9pvUo}0H%pC ztF$)(=)99-c8k377lk1!IwAGjjHnq6u@W@4)P(X-1xj-|Qgzr2xzYbY>E(k8l$Lar zq(+%%a^=@+#-SP)eO^9`3OmIfcXa`3!qq_H?#geOUuOxtn^qYV&7RrD8ksxRZQ7)$ zu6$bNu{;vmRLk4&ek;P4iX?Z$bRUBBw~#K|a9B33H!*wXX?fbu}uyA7b+ zV8i?PnH&SV03S{~oySGC%^Zs~g)8Ra(0gX;y>{&u7l*+ulxlhZdO<>tch)$Jt|MgO zZ-7}suJ4#r0cqU>RmSX`leih57iuz7-QNMyKb&+VtnUg@=NopZ68^e7?c019O4lx3>tuD3BK)r%!g~5@=Te$07 zbuiDhEY~=6*4JMGeb>0`m01PmjZr537pz zbRp$A(U#JI?XhYJVkNX;c?TLC3IerJD1w!dW^&@QI9ELfar|hvTZdOM>YQmh7@r;t zY*-?Y4XuhvokLNgbuU}<&qf!Vg~~nFiAUf)$4{-@FmAy&-KC8a@*%dXMqG$aKq@As z*78YqOl2$}$AZ_;isP_pBg@Lo>gDdTt&ZjfC#5iar)>3GJ6hn}5fG2b-xakLBXb=N z2eOMHNOdhqve-+`Vgol-&_YA5Kx4eRXd~eAL#5lSedme(S)MgXPB!tm{P<~pr|Ht7 zQ!R#k;feVmrGX&T6HVjXO=H_vg?3T3d{LElDUsG)ekx9GE^hoUINcII9b^EV6W(a+ zjzA;;0Sd;ahbH!*T6H&II-TA3Qh$+d?a0!C|uYkpS>`{Ei z946bi88fSYB;Gr+ksI9X8S>LpwvU-nR5mZEBlcH!ks9j$+-VxvVgp$1v#x z2mjq!%Y?HW0Ab}Bo@U#!d_nn+E3m`Z&#DXg{(kN<0=60gbtRMnDGC{ zCN(1NuS0<5h`{NRXIgo|*?9hI0nWz8`hOggp1jj07fScZ_fuqsiDz(aoVtd!Z(YTY z)u&@38{+yTT@Tlu;fD$0a=(A%am`CMrb;A=yLNl4r%lX6>kD-!FL?NSJx}QjNy_ha z{qXUAIm-#=c2$)}APcSYA`We~^!CyX;E_8!Flcc0IKMK+*gSRfhe67<56ugAe31uw z3Jdvd90&j0EGUve`^2Y;>X&TvA`e^0q+%24%cZ02l(P@5e(pPrXe+S;dJ_mEW`09rVsYi2pMkqkQW~xBhV@EKi!b<2rv3eDsC3AoKfvDC1V5H*^!JU=wl+$ae z!XCM90p!^1+V#y`e1wP?iUjb%&XG!8n1(%%zbhM9$f6o{XTD2{;F)+3J7;n#bUF3r z!I}GD1U7$*axQGiVt?#lAUoC%6)h|i>!ESl{UW?kM-ghrl?MtxK!$#i5OQQ%3w+o_*fg%Iy`&l{!y>^ zs9dK}tJ0>i2!%$`zv;JL=`92Lq;M+QNbIDXp%zr})@NPp^G?7-_tFgDW|u*hr?D;; zocB8?mX(kG;`pmuY#T3xM9WE)wx*x2;m1{-+Zgj>pVLYvgZepg$>Pv3{HJjNX3YZ^ z$sl$20-Bk7g~y-pE!}hstP@TNjoj5s{ZyhYP;k`>D>F}$eM+l$h1(i1@_un*e*<06 z1u7LweNW^DC8^$stJdKmZnGDEh;-5)K2(s0Tofjeh7_Ya(__A;qY}>An=E|UGgS*Z z|1@Lz_P9#Y!a|hWU#f&2kUS&im^{nJf$mX|S~y*fM;&Sw4b*U<3OOSkFa81P5zQ@kv!E*G`UOq2O$ z<%PBrTKxygVRE2-*P`*@H}xtj`EXyen-@%m#gMmMWt#)VEA-j~c{-aWUV^8D5&7`> zpL?jrvoTL{Ckl2N3f1h^DPIaaWd=O25vjJ5^p(^n_kLaYqVi3r_;HH zXPQAIopbBwvf|ZaUfL&${h!O=KGlx9JqYipGZ(uXhoSZ+Ph4t5>>I583`EHwIWK~9 zs(DcUcS5-hL@wU5MpWHQ$)Q{#uu+(craVAgY${i1C=KmY9r(-ZG| z^}BPkEzjVq&B}x>u>>1pdH$W1vbtFPQ##{FXB|xG#}rm~LqHsgPh{GFhx|nqOMNOA zBPKPYML#GirSKtxe4*Ea%R`*h*i2vgjC(|NwhTcukJ3#kG@w+7GvBE= zvSj1Fc^wBR-|`fNXl<};OJfFKdZW3yNGV?J%#|^}snD`3r@mADfrQ@FTSi<;@mafOMmq=IMrYg!7}YRGSun6p9|a}xFB(FdjCVho-E0t zr36W@s2N9EydG;l+V_MG5$PqnMyR=5WjP{W^4$UGGs!8fWDx5Mk>gKd5$(<*8neER zRWYd=WO98L-)d@AQcP8`AU90TWFn3d;1U2{FZVBcgrn;daDMw+XonqMbesQ^4%UrsT z5nBvcX?zqXNZ$aeV9T1#{i6{gejt&Wzeh=!2};ixj+dS}8$Ay~x3i{fuQ`5jK~O(t zGp?mtFmzzno8elKVD7wa>{c4N%+zVR43|RZDUIf*s8l^cRT5sYI}X?ymx{UlD*M4M zQ}*LF6O*eC1{eH$`|-s)${|N1o~(0jG*BAoHd*gZk~_CKZSdvqjk7mpxMq+F4GLxN z%ASmx73A$fxI2=7#;S7Uy|IfPh;+n)_SGb)0_V=j#fIj8J&6e)x6DCCKSGaU-Y*;=mM?AH=WXm0SKBebb3hYo4J#cRKOz2TbM1>gQm9M)Q zX0H#D_{Ec)&?p{ym{$?LgpPnc$6u}9U1-~3kgi`Txy3id$SD(jk-rGzRKeEI<9CFG z7|FYo{rvC^mmmGF;hi7@gdg+_gB5|QYaQWswTKF5)l2dyQnYzk=^u4A?=i8xcGn8l zvCw8=O=B5Du%+PozR{>qd?QDw&}!tNT40lHH4nP%0SSngUea#6IjRW*&&^FG(k!2hr%a625n*6+Pvy13XcY{M`rPtc2T0P*MIe~ zmQ-HDW7LAmqRn6-MlNAgEb*|>?5lU9B=FP$vS9DV#^?f|l|#0$TdB(|DI-c}PqOqE z>5b@SR?xc&m#9faOT6N5(~iLVtE*dJu@|tMb$_Qjy$T%~d6@~a+Hm&mqwVr_#-XE5 zGE2PyJY!3~pUdB#_#60Tt)JaY;9qcY`jD3Yak#u3$@ybc|EOEk4m6zPn=aUY4K%j@ z7B|TTH!#4J?>DS#&`1}<@^#wAo`g_S*gSHk)~a)u#4u!YLFsx4n;}wN~Rd6H&AM zlnajf)f4(%mtBs-8cVzcf^q3$@tfb23$#2A8a2{z%=heIScwtYVBA!8=H_hG2vxN? zfkrW4!PF}ToKSz2)mzwKF4@oi2~UKF3Qgh5@g?y01{CXO2W(>NutDLZJ*)*2JdVpYZtH%eUZr5$4vO#M!Y zgh|d(9buzru#Wr3MW3~*R{mE}&A^@>Iybtu8eM^verHwxE>4=f^{^WY6-R&J4ncNPXUv1r8DfTZaVn+)zes;dxDnc-Q%}Hu^8X8s)WU0t=;IO9PR>re{ zXc8JRqHxjLwEc*KJw1r9gsTG#!-k@PH@}U9I={SHW4?o0FOVyVZADBFYvs-6dRpHQP5043 z{E2RA^@x!2Yl$I7IPW9|K0!*!SUH7v0f4`d);*zyQ+&n+35WK7gB>(JH9a&vH9h)# z@LydPe+oK{bI)|;EULHU9_KziwYScg{l%uv;)5`i$v4JBw&%c#={$r=dl@}NAqX<8x_)NQ7(}yM@+NVp;-{CM;9s%`;TCem4|l-hH3_=w z+F_(ntS_I0`^jLt9WoecFwvQSHYDYn0P}gbI%|q26OL(chZ97LLJ9G61PY5Q(O+*a z-GiPILL~Age&cc%C=i>%CfWCZ9SkPAU)}57!iHQ_oj&NFczIalocGAH1*=F-&9cz% zn;^2!exgH~sOP>d3O1-Qo}GZfkeTF^V}tR-8q?8)N(SFf?dDYfLQ5%1M*G6W*NSaw zztXsh_ENM$=A?@r@@D&E93zV>*69jJ}@^!<}Ad(#hr@eeuDx zPDE-qQ@?9Tmu>STu8G zu;@`wF2goH0t2dY(`n*;6|~XK*7(at=l97!f&Q;gJ~IT$U8p0D?XoSADgN@ULSdtx z>0kF(KQeQekbfFv>5YBE7938YPD2bL`&%4@NX06}L9J}&diH*Q*+ZQa7jfdyx|SnI zn=FoBfR%$KmhOWHT{Hw_;h%+w2}5)MDl3K;MR>$F^OxusSo2F@!8m83vH z8HTywn72_iOu78;kzOtrTWvYW zn~$&t0ywO~hGXL^R7AS1a1OxW(SM`&D*96G1B0N5<6YVz4OJnD zmJ5#>5J$5X1pRMBS!=VsqjT=phXb%gh-ht1BRbYd_8X#ti z0S+q^e(?u}mqe3(IE$cAa^CYJqD`1ZKNTbO(HO-qST60vL71M~=cz~W=m9Rc<>kE9rV?+HFLVdV4dk95V zJHS=-iWw$1U@-@7eJ5dEr~f;rt(MhB|JO)4)zzw=Z z2gv?|MI8_^K!I2QCr~%WKhzEjfCYlZ0XY8W76+7w2_OdDWByaf zk`e!P`*}b?SO7f$PwUn{N5DV09ut58#>4)|8Eord_WTzXf_@V12n@2AOxwPAtJOI5&@h5AXGji3@{Fs z|5)Px4~HWG&;$NcrLrQSgJ^aBUvpPdfEnOFmM+%+cF4i{pB?_s1B6ZvxcQF;K!k`6 z&cXWMUE=*W7)X=?a0}o7iDsZ-{L}m!7sCMHC!^Ftwc1evlrjI~^e<f$l12TK$06&xg{U-Vk7TkFa483$0-Qy+MyrRj`my@3RvqFE79+$;ujCO_|=B zJew^N$eU`?0j_`xKb@BLK6TV(?$;aFRRx54I@_CB1KDk*^!MGAUwFC={LBtZi!oNw|BzpR_O?(heP`(Kdu=hZ~O=2=Y2FU~YO1!ewXsO)lS z(^>_jb#~0Kx2?c6v#(-52Rff{{)sgyn$C^~5-3qAjgThGZ11~}jNh+&J6YuVhABV~ zIjaImA4&vP5Hk@x0+NKAZF)GL=nk${)o%4il-w@XnP&q14F=l(m3NpggZX{URZfFo zR>raR3@Xmv2MH|%K9KDe2iTF1Xl;{9^Ho*?PDTcYfN ze=6v=Lzt}~s|u;MZ^z)_3AhNc&}v1|=54+;lJ^Ml@*l1bD2+PP3Db&%$L%XQb6kbv zUuWY-Nuq}O%-o+;B_Q+*2#_YQUZvNyjq05&=-#HAdkBHDF`8$xMu6I-%iz?KC ztKzU;C+pQnXj>@>_k&1QtnyoQXth($IZyJ6VQkBJ6qN&jlMU|Tv2L?857^dmb9Rrs z@=Lhua{$=`jGh@lk}QXKP>m*K=^PYoT6OUCHc)7QhrcJC?m6bZ$h#=?6J-hp_!xf@ z7*3;5LO|Q;K>m5q(|wTMM3`K4BNQ9*iLig^R}2xm9aH$}(~*!W*CxhvAa+hl#+Yry zb_S7X-SLh@*CGUSw8{4>PS*lBEcF)|vet+x@JbtWUX((_=P&j<$@*hYc9asA0?y@O zqkTxeSX+RtM2ABhxOH&@T+hP=Ze)NhEC-))J5;Z;Kq1bzI+`8MbQia*nU=0%#v(%Y zoOH%Ui7`48!ZNmy7luSKO_PT>iqTAb$t2*aA#QzE;juV%*sCRH1eO>Z%M~buL=h#1 zgyZJfacFKC8^0}4FktW`=DCpt!fyXK^q}q%a8aFYpdT+-v!BDOKgY-cRv_7x@Efxl z_EvH0oGNX{K?Tf_D2W#xWvboPir}%?>FYJulP0ThFNOz?FmF-}YSr4po5C+02IkD8 z`(?4QpVU>zTv%sk-C{Y~e{Lqi^N`1aW6a9RVS}k;eU7?lt^DYNl(m{-QLZ4JJV>E}6v{lVoCH!s}x z%xd#5jhM5(pTMC+VXM1U?%cW)$4E|wo@b?++v2%ECF#xIvpE!@bcdOlF3%I&T#mWw z-}L@s6rFNuo4t%$ofOE%q;?6Dx}KLdzw`2)tXRTce<{BF9*bea%w>C;>`FMU&{JIn z1BWWlHJfFYaIpvg&YXcsYfW(n9ic|Vl(o+oMi92e)YBkk`myz44s?M1yz1S44tgL( z$sbVFM}A8LYZ-h`NS3bIHNWj1FkGx3h{cOR>%J9QdldKBQq-Z0O@R7QBY-1qxvZI3 zudyS0-{T@3_Sbwh@%JWAr?KO3S661>Q{U`ionJ#KRYjT>P@DWZI|i>vS?H%itxe=&-}gZGs%r8W0Bx&Ms|B`B((-fhK|$#VPq={< z7FV00tWXHrY zMbkrqEC%4>+3O(XuYl%)w&kW%+JTeTPwou z?Fh93e59`pKS9@ZbCEU7z%?yJ7C=vtsFWE{4TUa^7khQ+LY?jpQBr)mOk&AOCM*in zHw7!IyCSG0=Hfhr&fX^5EtJ+8dpaGp$Iwd7A5k|dLNhZ%W9B9M$gZhi46%K*HC8#^ z2*-kW73{Lun<U>*Xuz6dI2cPMNgC8%ru5NV2V~ptf2981IFm3$h^K;_4UI^O8S;>d0j&=;5i3JAORHoAjXtHahv=4<7`JYRiihu+0)R+&-tMI5+j_| zMHuy(5KlY%-ZAv)1fZEiTMr~8e1S2rq({-WGU1!9)6pOf=V7%C3HdMBqxlGHu!9ti z)CMs7=*p>yHL)e+afb76e}qdPoeK4BYhEbqHZXL5rV~WBdM+;(Do?u~oLI2&*U+xaYa*+1wM?^ncZO- z2&4}OC&+Lp!f*!Gdi;gRTBA~v_pCudqFNM{8Cj|;Mgtda>z-m2S|=u9D6N?FiZk$Z zWiPLE`!?&$->aFpXl@~}jL!$YV8D$5y> zB>3Mxj6rfOc%FNP;UvtdKW0UV70hyArekGE-OV$$usxqNv&iJd&Q|K+2H+g%QwX;E zB_owWwVnG`Wk(n*P$K=_3rsvRY#|QZnaTY1Bm3sgiC5Mvu}_Vh+ae zYfS?TFbfhI+;;ulDi~pn@m^Ddi^0n)Ix&~shDGNaJejn2213V!+%;^u!q+5PiQFZA zz$F$SFW5t+Lh1Ba=lOoQ1(283KZ5d_P~`h zh$qjIZv)z90r1E;Q6Sc zkkU05qxT3Nw$me$JFjLrrM+NkgRQy0&ndd8D7{47b~h(83BqQ9{1Cc1hZQL|3RGPZ z_nYD&Jh6`-2+-`-Yg?Kp0_vIcb_vZ|T^=z{m1AqYqc+XMjo#Ip{>F71eF{t`?gRBA z`zdi1myzqWLRNbp_HQJl{u2B~;%HjTwhqD{F(&^3v4zd3Mvi=uk7#Nn%fQ0 z!igm-=kdQ>$Ra$muI-$^dE#{gww;=)5Kg~AUjh%ujdB!8ehz&3-d{f*n;0TzZYXUF zOcJEdCGy{wY+`*gwcHkHM!XVeM*0+Jc1&CQ_Rw=WgHC}AB=D*2-xv#U`aOP9DsK@u12LT(bf4C7Rp&GA6&t{_)W*_iO-_)i*&jY=0c?IgMj#yKu4G-G zD33opYCf=~X5I*T&l{D87K4oOt+VcN((55?F7VpqGVF`c?1M;(r|zM)X;;DKp`UvZ zGvq2!GD6J+_Np_bt!rI+5*W>L+LXbl6;qS)5=jTayIg7(hhV2n>0t zXJfs;xOxxg0Qcc*Q=;@5Wj0RH>pYno8-sw zVAbndnt>~`&nzU$`e+{edw2CBhPYghfB%(1QjhEb{aadWBs*aXri@3f)HkRO_xE|I zWJk(`wAf5ctEkCYIfYA+MmR3g3yjnwFu=Q>7kOaY*en@(3N)xJeTMC@DU;R*$escW zpVgD=T%)8JXl)w1&@BH%xEwz<cFiaIUs#3`=|e8**hut_XnrnJ0}Oz2jmufA@%)Z|*0&Z*pwINJqxomrda(2#mRn)}U`eK*>8wn+hV zwqGZ%Tldx{OQxh+4$^n2&sX1R{yxfv+LS2^BpAR|`KHP5&hxTeS+3kvH8oZsBFhN@ z`?PH>8pI7Kf6O$QH)q(W?fb+P>~%@)$PKtFE?vTGI5QR_T}u)y{?y@XD<*~VgyRCw zXuJt+vH4OgTU@d=jt_{{jI`vVgl+LsUPJlVN`!he?Z}8w8~@X?2{-X*EUsAvuK28W z#DVKx+FY}aS64Mq7c1Rd^Qx6U#Uzgc+!HOQmrj3r+#Zane_rlb79=z*yvhWN(sFZlkfWN!=0Ad;_7Z#r4tQj zL5~`5MY+$0xU%R%u;%G==w0}()=9(NAUxGzg!Bwb-JE8-3Be=4qU0{NOGi)!s-I=1 zN@qgGi_FxdBrPDK0)=bfb#ky*^tYU!o;qqb z9_s$4;9TTyNjrN>Ol)kkdh9wt6uY{a0x$hH4)u!Gq58PrJ~uGMSc18(FnK~}^%}O* zI8rrxgZ7h@H=oK)-IrWrMr6euh?zL&^X2dPT>Z3Hd#0i-_A;+-$$<}dC#DvgqI*WX z@wVNTeS$Zc@3RysIr1l`FtLa2SAw!v0EzU7ClvzrEAqPleU`sMSiR=O;O!RdTQ_M} zes_%&Uz1}0TyDwkT!y{$Md!KJ(%L3BWz ziN+~i!P9+y(C<*%t8Gxi3q|M(}9IQ`C>GxyrnJ;O!O@%zg^}4+C zxRmFYB8_`<5R~^B$gT18bHDWSJr2YRVUm-%H_<=B91dKs0au1g1og*I(Yi86c%m!d zAzlQXaPt0|h!$q>Eb$!$;^aM)>F~MApk4EKBZdze;UQP(r(a_;zu_zQlRfq4Ge#*( zn>6(d;ibW!n1z05H~y)u3qP5=-%#L#Ey8jNW+joI=_NX)Nr#WpNIJQ-jNwp}l>`Vn2pG{mG+a)Ly~S}U6!Q1y<2#u=M| zSn=YwpGOZ0y?niAwdu97!ln*kx@DL|-KSb*H|lU_-HV3aMjwVr%sM8uzdlE~kzoh; z+g+8e2(^c&F&#q#F%UljR^RVJB1w}_l#9R(!G5tQ!9-&V5r=t@)$5HDsPX?6~R9|2b{3c93zR1`Uw-&|xMKqi`AXL-o`+F2rtNewi=9L%o zUwRdcmF-^_oBAI=I7fnr{huy27&j+~^&AZgsB5Q=FOBsvU3(foR$~2l@I;>~#~992 zLRa54ESuf-LK4kNLr+mn@qO(pVCD>0B=B31MfN_cpx_73^W5`x_ZAbsMaqPsj*FMv zGj>W_q?IbE0#L^v;F9H~|1rTI=v@A*goZkO*|!%a$W7rhCVW6^cr?x57is~+PLvANze6iRRY#5lD ztJXeZ8=yWioi9IWl542Kn9wd8t`AK47KM-%Tb0xzAc`)fUs*>II`Lgg0GUT7BzZHt?-r-> zEqczaApO@jUQw;(U*E$s*C)YzyiVPipwdIs{~xyA0xXKQ{r_g^+9f2Uk&qCiyOB^N zr8}fUx?^cXQW2I$1X1Y*X{4m3yHmPT;GG4%pZkCR-s5ob>Y1I-oHKKM&$-SG8GNg( zR`RS8IgaS#;e%Y7Wn=$9S$5F9CqrMUZS|TkGD*pTMrej#J|S@eLqSiB^cSZ?K4y!y z8&&z8NgNwMlX-KixG0r~a^3e9W9;eHj%l2*+G$Zna)mzkG&F<)eKP_g6 zsMTxs8fDG~KBoBa=%*$4u}KmE>)S+Ww0Y63ZN|2*5VhU4&duw>9~H=lg3 zHLlKR{rIBVb+?;*S)jHQ!YEc10g5vLIX(}#d4JtsMvQu{^IhMv709+*At@BMS!SM> z7^s4F#g||MTgLooEk?tSM!XN#47bO%LNRm@Y^?v&lud|Vw*@SF}K+__L;|D);_t~*_Nua29 ze<(Y3;w2&HHr3r-nN{6uJg=^98kbu#yQzNQzyFbhZPm!sD$Hx7hk?pGC{&$-qLEj& z80&H(ai1NJXGpJf49s%yh%$PC8 z;AU^!kb=kkdC-_0MnByvZo~DQsn5IVgCb8(BWJi=`=>>8@qUU_^}iCHi&~r7hwxS8 z%rCiy27q~Oyx2Sl6~^ux`PY4G{tXU|kV%2!G>;6NQl)gB&Df6D&FxvAPOM9H#Fn}_ zSc;=9A?-$+;lxyvPV8GATn*GU8Z-70=j(}wf25^B2!k?w=M<0lxp&dnZnKy`}@$9Cw&71Oz&a!h$y-8L{7{gA-&E6mlGo}bX16~?( z9pl(Rwzu}r{?>#mX2R6{Qt}(Vp4O&IInUYP*H&3G%oYFjuBi`prsQVaL2S$fS%tE} zh-e6a#!3QJ;G+x-ZFcMgLQwE6@q4=0SdnLnWA2bYO~@^Ar#YV+a2Y~vC(WOA32il2 z2`fca;$S!~eMJ1v!I$>cfBi8-4a> zYU5<0&GUhaV{(6dBv#=0DBp2OEz*H^km$80J&KKC-DL`Me-YI$#utJ^$nzJeCAgEH z>M~0byPpGG{6aNb+|^#xxtbhuQ*jgY>kP#>#LME*G9bXUnM!MWJPlr(^E5R}+@i{tCW= zslCLt3|Ay3sN=hSrzQ`+3r-twQT2olwV7(fnQseH;XIT@=TYB{S@5tBrh2SN&Z@ZT z;^)d%{#&(7r`<3Y>tP|wp{!g3loRpL3$~fax9K(Y#e@cy_?46I8r?;hKj)s!)Vmt5 zwXSn6WAjRk@s5z1s;rO?PpgY;ZGIBh^5%3H`4}kqk>NB4hJq$aL-ci7pw}1OLl*XZ zt)*9{oPsqfyaENd3ctw*gtr*f5-_+*0!+fMC0QVhUs*XSoI`$yP+iM)LxpqLir62E zymstA&A2%qir6)fPuZ7%3O8zJZZj9Icspz->j$S_{|n=a9reFDn< z#)$o8kvk08vAN}nwt978aR_?C)kNW{=UgzT-{3^%IJw5XK0MsyYrH<0 zF*tO;ImJ0eSVw)bR0~6r+e1{c2y+Wv?Q%LDir4>fkbtH)n$A zEZUCvK09XIq6WGdbbtzsCbYDqf<#?U@zH>hvc`puWgNr4_Uc!exd+sz)Ux&jLe%?f z7xQs-Li)&y5H4~aVY9cFKPx7AXM(B`j9&>+a_?1Rpm(=~KXSiEy!&L@^|D0jz71iX z{X+%DD${v(@Ux)3S9HBjvJFyXJ{R~I<8{Z z&mqlj$s_aU$t=YBv+B( z{;-}6Im@-hk1MC%f?7;QVz3x{4UA~%p*@P}VjwPmiP~S~v+r>rCGD|A@Lf}b!T)st z%rbF$@tCy869v&mpKIxe2S-zGbQ*U80n8w^mdIVjVUx0ym6Kbt=lQnv;AzmBP@m0C zmK`p|)rGRP49Dc1FF@{=}1syl-z^l4xo0QkToQj;%RkxjrGP~S0B<#rR*KoQ1>KpzfqzZ#) z%A9}o^?efBhdr)hoB4#WuP+82ElQDyEi{H9d_;r$<0}uQzueEKD@SLR8Ib-yR*&ib z1rGv3Mc7Gug(-^E&O!Rsaq=alH*IQPtkxbnq30oijcxDCAOghAF${ixD^WXMzmJ`? zJ<9fJCfl?KfuR$v?>V?dMK|6SmDRQ3+lnrAqs(NZF4?AWaxjsvxil4siVD=hg$7;84>iWuMEe|?*ljgB})8vgO@?CfXa zkeJfy(P!9ZM|Vsun8BuU=6&N(hnRt_r-|ap`@_{OrjWW7OC_pC#m0=NaLt#Jk2CDg zJUtbd;#KUsZ~8fP()oX3-x5??z1`ejzVO+gV!L*UaMo^M=kSd+gpbqz^_xej=efhm zz4>2m7(`0MJj;_u`%;Inq0mpN=Va-T7H&f|gJLS5mGpYckzR0DcVVT!o5!%A-LBDG zO|l$5L!K1fQPkUGo-T9pBAfo`?U^wt;2>RGF1R3PG#THX=6Y|EDOOe3W)G%0-f#CI z_B2$=P)hXK^saI~z1vk#0{`~?wrIL|&-Z6f*Osi_5+`q7VleyYg%d%)j4(!&AWpcq zO)RwcS4c(cy&w4D{OGgH;X^5>A)POCyH2cqAKs2H_gj4D!slbTvZm!r&`yzNc+xzj zy}@KZ@M(vnY^U_+j1K({wa=IyjZS#^yK?*7@a?k(iVW~fKz6!#;%1t{y(k=9MB%(P zg<_7?5XDExll1RBi`km9pg}*(ll3&yD90AExe-F(D;lp z<KpwSPAAFP)3rp{H1c`3%%6NbB6Cm_mE8BVU28h? z+-L3y24=9Cpp4){Z&TTKMYBXG&2G8YlPLk2kIU^WcsJcf6L_IjF(y&(1=PuY&54=gQJ2>3CcMj zpd{H(jJ6pXko;$!vr*7Gv*5Y$dU|pXmG$^vOqWaStKpktlnZIaWS=Vs+UNTx-=g(t zeyELp8Kp(&CH&IxSN`6@;bYK64;5RqB*@=IgaDL zCO8sz_FZJh6|2VTD;!vAUrR?i=zEiEBM@L_Pe*Tq<1iUi{z7k-uTghJV$9f%Tu8)O zp6C*+WK<8vUHU<&R!T5wHEywX=5Kq-j7sK)Om?aXl`mA_47oZUreQp6?ed!qph z(Fn0twv zW|lHzio5_%Em+>~UZz_2tF+0&k6AJoXcs7n&h=@&|y znBToW;?$YM(}^47C9Gp&4Et0WVql+SRL}_Ioki^@PUk;1H~Erb>mgkkC9BSnNmaRF zdm&e98NH|LQkw2kvMyo2#5f^M&X_Opn+{U-#m19ym$K$3#Rhvkh}=BXb4ZkgxJ?)p0E+=*O!}|99nB)kgWut-HRU%h!rE_mn8LS zxF4c)smZw2G2h5gdS<>sEGK3_OFg+9XL&DI=hIn2s0EcuHf#IJ%^=&a<*9bOtZ^)U zA?On6ROQj-sqW8NFI$<@|DbK$n?+Ae^k-T#KSc&1Y1odI!i}}Z$@k<}Saq4)Ke37% zBP8=5mN!4`|7xLtsH6L)r@!3IQ;nYe1UHc7^rLA;_!p|v2x~DH!Bzc`H_Smr*4n9~ zz7v~NjQLH_0U}@0zR=)lNp9|ok^3@bB;};icrS8advnrYOL;hPRARQI($3EkMl0<4 zxJ*v(N(7O5kHsmCJM@$ZL1i?lDP3N1E=w-DMfl|KMe5pdjk=5#0nfAuFR?}`8Cj=# zx3p;(tINbVHF?J~9FJSUSOJ>UjY9O<5(kh)4{D82#i5AXtz6>OxRxM}Fh>+aQK4cTm5NyOlOH=Tea zd_bAQ!mC3(-Hl(5m!%5cI8l?JZMApRG}`HnQK*Pw&0~-YN{KS=o3x93quBRp{+Z7b zX`7N42DA`+r&Px33Z&ksXlGuHGnsW3D;@Ayp{4ZwFY#C^gl0yrtaU~yN5|!&QuCkE zlj~Z!H6LNG>kr*26!J%0N2{$#kFn8A+~bc1ayJS;vhlq!k*D_RaMhNNDI}_Wne!lCGlk%6WmJt)h@8&f4>$=b@>>##dCOQ`uRtd9k4e~mzx-_ z=8Higs8>>B4Q>wYPhWw10?ery+4W^pziSJi9(yOUFIB4zUAwwQrt588iWavcQog8` z37nAd%Y{9ADe#K^g*!_U=HVBb*e;vtg`8l)h3&S0y_4UA=8`>oBiR;5Tw~)9*Bh+*lu3}e??2v4362k$3_ctmtga#DPr>=tfBo!(zJ8c; z40M{+dwIljPL?Wj&ZfoTyQ4en!V^QJ{@uKv70uGFp+}zCN)=8TO^KrWU1($;2U8M? zjfC9uuVD1KV^-0+N7|@I3YyxyTPa`($+=iLt%kN1gg*1t9IW>i1+63Mtu13+gPet* zKkJ{I#pf&sjl~f~6(lWca=7dH?Gv8lzL31nCxgQ#K;)?wKBvoFU%)%7Xz4ieTBvYJ zZE^F|uVKeJugYmw%-|Xge?E!%|L1X%Q{eXXQyB32sa%-wJ5ZJIJ4A0k;N3=GH8f+@ zJTB5682&OR@b)TG)g>j;4jQ7szk0xc9-?6h3`kW849K6cfww0?miL&dEVz-Cv4FQ= z|2H(ep>UXqIC7PVIEoh%A}W@5~1#UoHVMQzEJB@#x&3s^l_zx7^Urnfv7=zEx;E?a|$+4^Cpo^JPB%R)~Q z$wO3*zE<2w96~$pcU(F=150dlS)>EzaTL46sx(D;U+EL?r|ld3TBe(h^4G|QD^V_P4;E7@#*|< zwIkQFP~2&Zm!6xb(bC^jTD;uDl*jW~%`%asE=FhMSWrZKzZ@Wt>D;a^zph8oz(#nF z;%8g%MB4(hs$5;1fK^+}caTRWTLIN8V)^6;%*Q@@i_j!F_6_z-uixP<0xw`qWTVm&#|bxzXvPJ4J#9%MVB+{q|NS*j@_Vc%O`flq#R&8o zQSQY)lFAi{J2QRYjpI-qo=+6b!V6DI_^zhk0IBz$Cu9H@ql7}26KLJ-3F zr6WykpkoQDm{aq*1?Q>cgR2+FSqPuzCz2#DK7Gtuyv%FCXB^J)a%;cLb)ftr9Tg~g zcAe|9?1;9$|Kx*9c+3}dNEy>{zeFvym1S(!o38}FKgu!Y1e{2ala8}JF(l|((r5CA z`0meQP(PWgJH^0^xcq6+Kl{~+H{*cVTy#jv?lTQfJv7v93Fd^{8s&FC#vau0<1?X6 zj(EVY;%YhRx4cwpL(jk1o$p8Z5;%JWK+=4VIVR0pieT?K=5n;%K;^P=;)mq0GLhb;rX z*QNQq#D>ltPs;mgU6pgj?e^}@>KCRP=6`PFGlWJ#!vX`-Y%`$`2qWx2LA1wW1<0nq zJe5if;lUV~2xcXEQ3~nC=hkXd^v3NxKU!^iD*1)C*$Faa^4J@z+W0-K~-m&ZsZ;Sf|?TH(GVI^+{6`M_y%GtOc+qFTXFMr!G_EV0SjP z?;^WGxiQ*8S0UIw4FwLQO0b`&b}wF3YMLJ$&Rs)x!zmpOwOKHJ9-JHu*7;UfmCrKK zq1~%+Y34Q;u>g#=JO&Dy_IEzT9=*Lx+>~h(&=6aaU|JU5o>jKcBhPN9j9V)dY)flSx)}GT5TD_@j7+7c-5yA6t4ej zbnl~M;^v4?eNBB*?^x8UN?mA@Axq9&;p|IMKMZu7_mF8;$!_M=Ha)&XWF*1$oS{vb z0w~&33zwl5%~<^^-q6|hS!;V$duRLS_F*yfd6bj0Y{!0IPoLKty46$6o}L(aLv$q( z1X~J-2X*e-*y7qY<5CsJj>T3)?f-+AS*u>Yt zXaF^o!-$Mkt>q+le)#nUi^-=MUMF7ozpkBo31y80KWg@{C2dOkxFI?tFTc zj&0{Fl0o4$)3lD&W9A?Ce0&6Sl&p)Li{c9nj?^R9iz?1b)Iu-8kQRT5cfsSJXnG3G z)i1dAEvbIC{~H}kwy3U+AoJNdp8QJ|JrIQiG8+jEt#RH2=SbjLtw6Nu0_HnocCmR( zOlgx*3*y2h+-(HB2g7{t=B0F|Q;o9FS)2J+hFB@?d&et)8?M1V;bOe;V99@_MJfY?fB$EKVonjHNnIY&6A?4XHE_yp!X zJYDB7xdX$zSpcw zqpW67W+wBllV}1iJE2&$Uv>;_p5BddGt-@~c1-!)OH+g3qSMF=Aw7WIGeg?nC!|3|XjUSd0M4jUIt)^tsae z2s~s_?#CD$TCWRqOtnd$8J*#~@-aYb(+i1-(Ui16=+BXHHQI@elGLbPI5+1cD@tq= zKG6E@|8zbNu}1jKI)7#&J9h}UHt0#-FRB18)a?f^3uO*J@TWIGa-!LNdtSlrZ*jIID9XW{M1|xue>3kNiyR#?yk#?VfO=-zxZRkku%5)PN~*_rASMi! zC`aFKjNa5h`lw=Vj6x9aI)c9Y*1t#M8`a|WOXSb57w*xLO6g?>JfLMXQ;wnLQ6q`> z@Tg!piueK!Mu=}VKr2Ul>K(qmaR4=O^`I>n<&rU9j5f>E13gcE{ETAkxBvC9WVi6s z;I^J0#oz2IeSeRyEcyth^s;62YCPY|w%|M590`#4u1k>aooT<6gaE_)UZsO)zuPwc zy%_^v81Sm@!q_3iZA}-0*5REkCi(jmKTnAjK2j!%kr(* zsU3x5@jIu}6NfE43a8!;8kp6`c;l>;U=x3T>e@J)ypC|XMNX^G*P!|w71teDgL^eN zd37;We=(!Vg_-H|P6hoJ78mBgTsLE|-LmNPGRNo48H3Z;bEmJxPSyr#eSYEj^{4Kc z4*fjYmxxwVjBw$-Hjs!~eH2N02@T4A?U%ZN8Z*D7zY$X1Y6+APKIFB|c zr~Y+W=o19JF>Y?*#m@TBLWHJHD8A!jxTM~p2M&Ku&i(-M>y8o=a7_1M#RI5@$NU39 zWfGxjAj(Woy@OVWsbVu*b2UmW%dWbt80HM2?JG+28^Af`lt+wa{Pq zi1n=fzFyGH5`J)lV+M=y-es(X3Xi9>ef+TR;j$4e>8q2~*)!pTmnC<7Po{$2UddeT zmtR!Q7|i3^%Sc{#wY+{OGLK4c(9hx7Wi$OY8mzqgNd?zeKLmw}{?EP*e&085iYpNj z1P;lSK^2dBmC7WEM~sJdNUqv~EC_Ke0-lH9>xRA&@YZ}zi&Gex>>l28YOGNogb2aG z`S98Q`x!fTO%t*A!{84RAS{jNVYAXqwws2~+4O-(k8}ms^ml^1oi<{hjw8e6G0n9EZ4?6d@~|o?C6qo4 zBwlv*+qGecz|t^yX{I)cA37ojR~WD=4EUe|A2i^D4ty}G9++S*DuB4)tIQaySc)-c zFyPTy;p@k4AK>9n*?eI|HJDXJHCWZ8z~U$1DW0k7?Fd#dD(o#TSTD{H853q-gZVV9 zWg4rhWg0u336YlvE+|(;pn_2`;S1GnM~lq?=fRBezzVXw0(UFVw3JM&&0e}t^YXFZ z6-axy$f~*+yO;q*9Ct;^#x5>qPOpFh&btCtOJh^3R~A44Y#{?*vWgEM+>L_B!yEUZ zlL3Y-h4KK2i=7iLWD`TDoXD&2eAhJRIljJUujWO7brZ@(l56Hm@#;t4i>H+7#`|{S z1e?$oENv8BGipj{?Vi+ORW-vD5vor8_38)(+@btlg@e@0SHdQ~8&sg$>|K7A*Dvwu zf?QouMcT28l>R2}p}O;3!kl z@NW^7KEEKG_+q4oV4fE!-H~`clTh>yQvzYy|268N(Hn75DIX_X#7FlZgYFSw!w`GU zusUBBEJ~O*%C3fNu|vtLpMbJjwFsk(C>K{5B3it7vCw}ng3*J%A$qWc<~O5r1Q_ay zt2tOHS&OCYE4?t;?D5#U|G@vz10#M52BMNg8c?p*?_`kN-rG+82K;#2#XMw^scMEq z?vNj%()5zJ7HYXIY3fW%&TRtm3e<1aDieR29B&C9q32n^7`32TrLwXC*=58=s5VYV zi6pdT4j4aZ85rLo$o0LwXX3%+W2RoBEZA)57#nY7ih)2cnk%XB)=2Hy=#I8S1KpQ+ z@qW37=1r_9SeUL;i9cq8tv)E>b26g!O-Pcc8Zu!jhty@gxWtu^e$loS?!Z!^75p;9 z2IG?cD513kLykom`a)S*{@FAw${U(aO*uxS7X*k${W=-X0@R7V&s_d?9`QZxp7>C6 zb?#H5F|%-<;_7?tC3y49Rf)Je%lN#@s3m!9#;~@i#-fOObs@vIpvFF|Q>Q-gA+a42 zpVT0#9(wa8a-p%|I*m&G&Pn{DPFU`x)BcR4E7}H5M_HSNEHv*rW+Q@aZ?5u#e+KE6 z>QA}tZ(}ci5^bRH3>E&EQO-F$X20B8cd0ZJ?|WUTtPT69IKI@Uot8=W*n)L@yb94v zNJP{S;x(92@Hs-jqt;A0(=@GQicP#(*bG|f0g&tFt! z1m(iiDyV>WPiO( z+vTyBR$n|B)y=`HtCfWsL!7QrDz#G|4nxi9{$E&Aa{bVAW6o&M(M}k&?)uC^X9_L#Rig0U*lE`+Q%T<)lI^>`%pprb;uFrKur@9{+X-BGS)$g>Q zs;k@1n=}fY1YXRnJbz(nXKRLeW4G_8b=Qg(|?rnf*D%W{hO^louP~Q=3 zFSy%}baMSb6tbS0LK2T;Z(t;)vNvA4&o7=;L2#+%#!45l(t?s3`zAEr+f?~Ar;8KM z@Sp>TsG$axNIc}HdDvqihHcg?y{xoTLYUc>B9ttM@s|eOBkWHVvM{?#8+2KtJz8v* zMGdLTED0%-k4snSj=Vj@Vr-&9p3XIP@($hMERN5(tR$(k^rbDo%UqOg#PolbZ5h=@ zp=u@X(-^JB9zz!%2#2_T{i&c~XP6X=ZM7O({uKSaaRyjYnH@_<{hjcrxw8THp&*G$ zwLi3ppTqUuR{d}Oe5V1E&q3+|qZotlIXuEX!fJa4KbIgF+>bV~T6dSITPqvE5akeW zDLam7p|t-X@e~{sK1u7m_t2)a!<-J^3Q0OyVeTldliizBy9X~@R2yOuQBW(y#fd$c z4(fZ*%~6~QqT~;$drpEXE|KGnK~L&cb@>+RV~sa?-&IQZ7wr~3POK3&4GY0>?^K$g zz$(~ZMb+eMhw8K)=EB?6^AX=I?F{U^UmL1lV){V?`FWis$KptaYgdU?WNb0(+D1Y6 z^shVNGW{i#o&*QA1wu1ASd;+x6*{CW}A zD~hiSO3rgiBG0dVzplBqzc1C6xv9N>IO{ID7qSzyocy_zDqiof`hxS@>RTQv4?W?^ z%!-nV!O7vt>B+aU!nu^XQT4W;^DQ&ri6aq{=pa@#Ua*J|n4vhvq$gkB`kuCUVDn2~+$1e* zvR2)zx{RwpONXh;DO7zeSMY0VBc(KFLABH$p7K7zMm+q8L6(>y$B)*z2pCaY@jR?OZqL8FHJd#)SraY6$FUn-crGS#}0qL3}<8u zv`v3KyCssNk8#P8t>7(-MT-e7)!s!gK&zdJ+|ePba?C7YZ?6@bdcu}1)=$|L?sHDf zaPW)P`J++Mid4f2OW}%C;Rbv?Kj z`v{p1!C|2I#(jl#SBQ3k*M0px-e`$e%BDuJDvcD8UC*n2t2F9HmO9xlp8C+pQ&x}8 zzEG!AiS5hZ&veHq{m~Huj6zq3N-2NjMddTkxGH*QOq`zc>HV&r@UA<<<2o9JDY;CZ zWMZsVNZN~Tw6bR7*xJ9QvhrrzA3O=&yYcw?QI7qGz2hOD7at#VN;*Tx`;a?u^i|oc zVxrH^{QL<~MQPpco{Ba7K2ik~|K_bV{aB2Et`-eoB;O7^_NVo{Y#)nME_J)DJ)KOW z1zf_M2{zUjb+d!@ZjsXsu5-D0N)3xHr?ynSwa;+U#=gvmjGCZdQ&mVV!Pe6K1vTn3c)%00siW8Aqpi+Y zJe!&fxtFe5-!WNM6OFH+hRU09D+m{?!}vFfP|6R_&-jDIi|-dR=U$TKBMhq<-y4kd z`HV~LTE8)C+c2XxCrig&;T5z*xyf3uOZEJh=dbg)m~uiRgMROuT|-{qbanQwv#E&n6`5$ z5}CJ4Dfl04H&F1iY|BxPvk<$3=lpFk1wa!7FW(m}uU1BTMEKD?_%W^F(=BI2n-~0C zw_GmmCQRH{5Orcy#9U>tkWupEi^&=>CYh}G)BszX^gvsizIeUi1S0g@sbsZE)5&)h zb+cmcp2ynN6aJ{2{qp(ih($8>(k%{kW2*6L)8TGk90v@v1wMiQ4@Au%fH4Vxzr%xB2m%8+xPSvd990iG!PFo`&f6D?s(_Fr z)EJ1oe`b@n^FLu#u%ayIf98LDT>oeO$H(=b`5zzGf98LDTzB)odurfpWY`NcFhNyg z9#{kf+cO6a5QPr-0SGo{0hHdI3HFx2v66-J*Rujr{?G8~;U|F^2UA3LSHp^0mcBq#$EyWThbc#KzpDDz+VDS0%HPz{T+b% zTfme~KgdG64_0m3uzSRr==0Z_#N z8(47**!s3c6<-^X4{(refeBzxZtypF1|V~+=>Q5ZeSB^7|9NJ9OfDXmX;Ox4>W%E{{xMm z{Xfw7+5ZELpB)ZOqDnFt{0<5B@I7!a0BE8hSbIEJ0A>^pE{ByR0EGZEz<{J-!1od_ z0tdo46K@UG9j1{4e4jf*-A@7n-prSP$w072DL})2F(OEX+nY3gBM6qC1`KxxNhlpS z;J5bJmH`yr;gb3Qpi$#35=<14jG4GX91&$SwJ8lm`XNK z4OrZ3nA|5|h&zkp=lmZqAbgGEC&*um18U&$TwwMqU~dr63W#r0b+ZC?1p#_XGd*zh z0g^Vbg>oQ}4Pc0}ux0~bo3~~N#Kr-_&-^t*AP0waXNIucJYXjPhD)&D`M^%xQbXe7 z`{P3e%2Ec{%5fc{lj___Z8{j0F>17U1_eg;n=!LF)+UAY65 z`t2{M@ETy_cc92>f&IP(g& z-hxVL0SfOxk+%Lnpj=ylHn*Up+ki1|K`plb1B&4XP<;!Ex)T`U52!!q{H}C_FzP+2BZUKe2 z$bfZO{=gLselr^d-QL&;Dx1K8@OVz}8ynoPybuN0?=GJJFINyecS{m}k%V`L-`U`I zIe5h_$y@t^w}M;a-E9tdX8VV`OHW@6S@D5uW7UX}I#0uC0YzV>KZEP1CXnl(<3Ih3iNgTw1?-BeVqze})yt6a` z?mG(+PXP}D5FCJ~g+I420odD@z<6+QKt+HxQ1OQwH~bpsiwJau-wf}bOax%!@W^9# z$hhy!^6uUSG+O{pT=>0>9R#S-fMF8AZtNk8@KGIr3c%RFAQ1oUy^IhaQig>HD8_$< z=rY&`N{IARfj{@Fe+UZvxnKRy@B{?@Q2vLYz#q#05ES6KGrU(+5K|;Xj@z)fhyuVB zo)%b9INynZ#LWjp3cLMbNj*DzK$5;LG;EGx#dJRJBcVmN)^#PNR!kdzIz)QykT5z( ze~{+o?v(obLbL@o#FRk5Bk=r-Lldi;8|*nG?8$*===5`eM_DhNx=1tBF>!4n%+h)J zRW$R8O@{>arJXY95)dfMd)a|nxvVqwJK57Is9atfv{ zVxa4jkvqked@&(GeS-Vc^QE*Ax~cjJD&nERiH4^Q%?|&H3Mw)iq69jwq(5%F5}o9W z^isM$X8s7DRP_NA$xK|~1-x8>tW)oahlHv!q$%ojEx1pmWztH`;;|z_mB*S%C!{$v zBwdv|V<`++HG)VLp^+hZk;ysay$0s*Whdq#oILGJk`-kV=BD}R7>Jw|8ap0%%aGDy zMf@k-i5Q67Kf)iFN{{YSW*XQU>quTreC%2#L8Q$vB529SWkG%?q=-xhF>q`rY}V>2 zrb6NV!h#DT%X>~0C+U}YV}#Sly66s|1p1ebRa1^BZq^nx(~+ez7E z-~8R;_swFF2Ev)7E3-#7?;Uw`++ zE}u?;*~0VjQhX%3hv9)Kx86rDrM^#`AJNCUo_<<>>hRK&PiE*qT<5*6X{0#hF)dnM zajLeA>aP<`7W5e6GIFgNcaTuHHp? zev_h~XbC_iqzvOX1OpJ*QiR~u^zUZBMSBwpVK8s^v>*~v#6{%EhY?0;9 z4+EY<+KV-Re{aWed~-r!Vj0oa9^5Itn${kU zC+6yfjmdp}YAs9Wiw=5qoQc!Dn+v-wu$DMY(u#zZ291`grDnPMcaFM3NfudS4)m~! z3Qo7ulluh*I5F?vy)*c-5OLo9jr3$BLyQrI9>!S?TO_QtvB2_1L0|t^D)xpG}z$ih9w&xX|LL!2?krzfz zHOYMzlYQ9B zct)0^dz=>8j*pH>h(6tswTp%B?8I9&sRPRW!H+bYAF?hL$NeLW+Sra=;+idMLG6k} z16tO>aoSqkh_znN`#c!*viM@L&AOB{o|SKS&qY)>K3SA7+T6PIbD*a+=CJeGHI=;| zZtb&DwzGYS$C{dJ-mC}4+W zZOzpz!G+Uayp)OzF>6$@8H`BQuhUsvFhzqvG6y=;_v&IdvD$DFLi#k~5f(!Nx3PpWG_Y*j*BW`6p+hWeA>}JOBq=V|=Tv~l%Pr_49eHKlnXa+2m z{k&&!`jN-mSB{>=iRp!_5t3UGz^}VK$K1C*^E!A{Cv0!JSIs+tgrJ>AiM$8W9f!4S z?bST=@^)M88Ln~S0~?-H%qG6>*@N z9o_ik0`A#SZd1iR-x?;n7~-te(+YRcm326QwH7c?=oYRu;=57YFa zxbWdAQiCd-95G7>F~VXBeteShPuBX)(4k@Onoq9#?Y{4eM^#>Gua@NZOH*}zS>Wpa zY81CMBhKhyN{`W~jcs|nT#O~KB?+0r5K`*Y+>$Ska!6DvnK5!BCV26r5o>l6| zsLZD)OEU$dkq;oyXtT?aY*EyRb=a*l+NzD>jM=^~jb1J?t|3-cRiH3+=;D))!jM6W zvk&+MQ5qn8(h;H*V4b#2T$;Kvs2+U3OsXZQ5r*r0@fz3pEGRgU4}(MVQ73d#UxaTl zg>=6+CymUwuP|-O`&&J1%6oWF#d7T=_2Mvr?dFYgci`q{`r)dUcV_ix(b}c?YEa1p z;kpn8-UA+%%)w&vxtRI7cutKSY(B|;yCaf=vAyo@>au+7xkzC{qux?fXoeP7k__W% z{Fbj}ev&O&q*1*nQT_XRv@|Gl+;JLn95{_xl`1Wl*K`O~|KU_;Svk!FkLSbMhyBZ= z%SqG8!g0EB7EWaUOWGXB`y%A}NfyRgoIwO;=|-1(AC@FkM9SoM)+(4N%x2uPv2Nz~ zz&NH>-`78|>d0}o^@9Jopyg#v%xa^$+2xSMNuPbN3SF0&@{SactTRl^k{u2Z@RFiP z%nBQ7^QvnnPa^_3A2|rJ%i?@~DY~<86e{2)UT+fJm&UxhZtQ9lO{vk*GxubpiCiQV zlK->iS7Ns}V?9tTC&tR9)Ow$Bk*I6t!LnSV4whFAqUzgo>j|z$!2m^ zQ^v$BX)ua&c~hnlq>`8&tyZCD05JvZeDr~d9j$|Bb$vkH2-0WMGq9KyD3I9Cfkrk2 ze5N?Uwv=oVgQ9?K+I|;Uou?#%=0ENbk<#>itILl?*(8FmmKN*H{ggb;TX-G&<4hB| z?aZGY1NP1=F^F{rtEX8+%GW(H$lLPwwF$)S#K0J`vq^M`>)Sy-t;yODdS7UDzQLN~ zZ9gA8VZuSg!^e(xdi-Y4WE%EJ?vayW3IB^}%}4BqrxkCQTA||{Xs1yHiQQA7Ki>#k zypl7DZb-owIGuTKnct97Y8>5=RSFzZB3ppUI_c`V_al`EN(^fNRuJau`aU&Khm)H~ zn@q7fZXA94$NS1L+ov3f%-pb2PUjrLk#PNG#rt4t+Qz(W^?(mgrGpN-Z&dz!LHtej zlLj{^*%+Dl+oiCMB}}B#0e-SIi*7WuL-*Z2^P!;dt)Zz4H2v(AIokOJL3S8UP5#jc zt_yb6g}#Z6C{jv%pb!RH&YuO6e>nGt-uikZG29dyock>7n2 zo|q4QoN1Iz=4V1C*396~8C>4KQ}Uw4d0}*`tp*BM<0b{;DDj*#OrD9eWvyKomNKB_R^>I z963hOt({hNpFz-7yNO>uv}JKQ&-1zB=T^Rr!9LroJkQYsVu{6eMBl(uMkyD%H1ath zYUo)d!y)yJ%lwrN!+G6U{4P%6z%QLA@!Opu**;k@K5RLK8QX6*tGC1^%va}X0|Y)$ zM)54l%`+7hE$_NbU&v8g|EASVOA?*j=s7~G66CUXPQQWy9Uo#<0s8a_wZoKAQ*UYN)ZuhGADOc* z({kmY8)e^;%Y)QY!*z9!WcY8K00M~^Fu4^B#*cvk3#o3kNp|sfWS-*g1Jfp zQ)NKxrN5h~qdfs??)2tkAPEEJ(|=WFQfVN+7XtBseUpa#m09*>fWq5JdWIA}FiD@0 z1^NS%^d=C@?HRCTKxS@)p~(U5fkuEb@$NaWPk=D?9)>Ru6avFXfM9m=z##uqFohL> z?5*lNr3kMuhfKm~m4ViP>Wl}1k*fehuuDV2VI?ZSHv*>X^niC^2m*#dZUAW*E{!2^ z054F%MSb{`Js5-tyh%OxLT>nRP0m}X(y8tEs(OrO&Tj50}w+aPJAQ(Ru_T3CPUU%39%^~+;{yLBe7_$ZNEdk#L9qg?x!~mvb31t68eZvv} zdZ*1;SOH0;aD2d-q-y;S<}Dk@AIu(hK-XKg!$9f}+pJeW^)1YGdjKZj6?zF~}wOSjFZ9k;8<0 zApY_zgQ@sJWaR%Vxp1)mU(E$5`;X`Xl>A3^0ZQ&<7Z{*-KCF`SgSa8VD53#Gcj{SP z3`FS8DDz^0qkU(TB5#31cdMQ~dIzLFd| z<->rD09AlXMK}?_12Bt&btD0WclIco4CnKYN8uwpdyCL11zuqeoHh7qz-RzAz=x-m z4h#Wcdks^`015$n1YAHIcX8nVSR;^wYn8Xc=WP|-gm0BkpaujN3~v=QBo2-{v%U2X z-RAxw3hxFtTUc=tejO0=>P|2fsRbNX@SI94K4H~t9X{}t96rJK2ku<>o&)U9tz->Q z<@>jGCZ7qBdH!D~9tX$&_2L0#|M3U`CI4{=0VQ`nA5e;gu3Ox zuG}Hq29kFOrz(KdEkeX9pwAt`w5op)j#UHo|3cXE4H)F^;;L8s55g@Vd56%w{vU*= z^>9-EAbimPWN#7DG{P(32){Q0qun7y{|-N7aD<>1pzseup8q+802cpq;{}5Nm+7q= z503D*>aSnO1+YU7-hVtp*0;G^Pb+&XSo$^xzbxNfRe^@L9-_OeDv0`MPA=#@LS zdgbB&N7Xk5N7^jl#pz*TeqrfX1b^AogY)v zHSa?%Z!;vUN9hZQFl9=F`KA!Ttm5C^;oha&*?28I-7^E^*K&86^AbFRNCvN_Zfytl zrd;=NS*p}>*s2lgYx|UC{gq{ZYmLzZhU^r_c*%#c$Wd6Sj+1^<#NFjpQKAcZxWTHZ zEUyiEK_~5ZFeK6d@;Vhc(50o4=+ou9RHvc2dXwFRRcH!2XEf_eV$D0i_@u_RX!^cQ zXHmg<0npGQDt$QHk~Ca1yt`Xwa3pBx1*mYNWpOBCn4-ZX=1f}X@Hwd`DoqsIG;_4h zL*l}s`hTe^u$aFirz5BfBZGK`3bN5uDr!s15`;9!g%x4|Ri>cfTyh1ybAsBz%(BaC@3H{YX5e?ik%cN3^65RMfyeFven_%&A?K4J2)IZV`}%P( z5KPFIxWSH?0C6+(Np&%qVO={`8}P@j0SP*rW!_~@ywK+qx}TkYK+j=~sgWQd)piIq zgZ_{yuoBIw)v3~;dDyqbAlDkY262%7ka2O$3yurc1>Eq=iU|J+rgC|*Cz^W=+U6QP zsTk!R#j5b+8pTp3zojyDAnTJTIt&o8gN7jw|N1VM3RaTnb`^e7+Eqbq$oVzh(*3R^ zdlm6#2Jwp5TWr2P4&20~u0#cd$Y#Lvsk+6zl!_w`lZffgm0~ZnV{&&V^ zW=)6~Kj8DK15)twu{_1eXQo&m>vib(El?JpS14@+)8-!?AYKVNIOv$S<=n(%fZZ5eQlh3Zz|f^2P( z{sE-UAe@C1u}o9MNH;*Cg%q=pt2uS#?7);K7Q?6I6y{)CS-bs}(64^Zd9lju9)ZY8 z3xKaQ{2Kjgv7Tw-?!pm#*~N22=?{0$riy`XzxV4J1PBc=f6|OPNWIPGwBE$Gg~Xod zeTX+fo3YxJh5fa@t(Upm-igxly~kKG0{NX~=3dNRaQ3HbMoW`%9(DCOeiR_H5N^iKpMxC&=EVKx+J2ok3iW~z-?m`jas=$!p>w>I_+^l+n#J+K zkY6P6)LSu@0EfQPgf^qQMgLCgzHsQvt@GWkE#~~ZntgAT@A}p zO+l}z2W^)a$g-%nC_J%k^4A92lw7uQuagwSs_&jX9@h~~bVx4-^GA|8X**gz{g6s( z+@7Kg&!o=X{IG(K5)HYv@n}}pJct6zc_BEfxGW9)Yk30oex03wH+ZhjPC)7URZ~D_ zCBb(Ys4|BLIXiU*{+j*?NOSr-v@rwM zYqLf*M~aRFQt}%YKw5kxk`Y0DVFDwDn#V6O4dwyV$yE=s4kdCas$^wM3L%5HIU7Bd zIO{@iYW)4-@gee?MQAk+8H_}LI%O8qb<;Fj&RS6Vq z?VQyN$Bp^h?Qj9E%k%a%LGzZ{T)lZ5X85evy_0h-sf_gxKnKnM49=aF=gsp+!O!;P zbX7ByU7IFhFX<>G_Eh+}zH1@|y&mF$Yj&X`r-<=aC`PbPBpR7^Uth<0J_T6r{{0)I zAI=rGNJnrwZt+MCYl@LazdXv)Zmj&xIu`~BiFxTY$U0L?QyU8x4)YL8D3ckj7&hYa zI3xYQZz@Sa0hkXM!J#3ur5A=V7q>AY*$G z^4y}G^pyJX6)`@M6jpEw@s|O!1Uh~l%dH5oPkeJ?c&S237wqa&(_B;gS60SD8$}-8 zcF1G&AmxZ+(voj+5s5{Cz<9wH_Rz41@W!@3{YaZu0JMpDu$YMUT)#++NivT4MFL*5 zL_uatJ#+{HkA%CysKO~n!gk58M)o|$cm{;PUWqeqw#{d(pu#6McBU6Wo3tD^l3q@8 zzkXf#%a63rS=N9bmyV3MOk9EfcB;PIJHf)AUQ|nbi`*Z&v)Dql#Qh;(@?A@lRoSfH zw6%lZ0!Uo{ylgF>1dDGrF-2{+(N;$EA5s?F_8j#|-+WH*TiDTmmr<+_uGRlZQhZ5s z8*xfts+_!0DGw>-a(B@8v&_uBV>`xKWf`>!h&$@VGp)Amaw+|ZWydIrQW9 z{+>MtehcB6G?j)Rkc@G!tNq`sYWlXFv{w%uc0lk_8c)O8O9eJo=O38N9`?6iWH`_4 z_XWsZa*o+I*-+Uhwa2%Q*|KjaZXEhwqi+x7mw?>vW8MqOHKMygyn5e63m`(Cmy~ov z-Z2QIgFSbcD~2?Cd)t=oq#5&;Pl8Ze4&H}(Rz!k$TY@v~dD}!)BK~^=t%WkN*Er`* zV*r-K44*mg^L!)Xa23cYG}Qi4*TZ`t>3qW&O!{XQyk~p)Av=i)chYV0^4I5Gv5Q5D}^rBe0=IRe0)x^q3A1xJRyE;9j9L9$xD`Q z`S{kqnC5={-_ey0HmUYOCj@|YvU!G=O4EL83q&zx1nA`z9nPyL%qN)BP@S$(fsymm z27NCnd@n5^LP>eP0uMOJ3!dZ^l@hTj%r_$8P@RTDeeXi{_sgptEz8RZ62h8eMZ((g zg6RL=jsWs|)d^|!=ZtV3h!?^SNOFEy!|&bT`GE z{_nN&{S&b4gvQ{h+JMP9^A2bd5O+m>gYO&N0b__{NVo8l5!P9yX*P)6<1*?y ztz&4;d8Yua(n#4APkW^_{066WQ19fZi2 z^V5wD%7F(=qKcu@xyr|Dkx~!d7G7cRn#0J&Kq$j;#fBEYd+E#433#QK`x}t3{t_{~aDw+P z*|1s|+M6O=bsWOubJmbV{q^?)ujI?u%&)(ar%!ZZcSjdRxvkc6CXRv*W0!-$I|&>G zT>$crUa?pI=m${TQ%H_^MC&5LRf$C95633tu0!7x(zcdO?8NCb=V9XkjVt=&ZO1G6 z7SQS$#;N)H))f67QZ(a1$J{+rBW| z$2oE9FJUGL=XP={v-y#^m1LN)FoqIqEWjNG+-=~e4>Q>Lk`A7!?pf%zrjstP!fVZc}$akhv9C*&>PJ!kI=nDF4cZ@JAWnC zr`*<&DYNdA3q^Ozy(f@d4FPjc9B`Vp?2UnQSzroGFQCi1(rJLug?hZc%gu)rw298} zZ6|E{I-Z^6C0;OrFF2fXvMgP`0+<-o9aHzpzFYXX|BZMt{)YDcz1@70g9>d6xfT1LAB%%q%Sb#el@w|C#(3{t@T+XYwC(Pe6c( zQOwTPnTU_?`vvDeZ~PbJ6XW`4!r8L+f`9||jZ*&WZN>XU_$~tc#v9F1saov65MqE+ zr+g6MQ!l0wp;}OZ5q&BCkvgHa6j35ltAVinV_~Ii`R-eMf%`7s`^Qgf48p5-wy-KdOEt9aK2O!Vv&s{lMYSv`y=dsIK) z0!V}K!1?SoX5}3g;oZ(x_xt5xE#n;&_m49RNSh#K zh+Aa?m$Rn|BjJ8=0f1l1*?^g!i$LomxO283w(c2xH+)z9OSI1evWG2xv7mj>gg8h3 zJB`FWB9{8G=wF2TTB9p2`K~?vBLt%fsrBAh4ivEXKtRu_6fR;?!x+b8CgN%l;kfmI=z3c0yzj5&CC}#AN?RGioW2`mL*@@1csRBD2=p_Sk+tFNI*Zf+mQFYz4zc!1$-=(} z!Bbo|tpU*9AJfq86m5l=XZ{riYo1_Jm|UiDd@4n)LQaE3hq{JHDm2*5{1Ex9=LSJz zL^2ypr{<8guf+sS*1GZi8ar_UyaLG%nisO~_a9j<(I9VLCLSLoi3n9}fBr-X_Aak+QS1{+WwFHHuyRPm$6@8%?zxDL_q7V>!2bsVo_p8;3h{D>L!_?XW&A( z*sD>fSoBe1;Au66mS_-7r;`cio2TpY^fI&J6qx{Ll1sF3?Gj~kG^3aL*pHk#8Or5& z3E@q2J`HDZ`~mXSaF3jPhwiCnx6dYvzPTi|6lcesVERV*7Ws7B&vlm(A@M0VuV9<` z5dd$}yrOZk(E9?{;AZaZ7!bJ=c6@l{g31m<%tTo|_8zjX%er|1-vD+RyEpHfwBbl) zK=Q}$K(6-9sbXfAPhJ=p%!mr8jrjI3_pLe98t+`|v$I4`fvLqs&^Xw$(b_YcP?_;V zJBGtdF2vh)_Wbg*B1xdGsWP9-Bl;p*CxDxRM-ZEPFFyj&+^(ExTC$NzU){NOh%<#f zTT3k)l$MYY&O4U7S|6M_hos~}BJ!1gv%Tqog#5!MOTH4cIL-6sJ!dq4c^J<0>sFq%9_!rf4T(`I{2&YFCk9xrvoNetxCN10ydX}u&-Rui_iC7`Vu!5+-$66Xmj-mM?;&J0DkEwAJ9(DyD!XjF8|l-d{-`M?yr8S^?(l#FAuS=dpe^K%XUcy8g$>rQ2o zGJ~uj<>yb)Hu$m0PNxpfhR#PFOF&51$Ztr}lkfPNN(RJMaW`Vjj5I10rA!g#_WC+n zA#(429~-!}+p@{pDA0o<$CD%LVz%ToNX=V zAQl$Hp&R3R7dh>{>WoGeddSr35?s73Mkm1U_P~-kSj<3^938VtO3Cv3?u1+mWoOiP zyjbb%R@Pbg*^70qoP+r!!X+wOFoSg_m)##*;ub;-1di>VN&{(#X%0On#vGlJ+gy7a*5nNva6E z5pgv?mckb!?X_B~Xe8e=bUP5GSvA{U)|+4gjgm9k5R<$!kvd!Fw!3u7OUt zOqX^o(%y?3aw|HwyaZ4jrl$Sb5x0}@I_@blk_NY)7kf`aQ7{t_(>i2d7@UJulR{Q` zp1yThrg&3Nz8_A+O!R4)Xu%yn|n(8T7CpOx7L}*oLJbvVmtsgG@cG=7+8x038M2T zCmah^%T!K~x99K59?yPp#qS(O2VeHRH)_e#pgC88Pt%uQ(2#qmi`NJ<2$k72Xs?SP zhUg}|;YEkZ2S3Tn6QL|dGXor=GyAYJ++0%HnZnKHMw<}JArh%dQ@IH*!N4f+--WYr za*X`LP@}mRV#fhM!y{%1cKCmofst$ZYQa{EGrT|#xw=$!yNJw&Ij5GJCC|79?loWpolHh@v2_g&A8 zfx3rYWOHu#0&BmI-d$(9{I*$ci40V;+(RvnqYXP@a*6?*N4;m25BmutA`3EZfgTrl zd0XvK9Pe)Z*rBO9e!CQtGb?V2b;;QSNpvt@!+OS|a zUA&U-55CVjC8aOZJBSE)FkpgjXV2~ zAZnID%+$fv3e|aEyU{#JP~xT$RN7<2=m3uYZC?DOc zb|aE@v61Z1v#)uEL#o6xcZt-HIE1_SPO6>ypeVB|IBx4otu>aPM+>dMAHI%=u1!7l zB;1XFrLmueoajny%MEjVY1zCfoT%57h_0AmG9Bwe^}} zJbl1wOS4`YE+(o)_nq(*zk$9ZOS*O zt6yaAk3n|(d~V%UUN(y4Irfh$tikgW0Tt3qkL%7y*K+&5Ldu96 zryu^rtx`Jwj(Wka#jTnuZUJH~^n)QS5r%^RCo#Iv!7mMUKf)_t7^qNS@u>;Pm`7~aW010l#cV*e5 zep9q+HIWfcKjRV&LF`27ZTcK7ooakT5v#II^k8$d9G9nUoqj@S1=Swd;b~rBGz-SrD#R zd2E?#9p*NPQw-xNGC;k70)DAkRo6+*&?*O2w315Ge?%R8^lp6URjl27r*&t?3-8xo>z6x%_UOwFXWlGT$DqZJ+!BzrJN+D@uW=*8@sgUdQkZL`iA=BB znq9^nIQ`9tP<*XmO(xBYW}S6)2=Jr7S=7<-0H^{z$JB1Gkd#vC zX;M1(P}z9*;LkI5Es!7YB?yfnSP{$id&0?2U(>Pkps_hQKY1($FdMWYpDmY70~TPIU#U@cl)E@g%#33UwN zX%Aw$LEay1BOE9@uEoFj19Lb^g{&p{7fiKWWmL*v83tRfP0m9pM^A(>Bs)aynS2KX zdGz3BCUyBw0uR^iX2O``kttI*N`}v^U^5Y1Qj_heN=`F@6^-KFS~GZq-73L?-S9f7 zPBqqcj}q3?t9}RPPBAhg@!s?It?m~P@o)Rbf5cs=|HNGVg9U)FvZOLOe)Ia8Wr&P` z{7PpfGErYL_PeLr%+8OO%iEWy!}3X4No2B*4xi6^S;g4S^33OccOR!=Si7am`;p7z zj-+*Ii$9Qmc4FO*@qTNO7qcq;QK#OMXFKD46cFrHCS)&ljWWtgI=kI-$=Y|)zWQ=s z;c2$qFr9-bX0MUFS3<0Bzt?TQm0QIzw=>O9u0XSCf6o9JLRtg&aC zZplx0o2+&Sc2C<>HbXUm@Ys6iRnC|({+Z9k7O_tqb~bv64oFQV0f**KeUAOQjbVu= zh<&#n`3}VC=5x`g!1P1ej?MhoyN~ri2+2h4lPn&l*7GC(O)Tq*aEGQ^GO4v01HKOZ zU@4H&NAfP^u#`9~;=X(@TQF8FSr$8-y9m39tGUfp)P2`NrGO#1sO@c!xPTO_$;Jjf z*C$?_Y|e8)2f(2(TB^0jkVPu{7}exDq|;)w?i?XC+n<|f=ObmC)tc@WF(=Z*VMnQu zhh|3!y2JgkfgV@U0Sd%nb70d2(oM~|RXLzcT^h7dqQ7^bFz%86XN}ILdSIWcy3wUXKaMMRqbCYD(L5Z|@?N>;jfc>jdwA$EcfCKKbyD~lmg2}d4@N@> znff!8H6WmbdF|uoWLm|U&J{G0GTR^NQQ9r&S%eeCE7>8rvuw~~p$e$+CL68Bf0zHh zTWN`Zpj&lG9!xgC@5uvvx;V?HYf-{jI_}RIMN4VFX!2Z2lCUo)Wm3 zDUC8LthGXL(*e6G)!(rRkVy;_eh3ujLY2k)D?k#Zx|FnR3M&glu;UX=9MJ<^Q)qhb z-xKS}+r0r=YdW>X4KG357xipSA~FrVRQlFQG!gsJ%OP@c-hA<_SRk;Phe`oHF?43j zi_+XSUQu7U#7J;zx>nXYMQBy9&+3PsbS1KKk2jQJ3ItWs;#ZL3l;LxD`9gDLXQT{| z0l*p6jE!vbhLw7Z?n&a+5*oTOI29g?|Ueo^%-b9T5dq1D@hcoWGd1Ku&{|SG^`8-U{F!N>W8Xhd5wc zi&>0AXB7Dh*3vm5gUCz!R(m!#V5kv(-~sxfLj3+V{Xu$pjoy-^FU4Zo=hjWb@{AlL zHidJbhwZ}z7VGoK+Dz-1c~kF6bT*98PLCs-Lz><__`y?El#8Y$HR!woN5-09`5hNcG`P4FuSzPrQ6G2Q|emsAmBz92JOK7E|OiY zi<&olRt&68e!Vsq>_qy(Yp>hmrNhkzG#^m}$%pg^{<-6A$p`r8hmiK7#+c-QsvdRH z#_6Pf&4^Y05BNpw8dI{9d00s#8x+9AVN?(q-RTl-PytCbyDQlPA1N|EaYp*|Sr>0) zF9r!r_qIK!K>%5e>h55C02G)vgtA#zoNM}yfeQ{ZmzS!WU27NE`$*Y@l0oo*Z|NEm zHCergHth`;?tCsSg<=@;{aCwutwOG@rLyK(@{11n&R5PvmPAxtmwm5uocX&tNYp@@JPVy zmZc61R&oHky%zmV?JdbFeA2gPXIW@qdt)2jc1jhsry^tVvN6OoY94$v!-2JsWeZ`e z_|94yGn+Q%=3VMC8{EX(vU`Xh!x!U&eB2DST21ZNC^JhJtfklbOg}HzV zc>awu8T%%r@SswbXLCUoWs7W|lxgN|R-7XbtyqN%Kb9}slx`N$lF z0A*}0jD(-p9w@TbL2WfLv*Os~hME5HI50-RIs16Ne+J~($cty|rn(1%Z>x5VWK|2b z*ov1i(MzgWL$11NjkH1no^^5>GV5kC3I~M>?zDdO{*lX@Rf+&iB2{IWN~H`}HLzLS zx3vV}kb9@)BfHaPeIHufFAg<9WZ<^5g}(xc+jNOXj7hovVll_ySBYW9Bjja~ULvSR zLs6Qp(cR1UN2<*d?4P6qwWxyC%Rvyd=hwI>@4mlXiVZSKokYNHoL zZ6B0U_MY~8@rq1TdL_Hb!XZ6e^=LfuD4#P zrwVhF+PrQNicK`0?h?Dbyg=M;6tJQBq`n7l6$9PhF8v5djMKOB&-atvXuO$NNl3te zxu~1#O02b(M?C8SXFp(HIzs>f-O|d(zpG}lSQ}Ohz^Ukvl^&C!B4w%NslPaPP&+m{n1^6o z7g~%R&C3E#EAZrZ#~-b_w1Kdmt*tJMrqwFeTU~wh#PfF?NBZ8@`c~i@68qoEWILgc zs~fB?to)kqHI3}`=}3;jN+YX?fe*xtIk zT(T#&OQkH)i_c~}7=;-g42OD*^>kKQxk{(=q;L2zp_n{%qUb zSzjeMGDL1K99X@EhhHQa6i6i=>ST4;y*IkiIQAQi*aPVwW?0?6{r*8YFg_=E@+g&R zEn)#?>D+Wd(C{kaHSoeV{;XznHU4Pw+TZJM;S$kO&LVLa?~(838h7eqcc}k5|u?T>071lMgvS z4djysGV9L$mFIwZvtKt>BRgT@FZ+r8283`V;Ul8SJHu@`+xf$;)lcl5!xs91HQN^; zgP2U`(iEpmRZRzj=Lc({2a*e!RYWWpmze z8}%@52G$9LfmfItBkt%+0%+!F-eVfh${tI7BEc|>%HvLy{JKHyLSc$bNtQ{M@qR(Q z%2)j_4(ynv=5~jph3f~=L-7DJbcNoH(HlhSmzCHrTm4`iP=67za!Mv8BkyI5w=^|$ zt$p$(y16st_ve|GFJO64$l6rlNJKP{?>L?R$?JtuSAHWNa|h(v!>tNDk~Fb%Uv^~DFz5L_dg-J|0sbSwqXA$Lx%a5D*r14p3>TI#Qkp2 z*s1L;Y*7Mn=xJ?kCRvNGPU<>u$a4SA(lvLaW6kH%aa5`Q`i|1&A|a1&*I={Jmw;OZ z!r6+xTHv4M(aaB89)q@F#nnqoTZQUB?G-~4Fy}}Jix^ysPzn1jLDV=NZcPtRAfbFj z#Zfd*=9Y!X1_stjn{=N7h(Bn8q7*WZdkhJ9yC<)LNZOmEA@h{XL$+JvY46H|-=k^? zV+s7ippSag8Gzd7BDlvn=4x;@Q8IMg&oJ!$43Hn!L6o?0Ct_v? zucW1e@)gH~C*KSw0Gsz`itKSycG7P6MRg)>;t=@MnJ~`|DQNhwH%MyqQy{DCdMjw< zi7@>LHvmm_(E_WTm=q3DKszAOQpxp)`{}F!>K&rtdQ=4^`mw1uiu@X)V~FFBzZ(`j z+aFP{3Sc8ypFidYXr<5J3yauE!#Wc?nj(TqXGFcy{d&q`q>5LW)&S*5Yvs~Pe-f8| zAmO%F`N=mn7a|MR)v_rflv_%TJIXRtkSh~eT>fK##N@lvQOr2G+-{UKvtKz+R6GLX zZb~mzH;)nQE}YPDzGxuDDMlwcByTj7VMIJ$myH=|xqnXukQ0znhY&3+`g2_*0BsDC zv#4Q@36F*i^r-%@SD489E==)!Jq6UnkvPwhZW2?LKs^(NKKPH$=V_|G$n{pL1-a*2 zqU2WC_U%w;311J6>?f@!8AJ1ji1^#1BwuE)u*JJrfS2aX5S6}#SLIMl7 zL@a8^@1njrzyar^V%F1B@UGTK!E=GHdgQj#?SZw9ApZ25V5B}^sK=%rJ1SBodzyoiB8l*hj5r(D#%(jM8afi%sI2t8>OteJ`y z-f?u548!!BJmq8EI?K;G>4#n!pOgp)qdqLWVhAG`K#Wl-1StKSv?`RQ1)@E;nuN&h zMo*oYn9>hna%3=Qc^+P>sA6+F&V200#U5yYv6pSz9A)N^%B+S0~ zDGN^Eu@tHCVMCxvKmzh)zc4wX9u@eTJ{9l?w{KD2vD{lChA7@u+Ed(H%>%794E1Cs z1R#`Z9~HXe<~e%flHgSrLn45BC-Gb)p+X+#U_gT%oRp(?skKm8YJgx0~_xGM*Lph}av%RoHZvvH$#6%r5fT6SM_ z1r4d*3$tTCQNo8#M}DNMdCU%Wyb>lNhp1jmRSLiPM&VU4-7yhVX^jLfWxDSID38;l zOJw=28t;Dbxk(%*Je!HnNDgz$dU&e$aCv^V3+mo!wa4~MW}dy9-_WNZ|#(Z@1$3dS9=Ctm#cE}P~}`XstVAbrZndMGNen5uOY((y_0&Eu+m@#ABO}oDYh~JaMGSvKh)fm ztL4l`=-kAsnMr*{_&f9+9!RsmO_FTfd6mdAfV)M?)@T@cd{zVWY`Ahm_dnON**-tm=JY6-5PQ59A4UrM zKEDr_xyOXSKn{XSa8wfj2e)y(8FMr&9XoJkqX8%z7Dy_$%?Mu1uqyRn+oPPt2SY94 z@7lGz0W~dR{WXI)HS)YyZBDGL2LhfU2>5!HAOTF=CXd^NNBGxFTyMNTE4@ z+A*5CK+j2aQXQX}cTfB_i!tC?4aROt?(;B$t4D2gRyBjO$MIpp9>8BjlQCxTW4g4v zuE9c}>U&P$>c&{`CWcxNtrc`2>k}OOhTr8@2ciQmkD#S3+PL=VmadTlrw%L{jvoY} z3lv~9Vg`^im+N={C^Iy}F!aYq_6S8~$;XxZIRmws^H^DG&nsY|*z>;S2@E9_XxK+AAt^-0r-GAjA?EY^NDTlLGBkN9RU{F(7;NCQ&s1 z7JwMdKrb%b+{fjJ&AAYw2Vsy}#LcL*PQYut$EH@$mus==E+9yoF$?x`f=U8n3@Ra7 zMXH(?kp!ZgY$qlOrD@*;?jSd07mr(O{ghW-tqb*6C%g9$b`U6=8=rF-@1t zn7gqIliop74N;MTcb%@W5-z!uUbej162QCLWvovId6a@8(ROCBep%L9P{0 zyWtN!JAFsZnzgrEpX>$*zu$2gF$@N9HHB^r%(*eK6!(P2-`nu!Bl0N)u&BF6`U>dMyN)o>N@=nhE}Q4U(tHgZ#P6n>Z;$U zO~(#ttLe6hrSQ5Z@uVg5C?xaJ{chEI?y3=O8u-0_HxvT7MOkOLl?_qZ{`&R>T)Rut z`Twf*Qr{d9{;lQsSI8JJg{b?FZL?)>8qq`ogq8UpeIqp}2M70mbch;VF{GSuS08Bi zAj^`A*FeKS$B#UtF2c>cI>|&94Nx`X=bkvkjGixh z&OY2e?YKQy)oRhXhleeReaKyDChRmG9U{3ZFs2?Jy4`wB2b?@DH zGY^{j%>G8r%xK|eT?6Q+W&T>tmYP%Z2^@ ziak7Dkf+qm9_UGwFzXCBX&Al!cG0ycP=xiEgrzQF=K6Yrw*WRjMZmq#8!McaTrkGB zqtInrD%GJ$M#do?;CC5^i8gN{yBnBZ1;v}(ugz(PEe>Y`6Rq8G)O^~#?(NNnMNL31 zQjE;uL(o~Wt~|8=ex+{*|BhL*V|&Pw9Wx?7;7r(K%j@!$4)+Lw^7Q3s8GBqo_@!mFFl96j|eXiz;)8Vmhc0_@vn2pU8NUrSWjC3KXO(ZU zk1Sz}n30w1qgmB6jS~q;XjuPI!7dvn4ohD()u0UxTLox>U9?T)wR}xd@=5W)~ z_eOLKBp=t5A|gySax=3)<{_|2>>pw4frp=Yi1s(TG-7z(Agx?pdIm!U?z5;qTb+Cf zC^8$10R=R;W)Nky{XAbYrKCGU=@OE(q^kd8jM2Qv^0%{Q)zv7rO$v02Fxe6z4QV;A zGxPGJHe3N>(6B*32qbClyy41O!>74EyGktUrXU@S7Z8vQ1Jp;hhO&zcMs%2f5I@FGNHddEv%r0I( z^L50tw&7r3aul|BW~&>OnaoxibhKjSGlc*Z4bTkrnU$z0Juctk-QK;c7!iWPHcU3& zK)U+DpBl0mD|Ql3;!;+oSU7@`wwe7oyIC4`^Q|yg(NW`vE4-prZqBu_vnao@i!WgA;$hiJ zn6Q2aKr#o5a21K-4-TJXi||wEc)Hh2^Ggr`gWQGJOrK#U5~IQTn$`%ug3JP*^}4(l zcvYo<`th5%yzpv*71aDce38V6Qd(?;aBP60JUmz4#I5Vl*Sa`cg5Mm5n(&S0QW(M0 zQF&zrds5pmE!?T&>%XpHY9u{uW2Xja#++@OhOkRIRfYGe`cWO=V7!nIc}LC1qnKvv z>B#!VUl$?>eo-_;phq~9H|%?pju+LFrGmrr)*vrA0LSbh*s*8%RX0W+adF5}BRDHnsjIRNTF@9|jvFRNb0XWlB1os0 ziq{g7+DsC=57&c6ePsx)%E05ziB)aO0AwkxT4xo=TrN(+i%&X3*NxySlU>UxxL~xL zt4jGk=2MFKO3Fm*mX9iBRX_9lgWv(A2Qu@kw_|^rvVm_p#JIhSJV9&d*TE$<#f$XM z2U#FN6-cavyKN53x4n@bO_r7Uh!DLrnVS}8mp9$BsOf~nxmqTF0f<}Ib*Dvbyw_uDAX^=Nq>3bzSYOTIIdlnJ57_?c8)tj{pbZ+ zBK;M^+nh;TbBvy4E#7u_Ju885RJ5K^-L?=Dy?1d*r)YK{I-u3kU9#De6P;0q0xE$P zuM6;;RRr3$wz-AIR-CTgG$Q~AKbe}F5$PFsR-1?=PJha%nqF4K-!%u-sOA*`fvFY~ z+4U1x_eQ>P3*<&4X@aY2`X9qWBenyK;z}R`%!!UY>Y5tG>QF zzT!qI{hky=1$ky)$13HX0y_4=#GX^6n=|0Z@4ogg2e zfN-$=qr0a9WoP=vq27>50LF?SI1uYLyuF(N4>nAta0$|{amw9<%fq4#{Bj0R36VqV zoZpzSobBtO{VSJu+bf#~XKl@UNvt43cU9|{`~*uWxePb`eSq)l->mK~9!!j5C661C z>wW3zHX;5G*t#Ez~fJGk6tO6~agE6X*!24VByJ=N!2-)0L!=oO>B3Ud&Z5`mx5m*p^{m&}^mx9zH4T%d*k{Qv#2i z?1c52ZU&1aK$!xp7P{Zo6~coCDxe1)OgQ?jf6W|>?5qRI+}w)NzqPV-%CzchvN{P# z_9>3GPg&^|k`HU>uqd=4e(?8_@yC(|P2BKU!a=cLs1kNGcP zT%$-NBR5W0cNeAzm^_+PivL5_TR^qZZI9bUifeFpDDGOIK+)pv?(QzZ3KT1zqQ%|a zwK&DyDems}rS1FP-~H}?t+3XdGm~N1`(#LR&VC-#1$5ybC=W?byG~Aqta$M$-}BOs z>yv2WevOLmFZh^Sy5EmJT4Mv%(y9h*wNUaocG=hphpU@K@GY|dn@ruvbPGo4wp@8L z(~k8zqP7tmR*&4(zD?9XXZ+xGbEIK472*q(;DC{5VOW;Y)on(qlR?s7ilh_nf(=4B z)oqcc+NvJKJ$-_sJqDyq^sVi~hJ8((zHl!XQ~l|LQ7l3FGVa6?vP?h+2B~|eS@_x6 zrX;2vN>X6+Q5Ff09m3v=@z-p|J1e4rm#Xx;5|S}5?_CRAGXcFBl&+N@J>$+YJUw;b?}gkF zkj5U89g)(XARYuZniJO$NYn%7qhh&WYBIB^TGA+6f*n5!xU}>E-yQD0EWhKeIZwHC zwtCKzm&(w8P&m+DL~ABH329}CO!QK7w2i@)aKsfiJOQ{xQ!RV#v*f187&PIx3ItNXF+TXo%i;^BY4_7~xP{B?$yD#7L zG0*;b_u*@##@EOO0rfGb<7&~v?m8-n2n}ZPr`Zp@qpWiX^Rgm*M%scJX(z?&)kT4m zSs>jpy=DZXa0v?*uC}y+lbfS!J?HqKwEEx;53oSa&8b*bBX7#?TVL@T=sZ>WPA+@S zgO4LZZHatex%EGspGO@eRc@hAA2vC1Ey8|uzlg<}qkC+Z;b(yRTHxF;%KD?sLtcK@ zb%6OT*=fQwt=cK;vF|<46C#UWxb;5^vbcVKk}(BOYyA0tzzhl4LWAUB`CGmvfC2DE zg<=O+ll`%LgXbt*zLD;yq>L+t2D5&$!2J_Ym>aSve48+l5;|ULoVS zABm-k-S6^Pr*k#{EoZsa=EHC~=^OrG*u2$AwE@1^zD#c!469jIwI>aeVw!L^p&OYm zvzYrk)zGlD4e1fAl?>_N5Bb-$=xsou_av5VU@RLKeifni zp0wP*pQjyJxQtv?4A#OFBm*NUW_s_av(h%B_*S+FzwV4= z`awZTPmXKh&K28UqWUsE&{g|wzwdYo=FO;Hr0Rmg!!lRP!UzYq+)krWtU$^)m=Lx3 zehnf*Tg95htlQ<1=y6VbE-l)Zv(2wYXXl4vR4|Vv?5 zGZlxJG(6o8pZM^nwLZRs2?f!(CU5-gBBtd@r3<`2sH?gt23 z`+=?{K`v5tZ)}tRAKepfEPQKdfGuogAHEQXR>17c#q(+$&=cS*W}J(HPJUyWpNQwc zgPVoL#}@q!(Zt-;2{8lpu~Hc|o2c&4G?{`~0!2L_#8(l8}cd}-o1{N6!TX7^$u z#FybkDhTto#km77^-_{e^U7Q8*dgxSCa1XV`_rDwg9nHc`4Dr&jWZ+GY>%3YNl~wK z2pR*>gw~D`e9*_Vl@Gy}Y{E=vo9jQ%e(hTM+%)x_1O;1l?E{ff4mM2q7t=Fj=~&dT zfzMtyZ&Q~7sw8C}GCeRXVT^8nS(;8C7}<#^`9OUKErT)@snwms=kNp0fr93HpE>CAQ*;Q< zwFg&X-|f%%`Z&9JrOWk9G|9YB^v=(Na1s{`GI-`DAw&eS0eIqWUs#M~;(Cqje_3*r z(-*z)H8*}!|6c6LNu*j4a((2(zX(CIDX;HtHdSmcm@WroV}pZX+*sH!bI258b7*Bb za4;7yVa^!?7sTPGdTYR*ec~*?{|=rgg2a=9Lt(_nLw7F##lzcJuzOk!5S5XZ$MQ1wJZu2$Y7pQl;#Ti=&p;q5fE3O1ufcbI>^s+Wcri z0(UE7KD`dypNoH0@JZWPZ|xk&O|oAbGtcP>?frMP}mCv~koj#};={znPOp9%bcX z+%hgRd*zTZ?OJ&F##;#aIT)AGRF#S?wim-<^PjFWH3wbA=9|R_$!3UD4VL(Qu2H7) zd-zq>xqetTUoj-&!(%|`An#Fk3FV17WCN`V5 zzj^1M8(S{ji=?FZB_@C1=!EzkkR!PV<=-{ zdgMn486z5PygN^)wf1TZ!;Bo3M4EL5$tnPR-jdvl26LN&%}c8)WkL&q2mXwV>z@Q{ zT0N7DkTK=~a}>NiijcGkGPhD6*+u9x(~;G@8m*+yD@oB}cVS+2*8`o81sFa$e>y=} z`m8}-i$F?O842?>r^oDEh8Z{(T9IEf)gEtUTx0UqXAsS0_?{8>!N+N}<-nroP2GDn zhAN@zF&Y98+Gf!(OaO0H0v?sUB?Gzrv?cpTW9aXLB~zE}U2wvArcrp$d7}*RlVWyc z`~uu4s|%Oy`P-oxEcXud9}dUo(C$7haqAC2mO>?%c*14Co`vt&q0IoF^1IhIJxJp> zK6;=+td|8?#g-1=c%d}uE~X^Hgfy$uVYvoiQ!UOtYR_Q7lR)v?McR!1(~cc3R%jSPph@`1DQm zH^-^vAR2QXabr6}Q$Zkqhn-269S9^K$9w$p;QLXQYq^2Cg(-$HBK;OH!0r9K%Ct0e zy~t$jRf$DYW7S*5zB<2cT{S#s1ghv|(vJ`T6(JkZsxZA_v?fKN#zSwXx8OfSc5_vg zWc!M?5g(WnfJQX3lnfo5|2g#0(5PAVoZ>br6Qa*U>Qv|5Y!Og5F1bNiP^w~ODn}F< zXTY1y!&l>N2er^n&-#~I3Z?4|G<(rIp~5n`UV3dY(qn1lVcN&5Y|G(V{7#n32$CrN zM16oKYIh6dLmyGEPeJnn{{8Kt8Fvh9Z==zv$jQj;7TVVlGCOHKHuU&MWU&$)9)d2s z50B%|Zy5^8VHto0#6Dm4l6Ydv)AUtq?V3yS^F|X3{yw64T(9ev6VIG*0KXsHbnZD$ z4WcIpE=}p7AWGYw7b!$H85@`TBZ;mlQYupj)Cb6#gjxO|`T92j3dwK$?y52_mB{qo zR@M}G-Qk@Vrwq4K%%B}i0;0bG%|j=)^}v1Qh$?Vp;_gx8P2Jz=ecv2pyVh7wr3_JVZp}dXZwH>U-GgA zo?zK%JlG1$Y1igVJQNC4X$zMJJ_+zA>jVgvc#UzlP5TYTvFEFR>`nJ$U8v6s{+#zMwUNAwj>;VE zB6I*rZ+uPyG&Cz(mOBID@EambB{Xv4vc3E6`LTxR16HW|*7lMB8%)8;RoyI~r!p6E z?A%u`ZKtuwX?y9Ph`4%>OoOke23smYAP6A8U9a_0`B`~+0nn26mZW!Ymffbq=0+4etS}c8n9RZ0&hVP(g3XA zVAWXAf(%&Q@?X%@URl7u&{QKi@Fp0VN&@j$L-Q}r5fK73A`fO(f^m*r5Fk@Uz#l>` z7+-m%2tMl{A}3H8ydQklNU*%`w;P638esERM3X5E;Dz|Bq4|w+{4I~MLQaKZ<@jTu z!2}^%0xW)e&VO5I{-~l@IU2wk8W5Py2tMSu8tM;y^H1v!*cPnx`i*YE(e+ACb@;`yovHDNoZmq#b{a4^ZZT=IjUp9b$V^m`cKI%`5lfvaI2I9KaI--1sfM0yAbUAUXahul^INBw}Q&Kd4er zk^=x0l+F&O3jZZtf)D%?)4zyWaO)2*_zxoZ_c?wmxBe1I!L5JYKFnaGEXVH;c;FG* z;{XUjgyQ%wY{;J>3IhsO1yF+|eF2m*Jpbc813&lw5ubtk{>OaA%E9|T>N9W;>)*k8 z=L=wj0V#m_nSW!R9t)1%Uq0!VH~>zAe8F$&A5H=|kbeoJH3@$s59a)`CV~g!zmW&y zoe7h`yZ#bL>p=gGQ=#O)IRKNK)4-d*b6^d!Ndb3)$0-j42r&)Z`3E_wm=5j)hu;GN zl9S~R&A_`BaOd9)^tb+#0Z2}c zzi`&yuvai<`M1{U_e%i0`A2H?`(^<`Y6p+{Xe(scf9ToZ=lqHD-`4=R^*hf0IIqB1 z*gt-&e{%58&E;T}<BCe8-xU7P<`EZX?=2WEG)eRe}1= zVH+BZd^~nw#(EH%7GO9z!~DUe_R|>59^TNRB~VEXqalrbH%~!Q`q!$=| zpZ7!4;{DllYF@e#4CCBt_3m5?bL5?1)qoF8p)cEO{{)L%tT+*)AG*J4~ z-s)}=`fVy^LuOFqmgq3>`SOxp`@s8XyTqgV(0MaYwfxKGsRg7L4eOGFt>#1$4Ene2 zPry%`c*lZeVax$=gpq3X0GiJ_nRDTmtek$M#FV-5T5Uk+UEM9>xg0P7 zYnec*6vN@mx=m>l^2M;=LL6=15&Fm4^xS#qV#lnp0DjSzR{ndwenO`*ogr33(_z+r zN~h0egb;Dv=E1vt!UPbQ<>QqbwmGD&YX=9A?~v|Pb$urZ*W1cS>;-*%j;c{h%S~~T#vD4ngv&9B07JT z6R$COzU3mQs?VKN*Ue(Ws^wbksv|&deBav)fn)zH@vJ_Pzt?}GUC7)rJ!#%xVUi{? z{V}3Vn19(d=oZagnet%=*VOyFQ6lzo)_Vi2I8G>c$zL(WbTl=^vy>c)s|e(9z%IFN93uTmmJH+9Tw(1t zZ_!VZPibfCe3=*s5GwA>3nY5<9sZl2x+W|bo1FKPFnR&Z_7GIP7$#@=Hr1%QrvZ&t zla|xb`P)p}t->G3Dvm;jyrY5VVJb^kpTDIKr~1zSqP-FOo*|t^A+g2q&9U*DP3ClPc8Dch|_D+{FoYiZee^)VY?h%J*s)OHhs}iXCac?2?$Esv%4@=W zDYQ;n?$^bDeO_*tky2H*P3lq?UQryW5eY%sT0Z>RpA!G9-`8E6&*5# zY97#gt?GWeA{`uQO9gcX`M|zjaa|K=pqelK6CN9Qe&BxZ!a4 z%}DQQ@@=*H`^R%T_%^whq@tXPIj&lbn`g_%2Pjaz^>F5fmcytw#iL+KPMgcc>Ris) z1O~tGAcL#|iz_scbR$$&7{BEek^znkq$mo0`^(7%o^UjVW(Au=e&1H1I9OR@KVSjd z)Q0U+70^~5=}%Bi*iPT8hcg(?l}~fF&@H*lysnwS!5iRkngxx|z;&hZn(O&*%XeK| z`n%sulVnt2enwwjXuPtA9iq`F6!rg%d5ci2^w6<=iah94##HoBSRtR-6N=W`5v z#@M>_jbgr;RYI>islnnc>+~sr3n`16&fB5W4 zIlS>%p#_jp?UEiR7^yfPQTw(whH9Ve&}C6l>(X#uFPFBANlW&fZQjIUAJZUEPMTx& zON$E3S4+Cj#K{<}&}u2^)pesmla$j@wr<=GYsJ_b!P9LjIe|Z>r!U6c*3*LP=SM+~ zSavIrM{z9P*VGYEas;v@bjNo50!;f{bQ4y zkUo6bJ--ycFoSPUF94{cr6bN0mSLZ1Uo74k8(9Z&0Wm1)tqwchfL_i}qEGw7Kv@X@ zOz>OK31X;s5Zti>IN)pz+7YlKwT-Fo!HVZeT0ucVIdYM5bGN_cZL;vLM9c-f_y8k=5S{ZNQ9FQKCze(r))RhJDs*Vny_z-m3DBW=nwG3r$-f2KbR;xn62{h3hchFKw0{eVOm-GE^^?v0GGL6~2wX-MCl5C~2Uh#poXq|_%#AABd}C|n z8*Nr&ouPlWL69NwQO$`B*qrx12gO?C$KxzNXGsVQ8wX9VOUiU+NUs+S1+8wk!HL8v z_OJ5dtg_&+Q5#|eA;zewIvTg5Vpl`!X$$qPom3871(#=$LwxW+>t6o zbX#i5YB+ID@I}F8{xKg4ZOR#}H)?n^vxIpm^Nw9S)R9JOUVG!l z>Ccn_S!E&bGJ4e#7#@>HI?zq)k0yZtv17j4(JxW7prLCkgVCUU8>{BUZN*lE$hG3f z=YyB8+O_y)^6;*s+h5&1(xC@y#}NvI`ZNuC*nw+DBQJg>O+Hws$6hJ3ze=t(&Rf`p zot^mR&sKrv0YjNXFuZ#@1BG+4-q3c4VLZ^xRe@!NR6q418yd}6uLfN4O~CXXg>0ArHfs-b>)4e=M(q!eK=V`tO-8m z{(hcH^<%yNpl@bBSWE?%Xg|T{l$ybAmT(ZuU?io2DhN6?rhBeYI6;{qO8}<9-hVYD zhBu=Rb9^7oT><`KX{x~2FO>UCA6#kt{LiO*w%_w*ppR21va!n4n23*0GF3ngKebkJ+ux zC^1|^j~Yo^38?u(n)h%fhk+MTL1vvA-P3Z$?+ycltB#slw-Ru1ScMTj*{tW%(m6H@ z!N+Xl&|>@o7Y&6I{tQ7YGU)vU&>YGH4ONq6XAU=L0#zKCKCnRUWJhF@^{lfD~cjoS?SgsYJ4khDR^5xCDO%w zXe8V$WU2KfQd43UBO^`8_1iBAR3?F6th4oG^An1!O9c8Uk|)MnP=gJaSm@;6d5R7D zzp=P$5@LbVf|-Y{sl^tmRMc+oUG*ky7s?bm4g~rtH_AXqt_it99?=jBzd?)95(!-`jt&D!%} z>alwN(n7s*eyhUq)QnTfnd2iS`R5_TMdeW4&wgv?8gZO;#w;6eluxq?p0+{XtlLsZ z+_iz%fb|LGnfAR^n;H0!0iDNRppxjPG}kTXrsJd~b&jFBejvJCap#XD5KZ)3!T@y)$lgC+QBFTjz%)4W9+g9gClrj;dSIdEW7# zY~P|SjTMGwcr!UIX*ABn6K~(!wCG`yaW}(B%9F0gP#x3{aH@aQ8U@cvY%iz?_LKl` zEY1&9VSg&5GH(p4w$O6zR~29CmyfpOSyeP&8@VEAs~uY{7y=7#u#nyWaXtji!ywhA zo|tF5MbuoDb+6iybio=upSc#N)7o^q$*_Z(5z2X``QC1 zxHQUyeJL?q6A`_#Y3qJ35U^XrZHhd9dBzYF>m=+dO^i|Q?JM5c9KdV1)-0+Au zQSrVUj$}onWg4z|=4=#B9jeePn7ds2G|s^^r?tXHp=D21ym;|E+v(#&yVFPD%-xVw z#pAD|M?oaWwjn8d`8{>JMwp4sB-Ai$k{aH|y0{ur9;z^Ap-wy`@nG|ay}k8|1<~8h zAMS8b+wl7s!0+NZT$8vdEG1JW(5&>NbMU-HVU3suc!7fy1j?M0R5lPB$pP=*?vQti zb)#3N57n4(SU5bOuf>~%Tp||%f&J#1NO*(KMvd?4-_Q)(Cre#%_(ymmB3akM+1ViZ z`k4I?Xh${c6n+Th{l?9Dz42{5nUqpcy2gnSPB5a9m;0>>Ru}JQM``uG5H&Z&EL6?sa=qRl-B8911Ycx>Mh##Zie&RK`K!^HTINMqT1qcWfvnUVc(dYk z`5;%k5@2;-R9vm9L@Nw#f_pla_SAYKoD{DjE(d92J&mL8 z0XYI2Ba1dhmDI+G@bb`esrY5<#4#y<&{+|z#}|?hozi?Z{-M!J$3XQv=k^n{U0q~0 zOrg`wsspzsp#&b2V9--CQ0y+VAC6=McfluKe|+sJxMxZ&@ZjR`}?P z9eHGDi0&0s(lm8%wfo%Mx1Oi7TM}S4o#e&>m2?KvT+syb(L>A3avZQ_C+R5N+KyJn z+HSvjdWRm(`E6XgrqA$=^4L#UET56()`MpUFu!i`)%8$SADEk*zwf&(;iK;^%%n&! zHYM8T>yxP?Fl?SwvYRp`NKM$^Dp0^`KX%V&Z{A9B;Z}roki|x`C@1Zhz2Zvz)uS%8 zKO*UnU(cm+bW^O~l9-uKmd-i*(oT(8T;KefE#ZMX_&66p(|5derR2`*?1jg#{d3>6 za2J%O2eYQl02~Wzl0QFHetN`w73}S3v*{0-l7G*cIpcFQ?T_r;fu0vuX6L_Yofrpv8nu%ovD0?a;qRsqad)qgtyBfNg_Ygxs{9tSMK5= zt#kL0a$OLXbky^FsRiNp<%Ud#z1(<SUJtc*!`_z{^I?+*L zW{&jqm%YGx>nnXZ9MHp%*E!o*DAActMBdaE5Ma3U&sw!K(AiXBpZOZy^pIW%ZU=p_RJk1e!J4^1~uNJ z&V9Pj%ZHXSC!YPaseHF_;8MPwFlt5tshz#c52cV7feEUD5Y7GeJw9%TQA>H3@0BE! z#BLvC%HMzW-fX+=akw_>S9%g=5ED#)X3@c1&@|;6pu0R>LcPB|4t<|v%n`!$5|m~NNr1I9pqS?N3B1% zy?;e==iz42aZ0g^*-)A$a?1Nw(4^Gn>N>8k_(W28uAa~vdMVE z^a*_Rn%t}*Z4->AC^FsauMozkpq<}UEug#v02&Au3IjQQxs9-a=>V{R1j+XITYk1% zzzpK=C1Ahbw%X&MQG&l+Rs4a13EbAQwOLW(Vnc66Alk=t_16%SdJO9_6{J4SI|H8*#&NHh(krAc-i3GU498(^`7 zo|sd9wmHgR z%t}=_cDvM#U{X`wgs|d#!x9Ia2WsX)M^V=B^E8!&7s-2#dG zgytng@X_c8b@W{V%A$i_tOuOF3gt=RH=HENP^C5)cU<0`vb@-Yk9m8yS2^zKIFu-->zoU*y1Q92ZQANOo2k=pdFvEV0v*#?lb zM)s8=M*z|mA<7WQnLPFWw0ld0XVc8gZTdLo<8aI;`CK0h>*Ff znKKkA^`}wS=zNaE_YkfwCwTDEB~WyH&k20F>^fxl8jcPES`N@YsOIU>ZNjafB)c>- z^=foD`?RDyU}$m-sB`@x?M6&r7{t+aVQxFc-hCbUq-fKXk*BcU;LYz9Y};JVU*;7P z-{JERxm{6G@{%$#cdCw+m7*#tGNmrtK@F^3TG3NIbel??@j4u~JQ3q8il8~ha-&T1 z-$wB1Ug1GHj0CzJRwDl@Se&?OwA5Nm5;;vOjptsvlkQM@T0#D0hgL6Bu-B40(bI_} z?SxxsIEcdTh5OBL5E<$NLsaLc60X@33r1*iYdG08@%BC#&MeHW4OUjdNCEG#jYx}HGMNS^nG_xn4o{j>M-u9r-} zr!zy5gbz%Q&9)a)Pv0vtrq5BP-_SqPOA;bvuVa!kT$6{4sVageRm+DrKTcDT3d zik9m3?yJpL#G$!_4Hry5$ETP;ekGDkehIFCO%+EV6)hH)&Oi_*ho$wZTTR-iNUrSt zCC=+Fgd*%)MG5qgHmREsZxgjXQMvwZ1LZziyKZ!2I^OA7UpMxJ+=B?Os?pd5dV+@H zB`=w#MU&xQblU1$t_#K1G^y2Vyp!n2V;23KN_DZ8l<%~Bk7Y{A%wpr6OhVBDxA}rA z5-dLg@0r=ips*yod)hZdy8N(J-+x`~J8sOt^o=chET>CyWgiZ&F2z<=Uw;}1FHf5j z7+7^tt=CgE6(}3Vtc@=6BZ_4xbYO%NejE4*^LE2=5xQAyoL`{{{jK_mb~T(WR>7h^ z1waz#+m{$PI?6IEO6Rprgt}ZT&xvOxeNt^KU=reI=d+jHLHUw z1GYIh=eLOs!ZO2Vsa{G%Q&y^Qm9qqq6t~D5+6K$^oTdDc7~2&h=xC_YfDW`i&dH~B zLgiU!`U=%@{xoUg+zVYJ85UJQ+l-}7N}!f4z9y? zi-+dH{M2IY+mA;JKX-P;cq_2O$e&xafOCh&3kV|%xyBSuSd@*`{6nvZI7{BE7Uid& z=w18ZnMU>_jTKKuA4Gnet}K$xTNrn7^0m6hz@@WLw+8V}oLg9&fXA=P{%a6+gf{Z0 z$c&2Jr--HL!89kbU&Nazdscn&KY9TLv2t;H+Q;Jp2Ua5|d9Sp6R~xds@>XhS~%y-2&MO})IE=DDD+%+Eb6|#=Uv__ z$r2-lHQ>F%m>wsO`G_Ne%m~SA^DY#*4%aLM`PyFu<#7+axAH5oYwHN|&yWk6!)_dw&MqxFRC549EA)orJ03fPdxP?IOVcJ!?~#0=hz zYzkT%yqv4(M7(vhs9}rSxv4sZHg&xE)7w#{bFimTqjj90?vFOP*_Ldqr}B!~=~JX; z?eRbPC}*U)&U_Y>v%*mHB5y?OXVkSsO_TPhdco##cPufsjbWxRy$DRveE`z$=yd&z zgyYG2mNjWUt@&h$+A-4T#AjmkLN&Rp*ly8nIGeV_hi%_xR!?O`Ojnm! zHef&+S|msGC@-Jz3ODb?X5-pl*WJIe51B5F{_(1o%X8UdadT z`HGL?xEMT*ddb5FgP84yO9aG#RmBmTJ2TaFJ8n+DdB2}iJ;r=!HmR5YsCPFi=wOQrw;A{TNi@#q;CvtxHGIMnCknHc;!>9JlD6pZjWf3u- zuF~5`&F*_XU44~q-P3LyIyL!Y`+^h-!sUx%U7KQedWhma0Np`*)(+%xvMOx$j*G z4k9Gds6%fFo2;&2u_)&@5Df#hM7LT$QCyqB7-Eqn(gt~n5GHg1Z?2uD&W+fMmVBHv zv8^#>HSfFfsC}z_pU;bBNGkk(DP3~i-DuCr>sYP6Jqc5`zJ-~SEKOLzStc(Z4}E$J zB(M@bk&P7grMv}2I>I?U+B1E8aIukhAS#?k@eU#wY&&}lED0msxrJ?r>p6X?Jx%}W zEa3V4CVR%F`M_)!c=S_J`K7kGaQI*bRbD*Ael?zKtNhI^clmzt(N>Foo%`Ko2LhR2 zwuJ0gP602kC%VYYS4M$+Zu5+&adt18y@`pOPw)A8?s@FI^_MI56~{Nzh$DQ*o$kqI zcdsnOgIB_A*{W5dORgIieIO$q(1s6VTWc45M76#;_YU-R0)NFj@8cJP@YQht9JR$3rCXY|A*knOY+sR|K4MDMrP-bHOzJ5FJuCwM4BR^=5cY!Syn) zpW=AiHge9X8A-fBwKFLG6{16J$?H$O1{62jZ%Ga<$Q}hl3~bp^l*15exJJR)CjvKE zO)+R2;21H|Apa_NK7#g`F{ppDb_0YkJ~YU)V0a@#vj1Jla4CR62?-KK!Jq>P3tQv4K>!l9z@P?oN@E~{B84zG8cHlMh{5xHe;qy-J{a1NkX(N%4?%7~ z3=K#w_P>{g>W?8y0WLlKv&iCe4h9v}Ki(hER6d3*B)H1{&tG6zfZ>h~`FGN=0ip>* z4HA<3_jCSSA^|9^1%n2X8?62PeVx#)7@^n@+AVJzW7$|?uLui{A&kT?} ztRQeTKSl#N8fGCKs5l>d&40W^YkZhuWT3f5@X<`f5HJlqI+%WxP~1G=6;i(sAMwYO zAONYgfOn4upujZHq+wPQfx;*MJ^5)9W-|d47bo}Mq8T301{w-Z{Q4lcXa*d5aM4Vi z_JY$=AHerkeSM;x_Dc;j7{aVsZ9{*KtsT9|<7Ys*Xe37NDmBDCI=40@5JdI{a@wd# zA9K5UH3tZH`LXx}ILCq6~X;kT;$28EgQ){Iy-rcgLK+nhKe+vx=&rP-N^ zdTNTP-tP+O#3eX0$y71{Az?xz{Cz;lK`IW(9SP((JQz)>x1I`<@5H32IQCQ^6>}&x zpcSe_l!^GXlime}H;7UN78Z;$9ejdMV$w>`kPXWh-SW#)QgZCjpv~*-LHrUobE}|~ zI60)0EJp5h=pwL5UMp_ar7ZMc+Pe&Hh z2mpw>#Oein3QkuHghm(1&ZTGMk5bK_gt;WQy-GB@7LX|o+L_hBBa>3%$7lQ@VA)n4 zX}VHdg!HpMmzJX|MrAQev}V1oqEylqf=c?zrL;6KsV{q|^7BLwpX@I@r~(BDD_kek z6jpm3)0}NJeO|IgCKWlD@(3*8-PBd_&|5JbL#B~1Iptj{=g-52Xd3-PJqZRvd7ZWn zlcW~y0zVM2*~1Uklc`!cpzFcKZf|RXzls}o!prT?7jG2^D=@oF?+KA`#ff-x^vHFy zAz!Ens|llzkyp1KmBc-bO|?oHH->#N?w9wYp&)o?@Gb7ga{N9f^?pViFh-Y`M}5nz zVsK;N7%G7ym-N)F0BRtrzj^Fp;u3UQzW`JNX(%TRBGT(u|s*6*nbzpY4I zen;Zc>Z-80BaN^k|8k*xkrTD}yI-^WtGq?{@GEVwhgiegl^vHy9pZkM_sk8nD`t7a z-@D-+1Q=%Mn`MX22G7!i12i( zoh7(VHMSHFo|ykYn^(i--)@Jc?3?p#34HfW8Gb-NXyjuos-LJHc#R5kvn0|3C;7!^CRX>XLt`u{J~^-0RP@+sX@u+q z$|Nw;u}043M(E__fG|_E;#qZO{k|Rio#)kw8q4qB zbK-hwEtNTFY2bc^4R(KrxTcu!$!e5sp))6RcyrJukyzq!Gom1Ve|HKif|a~{dLT#q z%U#dHZVgbXE{Nad%8ZluHEPtNc;eLao3P-J42k?0bwUz7AEg)aQ0UiH88sEdCP=2G zS+p&tSFLjj)xfo`BM(2ebYGZV3`tg9-xW`-sGGiFse=!NzJNy)B-(LD_?7#Zpm~vv zocpB(%mf;h!wO88KxNsaef;J3Q@!R)Hi7Q@l=;AKn}>j#_i4T<>OY>Yw=P|pw0z1= zKJX{Ma(cc&iHIKzyz0=3JL` zu^U`6In`Q_()ht{Y2diChTaN7hyG{=Ji&GXPZo7f9-UW@V6=jV!lH=TPLxcllvt>& z3k&M})QxT7aFHuU!39q(CX&pR=6N*}E0P6SExF}0kiRsECISZ#v__Y7mG3l+g%N+% zbWosC4qSdR#%*W2_$<-gsGKj}L37o!aFI>OFf09WzzN=^77l|{KsX7-M$u#dUyD}& zs2m^MPAVO0fZLKK?!^-65-t$^MNAK_=_6!Alx1wxXC0Ut%#+18FVBN5Z9z1ylrV1w zbJj6I=9|4}F=Q%Q2xX+C&W##ScwguA5eS6btVy*k7lpX0p-d=F5C)cz$6+mU9^cqb zmqGaU6570ZUmj4_bNhxXKc;-A?Q|&Y7AUwmfY&)Z@Ak$)iB)t;ADZxE&WtEzB?^9w z`y^yBsR?Coyo-H5Oi7XVW%LO#VnzdmP8&xiMuNl}e@hRZH$OXI(sUU=ex=?mbAJnh3g-j3mYKCJuAO$@1IV{M!+ zq+oXJ@!{wD@J!S6wRrC-`rYLrZFov(wR`;Br)WHObJjW+u|~dUGn4!POHhFB$Hnwq zT^J{8ultM=B>RJNLeHL?_S-0!=*@=y+T#{+O zfzfS~p`)C0nQ$lM5Z+Es69l>%pZ3#CsbB(bs6``(CdEnT3M!iGjI zqpgN7emqZ3s$Hq0PxAXPoWCa@>ML=A7GfnW=Afiz zOeLswf-b;}r{^=JogDpg%du}wcA%j?-Qm+7V{1~CN|U^2#5tefuLk7hieWWN7gQUH z>qVkrqsw&;Ay3}!3HQ=lgaw-#MC>ZQ_woB)UNXb}gvz5=GiG!`Fy4zG8iZ(cOxd-M z?-p${<#cPtz)Wi{$z&<@*4J^UXJ+DYK5VS)y;>Px-{RxoIVVEBj0yPxz~7VR7?%5n zdd;67I$kuikpbTXYY)sQs*8q6X-AH@=GD)(GN#R^_)wX(p#>45WLf18V=j|sm= zH_K7uR*=JMAyk~%E~<|)e@!UIK6ApiV}-Sh!sjgSFe+R6p5Zh)Z|AM>u+ud09%Aow z&>Y}_GEUp}+*vD{5QqeClk3!H1ox%2k9hhFB7;dI*qQhAptx2n-yZYYE233S3(8j` z*)yi2(X~1S?gy}0y-j)cI)W>8uC-NpR1`r0DqSL^4l-G&fJm)sQS;XuMe3UbW8OU8TAuSUCcnS(j~MRzhN%?oRInnvth2qB^2?t zCi+Mei&aF0HADq>Ykw5Ywg|b3xxK4{lL^l<(Zh*Dbs&)Nx$^btJ_{2nBa7B;YPYL9 zS739I`HpH-VJm5R-jCkOs{d>Sl>Jz+`8I7`P_ie%#?!OI{)+jzvThy}g#j^trg&yN{4iIJ?fQAy9nZ61J9W@FhS)Gh|viF=r6S z-2ZJ{eu{Z(;!=8mKXp_=Pp(~t<>&DJhsN|M5DW0f0r1-ukS4;jALWMHjpy!uBQ?j| zB$Q0Qzd2)(7bF$FY74(%5tv3Sg@7pG zOe5e=Eg2B-`&V@^J^Riz}S2dq* zJ}|MV>P`Ag=J1CweKy|^RF_;q%fOxaaVdE%#cOEUx#coH|BnT%|?mRx{O+%t8TeO2sM*K)MXWrU7| z-ZxhLMHF{Q-#FhXJ`cShnsrrsm#?vr)bXP~U0Jl^M1kF*p1l^|q-=RA=(FEz9S1M< zG9ObB^`DkTS$-3OP4}*2dw!(Qr_-eB6sZlL`|8fIX734Nkte+Is97jIA}$d!k1)4D zOVvEF6A~Kt%O$`o1f^Ogruv_O)H1Ob0^dt$O^MCV|3X3RLu;j`4f2Cj9zzuHel}xbQ@{f6@0uElKaT3qBpX2 zCP(m)HO_CgYl*qRcnR{V5p zR=~Fzfs2Y2eUs6Ex|H;33Igpa6n4-H-=nHiID|0n4ZgO97v$yFptogbHs6Y9*Q-7G z1sz`*GNJQ?Ye3j3CxIe}EkpAC2kYFYuSHGVty?5a#HXsdI-~Q-3gp06L^e60l2>eo z6+<%Y$YA=mii(oqA5ID+N)q;T3Q2fo#by5P;h%Mg4I8XiTKm6z$XVIdHIxM{;PRy- z_mTAasxT~x8GTfBx>8-tRJ5H=5zv@=gTpqRQWadOGB6s$6D<*?fs^?q7s~`|1R$*~YWofztFM35e%dc?w z^8mH1T>F4S|br_PXc5O6B}d1iZ3Ysp8S2`IbTT}d8A1Q5SmhV0iahgimki2 zK}q}7$}OohQ~v!x=R#VMCa^L1+vv4&h2wDA-A2R$Pr)WFh;=mUW;iQoZ-u^@*L zj`M-`cRFuW{)k4Yn_%FHpvaOprKa(LBMJ{v6HHXPrd7qOCqQ-P^m)8arN6wCSvu;d zno@t5#+6qyeyC=~ zkOlEe+)>U(&GI`fU;R3~N;$m3C(S56>>WAIF!s*D{kRLB<_3DKl^Khg26{EuIX2g| zEpL$<@oq>8h=Jl++AHxMy??JxQAHn*<^yVIP&+#47ccHg7{UQofN%t>Ej3|8Mnq&p z{ui_{sLjZ+ms;x6Qa4^W>`1)XEtL5s%P5HL<^0|L` zjk%!QYCsCHOsZN2{IOTkbm@0#r%UwvMNZNi6jxuDki<#0zZ%yyv@83x@%9}9SeZ|i zq*v>X5uHK3w`BuIMSCO;NtCRs^VU*Sxy%~;hHr_FVNQ5s8mrYZO7Z%;@P-K2)7yhj zRYc36J*O5&+_7=%jgz+*KH1Fmr>GsBF75X4?IoIzrX)L+>;CgxwQmNGQ?Hh)v`#T~ zVRnIK?T<@mEA;0LZO2_^-|TAw*H)P>p(h@z<@RmgOj$F}+RV9d{Ws(qb&RLh1-Ovr z(q2xpmTnE)tj`uUP2#`h68kWdo;|6KBULs3C8MRA z6rN9Koyo*CZckK#F;Cxqo@g13_vh2p(5;q7bsEc>%EkZ0r=of4525d)CyaLH>;n>l z_FOpo3JFmSIr}yVADEzXIksgNK`Y;WKy zD5HVK(MWmeHde@XyJVS-hDiu=w|H!Z$8Mn8xnKPk4pK2yxHxkR=^s-oEw;{$RJNfZ zccIgEiy_nNM{q-Kst3LTrI=_6%nBrsO^n&t)Y7q2tW4q`vLVVJO(71VK(US}V2F4- zC8q%M0seqno4Hj3#}9WsU{9{bX`wbnJ@l84rX%1%3(jWZJ~$}7e@@UKpqPXd$)djjyhRh zHhCL7x+9wl&?m(dW*cg}v|CRCmP<>=fc0yw!wH5~aroq14;k9__ z(MF}Y79{9DN9(n%yF)hNYePjZ)U`#0<@$ZeOWg5OCMqHUhd%`jpLdUY@hoJ7JTTlj z2?X;<9VSpQ+1lj0BT#z0K&PrduE6iOzDF3Ewwu=&@HNQ!(mHtnQ5FFas5Wm;=jq$L zic%3gm{!osA(rKEDpyMQIJ)$c0icpBRn)CFLVHSh&LOqgdYRlufa=F{Jw`q-vS+FI zS?9!k&l0LwA*;Vrp{T!CA){}{DoB7eDd?b2mkp2CfGN|E-(X<%9VQgvF(xB+*adTD zX&cUnycNV@2y(3PaHIiI++Z+>e7%U{N`6UM`Q1b(;YD&Ntrycx>fCa(dZ%@)ZmIKh zh-##By?Nm9pR7GpT(6r}`c!;i)65iJl)Rj=<~fw&hEb42AFrFx&a0H?zL!Pir;*ey zrk_`Q#;o8yw_ZM@*s7BRy`=K{PXAn9?r3B73B#CplQLlhX50@N9Ea+8lmWy!!EJeQ z7dXnoes+MQ$s=g971Cgevhf~b4sXWjU`Pl1sM#gVHqjQar01uzcaqicV_m5{4AD5_ zfM?#>BI%yl-XiHR-e!FFPV(jSciTRqO`3(E*^HtO^mTh}!NCM+!lc+{Lx2Bw!~o1L zK+K*Kr9{kJ;0v#8JRrIVmIEed!GdZbL?^dw_O-*0&Pmxhe2wms2Sh`U7vAenbWH{h zT%v^_huun{Y_&koOfR^`r(EHFcPpV!XA)tINfyBNx8Bc_J>A=8t00)q@aee{Eg_ zIXn#1#n+86){y(j%Ru+ufGpb0DJ{CF3SBLjrZNH#V)V^7sT_WtbkK~!FqTC}{) zfWy&yl?*!tEllIcED@(FF!FlcD_z@etfnlKKXfEB33ft9(f9ZWlr!{5yuA?>_1+J= zs-~)t^{`+gTwBWH9)T4z^q@NBg|MpQmllVlU0J1w!$J!-i-!wj91vOK+qfE2*aW39 zdjtqzBhjfPMBK+~g!{&dDNPQgDpIu~a=s4rYayyL@a>$81b>gHBbfPxB+3Y{dJ2`Y zfLhdwD2?KHO1x9K^FouA=&$R+heq{BYqH2{IwTL+J@;#efqBjdoGIL5F9X<XkX2L>8GTPEG-3uyn)61A#t8tIDAXn%^KcuAQ&#g=0oBcn7;j1y{YVuwgGNq(c^^ zk{L;!x$Qz=AVr`Xu6*w#?f93K12s`0xjsq$UfGgw8PC)T{TsHT6%})Axc`lRW;Aud zX8tZmF#AzoatyLEqG}(@wq)TAMw3=WnCvN$bG|s-I25&9^~6qG@u09YK?y_6jsuj) zOUyRa+pd{`3hXxmwY{sMjUPh7~*E45_q`lly(7APr# z@^c@Elk)NOAzGz(CRi(!p<(%|zvIJAF4UHLhVNdc-~9ubJ7VyE!(3!{ELY=4x@tOp zHY=aa`0$wvlB2$I5Pzt1uY-8#<<=tE@gsYuC+u8LR&st@PvRd4OG5sEz_uRWKVXzp z*jl{YY&1*R>>Hvd9nP=KTXL%+ntyPTkk$+GuYF%?OP+{1D+m>%MUoitNM0PYN9tE8@Sdt_4fvP;DcTbcQ2QQgE>7 z(O%2Y3|~DDAO+8uWlky)wq63VQBpkAFUQ)|uzdlm*y~eBCK6$Twib-Hv_8)&*()zz zF*o`ukg&{(La}fvGwogQ!`r(4%qnj+VS0|c!W4;8(=TJeonNh4BXkSYkD*BOaf?mBv z>MRJQ1JZxN!UAF(fPeJFVA~9HNB=*dd?$xUC^~o|80>VFKZcC2c)uphX+xRN%Q_WD zPkqK#xoMo$DympD+6GObqU9-6A;saAzf2?2+^ex!OMMg(m2le?R}UeH72GY zRg4C6*Du6%ZbW^@irK^@CO`7j$`mum4*MKu*7oP2)0zcos(v{{Mp;5nzA8HtOcvuA zevM3U_Qqj7MdRrjyP7(qLw=1~4E8WGT2TrL2#b#LwJa`2q?r+RPzoLoYxsQ~wywrj z5Ad--)(BIfhq|K~S+x***!>>U2xGU(6k|+d>rO^u4ATfDT^pqmh@&ruGY2!NhzkBB z43A`Fk-TRdM>RrAoI)O-LOd=c5$scB6^bKj3r2C%Mp$RQ&U$RG87k@g^NsUbmi9^x zMCux$`RUW%10aPwOjs=t#Iz%?PJ8zXNBtWj<{Xkk)onH`HN&rer` z;DsHyhc|31oraW3W}B(J=q^zdd#@@ASa$sMfL@Ut{(l4LKVxqVTMo+_tH0vFEejwV z4YuPBY{#Y{wP%Oq@xe}#!EIO&JzR|PM9gvzun?HlCp-Co~8dVxutGdA^MhO?dXUTeS4|R4F{vxF?(++tklbM zSv8|)ATiNs-yjf4OMgMp50xH3(+{m%k*{%0J8y=YY<@jQH=Jc!#P0QgxUhhaYY1vU z?^-|pT>pc%$(+=xK;s1n89Dp;2&-C?t`334(D(9kuWDHFcSD4?X#AgK2=RAm z-|O8G6#JbQKS*RoB9;||v$0xXV*W=gpver3^kZ(2(!+)S&b{D9kdzJ+Z@~VHPgBfJ zQ||ehP6W+-ldb05Dd`R>d>4Q5BLLzsN%DCcImQq}iShDdzUR#Tvs~aNV3Sn|L}j;M ze2y-)8}hx?_-@$`rnWI#>A;MgiGgGf3(w-V`rl$_xaE*cN8I<(EK8eL7M7e;Vrq8~ zl&ia1U9b=ZScr?@{dm*&u*M6@q`-Z*%@!_UqaReP7aqinXoALg9rMUgdvj4X70FvyOrfh* zqE=aXHz}@+a`N>SEFd7;w9`}b@nf^g;a0oi zUDgyGUt#ANd!bVdXzIJ7htLvJ^jrZieaCnGgj_C_}C+cb9m& zhFbq(H?Y)@Hbc=rxn{bP`g?AQg+P`Oe_?%wB_5?clW0ChgFLg>2v271Xj&$XFmKTv zEZ*j7l=xHQPpF`<;lRb);LH15Gv&djaKWWlr&9=&g+zkna53-Nrt=_W>yLrWNo{)` ze6A7nOPGCiG!Is#^<0i~TCbH-EtEphws{-kjydT>8JW$q<(q$Zs;D0c?zHy5l814|pD+-DA`;-&q8&mOHq&Y*yg&0g05 zY(UploFsB_DlH|KGh>8)<|I|o0@^qN+F0pzxa{f=rEbCf|E!YHz=dz)9Cjk}uj+$N#NB4j zL53|yZ?34hk%Ge-d)^3VbqIrPADZh!;B{jjVgZ9%eMM~s4%1Cpdg zZKWw}`(%d^EXoH1v&hFH5k1xSa`ulf0-s68qC#UMy0XY@zo368{AZ2>3GlZCeAF#} z)`0&R;vTgDBMAfI=2SO8- z%|E}B2_=&@(b$~v@P6jeRA_b|r$2a@P^NFTKunPWCI1Z?={dIWc=?30y%wa{q0{Xe zj-M=3G&|O)a&hmkcU;pp3Mb0;A>$ZyLX_p@q_(^P4?CL^hgzsvop}gBJHDv9y;I8# zT4Y~In!QgvKU>feTo0F&dt73aDRE0!AB*5aIJR9u8n`)WtC@VA(o6K8y7>MSalaAr zbI^1Lu}rW%v*ofU-%L17VwOv>=C-}wL5uXsSmVkw_oLIon-EdBu!IGLT$!Nf8Y2Bo z9A${J=<=EXskIQYC4UPc1{`@Jr{hcm+1Bx(x!%+9ut@j1F=vihXX&oWgLA#6NwW-?kh|=g zSe}fL;s|)**ZqqaK$AWsvtJK|4DA~C1X>LqvM1)nyY$(buv2R}}^<#|T~MQa-Hvq)I~yA^rrd$6 zVLoHt;CPgecon+Lf6e{qnP;pLS8157rY9x$>_nH$Y;!h4;GR%skz!w*!d&lpjaRDX zbTofF)@YsGKfSBf?#`z1_|*n|I3@l0)V`|?%;nlhD}ppLNhS zWY-rY29cmWHh3yJxJ2H)$v&{idRG);$D1ta+3da>H$)vSLlmZbrat}15J@{*EsEeO zFr7~`y;m3abS+@MV&8CCGha&ZY5s2^XJU5Ma=f3@4_otxGS0-DDzWn!-@%-!UlQgs z!bd425lIFZ2h!;gNz>j$Q=7(44HltFkxyfw#wXewK%xya}, a reference-counted pointer that is thread-safe for the required operations \cite{cppreference:shared-ptr}, making it a suitable candidate for this task. Although an implementation using it was explored, it presented its own set of challenges. \par @@ -110,7 +110,7 @@ Applying the \texttt{Cache} to \gls{qdp} is a straightforward process. We adapte During the performance analysis of the developed \texttt{Cache}, we discovered that \gls{intel:dml} does not utilize interrupt-based completion signaling (Section \ref{subsubsec:state:completion-signal}), but instead employs busy-waiting on the completion descriptor being updated. Given that this busy waiting incurs CPU cycles, waiting on task completion is deemed impractical, necessitating code modifications. We extended \texttt{CacheData} and Cache to incorporate support for weak waiting. By introducing a flag configurable in \texttt{Cache}, all instances of \texttt{CacheData} created via \texttt{Cache::Access} will check only once whether the \gls{dsa} has completed processing \texttt{Cache} operation, and if not, return without updating the cache-pointer. Consequently, calls to \texttt{CacheData::GetDataLocation} may return \texttt{nullptr} even after waiting, placing the responsibility on the user to access the data through its source location. For applications prioritizing latency, \texttt{Cache::Access} offers the option for weak access. When activated, the function returns only existing instances of \texttt{CacheData}, thereby avoiding work submission to the \gls{dsa} if the address has not been previously cached or was flushed since the last access. Using these two options, we can avoid work submission and busy waiting where access latency is paramount. \par -Additionally, we observed inefficiencies stemming from page fault handling. Task execution time increases when page faults are handled by the \gls{dsa}, leading to cache misses. Consequently, our execution time becomes bound to that of \gls{dram}, as misses prompt a fallback to the data's source location. When page faults are handled by the CPU during allocation, these misses are avoided. However, the execution time of the first data access through the \texttt{Cache} significantly increases due to page fault handling. One potential solution entails bypassing the system's memory management by allocating a large memory block and implementing a custom memory management scheme. As memory allocation is a complex topic, we opted to delegate this responsibility to the user by mandating the provision of new- and free-like functions akin to the policy functions utilized for determining placement and task distribution. Consequently, the benchmark can pre-allocate the required memory blocks, trigger page mapping, and subsequently pass these regions to the \texttt{Cache}. \par +Additionally, we observed inefficiencies stemming from page fault handling. Task execution time increases when page faults are handled by the \gls{dsa}, leading to cache misses. Consequently, our execution time becomes bound to that of \gls{dram}, as misses prompt a fallback to the data's source location. When page faults are handled by the CPU during allocation, these misses are avoided. However, the execution time of the first data access through the \texttt{Cache} significantly increases due to page fault handling. One potential solution entails bypassing the system's memory management by allocating a large memory block and implementing a custom memory management scheme. As memory allocation is a complex topic, we opted to delegate this responsibility to the user by mandating the provision of new- and free-like functions akin to the policy functions utilized for determining placement and task distribution. Consequently, the benchmark can pre-allocate the required memory blocks, trigger page mapping, and subsequently pass these regions to the \texttt{Cache}. With this we also remove the dependency on libnuma, mentioned as a restriction in Section \ref{subsec:design:restrictions} \par %%% Local Variables: %%% TeX-master: "diplom" diff --git a/thesis/content/60_evaluation.tex b/thesis/content/60_evaluation.tex index b9f50c3..d0ff334 100644 --- a/thesis/content/60_evaluation.tex +++ b/thesis/content/60_evaluation.tex @@ -30,6 +30,7 @@ The simple query presents a challenging scenario to the \texttt{Cache}. As the f Due to the challenges posed by sharing memory bandwidth we will benchmark prefetching in two configurations. The first will find both columns \texttt{a} and \texttt{b} located on the same \gls{numa:node}. We expect to demonstrate the memory bottleneck in this situation by execution time of \(SCAN_a\) rising by the amount of time spent prefetching in \(SCAN_b\). The second setup will see the columns distributed over two \gls{numa:node}s, still \glsentryshort{dram}, however. In this configuration \(SCAN_a\) should only suffer from the additional threads performing the prefetching. \par \section{Observations} +\label{sec:eval:observations} In this section we will present our findings from applying the \texttt{Cache} developed in Chatpers \ref{chap:design} and \ref{chap:implementation} to \gls{qdp}. We begin by presenting the results without prefetching, used as reference in evaluation of the results using our \texttt{Cache}. Two methods were benchmarked, representing a baseline and upper limit for what we can achieve with prefetching. For the former, all columns were located in \glsentryshort{dram}. The latter is achieved by placing column \texttt{b} in \gls{hbm} during benchmark initialization, thereby simulating perfect prefetching without delay and overhead. \par diff --git a/thesis/content/70_conclusion.tex b/thesis/content/70_conclusion.tex index cd77313..ab9158c 100644 --- a/thesis/content/70_conclusion.tex +++ b/thesis/content/70_conclusion.tex @@ -16,28 +16,19 @@ % weitsichtig man doch ist. Dieses Kapitel muß kurz sein, damit es % gelesen wird. Sollte auch "Future Work" beinhalten. -\todo{write introductory paragraph} +With this work, we set out to analyse the architecture and performance of the \glsentrylong{dsa} and integrate it into \glsentrylong{qdp}. Within Section \ref{sec:state:dsa} we characterized the hardware and software architecture, following with the overview of an available programming interface, \glsentrylong{intel:dml}, in \ref{sec:state:dml}. Our benchmarks were directed at the planned application and therefore included copy performance from \glsentryshort{dram} to \gls{hbm} (Section \ref{subsec:perf:datacopy}), cost of multithreaded work submission (Section \ref{subsec:perf:mtsubmit}) and an analysis of different submission methods and sizes (Section \ref{subsec:perf:submitmethod}). We discovered an anomaly for inter-socket copy speeds and found scaling of throughput to be distinctly below linear (Figure \ref{fig:perf-dsa-analysis:scaling}). Even though not all observations were explainable, the results give important insights into the behaviour of the \gls{dsa} and how it can be used in applications, complimenting existing analysis \cite{intel:analysis} with detail for multisocket systems and \gls{hbm}. \par -\section{Conclusions} +Applying the cache developed over Chapters \ref{chap:design} and \ref{chap:implementation} to \gls{qdp} we discovered challenges concerning the available memory bandwidth and lack of feature support in the \glsentryshort{api} used to interact with the \gls{dsa}. With the \texttt{Cache} being a substantial contribution to the field, we will review its shortcomings and effectiveness. \par -\todo{write this section} +At the current state, the applicability is limited to data that is mutated infrequently. Even though support exists for entry invalidation, no ordering guarantees are given and invalidation is performed strictly manually. This requires effort by the programmer in ensuring validity of results after invalidation, as threads may still hold pointers to now-invalid data. As a remedy for this situation, a custom type could be developed, automatically calling invalidation for itself through the cache upon modification. A timestamp or other form of unique identifier in this data type may be used to tag results, enabling checks for source data validity. \par -\begin{itemize} - \item lessons learned - \item where to apply the lessons and contributions - \item is it gainful like it is right now -> flow futurework -\end{itemize} +In Section \ref{sec:eval:observations} we observed negative effects when prefetching with the cache during parallel execution of memory-bound operations. With the simple query (see Section \ref{sec:state:qdp}) benchmarked, these effects were pronounced, as copy operations to cache directly cut into the bandwidth required by the pipeline, slowing overall progress more than the gains of accessing data through \gls{hbm} made up. This required distributing data over multiple \glsentrylong{numa:node}s to avoid affecting the bandwidth available to the pipelines by caching. Existing applications developed to run on \gls{numa} can be assumed to already perform this distribution to utilize the systems available memory bandwidth, therefore we do not consider this a major fault of the \texttt{Cache}. \par -\section{Future Work} +As noted in Sections \ref{sec:state:dml} and \ref{sec:impl:application}, the \gls{api} used to interact with \gls{dsa} does not currently support interrupt-based completion waiting and use of \glsentrylong{dsa:dwq}. Further development may focus on directly accessing the \gls{dsa}, foregoing the \glsentrylong{intel:dml}, take advantage of the complete feature set. Especially interrupt-based waiting would greatly enhance the usability of the \texttt{Cache} which in the current state only allows for busy-waiting, which we judge to be unacceptable and therefore opted to implement weak access and waiting in Section \ref{sec:impl:application}. \par -\todo{write this section} +The previous paragraphs and the results in Chapter \ref{chap:evaluation} could lead the reader to conclude that the \texttt{Cache} requires extensive work to be usable in production applications. We however posit the opposite. In favourable conditions, which, as previously mentioned, may be assumed for \glsentryshort{numa}-aware applications, we observed noticeable speed-up by using the \texttt{Cache} to perform prefetching to \glsentrylong{hbm} to accelerate database queries. Its use is not limited to prefetching however, presenting a solution to handle transfers from remote memory to faster local storage in the background or replicating data to Non-Volatile RAM. Evaluating its effectiveness in these scenarios and performing further benchmarks on more complex scenarios for \gls{qdp} might yield more concrete insights into these diverse fields of application. \par -\begin{itemize} - \item evaluate performance with more complex query - \item evaluate impact of lock contention and atomics on performance - \item implement direct dsa access to assess gains from using shared work queue - \item improve the cache implementation for use cases where data is not static -\end{itemize} +Finally, the \texttt{Cache}, together with the Sections on the \gls{dsa}s architecture (\ref{sec:state:dsa}) and its performance characteristics (\ref{sec:perf:bench}) complete the stated goal of this work. We achieved performance gains through the \gls{dsa} in \gls{qdp}, and thereby demonstrated its potential to aid in exploiting the properties offered by the multitude of storage tiers in heterogeneous memory systems. \par %%% Local Variables: %%% TeX-master: "diplom" diff --git a/thesis/own.gls b/thesis/own.gls index 61f1d07..99181af 100644 --- a/thesis/own.gls +++ b/thesis/own.gls @@ -137,4 +137,12 @@ \newglossaryentry{mempress}{ name={memory pressure}, description={... desc ...} +} + +\newglossaryentry{api}{ + short={API}, + name={API}, + long={Application Programming Interface}, + first={Application Programming Interface (API)}, + description={... desc ...} } \ No newline at end of file