From bc6d82f7b0fdf96bb842cb455cc9b8e03bab0500 Mon Sep 17 00:00:00 2001 From: Claudio Maggioni Date: Tue, 11 Oct 2022 15:28:57 +0200 Subject: [PATCH] wip --- Project1/project_1_maggioni_claudio.pdf | Bin 377883 -> 395845 bytes Project1/project_1_maggioni_claudio.tex | 95 +++++++++++++++++++++--- 2 files changed, 85 insertions(+), 10 deletions(-) diff --git a/Project1/project_1_maggioni_claudio.pdf b/Project1/project_1_maggioni_claudio.pdf index d07f348ec6087d2d1d7922843520bb6fdfa66108..a8ebbe81a20e7150438ae8a9a8800dbc26adc9b2 100644 GIT binary patch delta 108162 zcmZs?V~{3I&@Mc-ZF9$-*|BZgws&}sZQHhO@7T6&^V{crxz48t5w!ipmYVc|%<(*vi9mq!8=ZyIsa7!9$oA1D0vSDe_wvp%!H9({YKrnhSS z?Suh`1czf0zG1v%yhIa0mKj9GAV21wgZ3>cggS+iTv=2m&zEf=Ri@y(ySs!qCj+%J zuEPGr=b^iB*v0#X?~AGf^T!g5r<>2?K42k8DNFiq!Ub+`CWXc!bGshp%^VG&bFCzm zMow{Ut4Y^3qd=!vN7`k1xzn+3ih^|~BepW>7`reGc|?t{W(SC!YluQ}oRz`@Bd<2Z zQJ0;jWbW1_83rLP8GEG#T%cq&c+JLULqotc2*t(j!|3wE=_-V+qj8X(-pf)}IkP4V zc4p%Ca{*x_-SPf&{mxl{a!CVlw8?b)4Jx@j`$IvT7HH`1tCkH_Twj8-U3mzzy1_!u zh-qacb&MiiUBGP%?$RWi2igY1kcyvH%=z9)8!{`L+Gf~3kZ@d=56Mkfh-%G}v|FME zrwCyl!`tqA%0MD%y8@pTM~S@dGN+&3?|+|r?+!Dt+xq)Cv)`&bu-sh0mL+Lw_MGo~fu0HH4HxHjozbof1BLi=E;zq4CI75`0AtrAIoZtp`uZK^I+n@v>qz zfpF-84(y9W1ZCpqDra2q{@vbD#h)TuKP;NY!_Nc-@GO3I29PK7Pn^EInLcbMF~vBC zos(vG6uoI0S9~xK@A*wC6a9rGJw3H0`iyNLq)BDqDg4{Wh(f|3>=IAIkUOHu zStjU*tnc>2HV}!rNm0f_v}YtGqK&r8kI}DYKx<4NxTSL3Se9&;%JcJd%|iZGvubC% zenM;3uFSRk`i?|URPd0kR$AOcJ+wmQBKGdxr^-SVrf7VIxnN9}HIjqQUe@3CoTYpX6TB~Wngl$z@``1{?e-y1PwEII zfcgzAocM+&_OdeeHh!|f!tlJ;0bH@gmkZN#-YX+5*i$`4>Bk&+k%(WqTM3!EL_N^k z{o)7ag<+R#?~!3JKXG(`GMC^&^zl9`ts7)Xd?#$1+RppK!}VrIuM_7`j)d0)0jRp+ zt{ZZe@MNM%gLcrDb82PU|KS6r>NWV3N^EbQOsjg}woUXmGIg@Ukj5Vm+2Xl3} zTiPwwdcO$60KVKns^a4sUik3!pb}dUaS$tz zsnx6^Og9!creSKmNuk&GH%tqbwBtZG@K!f)V09T_*3`RmFlxY(j&v+3M?%j_?X0aT zR^)N!B=9pM`$!{;AF$V!*ZpgrT6qPlZo+!PIPaByFS0iap;AQ>XrbS=(l2Iay+cem zX6pI1gQ)56=NP@$&*QJo+TMeyD8>2Nkg09{$+lz>2__aXRLiN$udmCKH~EiF@YaVV z{Li;Az;bD4FcQE??#KIO;sen2aq;2a+ha_WFue*#xQN5Y%CtPKw&BkIBV_*Ka6`x< zC1Pxzi+|!qkqnLjy)x67yZxmxF{?Edg%T8ToCUXwA@Y|Z?DTHT$%q_MGlcP1w{Vj+ z`#}~}8-KXm2;E%Dl9Xnwk}dJNH%YM=%5a7j_06v%85F>ARHgv+$!$Nu(5H(e!*s_#s?EDB4IR!{mQ2^Gm zP}JG4WF;g+3ZbYZc*Tlftc}7&_8=Cf_<1p8L+voj4k_ZMpo$ful1vQrlERIK0t+bH zS5{5r^*8`EzQF`jW#rqa{dCbNbyDdgroyE9&x?rJRNfvUOuO{A%8kHOZz?R&F(~@m6)~ zn`3Rma9)Oer-7pgM(R?@HarmNOoc3JUXla3d|rU*=H0pRc(#a-Onc!{X%=_zdy?~L zC8DG|$`#XD%yLe{HQKrIGJY*z$(H2eXcM=d&t#`^nY@R4(|gh%N<~7{n?FxX4{`;3 zX4`Y;%IDo$J{(U@k~rmd(%n(OZjaGGL2)<;K7P~#Y>|q$g0J5?NHxpb@F45J8XY81 z=4t@bCd;gbhe~FfKdNFE5Fz=;CG2xB_t>V1aG^N&w4mv}{)dwdlVnl{R2tU2jr1(h z%Z#r}S~IkhG6ifg9?i>p$?29!A^A0Go@SP2DAkTZmCZStndxHISgTgm<{0J_b2y`o zS{La{>6T3)hE>a+W*%lZ)rOB1|IBjR^#Il!g1^Au*KDDcoYGFhEK!OUkrcRn{moF0 zs1;+D2~dy!#dH9#l9zm%x~X)COUp|lFOe!1+NJ6~N#Z|n&MdB&^5qJ6DHi9}jg9^T zr^>jw6pZ^HI0pZ~33vM!$GLytpj&gT8 z|2*6LhjtLRmX}Q1zqEmN|CcrnwaeSGZA1Y|KH3A|pU$SGnkjQ|O4!~pdMWLCUK~(F z0Tq>Qr8@QDBY@lVfIX3l*`^&^0(}JQn>2k}3s~S1esvBr{?6ho`&2uR6KH~ztQq+a zdAlj|pDw^>02zDl4lN<#M0Ia3&-={R#M#2cSyRu8K7U>m1J%#PO;OD{&_lSTKrzds z$HU#ju`jSy0L1W;_uXl(O*A%;zSTnFp`9UCHsIk1%~Xch&Q~AOI%Q_&+oA`hG&f`T^YLCN{z6^KQ`c^4gyE1OB3Qv>D)JVYgqXwl4{FvuZ1vn3DACh(mK@Q$0oIw=&%3>wID zO{HslCn(V?U`O=xofS810B6<+=(hkO=fW_L^2>}HY)xg-07k<-`ljEne%vJCOABHs zcwD+HU5jObTzX{i=%PwB&;Z5*22SI{gw^K?$<}Z!QM`lFwl_`&@ed1&B$v^JQEi0W)I33a1cRn_p$73Wgy^H9^uK#QPgcc zFcn#)33F&~yUAB^1Qu6YfeTJwJ>a0jln3pHkW@CBkTIFiR)4|OBZO$_(7}OwZD0YI zlQb^vgDXQ&D{+b;!|D%k#c*s5h~##|8eqUIXDjA1L>4h9ZyE#?O3--eP>p+M3P{)s zdO!r$%7&8QVgow9J%FBq_VWqV#znQzZ|C6N^Jkfr*XQ+EAOzVBbh?@ass8v9@Xhv2 zMk{mlg@TIZW%T&v^r`xXw)QU=Ss4N-u{K8J4pP)?wm7hYYXq9>gcntQDcXqtja;XL zr6mG0Wtt2S0nQ)kyF?A~qoq-fxK0VLKQUKC#@95~oHCtI;!3@ef6`e|j4j-*<9Xbl zFj}OJ2&=1ypJTND<+q6b0z<{trnSTPFp`(#&5u|D0eCF315504CG|m;^{)m5B%bz_ z4=)WU*R@7do>q!jR%rX}w;e)Hv5HJNBT6@!Rb@Ss`5!%o9T?%59a?uc{NRkgRv-y)mO3(iFl#Vh5MKyLK4ZnEDWdtna z=7jc77CG3a-W8ba!?=SnR<)y)(>%Tl${f&ViuE=#(YE^n8{!Pj;imdIaKxCT0%5di zy(-yyH?OYW!aTd}E&&NLtG=M5C0mviK$b%zz{@O>eQQw$Qb5!8gFBm%YrX{paKOCU zyam(|CGU1hJ^^}49Tcz8vrU986Ls0ohtBFedzCFBv97t*Ds_tj<3`~tLY0y9;tBDc zrL{(Vebv6yPy&mtdR4mCy(CF!UK?BfRYYlvN8(Y=Z?ja5A7hW^9u+1tdo}qi8V}P) z@vA4PjpJXSk!&;8bhKnC6c{L-?9b&JYLR$!H19=Ah)qdwJdBsAFS@`)00itba=nd> z2rgGsyFXjw|k} zXt~7*4qN_9&(pv7*N0N+_xH#3w zvO0&n1dp}&fJ+T?Lh1aca(>#j0r(v%tfI5a=fcepiLxwa60T!`N)z?1s^oCx2!04q62#H}zWRwB)GVQNy8IeKz zBo$(Wd0HJ>m==H%4i-)KE^$~PD7WRhS~I4ckYB`W(@MlNB-SqoW4ox@q1p7GnwpLq-bAtV|c#Ld;MYiL-mU{~PJ!zqbZTR90OK4yRv47zKGSNI& zZKNb=B@Q6tRCzrhZ8*)8Db97FYa(%&8P`mm_qYw&`KJ+wQ2*UtkL_@pY#NDH;fxGC z>so|(DPg1qXWi#o_^n*GVzY_*M+?TCA+QfEU*2b*nrxnjjk*9cgK%q(_}Thnu=zaB9yH+s*6-xL<23{<93)V^ry!(*&)YVuh`ih>3z3UK6f;%Sw_Zzt%75rR-11cx=XG^Ayx*9wE*J?Qmy zqq|)L2TWok8-QM~jYfy!6%Q8S(+;2or@|QlBLUo3XU)D-!{FP#f$jfz{}BohSFSJ^ zK`Dd;Qo>T}><){i<4ls2rCQ%USR>TQ@NfW}AcC#YBNBeB!y#HATj8;)3gg(a+}uNz zAD%X67px!QbL96Dro{UHS+^NP2kY}8SpGIic$&}ty)QZ85d1Zv>&<5)cij&o9(rWi zxB~zmo>($O+;g)q68gwdD6kBVKY1wRzEXoV2S#D<{Ft)xdDJIyJoAX51jLMw4&T3V z;bmUHyUK(P&gaG{L8E!!89KwPv&VLh^{f#;SVs5z**T3Ki+A;1gLV%#tB>aFTql9> z>IV!gSpnL1E(yL?7Pi}^t@(9fp=z9+AOO2QQrU=hU3e=m`g`PH&z1)t!M%-Z9?uKX zhg)F4FLBLjk3B$d!jHH$@(Akg^rKuLSn%tJnMa`~Pj{6)+aU}?j?RCQ2R%J;F!+}B zU{Mta}M5WIe*q@0 zw*fmhpQZLZZGL)n->tomKD%$G(Y9uj-oneP<|YRX8@`x1eu`_lY&E1H`dDUuaYcN# z1i8zj%HrV9VSODhNsAs0ij14arM#RbfNloqAO)JJ$WlP3( z{lLB}vy<<_O}9LUE{M5q=Du7 z1Jwg81UPH{-Dj)0^2m%IbiG)Iv9^&W+aQz<26 zpn-=i^5OR&&L5<``LO%}M15`Oy9}$9ipV8;O6J&~!b;t-Ad)BiP%jBUK4J%%zrIi3 zR`k-iD=b{c2Z22qkW{(xFd$(R9a6hXc+j}s=GYFoXsM@-A2u&S_^Xz|n*Y>JU?G*8 z=2+hY?L!SDCm#n_in{s;P%zel8DSIIU1)$u@I=;#in*2?94P9xF%Wm-p3hY=R zkhKqO;UL)?apsLLrfBCdC!=y8Jm_2;2k*OjGZ4dP!uUW4rW z=y=6+M1T%h^$H^r>Kn8L3NEX!|1tJ}f{Bs$l|s*m!sbC)S~mE!b@qm4a%x|qoVrmk z(D93NmeWGb@;nA#0)W4ST0n@4ra66q5BwaxC?ICOad4Wh(QlDm7E*rQyuaRi|IW$g zpJQ}P@Yr7r<-m#|BkXqb=YK%x@+pg(jYsHbe;H;AFPiekg|H_Z$+&BS6z4tjc>9Zg z9JZqI?bE9>`~?2OG4{Pz_kx+ld;t#FHelg*wdHw>9l@UG}t;WT@Yp6QCoj!I?+OJR*7RK!py_nlh z7)KdjE6c#eqyWv$o$miUI5j9e2JCo<=B9)$m_6Nh@wBB&CdyL50DX2uONVTKT6EAX z?yNVCpg1%$vJJtFw?&8O1B0a=Vy75IW>m(mk>sl~Q>D}~)p zaU>oUP8&+Nd!f<-qzk zH&t0HhGi~79c3a;i+iJ;pwnS@))E7^tM|8UAj>zw!8I3g$wQ(x;#uNqCxRi^Ut zAE~3I77rZ&ReS(q6x)MPzn@X&eYVp~dD9P~VpNwAjH#W8vx}3dq3wT?y^$46s(&mv z8W=MxJLCWKwgAPNn)Zin$i6SN7GPKc5StBDN-JO!YvrUpr!6_Vhxj=>z`+X0MX((IXTw6q=|nV)p93 z8e#;8<7cs5#c2-&T@ao-ysSL$o4>;PhE5QyUYdLNbOJitdf*#%kIfyiZmtR3gob@H zf;*|EJ_RnX5jyp|BqKdukdJuZE>q^Y}e=?8}vvMn>aI+~Jx@jqQzI$!Nv zi_MwDy&Jy&SP1$yV&K)bs^)|2L8kv!9{y^r*e}76sqN$_t?5;RKz`MXgGMuA7@U-< zM=U0kkOUZQro;-DN_IOr1JWLSnG8&ow)vZ}E4KUQY46t|-=D>!oonq?c~0oS$|MVx zX&1CsUOK2_d<7Fz14ag7=N+%Vj`(DF(|n+FjkDe5htBe^$^=o@za_SCPP&yoM6AUz zK~Or8nv&TB*N}V`L7T|i%WO}kfK4~Af|Go)C;_Xtq{;CPe{?E40^m*9Sgv6~VZXGz zKJ0P55e-qxp{9;tp_nI1$2-MsJy*pCfX&hWc z3j;V~VS0P&*Eg|rB&l1&s$oiZ2b15|jNp*h7CakBk*u;g7SAVenry#-;NT+ArTIDG z>cpYwms&r0nfC;H6@=A0mf;%)(*&jT(AKeh@(6xU8XZxKOQuCw-NcgD+T286_rV)6 z+)SjDw)J;0(}HnJ{l%-Y#iSK$9YAP@$_6m!9f-R8#@*cQU8Y32K%F(t?Mu0qx`^8S zI9@HV(qH|ehFe6Viq-Y~EoVs7cNGj?S=_9e^&0MHA^k~Z$Q0uPV7{rXE@T}r)q$hF@vVtK5wC%=WLtl(@CI7@@lZ+p`Y$L?gPFq zT8Vp;1}@ruj1hi+c9kL~7~P2XjoqsxgKI|Mai=#99un;mB_={R0!0p{F&k*JcXLUj znV(*_tcBLO4jJv>Yc|OHD=eAyRrJZ1v{gLxK!n#K#&*=ayr^pPoDH(ez+%5a7a?QD zJN#z!&P|2y5X$o8s_)5{*UT+}Y6GB6J3AIUF{I6NTl&{Vi{ci`vx^|ID#cdFLY--L zdqJF$J)^%)415P0gMS<@8E+(i)t6kCFNh^>rhu|a!a?!1Cf5g&z-hvbtz4(hq z5g^b~`=Z?BSteGn`mFKHvwC&C#U%bx&`)&0>Ti2r^!L@`d1etgG@K}%SpY=dC&5#* z&yn!>?ylLoJ8;4H!$>-l$?$GdpA;>-;p1gcvP0r{kHIHCn(M+*eWO2FqrD}A{#-`g zsDI;v!xlZO;sid3`Jz$91Sx>ozw@vzn8@e?Afahsg)PTBLP8+qOVr{A({4AT=`(vTOR&1&xp8MF34wxib}x!nYEPsjlO!#w)TskxBBbR|v96CFbW;g00bLYa9sEhtEWPz}o_9r^8DRCtNaL^Gh{Z97Qcgt^`u$Y+c; z;HIr96vFgZbIq`v;6z}s zM-ZEZoC|=e87>Ynj%SVnqtK^f6cX#Z?!)4(DV~v?XiOS%^~%H>9BI%B(UrR z_NO*flx(52KGB9+9Loq`B9TEqXAg(qivMOoHQE`hKuJGOZOjkWrx~_HGjn;KX3;0- z{WamRXa>VdmgFjukKA4rk<{wS754o}!FP>)`D}P9PVz1c%;Og;oj6rpZ+!ZO`L;$k?bd z`||-}?oz$iqYU_ES1$+c{0t_WVn7OM>1wTE;bz=byWi*bIgbIP2}_3NZMs|EvL_a= zj!w$jmZrfO8GviYh~Xlu$0v;3ruyDLM5ei2VPW4v$XID?Y5$uFyZ?8{r8!k@G$_E_ z6)yt@+4>Lcd}-HiFe#pzseEMFcHo6s%9!fo1Fu~=NiyIN1`b!+k5L3qfZkyr?DK4T zgcU{oY0kf#avH}WtE&~e9pvQCk)oM8yJ%_qIT4Hzgs*&%XZF)VnB zg<{+Jc|36tgjS4R;}DL+>N@S+^>L|w7?7xrs;^@*71AYa2%Rz-Sv(}%YKz`t$V>a& zt^^I3>J1P#<#r9Xb{86Ynw$(<4b1t)GGzJW>|#wrqoJ$G z#Lxh}NxAC^@b2aOa9D%9wE@tF#ZMeF>t9&j)K|vTP1m94mM!E5=kMVHVn{ZY>|Wh; za<%#%(khLZzzPZ2q6}Lfni+4*aH)tgj}-&=G{h^2E+OSS75p!{a#O~7yb2Q|8FfIx zTe3-65O`83)rZm8WR96Bt<6N?(cls!hG2ld@YZ~cdQ$2tzxsqo@T8RC9`E|4@#{qMu za&Ur}fv|I>=5m7I0yCDfI{}XXGygYg4$ShugRHHcoFL!B7%W7LME{k2JUlQAGNyLs zE*3=0tW5vgu&>5ibK2m%-_p;o@QJr31p~WTBvX}iV`l68E7!8`;iN;Y6+pJi!wP1~ z{qeLBZKqHq==7i~>WDYM+YI zsQ1g)G4J`?lIOciDtMCRx4q@hlJ$FK&^O@Vz_hWecyC;#qot%=Tq7;Ab!Yw9H|ngk z;#BK_QE9ND{KjSD3|$tUWi7WlBD17;ufwvELm8y^XZg&^T?AI`cgkW6cq;)5^Mjcb zsI~lj6d+#e-8FjU8|#K9RGQi)kSX+7yPB|rsbM@1oGkH``{0k`IOiL(H3#6|U8>pX zL1A6hoLgnaBdXcp>Z-Y3ZyGvszd6n!AL03d8Sd$&wYc#kuM!hH(;-@FvOBPOmT!Ic zN8im%J;QWPu&C>HT%!dipp@n5IKCv~NkSPE5E?7Kcq7|d98aIJL2ZR6y*_ZRvdfuL z34^{n@HEc|XjM-=Z1BCNQ0L>&-M&9PKEHQ^azEIM(?E-)l_(W@Qey6Ubg}3#xQeQa zZn3NJOr%YaDf)$du<}$PkD<)>)Ps3GV-*MHVt?t7yY&{W4>#VDZ9EkuBxS$YG(R9GmV-0`YVnrB+vy!986N}pz1nDmrtPO(^KoNnO z8arIVLn^l<4caJwU^Q^l9(O_`G~>5E*h5T;rZyvU3Mr|)XcmNVCyKM=?w+B^IW>l0 zyXI{vEr@3b)$f6j>o|XInLIes_~LGfVYG3bBIa}AEKK6sLs4a&W0D!KL|ys(NfDI8 zSOw4Ef!p<9?FCoaW{WAa3!%{uz@CP3%J+;~fsz2PmsVt?#4$+_4p)P6zu;}tZ`Jh! zJ!T2cdkbWd?txw@YRW07!R@GiD!)QX6~th&aZl~)k}-3VxIO2wiERP2c}i4vD(Yx( z3YxJ6$Ar2DTC;T*yVj!WjFOO_X&ug0SrgMqqhIOzHt?kF+_9*q!_VGkfQ$IVOpB{H ziihJ48ky+wbarb0gSM@e=80QQ>NLo*u##XIU1pw={SJ$_uqDyXA=ZxKS<~z&o`GU) z?8b+`P}tGwidolm$;qG+mwzDE(G0q##C8~LYa`}=&%h{=kn5X^oh?q<%}XlCo`{au4$&%bhT zbhr_y)TAmv67J0M;rf_a^kGU+GSOsLrZ({pd*CJ4y*v%t${D-2%5uM=N z>VJwtwID-{C%apPTjUQpVAy&IKT&w zw@;UvBxy?n4bGoe7DfUl6>M{F>UpWE+;p=unM@Ft@|_cim>%@?biCeqHJ02#QRDH; zH4Z~3zulOvK;tRy7^~%qdj-H83D<8*8uhcnY5A2Jw)7cd-t!!_Kybl!S5WQJfIG@c z-@fZ1AtZmPpiHaa0brob0YjjHDiL5ECg?PI<1-lF-;T5u1?y;Qv0M*QV?(l+-0#Nbx=e_)(eQ3(K&FX=_J_dD`U<&8fB)F~Nl?`F<)WuP*boGzd3{xVt znF%q(!cpFB+M9w&gU5OTH0Uxt15>HU^QCVsKF)9Aoack1=hik)3|1Mt8X){(7E*RB zJ7~)h!J)h}h}Asyj0Jv71%tKayTurTqZkr32Tlz80g@5aBH9-!aMo2%Q8_7MyAw|K z+*1x3VM0%})=IP1pP~;)IJr^JUR-awY?IEX<(C6@WG`?@M24_X(=#rev3O)T$*>g*+j!>)!NDrXgr*cc;=cOu?C*X>vC zLO18j030azYrnC}y0!BGCBoxK7P$B28WWODYLqXFSp_)>(HR*D-1BZ0$s(OUN^kaB zTZ$`Tu+zv5?WAzZd1G`z03e6ZECS?AavRwztiWVj#Tv^)Z}8{evDRz5gMy`$(DkwK z4mHnRyDqUrvc;4HTLOkh1+3O5M$}lQYl66-04v$NrQc0rb;X1*hd?^e>mA6Tb(+}L z*|?e+?yH@bp4sN*fEs7xdz;g4>BfAl;J-Dij13LcYEkBg^?wXss_6q|HQ|06L?bV$ z+fF)NFEeLKN!SbK33#-gznYHZNfr_nO;0BdgR4*xoMx}l6_7YQDb9pPf|?RL{H3Go z0YvR@YJiYV?y`64zGbI=raQ8n6J{d~otU^cAoeG|tq4E>+nXS)-ay2vZrj#PjGRh^ z;xpUeZ4yQ8zu9L^T(}eN_!=VO@i{ndejcRe^7|AR0yG`3V-mSLFo@?KdXh`PYpK;O zy_>2^qkKD98o$3HIKua0P%NKA}fsAs5ldVq!^lMAx0>>!CV(Mg?ANofS6b&a+V4H2d>|=$Xn~^&cBY@&700 zI640xr5Y0>*ZUjr*dlJ`+HaEn8q)tPd&Ag2ps0TDo|W z(@kGbyobc(Qo^Q}CE)A}Mk6S1cX2!%388!le{+Hkk5pgBGW%J`q8x}VQydeD0!r%1 zHr~%cfh$r)67_;rOe{sN!vj=dlSO>6&Yn#wydg=M1w}Ie4&cE>6uBVmiZTZ>Ls=?7 z(qgE@gQ^;?kh{B-!TvjmiZvV|6KQ3!d-G~$I@4l*@Ny!YQ&t?*lLn;_`7f+t)U49n z^@K;-4X)#3Raen>cW)fhV|(-q@;)O|J=9C}#T2b$%b~ z4W@2>biB3$VpZ^S#woF?^t$-n(hIe>VqfYui_eLv}>m)#-T4GIor4= zuRZPE@8{q%P_UL5W>K3xl+ct+Dx`vT?uWX!1)I4Y`<|phPz4u+cD){qz(`+S%L3cL z&2T+5@5*cfGn}yNFSl|72ApV6o2plARa*vL@Ugjdj_SU&9}Tu~`>WUy1vmA&h#+)a zY99c^(ymT3LI0)SgdO)MT&DWpR$8QBaz1O9$bVO`nYQqHxKvS4uoomo48VYI;Lu$v zMI+|@?5`KGdTp?lAIw6*&2TxFlYeX0;oqA9K)z|>26kQb*gFd@rhv3=ki#4;mVjR1 z_lrGtR7;JRmJHJ8#+ghDvB?EEPjn+8L+}CSJ zR8N6FV0cs*_ZMY`PHc>>eUGmv7h29mOK;bNPhlC+P{-McgF_9isygqo4K14aVo%fy zevV3fHKIqpqSiU>Dn55~#lB-!{$1X8>yRg5rIIN@lNVTkJ*sOXT^~Wi?Z9rhZwJCa z{^rnrJ>-5xk6N*OT4bRaGbt-(1i&vyj$;I!v;3t$k%M#MQIN&I9f@4JC~w9PGrS>r zyg_pb{gce1N)sG#M2WL>ngbFfB!C0O(&5_EgGAF6DwQdyg|v+pqv(uVqpvt(y6Xe& z|7zcdOp@$Gx{w+Y5!?q`(R#+1(O#h{%YaZCXVE?y^*JvZN#v%fHAFd4%ma#hqi(q} zu)}lH?6Bl5&_eH&xKMqU#aNU8)aQ;hxLL)l!E(9IJ4j4X#0jI5T6{-Hjlkf>tic=K_prC<$oTh~LZ&3{H_WKb zUdftFUm`r6bFxFz)n)~*^lS*_sBCgYacGJNt_I?!_`|2CFeDMBj@IG0Lu01!v3UO!ap)cs05CN_5m^r2mfHo+ z00Hz2+Uc?7Co`C4msTd4dv62UD!-^>$+ji3t&>1w>nE_bciCpS?z#`#?UVnK5Y2?_sM$fwL|G+5;4 zK=X=o6Pz;$ah*^C*lZi3XUC1v9spypo(tIWI=)gCTN`m;!3Ra$5d1-G6-Q)GVC z^BOhdMbHy6=0mGy+XQkPpXSv`@ZOVAxvk#czg?_oj92<>BoF4ZFWIh~yOd?9Z@sky z*Ob$uqOh8U;YQde=jcf5x_S1ffT^yXIw~c@@VJTA9$BLS^g##4SkZdSg_hsgz@+h})t)ss(s;>}ICQG8BA+1#*NX%&RS)39;vjE`djo55*G9)0Y)O@N=)s z8Tcin9H@~}@QSxRSLXo1_`BV21vT&jj&pQUj@#|jF^NFc!U;~!CyO+whfF`4jdK-_ zZB3OJl_P0@sEyK~-%F^sdYa@c{O;D#RL||W9|hJDLlTNi0q(eSE0c%DU_oNQlAA;` zejfY#eraNZiSd_+!>a3~6}F3fnq&yHSur_Oo^o%v+*gIwnn92CgI*tF%qf^Umws0_w;1kU` z>9r$3SC6=f&DTt#`ue^C@A4M})+S&h*}bEBwfqU0vLE13Z&l7`#p`YrEyZ_t(i}`` z62$xtSGc)-s}|#?Xb{{>g}hm&iHait4=fjOU5;~0iL!|!F1XRcciiS)K~Gnpe{d)o zytMM;6MV%{o0IPA?qSc}9L?qJMtOr_04b`^+gDK|z54br9mayTVaU@v8`S$-DYm=9 z8|zja-zWnG&_N8^j0D%6Uj6!}(R{SKLjr|~lmqo8Ou{)cwY>WyIs33txdX(kN+$V# z_XN3EQ{kaNhXJgE_J0o;9ECgH6#bG7VViW&Tv@JUDi6#0hjNLRI<(WDtNA+G7IMc$ zpGFLOxyhwuIHkNM=Quit#EumnJE&b!o;zxEe6JoWZOU$LS2r>&Zm=>ty5nk2VL#%lbQ1mhxsd zu(>0`kwD0o*BSLCJr}bt2P%UCvR34fn|E{{Xhsm)jH-QeJI6RSgVpdrRXJF~L)~gR4MOYcWrX{Shlb9- z$72ho{WS|wMHp`~{3i7gQ}qjoiP=3ojlB==59x!I*_(%}8JAmVyx95{o?hU6 z08vw?Wi;(gmp5OM3mJ#z`hXQ4-JZ;Cyl)TJhY7Bu!KXL(RQ>F)1Edn5~E>n5Un%hxQ!(WB0H}R{&nRAKCO&qL1jMkk^Fy>c^(~wlyIW!np*v>CUWSDfkpG^zb z@P71IZgP5?G$!Y?GbGu%4^kn}03|?wlH?3g7AY#O2;<+ISa5i#X`4-Fi02-x1}xb2 zZD{uJWlNpFn!*FiNwTp4bCZ)K8~`Oc1y+4= zq_yNI8Z~{k#fIHVk$&}|xX7YI8jPUyrpI#_tOd7H9@rjMs*c+D0IW#-R6c-}T=dqp zbYQ_74sjn4!>0F9*LD=IzT_=BlzUXNcd!N3(KQXu1-t(I=X~C2j~L9WP?U2f1Lf;{ zo<&a#k(5|O>)XIm`x{J{py^$+n7nub!!(6h?ICO-x#Ejx*H*cKM20>N+SZDM|MZo2 zX$Av^_y2my6=dQR8~PU@;x(Y2sUOoo1a~*UMQ11xqieNA;pR$2*E&ubi5X<6;9^J$ zuK2GdV474#BokNwjZ2(Xa8l@(W@0Fc6at1FuPup%ayVuipjmTQD$AG(rjLWPwF2bd z)16;8#X!9?>u1pc0ddHvG4AD=#^lmyQVI39OI&){()6J$*wzi;<2ekoT$)eip z!H6DlZCxaAl8kCfkmIab28aFqNK^~m97tY*ve)zTexrRb04u{q1@B0CWP?-O=XYf`b=%Le7^d2dX9SNt7<;QXn<78PSQ%SX3fX@eg-s9;=n2=0RuH%C>z zKR=sYU$87qm8hc@*vQu;ec^dbiK5rEkO3QOf@t(DkOHkD+JqHP4~; zdRu(nobI7B{QJGSTsm95+S`lHa}SyF@~s?%wK;YK*Z)|X$&>3^!VCE~htLhjHcw9x zRE{5A`d5vau9+KxZH8KT{+iyl!Q?AIL#L<3&%)KhROm)#tMJDT!`03V<-fl@J3T)w z-@ZOVM?HN1Bn{2Pt})>64(_zxka@fD0lIEZYN3nX+58uKC~nuB&h8~0r@Vsz-%C?l zp&J*S7ayKm3sH}ASzVc4wTZ%dcuqk013E=1jkz{p2gg6Le8zbHrDe!)j)tfS;F;bT1{^q9!gUk_rnb3JP+0A?$to`PzQTdg0|Z z|Il&geR<+p`O2DEO>=?&b6AC}#%LPEk^wmciv~$$VOj3)2SlXchY58^Xmv_qqj;(UDW?(V!0Cs$qs%2t1x^D)33 zj{M=}HoMK~cL&Yo~*TYwGR z5eCpv*5pNdpdSMu&ep#JA&!5ph}(RK8wBnMvAPZTqjd;CSxyfCxn=klKUXLUjzqii zy22fQbL9J7=60KvoUIiQPEIgqv@5~y{uJRT81#1EJ^B7RTnA@_yR-M-$Oi6gZS$Lk z^>ZYjp)=g&IZRFQub5jC!M`?J7#bi16crH=6#~Fq05A`z9pCQ-z@C3d*dI>NZ}Tk& zUvDG=39z}P0rQ31z;1sCyj>w~FaR3$9Omo&za9UH2tXi!H5`ftSix-J&IJEfzcs^b z{=~QEkAiyuo&s;>2Lb?pfBtzgyH%Jq!r9UD-|#< zvzRvGR=O|%$G=K{1{4B9Z@)nQ-+KQe<^Lx0-&OvfO8@VUl%G2~{^95NGvNR5L!97_ zo_|H$O7}VXb_}!-x5ME4-=W5^KWA49W(|Mt^xs}JG~{+1uD2tH z{^KBjW7zFb{bwIa&QOH)@9E%}_g>FNUw{k%IYXX68n{fRD{s%Yca}?^9{2!vcCH^=5 zBG|q*xc#(Rj?SHDWkeEZC-u~XpJ$}d91q>6G-k0FZ;*eLIj!+Vd8!wrY;NDFE$?!g zJ@@s%d%2FW-c#_Hhf#UWmeDG9^5*!?M1uDTJ@X_L@C*(pnuMbtyuwL7}1OENX7=*5hF{m@6ZSPg<#gbt}6<@|7p30jJJ z7M`M=&a8hS*>Oe??_Nc^Fz{h;hOC#NJ2F7sEpTO*H55&zBr!;@D0sKZXeOWdGUv71 zW;(gIl?sLIrgdN0JZJK0t@gg%^8Th76Gvi~h@EAkO%&*t*BJvDa)weq6_s1C8e#oC zJB$&lX+S#R#MP)L4X*lbuHpxSgL+tqhUfG|&**=`<#UY`wWpu@gE<~+#Yt3;_bSl7Oi5O|Pp>%yfV@0kYl;=Z)@t38S%2Tj7EHK0-|C zsmC{a(yb{v{_28Ga=_s$eSyZw7B0#`?+$S5cum|6rk$!6F(aTUEz}>E)9gmt=no=WP-j=6p4fmLVT%@M_*w;8RSDL+)eqD69DN zU9X`QJP6@Xh@gc$?$QPY4*ASQ|HwILhkJCIZ2S(%FXM(<{trk*rs73rSvXdQhx7-V zuc~$DPZ`a?O2^&y>H32aetg^)gv-lR8-Vmw(pg8*WiOMNcx3HiPDYk0lhJ?4On`MG zQ=`9xwP1b$xQJv*Nc{2Axf>-5R3nCKW>SLN>(l+aCQ()7UPKOn2Zeg$^X`4p5SM-{ z;T2G{+Ih=}1}S@p4D9ollQ^lD8#XPClDqaAm#@ZI9hx1F=h!R`omkCC)5Ml|dV_LT z9ymZWhhEUmoTY+4>4LmJ2T*^|Qaa~`zxtA`Jnd}-emmT5gB$u|E4RWsTyt!b{bg4d z!3UEpv84~i3+E@>4fE160Tk2A_2ArZgNSW?_w?~aae}ai8L*Ze0=|9x@YXd3`fh3} z&x@^QV&CB0F!buQNq$f(vxxt`3p#kg=G?c7e04ODvpQ51+dzNZB*}mC0l8$RYdybx zl8$-%Vo)n7Ti3l9!>rbj1#jtzXujO?s!|0f#QX|ygst2+5BdFp^-pg*DnaQ8@`$_U z?ux~`vM{|vYvNw44G7%Ybkux7wzEM74|xwRAVFUnAm7&_#{j#ycsOu)bPsEkxk3ZF zzG^{0a43EG{t}EBl`4PaqNiwnKXmR{=s(4Rq`+lOGaR9Z6#LiuX9?-?KM@e8&T66? zlr&Wt^#+~ZK#kOBs5A(ei?(!Q72ktw_$G_~qcHEYBkDoKyko=))8eQFw z?cqlLmcrM6S(%45gE_;Bl8K|i%Ry03-wG{JH$c2@U)bE6-<*F^(&EmUcK_ zH*;ez$CY7eI~ISY_ok*6pQHGv#85!B9+4qqumaL*?W3&3X^#Si7;K$g`6)*vLH=dP zS?pP{%m{Tf3L|1GwY}BiurlN>*_e$Ep7Gpg%%zf?lILf@*^{_v2fp}9_9~&Hd+*0e z&Kkaa!w;z8nb$Nmdh*8Vm!L`Z(_!HAVS6fRr3r^x|5|@0lfEv^*p9~2yn#5wlGoB|* zQ8W*;H`RLxR5|HUddIO140=Mx1uwwVR+_$i(j$LD4&=Y6Po(tR^L4I8sDv(Gve1bq zeSMs7XhEf^D-+i+@Zo{BLglJ~*6|nk&KII-=_F#Z{!b?_SMIIs32=S2XEE-{Qrr+- zi)7s&_u0>8YEq7v|1ccUd`-JPt(hQU@q)lwFIioUwXrq1$8?b68#R@azRMcLNrC!P z>Ue)Yn@LhEvB$|}!gW6$Sb)w8#{Jv@gl(Ip^ahV{WI!=8L3o4*lX4S%^PY|zflHcq zT0WuMav8C93}eZ+f34wn(UdvKj&V_4#DXcsV!tc3U=|tc*z!y#Pj*Lr7G)y?5q(0W10I@+A3NnzBN|^^^=TI~eAdSUXhv>j+Vp#@@+)#A z2M#;u)=p1meuvLQzxgy;8s$pVGu0j)^y8ctHHTM?_3%LHX(vS2WUZXt#1VoDkP!CPD5>)Je{3>gZ=CwsnWL1oLv5A2omOXnaWr za=!gI<$g1bf=V&5e}eYsoa$G-^F9&)jl0{zq+N3JCldpfmdhRX;(Uad4=|q8#rWS` z8y2&1oeR@F`*zSMzq*((9Vhu=V?{TL6^UhE;osH2?%snA;f9yY!7B^Z-%MmTT}}Yr z8W!~p?Ygd+wr1If_~sKldxw8kRoJ+@^Wp4a8Xtk;;tHVc1HLyL*1L2s4Xa!-uZpf? zRFZE#4D>t zJ7I9nKbR{Nz$r)1>#x8w99e;E9u7=b3Tfj0V(ULGMtItM9sD#$Wq*HemA@kzQjzL4 zFSGl$!Rb(y(E`U8wHl8*m31|LaO$CQ!y6ZhN3uz+a}t{VBy!unYDt+AJk$P}=rJo~ zCx}-6d-b`iO=5jP;kRc_{!j-HqK13*1zyO8i8x6($K)lTGNg-Vx$9`?{H6N*i> zf{gx&RBY7SXWtv&1-^g3`Ej8SLs+`SFSeqrA0TCZeVVAO%Cz~SFmfNargXB!80Q!n zI&t8Dn;$eXD3{Af$}wf8wM_Gsj0B&Q@^~iJJfLFqi%wFFKIOCFWj2N>Kqc zUaZ%FL(r``;E;ns1TyBW+%BfwYm_Tt$lI5eIO-o0t{o!VTZVsClt_eSTHQLsuU+%)tbn=!*9NT zsw)!D;b2geE{A`uP3sQN)=fxMoqQYkniuTrWSqIqv)7=tC^zEeYUyg_8=D<9b=BkA zEK6yT;M&fInUcMv{IWBcL?>S9U0I6bcI2GhGZjm#JI9cRqJ`;AtQ>RugXV?;6jd(i z^%F-sO9u)#%w;!josrE)_Sa+>(K4wy=QBfc4C76!LcD(^uHqeL19TFq{FNbZYh@fe z>uaHuxBkk`u`4ccx#AmkxlOldh%Z4x|H~K9r z;*Yb4O5A^Yk+)xebKr{2kYm14EoG~)n;%ynFe`Jmw)xfTu0*tjSwcI?@Am(uYC=^w zANrE8=U`1(p;Sc0_Ek&j*?T&1k~4WJG1jBIdjp%)tQlNQ!f{9EgLWvABc>pHMp(JT z+7Pk-m~kI(iM8K}$~90ab#VkAqi{|ZwA@$}?E!zUjxc)TaxZSUxvDI&f^-u3)3#9i zj=QJX{N%ID8CQN6r|oN*Y~F808ja`265dBg;1Vc2Qc8+}jlt5XQR#6zE7 zdA5HT>IXP1V8!0Pku-b=rz`sy&>0%+({7?Wk!$p}k7M0yZgj)R+wJYE9&I#N&hTD3 zloUfTt!9`up3p)9?JzONlaaL{$iVjcbt8^)$=OaC&Arpvty+> zIA$)8BZ}WunfcjqQhAUOgc>`3)!|l4hXQ|0QqPqR^wtwo@HjRVB_-&R@vY+lHzneAG4=h=BIA}?~_^T`Wf6XN@;)0 z-pDAOt!mI^WU$w9AA}d6p0V=dvp)SA#pf}J6zIU%{9$UCSMCyo)4+vknTrCHp2!ha zBp8bJ5A-2oxsa~+=+B6hijEx}UR%jJ>v10pOX$Z%IcLX*^Lu^@t)dE^YV>{Bwx+TE zO~VKr#8M_oyBL+7gj5pmaQ~2%JxYJ21SKa-$muEXky1Na4}YybV7dD~(S%dqV`naY zJr=9i17B#AciOIm1+P_6m1ZMn3OI-fZSd=Ep;9lpw-nmE6Hp}Xf=$&wXy>UhTYs%A zA!&M(^Eu?wug7PSKam>w7 zMp2T}e<*p!tT5xMa674OH@^JG+`7u=0kZA{9E_%PFzcF{*72feBu2U@l^~xMgHLr+ zCrgf$r7&$j4kk_X+OPC8UTluvNalc;O{V zDq?^_vWM2PhC3WBf0SLqYbZ{QglPG{e3$%ylI24!%;zHY(5mXk!!*KsXw5Lu(HdaN zhnGH|#y2{29&*mRd|n|{PD0}+>*Qb-NO{y2wf5meP7{4Awpi_xx=DW^z2Z)(8q*P5 z36=95rp|jtxaet4@>t5lBC5O05T`AsYd%j{2QSQCetJn%CPXIq=ZYduTQo)-{nJ;6 zo{EW6op+s#i!E5a&y)3ZwUh5sr&Bm zMJUDE#PvK`^;J!fwSzHIWW~i(e@t@V;i3nj)FDr%+e_?Al~0tu)ut`mUeL6O!>Ug_ zoN&xNC!@)Ej&jZPMjbb+Zt zVIscO*-~?HG&jDS`+bc9f|IuZ`ii(r`~oH6Wd=uMRG1{L;Pt822Mby=@XIv6N2zXA z3>Pwbo&@#_A)m7g7ZYD}6Q=s`R6{jMv4aom!PsOu+g^TyWMr6`H*}ikw4ovsMHMRC zPr8P3 zOP|kSAAMuB!bK(JgN~wm3>`}VlJ@}}n|7+}Ke|d9wYp=J4}iuJPx2VK7-N)ag7#B* zN_xK6osqrpLI?#77R{8^S(jsxD!oX!_`u#n8Tbvi|8;-i=?l#kUKwEhEYFvvX#-1z zdl-QtE--Lzu zea!@Rabtheh~DvTJ&*9E8&3Au<}vQ zsh4%A5H>F)JRCUc&ZY-y9U)lkkfY#rw%+}fJ3N2-xg63(TqEcBV@)*RA>G=Xf8OAQfs~n@sa^gNQKK% z=A*u{RteEUkN@?TVcVrw8^|u3>3K|NtZR%8p?(mFb$MY++?Gb~CizoM0?%d_{CfGW zM%I5G*+(=lKM1cg8E-BSjKrQR-EZtyYuOP#eSDz??q&^(z8>++m_soj7yd%{qTxVq&jKE`36fePuB*O?{hb6>aCD=f!ptV#szKvXVS{RcEHD7Yf|r zI&IY0O8Uy(Br6T$<(Wpj8IM`JR-mb*A;C`0>-Ts3K)TaE`pl0;pZh+mTMr^xu_$fY zHgq2E+B4v6BXYie~ZKv;^>|2>Km5I)fn_`yL@%m4PA7zGAaofx^@M9$VY}cpL z^pDPTRU2?-O+Hy>^JOJ!f5$v-F`a*J#Vid~mcgGA_*!@Aw^|aRqxYmDl6dIMtAFbe zcl-Hbdz#J)vm{G0Rc)z)^r-g#kO;l^RyT)x4wWDS4HWqXYD zfcIU=PRYt!O4qKX(uw~N^3o9@-#gWn8Zb6tiht;?sMLACxApjX5xiWkI$dWjug`rJ zwLE%L&>}yVcL~b(3|1aT^@9=~r5ET4?}>R!OU`dyjL#n{UsMBnuuD9-+V}g8{l;4e zkf&xbVJ}K2S`U%~XYB9=xKMvalMiypm~jVt6o^7aI88E(jb4mC-_w)KCh(kTkcud3 zVc&e;wL=;#u{(p+^0I}7c_`4PlO#HZJ3FtL>FtJL>Q8}gP}e9c_(Jl*6^EJBru)!9 zCUIEaYMNwoJFfLh&uy8z3NCM&t>xji-jB$QNlG=FOq<8tP8#b7r!{{wW-ds#?2@f# z=)~`%#pSBgNjw$FrvfIyVtu9riD$|oyAx5AqPT+;xkLxLo-E_on!6(2I43%ql;2}h zDcU~_0GFP&WBTU(kb#De=dz8keev=3`hjnT%WK^k?*6&GWjpZ>-kG$#qiINhmo{xJ z=TOi*Pof*_spSK}8OML-RAo9(4olzF@J}5!Yuz+c-KKlbnHYE8@2%pdx9uQyYEqBo zi09fmtM5l%=zzubsiWVUw>zuILxVTsMBb%S)kYXRY@NXE3MHKIw_W~pU;oAv??kr8 zqcNAJ@18>zKVw&6@}h^^(X;@@f?SpRB(X+)4#^a=`db4@V%2}qr_akME_kzhV-6@+g4shh*3fd z0-g@J``x+be$Rh{Ul#ayY8f1#WUH0x7rbLhKMgwx-!)0FtS0VF`5IT+YeXdu^GGRA ziQ+_rsLCuUeAy*zuCE~t!rD`+0A-i?=?1AuN$98qVZB!!*B%^0%6bi_57c*^vlFp= z$a^zD??L-!%hLH`dEaD1Pm!-E?vd5F&1-bJe#ensuIGOdb>O=if;i@1@+Vbd2W}FE zyVLOn#q+{yGYT~?^bdnIm9JVqmafOQB%&gG*#%`S{yG7 zpGskUZqx6Vbzf3EsVTQ2&>Bw;$Ygas?>Bv;cpI>2g7`_1s(=3%3$@j{FD-KHS}A0T zjp)asMX-PLyw{m?Yg>NT4{<=>bna=dRm8!w$o%5N0*{<#)Vpuis9J&n$?H&F4T%=v z8gq?NrQ9zn$=Gkc9lN*P$EU~jeo{qV$@Pk!)?}*UzD*L$U?87+3G7RAm{!-j7GW98 zEF^=S5v5bM;n~q`Zf^$4j1Mjtr<-^nS*xhdY>cBUTp~SkFzzXFNiTX2p0{%UG0e7I>JT&Jv2y3x zT8w|nM**VY_YYRti0J%6Do)l?Ctgdd0%(?})Hmw)!gROY88s91;ft4dyg!_*lcCGh zw1aDC=FHNLV!vHG0v8LLvXlYUEZNM2&xOT4n5)Y`0*8GIuAhI?aFSW5D}~mbDX|#Z%WigUD%#;utchH? zmiuLW)lL3_5^@CkYQXFbw1;I$`Xk|us|ujI_!7nQlAB*t7=ECeR2NGrutl#E0@^{p zwgWTIplK8towRvfgU1p;K~U5v78tu|_B4J_l=pWeH0G2;l~5^jGs zn@A0gsso91Hueri7}r63OMu+EvZlMdkjQq>a>7h6`#wr0!DQ&d)-?UIegW>vamHMy zS`B1u&-Mf;Zg$h%$e`HgZ~kq#X;`>nKR3);Ipjc+R3Bd@ZLcSXWn{vCsoKR<@s3*M z3NJ1tRt(FOgOP2Up|wKmAyLVXi<^I6OE|HDxxw-Bwm?wlmuN??#Dlz4j5OP`KxMWn zmk3EgE;vs35R%89Dio<^#Y{9N4=W+c-MFqaJX+Z)T6l0N8u;zdjhV3i^4_4f4mHNI zmKT;S;nrZJVMNpA<9G7)*ild7u;URM!wu`NOo3LNQsCd5A z8mIijA?n>=Qy*jSp2o*5LGyoUp4bEqGtmK&$wgk|(+pDlq8{{QX4~CRoJorH8~F)*a3b@{_TAL__P98C zp032Hgy9^~-bz2|9=l?4oRd7}3rwm10VeDQ$O>g{WOH&(Ey$jl26Q&44L1~4j#q8`o96=u}o!@Bw^ASK}Mhjr!;o+kH+Z`Zc19SwLnb-mp zOq?x&HgAk(Ce{EoJ2Mc_+2emg(C}M2JKOUzF}b<9F`C#oG1@tP5TvCCxPhE40e`AM zC!nJ%&>Zkr!2m@Q8{j{cF(Oa`)Ga|y|H#$sES%j;9D#s0fi=hsXzTRm;bLnJbOgMS z1Jq>X0ZR5j+kcGZ|1qEk{M#D<3nR;a!~N_1S0Iq>-_9mxW_C9ACbk|R+YbN>kTnpX zBq`76?CwktFtIiN%h1Hy$?nbH#DCQUWNl*lX7G3BCICqh6@bZGf&Z50WabF6cXncQ z0$Kl6BGX@C-nuMdYc6JIV*|8xc0%|oKXH&F(Cn@49!&pC_M@$xo2}Qszyf4zZt+(U z<}UV38nz$@7od#zzb0=Ygx|6cKxY64Gcz+64;ujJ006q1Su*_+0g~)U^aXE#q$4o)&F++|F_|PMfrbQ^8cHVq>Hun-)fq__5VL= z6C04V$G-+|OY7qNb^r=?Z)afpe@(T3{~WCX&>ZAq^MAE6&L(e%Ab(=}!TP^#1UX59 z+=1rGAZIhnf41cxxyD~tW(~3hD%&}M{(7tc7~V$ne{^rBW%lvy(c$#Al7Fj!Z6~^Y+~P5B~eB1Q6&BG(%XJwKL-jwyFX>~MKNfla2Z$qZa`yb(zr>PB7OlAyU3UL<+;I%;iz4f~p? z()Q^6WE8JDxzmO)KY`spUU($(rH=@nkU?E|*ZbMQTQlGzWGnc0S;|}o7j6{ge2hD{ zUMcr4edS9dp|d+GyEUA0h)?BH4AB}<`T-?BDSz`!vu1F~V4N9<;NGL3xxf2)eKU=o zGyX~<8&8Mea~#c9ePuxfv1a01bK}#@OMWoWpc;Wjk&>)lZE z@K%?PR*6ub5a9~;8BA3AMb~8RCuoxpey_lD(Fc5% z%|d2oU2f7eac&nrB>mq2R8l;DrY)dufk>&FY_RgPuS#`KOdkdVwaKX*_o>ziqH@Au)60d zU_8;R(rAn0C{Q8YK8|D<-ERyS6b%aL<+(B6-@K`)5H-X)u+zLht8xn$9g5jd=YI;$ z`}9rKKc~}4DP2k=5~BEaYo-U@l>C>vs4J;WbL=}Ub%BSi(az#0H~MlJaZ2i<1%*Dj z1O71Y1%r9Ua6% zp6g&eb5o;Rq(3IND7>tz^h?-#TYmt298u|z*6~!Nb6ftOFV_TUq9R@_B3f28+(a4{ z3F|U`_5;_B2S=bp$zeO#m@x&%j->&GWz?Cg@EtYA2G zdfA`RuC|K&Xi1|iLbLtj>SRWX#=B=Sgu8F=f^sL|G6CPYwV z-_}f?#BtUkkOyc^^h|Uf&CE*A5F}nkGL;RZNX~t5Ba`Gv zigi0z3#ag|c@3~r;UC)@OMgW~oHX`r;?E*xVJ`EAOMm5WJFq!zXuhA%TphAJTg?q# zt2*$9Yiz8o%@7*GGZwn!N;$$tG#bf;)=U0&$?dMp&(1PKbSdCGekTpK_zszmGrhIN z$5GCO<$&$+vxXQLH0U#SgS2y1{p7UIjR!9A?2E4%F{S>R!>Pai*MG0O>`LsequMt&TD9GL`NipajxMe&FbIv03aN59ELuVvEd2a zLMCOYPwB`pF3aH_4$*ee<46t5d6|TZ>558acOVcGc`VVOM95Kx_OL23Piv-DbIK@F zP*^`6JXE$YB;u^=b${X>{REBK{@eI3_9l=Ydcd_$TsATQM z^;~sHNY4%X$@%_s+xueVzHa1-$yc85W2I|Cy#;bf*k-i2KgMr2^v^!zI9E{#m2Jh0 z_g+2P!l)m)btLY#Q{Wj5x6pk$_-OP>)7iqD&lk9UlkblaXPgQRb*d6(9vuH9! z4T=f~*IhmQB4tkK(#f;)yr=keKXE(YPuW}beR2rPZDVzV)xfU2XAMwo^eiM}`Qx3- zex9h!i6jgTZzBr|+nO;ny~m%kkQgae~o zEL)^t?KaDruiEQJCn62`*LiJdTS=G%GPp>vG_YW9FMri}y9BhZUUeLrZ6mES2vd<4 zKRItZ1wU}z6X$FaIAJB0qdcZ8Fv)Y0q$V~G zV)FDYvv&##a}!d1y3Z?mkT#XCUp>d8B>iCE(XGqxE6BQK1*?Hj^O~ZuTB3wLdz!Ry zP|IqAOMf6d`n=PC)sj0?^_ zH_d<;YZ~hh)m>SOrc+hXE2J&^qEhQsGfCMMQ zkAJ`Noy=o0Y*9SpyWn7}3ib+lX9?xAJ@E`;(9X&o5hIH7%Y$4M#lJ-=NOAE{$jF0U zs1ilyKM-u#T621UhsnanN-8y8@XNvP94U_$D#eJ1;10WnCi<;TS?5#jHQwp$%r#Ii zjDcw_PV59xb>=e%$N^sPus$<^;6V#hE`RW*+4$XJ2;2j`o+8pkGdXPF2p)_Vdb#ec zn=8&NA}&?sSxELG$(Q<2wRO9W&*?~U|u?UiNGsffzi}5nI3xDIK z3*E`q0@=f*Am16ipXX4+Bqf4fTg_UoJLDj9no}U!>>wVx7K^0&_{q=x)HT3|7n}I# zMt4n*>&8X2$t*Gha!+5})DnBwi!S6WqR{yCoB6&{Mn_SePZU_TEjnUVVk{56&gJI9 z|v^A&U+{(nrg4v>7HfkB*)QoM{P2IpJfC^CPk?0)r$$WFPVcXJXg z$d95tu7hlnjjjDwnP-mYSU1{z-FJspxpnY5IB~sehS77{($9 zDbtWhYbAt=mE8@!%-R!im*OX@)+t84+e%3Pu@aBzYrzhgQgIH(@TgYLdr5SI6{cci zkMby$I{5IRBz=|SZUV{o<;x&-?DOb-Lq))ixlw_FaZq8X8m0Od#jkQ)u{CgXs_C=G zdX7aIPlGzweHg!V9DqLUb$|1ONJWvi^EzS54_63dlHeK=`Nx+pQD@U~L7g-2q@$?o z8wJ62RfNah$tNmC|zcQhj^MwH&j}LaM_%(4qdhWYXQF-g8c^?dbP& zEuG2M$Tk^LRz43K5soHB7@>YI_s7I%gsMhGA}=|~#78!qHtfPvzH^zwYLaIb)Pj3?_ zyB&7AKC{cfG!^!W_n1Y5BNY=PiS)uTgJab4(``CFCEjJmu|-@rwGa8=q?~3>!7!Q z8u*r^h-WcTbuh@-M6Wm&E}wSqHl+2*rYrPd?pRXB(tnw8DBkgu+Y7RC$+n3;Up6{1 zL7qf3eW1B2bH`GlM{yR^tKQ@uO_Xx#YYE^bQKjH9;KZZ~f3WeWrUfB6p)MwQ=>EuY9N{i5cuzY(~MZ1*(MtZGe@7;*AOkq_!yx-sqY%MRw zlBnGa;C~p!PepKupX+s)Dhd$Vj-2ph5mTeG3574ne4~jv}&E$fhVP4hJV& z)0|H?Qos>^1rDj~Fxl8Ea>#LkYdr%aylH!u=2uN3q*JQabz7%v*j=JEe7^Vf?)6-i z!eD9uCP{y!=p-K>g58t;1ebyPsk2i$or5Pwxqoj~BvI3HO#GN3Ai6LjV?f}q2E%d- zAitdcie`y2qNfrnZ&|LxuoLL3=J?`a!U0fF){!ckncySlfr=(HfGV5B(E-Db3=!t= zPgq%-q`^nH%ZwL9%<2hh9uk+f3d={`a>8=N3UpsiLD*&N7F?W|t*OZy|Cn06Xx+<4 zm48x0&cC<#x%L7WM{6;;E$NwI+&s`Ml)oio1}3Z~O_jp`3f-P?0tIxn1>?pD$dU{s z)ZfyqD`)GwG^r9H_3&ul;ys_H!^}1#EpR`BP6;#}S9qEIw83QI!?u=^arC2jV2ezu zECsD`PX%hA)iME!;v(M8_V{?m6Z+~O7A)^1!IZCV10aEF2r;$q1uW&=7F(gL! zO_6;2VfAAde({^KEv|Ve^#KOUrzPOQSs zg8yt%+2GHBnJ(gI77==2ZKnm^pg?mG3*!jZTtdENJU3yh<7KsE%;s$k;Yw6({C|~N z#ya=eZ@rFmr{O8@dRn=A_}D8cA4Z}k?NngQ-elhpF<{>ENa-V_aaQw5#+Lov15y>Y zi^npB<3-BKWwHx`g^!s-4;@FBhcD^#ios0Q1HoPAF^UF#75F#jT-sd_uk=OkH>Hr? zC7Nm@pi;mAk)-Cg7l#QLY{5#G{eSgd1}Wa~jq_g5pzM$gXLFqn}tZ=nhqMsrP9B9WxMC1WAgNP3SGw$^?*qH z`i3_)deNL1R<#In1&}D>jDLo7#84hbk4d}v)ug;|=&R-CIFH`X5|>vvwLM%Oxdgmm zv|e?&G81izZMP3YiA_pDdYcgLkpvC{K?NRAGBhc#?N+E9@+IXmoo09j6!D(o zn;077-EnShI?;3;&y~8oW2bw)$Pjd7xc=W}3#YOMhRa+oFVo2`<57+Wx}J zbZOhTY>2O=RU%wu2VUZ#s{Bl>&d&;c16TJ>JH`HwA9-Z7uM#W@$}%S*H($q}AL%d_ zinS$JZn!5$;2uS}h?HQB5s~?8_q2RqTd;Z*7A^ zUqlzUPEpL;p?~0XtyjZW*FpP4zJyyXpZdx^R&uf@lmRwQeRF)vibuNGC)prB9{!3F_cE&sP>sRe}K9eP4j(-t@IQ{B_B7^&g7P!w4X$1*M z%07J15oFWtayQfDWAW;_%_x$$5Bhuf&$os@6CsK4Arbk~;XAz#RRQAqy@ANmEMy_z8D z6jJB?B|I;AinFKqiU_Nw-L=A8$6ra?X1T643lq@6ZqX_!-fS7W#5n&&9fH_Q3o+v6&l#+*?;}>=8UarJR8AR0eUkLxz2zIhC*C1VqeqA#!I@&7_cF{r z*wc;rWM1=FaHnhE3xy%q%4?;=v=VXQ-0uRPG>S4G+-R%MK43)r zz<+Z1$-8cDMPAfevy2sP3F|O`Sd`iBWQWYqDx82I2PwrByG2&ztuhe?v0MJI1JJ$j zbn*@f^eO0-pJ`CTh$!OqwnX)oy(VLOeTJySzu?G?a_pVj+f-aMc9B%7(f`~{o1 zitqy4?06B^|LOjnH_Q*`Z&oam{TU*Aj(;x^Sk;}A)h~D>vaa3qawOj1@D~jsW+Ps8Nfs0E*W^^}{>vizI6x)_X)i`)U?}EC%fJc{Sll9E@ zW`6mwuYSo&pf%22**rPm2{1mADmRh^a{GSkB$ ztF-QJ`tCwn8g3A89gG~;`V|b2FMkernHSr;O$HNzfgV7IBzAB-j)|ihUbdb;d^pt% zE(Mg0wtis;d}>q&w5zDws}w1!>Xk&?D%ll2YbkM-Gn)5rRN)Jg?#-p{ix}cpH zRxgV+^HDl4kIaU&F+uOD(Y0uGA?vkZTjcQJV&}~c$K;q)Evne-40mI$Ck)_F#ZwjdG zp&QF(zYyLaThmW&irgah0DC1KHvcA%#XE$la!%GUGeGgfpPWngG?+ytRj{mM|Isf< zig_bjvL7Ge`ewHN80V(QMCVspgR;Nv5GsO5c=Oz*A|37nvaVNo3x5M^>d@FS;NF7j zqlq&($`;55jh2K_2!^! z6loCoUeL?gYqki9JVC5Gm(#}bbGQ+mkDsEO=rjKv%g6dQzA_p9r1^C%^V7YS{@0ph zL%TX=vcg%R;??t{lz(En-O%A>sd0j_jrLb^X1h_uJ`Qk;FERa6*s_lz6%kxVY}N!j#zV_^2O2*9H7|&K7Uj(Wti^#ntfgTdXpO@ z8^QWG4X%=IPCcbdkrQ8z!@VplvF7R32?h=)AFgK}eiUJnjYkPB%Psspf0>T}c_-19 z8ikL6H5;y7K2@jt<59tk2Ze*7#YCVA)%tR107F2$zjItYf0tvL@u%-#6U5;PIl;p> zqSQ3nv9#VQs`6f2@AZGJqc~ zZ;H#-GPe^;YKCK%O|w}W<`@HQnEXDlpS&}(KKP}LLd61VWF%2j6oo=6%<8H8g!00V z@h;e&H{j;y*lr2kotxO6_B5wr!UN*BSKT;`0o$uz>hH}v38#PX)uHWS?vBj$nI((U zSROF(x7J^xBcC~7)CekGM!NV>DHZupeL1Co=c{WU#F;9j&-|-R?=)YO(9|eNwg_%f z7~ie2eeKjH8vKaW1r-|I@?KLxx#e2NvFBY}=8pS5#ZZdidx(MT6v|J8G>ORzQvn$t z9^pF4Agt}E#L$1QZ^cxtzT5P zL_4;>pM{RP7U z;*yxjG-5c&>~&qHy{2MAH7ibr% za-F(354_y1upQuI<&={eC zlN$+ONx90&sJTnCrUNXbCsyx=qFs;To?-LTrKAf623yLi1G~SoKe|oA0_kS5!RR%= ztcda*H!wgbhYs|HU@^GqyWL(V7fpt%u@avS7#@EvF}J@Kln^_5dkJ~3dv($m1Y?yD znZOP!olbF5Z$7vh6m2G8i*&1mI<(A+BhZw-w@FwCgr?txZ=B8)Flo9dK7pTz9h#Hz zTyEBM9^oCIVdRjqU3t`w#t0mw;e%#Fr=c8f1E5wF`#`GINaXf>0cYR6>xB2QXiiw+ zjo5#zMB;ljVa?A``F^hwCXI+LzK~vV5{gEw1V^y_lmL&#fHiRcxFu-sn}{}3hhw_A zptpWjToo>JA9Y^>`C5?ia_&OxD=cJm>Oy~|La%UUIOr2vZq#8yYOT7!5-iPq@)^N) zy=?E1-74#~>r^(Lo$ndL~-b@m1)7gy2!p>BV2 z&49GhHce!|vd}KUo*+D>f9rh=LS!QN1#Ouk*`>mm73g|+H!L#`JFq<>O&%^iDZYxj z1L~{he1?S903N*{WC_>JU7N%CrbpKmu<}sBDq5~fM3UYueOExqZROItH;4Z#ICU89 z3g_TY4Ijd8d_K96siHK+nk>foxVwKglfZK=DTU0FcqWT4$0rPx2cSf7O88H>xb?=S zU(D967oCJoS>Ze(krR32mOalm;1pwH7%J!~je4kZ*|<##ri?e{K;jcyfswgQW+3Vr zG6Z2(U0x-K*zg~;Mxc(}aZ>qA=OoQY(oNO*q%d)){=wXL(j!y#uc|>M4AFmmz@Nty zRtjYwR~9kRl&bh#VBg;!r)85CoN4RvCA0xEW3_KM?Sv9!r{`Jm2ExCm>1gPRJjfzN ze4|U;n+eRPgs(B5CcicIH7KnDKE9il6%V{0J{jkN@^R zM%Q|FalUU4nikd5FCA_aHpPF9Iu~Bm@(5UTuZ{ASP$iHOaJ}q-Q@g44+0!}Yf}GOo z73X&B)K_`Z7>m+>B&88c-zCjJUizqQ2vvlI>yz@k#GNnZdF`+a0!3Z+nW&X)np}ko zyN99|oBJ`aG$4#L_SwdHDE*;n$5m&D#bbV`Yr0=U*Hza>LLZbVHFAF?)S85~7;u$P z9tlz{5Fp0;$DY5dM1EUBzrSSyz&8+m!71*3+=KV%1%1?mX6`;G$XUDP3yy!P1=7(n4$$++mu2~$^Zxl1KGn~K{QrDR`u6x9;VB6u-pl1Qk3$y*!3=c zPb`aCNvaczls$4>X_A);3M{dAn^R2wwbUT4JhY+x^n{>03Dd_Z2bqM zPNCuwk{-!C1@$@t??ylNuBc{BuDti&Dp^gXmx_@K1e}<>hp8I3^99L}sXM2jG_J0f zs2KxsRXvk3spGFIOqzXp*?eGu7Bc!3D zSCpPYqg=M6etln^fzWtUed-MUp_Zn_fi+nsKH6QiSNbGC0s|NmiSuUL&lD(4{ zv@&qGmS}>Q$6)a2y4~{J4XfAoJwjUrfn5VQ+Oq4H(Yyx!LoY?r z%q(^BY@0Ad((jb#jq0sUm;TR_Z5UaQLRbV-M<7J8*?Pw~X(A zBz0`&p)^Y)U%BuZ&YJ5JM>x%C?yX#@pL_S(GYoKLfN7sgKmKt6Qd`8;QTq#b2m{)u z7@CeY#Z&`e<|%GFWs7jHK~BLD6alCv(BH#A-f`+ZO43*;On@LcTqyIX1zDRvLQ1_O zt<`@qM<6LRL!8$tpfMJjAYjs! z(V~sY=mSncLa2}|m5?+QKeZ8motv^krl828wR*T7&58*jGnA)FQG)uK)w#gV$FJiD z4z{#XP|;xoa5Vw;S)!m_ER_hltJdkO8;5^0UgJV>W@T%|vM&SJVC?dK(?6$+Bkki3 z2zFBR*>=EpM8NR)sq8tEXT&|fTovCJJ_rTMs=dleb&q|kCSqT{D?0Udr-^E|s=qn% zye439_?EqV&BravLTmw=Tu?_ZChmEx^RvtHV5_;|zTuXAAUc@~u5l9)Ls`N{ki>sB z`UVsR8l3e5fi_|C-c>wT0hI*3)eIEuQgwE;oVr>P;Pjy#xmfHyX8~s$1_o3gLl?DH zE)5~RZy1wn=E>kWxvo=sGqM_|NW>v6csJ4l+-eDrwW+9Sd6MC?W-+nNo-KSz<_q`{GvND2nK2 zowNongg+Yg7`~m>32l6(eAj>dK`-cF>_%$ao7{wEL^_bP;3yo5XX{%|u9lE9UBbp@ zQS(sE$$L@}%i+S?ed$8pkYhw|m|sH`KzCF)Zq87Eo#FImS z@#~nb+x237d<8B##%`$P0Y*mgp2-S(_fo`UVrAsV!cP*%9iPs(0&u0a|8~|vAC=D_ z&J5ueSePb*8GtJ{t}A~WufM`Ce#C{n)peZyQMVkEAN$f3taHqr4mI<(S7Sd^KB^t( zg_^T6)kY8!8g~J$Ds%_4bSzZIcrJ}Z)MlM4^fZB{gCgU3cIJyZ_kacRc7-`U_5P8z zFW(%tOqv8P)jsAAMiz-rQj(!^t7eR$nWcpHMO{hRFv|4^lQ%pvpiV^2Rde7Nf;r>o1NL z?J_(jA>e=7h3Qt|3SP+b&NZla43Sjgk*Iny7Dzb^%MnkNH)vGrDM`>5_L{Uiw4vGh z-fk(i%fh~`e9=twgF7H6f-gz568@Tg&`29!bR(rZ4mp2G$I1kfuklsT%g?>bVtupc zxjR`woWr&nyp)r`g~liownEG~8OC*hJEG>io8=|$g7vjXx?6cPriY&jSP%AN zMC}Z5F^=OFMvQV)CRTh}+DN>$2;piZCHW?|sS4 zr+LlyBUsa-_iji`KH+BD%DWfdT+k6?o|zRZ`bwwZES)$ZtOj>UtZ|=g>0m^}g)N~{ z_^Z&26>?X2q(WP0)NIC8zdjqE#055>#_oc{Ka79924l90afOS;)1{wgnihboo0SK( zULZFKKcnlHGJPC1Ugc{ex<-^LyT4r5FTV*7dz^_`g|MLfsEtCW0$Um?K)Fna9h^{V zH>QO2olSJc)YC{9-{lsRNpFzHHb>&78k^yj3dtH5FE;6UQ9Fdvef?V@*lkx`+S=mPLQm z5o1^W?o2qZ4h+>oi+%aa&3@Zj*=zJjn6JqZRxvMpmT>%fRST0IV_)$a8b7Al4PW<> z9+x#Xs-U|ZM0TdGxqo`vC*+uG7ukR0Zf=o%)KXHN0y2&)i6!!$_X5zvprHnM zLC#{5Pa}Mx@_nqM2?jb5Pm!-p&e)=gQQVhHq!fWMCs+(A@a3F+hVpy|Ws7CVU}IBA z?hmGu?({;c@-{_6!O_x1GA(JSk&+he1JFAY*4IqqQn2}5mC?dXB8*Nl#+M#itXPL7F!@ z*0|x6Y;+fr>nYWM_*+D=#NB_t#CH#GeUuyBV7aRHL3#W(S%+aQgZ>bH1?^-{44X&2 zuTt`KPhCmKISs7Jl|%Ym(D>ND#|1pn38=QvXdi4sXX)s>S%=J*t(nj}tDr(JlL<35 z8P>kdJ-)wD8zm4_kD|VAgQ`+QZARi62uF77tk`vvTAh-R6KQVc7kz&@(6Mfk_Io^= zKt~u0q1?&-;MAXdNtA|s_Q03vZe_W&%iO2C^Prx`HImWzvONHvjq0OT-rL8Ve``@r z@#WpU9j`{1SoRJ5reD2Mhs;R6ZnLwBi^tVe*CGCU7;693PnfJn%hXDp1>hO;z2HCU zWEG;a91?120t;<-CUt*KB_wR{-}kIQeDpIWN>B`*{8Un6jsT0%)RZ#aJR~S&s98up zpO@R8S778-MTId`Wwor{xkoV~bG7MWN1{JP?3~kVwbg^uB?cLwMv{P?E1YEf5giUj zU!+j4wCse`+Vg2j^fH_$Fz4aWje?(-Z<~wu2b;F_F-p)r0o{N5*W~6N_I(ZyQQ*)j zIq!DfO9@0Ov4u;j0fwu?_< zDi1q-7_5!}P9O`(yR6pl)-&RpdB~FtprD7WWZVbp)wx&RG_c!W2@71O(x`}X6VmQP zUCvAZsh@jvUSxmbM-)a;c7!FjVKTfjUsxw6IrzLF$5Hfem{XQ2Haaj?klcF~m5rqr zW%>jJ$4KP(ovh%g5e#OTw$blayXMK+oN){1A7wowWvMtkUW=&j{s60a#kH}>m21Mhs$Ei~ z&ku;hAm@+Xi%zwiAWMQ3=(9(eqY?E?kjc?`BY;*6H#tJpU47JqNkYGDV+ey-nH;0x zA0>Yjh#0U33u2bf=rx-5?@;uM>jyvbWOQ+vX@ptX*q`QZz>EaM)b1u_5<{Z3)pC4xn~F;%TRBmq(T8jotLIU~Qi(n0`;`SzNr+3J?r1%%IM{ zFovG%i%|!eXOmwl?`}=ovO%MAHDj?;C7hd{`!hNy@EbAoC?Gl}zjH$|i3X{zN2$r(8SK}*E@e> z-(#95p5*M{pVIpbgV~OuWsP(5)%E!?6r9;k8sr@nEg93cqqh?3x*QTzE!f8ZNjMjw zh+46v61OM0(;+R6b)ht!bVk<*mgK=5@o5okFMQBf#oCX(q=W1Yi0RfxRBViK2=Lgt zuqE>E;CE^RZ%H0tceZB{rV7ZE;*AmVnNBi{e))LR z*6-v*js8`hA13g#$cokzcGOuVQ}r})C8TZi_t9%ovX-`HzGW8ANU^VLk-61hw`*(n zB|ZdNt6_tUpVZAz+_uiJ*Zg2*`BJB`{vLRTT(DTyvjI75?RZW#TsALk4(WgTwI?c6 zw+yG1_9xiMymq7s4USUJGky6$C5{}KAO$vOx=!VqBW%%qrpP>d!+XM-v*{Gujv_zkPz%?$xH8NHk#g37iS5cJCKD%L`rE+6Bs-i*%(JK?M$CtocU4I4nVMic}& z@sBW2E5>&GjmRlub1=MBf@gnJ@ULSOL+6Y}yth3$=V9L1d>@XTAXzc=pn`&wePP)h4+W7GvJ z%wy2>IdWFgjc?X?CPM&h;kyw&)g-hz15;j2BPv$Mq~Dn2^T zg=~D=YQ(Yr!FZ+53YA-TTD}Fgr73vu1{jz>=ViWzsD@&>3ovIiVVm_ox zB8=jsM}UvB=VXx8a3Z{J@IJYG<2;7k=7%2G=)h~JDFZ5AF`s{FXtY&ArON6j49`4S z^_k_hOkRHY{8Kj=Em~(3kcuL-=`7Z8X1W>orO@{fwn^Q1rp4&TQN#qi<#0006hzcK zgvJJ!h)c$O20Kfc_%8JZ<|LRp=vupUbjHt6PLdkN$_BLdj1RkrWRujN(fRwF>~o{c zw~{~qq{Ps=gGYaz-MSK>lb7I!8|s`%3nsqNt}^@H6zd#USQ)ET;PwmOJh;0o?2Ixg zl>06-C$|9T^U70WS5adVavS+;0Td&v`O@DVrkMID%FebBn45$BpC0 zO|snl0P7{OJ>IUkVKNcjI$g@}xA_upCpn*_WSbB%kr)o>)P|H@bI6BrTaOlLUqcsBMX`MAVl5YF6l$`P z_jIm|z&d{wb9d^SE+>`|TH%Qo4!xpfd?ylDl*v;miP+}F8_&mC5_(tPo!1O=+29$a zPLDgNF#o7SsE9e%;}=rPk05n=y}e)(pPw<^a=j?xf@D5|y`}qQl18EXlmAcdpj6hO zoL!YcYFGNTd}c2CE61x(L5SaA4?S-j+Y#nCS!+LT9)Ja}C zd&WYKobhIefL9m+!v$FM3IPFQ^A;pCD#eYw*wXTgWmFrJ%W6lcJ-0n?KHFJcYX9#x zE}(y&$j?$0_qS{D1bi6@hBWvCOULgfKg7}nsr~&y={OHmRyvyXp+)O?@Y;vj%5)#-L~u zaJ(-Br1m?wLt^W{YX5v?{B` z@1@&=h}} z_<~p0`A>KjrB?Q!@JWT)@?9uea0v1!WkV#Q`ix7D!khgLkZ2`16BnAg842B5%cBMg zYE~Y6B1BF*!;c^6O(Dq;%9TD0KPP<4m3#MK1>X^nS<>`zJ!SN1SO-X~q@QDT$OP6Qy?RhdwYa|QIP%?f#=klRZ8>;FPS5N6 zAvAM@MEEEeuL^sq39U~yf9vcqA^d1}JYEpFB3)ZOZnYQDWSw*xZj4Iz1d@Ndv`0!P zNp^|1oF;t;$OCqV_HNNXxP_SgD&|gW)8h){%z+p-Q$uBl-3_1#s@}r}t8Y2~{0>ck zOPCK^VWZmjbaytOdM_p>qUO4zZqvEJ(7C5~ZpU90GY-OcZDUDocXfEY>1GoO@nmdf zYR_(cD^aRmn9J|y>zuo&NWg^QE44kjEigANiUhQl!$T%Nq|nn7N~yCkXAN}iT{Hq?U@ z`xWE@TS{NA&~u9PAoREig8a;s&8F|lRLj#zzt)yLbai})%4f! z9`18Ki&yiRObeSM1o%MNdr{a4r?#NaDkmfrZwXd+9K#haXSLwH5SDh34nzRQc#w$} zr#c!`AQi#J<*tVz+M>poUDZ38kAX7@Aa}DvuO!It${htd6L|>0TR%k^@d`QaSr_*oam|y z2#=B^471IUeIwg~o4@3>^z}-r$7S=C{2mPUYF9YZgLVDiUUa zX`mRADmWZ*t$eXW&xGW!5Lxf)+^HOZ-(=BuGF0|k< zMH$P$47h)5_;b+&?SPtiO~Eb8aAlP!+tha{t;~F}iJME+J}=^|d43h6J(idsFsB_f zRa3YXMR+_=57H*fo9~bM;1ZVZhW_GdJYxLuL5IiTBzwKtu@$%Ir%; zmo*Dh5q}Cxn`+ubO<*~sHqTJ0tb?We#?rg-omX?z{fW~)KW_Jz+DT+`^Sm&o5tl#u9l#SQ=e z6HOSh=fY#XM}h3iA(k%jT>msc48h~@MIEz)=M{1Y$a5hr7E@a3T@G$1QUusI{i}Bv z1ay*v;Frhzqia$)H|!(-m4n0W5OUtgx$%FC?D~S#5Dr+`#$S^QCs~i%0>ZR*W|p}B zeH$WYA&zU=VSNZ`)?Cvmlv?8Heu%ReQaKiv#vxSTxgH_SSruas%tLb;OGxEo=Ja2#C zAG$`!;po!^VeTjdsHH$hbt#75>=TfPRlebB+Z4pSgI&v%8aXsJ>ma9CN={0`wMQp= z#@@z3-g2IMWvto#cMiVi$ScK9ngXVMH46`voXb=1&_c4ScFA1zEF_^E(`_NT{J z5%8Q?4T<$!>#UE{@Q8b>C@M7@p9Ftx?Sh{xL%Ivpgbu`789>3&#?F9R9i%lJWgHop z1E|HAHT2gq_yiw1M9n4;{+#FLo%c($W2SyFRS^}T9g1~rZS=C`_U%GN{NQY0dHuLk z>uj|5xDf?@VLO!0@$D2k@slMt1U=g3uc?OS7Md|(B#(4KVs>ZZ4L${w6;^+aZ~vLE zHKXfXqp;Y&E3X?OG>X9f78&wD#F(yBhR>KIPIM}MyrksDqRnjUls?L$E}uh!^k_0fi5*wo&bNdN$&y!RLebtOB}c6Mqi2T5nr|}OdX%%%F%%8cHQkR&Ypi#{1O^%96k>v;pX#mt!~gOrt4n}NGI?3#WcIU5u9?R4Xl#0-gdV4TKi zD%AbbAhP?q6)w;OTT#=P$CHN}YD`1=Rw;2jr@vYfK46s20UDs(x%`C) z=w3f?HCGf!n@S2I2nDaIXoqudV4@pJ5d0up=?f9}k`6v(2zC=pqo*4K>1-_7$7!23iPsKs`=polGpd}#?wgZr*=$yF z>oT}w{^4q(90}s0{bs9Z&3u|3urr{Y{Y#3;{J~!_I&{znlbC`VR}9o`v>CVaVq3w< zP8OJx3uu2BFIuD5zwj>;N1t6LhOFhB*(-byZo)lhvX#g^9G^r+g#1*5`LHT{a6>sg z+(+yXc1~(`sqJdDQSb5;_j*`;Enh;lAVaMth#$csyhpO_)Vl$XJ>CPC<%p% z86HNJYqz(<8yx5d4T~zSZVhVRP@n&`w^7e!KkYMHE$$0t(ER@v@Ly}(L^xA6ni}K{ zuV#NbUhpL6t4oPbnBk-m{L?&8*gP`vRUP$wM~nUOaQVqf$+A3vKi8aeFQ;t;|3b*l zfUa(zSjYW*sdC?)ix6!!Fmv=~GQDMICW4*@Q7B(10UXP4+oQGibkyZ(f=OgkuOxiE zI|8^@L^R=kzoB^hC3p9+bwwP=K7RW50V{vbZVG3&_f$K#_!XUBc=ePYmbWT`l=@+t ztULhz$>9Sk7e(q{4mffj@tDR-3^@eqI-PWo$#1Kv(ifXhzo~AchH~&KayqyVFBJ4t zfbGvfSq=}n-%e2Dt2-p4X#L5{CDzV8qk*@__z6lP;JiI}(JL{7HiadELdzm@tdf6I z(dOm8=g+CF{+CP98!ET-R>|5o{HvR0P-)^{RuYUeiOCMT7Y!tB7gn{o(Wq4r#-N0) zJM}yTmKQ~N_Z4T*pJH*g&vGc%2e8@> z^RU~%8x{VKf)5b|ElRV*dkuM9`S^dOcO0IHsiaB)gTLp4t8vTdN84w&ABpnSau}qU zf7f#J`A}pLD>-6SI!RmA24;B~J)E7nBBYv-rKequ4#S{nT5zwBurwm%KVM$dNN@J3 z@H+@>3>}R%?5^(d#o-{M*Wibv9|$bBiZdkr3|sb=mkql2%c;dog}aO-IKqD?8pT>U zz#7Sn^;cl>sre?Qg!J^EgJ%6qO zJspfc+T^}y`}FJBz`59O?i}zpDZICj{+psXX}EoO@}jfnv_9Y7jvw>m7`cPxc4(rV zgTae`*y1dVU}GW(;|-_~)^KC9bY~H=bwQbl-7{C*y{;aV)0H0ID+S_czZq|$GS`x2 zIA6Za7P|96L=^{7j}U(=XDjrA?SH*Kf~S*6-J9 z{U}J!s?`pZy73{;V}ih%bUt9X&A}DnKzM~@)CB^9zS(%5tiINn^uT{OCt~JE55E}4zAboLdKdd&xN!FBB>B5KoADx^0ebdDNs zc9GD}C?4-9>A`dT6b~V}E&q8KKn{-jj5Ca2mt?-$?S(2<#@AE9UlAzs#MMxCtB37Z zJ6C_pX|IRKqR4;Eo>FZr=~0;y!KhG43m<*d!8lNRD{6hDd0XvIsvlT-hYuzT@$Zat zu&$3f+Lf5=BTaNZ0buO)_!v2(axrmPBfR?~ctrhe6)vCUFC~OR_plHis4epJ^v}y9 z%kJ26a^%jOF(!eunc$cINfY&Roo(Wp{*ST0=iZw=9dv(@$B=0Uo*5@|t^k-9>rzF? zm%~@9(p_tfY$MeBdhUue)#_HLfjK2lJk*~@+GOIR$$O{FgTKIol;O$`!MYG+$T$Gv zq}y8ErK@F2C@_%9K&+b~WsV_#R?)}bUanz24CrQ+YNkh`CriN@je@H(#QZ2iXRYCS zRkv*ek5GR?;0IDH*?@S_x@25!=NE^*Xa9Rc1Hyw0UI3;Un7M!T->f%1w0~(=aUP9O z7%ktwrS=E$4i8;F%U-Yhm(DI3F>c~S^kH7-U7#1vb0FZ+RkA9|nFv^M2_fmDy9W<3 zlr{SrKJI)sJlT=ar|3E@HNJSCVs^>`jx;kjk{^EyLaPm-Na~TK`7C#Wh*UbOabFm> z(7WQC8}?4)=yX6ct}AV=g%lLF2VxShKZAq{w#aa#1ABE8oA58`;9Wf>gIc`6HJjcn zHcW_5AbBFzn$okO4BHt-O0hLG$)ko%FZ&_(lRz$w4p^sqbj3&$ua(eV%ea#V7c`Dz-V38PTpnp zFzN@y*)B1YqIKJ9wgGWYsY5+LU&&}t?iGI+>OYTMo4gj_C(lszQbmh-x&31iGoY?+ zW~#^{#?{S>X_=@-X3M{2mz92F5E=F@DN5#Wr8s(*#{2Dt^K&erpPC zR04c#HmoJ_Jj<)v zU|C+Z$TMuswk=VzWYpDgPR{_px*t#V9bzzdzJ@uMv>iYN>j~p`Rv}i-t2*LrJ6aV=?GARxN+u(iN3fl}c=S z>WZvpjidLNf(EeO;c=om-FW(gwP?Y5_5^zh9nFS0uP#O{*es2Ln7Y9Y6ogJSJHbH< z!UfJ5-u@ky^}6cemp`G2vu`ed32kc_8`KD1)%&lM3|_FQy6y?yCjR(Svyww>_P1`s zD%|h~IOJ2BFWGoVv7djOX_^%jU-(lFdD37oHecrh%UF;F}RTWQl)$?`y9(riCv46yiR- zHTY9@QKu#u1N@1lfp@1C<|hbsGSz%@sb%9RX{d|3BFqmZeKknoaHFKl`!XwbfRCi9 zPBDNA`KFQt|0|8FxaGDjkc^~~2>Dlwltc=Ujkb?4(}DCY{J4U1qi>_@Y64CN2levN zik(1Clu0o`Zp42%j`+t|3BN+4U+efQ#hT=h<^2RYLUNbzpuf>aRScLgt5>rK6j`I2 zdFV!Eg0kg=HsnXkef-?Ma|X`=-((`|!3qee)MSJETYMNO|1j`{K)hbII%OyaeWOgF zBAq<}I{<#hca1I%iWsj#O(}Bl@aaow4-#l$3OBtt4{QAto%89iMnGgEe9Ha-Jop1_u-VzLqVc5$ z+uHRt1{TP-#szNspyo0p|5N5p%Q7~ttHP?v9-RgD;~w=_{rW2AZtq@o0<)R54se?M zS0;nm}qXz2MCwkQ&a|%id#|b;;revv5k$Jogyd4#DG%Z7~hi3Nh8;4 z8_FD_Gmb6kCz6mEroOeXzGZqxbSRBvldR_d;%|xRmGr3;RjJsZH%&FJIzp#cdRtTu z6Dfbx2xb~0)n{qw$$%YT3ke7QLO`flPy{D}F(`EmzYpv%W^p&CXJN~tZee|D)Yu#< zpp}8Nyb|tt8Fcqr8l20df^ue{ve}0N))%|y1t`6y^1E^JL$p`oFD-v!@tU# z!}zySaYX+#h|=Pntku{MKQO_!cP)x8UFd(>M8%&+zAjhh`QMCC8aWVoZ&|q>xj`6F zZ8Lp`$=LcnnGb?n;68tHeQ6FGV*zfJomh`fTlyyI*X=Y6bQXcDt#^=At>|9hwF_=! z?zwG_ez-X&CQVz~Zs1*P7j!4~Z>{Gz&z@dIsf)y=2y5k-1vkZwxOeOVJU$Cp+e3dv zcs3tLHP0{SQMr%$drStLH0QnKVQFYog3MQW$ae^+ZbDx zUyu`Xk~MlEP~->+yrZZ^chI-(EF<^jsuSx_p@h!2Dokg|`B@XZ~BBTDw7NNdSAFy{i51{rDtO2rn zK%gY4kkR+9S|Z(}Y49<3??WK(Fg06S?LzzdYKzz*^*rw<+*iFJhp@%|;VpmjvJTS< zvgsdf1H*{06`*|f01PP9AQer9n?WM3;jbo|kaT^KR7W_;DO<|WCXhT?3#FWS4-}`O z9$cg7hMiMXjmSp${fYIy(inBPWSW5BLhc5L*_OV6DTEgRe0ms5E_j?8d}c}#4D~qD zrv6#5ZxzQ8M}Zx8H;Qxz;u(MHu#Ft{oJ_!H;V5d512Eq=lT>o0p(~YFEq0u^oQv00 zXM}S(16>Lm$=FdbdN4^^dn9ua>X6NwWrhK~r(De_yD*{^;CGX4taM`N`Lvequf^}( zcs<#gdDC6Y3~`b+m1ZEz=@If5`2hsxk=#=1(JD^C@qXkpL?IrK$x43{_FCZmpB(ZF zH4wSf)KzgR-g23$b*Y(s<}vM!V*!&cfc1}VvF<4f!>Q@e@9&48ONjN?k77v)r>=Lz z-z(j0A{hW0hfR+Hl_&^;haE-ti0T`%2~qM>(hK8saXqODxC%SQH=TmitdsammwK9Y za7V^C5~M!HdvC+t*E@fbQ`k0vEqgcZ+n0gLU^k)gts_IR}T zlFsx-gnn9n_SAr|-)Stcrzl(LI53O(g~0QeKs;F)>{CsD{5ha2Q{)rs9KMV2!C;T9W6W9ENc<|ZX5^Ok zM}hyQAszauvc5(tTo2u{6KO);IN*D#brXqm#{@_7sD~GrXc#115hLg4_ar_@cCC;V z_qKme#(S_#F;jo}#W5He9R*uoNjkUQiSriaca|D%TsHRE5F@_GtWLxd`1o+c7hQE} zO`f9%MyA3C+T@7l+;$XEhy?_@K{OW@8nB%LNml3ihHn1czdTGLiB;w5^-(Z(t-)k# zbvNmqpd-6RPJ`8I72El7Z6!YxdBR!a^#^m6Wz|_^(MLE`;zWq?e~A9|!&e7Dw7qJf zX_8zSn$$_#rbFZ=PodJ>9H6d>RTiO(cd%gY4{YLZ1QL|ZMi+9IF24ji4>K?dFHB`_ zXLM*FGdVOem+@W&D1Yr+S$7jjvVPaE$hQmUUMlx(&YU^N7;NCS2L`+Q_B8lG$c3$G zSyF3ZfM0*V$gEZJB5cz=4}CycS(#Chv1de9*)YKz(~<=yqhpaNE0`2a2g9UfR%s>` zb51d-SrC#*!=lEV2b6aMiRUE76lSDVOgUTw&|q9C09jm}Wq$@&<2}>3I-!^WLT@xP z00}`eLK&4Cm_&yqij)wBX`mDYhb2S+C4wmh+FW4DSjilga#+NJWC0{z;!zu!S4?Xi z2Og-c(98o>1W_KO2n&1yBxqbEGnxj`wP4EO>TvH2GXe9~F%u&M;hB|M4{U%;XkIaE z0B03uKmaeosr1Uf*f^`H-=+5nMyhiilgfhvNjfTcum10R73f(}rF23-)HBRmk5 zBRoFf3MPVs5}*m7a2`U3u3W(S5pWSmBUm$14I)^#8smh5=CQPg(4xW>lM*WQM1T~e zPplAWafn9>0qUSi+$#k!)5Q(|r8Jp@MF&!c*3pU734bhD$Wg*v0+=O3U;!x5!BfGI zDFDAPWJ<6t0cIu9q_iAJ8PRb7##+$^>VS<%hDAmvgr;7ii;PEE>OtL-OiY;cBpG2g z(U5vHOFY_$1rpVc$k9ZSAX6j8r6Duc^pp@ZW@sH+jf_(TPqyv|Hqsa{YcGJ6Sk;mE zB;z$o=zqaq|H}9=8hNr zmT&1zx&+MJRfQ`0LFr8pz5#s3pcosmwz+{3xT+G&U zxNf@Hn@(rI{f?zca^iH6`J(bg=Zi^~(?KFK(SKOs;>Y}CF`O>vw9x1a8}I+bhbDv7l{dR%3tu8eE*$HH^lX5#ol>Y zkb|433JDgCG=;YC7GVqFJ;3(ZhIk(>@!)tiE#za8?t@Sfe4(937>b3`6f;EOC@0I;%wn4A_`SRcpaink_VIrB1&NpW0drTr4T7q5fBNKiUoG1E6MmcK3^}&Vl0kRHMA9P0Wwk+4)OD5C>>NG;1*pd zgoN2-wm6;-M3hgA9NEd3AWa8m>x~gU^5;Ao3*%9Z)QeRhUGCR-*1Z z0C7N$zeuz0d!{PP2jE1Rs*fE-*}4xHpZXw+|NQ#HzerQG#LG*_vzd9bn2nB0=nzys zJ79nOr2M=h7zE^fb~?BzN}H`HZOmPwbQ73$Cf=xS^u4!jl5=81kwF%gq)YJwMk1pw z)J~@PfZnR%D6}(^pCDP#QWwI~E-DJ+ccH~>xQVf?LBi()Z09;(>4K88AcP0(-nW2R z8w*NrZvoQ=p053EVAAl}dMaqWLdNC<81NTA5d8iumfD;x|D+S9DWux*U2y4tQ zLi`v0KTdp}tw-g8J-Qr@ULUic%Ec1)hdimUg=Fs^Jzb9{X9)O*LBD^@{;?h|R$qS^ zM3UJ4y!s!uH=mc&Gb{zAAq{{)7Uhs^_^PF4yL3;Kq~?yBoglfQ3Fv>kSg!Ujh6_|c z1OCIXx$X`saa(?lMN2 zL*}1WtM6!*dX#q8{g|TW=D%iLAvS;3SJirSO(j@omiVD3h=TTsghNmidOjV^&c@So z1|d!Nrps|XfZ#P;mdUI5i*oX*T#ZM=>}Jo(A} zTwbn*lksS8dOj%`mO5UQmp`GT!$w;ziK;6Pzo6lp{m$Ay#_v2zJ@=pNcj8vBtGsH< z@94SRJTK3F58tEy!+M|n)BAt!;eGeZ+^j%BK&Mqs6$;4#wyeSi=0AoyYoS3pu+@c^M6D|jj=wK;-(Eb)0FBa_ut5<;2ac#;=y+P%!UwyHo!N)8 zdRTbj>ExR#xWY!c3pIZ8&_nEY z>LGTj6$u1V2C#=4u#vIZ>YnqoQ%w9af;WtiWDgB8l+#DaC@` zEX9JnLn+pZIH;Y=?=I*yO1q~vx*F(drjc&9n(bDhZ)03q2e z0(Nc%D(Dpt9a3sU5iJmi#ZG=29x!V7KK#rrkw#cQ@Xs%8-0o;Ss>q?_QNvO9v}|@2X66YOg;BlD=w5?s*vK&P`1J-qczPWbmwi?L+I{G4UqtI>xooqFOhRn;R_jSuYj;Z;rS+=FH+;Z<$QHus)3Kmap2k9Z&U~t?IIO9fe z!#>Dt%P2Mjf}=)!Ye0CXye}wyqt>UE5}dYYwJ7NGH;ma(SnLy~ppVr&jnYRE*bX$( zSsz?MNfgW}eMmw{lmUFeW}%s*V>A}MDComDO?ZEt!V1phn!*8lf|D9pY%m3VjYtqS zXpBcgBS8@bHsPXK$8-pwquZubBQ-`kP-KD62Owa2ug=Rj=ly;N3!%r znrNo)I5Hg4#TaO1`eYF9M8}uJzZJx@F%EO|`Aj}I^rwS&7SCeFiS%plv>EzG$k8DW~$wThc;_2w9 zb(II)p{1vjMRi(?Y0L$d+w2pbUJAgD;1i0hT&1J?*!s+!TEdcWO5!T7VPNg1YMsqd z!KWmXKI0{?@WPM`QY1hjMs#O5#2l2Ljy!+YAbwcpydl3(n*O#|agzKVKBiLKvxKwLS24w%^h6$4SQoAJ6lXjg z1mqF#6OZ}X4t#EPid-7-^y#(EmW0CU&);|Zk%TLYvuQU=@mbSIZgY%HA7|CCYkPk` z+A~esx6)m*x^`cUf;5WKO4CN#3EHXw$;-68E>w5RYd7p_u0!5cgkASjTU2DM#uMqe z%_Autz(!O%mUqNO6=sra`m{|FoOXE|Yx#sz!^vDVUyY?_E9{zFJPW+SZ?ia21vksn zYk?HQT1Gc}9T6mCl{Py4j`q@MPp5yX#Zjrk_MtO`jT5}HN#!~v`PP!6>wcfP6gHEuXE9sXrmwp4Xi<&kWS8D~%2Z&u zI{i%os-A41bE~rnS4nW%=JS6nxlR*i>1XKcia#K!q2G2&lSjOUBBM?UAP4iNPC6(R zfy7;QA(OUuN+NQ4q>`!-fRbC%e8!ibtZ=77g;JRcH$mz2M?S8(sWO>{;eM~ZBQ#YW z)AV{-jLBH?82L*`_d! zRkd`Vb3;1tglH3Na4IPvG%5;#GP2;4q9u73{UsK0;E;z=rHRB*RsaDOn6+rDen1f{ z(_ZHT*+Fn7!O_A}I#qS+EY&wu(>h&gbUCu9I8#=f3_V??u3XYr@HATUpGG6Kc_eCI zLA0=WKIhLSJz;97(;I)@4YUXOhcAu}kDved{?XH)rK;ZrnC`29Cswm3%BDYJONR-k z&ASEcCEa%mNY^{>79>qx`Eo#t*uEV=Et1eTN#cn#wJf~qh(gP*DE9bMh~uad#2KHLi}CD? zFZ(>kZ{hLP;mOG_KZ3`%*Rg0s&7z3+VX;xRi?=ZNj6dfG{4l*c|6l0-i2t3xh6TK( zzr5o=@_$wW7|nksvnkrk%OQkO@`RF?zpaN8*vLoxALIWg7!2-b>&2$o{8|~#bPT(x zttb6e-=zGw%DqLx2|*KAwZP|-^^*U_e_PL1<=KZxg064!1L-bz7ktT=<>fe2yDUFp z_2u|8UrvV03o_M#Z54ghXm0Jne$x1b0R2;cz%h5tiz zf{Fm-%ss$X05wj4iW3Cnioqc3fG1S^)E>0sk7$)e;JJc5~%) z1v~s6k?VJwr&E@PSjjp$I)Wf>t{A`jlLJFRmQTn2hU?FpwTC!)LVW%L)?kR0_3t69 z+?~1fAYd1Fkh0uglqVC$KQk~+o1Z4| z^Ko`^23S800rCS|gP#6i__&&TfBTUtIwI2~~zzI{}3MZ1(At{?o9>U-!@a*KV)? z{yUet)01dH0Oo%*{u;;+w0!!-{r{}=KSKWh1pYhA|4rln+mM30gTo(g=0E)ZAGf(9 z*x}7zgeT3qyFKY&&FN_iApc7>0R6eMY9K4HyW{_QmEFvrfA&BcV&m}lF@jwcz+NCL zO|YA#?Vn=#)2{b>$sE8CkfxI>`1h*<;NS)V|Ht>VS(f%sFNf=sBL8rKo)+i7OUgqm zoveOu7!SVyz#IxSe}e&h5)uzTKfs6kX%($NUVms9z{Lr1a(fB^JdNiEuy%rC{Jv2E zK>(NRZ_}She+a-O_cs#c25>3a-ApkcE)?9N|(pAi~KqH zOEPN2Yl4vpMjx5|R29-WpR$rQ=t$ZONyq4hV=}kHKC}0Zy7mv~!G#GU!?*}DIT;rs zk@8#ETB}l`V<}xC3SZ9IvdWs5@`YfFg)6&8BKT3mL9m`*8&i0v`!28EdmojV_=6#9 ze}uLzaY{Wcq=!F(8a}U{5ht=}$7bL@hIIAyfaS{Y3Q=RTFpil#bxTL!rcL$-&!B@9 zUAm!VuR-PMa~1E&NRNXpRtKW9E6XgW{?6S|S1U(y6ZjN{#>Qar{kqnaJUL7@%C{u- zIn?gogZj~TnLnSiyfjPYJ(xCeD<>;r&Q{y5IpcrR`jgAa1 zmbybS;mcf&c-7OXf>?e^6XAv)q6d-E7p<(wz9$M8!J&^nJyC$gh`@?jdGOolxN#{manQSD%ItRYeIH!p`YuicuFwh9qQBp%<-FFWti za0lt=*TMV64T!w!TCFg@v;x}p&iMoch&iIn@OU1N;cQR0hZHaj@ap$`RU7D!N zc@%ww<>F;?D)u($K-#@to}LsZl6X&L{p8Hid7GqmMavStBsSCpJMs9XIb|D2FUGA* zuVK35x>DTMJE(AD<6hUZbxdNhZnwndh7$hcF)6X&>?d}fqh=+G7t`HVe;gx^fRCB8 z^{g#!6zR?QJsxTd80nYIIkj5l`0F-x)T&FIbDH;(`k7^uq+XL*hM*HmN@wu9;TKrl z8Mp^&g3F&JwbB_$viJ~sU-nM3q&*a~QA9av^)e9(3vA3Q3!)U73+*t;Wg|>HqcsE; zoewu>-m-lgw^}ilIY=d%f5es?NVF+6fAjHF`rU^KlkKJoGnBY%VUkRK&I51?TL|ov z3bI!%mPmKe?(+Dlk)QV7xXr+huz&5>1GfVQy*pxWx(Z{a2&m*wNmgsxwI9CmGv6ne z3+1mAyZbw(klV2EA@*7R-us~A#pu2wjqegYt6M6$uzKk{mfW%Qf69ngz33=yRYaN8 zdQm;%zmVUY#*pz}6FVoLHEZYT-85eiG7bRSTgwRJgPBq}*0ah#2oa`CxG6tMd$Eob zJ>Q^PwxQKVBvT61fupJv)$Z1ZJJwqdJd&hyco(C#P&L70L#VO8#7PvU+bftvcK6Y9 zJSl)hvIVh37Hus*e^uXtNYG@{J}bBUT1B+V5*tIkE1C5Ydm%=Vs_R|x`hss(;&cy9 zq+ao(NUl_3dtB2)O{t4UJ|t!!zljZ4f1vR7(GD(*5$J8m9Zr); zixad{zM()3B8>l^-bLV;JrdQ1U20sXq zCO^)^7B|aYf9hPvbR>3%R@TA91ZBi;@gs+euvF{B8t8EqUFvHn5?4}D6JMJ4q7qpf|EKDyK$O`Xy+-0Wb_FWmQP$-U zSSTW4RkS(nj&l?aS%|t0*4I~bjMd15@l-o~&jWmCe{LKZ5F~Uv#_j7i&<>#PVRc4Q zYLMtA_b~%A21yEBEg|YFPeooE>c9ulc1)`hl;&lJVJGxaiWZ(x`Jsl2J!9b!1* zA-?9=e}+mG44hCIthXbB&nu10XX=!Q(WMgtY=9)nTFK;>VymJkX+J%D#f}9~rxh2r zrQBj%48vg(8$)r<%B0l{b<8w|R~{+DyMlh)4Z`pamD05@7Hb0GX$4B~(Na^5le+QP zGVj*kJ0x703J_m1rIH_hUV{9sE{adw!eFBX6 z&yTWx#*1OTA^1k`jC(U)hX|nvxw5O{)ZI?Ogu9L)+h?rAj}Y3K&hviXm!s$uDcm(O z{mg{4`ZiD-ub9v)!uKVeNgwVfPkHk>f9v;?CqqqO$H(j#K0Zn=iyHOEBPNQB?}#s! zKJ)H$;GbU{ybr3>upL*C9>~b7ZBFt#1%>xU zRx8Y*tRlHToMNoZA`1(p)$TMcLSf+?km7`hgIYJFL}U8KlBj+M8^)n2P+3|v?tZET zzZKyGtA;!}e?0bkJzd*7@)ZYMlGwq9- zKlR@xYB(1R54c&%nzhd4ZvwModp`u$2=P}LNi+8`9VA9_t7KxbU{TZ(CQpeELnP&$ zV`DeWUGNK|U)SD#V`BMY%C|uM$?t_xK`mRO)vSbx<*NQ$fqnv@{L6kf_Q797gybw$ z;O~f_0DuN3i`pP}^QtHB(ZT@3IN3`q`u6N5d1m6eg0H}SWSJV0897e^?I1{vZe?UoF_nM-=I(~Wk zYazF)OkL$T0lmuh2l&RbuFHp>^JZ#iQc@uCD1ZoV%rH!a06*b{;7e7xXXZsISJu1A z++|df({^q>OhZBbZoH@wt^4k(C>gB*Cf6*bm>;DMF2Pvv|8mc=>N2T(i=(!qOh}tB;)5LJ7itNE|xQMG3 zYet+2&F53ma7DJha(mqlBwq|}n{_LTsAT zv=i-3scG0zvJ(%^me@*L1v*0Hd#VBKZd?SK2rspGF-IJL!Vr$%YVCkprI@`@w%y zAnNSvN?4HBCFB`&)CP;8zxxd3H75ZM9QM)CSZ^i{f9xZ-MeAfU8W8*FQ_jNGpe&g_ zVprg-_m(ztrDYgcVgzCDa3{_4=e-3>A46B&cS0fQShUn zrI*Cgq}+{d4&*?&KlM+gaP0B7J4?<^L{spf((eb*M!h(j=fp#O&16*gy+8KqWpH#J zVGMOtf8?z1E`cy3YIa8-&Z;$35O?EapjNv-q=^Hd${(dguyf4yDjK1KitJTVaG-{^ zJE)ZOUSdbFcO0|C8}6>wPV-AGyPd&aP%?@3VvW0CgA4Xi+YdWO2aNFOOx`@YLf4`+N+-CeARuZAngA{1PI3uaI z*t9mSpHPwE9rW&BA~69_I&~`0_K4z=)I!gTq1Iba_SFQ2T;qp zf19f{;X8WtPg?S|)2v(&ozA8&Pi&IHSJ9Z+cnEPIugJBcU3|n1i@$wJ=E#B?ll0rt zC2a{=s@63%6Tds-a4S_A_hx3#^uazxz>J~_EAHv^C!H9eFVViNSHDwd30NH#_(Dou zDjjx6lzwAf+q=DT8^W_%SNs_~3oQ_we?SgrpeiKvik=wdD-nEqEcB)6I5hBm#9$%6 zz5k5JLr0FBr}MK)QM>axX{5Vq^f5CX?bjcTkZ|5}PI{`Zlm3!@pJ2c9hOp9q)m@4H zfLRDWTEzK(_|2>vd8!t}=2YwBCCnycsa$L_>$}dSFJUoAfE1{LGKBxE+j2cq4c9Wf8lNRnQ?h`&`iaVGA zoK_l@VE)qJZqPAR;_aKIJJPVFf3K{zRcp<SVhJ7rIB*9F&!)^H*GRdc;p%LAZ4znTuaUSJK9@&l*tOM3=a^7hGSz3>pH)biZj6v8RnkqlC+J1Yds^OWLPzP(ci%GZdHxWg50!as~Lg{&+K*lX=X%b=(2$ z+IC$?kL*RcaYv5Yy&~PKa~&vB#C{X`x|me_U1EN%bWBF9Go(U90`bPvr<7DC0^`>h>KG6via z*2WBR8g4-WaVfQ5nk~3>aIo?FR-;z*<8akXb{9ZyRfN z)F^>1?cp~CbFW7SA5fh7X_qczFCAO;G0NFXbYHb!q7*I6nune;^+977KP@zkiL>Q% z9=Mq{PO>uvzWc1nvUvHmG#AP`g}=dP5avAhJRg%v&xe`=fA+C#B3LGh@)D2-3#V{d z%+DyqFgMc}@pajXvPwrTSlt-oJ)l6G>S=wx@r~=!cT!FJu8G48M!8;#RW2&9t9Iwx zm)B$Ce-U_N1aPl-_1@uv*{OZu5oJ2ah9bj39{0#Isj0bpHk2(87T|nkwODWHKolou z=uS&in5&4{e?nuyqlN&g#@>ly18F~q|Nbje~Lv#pIUTYHsw$Jjw54Ilm-4;CCV&2SehZ24Lf>zN|+vsJ9V&5GM!*Nx#D zN6156f89hWlX!66VMtW4yfn6FN!x*x%|wgMAr<dbQP zvaRdVo86l|n+F7;_uD6A+w(|gN$fCEg_wL;f7vJ3_MQ;8#*aEkW%*%aC%uxylVH}0f) z*wjO;4xep$z$plz%U>tHI_1PI7@K;jt{yB$Nxk)XkJgrq7*^y)bJ2CzP2|rQf0)e$T_iJWoAxZ8PPVkCtssiQFEBx=GLn`l*|4&h-Tf1J$ov!{kTtNOqX9D6t~%jlepNByGdZs97W z&n`lBJVV9f_`K(ZV;2{50W(=wg&~|lI+-YJgQQZ7xE;|6uX`tqyK*cH)(Yqf)mKZL z7l_S!PJoHlaqSLqE0DG+40*X2tOjS)eOai;dEF&7{?7D~79Ns#(KcMdKGEh#e~v*T zB_fHC4^4ujtloT+Xp@%P1LaoEtD5MSYZV0ecKw+RzD9^ze6)kRvSP$9LF4l$q)yvA zcXDBF!P?nILQ{turH}R6TXp)>iXrEeresm%z!8_N6AFuW*QA&pl(7?gWJ+&I3&=(E zCOoZo1EKJ8n?f3_y978LbBP||e?vdgeb*SFYZl)To7{CRotsX-G}yvZ7NtGBE8c3E zf@Run3J4UKHnXpz0Ixk07cZv8GY$?d6GI*I>nIPC%s0yfd!&)?F=vmFLd_g?qz5%e zu3~dUs?yRcg3&NB#q#TJju7U4NogJXfg4nvtE|Vx&;7)1--;j3N*>rme-D#aK90UJ zDheEt3LRH${k%bwWM}@3yXu`rv12FVNTs`q$AjrfPoWRlj$)H{-3mao*x!1qIf?1a z{*xh+qkdFEZC8)Ctm;v*=wqpCRyotx&YtCl%LW-V+He|3p@ga8R5~k_24<2r1eHgr z;%0KGnRhNr6c%HG4B29Gf2xMwnOHXik4QCMx_-n}$#cdASCSt#HCBALwQdxa5yPr< zyVtyfq6!UeEQ5aD@~sX*M=pS2H^*vWPVh+{i(ZuM!On%lhY1LrYHlL8#wT|enHUuH zjYuZtZ1@i0n*3kBt-qD3T|;HaosgeT^e(L&xM@mb@5Ej3;ndz+e<^Uat6JSF9-VK~QTs51gz%GP3sj0D9TQk8SsB+M z>vJ#kmjl32G{Z#oe~j~Pn)V8V+^sUJfi zaP~;zybzCiu3tDBX`FnH3p#`+LODVpy|r3i7s7~Wp}SIDs#>4ShupCHBIgc)cyB_>f0kDyY5nk>x>-JIrv7yp)w(f2ozIVzfYfO)nc0iA>8V zp!c;c~*hSqu(HtBZ^qx`#KE?i3dNx7!H1%fQw!Yx?@?)v|WsF6f zSi)ZqSdS#ktlBkdLZlUf9R6Q(yMje8iP2eXYHuAylwFJ(zln)uY0}wj`n!wFiab&l%a_U{N?T!YI37$9wcx0;H-~p2^>^TW}r3#9_Fy8X*d~7e|v7VUnX14``bAM+S2GuF%R#1WQee)Cx}Pj@$dzyci|H+^4^zqwAkA@}$m zzsa$Ge|Njy#LI|604gRYu0vweekXDBy)V*5!1w}^K#xg2`TFx5F8-G;;qM|5C(`L5 z-_3%eieS8*IFHRr7}Zdtvk0$D^9Ud7QS6)Sv%Xx`apC24=JJz03iQ2*FJCDT2$xb2 zmU523WTb>Gl9lI%-j*4ppAOxJw1yXTCH*AD@xJKa%QV;QTEqk$H ze)qe^9Rx7Odi`tr1G?%p4Wf=v78J650P{abaPV z9y4(8UU&HG*$}x!8L&{oKApN&tPVZ4m!x%Zp$c>fy zjWh4~cJuP=n|1*!#?1-~UQ)Q0mK3JEGLF|`B%)Qe>b)(vaKYuG4@if6-Ud3L~yEq88I#Qjy?%E^@ukDCwi+Z`aV0h7j$4iLJPI z^uM@x77U9Yu>^7(G#ojZ9uPB$=zXwHzaTs|V`zyb5<6zV2xm{i_li})d3guprnqY9 z=Fe_RMdP1YLUXVU#=^#4R4ob^96%vi#qh)vGl)Qd976n_(RpIAy2s@K`c#a1pi zGzo^-`Jhn=?@;$<<`{RLE2tkDQ|CKosBKO+=c9RU);Fv#exARH-hB;k15__~l^ z`9*m1EG3#*N?|n|V_yQX(g@`1g9%zwF-hZ@Exv%fVy9y#N1_2^%K&h!4TowONU-^RQjx_Zkx>5%#Ok_w# zK;5dqML{Z{CF6c+*Tl}ql`=WFixKoqru_P)55^2o>9&Ym2%iU!=b=3{tk-dm`YfV);x=>ihaEA4XrY=3+;}cZQ2b~ z>o;!YDv}i4R=26l;jdGb9(B)_VKVt@AG7uje|eO*2W|rH^)eZPqzH1*Sq@K50%jQb z4D&@gQmSx{qvN^M^O)rlOQRp~K} z76P4k=rHt*x$hCHcuV0htvW2@1GL2_Es8`3Ow%5Ye7=;JE6%~lWYvu z<9Gm@;~pjOFA`>h{=#nb@nqDJrWa_`e@?C>vrF~j01I|E1tZB`o;^o08fU4Cn4?#8 zxrRdTZf*}Wb=J`z2FqD#Jvf%iH`9W2md8G?Vn)c+khR~Icpp-9E>^z5Xu|@DLqSO^v=-@# zmO2H&M!qepAN976>7EQ$n8xC3f2V6J8Z26_&V0R^?N|oCB!hOgu0d$U7gd%izrJ8_ z&!*v6>odVt=BnbH^N7@7hSfExhx$TqAt~>j7ysZ#L4=eCtn+U^<^DEC1-r#cL&FqR z)kanOyFMSUth9OeaJrx(y_zU6JjV~A^`g&Ufj#`y$tQ5r$ia{FOr~~Ne^l4~5$u#p z7boI4l4|dlxo-eelG0y!)ch*;u9d zDIRmgnAf+T2kRmpN2=jsSMkcVtIRMdQ5}#FFGcFM(Y-)TY`SBeFwi9Lu(M(3< z?(k{iZ5ww+mBV*-SdH%YFW@f?yj#B*+T-o@3~a70aboxGSxwq}WdzVo6yj!J+9F5H z?@R#*iFbeo`>C$`YLmCB6?F9BR^y0pnf368?J<@x8_TGmA#!I*l~3E0U9Bk%D>K>} zrsvub{O6J~f3xsWo17%U?3NSX?C{Tj06sO-+xuH+>g%zY zj*lqSo}N+}yJms-8GG+sJ=2u}_C)k#%1cjs8;sV__pBF$t*V4i7>vP9McVYk-{YVu;Z9N7k>ZYyU(hG=7?r#n|?~{<}EW~X71L& zTkvrfiYJB#aEUKnq_-V9q(B}lMya-=f8o%pDSVR_0e$R!gw?vk`dJ6~+N5w^Uy%z^ zik&fWrA`T$+CbX3c&wJ&uav^w_)<%6;&GV-;Iz_`we{o_hS}B(6~hD>99;DqMo?Wuco7omxPFH-Qw2Owx#h;v7|!1y0zM@7FT0w=`Ln8|6I-;q0TwVqfKe{}}| zm{3n#4OhqCeaZ?Cy%I}U#U@8xcy1>&W|YFg>V~Kk&Q9sRoxeq8*L`sN=(!iC?!>(P zp2%B$NCEp1_CPtm(9oYeA}c^Mm(_BOVq&shQ|3mZt%Z{R_Ia7SBKf&9Z_>*w?7Pj& zgHmV-&5x~u;78m~7HK>-#K(=De~ms6ahxScnhr{_FmylZP!LRB-fE+*7sXF)q`vD|Q?uF@1P zTPgW|Us+2Urxx^+zSZgnd^J0<4m;KhJHoZOf80V;{zRmFro}6gBOsYle_(eoakEMN z6Bv~-`icNCOPWN9r&w-K)bQ)6g&GbwXW!d83_iQDAP35V0l>MT- zzP!zvPGuLZYC*kU2=>=54%yIJPq@k{x8uy}d-sk{1qh7Jc$RQe#-U-mOoB_Vr0-Q7 z2f%qo4VF~TJxBSRs+}IZ7JNDK#v7wNNO2CIRlQec8T>!?cm1}PF>nJDmnP2y7$-Lh zFHB`_XLM*XAT~5JGYT(EWo~D5Xfq%%3NK7$ZfA68AU88PIG6EW1u1`a1yqz>*ES)I zbR#e{C^2-1lypdkGzQ#uYIqZnO`1oC1tGiyWO_TWD# zHnT3+*#!cFiv9=x+!=pt4o6@z=5U0WDhvuxa?0w}?tU>9uW=P*Z4XNa{89C6COmH;*oJAg+-M2O?JJ3z_->S0D)Vx3f721aojShk8Pw)&MJrJs6-Sr@{sI zfO7!Mp_ac4&Fz0(U8U;WUGTptX=#`Tz?+i?2;k%u03x&s z@I7(%gN0NdXJ zHv$R(L5K&>|5@h0UH*US{uSka5%_=SBj;*w|C?p|MgKpnxdX)B^DiEuS64Vf`>HU+ z1VI1WR1f@TTvfrA5Lbu)W)LvQQAr^4E0n3J3zsot@1+u@Nms z>;wSbJcu#01bh5eFo2s23WFnD0EqH@0ah?)>|gy95CU*R5hwjZe*^p?0B+cS>=6fZ z!`**jfAhisZZEL&AK)LUfLxuO5rg!mGr5bU~xm1?NoA}?$&#+={-hhbAm?8 zwa<-doaWeO3-;_6vcA#$J*m208mvd0+LC`;KDSOjx&d~mO~@Te%sEc3!g%Vr#24;8 z@*Z`)r3*tL)0-MwRf5VmH>Km8(K=B^0Y#I{?<_K>C>YS;oHUq^iGF(EPoADl5M__v z(<#M0!S>yc<}2_vSmk|lIpwufuFdPxNy$WMKtY3gN;EXa;w`=89P?9H#Uml4Sv*CTFTM;N0cuq$+(Q;=psyJpLF7rMG^+qS!G+qUZ~+qP}nwr$&XPo4jq znTUyrxyXx*yv^7dJJ$QG2Zgs@ZCa%>3J;i2AZ18N1xL9-<4vP9yixaQ2HN^{Dc8io zQ=sj_pEuD$%ASeY-``7#=eBlTVMIKcZE1Lfsoi_0G%)av@V7k*mkxqv1t7xpGLCEu zpYOL8fun*4@n6Sm+Ej+t9FCHheK^lgt`b`jaRL@OZclw9cl!&%eq z#)x#@fT@A->StS1yqylJ>6COue9F4E) zjWj3l{gm`Buh536&)mv;jA&d9UHqN4rc@ow-gc#9r zGV8tRUlTLfwvAv61+E8`cn1D0S3j?XUAE-7qgNlnhLhoCchmt_Zx_uydcEFWVw*#n z=AuUEKAhH8IZ09!Z7h1@znM5gVtaxl_jrsqh$y* z4c>esDBzVREF*+TXobN+MJ3r|Ug+!3*7xG zXn9LKBhm?1$_P_C!`|RHd^6{M4hJ`+sKK3)%fUMsBhkD`%I~@PupW$fz@Gw1-PK6i zCLyJfVh3QK{nt+TUsyca&Kb4f`7U_)FVT=txMe6*t%WT&yzmP1lU24AChnG+8mcdR z6J;aFJN3j#XY;Hbx*hLNuztZRk87~54L&B^xY z54_+7lEuh|q2`S^e9^d*vqWlmy0fel0lia!F0p_GQjbRiH`6=^9n3KVw))zMp^tNM z(65GtufIJ3Ad9o9n?YGg&+&U%xEm`QNJIxF`@-U`idu1Dzi&4zWGzkD!fjSYa2$tT z_l(NbvVo67nn%^|6pwYlRmsseCvVAMRH-XOn<23}bE0smuQ*s)!0OZJ;@(6G^0m|Z z*kb@nv81oSwErGlX5}j z$xi7YA~f_#av3$ndbenBwp9FD6@`(T=A#(SPB{T7NJlT(;ZchbLgl;ERJ*9DIrjWbo~=GeRwXYGJ!tR5y;v?_;ZK9J{I^ZBOw&$!HL4XrdELnc70lzs%Mo(ABHLSebsofLwzr4|N_?HA`fF=e)x zPPW^IWuZ;IltiHU(|*7PM=Dq%ej#)VHy|Aw6^@M{O&8aM(eGLUclv^%!t^hYsWl+#1!7YI-`1f-7S z{TmSyo7oM)ybQ}?RwgYWeKUsV`chss%40j?vHeWCRe2yTD&lfc}d;v>opw_`WaWj-yse@N8+X~GC_wM9uhxP3LC0_XG))S(A z;XAX55ss9pT#U zWr%-Sdfz>AFS!ztqLepx>CjN-bvsVFUv_E6LSbBwAmBFA$!#nMr~$}5ypzs5;ANx! zW60=d#+ot_s@jrPLP3vy@+UgO$&66|YB`;I%9N&x4->S_>Er5$h-h?J=h&=(WzjgK zR^_s6QDZbr{%cc+<5OnBWh}kNHd_j$dEWhJOBjZ$;$G^V2@z3#D$0Oev zV!zs%^pU^hDyr7WcLIbS{zc>3*^WS-Gu3DnMa)sEO@;YOGXPBptcc3UsI$l^62$a= zq36}AHes*!Ivyc&8^rSIa0z3ybMt)gJ<$J(;$CKz{V}i*I2O7x8rj~=^_}#W@4Wz( zk1P-MRa(#SK|BhnUYFZj>VDuXfIJEmIr;!3Whr850A{vf*&l#G%NtUlm>|s&Bx9|J zdN?{}YK^z@%knR8TTRR*Wsg;^RU9~y(X}K`3BUng;irlE!D71R z6X?d#y;?{@!v8dBI^2fP-ZS0g)ybk>kp$gY zO@*n$ssgJVk;gl-Bday zS>npHzyt7N7Ck+n*V(z;1ac9ABi4A}I;=~%?-}t^(^8zYe1z$Kr zJip4;8E=2ggZIQsXwKLir8*ztSgm(C&)f=yy+F2@eTOpn+Wi2+V`Zhj8^;Y`p>Gn- zhK6UVd(=Fl59cE~&`_G2vfu=0jh* zty|$E9DA`fV?q(n^@&~(3|^|s>U#18w3IsV_GEla4mP?kSXg7rfQd#_m%d2&I2fyi z`hC}yV8_saXlfmd5E3ydse(oAdslC^6lZq${=e^HO&I zcp}h>_6De&12I&2=-y?%$vUl%h)g*#FEcPhm%Uu;&GtE3K)7Z=THxN8bw(+}i4f;= zv^ROc7Rf)u7gOD}CfTgX4ZXiSC!Ny|JOPGX2ObnB(4ImO5kR@S$1|7)Q^XT-jr&6@ zbu_E*EHWVQG-cxqevim|Z%_%^tXmV6_iQAQMA^mp?F_&6NRD;@ z4JRQy8tJoEmLXkP{QH={zOv?|T*@iiXgWTIW;5ta^wB9Sc(sy;(0sG{LZuOnd=$V? z;eZV7Rc2b7-A38>wnnK zS~y*r{c5y?YDaG?J7sd}$4nklP$!($7vAF;4&8ugZnb$w!Y(%}NnncAd>XW(5V{{s z%YEv7<;QaK3pZLik{Lq|r6hhZ=NUkfT@#f}*i` zB?m2ONQ}_J;%gK%j19}%*b?L;rAc3%J1c|6l*_2br&^Jhd!`lIuuwge7Yzij`j#CY zFmt0!Ca%4|$@~3~KgqSJgX^tAh+P#PVcmIlsdbZduD=mLPY^X&OyPM72?B_irdjyo z4&ruF%;S(##Plu}J`7u90%B*AOh{(`j|c@^fifs^xlJ1bOV%N3%rPSIDl_#%%2V-c{EfipJjUI(CFMy7aa>dZY& zKzGh4kqp*x4Tn$?WlASNUc^D}M`jJD-0h_l}KYU z7&%;!V1i}t=;sLRJ1}V5O{Yd>G1e}5dxolR>`MyaJW1mmZ}Bsm&wfIMcOKH#?g#7FUPUB`C$aIHJ~O6( zkN^YQjBa!sXDxMXGrbX>X)rT)KD#tVJ<2Q*`#<8i-=9w5d*T4W)|eV&x5J zywP)R7CfI2j?ccXVIIqZH3sod{r866FC)Jg+Bm~IxK^;5w{Z^bD>X+2e~pAkVHL4U zNf393Y;j$IInXD*{HZ7}nrK<|F2zrEw8U5)J&58=J9hAR=^220jOopb5CLpCyGxkz zaRMthk5{Yuhc-Y|gvGQfW*eIEMp^&OXsPA^zU{8#0zcU0J30I<#xs9dYk0jw;LzTS z%vh&yIl{H&M}pJTej@(9y+!!Zpe;KGm^3xxhQpC0#C!9auO7X>x%juot$`cDc{-*ibK+e4>u~8)$Y|XU9H)> zB|vC)96}_I?>wW&ISspMy)D+<1u3MOQ?Y7uDD6hIkapNdzO10sn;T$6a3kI0zfIa& zy+|r%c;C|7w?h&ackKteq;wBVjiU}5 zv0oL5;Kg^&g??&M>5)c=)N55SC&ZGTGoL8$LYv$BK^js?6vZW)@!Z`zxu6y{*%cxB zdTU-yf1r@{KO&vnEGx*5E7VV_!rva%Gch=JS-SHV`ZwTx!w>r8(5h?>RGip;n`(uJ6P(^A6yA^tT|x;@w&8HU*z)-C~rY)O=r6shy^1eMj#p!=FC zX2fta1QF?ilW$x(IAI+SIwxsKtO8Cy`^gXS@h%pRZKHGzsTHb$+lWhV|U5p_=Fi#Ssl| zOC@I!oj6Ghqp2B;-IA5#Sw)ON6fbJ(MZ8>|=g^#X5SJY299!)iJjwrZO#~B*&jf5o zQQ+Y||M_`6Y+&W^dMeV9mSwZ%7b{H0w^LDaivuJ%$8T?J%KV^zy;vx2U~uu3c!q4r zT29w;bUgLy1r=1cKmY+DP%~7WhmU+{N5b!o}MQretoa%W3)a2*H0*e z_~(93bTa}fvY1P(G<_|x%NABUqkGvt9 z87ol?!~gB7rJLEqpG@lx-WUZ&7y6ky#>!EW7&cG=K=arXbB*gh6;U%?vq;zDF_N3~ z6zXEzCJwzdG_mWY{Rz-m5#L9Sf#Zx$=m& zEZJ0JnI@uTq^wVMs=WA>&AaPRx&doyoZ;dyv2m~XVA zt7WXpY%wM6+=c;vx;4s2!VjoOnfaxaolcKjr+UM?Q;6;HC>9PQB!=O>b1>ZhOt&AT<6Ydma*y!x5&5$z=p`u9V%UE z^l`j-O4aRfWLYdu{LT(7S`R&s#Uu0kW@>Py ziF^%DvLu=_jkelp zcE48Z&_wY!4gsIlOJ+j-7?k0RS5uk^^-)WGD_R`f<)x}mS!QN2pt_YJCRr*Wpao%$ za_J`S4y`mNVv6l;I5PFFoEq_Ei{8M)d_AYzE}T@oi)&fsy7xUx06p9%XI>+M5J*>a zL)b6k&Qc-JwWe;gd z?s-ubIJ&2>su2TAvSkXl&-3){5f^n?80Wuq2+WrKb@1sW+Su_#@z+oszy7^Mq2}8O zRV)twr|&4934-Bsw#N0QPC5qc!Irr7>A1kN#Nx`FwW z+6KNYdH@qo4Wf-1F3RL+g4e11wO9{RTufZk6Dy&|v5^#`QzO)QNLJhyzt?;s6PQIa z@vjScja3vPJO@D5+Dl!w7;041MpT|R83B9JswB3frLJsR%6-HaGPgg*9dz25mmEQj zxpurHFkQRF5_uAj7s=5~mPh|NZX=hI#Ab@sEDn}WACGXLEK@3>LnH-+rztO2$S={a zJpfP{u@}bwn9A5&eoSQ@*dQ$Q|528aGt>Xyh?VvKgIH5;b-*bBPT)$5Tg$v8B=|H? zqrOgvID}hSl-i(ha7^@YTZCIAKa91|Nm8oCi3lHGGR3Q)`=$G(>)$_(ofea-oy-Sr z&zpvqwHe+>r*zIt1r>VOSZ=uRT`-5cP!OZV#vovBZZ9ov?#|Z8$aXz2ut&%t<3-56 ztUmhEQ@|~wT`UIxBy235DAvS+o}B-Oy8_(<`}*he6UgJ@0?{GHjP}6k+sXS@wo$FZ z^gu0&}J``rZ4L#CYUR@I`9u) zm1A=S`l5}5O+n7Jgmw7_z38n(wmG�)po6O~x-}n(qU*0QU!tH3fA_R094Jjem+~ zxWos6?b}lg0dxrR&9$k!-2>v6*ON6xL!*xneJqDazxZP-3-$&2b6>6n%CUIa1H5609^V`sK{KDsid_8jUU&nCYPq{$se%##uh6qZ==W*Z6*omHA zGe8JJj&sDu1!(kDdWs`d`H}PxLNYve2{j`(p@BMmM;RJH+W!4FUKPUE1{%Hh0$QeL zzpn9tfdX#L8%^-Z>jD0$Y+<|PdmasFL$;~yaR=xFwU9x5L%xbpCezxnJ0Jn1z|&58 zo_k7g!5kpf_ot_NsfTnnlzVL2N)z)P4mSTF=NN5zd?zO@SR!nnJBauu4Qj-FTY&qJ zCNbZ}+1U$4AN}Cf=j97aLmCxvMSqotrk5YQ`uwWGbbZ2bzdhGkqrk$$%)Xe}9>1~O z0+88$2Yx<{D!m$yT$7>g2TSK5#<1Cfxn|)Zffedw($v^M^QU~Vl_X^^cqEJhfhqaD zqi*z9an_KK-Mn@!G-ea;Z&tQ6ifPpL9OX#e!TY7y-H|6|<-Mq`j3;f<**&ML9HZPH zx!K$t6vQYdcZr)$c^~!*<-{HkJjrZQTL6xZqd1tLiyC*!ViVnN2jAb+-(n)_Qv>3A`4h zAEv}Btcf4^p<9+5oQYaV18?oR`9{|ON|xbIKTn!&w_QyIu?)dy5+QpW1Z2fQWB`tV zeayn)GIpy>r=oP;`y3l~kz?NArB&VErA)4iiE2&O77LrG9|@Q{fyR){3s+=_o~ix4pl zlwvH?HK#tT2 z@_A!!C|_B1cZatIO5`28_~{Ik zp+gUuRTSKe+tw^-8aa-1=^q1JU0&rky{cnqeRoe%bUycK#|*JaT^SYr+yj#S80c$m zt{6G$upT#oEK-$!doS2bcK_c06Gc{zn#_ukexdAHZBM9tA7GxXY7`k*BS{;o6VPcZ z#1h{|MuPxKMJ}|?t9x^Gc8~~Bx?3}n!OZFe2`d}K%xA1jbpsU+x9t`lbzJL@tW3=M zcqEPO{2AbY2Tzq-=Qj;?mI4?-NcUSF_)Joiu4K0LUhJP|hJ|pkavLcp;Lj+{bADTh z+fwqko%rdR8ha;y;^iakI)};mgAykX>zl-)lgy2kjm}TzgDhh;D|$6k3uuNz4gE(N z*nYkt?$=}(8|E*n&7H&SA$N-(qev&-?6@fa5@lQH((}r~^!!a?YzEM@Iq*OZ8~;@4!IPv7?M|Yr4s`fNGUr+W;*6-PE3z97eVifZ5ipa!{2vUoU>AMmhN5n zB85??M1GM%*P%hqBe{f_a$8gf28{J^819&1L z>&}?Cg$rF>a1xZx(g1RjgE-!QezzRM+m2#?(mMH|KM(GF@go|SR4nCDv_CCQ((X9) zb|?3VGy*Gj1Uk`@V^hC~)P&W#zi&b5FE4!kG?Zfyjtg`NFv2>F^d}KHahZuW6Ax0^QLw z`V!`OAlcyFhByG+1dC{e!br4Tuo|1+AYlPyKy>WvkhR=ojm>hHncc@rLCh14R7EVZTg16}M!|}*uoHjXngbeM6h47eF&I&91EGomz z4|js4C|MF+7<7U;=BijT?aI-!P{F8*rW{nQEh3;YZk;jRtgu(DIC**hf#W498AV#= z3Om$)+XE<-h4I)fL7LbU!~DkSP47rT4D8tLeKcd{Kbf`{Ik=Z=*4U(nZt$8w5xV=E5?smMtS2Pj406%FaGoC3!~^ZL_3)$z zKd-TB;4vy`KSS{+w3=z^@&#fCJBOAf@nD2|E&(MkZ%}bYIxp;G@(4{^suUN_afsIM zZ0KY+7IvXQb51oFmE~9DuV*e#n(5m%{^hcJdl1!%5ZL%%{$YA>(70NljYR<`JTUI5 zDb=p9u^K2lTLar|vywuw2RTXYW zp8+X>Z}E^Z6FF`%p6r>9_lS-Ta6YmV>^0Pxy!$Rj0U8IYhxeV-8XzRP832%p`k-rl9eWPflh5&7;7^z%w2-4d{KDBc22{{-za`5-rtS5;NF$eY^)#}M5@Fu)ip zH6rbN{H62$t-|}(g*Bsd_b};$?(U(mPsgFe2FnaxQ{0ZDvXDnaQYW zXciL!w~vn#g*U)EjhE`3W5c}Z*?^C;Lx&f{Y}gF4Q{87K#(`t)vnRKLv+-xxD|0LG zMq-2Loupcu5VAFTiXKDuLKd{n|;6FWF=}nR?u}ink>KiM@@&r9Qds4_= z_?Sb~DV-Ga>t8pnG|{k0>=FR`$)k;lD^m^_9h!3_DIz=RDAr&VG7`5Zt9_Hp&DTm= z74hgjAV#|k%x_iln=m53aSiRhK>sPG6?2LmdsND@H|-;EgR|mdnm^H~$u#z0ujp!Z zlPcipjM`z+TQSf*l3T@WvJ_63-qa9mFa*cB4uNDtFs?W#8fkz*G!rQD!rm!ZQ88pYmxMP8 ze*cFTK(}#7vO(0i`j=?lU394OvM1A>x7qm%%#9JIQ3@R=q&{a`ada>B3iC*uaD(tJ zfc@X0rMd@6jZ;ZQ>mNXYIF1o|j6?Ey`gZbTlbckgef)&i2B>@~Pce87&w|lJrh^MBZqESJ zcir9z!a$&p<_)r8x)X}uR1$#}@=^PD>F~%`$pTYCEB6uDkMUfcm5-HzOWM9{E7$T$ zr-MdA;prv!G-xOah80>e+?Ft^?(mk53Of2g&xhw7)AdR7o8~j0nqW0R6sz5x&b%%& zr+LMQt+M+}!8TECNO|IXgsXSQxcbvbVZLZ)@kI3 zu!#5d))4OBhdm(ha7w0I%3`{CZ6b-{{`*)~!PWA6WOmc0q^UkS^#w*~=RQ!BV;sAD zj`a}c=k(#(I#RY>(R7rcyGn}eTSV726y&j-=!4u;pP8M5$yswMqu7WP9 z(0Sn62%R#dlP$!IW^aX5GlX?WVKN*}Zzs>3`T4Wyd`Uy%UJdBo#Ak*Au(8a+ z<_pxt*a0Brjo8G{L(zMq?s_UV_E4T^;!)L zI-umjwq*3(Y4-pD34`%<@0a*yicUv{xz$_oF4b0KmaRl$AmT5IyrGEB7I>Kky*8-s zkW=DodxRDuhLjZu{{?V|AI$&@qvmBkrM;r3J~TktGDWKUUgh^WD+#|)3 z;@+BX{vhH9Y{5hZ53C=5%u{;Egl1|{VV)4MO%-FTC*%f+v2vP_4F8)9&4m^Iu!XFn zaD1rzd<)N542`+2+1zo9nulQ7#a}|jvLiG4VGA2fta7#6$|RnFVAj95JF*qVGUa8% zqFjLTkrjx=dxR0Nj2;_;8`wz>FNweOzpQ3&uMd}fIqe)aNk_|J#bk}*JqJFv#tOg9 zDyk_M-cS~ZAQl=K@A2*R#+%5-Li;QG(>-?(aM?6|dpm0j1bx0yTdqzHIPe4P%jYdr6gW=r8Q!-)*@3b?sJD*Br?e1| zlh#1oK=K}5+?}yCJpfm%4ah9_q@&l4;&vY7?gUI&;u|gz4+5wwhMMz)b>y0Vo4nL+ zP8cV`Qy~jXd9GEd8^v}J!tGi<;Ehtwh2Uu~By#R%a4&GP4MxH-@>rqMfgTmNzb65P zrNfcjjD^uH(OcLYscQg767y4T!7Y1^7jFXFK;9kBu<)OUro(Cxf`bIW-p7`NI} zJmsZ>h!+Pcue$8!Tv6IX|?{AQ)vzLE2G|LrNlQ}66iO2}F1(Y<|cB?|X z#KefklC6-a7ni)z_-QiTya?RM^viF^ZD=5#nXk$K(DOXw>q{GqqMfu;a!UZIIK}ly z`m8B`SG(Lve`UiNC18rvXvh;zhYpc8@oNnTUCvS`qeeI_kFL zWFr?ZFVn^YdxEZ!NU?%WdBKq8UOsO{v412`n!g%evQ0}*UsA7>Ivh!S@jvS|1%mEK z4%3*ZnNK36sMfe}^KO6@SaASIM#QBvwzo;|GEHnvp_Kh_O!7NV<)#!WpNQbFg+6R` zO#EgbZA~(oZ_B`@(nN`H<8L&GeA?$H5-ec=52R71VlR)%h-R947%9)NibQ0bt_{3> zoB&e0u4g7l$+BjLn1ZYq&kTNl-0X81vbIcwM8nZ0e^570|&1%C%o?EL~Vp}3o-Hk@cD?^`&0 zWkQ?SzWY4J)0qK65HJ;YT}}p(SG#Vx_I{=rqB-{!{vYy1j@P9FDsFF(r#)kQ zW11=wbgEqmh6&rw z2{F!@Sor~~BegP@lD{=QKUPetOXraClz2`MRw!PaC7b=6s++Pt zczVsD5`_m@PUBWGqGU#HtcJaZGbC5#geapoM_gKc)G4n>_3kRQ^-dHt{$yqk4A|ul zzGEkP;yNtSKnRcSbqRCS1gzz&s&#?|WqqV0GiIC|k;u76$fEt=Ppx`M3n?kHJ@@1~S`!Mg@BnOf%xvjey&Q=HWO?99p{*CJ;X zW(;uF8G>y&fYs8OMdl6GJ%dB|FLTjuB$IM3|1iMHT|i-!ZEz~($0E~yt zCj#2GRExlcA#Zspe30>`*{qgWvA>K>^0o21EX1Jq)ej#CGKY2ROjeV$pSrf8f2A1H z@*LgX+r3lKQ@pP$H9Q7WpP8d=R&2;l8=xM0JHlA_zt`nPoToMU>fzdwmX6@rGwp|`0%IHmWGrfcLKp&y0O73s4 z^02Oo-V($i%k^B910G4y&VAx9&FimVH3YbluI~{O@_kgcNP{@AiA=h&WzXFsjHyx# zAL)xlAhc`i6x3KL`uc1^?AhC@d*G=e?X(vYF>~VbpnIG0B?}3p4c|Z(aGx)BK4gve zQEiot`-fJEWzsECe_?|?XDns9kxLW@i!G?*Emc6|ppHWyPowa_W9#d#+eyvH906G2 zM@<2FKG>Cf`RyBd6~uS-0Isb0A)VM}jBX3XMWgKB{zB1qC_TiV`J_5`iu>b7ustAa{v|V7nr-p*IN!V6Etb&@@+(ACtmueJ7=e4=bhkQ zSMYY0Ops5mxIL*OWrEjX0#Vl-i^SJx!mDx)!mQVy!Z%xV1jDU@^P0~CF-F|w?{jw|ca{Hp5vMTX zYcS4lX^%e%3V|4Il>n7T2|yVh*K68!!Ed>rOVz3}z>7kzU7lC?;T^{rwjO?&Q_h2K(Dtea~F&C)#V> zV~w+Z0DO6YamBE@4j8-IR{vO=cullnabS+tELG`iT9@Yv6tBOQ;_jOi&($VID#lG7 zVp*_r|Au=pj8|P{6Vb;?De7$AJeVOEk*+bIM=%x6PFcmMQJ&NNqcEfYR_1>20NSNgGa0l&Cj3+gag|1dN7-0$L=xtYH<)J&wu zY|I>c5r}^qlZ{LbX$mLcgR|*Z>^BA03rsH1)WspBH8nS{aRrPD&t-Gx$C$QbkEi(2WBrVU?i)w$v*Ejy3HQJ z0Y@dgT52}K?M{-f9vtZ8b$k#s0?38=+KZ6WJAC(gPqJ2LR>X{&rJ#IThv|C|H65rp zdx2`N+kchFMvS#~yc%sxp>N5NY^O0nAyARjLx{;;t>GKx#f@Ik~!~ z(AiXvNWHvo&vsnurB}>baziuKT1=KT`CUT3=hkWNX-+`+dCW?p?3<3DPda}WGh^WO zV+IYa>^qxjDcn$c1+`uvc?iOcf{j;1Jba#&J`HhK9=%TU?#!_)iM%U~tmT-ay^h3s z<|xgNvGT)d6A)s4b=NZmuu*bmcw;<{m1+G0^@gz*Ndcw+M+Ij54^?ehlmc6z17TtQ z?_HNCSUUkQONt%}7+OnI7FYuTC<6=of6geF89Dwpas7$7GO+%i-TxJFWnliFh^rf< zQo_bOE1`7ZiwwU9A{3PPO&43-9~7uSFo{$AF3B4l0T1NZ?IcS4F7aQ51<tNbocHqff!qte4*^6%Jox6*0eYz2 zYak78k4-^cAgc^DOEe2H`5>1|1QJ9-sQc~hu1q)CB+B?P{n1Z|w z%*O_X&?8=*0<}VXRc7QLSqA?sVFvbc@r@%weZ$ZT_08qB-s%Nv1cm_j+Y@h$;M&B! zgy6qHpjTP}Ic@jf1H?6b6W#)UVm3a6#;A&%L65yPv?R;|u!df|e*C*`ghPB4D$dHATk2$w)X2miP@*WrRcn?zrB z;LpKpkpw3Yp^)C6-d7SxH1waL*e5@B9(QQa7Z(_n|M(70*989^-r;qh+d+Zg->J5rI=*um$MF5xeP_bo^aTvh3*;uj zLfCz2p2h?T2l1b>{ZQEJ{|dQM{`(2JqP+u53-=KMzJ}Yr2|xK-t6))&ze4;}s<~iz zz}KN3seAurSipQ+IyLn@%ekif6J3&TJ~fXG;mSpu0w8wM;XD1K<3cS1c>>wE5Rk_o z=}~$}*?L{+?8~*Q#RY->avsR-3Jm;)6+*-u#q^HApPT=L_nTvSobgWD!w>wb(f@^x z2D;kbw&rnA;2EV82IA#+TGj~Z`GwBJF9#IOpQjCU`sWK6DG=+sW;h%O%sTEgJx|=! z2@f0K2k5yH1QNg?-^6*N14Y6=4KF6Rock4XTrl&EaUY|_e{Ex9cH3e$8}{Ax?G5YO zr=y4T-H#1IjCTG=*?3T{lD(bqZ-IRJTtijK-yKj$9)9rUs4GUZNxf7?2E+Qi#7uPN z@o==4;OO(n9inQe6SH#&R#jMbR6w8j!G;?B27nFj&hD}YVp=0Q#U377C}0(jL3zRq zv!<@4W>1hlsU8^g6mHh>p>01CwBdQ#EiV~pgPEc&g!SIK)Rg`LWxiJz<*YA+&euyh z(o7B&|K2PiAXLdAGpn{TXh8AnPcECU1waPi>5_+@^`&Zw;TK1&ASwbMI$a)moVPfu zWiD@uUEe`_xz8b1F&oMR=h(J%Uj4ofV;8N(VN{R-CrNcSxq7-HWvz(NnT$=pC6CBE zXWk)duWCDZ*e?NvyML&CT<=gS!X1;Cl&u}k2t~s99oNk^zurGO+h$0MNs7lV4G(>#e1do#Izii^>cr`S>i z##*M^W^m#C6KXi>##6VmF_zYT1Snd5y#l#N-Lz3tc8FzZ{H?NvO1ED8s_)A5sq3B+hH{YDQR7iDq9j{vPp?Ju4H zMAA=(I0|J=_9r0dWEbRjbS&wobZX@>q4Hif_(nsr+5Ee0dG!cJ7aZQ`2H^ZR7z>0q ze@aV4fHJPv%j_@pZ*sF@s^?`*+&OL6S0~$v`A6t3g<2OXnZmcPrTK*i?Z%lev29kjqp6}>1za6jUE@Uy`>>GMH~~+0P3T}h4_HU zFUvjX8$|-{MP+jRxlsn7U z`3L$G2IxHAa;dpu+2pk=8D_w>gVqbB9QTdnSjo*FzL~qHjn{jT9l(ytVS*&)rHjSN z8Yo>QrN?GIg;IQanU}ikQ@aw+ME=g3@Un*?HI8@5=+{Q!1&3uX_W&g#j=`*HBc(bQ zq}Alk_oQqz6A|y?6M!JPdsx?dY&+dh&t`t^(+9U=1bT;!-=FNKX~PRqc*}UV)+WgIKU!#f$S3^zV#jur|nmK zXsn9%^(;g`CBfaw+BECy3X_t3$+?9FC1qrSDC&t-1b9-gn?bGTMd*;Q#o#|vv^ zBxj&%7M~_e^+`m`k5PL4@9k)==n-=z-Ta#UOp{IJ13_W$EakZ}Ldzg!uUCtfu2gUX zV1t z^0}%EhuEuBDlaqh0{!=cN?Y(e8F%{OI3li}#-M3?T%dxduXGt?<=f*D%7me*y1rPO zjeF{e2kSL;UXaNEMJ^>^YL0<8Vd}dQn?kV|XNu^)=?;%DFd^S1>n>1q@0AHITa;5e z&8)|Vzv8%9ff_2_ zqs3|}ripS)GyC9LD;vmiHG4n2pj{|j0` zrN2cFX0jvRrwK**OnoWJji9)hR|~h3vF=tnzMK{JN5ajt0VQ1BG`*>H;YYMSg3I+y3qDg?y^liuTBDS1F%8`3C;qx7qRQ8(4Lc7VxqI}M_9t`yR zbr;Ln|8(*;%8Cu@Z8UKi{G7f<`=s=pgW@o4;#uO+{Oh)?TM|Cl?VpSy6;}cT`%q8Y z68kg4u}cw*JO}9#F#~Snv+BGlyPMTodGUrWUb z8MYs{RqpsWuuMeqyg;;JOk+Dm&+zMf4>}kv9<4^4K8Wwv^wf9w5bK)51GFM13Kp1u zi;m14>)ER#&@zd7dj9t3^_2@D1Jj7$q0>K+XI@=gP`=(M}%%Dhu)G;X*#t6{;^8 z*O;F~HOKGSmYeGDu=|8g(`dYEoi{6gqATnXL8*HS^>w`vz?!}n)o+n}uZS^3>7MdT zaFVNQjS5d?*_XPN438r>-D&$VxH$Z75$V)zh(ria4gJ2El9LoKqc3HQpyzPzxgSd2cMDG!Bswx zua@tPw4YO@uqdhGP_TIRmsx^;q@%Q&#`Jjxk^q4nL6tIk`k~elp~5tjLC#uRG^PM6 zgD054k&d>TNH6d?cyrFh_4H690?{B>TeqGT^wauySAHr$q;y@Ma;IB?$>jVg+p&al zVH;I~lQjM_OIbkWcCN1{c8xW$sK{lp%Avz_cm4fbh0N{E?0xyNO0uW{N0Em^cK!)PvB>+^IU_n=|as7dzkRz-D;vR#a+{_~DI*%}0Wc#=7sZ z)aTs+UYDwDKlABBi+9Hb{0myg?!HTDE~8!^?@}4fOaax_WhDkn(^S8Kuu$J(<{9a% z5Wo@K^2F(jGI-F&CAYAD@GQ%R5Y*Bs*Q>*!?vkGO;f0JD%UhRJ@X4^;7>tU@^e5|- ziK5!}RqlfsXX@ER?1$c0IXdoywkf!~#burS0wn`Sm?)iw;=V|j@GFuQXL)tY2ySZa zE8>7A!@|!$&C?d(jda1WI5?T{vm9kSR&k7jiJaFUISk@;nrn`K<{`g_t7H8|>6cwh zlXM5QWIuNoDtJ>sMAd;!4-1}pbGqy!A7&cw1WCBESa)HT>US)D+2kzI$yRMRTEote zA;Ro08-49$*+2$A6ETy~DDaV8P&x>d*0~D1)oBMOWQ_HFLTzWxCBwS#fM@$z*U+eQ znYYLlVmAtxVZP3XV3!eS|+Ig z8>PwGmLnZ1=fcOC&DojF^8Q{8CDt(r(o*oPhNN8)%QQ{ybmZ*2NbW_tD>F>L=6SOI z=gcT9yR|Y(LD#cejc3mpjFO*psZ2h=vi>nEPny&X-y_$5pTYfE=%N|t%i$ySaJD-S zC&=Y=!vZS)Zk(!NFXzPxClA%l6SF|0TkuoVL;Bem=TkvE*>YhQTJF4&amaaV%|Ytg zdf}D#J+6%!8}>!t3VM=KmJWTU96=!tQeIb=(rlDBHs?b(s?>X8L%a?wFolOb0B z1=}~aSJD)JbRUD?=g98b%ZY%vNi0Pw=+cOGXBlQO*m<=5)fjr|GIxseq!jI6tYu&i zxw&@I)&eP@- ziyQB1Yq#My)`t>48Svm}su{jiT>T`XgVCh*2wCrcX{6`wn@EN1XdAD+(#w0s%b#0a zUSRwzy-wwe@s%EHyXIJUIB#XglzA6eoLp9@k}LHB4{A?OpQY6x<=~7f@rI1cT%A85 z24?f}%b}FbEalc``3XEV$%dED*UZ%z?SRRR>+NcTzAc_1g9cXSlUcMxeE84VRLW-3 z)RY!~PEF`!T~BenC(~Og^j6qaq}zjg1_u-(a4r@u3RE@c^&IP;>NHriV5tvV??whH z;vE}N`K(Mq?rhz8IGvUfa~*Wc=05scSs6H|!P#-M_JPgD-{1}oaWL*;z~iz&(sdnS zXGo##8NyvdTqHMuWVhkeV{NzlJV0~F)Hg?edwNAg_I-S8x%R2$S4mS^DGE{#=7cbk z3~aM?DeO=M=A=7OrDo*u0(xueQnL9hMn#bTfxFE}s{Pv+#+I8eLz1K?&7yzYy-5;n zcpV++7O0Jq@s_R$=h+CdQ@q{v)QYeZ)lV<)R#yPyY`W?%NxeS1_4xd9K7WWoD+qIc zFQh;(nL`|fBF4OMSM`z7bhy8GHW|w#)$GpAx>GOpZP_q2t;eHtB>pzy`U51&dNcE7ed2w?R^EyJI`w|-46o( z&+-CMdm{m&q{oFO>m%j$yj7&d%~jQZudf-!qw9^4!C5co$_Ko+J`MLJ;~M41D2iUI zx;d;HdbM`a!i~bN)eI`YvHX4UV?Qr&TT|YE)^+#wvjD zWV{f5a*%B~X4$Wg`OcIkOm{w!F4BcaAm&9}_3<48i!SPk41~@@r+c6AesBhVZ}oKm ztI6kyUQ78i6CZ~?)(*%8&2dT2gX8ODFT%n%$RB0iXVQ#xh`=iE-!AGY-y$ZLi^(yn zN&(Dr+Fr1-4`}+?=xh3aEPT6h>aG-?lN?3lf5s7b)Av9^;AXD0eanu{LjlAapxn(X zOE4r_63GFRI5%t6lbL`!oZnG@SJ{%3?Lno?C*T+w>yCj2h@6BKT`Y<}R_cn&1UZ|2 zb1p6{@5CH2tKkfJb;wvkl|xL~^U%2T)q9<#2U-YwrzPZjA`y}Z8G_7v^mHd_lPFHJ zRC`JZUS;vRW1USLyiEI;2fqE5r!g+Axq=b2cLz>L^4j0WQ5M_NdC)$8Gsg_aF;Bbr z!R(1}B|qQEWXV+S)5{fCkwwsq_c`eiORS$(vu3|>NLGl>jT!4-&^wGfmr}6OkJl|v z7WvxEqi|QGKExf~ew(d%RegYH_h-JfE)MvI%?v(s2HWdZn_z!_2}*szzT!{X_29rf z+4(nvL%UP8jklOc_8m8WZ(Bx}*d2G@x!Gyot+d`1emHqGnl`|TMY4}#=&7i+7|*GT zq}3?+QLZaj#IBvF9=x(ch$?BE_rM7WpM6Z%DrmPc*?X#OqCz<=B>HoV*IE6Ou&IO$ zB+b9P89*{|)z@?`f{JLW{MlCER1sd%>&IH!@cH~OVGcikaL9sxa#}0eF&{I|oQ$%b zdmbSw?o7G*Bl#YC0IpinV+_73uQ9)KWDU~mpja*Mp^7Hy#%9Dk_UM6Q>D|^xViPoB z7%qG(la7Y`rjN+tiEfW+&~P@_UJgr_Z7zH2e9Eo2g;hvKv0dqkuIg=udiGjRL@5hJ zvuLh}L`{saT78;-{Oa)JhlEfaM0tQq%9U06$1nu+ULf096?rhLII&c!C z*)U$IYf^@9%W9dr7`0-W=8fWQLC@M;7Yf|UnBpVKk~Mwcx7bInq2Y1j(6*gZn)(${&eZGBvGHO}*HX^j}fx_U7`SeT>mFiusu}BjA$L{czZil0{~JN#wgwLo9V~#|x|3mnk&dvzh$9 z&ARcewYqcPgh>p_dK!qm-fr*VF-Pk6wC82BzOR5~+Z|u{NVV2w zsC&;oR(_BDW@Ik@ zbp?SVh)eZoM0 zzLsIbyR%>_i@>s%3aos|(8Q64@wQSvSH0K9nY8Ze9PaJul}&pX(%&K4-4|Oj%|9~< zBfnkio%8^M(!88+>suRBT0MK;UdCws%5RQWFzdpMJKxEM*iZ8sta%1OV75=rf2 z)oDnFHK=4tU>hxh?22v1z*^ZebFtNbFovw$qn0gvmus zKH!$XvR}M89*H2U!fYM=m@Yd#L_Vt~`_VuOn+wbM$&4BGVgoI9({a&cUs(J z0{$ZSmTCEdlrxwVHYkp<%6-4sC$E7fcMig#6UQT5G{#90fM?aJ206{*Q(HFP2*#Qc z?nw@O6YZmMC_m%+xtJ8O{+Q$~9f7ubS;g5_7RFrx-W{>M2zf>O&>P(5h1V}b@#r}B z?=PuiwCBMXa=OT)1xe41AadG zSWEJ??g}(NGm$esGr|oQxFR=o!z_JDmljAn5Q|KR3MtEb9u4LkEN#zG&cs4sy!njh zFH)_$(iGbv%`WjSOhJWe!MVy;PnFpx60}SBpa8tk_8jD z0R{yVBbWb}1rshYATl#DHVQ9HWo~D5Xfhx%H8(Xg3NK7$ZfA68GaxVuFHB`_XLM*F zF*h+YF_+Q)0w;fr_5)NUdjAIsXL~Yt=498z$((HOYG>QFo6N~gwr$&WCD<51W4Q3038u1MQ!ce9YAL0PVavH^AkX0ObcM);o)NVTOA;5 z4Rin*8`=Qm44uq@*6$vT4Xpsmw#Fc!ll%Xepy4-na|?sF;Hs|HV+YHFa_|bN~Y0305FuppE0Z zinEOg&;ju79iS{F3sA5F+Wbpc_Fn=FfPWVUz{1G#UvvM~{>u=^=5J*~V`E!uJ3||H zkc}C@6l4ViD2U54I=MM901RzR{t`5_aTUQ&; z{~%M4jfv@BX_z?MF{#>s?45y9pZ_iMPD1!YGXpvSIGCB4x!G6&Kzjht&DfmjF9#~_ zcEEqXnJj;i-*fQxw6nDXn7*e0^ahy%-@gz%9SvQ804E1$ptt8g8UKqASXcliAY&(h z5zq`|gYd`tI~i#DFZ|wr2ap>;oB4hGSOCm_eg6AP_kF@lY;COE|A_zHVkRX?by;~~ z`hTbVU#5tNtsB7eBRk+DD;pbtgN+No$-{pM@cv&biiV(nNAV9$DH~H;0MEaIeXr7g z0(SZL1kn6@J!k>{YfIkteQtpOnm=Q%!_2{K{QigK|MRf_t@8hG#{aVN|2pRXHzILo zE33cxH2)I#|KS^2gRI>DE%83L&Q9+;AZPo&2{!*%R2}%Q#gzk^fSj%WFIURR@O^(5 zgl){M{#!_pqd3S7Xrc&mGB*EvHvUCc{cF#xKsG={TSw4emj&>Vg_-&P@ZOip*z)~) zIKGeM-z?z!?)=dv@LcQ(Fgwzgo)40bmmTi}Zgl#0g*$`GdFsOrrlqT+9F_@jr+Kz$Ebpu>qK* z{vdV$lk^|-Zbj}7;s!9u|3N$eCWZeZ?spH0f6%*!FMrUxO_e|BJ!;keBA#~-hJVnz z2ctje-HMTep|K_K{lc3%{h_n{m;SF2{V(G^B;)@gj(20mwpQ=m`45Gi{V#utwe=r| zf3=OtKL+0UW`8|1 zz<-Lo$7TK}%J%}9yW5!qZT=zgP6Pb|z6WOU5BOe0%YVT4#Qy}y`JSQGUt{=(|6V5R zKk)tDF#U1G_U_5X+1lu@J7ItJj|komACv8$7~f62KaKxjzvpH5hy8BS?)`PL`JcYA zv;3R-zg=U0PsZ;3oY?;91N(c;?5v#s5i`qsiT+VBmiH+Ca5>(Yj_)V;zv}PxaI`XX zH2;UfyOTdI-#3!U$<_8B>~{_4KXdeM{qMKb(b(4EpGm$K*5x1Yy$FAsdcuX=Z=F4Pkj2dvL1YRJd+{2%hkxiqL`Ai@lecza?Y~c$YL~uDvri ziemnUd)Iymx4MC{wegU}{VxYqoHB^dWwRfnRikwLi{~lxjItJR$zYs562Z}7T)3gm z-`vh&1F3f@6M9w7^R^Hw7U}pvDM)UMW=JdRFO50;p+jJKm zVHaz?No3>mOQ?UnH>Mm6;q?J`w^xBhMkz&&XP?E?ncbY*ftzy2V7b^&XA}h3g5)$* zv=0U8ja-x?@i#Re*mdBmc-oA>;B|UvwMXz)#Z}iB?Jo~r+0XOFwNkldo;+M#2^-w4 zlBSBJIE*lwNGy!w&$Y0=L!hKZFeGy26fBOE$<*-PlM8=IubET|&9sT1fltVV9^Uon zm*qW~pp%=?*FK(pYB~})jewfh$_h2~ZEi|YCybE4!HkgP&}3TOX|F88FMh!Vlb7qbx;B{@nD3el*^=JT#ixX;Esuo%$PxDi`& zE+>C!|Hd)YX15k6BGq2BlNX^3zC8 z^p=9X`(YTJ77u(TY)pj-Y}!5yUv+(2{J7>Wu7xGZNo*=$wrL|@2ze&o4~GS>?^~_7 zo|53#k6FoCSG`5{*g>#*nWRrq5OgeNu6Kv5-FfUxMY%c6Y+XX-yE@fe9&3gkCo_L6 zgvYeuO^n-V7r*@@#oPiksauE3?oK$u#EpGF*;sV4?shD|EE;1T#ksN|ML*wD3UCb+8KZ#7-Ke;S=Dls)XqwKQFd*TOOk|+?vA1DJesJTDCU5?EV?AEbPO?H1DcoW}=SNMr6l-SNix5l4;(1Qx>N%^T&lmml! zy7ESy99I#70aj8UEg{1gnUnP{OXlwK9b3lI6V@c9nC;E>2E#o>SY5bcRj zLM?AGjXL!K17s-JtH^*v84}({hlFvJypZGtY)z0K6l#zNgJl+E$srY*?_{|cS%&jv z+luD)W2wO}0rVL?17fgxn&gT(Y8dOZM>q9P~`FZAEzoUb!RB2xT@2 zRwWc6PMw@>!H*XUde|D#)P8?!M>oFW*o^k(seRCQnglslPgVhjWhJiTEAo}9b`!-0 z6&2UJ>2f?ZFhBG$rOjrITuFCRkjC2``~62%W|P1wK6gVJ1&r{j+mq`0f(G+k+Y$}l zjtWYlV56w_dkwbD^}PdIr(p$_(%_ik^WcWO(ws z+$0A+esI|pd!A=^)8`-#+mFp%X?>1J?`OEqE;iY<;-EGfGup6c_$qnJ2vA6@KH?tO zftQ!Jxzp;GxPpeYcbyzVi3I-WOSf`nj%wLSNt>+krAvD4a#I@$%q zw7VZ`Kw$Y<>urnbCj)jy^YxdfF#fco+#ZpEAOIaHyJ5^556uhXDiZ??qeO3ZwV38< zm8HuiM-E)$d0E&Zj#Lfmcc3N5r;|ad49&bV5b=uZ?~pMsoDzTBtPmH`sz^nk$DTM; z&1Uqmfq3AqG^_$?cloQwVBS#QH!((9?r*}GP6qTTleQ--CrNOX707;p9+(CPq+YMS z6^3+`6DEhMh;dM`w2V$tgy#0~ORr(Xbj*;s_CNhvYy7GN4uj;ehE(AP*ak_4W4F0b z`~7$noEo*+yrO?EI2@QEf4A5TF26o4bHi>WtEUp$f0iBSXpiw+KR2kwOdK|GO(O7G z3PP5Ue)C{z$~=;!?$n|P3SR+BTb7$F;EpcXj)@)ALK_c@0WW~#=i2hDlC|4J@4Hi@ zrTl=gb7VQX&K4MSmZoA`@GNTM%`VWS_2w{K?b+sl)1!Z?^~NJsma{l7QMuzB&(5& zJWipAtfi$)gC{JHDV&+vGXuEQu~#`&JAvOUE{fc+A>Frmira9aE*J9kMu9Uf)idK` z--*6P*m8d`>Lv)xP@86X)akTImZkfBl{d9@q|#J*XBc{(w^dYjF7!xu z2~?Vy-q)=y<-moltTaq6)$7H?@%Hk$1S+DH|eK=l2Mai1W-#EECCBdGna3{zf^j zkrZ?TMX?;pi(@pxW4Bi?u4j@iGD*BBtwaOPsr^xf?wp-8GkV5d6U=~GuHl6S60riV z>U@7x?nAkvF!`Wqyq^l0DPa^DlpydfwAB+~ zmYZrEi%G-~%{1`#Ya%I5D|1-Gg%etn9RENhqy{s%M+eIm1t$eollPOqI{y}n#Xe}4 zi}Ub>qLaM_2wq)Z2RJO1-Dhx_%u{jxa%6wo!n<+x>C&61L9BkPgl129bZml|F|n&E zhGml$(c}p`GLZcDs1(cuUz?wzE)GV=NW*0dwi0;PYx46^a;p?1LlW7rU`AG=|LvZU zNY2#c@beP4*ZP{oRQBe^FCD&CNhAcD!5tW5*08NAHxi9W7|dK2QbFErtR3{0uls*! z*iPicecRZAlr1xN$!0+j%3VNhkMtbi1X!>)V06ozHs$g284{$$$H!o}p#C$3AWoMX z59fk7A)`R}$N_keTfOn%hJnKx29-niAt5q~)Y%CPMl4?JYKy)AI-EZ;i}H!G3G_7> z?!G3)&tL=Eg5HXonSR_QUg!wypIv{+=(>paN*KD+;!>3=mTngr7G_4-l8Gj8j5NFm zJ-ffkGYJ`^rXf-&3+(K>%B}^leZLFn9ecPjta|DtOc?7rWbAU@@ zOjKDHeVJMUBrEVu+wc18az9XDx;Hn8gxShEAp3cKGVN~sPC*S2zaQ|Xy9s}!e4vX& z!FVitbTV#g{FmgLlrm0v9FR+oRwy)-^?<$}Rvn1HFzr|> zx1g31Nn3WG`t^6uHf)*nrKZ~DSO$0fSvO113ycZ5v@8p@;0L+-VZnb7WCIyS#p7Rk zPzZl@wwM|>P0!^x)OS=N@|#)tME^>O=g_Q@nfm0fynm^CYJwmXR^X=(%dsHoxE=6x zvyL@*!gRIU8aZyMM!4a8VD`f|=_N06@h6%$HM>>vbke@iLsgf)g49+E7hc8`lV_YB zl!yCA6Nd?0H)K8+W?%ln|Ex$e7q<*d>@>KuFm4^O<7Q=^8$Ib%yj zBRHQyf3Rf)=DeETzWbsH4}v|ZxeC%CWR<|?NTo80Ifg>wfRZz&+#?aNg0o$JDzQ`; z?w-1|p=UXGSJk`BGxn6_)qaM|ZBS9DromPV9dKD!lRn!1S}uRSfUYUarlCtn4LILf-y{E#I!n#by4s4`Qqq2|UKc^)pSs3gU~7n={E<|BFyX2Ax8?uBHI`cmWlHq;sf zSRE3U%zeM*dLYZ2H1boK75Yl{g&@h*ZqgzHD{;YGgXMp&j*t4LWE#3&ugD&ie~RYU zZ{Nor4vB8WARsrIew^W?9wGsWKDtRkn znR(!r8B>~DTVA#N%=zG)Dy!g?ndncPDNVS5{ z%tlMLly_5}?6F&x_2ml79*@E%M$%Tjuh4qd7^FzX;r zS~EF-SpA<(mFSy{KPiGB-WZ)}x36~olYuz;|f@+k;Ytc-cHoT9e**9(mzeR`)PmONHk z;YEKG&#jXCUwg)ZOVzpYCs73z0c_kDt7I@@tlOVKnA6 zeXf>1yD?7~V`zqG+97|pt(22Waym(rXVHJ!0otpN%b^zIx5NV_Z|Ie@!)qh|CQZ4S zgkEodeVtF0o8mEyo}bL_<~$xw&$i~HX7J~+M6&zlBnnJH()rn9)Q)GNv=a_^;F?&>oyQ7y^&H6FMGILNI?% zK$|nj_`q@EhqRw7g0YrYV-F@Yh3K&M3^6ET33w5RI7@a1_EfvwImn04<|Q2OA-AR2kStq$-^-70 zp;C(TXEa2T1_ZT^NyL%N!?mL~YZQN;=NDmGSA6LcCs>W`7%UK*bCePW8-z-RJx9Ee z7qQRjV*>v%>r*!uo{_M3uzyY(exaZc%?Q= z7b^;{3eepdv%TF#2f`OOuo-^`+daw0FJX0QE*_VM83TbAz_67|_E>|Gp>bfT(Oqh* zV7VG~m7&`O7BNyU-OdCy{7@cvn@^08q>9jpo7zwRA8-(tJ|1_$azmGX*#DFDMB^{RJf!c8Vl;1$yst}+4kFRVE!O1 z$*BvRHO&oy^ugIWm*^Fke_n1lod{#dLCgJ~x@TrNq6;C${h>(^GBsz}z%Wdn$-oY# z81-;+_n4Ix1X=RvGzNc9!=&9WwCBYqTC@eGYv{nax1e!@9HidN0MRZQ836{SfPEYO z=FsW<*zP2|WwZUhztu_C$i{7voDuSpyQRVCE&+^(o{VU)1+V!SR<2oa-XL6FUJWxq;& zcM=VY+_3qkG?8Kq>a3COY9)#)tt8%CzccpoaEy~!60!&#E~~jkQHI-cotX9@sc%75U;8vajW+X^(HyGv@0D z8=aI;INg@Vv79hAdXFp)&Gi`1JXd-CDCg(Ta5=kMZ{B~x9`{(h4&{GDoB+H0Iz0Vt z1B_?f0cI1o!JjPCD8Q*PZ8Vj_{dl@;F;DFbpsW5Bw|8-NUf|ot9y4S%`i(D%Vu46P zlR6!dmgvY}MubB4iL$>R{3&zYvEPDWEKX~{fGffjZ9rKS_&QrsTdYQBw;H<0?}p~+a#3wLaMRP?P77i|pJ-6WQgVNfJa_}Ny#eVICyxS)P&2yqd52O~ zE|uh+j4`ac{mm2* zh9-ZO@j|zYfLe_sH+mbu%SBjqV}Wm-kqU`aM%qAK1l5Jf*5ZcQPr$G30QmW%9O`Fy zF5an4+=gD7W9tZSj$VqKXCIGP;y@GT3?alg_soXKo)iD7I{9gxy5kx=TY`5ln*V{1 z?v%Xn%ZwXo5z@J7(go$~Y+C=&eYI=v3L$^8-&xpc-&h^Pa@Uu|y{LNizVDG`;A1(^ zapj*ei7QcX2%Mr(Sbz0F)Q!iQ*4@_P0rt{evJyC^9JPKQw4Q&3 zS`DD)_SyTy-^SQ5SeMS6sw6tVvXwFIRb!e!qb!Z!CGq?!A2ijkjD|V^j2n7Q}}i zNm@sYeGb{fk<4mGuq^6%gOew;LZp<0iD0_AWE+ZUKZ(Oyqkiv2iay`OBQJk@tH*v~ zrmdJdEFk5Z*M@A2wA>q!Z@Ck)2XJIV*M8u%-aQR4YPk<)2{`~E96b$tt4OtVci8Zo zMnalXkTmXM1}NQnuozUS3)#8QVqpc?r0O1J>LEKix9IiAQHgM(+jrx7F!*Lvsvx210fZ8 z;B;}_XYB&CQLaL8OiL0fn7bLb$9>V-NU86-VRnQ*mDh=Eqq<~y#o$-Fil(nOemN%F z)=k6H{zi@bs)*ll(!%OPYbJEDks(r`N&Col!t?7B-D{#0OQHs*doh1%nIpG48|LYj z(;24a<}-K|4@Hgy4PPoXg0N5K+`a}v1~SxdE8*H(2hvbuoM~LeVPckb5qYp^PRU;8 z;njm5XnRx3nkUQq(R8_`#SnogWiPP&a*<#fFtrz*otj*ld^y(ag_$82YIyQ$a``gk z-)?N$ml?w=Gz|v>yt#jp+TJ+RDv6~~E-8C)3d}&#SFGHVV@x)Ta!4G5}NJ|B^bj9@bP zS3C&I)oI<=0naDze|4sLFymz0=IH7V5D4M;90qUui9T|E8imaR10aOiQg2jt;a#I& zr{hHL$NM<1RSq*qwWAd`B}q>`biK*a)0s-( z;TN~fsfgX$2SaBrox7}Z6A3eWXVT*-g(mV{@`wf&NHj z#&+4P#FCcKDjdHjs%RBnniug}u%ll#O}p!keG*u02oAVn!w#YLd|*?=9-_qBfrr82 ze0nbiczJ(%4>olGOe~eqbzmY1mgMM%#ta;DDAdV>=W9`@xXJ=K!Z@JNihnSNLXNFa zR3&i_6Ks=wnt(D5t(MnHNmCY#SyE>eO4B8A&u(^6+Gu5FPVAG5#iG!`+8a+RH8Bqx zLr`KcZ_qZpYS)*#nH_&M3{R5<>szjUm}#qY2Iqg2JdR)U7d<}Pai_u=g-oaT;d(S0 z!6~Gev1N0g(U)0L2xYzrkbE97^H>+q)Yl4}@q56^F4!$HP;0}z?>WPw0^^dUt0<$8 zw8c+;Wqexgc!S~mJ$dUlUm_@jK92tJkPQk!4@vKsoNz$DtlviEPL^=xT*!*uJ? zpv!+)&j?v5aA>Fp#mvn^73#;TRrlCdMzxcfuV7HqSy-#sJyfOQp4vXu)~#&^R~jYw zC|RS>vXA@hcq?(^Diko2LC3dy9jD>0ZpWkfH75lB_U!>RFWFS^i5G*zP7qEf^5*+z zoM{E!f|q;f6O0B`h>&NyeI-hz<9gMO)|{D5m>|n5Z}R0*Pu3 zIhxy}Ts$xAtDNtUBJGx_-CM6Oy^Q?e+9mzgMmU(aKaN+}1La}oPuoxBA6HJN9EyC? z3ZBL|^=%dHS*O#AVO9+>u6#3O*S$Sl4SYexZ(8u;okno@^kE_|x+4KfDT04}3alxj zQQumHzxDYgkeAVVN(3K}L5q&f8*YF9Auy9DL)7W(|G|Gy;>e!^1KTJ(mwq{7QktMSoJDn~IKJgUEBI-RR-FDC ztPTU4Cic$CM3lgdSUV$==x!SAsxbTY<_4{N&B9;WZ&5{Ac8Y zs7U9=pxVv%r`Cz0cIzW?$;(uOtQHiE=#-0{?q2*qIJUx0sxj`k!|aQ>30 zKw{+-jD^0TUxso8dxEi8%VrK{_If=rG+EX?pA+6lmlPoP!um;0-zqQSx3{Kfh&RBV zMO#5T(f{j*%LDY~FV46W}ENh4`4WEp?9d!&m?q`9K99w)e zpSbCqe7~&?%^1xhc@BRsr=hcU5^Hfl+VC6D1gFSpZx+}zGNReNOyBeus-GBjs*~O- zSsmG3M7ANayFKa)+yGxF>PPE}Z3dO+7*{A1Y-99veAo(6twSV{;C}y3qT4{izB8Y( z*?~hLn0M_je8ec)sv}}Tj+PM8Gb8XhI;&|q}90QpGCLZ=AXaKc%sG)CUj3iTQ!B4@AB1dd6(}h&2(Qyu%v#? z?FX{!*NpuPI{UKwA3FXFWz_KpvQaO3`R;jQTH8Vts_PC}ar4JD%na6iB6sF~IcYy^ z`cl6^u&*idEq#9?vYwJ3Se5hlsPk(0NDla(-rM@ZMFBCSW!P4b^R)(Ccc`!~g1^Wv zH?L>|LLudgL4&V-bB%x)pM}FQW!&$U{sd8f89U$CXE&3}`emh81Fr011^VE_XXE%I z{Bac_Fw&`gN9yp*ji^kaQaNb8%ufa37QzoA_D#kC4ds8LHLTm8ghBoZ=anUJpHhk* zj(WSe29bv!5I78S>ff&X8@XtIl|h*;0A|ST;D%S&Ce~CQw%D1sg2j~HH%`DnCrco)5}M;4u0 z<08FGo!7N_o9o2us`}k1>c+&eV>j(KD#cLT5D$OJQ)M4HbFn3?%1nvwlg6BAlM30w zcddd`JBrtD-D}+QMRmB&=3*4ZDxTdaZY-n7KHAo>GXK7O`gLdCTYRNB{L1@HpYUT7hhPyLU zE&+dGEn!K$oTFtnvjKIQ z0L+5*bvgt?J8rDzSUNi|7|uIoIbYr0bf@4p-D0xdicCB8%T#9Lb(6(N!wht76TOd= z(If7z*2+R7$5cuKLVOXjz=PPyD&W*L+MrQ-f%5%<6Qfs?&qc*4*zRVHVr_rU zgiOf~!UAg`G&>-JiyvERq3%j13t-W^8y}nef({!}^;p!NNvtT63(OrAtf;)n=);~c ztC(T&TDhM3%A-WC4%!b$(cTHD@P*AM_2egoxf-3|#`*0!ek=wNiBL%w1oOE&Sw+~R zZsCHB(Pe2YWCYucMRt0?wpq2eKYxExx69+(eQ}vZg;>kkngVvQr*Qzm)I4Qhbgq%L z9%Y!u9NHUNkuMIs8sR2&g>l8;npR&v37*^3i?|uXjn}V|yZZJyS>S5j=MUu2_l5y- zMakLwLL3I^6z3Ujl$NASuE8;DFDB5sc*Oca?{9M7sZL*8T0Ue)UHC_e84-Wz$7($7 zN=F9Wqt=uP$AUhX<}I|KLR#EV7)RQ|(b;+ZP<&3wGoZJoygt*o zI(9<4675JB5D*7f+_Fm1p6LgD+nhFP9_@K*nXbFm8b=I+3lwL$ ziSq*uOkCY%6j0}vFdR%Z@g2>@KnqfQc{TP^tpvrCg;oScjncE4*Ool`N&7OKCsD%0 zbF9~+a@*HvBxa5!OJG5$7Z@wgQ@9k@c=ejQe%Qekydp?XM#UH+5lw%|AOup|Pd&&| zBDXO!+LzAcK)@3A6ioH?q3x(kU04DeAz5DIOlR*v8(&7-dPC~dFAX{6C`}xnCq3ND zdFPd0BAuExPrX|V<#YK;ORP3dG4%t1k2xeRvOnS2Ronv}rjQkqG}^jY+qv04kx#`v z$V<@z#aRjBp}lAsy9a+PQ`(GIU>3LemhrNk7&A;E(GwQ-!@DJ>aFi$AE&1Vk+$~F} zINW-05@PN|sXpsUc!nw9hfggci-|wQzcJLIA~4~>-m@EgJ2Nki1)=ZRV8~G{oLWW! zBYu#CyaZuL2IF$s)EMo=Ut-JchETS`6+VB7Lk$$^{|QF;6JviQK8-c<7MKl#^re$| zMJQ8Uqcr&D8)9sf1@kYckp%Wo#s1AAaG33ij&d6YR)%`xYN`z=+E!|V=eONWe|jL1 zpnhJhtviC$NpR9-C9!~TENQ@&Q77e&1Hz{ur;qu=xB~ii!`!#-67Kh=#r5`j310d8 zRiNc}{1QlXo47jP;R7PS2QoZM}bX>(`PF#D&1 zK8#>R8If0i-xXR){Y^CJ44977+q(2Qm9XElv@=fQq+YONrBNoRA5pY@&G9Dty`@i^ z>?T>N1pYH-eukA%J1fbsvA7TscCJ<60YT1~DvCZJkV1c)8yBUWS6Q6q6$r z<613<{k*JD<2=F0?=wT>XG_DVv8MP%Yp$P9ojd;bf0Ift-79cB0J%Zr8;q zBiUk|!xev;b+^XSb$&Lx%%bUikz7LO{hdYqnRa|JIZZo#L`nx3)NP@+y&SM11(ZvU<^Qm}s~q{fv!+=4H??Ogkag?(jET*1~Y zHn_t;aG&6=!Ci(VKyY_=_rcw52=4A0BoHjPdvNz)!R>Ls`(AxN-@mn1?e5d3YM<)e zb-Gv2+r*OgXQ2|UF;DBgZ#9H%w9pT8^x$2&;q*v5rAO;l@vl~JjmJN{?+*k(tzJ{0GuS4i=L&C!xl***f4lB6?2Jc2I@g zQ_`Uw3!c+A5~rFdqk*{p<^e&m$6g!w;h`6Tld;f2^G>a7=x10N+aKTberij=@8n6h z+}W~&t3u9En5nNoaJYq1Lv-^q@l!Iu&qva9Ue=<3m-k&P;{2nt*y z4KS`Km~zqhI;_as%r5nFG@{A4l9P90}|v+R3g z2&`Q!ya=@cP%>z^wZM;%Hx{#Gm>Q}MfN`xZINZLQ6zcc6VBYEc!eZ62qU#wzVS7R3 zw(B=O4vG)aS#`Ybhbz6_QA$KAjEPZ$=`d&>RHT>3eTMWm#-u2fR&H5v#J92}xBS4) z(b(G4mq)8_a?RIP7n2z)h%loEL!lLfIFl}`vIl5>W{*tAVMm1(UIg? z|5R#a*c@eIhFkyV*CUVa>S&~1@~IOfRFNsd<(hG5T63LJvE&xs>fW04?e@76{h+rv z>uajkF*yXQqhLNfcA}h?E?x4)x1N5vO2D8)wua!am-#b!H%U+!BgIb4t@KDEl;tjQ z*wyg-@-Jb@`JEdSkc|u|27s-ZD$*KzlTFIkCxb`#R-uds-SwB3Q%pZ6@R0o?RIqxe!Dfwsb(i)C_OWd$x={y<`0Vbq9)2-iOP{=r& z(v(7|)Zk>C+~|a98?}$UjzLd~(C=;g#;Y_Gx45;$SR%k(4s>!o8x!SSChDy;&-3MA z6Q!+f6KAooer~j_6L_nS!-k5xXFM0hHC4>cOH6^l^Xh@X5vV+I?zaKko(y~(K03#( zFOHmB_V@S-d{l!OV_g*S7UO|Gg1_m;v!BjZcafHE%O*m1ax%tU0ADcd=A^|Mj+%J?s& zz+aFCU*5$MQ{2^knZLjZ<(#d6i6X4<-F1Z>>2KWjBWKdQuZY?rvZ|nH3IaexXHE>A zu=;**Swt#u$z-R!?P+Cd)Dp6tos{!~!-dg;InCGP^L%p1(x1rJ{GI;wlIqulxLu;@ zrNa9c5-atnCFNtS#1~cfYO@5!sOAF*Yk!$ej#=lXOG8aM5C(@ zw{jjA=FOyCafX?fd$9v&Eqf+x-1P(&qa5K4Q{fWav1KwFij? zT_lGb<@1m8{-C{1_XTmI^rM!VKN>8vk(a?_1y5|kRI$jdU$$IGe4Q$Ic8*7IRsJ5x zv}ij`$}1UNCNihPVkB`91(|F?M)b7vyR~<$IRKSd+Hj&}2h#deoMXpoD$c`thKAqI zbF+;$LXH%O6CER%KxnhZ7&_b*hHroL&o$HLSt8}k>(r#_>NZ2<0^UMHe-uAh<7eQ? zsAY8BKCTo9w(k6xB^&Q;z}hLIWErY7!J&yCtHu2`+`a&S@q?8m8iTGv(32%r3=8~xsAD>yIR6aUx%adlo_#8NQ_2pR=bM9{;;%ZHM z)gMxaeB)&%7-{9lJADEI-8>)t)w#_r9(8hsIt2%6&HaTch9khD@Y~ZUzd?5rUvl~a zbCz0k$8+}9o%q2{zr9sPjqQ3Gl%?>y7AQjPGCqrL>LQnPlna+aI4_hdyiNBux(zk$ zCJ$!>r|W=;CnWs=z#wq+lHZZIDh5o_zEHcxuNsSddAq8Of)jompRUIa%N0zc zSZ)B5SG|@mGK?{)`n2@YFIZ_nh^`McMii^;jt~1MADygC3$IiEJKSF}+Y2bb=(0?T zZ8e_Cz8bc)-yrxmYr`K-_3+*ba@Y2FM$4*^O^EhxxT**1_8}7{`a6r?Id0Y_1HT`? zG_4Cd+y8|;e-RD5Tr#Xa2bkbFc8gU2vwLj)pNd47e=(3J1isz$-}KBbiwz|kGjP3j zN`kglJKX9${LGjV?;NfE@F6Q71iDtvu>-eaLfvQliGnr`L~LDTn#u;~Tv41=05iqz z32D(^c|XImlQQniq>(z@3Q}9g3y(d|ehq-HlR<`z@FsYeRta!FFUe_!OfbT$xH*qn zv;GOX{_#DUDXoI_!kWFokD%bo?s`9{$Dqs3EuXr&{e`mJvl%@e(z>Xh`Ki{Li577s z{Y0MxAjBZ|;nVzwFE=|c;%ss9%OK=@nOTC1h}uto9wk;ExgkO0aW>g^E7647AQO!b z#4CZ2U*9h?b3QOV2N8$5jUI6RP?}DS2#PnGGh+ErkngA}8O}8GDRXLw3*PGK^P>bE z4oV%`r*_Lv3fRTRe9Dtfh8OI~E={j7s5=P5eM%gCtVTS6Urc9uw$w6*40#CRt5DP1 z5K=EOOZ@ZU&-4)(cQ_vT#zenjQh8W(Q?-MlAwM6Q7g~uKQ%6w-lN)hF$G3S%1T8RZ zAcA#IZF|3~ig?aeV}VWequIk%4Yl?Yk>w$ApoVK2^Py1tIt^)>PJM0rv@ls3mvV34 z1I;T9Uj(pWopbC!GE%x1_E|foA1wO2^-m3&toUMyI&=to;*}=5m*B3a#X}#~K8Yn8 z(lv+fRNCH7^BGdq6?c3^TQ8j!wE2?BTHJO~T|NM2$nmkM)E*VE@|tebh5JpWtMGso z!S*Vg4;%;oK0pe*2z<$a~^{nm{wD9yMw zstUjPr?ZkU@RZD+UU~(!+qrh?4}d5jCv0Y<6B>(2Ps2|WSAQw7jK}-1f46uGqVGi) zSMh*g3t4_75L~qYIj34veu~D1G<}`-v9$c>2Q!3Q{(g{0fo9&fNw&$;%qo>#2axas zdHaF#$ZKPuGxIl>fgVV`WMB?5v6jWyR9aw~7m zQ`=p-FW44zajoHKP*9BgGasb9+RN6L`B!`xlVE^PUTRwB% zD()9C*01qaUzuzWNRTAagO4>jg40MNAI@WtpG19p&1L_os6HX*;+6!;W`M1NLYRfE zuegZd3d2(c@c!oT4~(Q{11=YsAR>kRj`HGxYSRe48PI}R14oc9U6>Pql}{Ha`_rWL zEj0E*wcb*PQsaHUh)b-=+Ov;k)APs#&N}S5^zp<4-t3T$&4Tj&pGh{qO`xQF%4O?e zKOEs2P8bnzFI?0_M5`~_fVpJYgczkpupV*}_wm(MW_)`_(>3+ul^oXxh^U|38(w0e zV%$Idv+!rWHigiE-V4g-T5xV=gc3~IR-leV+{e2xf1=VhjRu7WcPk6FNnM!;yUN75 zmqtwe8nm<~9oJ;Mj%>mW(B{{vxvKtyP~g+%{Mm$u_dl8Oj|;puorfLt;-QpM5}hA! zUVgfOZ5e^rY*A=00ICvr@VQh6CG}9+~lY+2oT!S7f zk|SKBNUwq9!2&lp*`6WKQj(qD3t}1VJVYj{qC2MMU6<|^G8#={AhC;ey+ZK@WygI< z`-ZcCr3QuO8Zp-%v26ZEGDq$cZR^CnJAF-NaLB3(UeP3%^q6x4bxSa_r6aL_J(Zt7 zj2_MxPrgQ)sVe@_R=#0^bby<=?Rd%-zPWcbmY53nO)&`XktTFF9woMm@fQglahM=v zMhDRrA`SQ1AT9&~(Qa(6KU+&~-oIx-r0x-YE}JzSH2ux$9kBn!sl0vC&qu#@Ags3f zxj7SRYH%E9@iW&F2{WMvU}U}@cZwCWHyOzS(sHX;(Y~CJ$GI?IJA9*@`aKW(0sVZ* zGEqy{YHu{SH7?oIDfYayaKB*J-<0*CX3%Gk7;qi)M9HrS$=IGp!vprlqLT&*;=y0u zso}=3Fw-GI6I1qR&HVq8HAaos7dGrfNgu36KW?*-1#gIB_|4`z1KN3=G#>nfTR{fL zK@3e2XImB!3_N@4jBmPx$NREDda+MS&*@Yff5&^3**_%x(Jd%W(sU`}+Yz2F^STXP zuC=_nPTH=445QfW$_RUMn+}t_uLOt>Xqf^8BereACtO(RY>oC z=EXk#zE@IJ%r_Le9yq@bAn_;Ko00CA(R2C7enZ*BFk12lFA8x;Ux)tFh+nE+35*oZ zx0F>BvIuxP#5r(S_@^)HYz{9!wazs9Hf%o7k;$itLbf3B&Ny13FMFl-tgzsZ*)k>? z&5nDHm5W$eue;;Mj zOFW28Aw-*Z&IZ0)qw0${@?FXNM2Xr!aj^`RgXxfSBqsC0kw57{61lOJXt+~pA)KoR zT09T8nSXKE0ypf6?D*G3{6Ab;%oYj06yR6zFWObKcZOo$x@+nD&KQxr?XmtyJ)te( zE(~AM!O;~VZ8ISXUiyI&0mHGcJg0UDPx_CM6S4%V(mGZYzrx`5r z={=(Yk0~`Vt06%val#^aJxfuSD8zeiuwwL7jl!K>OF!c-UuH+Ga*DFHXeuVO#~hn3 zAA{6ens%?~4-ahhs1Xfn%4pktB!<~|Loc?ul~u5=_BqejKEW--MK6=((O^2k{b^vv zf{^ST)ImKeNWstW71Lm>qgJG;tYHY7cpLIW6<4N>%JSGz@0Xh8@uCN2znZMA{ZIyX z+yosgWxajgzCP-rg-BTiqsZe|!~;_+t5BSN5q5=Bk7k1eRed0-cfm$IcE*%M$y-XO zgRung#HGtI(xc9Q z(_8~yakQ7_d@cx9c=h`h7<))!&512(i0r@XK>iDp;A-sQzFI50IdXCQ3IuQeW$UI( z{X+92JkINq%J^IBAsMI*gZ0F#ncRq;$Fs913kA4~A_vMAW^X zNUTLX&OB{sjL19uOb7e|Z?eIIfumW|8^j&y=iVnF!Y|?`OcM6ovUJVXdTrDoNDf26 zz`{-nz2EZTMx*2zcJ-IucXVs$(`E%6x+wnbAaY);b{m?*9OoyjrYw1@ifPwz)rsUo zC}z%^@GD%xSx`fCa7!O5FaHXLq)7Px*yH+DqFi(2c9VnCdWr08$mah9fm4KSe68mk zV2~6s)xl02xS1~O6h~kVYuG@=a%)knU^f&Q^yoP6hU!Wsi*9`qS$(L$Zb~ z;$iQ=sfiuO!L3WG(SF(W=r2)^F5b-|(t^*SSH9|mHL9B~>;wPg@)7&HvB|QF+8!Ca z)n;IqbG*CU`HN~?fjXDBu{T8YIYXIW|7+x7oBM9uF`y4fM29XFze6h1h1Bg9Viv%@w!_Rj+iPps5G@BGI;qyp8ghz! zxbjNK;jd3OBzRTo!q}g4HpV(H(Om9M+ytl9T3hjMhL$shJ)m7p$)|UJ@z>V&^t`NW z1%-5UmaT<^Me7&4m|EQp@0LLuO*a>tLzyi?`iz1N{ve_!<<`I;5yo=Wl2t z%Ld0gO09U9S3bg|WJiN8`(n31)0BUMw+HPux#^y}S%QXZ>ROA2F)rLc6^v$;SM%*F zUn|1T@>y|{)Z7GgHx9LU|B57Zz6fEpEH{O-YO^l?8z;*Ne@*5Vk(z~eHTbRh*FDwF ztWMuLe7(hsMFnK6L{4jIa zZAkb5y#p$qlx_i1?Yh|3oG^0GFqn$`DfPgfHaK=kZ$-U(bV#ppor!CrJRBLyhjI&A zLrd4`X!fk%x-ubKF>vfyeMChhcwsKbqzU0$=+>q}=uml>W8SQen@ewt>&y00NXP3j zx&~U2(@;WEArq85m*zH=0P%8c(58PK4g-TV(zwDUJKp(-Ahak0um#vB=syTEKDUe0 zeC!GVZ}1H^L*zF2WXX=62tuB^?2QRaML?L=BTEU*yKY&5wVgz`kExd&tLoqHQny!k z0Nc%jkzd_t=X0GP8iyp`*yuQXbnicSN{~_ol+JoI+!ZtY1Go1IuY8T+iAcIes{ztU;#j~5xg&wwSL8R^&bpP+t7fg73-G`$EY$$KG zr}-;0^lX0TwEdU^NGZpauhd&={mK!S(k=V*Orv+scOzx_e00gUia_8tHRw7U_|-WpL4V0>@H-P+U$IDZHKGa9_s zA1wfMcsKzb=OOA_oqh~Olw^1EPUK>r84(uJf4D@6&7Gy|R)Lk&X) z)5+t7YLJ5jgts1G;Jj3D5j@ku-}@Mhf0I3X_e;-78iH_u5f7}gSyUiH>>uVTPP;aQ zFj*3WiR9al6qJ`YNO1qpRLRdi`*j-@(W8i=^HoX^^{iq(pJ*qA5M~q;kiL4EOmy6RC zkkmbQh)}%u6^nrw|R#Sd*+xTFgt3T%RXU zWPjjW#mm;`beUoJFHT`DS#Q~!EUzSQcqPN);z!(Yv>{#zS$q@c-ET@EAPtK1zcsEQ zo*n^|P7q45I{$>2jmU&2Nt~n#J_#p;IUc{y6QF%8s@wPXcjuk&f3`PnqBd7K`N;f} zd_i)|QM)AHXn~e4JmK-)+*jDEP<}Ya^%ksB;|M`z*b;SVhUtefhRzliCbx>&eiHWm zx@zwnq`E5x2=xuhvVVmU*q&c@(z4+D9bRYh6>=ePy2Rug>tMKXtVgmf+h_pY;2mWT zvwLc5bE?#P)M$RcA2WRI5eVsf<1Um!VtG5-8d#2uoT==hWT+p7fhEezAt_2!ALFcF z(@yzNDSJdLDq|oK5wyR-piMMUP+P3OEZ-Y8B`PRN7JshrDC}Khnt#wAI)%y#f%Bt! zgYZ2D%? zKcQbYH@mW_H6j+_9>!E@zwXoccp!r<^6!w3bhU(iiY_YQ^=saU6`NXLjrbr%k;CBZ z=qT2rn8iYeQ+^)fB+bZcwCf`BLj&aO{Unc0wT?kX6C%pY_`}-3p5|=E&GgJoYAKUE ztdMo(F5V1fai*Y3%1qZ|MYlIS{u91+mBu|!*=_OkS*vH5L*QTGuCKul2kd-;O}?zR zmTFPs$v2FOvqAJ5A$P&l$y*`-c|DBfI*|n`;f-lP{n?(g$n!>{7%2=h@)G3|u-&50*gdihrNMk*4&hjX8 zxTmfD#>qoKERa3Pk@)wzcCy%LBF4>tUmF_HW+&DDTtT(%BQ@8IleiV3p9>i`r*IfI zt3$)KgP)P_LMlr3C8V~7FX)49wlB348`I`$#i3Gz@3#|McN7~RH6)3zyO`66SyYKo zAi*TTEcFVt=~E^kRSTE2c1*zt#|oeA^ljdByxN&QS~7ffP zmGEb(i%yS{%^VOsVX;&*V#=`n(jSBQ)Eo)i`H~|r_y0m%W)8A`?E1765bKaC?gzKq zIX91MC|6Z0j*WS^aK*=cf0(h?4h6S2#yab{Byp~q=&buhw(ac2p3u^+GH!PfQW?KtHTgMAy*-J0K-BEa z@fK298DSMUg|}3q!acRNtQT62@awlsMVkJ8z*QPb}rDD*AblRs1?EqnSKGav~>Vk*-j|&^MIX z1Ny_XBrT@KUl$}MP-i6A4T9`ZhrylsfOo~!RNSc?2gOf{&Uxq`P zS3rh~S6qNonw^JNoLhi{k4v0KMuda%{~z=IAVo8K3s*}@9xe{b{}vl`v!h@&W&FX* zpA#Y{`n4I0P2s|wf51LgW@g&o&6fK{IM3|PgFr!Zl$NXPLBcjOE>mUV5OF1pUa<&? z{6JNFaVaU)58|u09&Sh!{wG;K7nh&1{IXpz2Koio5ZCI+vhIgh;%K-3l@ucg73C!a zGN*`z@m0i&1Gg9rbJ(5|jq_zjvo;)> z5zef&5$|rB%(r6I70T>XD(!$zW#Pa&0_}W&dY^)2Qqlcr&H{wF%e!~xlO~+TP+o2v?~u^mZXOfn~~hV{VBQorLW*K z`Liy5M&y_OVKBVzPNlUd`Y&;Qgzzn7(ohpeQp7EUtdMVx+P)6fqrx<=$3U>fz(z%@ z>zA2RGZn{zflu!)Mt)R;3Xl9I@^pTJ_6#(P9xP_kXm1B; z5iK6tBaxW;b*hZsgX;$Lcz*n*<+}f*U37a6ABINrhfaJFFYAXg*%BjvaQiJ%JU9wp z9a-&OpARig58XW_=AP3e*HS}rw7$hDY9{>OV delta 90155 zcmZs?V{~Rs(5M~Tn%L$Y+qNf}*v7<|BzJ7vwr$(ColI=w%=5nM`~IA>fA!j3tGc?c zuHMzvy@wL9GeUpFQh>2Ar+_*@P{%2v0Eaeh%q1h;DZ5P_W0xE`N3?jfh8>PiN?J>| z&PIO$ga8&oXe}e<8kHJ0@iu7joqQxa9;)u~ft2YKb8;{{ z<7ym_0v@^xhrj;Z@qSRYV%*HbxVyUC9YU7C7OhH+#aH0zcH0(h#@Qo74O>xl^AWxqM zS{XAi7cAV{WgwwPX^B>vA%%)(#k<#5o9mF4W)b)syqTZ8+mHs_Tvvxpzgwpivh}&K zkfaK5=?1cLhy>zI5I^nF{JCv_z!USOFeO~;^1Tk3ZE(py0uaX{@?KJ8b&IsPTR(T5 zHy}#<;%*$){FcHCdd7`l_?^Q*%`lP|dxHrt)-<8amtU3qS+$tOaKy0wz8A;=z9_!(5;X0$@H}PoS(OEpo!GJ_PR+ho#l%=?%GHttGb{LEX^vuB zg!|!<%-+v*(6-2PvB(re)Z1;1on48(Coyz*4Z)s;S24Uxk49i|}O)DSu=o;AT22c!adVAh`^Mn_8R`K0_xT>*}S5u07_}birO5Y6mx+EUgaI zf)~NmQjqiRJtOTDmR9+h*eRA|UuH|tKR(s0?^3x>K6*D^9ztPZ; zM)|CV9zVWr{sK}JSY^x!KM;pnL5J-e6`5mq{iGg%@`941k znJlMB?KQXex(|J+7?j_wQ0UvAhjyW^BU4|vzpHre@`v%znetGC=!yhJsyI;}mRqgU zzLmS>C9k>|Ju@N+N?H)b)cn4McFG$jAr2f5$VQ6o2=xbsCe~Kx>GP8CvWo1t@Hz%L zi#a+|Qdd{QxwD0v?ULP9%Hb4B=9qWkXO!5erqpJ!IH98e2dGsN4>(_TPCDngc-#^0 zl^^n`E-XsCbfR7Ig>Su7tH)+^r=8^WH_CdnCa2-buUN8cTzszTT0_Tba~EnX9Lb(3 zU^sb*Zh5&&svG02uU>fm;?g_Vz?|#P;77G!H%SVvYooti4#6soKJD&Lxi0{Eh(~jI zh35izsW1@MOSv#*sXCC?yUF(-=Z2lyJx7K?F|iVTG@`T41#MjL5xTu>j&7hUXWB%9 z*V9#h5(h}0#MZT+uv_84TOv-y;pyr7fODo?(>^eW&M9wBm(r}tDhd_jQ>w9ODtVo_ z69SFK)EH;u?phsv`X71L7smXmr##mOd{}xlIXNS!z%AVU)78~HH+6Xy=ccHvA?H5F zDBJBBU%oM14}G$+1WWlwGUS>(g1b}k)&c34Z*=dcG3Jvw=Ka{ho*Xopez%)>9c^&O zN0j}~D+M@j-Q_uOX=K(7_8688&??(*KT*Qrn6|)bp#_yYr+jABJ7$8nU?e3l8oB3s z!-AGi4st8>^k!Im*iu+FW2bn%)v47Xj1qTd_`RK(9tPJq_kdu?mS9Lw4LLAYw*OiG zfJ-{sF?gKyKF>9?8&hs}N(opIaVG_+-|+b+=wc7< zCfs%L0raBSN!ujr>=_OU7@I`mR0qix6IMl)l4Z>(wgT}gWMM|~Rf%p%j+C%Yz~QLe zL??HVHLbE!<#L)lGVbv_>$>4Z9#f5y+;C0v4Hy~717fiy8TA;Ip-|W1s633sUu4!r z?UI(pp=e~F5-P$7)+EEuNisB{05TGZ@nGsDk;qGBE4={}U&?HO9A24~Ft($KK&0BE)TN<^g%&LD6~qMYDbD#*75wePhJ~Lh?s1`WhVqPrinEvY4yZM)`5PEnqn80MOIkDZlacxC(H>393v{dp)QF&V29R#qTtYb;?aJVi zc`rJjpK>#AUA3P;^p8wyKvPH{Z}?s6?+{u=ST}@An!W!NUj0+pPw>yOP3FduK;D0r zwH8>!z`E5wrT&(j`&X~@Pf)L_E918?MA2JwApFb8cyt4O0Zt*y3w|fPQ`eIniV%dl z#-&1=5qi`f5FK(LOfAoHr;0G=S@t?r-_`;iw75r&lagptW!lZDrSl#FS$4W)WXrte zxIz1xu!l5E{#xUHDlY!!;6pc`g0|Q`hafy`#5V+9nV038L`wkxLPBp zyYk9Bm(oH>N8UW%B^8TfT?zmqpQ zCZ}{dJ^RowtEI4b@9M%AyA9BN3%rVllA@M}kUPXkvC9oi{&E3}1mA8&_fez5hXV)=j{dcxkpQQEcHKN)#eX<7_S+loU|-OAfz2RK_^$ z5DKlIor8j=NM2fHq*!aLI0OUcVD!Y-}q!p?j!MK{LUh}fja?$ z;iPRg^V{xyP48DdY|;y)2F~O^3>}t?#ZaI_FFi1M z@X;A3dnpDWkg4R$fj4k!$k)bx+yXr=yBLRasEwdfVl+XSfC?zafB~3 zuqn-P#um!xG#%-R&5?V%*Y`dr8(4!V8|y=d<{z9elM^c-_MnO?*)B-v3@RB^00w!m ztsI&F7#Ft2z)>Zmx*p7GT!l)jL;>MQf*ruT1vt0^m}H_lu~fj%sAcl}W-gBuNPm{1 zQ_D2$cW*4rI@Cu@kZ}o$ViR|a#m5=&QYsAO&sr76`EuVFvsvVz64t+zSL%1 z2p+l45GO>Ly6Gjd@R2_1Cg3Mw-t z93Uf;(^a%c)maP0rdSKe8S^O484QyyCcMVN=&KHFQz;*zPWDW&`k?@oG{xd5SHrlc zf6^9{JY3>NZrEYexfpxOX_?-A466qz>ioBWFpRba5PLuRFjr}Rk0G^c>0FMf0Njb& zA>a~@E`Fh7lUl?j-1jdr(4ejqdYIzZEVLWrR4Y z)YYBYL=j^ZR}axA9C-3EndkGf)F{Yg(vlYX>pZl_t2}*rsqCwvjoIn+q53)xFjnu1 zHG4jd@f!PN)FdV6k6ktnQk2HOB%H%Zp{-0En2Rj8{wE zL%k1(WrI6b2<)j0!mGNN4M zS`>NpxqUBC)83s>!HhD_#wVb@gf4&>Pj;6iVISEY39G&OchO&7aI^J`ZsUPe=Y!6Is zioK(!lWdHhJdaxf39j_9Rb4)Og)~?TmU1z6pw6=coEbS_uW8NB6Ie98tgpgRw$xFy z_S+&nVpDK2ny4k@rsK}}l3P{L1eej*_9pk@u-1mfD+(=8lgV0!sX2H05e z!2@kDk4?J|#gdnAmyIhpIgqIURHY<l2F^pTXgJ~*>0P(l_0HAEPre2RWYd} ztYs{rpUCLpd#U7;rlzDFx3e|E%54>3t9Kb$H%*gVn&ICO zwf{1z$Zj`Y*K+VE(``3?)}H54xwR(HnT}6njPz%$J0cq~G1!lViqBVeq>&|zSA{_u z)BBih5fCa{w{bcoKf99~ZZQy~so5#gV*?wEv%KkpmP@{Bci}j_3JhYaMZoXMP`Su1 zDa??C=^Cz*l#s-dHG>ekg+Qro#^5v-mziY?NzKxdv*hL->ESfSOHJ|MmoE&^)*N^s zs+mNPP4kk*+Qu)bC^?!EH5 z9S&66kZ$1GM^|H6?o^vmytnID!``aqUGne6cDEdMnLO7vyX9W|O%7*)6%Ge#8%st} zH$3YV}h}APZKw#cO9qlW8G3adMoE@gXZ}H-bYtHM`EGZ%KNyj); z`o47WqJ%Jum#BE!LE-eEh+lnAtVMox^YDcJT%JZ$@*Cw({n9W>s5wtsbFUzxLk5#k zw@EJxd;^SwoQ|J)x0eq)&FWb}G(U0_+?|32axws>9nX!NLmGQBQEeDIy}-wi;g$sW zjh`;blwQ6(pwm6M?SR$W;9Z$3ThwEK+<`K~2^oG{bqwI0>1p?$s!JgOp)Ht`y9=+t zq@a$AWqdiBFPl9TBqSZ6MIf(ttF1b3KgmCd68%Qq(BA_NZskOah7$MvFdaGCFCb1% zq}|z6wK{lPw3JDOu44W`(I7zq(uVFawKwS%IXbZC%1mdPENJ@|`4u@lqty6|rq5Ek z5jpEksh|d~)M;7U-}Z0=Dnex0tW~U#f5wLS{Yr{{KeNEdp^mfFkpK2ZSK1^42Zu-6 zqLD+9-nF-Hz$elzC-Tn4G4^|MIi5WTa!Rx*xe2YdjNJc|n_%LgGZQW$d z9?ieb1VP-}Qxf>0G3^Jlfi3;UOFjBQyN?+3cuej?UCC@Q{u3s^vttm9IH0i zzbaDE2X&Y1#~j9k1ZiC3PXY}cS&nZ@#13H$22y6gN5Gw}T@9MRNokj z*o1=DI|6KTWw;rF1dgU48iA4mT~=q!-c~{pTfac<-M!pJ{3TV(4TjMQ6hR6Bm9BrV zh%y|g6VjC$yG9xWTiF(Nzm|z$>eH?TADeIpXGs?U7UjWg>t@@ppekd1*1Qr;_q=u@ zz?~T)@Y~k)Ksp%T_f4kHG4hEvUYEgy<2|_dl#Z8reS)n3%;=~41FIGwV)#kKCsP0A z>|o#%f1cO^KG{qOwA*?W)-)J-W%F~z(A{p2*#71{e)Jc9l48TFCqeYoV=zzgr_Yt5 zR2c-Eze#@dCJ>!L#4?-g<@cjJ=zTUv`b~o>AS#PEB*n z*SW*VW>Hg4H6+9eH#a!&MxbOGnll@D;=RQk*3Vn()o1UzvN`+n1>ZwMxR>9AfwGH9 z=nMNZ_`G0XDQm(Z8bl)C>C@`Vp^LBc^4#`C1fMfRgS)b%#Bk5}@<{AbA-i;5J_mqJ z)HDh`^N{DOIaJ*^E(wFb{WeWSasbzIsFW>#&+UBA&yj_gyU7onffE9pqA+w`1}IRz_#4@xOx9w?l|Y&8bNK4RZbZ}@8L z;LC~3pWZG^t#4g)og$fU1~E%W*y~Dw@}_>j)c1qO-O!5SMIsdYAhy8GxLcS&KNar? zczKx6OF%qRs$Kr;}XALWhD^i`9QZ8t2`} z8wS=dAHam7V*Q3aw)@=L#hMj!UnKc)eZkj9!nK1U&=!)RG)9nvkKljQBp&GQHK6Plvd@l&_bl{?PkgGlF6gc76dnrl<^4c>c}0`}t!{K}3Vt6JM&cI(-l z3{**mfG!!xSIxD$Pk>7pVan}xsnaQj z7)MY)ro`B*2cfCYT|kE2mN=z*^&b;YX7;ipmdX8qPaQH79tfg%Wr(`aHoqa`&NZ&A z>!Y8wR@h#y+U?VqjB~ugya901Qc~Tq5CJNcefdU?NN%+Y9q^&ghJU%wXpvwdwy^lU zyn^?TpnmCF9z?wgP;>FU(x_XonB7RJX$Rc4EbVa*jvoEYVcW^;Z3Q7I$!w(LdYptW zhrdDw&LKpH1CHM40>96%^9VT>>>bAI(>kPAsTALKj`lpf`7*Nv=Kv1z9{YLi zM4hgFg7-+B-leg#aZi05&qM5Cg;UPxQ1;}*>9@7ulKhtZ-xo+ugVyxl-8oGAZ~pIi zCf~I?ukZ?KkN!QCwKzE+DQ!LPSrs_9R;FgaZpAg+*vsT$ zo*d9!qdFe}{4MO5mIE-=D{6Hnm@PU$*wu@sylGRq-RACIO3uxni#?t5zhukB_cMxL z8Sqr~FR#=}{-!`4cTfESVt#fw0rX1&v0uIrZU?QKf#B@Vs{nUadE}J}V+#@T8vjzD zQh0mcHTKQCDy+K+E)T!W=4xn)sd$Ln&z=GdjVfH+br43an5Sg5WTk1SrOj3V&dY~0 z(lHSqG+%+)?4p#8{k7#lSBSiNCI%;+d(8#XPZ9@e0VdLQT5{C@Fnw5GKP^1+T>%C!*sn{%lgb`f-U!#SG9qtXN2#CP+na<4USp`^RRz``DkOx zAw<_tTx7#FB(MX<_n!yz`os4Y2cy>(DAJ=G&$1c^#&gqk$@~JB*+e<{Qxjk6E+71W z*+y6@TMpkef0Ac{~e+521I3_t$J9B3X zVisl&4&wiL;Fu&VQ!d28iGaUk6E<2=yJu<)j>Oc{u)%g0xIMBW(KXsQwzD>Ppk?}{ zCU5d6XcRB>b9_KBXp|4?vK*se*l?pH+zQ^o@jZE&9=5jv&Glh>@~FDhJfus5qE+ox zcRoDG)CemQp{V3>9aZV~o^qP*zLvMW0)cy+KVc2h4C<$uo;h3GXo1g;aa6RoS44a` z6r>YLKg`=;irji0zitGB95j1lbUxp|K9|@#1;MJCzH5?XycZsARn_S7)rJf$kRzPF zeFV#k2jogG%qw&CZ6I5g?~6l4X!`lu0Yh&^#qQb!?|sfQ_1QpaXq<4qNeWt2i=+fB zzj@Nd^rcohw~^^u58z|Imw_ig9&r}wH|GLTMP5jm$3+YB2f-7Rhy8WFNqcjm0cF(B z0A8u^B`2t?KyO!>mlhB&t_IJIN&=YJo;_ESQSqLAhTDAvY-><;!j@4Y9#lV}nM zay*gQ=ut@1frmMy*=79vMaFc7vr|YF>%4djJkn^#pGYmT#lQ_s=r~h}HUOZ3=~de+ z<;RbG?Y~lo?zPUOYN^U7e|lf0$*wY#PWd9bsF26FNJ){u3s){XRZlo!j8`M3Re}m< zE4of#gfm0QSHkXSi6vDEdEjc|9e7ZlCMtu%luUr^b2wHEzFgb^jA(;{Hrac zGJnyFV5^u%lC9lNP0!w?5ep>25>Tw+WEAi)zQEq|2>=fq7p*LNrm+F1g;O~AODwvu zZ*ewj!%@>~67{AXSfTfkr~Sg>hTVsZ`HDC{{12Xg{niQWjUaee3Hi*V)3Z3bX5GQ8 z__(orX=C^j6;`sPfZTSY5_6S zZ3>Ko(FO9~?KXetJeh6)M)Df)i?2O01AC?Vw!UVJ=c)?rTeW|PYJ9m(uchc;T1*BS z>vQlHW2|7-El_&WfhiJh(i?%KLJU=UUs*~z99I~~!vJD8B|#(+|3YCr&!x}rAc!~c z`oF2qaeL|}PGKn(U<#SV82)(2g5+bDW4d(HB>+yXsRXD7+Zb;w14@Bhl5vf^H|MP^ z15zE{*u+9Kk(!Xo7_amBss=QF%u>sPP2dIGvY4mt-5209nVZni@}t?nj4$M3gwcn- zPSg>&uwB=jh!%ByU(x~tvbh(x2lQIZV7JcYq}cD6!=dwv4SZv|25kvWTOZ542J410 z#DP#@)MHt#h>DTw7dv;741ZBZ_MLI+V7_%~{XY#nS}D1-Fc36Ss2vk3a}0jCIu*Uj zxoJ_ZXH4}zLlG|)TePw#vTJ5s5$q}gDl;V~u|yU6FwHD3-RxnJkHheaS(+?=b9WYy z6s_*!aA;o{MoyX$!YvM}%v}t0H?nTH*aLZB0tT6&WDv-E!>T+h0udAEtA)C=7?^`G zUAe^GPLLoV#bt#3gaxvpXNwCh231)Qy=_GWdA259bsbi7u5{7%_2w_#udb-2#cB6E zQ^L9AHKRTO_-`vMEwZ#emN5g$l~en>?={yIHP_)WZkJ}aH(T45ntUQ$1*cY5KY<|? z+7>ayh3&-AqTegv5CQUmW#7EyiAl+coweV7@iI4k6kFuCf9d|A#a~1U<{&JcQMx9F{fX^7 zso5z+e1+PCIOjOc4vXoWwKHIrq@>jItl##VD%@&gRx7SYwKZ*jPUY-1?X^IqijGW7 z9km_zs6R(+phEr0RlaHfQr85UI&i#(&BBbO9vr9(83)UD5rW$Ha5ABVlEC;xB55JG z)Z$?k_g-2lapqJgmy2zi$|eWvni*0uBy%5`z-eYiBUEsaePUG>FOJOIv?62O7ig2C z@M!mAR|rIK;r=T5xq|%Y0#^0DC$Xm|n{}$P0#)^Ic=WL|RmOTyF1$*iuW5X0Y4357 zn91W=R4o>WpR^Owsqcz^7J&2=;CjUIsydK_x(OyM&qA<~GMSdCD+(&c6p8o^LO4fJ zaj;^+ge75jXi8Io-Zb(}mzO$}QCK3WpsDBbJ4DuzPijY@p?%3veMnzkOk2*Xp;01K1BP?tZ>VvblWSj=rfHj!XOjdTcqA~N%IF_9c@ zDYHF`wReVd6qZX$S~s5zDDb+L-s(EpF!gp+&0f{z0%8SDVp4(O*b6r5sC_JXp9F*?n~l=Hy;Gs|I%Ah?^7DFB)n7thq&IgKPNPyBAcTH{}Nlrd8Y!3O=gP z++aVg_oZOh7c>MVM@((X9v2vTii0DlHz-HSwIir`N+$+59vBB#iIWrPFeu=^cV=Lm z%qd+M;J9F%EG;kGU|&N&{$CLeD}eKVPqVkQWSutu1vcjzwJJ%p))S7d z#v1#YoaV@jq4U3|Mgj-oEh=IqFH!ZJisG9L>BBahWf9V&uMJq zXDj!DS34$;ut=fz8O1?u9A5xIbM>HcJ+YY6%pGn}h||6<)ROABroaf9i_kJhaexS^ zF+1BFeTij9wR_w*v9nUDeRpc4DG?P7KT=2~yFC)`ch5L#0TJ!(umXYh5qUKNS@wmA zdlUEi)jk4$T-eLmGeEs|JkD|FI14TSZ_`%LP<@iKJCJ(Uf(CpAO6Zdr8C-_ajOeI~ zeQDNAs;J1HTcjv2TTs)o1yaAlRe-$%Fh_61%YjblmCsanzZugeRq~cc3o>PA)rI#G zxM*CU#WEdj{h3gU_o=5<%JS9gsgA&$rN={uRzs*f6HnS^Z~323N2}9r2s4_*dFITe zBwI%5%}^1-aAxDqJ=oYQux7d9n9JgApc>R7{3R1bF%*@PwV3`|M}Y<;ZvZh2%AnYS zS0UJAJW5V6jz^)6hx!-c?^hQKM8sd?JJ`0Mr$3>4pJV(7j-`{2EeC&qADFo1oDJJM z&4x7t)0KNtsuZ@xcFY2 zx(K%z4cMow4KmrReWn~SKO_Z)Sdcy@Z3e{0_sM0BhjIQ=QQ(GrH2_mb=r|!}G@%l@ zi?(B7Z({$hoFT$%S8*~PKMs2hS8mtV3pVZU)-Dv#kE6NC>QTv6V}fO77t5GhAKtEa zLVWV8kH(YJfhmk7{7Imi!rjuaXkj@BTN;Z8Sc^=beu)qNFpavRYtl};3oJj91!Xp* z<~GMsduN?nR(sg(9t09@)|g5(>W^2p`ameswxeFCvy&~;S@D&+S>xwz7dcGfsy2`S zW>V2C?_f?(oAI?ARtu^q_EQ}|J?xO2oiz-kq0(<9F_TH~QkR)ja##F~+5aKq^WJ~_ zjF@|9ym5~o>B+!Te4a*+{DNM+v*f+EK7Kt&a!`$8q+=1R1BQ=dpx5PxFVYq8)pvBX zo+BptZHM*10I^mCrOwXOOo2O4+vGY^M+IytX`IB zBbw?XsIREBbQC?;(v>;b-fTFzd-46S)ZCsOJ=d_`QK=}sZtuo*jrwc%e)Su0ZZy@x z;DQV^B^9#P)B$+v_gUpi*N@vA8!GGDS_IMS^7C(ftaVt`msdQO+3V=~ojN==ZEE?%24< zUM$yt0QCDnJ4jEjzdSQuV5|m{aRhY5hjDZj6S)q_TVmx=`?~2jx)s&*pJHBuntO+F znC&f!v# zbGfOwj=>71gjeTe$aIoQFo||djNFjs-{_RT1M4kexVLIR6STH5w9U$N+3_Py zyro&#hf2!J8rfs*z+pooh0E^vrWOtxX-zw z5+jj~eQ;3vkMlcJNFeay-P0UMaHD2?%y007Q)W{>{>9S6I)b?3%=>DI@p7xa zz*3%N@Mao>IF4Z0r}AcoKjY@@ysc^)2C5}2{eO2aN;Ohl#-Y%NTA@WczUA0DKI`OV zDeoIgMv#{5B}T2M@&l_HTe*?I#faM##kt2@l=<$4{I*-o2){-{U7IS9#F$YblyeE( zavd7ZKsEwlC|PQM1suoti^lL>jJwiI1B;a8vN4Wv(C4|U87A<^kkdF;&f*C;Sb}0_ ze-O;zKcB<`!{169WHT48LRw@ynAbpd5~FjO-9Y9?L07>z^GB$vGaEKB&AQ&piK1)w z5Q{GnIDNOVeG(<&Zjn}a)6=x^ie&YQqoTBnPvzI0@bLJ{6X&2%v=gzSb)1YqfRHo# z-r1`I8tLHBJ5$|^cyiU)wVYyJzL{ptmvvtjtE3Z&^Su$WT-@H@<*Beo_?wASuHPPG zJuE?Vl6DTMILMRktTTHe!8=q#2#g{Svpiv$8Cl_N3^5Pg!utl2RaC!gg-JlQFVC&4 zAH>_Gl^Jl_Xx?Jjp0Q?V_a*+|0XMMoJUMq!al|Qw=9TP|VmuFzp#yR4_cJ3nnRXUb zmJ9I`n48`bR6S<>)0_+W!##Fu&ttzuWw*u;vHq}&Y8e&dQ-&Q^Gd&T1Oe@k^zP#06 zJux9sc9EDnRiv8d4^D9CUZbTG;`~q?Sk&ip_*LCnE!&LIc-Td+-L|qf3dHtKV}_d} zqM|6Ar(WIcAjNbui{pBui{j9=mrAk!dc1yK#CHu!X70OFmIR2YLu!yG}T3s^}923624CYyDHec*1069iz2sW4RZ`p*w;#S zmQRqn-3~I6i#Zmz^~F~k!0tSUbxR&zOlV$d{gzl)C!NXM z*PeRZ``|lRs7*5P|L!3tXUeS%C|L?NHyBw81qL`H7#H{dhLhZY|H4T;Q0A634DcHO zHaGkKBVh($VgKK7vMOW89)lCbcjsQ?LbfPEERx?i=CV7fyeu%cNaiij9p>Nu^&^+0 zQT_WZ+HFNozmvwt(={&&f@4>uxvM<0m_8u$?PZ+rL(^drV5y73`PRkaRel0^5) z-f(yHym`UC+pQeq=-7L>1X)hol`&4!U-<1Q(7E~H+Wh&BGJm{(v-Ec%KwqI_+Akio zWRY77FgLU{oujjjPv~%B57!rhdhj8O6uBL%v47*`SModNU`>&#XlDGFv9r~#Vy zj)eABwJ;YnFql>hFjo@;i3lTSvFQ!vIf?d3?;tMB)X@Fn#nb!?RC3U_6CO^aCc}OosC4UpNbHtaW_;zA#xAdx>;r*l&+79F{Po{ zm$h-LpsxR4^QGOc#40dzg;>Z1Bpo9f|L)r&#S=#!1UYH-b8)-Yx#G12aktG8M+A8pUr*3Uu(7)1*orLIa*bI4R#0 zfzElkplr5qq9ngk9O2=jsB4V$aw9MuG4RXrIVYIV!H;#GBv&qsAGcvOk2U=jhpYt3 zGZ}uWPn4*k9(xo+2exUC z`$!jk;x}jnS}Lg-@?sPKi4{V#(`fn5CuX%vz^$KLVvS# z14HU0`4eRqm)Z}Mk4j)I~g}t5EH=sfG;}7RwEr_3W807(bjRqA@daRI zvEK$Cedn=Ap?n@)A_78Ob-W<+jDGrAbn}GX#+imskjdtOsQQ(*^FT!^&1V}`EOJb@ z*O#>ctLeBbAqVc9Wh{|V(nNHq7@4(2R)*k5)_WDVxt%e zq}9^Ot%@Fc1wtDvmZeUBZ(W>3HE0r=&8jfV;)Fnn-7krPkWZ_oxWkCZ)QBj1KcYy1 zT7-pUl7Lm2hX&5SnR@U;6%mLz_kP3LLIdYgpeK;mgw^u?TN!*=(mM!{XhawPIjSej zp?V#!Q-a5DSy*Tf!%zRoJX*@ESIEqFa>45i)V)LN$aPBC*I+oY$0l%4A>(pYZ*CI8 z^8XorcOSzuv_X3Fhq%Bnr z1pVg(0I`&I`7#Uou>L?%P@y<$-lA8`HhIC3z0tVQH`7lze@4h)vkLQFe;oPXqOW)x z8X>h`{NPLx(aGrenYAJqrmzz~AZEVv8Usd+TG0wQI!X&?Y+uplMgMn3#*6L_L`#+Z zb6I|f{2{x5?1>ue6`&##c#75E397C6wa+FdsEfS_fbWD(%VY-A$c9^vJyS9G6#C+) z#7jPr+ZUkou;TOh_4a6LM6|`@BkX(QXlm{8^`SU3f^f&HyJORbr(=Pj_yr0X&-hI+^IW9GSSxsQz40 zeP1~k`+C+eZy_q)>FH`CI0-q4fB9m5F9ZL&S$X7zjX@fTdG`EB7oyik4}G)-iz${Z zQ5;{1lzbV{x2+M-)6>z_NjblgC{#4N-qQI)fPXSX0$F?jkOY_uG`64;a(;tHc^KpV z|M5hM6*L4K7z2F$1_#ZgU_pAX!-0 zSvXVnKq0Ask5N=;(Cd=;-iZ+->DW z5r{YX%wTOivtw)X+tDY;;L23Faqv=4bEA+ZROa?T=vdb#P(TA%Dz|$ow?}F!2)&%# z=C`rM^&t3*#i5xcT&yvO)W!yA7V4<@B>`U+{S?99o^N(dlvNT645u!?^ST`>+y>&wrFc-T7r`DsToPaH9Oh$ z7=%?8k61`pC%JEEAPC98#QZHKFD|Nqe{=^pIyE{!Jc?~{<8~|o;$TSOi(1+XoN(fB zsCWMDVD`JY@wGy1xToK@o!-ox*2>-*zR}4+;)Sj!CRsrUU1@_K=R2*kDXXg^>$#_Q za(;U8qJ~sXmjHX|f}TLvPlf249W)HZXJXQi5yX{}l2XC$C&(-+$OE9x;DfHSyyV}t z7ki3(eIq4Efo-HGBoJ05R3Rc+R^n44|CWY0Je1x2L%4_AFV))}7{4?e11rmYFaT7# z_BzQ&G!h#4)K_2b9`7$t5a(2(ju8ZdxASX3MbF$vmZp}5+Yj5XXD^&2(Rtq^*gy<-uzWsD-7jt`M})G@&!X#aBxi)J={k9W+~$bJORJ7R?W`Sz#1lGi%GM zA|6B55Cgw&adOhThbD(%Ah;|rb>N+8!sc@rr?<~&;Mh197rH`>AW9wr zAgq6=0(&UO`;ZJUzGNSe_dx)_@DGVh5Q({+P`qC1C!)bI2m_4os8rBMv>sG=U*$Va zBS?VErv$M;+78Sh)jOWw%b^b$BS^uAJ%o|Q3-Uf#9o^Tz+M|E9C3kprpxEj_GL(*W zdx-F|N1{PQBhI%dp^M=j)Y17v!BB!i*18tZs0$#ujSW!R#uoVg4P=*|A*km^Ac5>NdMCU$BN+|`$v*tx0%3bzREe-^d4xxA6#j}Cqy!^q6;yS3+XXu9)g zf?R&pf{f9B`{p84efj1dYkq?Y6V$$f`>z|nOJ3#910~I%+t&SDUy=Dsx!!lid^0b< zWf5tI_gZi7RB#@a}t5O1{rX=|U$!Pa!-pKMlukTPEkfp4nD~rW|S= zT)qO($sIoU?UbORtDhK!RE;yf^G!|Pt6uacH@~gEv?nJK?p}=PCvzFUi%p^bUFfo9 z`2Lf&`dts&{>hB*s)S-bd%i398ZhqM%W6(93HDt--M9M= z0jCZ=CqiLUZV@D=W_=c1Mn1f}g@y=v{`l9UqeotDC32?R1wplM7mc)59zV+CyXOrE z=eSSgulEfQm)N-I7{ zo6ha%3OHB7z+W4f1#dKsA`koC^Xo8p%gKcgmn$Xa0T4%jKkZ>;Ra3ze#HsrA-(Yud z|EdQe33PG!s36w{+dzIZ%4eUPjt5n0`abP$Q|;Xr^%%L(I~(f%%}o}Cx@|KG7LZ`j z;>>l9=G)==Lzn?E9Fz?b4fQyG@VPnD@oRB&jFa>)1W*eiX90WJ$o`Tcd3D62=8;w% z>x2=X1>e>NY&56TcmZRZRI+SdGh*9x$QoRhu*z#ltWC<<()xiKL6ZJgQ}Vd7>r~gH zo$*B0vXua4Iy&$aQ-tWedi~%4H${0tME%$0y!LJJt%e56r7H zCVO9Qav(zl`ggM3wSH9e`2ZRC!*iacE%Lw=S;v+DZjt|||I6{!B%2WyPn>lH-!BNu zSxm+Q6kS{)8fT1l%odDlbBh8Lf$LtnI4YgvEK*8JTgFqp8|DwEr%pwUI)Nqml)Ef# zCn7A{P31@bZGW!AoyeXNT|KNl&DwArAEcu386etu^yp4#f!e+;2*(tpIzZ1(-I&FT z{+T>pe$!CD9haQWEFu1MOTQ8)dJ*xV(eseegiE95=R4MnUa4588?LyZ&msnZ91UZB z#M|7n(MjVMO@54nP0g44uS-Hk7W|H?ahyz|xw4C#jibs~5)yn!Wyc=g9e8^=&*Fc% zDWJ^;{XHAgH9bBy4vV1&Uvd6ZnRodgrD`2~( zG1I<{(z(QXn~yV{YlkJ_(O&EkHfu^wKY;)KGN_qJ#{;p;Mv4*+i|u!*J6yS(2cz2fpvJC#0{1!FO(Ual z8x|$iAG51PV`4=!pQ%swBH<2kcfb`+hD4~)qoTSWxU{PyVs~i#6>3JDIW`wU%>}I0 z?e>s)$O~>=q%&m`|5@j?Z{V5zhMY*$tXC2kSG2RjBEMpJ*Cstnb>ibxF$gHIR8Njn_OL98_2n|KGUHL`mg5zh zdtdR@!T!+mmWLU0;Ur-CaM@T#TE$r140WkTxGGwQJ7er#6fj1>PZir^u?3>3=}kxr zjvrYut49sBc{te^Q8AqgJb)2rIueAiN^3g2T$3a;sGB#MU@x200ufZ*77V2$N8Ry) zBCH~$4xNcn(A=w4NF>LVf}iTC0aN8AOTVRP;^WpncznvO@)Y~m=l}K#q=82xOY$S^ z_wS8HGN{zXW>Dd+cm{3B#sK$BX4}@^$JOf|4FA}+QkoqGO*zb(_!Q6xpIr-=XZjp` z2`D$ytZGmvL|TeO@$-1}RQ<8cK39<^(d@?KU2}V%K$3VI>>~S{n?*mPrl-+JQDI>u zzGr8sQmPp+6mS|k5vRHATx|AZ=4;R`=2sT8r&OSR>DSZW$W)p-Z93r2_IcdJg~OT8 zY))s*+xr6``2A^^BO=>d{F*X%cvoC$+~}d}T)8{+vhDu>D?rr0I1Cm~6Eia0QmQFj z`H&~aePGwh27o{usVo><){b4}+MS}D{$#eUHb=tip^WMDFy5ZJ$uH#(Zcsc2TwMnlU-kaym54lVRow zY+ruTW)h>>&)#gC4st~?mV6#Ubzy215n09qz6#89cC-r79O1&v`)nKD8t>6AL@Ls@ zB~55MahOCBxG1o6uwX845f73KRY`)?r zbRc=|$sN6M_*drD>v!B6x#SSR2`Mn2}q{j#nD zXWoQWuHS5W)93RHu%IT2mQXwZx&zzX;eUy--HQ zY{4w<_$D4R2wBmgn9Xq1e<2Gs?eFmbRf27xGoh&-{sC+7=2j`M7D-j{?WbE%-Xj8V zgf7wHbp&l7=v0HCr3MI?BE~D>%Cqv1|LwZ#EN;OuFkuZf8RbHK8uWmTBE?A zkh5h;*UrUNxj-0n+8Y{Tp3ASxza>N>zV##{{-By~{3|`7Q#~NohRVjgraODZc&0jL zow((wVm@_#RCoL3(TGin8LMv07f{K)J}YoGjm@${_Dbl6gRL$+ zEaF+fm(B6Q(Tn|Xe_7##7+G9U5#%QSu`^0ef|Hv}O4jm~B1w439BPfL~*=GAy!xzd&Dg?$!}xErhwwG=|O9Mv5|6l0!(9NYCnjgtAHs$2Jni5 zk;!NYZ@E0<3U8c)+arp=HQ47RELl9C%Lef9}F8>{?xs{mwynl0k>9 zP-Th5*gcun1mIF$bS@9X#kRozIM%R^*iVu{Oz68;$xF-Wpj+hbfrF~GBY~j5&MsCn zzIK#^fr_7Nu-2L?(R9CkdF)R`DE!W*8EyKU*>H`^mEp#f_I!7lMlk zyoFsq=8|jz#Gj~O5SOCmZz4;;dAGKUO<${eew~3Qe^#SBZ_>0!@(q;ar|kBl1*26! zI(L%W`jThnp z*&K_;e+62D`+CU0sRFn0Tj4&5LP;*#$hbx?jX0{_I%A2UXGOG9J$(3ZvaV7}51u$p z#hRrm=2gs*zC7U0)Syt#FsLY0gl}`j#F{g^N`lhezY?!N1#u8 z{SyAW;;8#2tuV!>TZ9R5a5b@l)0@}m%UPMAf3ErWlF^h6O#i`QFK1%SxnevzpKYN)}owSHR}1Q+IvN*>Et)JnZamhV3z_ZEt`*t2uGDF zgwSx9H#(JxP~9X?;4LHGw7GhzZ=Gel(PQ_+7xT6SU2%n!}UR`~7QIR(9E;O5#+dlQl-;~RhZ{fP6=OZzNzVnPf84S! z-#i~YY)k5r%vS2aJTRwDWSp6>%Rg{eI0&$CN`Di1xoL7{gglS@YEE@q?t!61hwLJt zQ?tW0o+RPi-x9z>q)f)G$AL}}{$%S}Lv7iF6X`a5Y}Iq8Q5GfJr!1mRpe$l!^Zmr* zi$UI^RyI!qyIg54)aJqYD*8nve=J(;x9ayzcz$KS7_Evzw)&UziG4NDvhMKQQNwOb45fkWz4c;0mp zmWQU7MY2ncN)v=O*uc~`2w62pPi*qd!5oO=jWHywn>s6#5eeJ4*|>CNem}HsG+*KBKLJ zJi81hxW)@G@)LFM>e7Z$q-1LKmUioGEt_kMn$P$CzQf+zG8l9(KqvKAFu z^!tInDo(GSM(hANMJ#l+E)MnFr z;$B&X&4bN?1-nuve_%o?k`$?YZ_w?D=TJa5J1{P^fNb$VeBE93`U=+m8>4DrVo%TZ zU7o91TJ#(f;zEy0=+r>tNx9dBh;2qQAJ)y(tdr4_!CexG^3)I2hm>Y=&eO1SM4B3E zFFwzAP0cM@eN8d?i2ien4c5PUlut?RxLN~*@rhR-yrYV@Z^&k*)Ai3~lq zvDW}^l%u+igK+|DE+t(xT%5Ag^0rzvWc_3V;YLtn*hVR3llS7cRZqO%_?-W9R0LFKtLGY-({<|lO^PdmnU9HM zFD-kwr!Vo#y54;D6W&ADDY6<}HF&2>9`%7GkK}b;r$R{IDpidEP$A%$KwQ1^)o}_2 zQ=rQAXseH2f+u|Ys?RGZCnQT!TbDde?aXbd3yctHf68lDAA4(5B*v56UtV>mC8-f8_@5dBi!Z+qON|Fu@amEAxh3-+ODnYrZGdl$y&ImFkkn6aHp zge|s+e|qL>yKsYF9|e3IU}z7_D$Kbp$OxXw`oZ;tF615!m-J^^C1mb+*(+g++y_s- zLG4L7IbH~tv6=}7Zfbq7bglC5S>Nlu?wGzfok7)dLOCY*`16h@E@s7)5LUSuavhK) z?DFB=34KL89Xj<+n^8s4aGS->B)867sp}h@f65^?w@e~V@P|HCnQ|jdvORb6;iRt$ zK{`7S9#MFXgF%I!P*PN>Z|znn?6Rd5Qe7rZKA$WIyT}r}KJK8YP4>jQf76Pg?Rcru z=9#!S?3*m=|IGaTy2-|G8Q6t42yW>5AOwN?399Op2xDO_{HQT=K!1e;@0>BmbNZK| zf6-+=YRM2%q)zQbB#Plo=a^VdVUIg*H}t6yA>O-uuLH|#S)*VqR3EF6y2D|iUxktT zKK*_k?+-3CzCy!h?AwJo$EGvc(I9&x*V+hbmwVkrrHr6P3A7w?oe??E%T7}a75;*} zkTDbh7&exX_ZX%YoUeZ$cCHX?a~u6Of1t1X96^(avGAfavRx)`Y!*Vh+TOVloMTS{ zAG2Jl2H);AePjN^eB5X+Hr};SJa0OKuNO`8$#cD>qG}4_iKZQ5$o%e&O;D3XuP2_Z zOfqx4AZzhDQ@?x4Q5I<5@Ht)W?8f)qeQ{#q6sN!`^+3^0hNNA54n$j7wJ;~if3f$+ zP-Q+w7MB;f{=wTv=lv4@U)J1GnzxB&h2@{8A$Q&;Uw+Y|EthDDotCDe3^DxJChnT* zC83dCRpCVLTG1k`g~LCBzOY(FBA}RA7Cw@GM_YLi{=M}Z9O?=x|IbwU{CzSGw+0nl zRjm&Zq^sC9vT1K@6Q$>ef>~gbf0TEp_q~sP;#j8Y60!?)w1=3^7*!IlMO*reE#;1l zy->q<;1<#S@2egkwF#@df3%o5B48Qqq z1Gmo9KT6MkN^5J=eD5<|D(VzDgf*Z#Bs_G4Xomd)kzSaXtmwlF9Z53Ve=c)3OFEID zn%9ghe*dI4!4lqi$aylBDY#$D30B%TzjLwi4@*F|P+{ zODqxV4Ux(iPlc87hqG1k78mIRSVn=7e1*63&je2D8v#8y9(r}HFzo`=I~Td#O?v(| z*^iLy_MIp?hxt?DyeM??e-veuXqM%Xy7lr(-BQ<*bK|#DL|uZaJZC~n;ulzl@^6T+ zDw^HvO!a(K)ZZ+&G!|e2I@ruw#XmM%#H}(ceNly=)>na^rY8)sbN6|nLk!oJZxO?o z5(U4ly+_nSj8TRLHhJ~T-CeS_&*&n2U2-{lebw4#H;ls)_ch4!f9Q@0f>g`-6h*0- z*fbaxEFtt>Z2^Tt3Q?CRBlvLbPT-kmSl!?k#IV482{(-tlMm)>lP-z(5(eA_tJ;d! zz}2wpp7>`o$g$<3ke`a1Wh2yL@!?$W1E1B3KR>xs*Ib&TMUG-P&hc!ST9FpF)~;cM zTfjOFA{KvcceY2Oe{U5^M38}$;EdZPss5xi6$Wuo@w5-nzV>qd6cXrD*e5&RsDc(* z%;RrXF>l*m+9S+*5w~!ug2>XxkCU*V^To7zDd}1Iv+mj#Ou}mXYfO{V6>R_K$M>IL zMqN6sn5PG_gb$rwBQa{arfXht#-!bP=wygKfx}-nhD@fYe{aOce?~}u&Qc0))LGl$ zQ|s2`!G{W5Srs&)y(8bMhd-15wkD#&&K>#?)cplKrXq)=ccJg|7xN?4SCG z4^(JdG`f*=TF~+VNGI>CCnQBkjc1tA093G zKQ4KKe~UItvMSl_>?4f%@6nARTj*elQXs*9?au|X%>DHGdILOebmnK5z!mMQa^`KN zHH9Z&4jcNZRRFDp%F9?X11*WKKWEZBWNVQe01C)prt}e|x$~o>q`_D&lz(PXd2b#9K~nSx0>$ z*fk0b7%9s(d7%u@8K_{dC=ipp2<8>}n$b_{Y429YRqL8`XK>v>bJnCmb?j)a1m_J7 zR?n4^9yv38yT;fECzLnBL86!hT1(9)lg%V0GQ3?dy7A$$T7nf_Ym(;W7rK!SV$H9{&tEdvR4p$?wdRx{H4(wM z^vGAr-wYSHH(+8-wd$oe%bz6mh;6hde_;Ky)jJo(1$iM zJ`(ZwC?O|Krg^(63Iro44`*`_FI7f}gq;$Lkx++vAAD!8{yxb8O#QjLCUeS!W*yZ= zCB4#>(%iuoa^mHo$tdN7!|KCcj>*8vA%k3OUMg=O3wW753q!;4Ot zfT!cTWNyUB=l6X=K*jC@Ma#U*f9-Af{my3^p#w*nGx;d4Km|O*tGD!X`To3*u2gZH zBqW0^dcC|hYmj_LH;@#(Tl$SM?JovPUzTAgJrC`!)cdDP%S6fL&$yc&Xon4XKH#J^pFeA36`e-M6k0uiPk zxmt!}2SIf?wX-LI4+SeTWp zh;+lFtqiJ@aI1@oMz1-245ddDcD4#j6`2kL>X@>S1ZQD#!mgpxCB;ppfLJRL7wwBQ zz#HCb-`ZA)cueno5uKA~3S@!)PI(HBWk{rk6eGu$m)}a;8pl#y!_SXo zn34N{J9WD?uZQHwe_-SRk!Bx9!WX$d5}^V=QniC6-8T)~l zVS^balu@;CTCyWtL_^|aN#>?tqIL;ZyYjstu@Lo~ALAgxT>c_Y((!tnY&@b2#jk)P zZjDz_Lug3HPX=0)of{*Q!~CiTd3F6JCxOcpWfx#tgzYQ+?Iy!g!={tPT!f>at=BaB7uK$DnXNIRKoam<6uY>2r(h-MFtM!{KPRmP~6 zUcsApfAHTx@t>b~cX3%!!KJ(MA?0JQ_XYST0+!f<=p1+ z-Tb`O^eMd{@Yf-R_Njd6SY7b%k73EeW%$LjJ!Y7P2a48R3G75!sWVMBIk~ghBN(@A zam{mLsiG7<9{n+fcbv;cT=sm3Cx{`$xD|vHGeV1)F8$tf81@%5ler*bbTw&4{`-}kvemWE@7z(noexr z3*-DxQ%!iLL7KSR4=~b*LrlCqqjbE{1@EAmZXw95J?!MO%knZUGYLo}#;E`^zjU>{ z<|kn?r4}4U(|!s{*g&w~jMMkky^E#s3WF?##u|Q|yTMUdqE}rvNIXsnV3l~rf8)Mc zeal{v{)X|8@N8 z-EU&J84VxKs{^bd(a6h5e`HHAan{VR+K!P&9niUMvcEI2zR$%T6Ec~SGfxkIUy@RJ z&&k%)x=>_LT|XNoYnPrW{te#Se`;idz=cz8>ZdC0nR+I$-p?ybDimoVbF~>^Q2==v zx~GY6DsZFS&9U*)Pk=Qwo^^Qw`j9b-WBhha@-bO z?7RGNW7~i`U*uF7idz-a>AQPci-sY&M&Ye7tYcnc+?*_AiKmJ$riDs+f58;GV~et{ zmX7poea?zAG;#OBQCLGN*y7Li)9mw#8hJMJ)h21GLnI{j-5E1RDEAxjj8BJwK&{7H z3p3g? zLE*lU?_HW9Sz!k7>t8E>e^Z1$x0hfbOQRoZ0?Sm!q(sR;Fn8_c|AmJjft$W@Vy?P) zFamI(@q0WssUBsm^d+!{)BA=XhNt=b~1_|Sj!eZ#*XlDHd3jcL%&_dI@ zZT$Y%#;0*3&Cai9o}P6>8yX|TVXVGk17}`iCc8_RYsK_ZdtC9?f0WvLbQ!?{0(6#F zXMKC@XEi0Pj<>McKM^F71@l!QF;;9sHbeQbe~d>3C#urB%;F>|39#~sl8ljX&?kwq z$A`%UU3j3heaM22d3=rT5~DD^za-+D{AG+qEz_FM>zf(QeXDJ%9D0dr)u63g@XoBk zbE^UFqBMwORR2VHf8We@nl%hU7Eh{vn?VNMbmvFuP-)o}G#hXzk{5!zL~U|n(=kHg z%z}&HE_m`Ycbg_N^{*hW*PMB=NJ)&`Fwur8Q;q#&6_JB-*p+1n$2f$J8mNeRBH~!- zLWi$XH16+^w#O`qdfA9i2Y)=Aw9iQ!UVl~WI_&KCr&?aJfAc-0;hC=j%20Qz4h||d zuDwbG{VZI?|14uv)g2q_vC|xq+zgQ*aT+uz;@Cxl6^%YcWB9_+&8ta+xi9zKB68&M z&Wpn>DD8#L95V77sc+O*GdGCI$lB67SiN`;ELJ975~lez$+5O<$c(fCA}yY|ukvIW zjS91S=Z)Cve@1JDZj1!ySjW2p=TgLdl6Mj6HT}JtquC$l+=|0~<_dN*sjR?#fZK%2 z${;^OZE`2Yq8x0r=)gi&P#Jq<2P67 zrXaw(3`!3$Cax4T$(7X=JUTf{(v+RP<4H{lL{9gX3scDz;ivyBr~>J>)2mUA;CC@D z<38&jJ8Pj)XH858mOoaJ*#5arkHMMMb9A`Y4t7sFA5v}@ygP-hdf`cjd2$OFU0M}j zLuY}ve^GP`n1PPj(mwR6Y6_^c$73YD4y>g}h#&Vh+~NNe^!i5j(WGmIc+mO>?+ZuE z&o!-AYSYd;rs8G`s;g6mG&K!Ej%aXF!&8Gd_w<`nRY}8z@Z<68_`5@EF=W@6ARBI2 zy`1jyu!j5%#K=4I9yCPDfpi7T>G5-WmOwM%e*|sT*pGE(LNW{aZ|(suyJo81eqi5m zOR7|K$c;1=?8*kE!x#)6aqEP-kl849&|x_Tx?PIT zHIa#KgJh4${ zya#?))_W{{xM5+0HvK@ryXo&I8kk!t^#}}LR*}@XP72SEKq+-i3=1Hdv;}V9nSb;g zfi=$VFVFs395l~RA>7ei$ll`*wn!*He;r9aT1~8ivz+)VWlm~dr*GfYue$mDNEHH3 z4jZpTZ>Yphm9n0L`R(-YL2zi%6Pxl?V$TeI;m^vGL|Fw-A>;~3NV*e!hhmFdPpeu0 zP0CA={n|~nn9AR4R&La9f{Z1Vyq_GnWL;#gWF`kEj=3lf6MtQTF2Tzo>pqymfBzNl zLWmyqYR4w^-L$%!#oE2$H*j@a-1qwa;6$HDJJ?1|b4u}{vgpJ3aU>#{U<@a71?6== zs~cj%1yHb^(P7UDqFv;XKqm<6h&Nj!TS#KPVcRsM_@NvIpf>;Ve@8Z!|HN!G zhY6s*{$m~h%`tz}v!7ke>fwu_ngn-O&q3mf_yGx{d(9w_W>PQJ?xH<*A>E}J^@z?W zjhqU*HtDC1ZAWcWy_1-~u~9PTpc_gYmhoQ4B=Q&8ZwX!yjyZVEHD_R*be;md6WWTg za|~)EMo)_ z-cFfF-&?|>q=dZl!{dJyRI`h`?SK z!El$my=c6n$B^PY*h^Jj!!EO^DrSLJ=r)GyWR~&S?WQ8Ls4B;1e|mrqKBfs1;CB_a zLAYS#XLKAzq_Y-S{XC=1uQW*cX({477&6JH6eDfrII6>8)`|8o)YzlLt%t>I{DDo$ z;k<_^G_UJGwW<^ydeJLNtg4#cj7d`67R;T(LL;Ub(au6D$6k0#jG@50_D068uD4>t z8ER8g>tG&uxpLP;e-ySl9k@>3tHHIH6vKbQJ{8MQTgkC_CD9sMhuOJ;8cw}W_iiXd zz5i@7jjkzj?ybIN?2X;P#z5b!%TAv|!gx$*THzY=+<6(=g_xN^qjfEwDv|T<6SpYf z+fCPa`u?3a!EB89ex2#q`4@9ePD z?#n*>sE#dSs#d{wz4+9fhT!I;iQaV^v_QC7qipUk1`{beXbFZZ35QKu&z}n|WdKVk zWP&=B`!IP@kUb67@sI~c_9_j#umawGyGYDVcw6BFf7X=}LGZVI%~@|HqVIdaoZV8u zCG5q_e~_a^%|&riq4szdAhw^<;3kFdxojd*uwFh=N=k~iXj|{XwC()R_8fYjElY9x z1J*#dB3{f>F|@Q2@^s9zypwn}D@D`T*RdqX;;Mc#Us>4cQ=7E-Jq}42(HN#w7n#;# zAR-CTe^xW@futgC$x@aypIVMX9M4D$tR?q|2B|@h343PJq<~bcnUhD%jsW-G@H?-L zL}$72scHZ=*>oY^P}Y9xqjZiOc7j4-F=uAP*N9c_e8ulQw~{NPM16WTqtLKb`cAAU zzpUfpeRd=-*N;d7QK=0Mc76p2qlfp+dOzNse^SFWW2^6o3$=sYa*REeeH-PPCBL8G7u;=o7d1X&X=cQodX=LqQnN zD93-_(&=lDsnudm2yJe_bS5OY5eP4soxcQK@t6mV#tQ-2V3?bXGq&3^2O|L*_0k9CWLO2>(k8;O&vx+tl0L~$C*frF{%r7Yk&r4JbJnS$!DV(lhhKBeQz z&+>dmDKgcZX~W6~0@33HhY}jNr8;Nk^l9b#;Bg9!PhJZ;sZ@YR;#G3-f4W!#;j;sb zQU({dpzrA(!XWvG#UgLv@-()6kLP23z#ip*O8NOlF>ZaEh#dTQ{d?Ylm63kDQ}Z z1!Ckx9c*JFuyLmSCm;D+gd+QR%hibCi zea+IY3xGBnAq~CaZ?f|?We_DOl3CW?=D!Y?Pe-U=p5=MHdNR?l-ftN^KASI|T-b;h z|MjTW{OxiG*VI|JGp!YUuU=)jB@lr-B>J7Yx512jgIYY!e;_z4cZ|pLP#mF452rF) zj`C;N3)aZs#Hw-@VHz}#i^o?R)vd@QrLI87_l7a{&?w)O8nm4zo+CKm|1O{!KZX+>~W9hc)(JYpz$G#t<_G& z`NElMG#F`*yso~=TXVL!*1Xr>eOay137@1Tc`VgZxySpdKbX@~CFOgVX2H$TU8Uh9 z*uRh6YMGh3tiFL6%jqg>Lpmp76dO_%$C(rUHR-ife~)UU&GY=en~|aZ7W`@~g7t*^ z_7vQHBe3!uyj+1(DKl8qJp(elteoN!^8_Aq+;W;6h}+ zins2NSLbQ)?_NT(+G;4MFRF~~E%+rbBtwe=;e@z?0{R5Kn>j~NGs<7aG9fe4PyHU= zqSxA@e-6F+&z|uWDWq(s6sq;-71p^f#b!%BGS%F!9snU4WDzih#Iv^S!ywX^ZeiA7 zkh^JTGsai_Y%LV+@%w~+eP^3>&v5&Dj&g)qYbG=-_ zA8cld5r`u-p9a!g%rGv>tLsXj!5gxDIqBHXH@C>HTNR!gtC;p5m(TY+rN+VtsP3ok zVn3aNeTEuHIj9Ol%wA97e*qskfi7__VsEk|RLO-|T*s$g>zXV(!N<1^{qI=WW~v*>RrL+MU7S>3~4%2$46w>qPk2p|1|) zDVNLpqFt+oc#X1bMW`gDm5}mSQb}SrTguujVMmB1Oj>dnd?F9iNBynY))oaoy)~SB zR;x`KaV}9@6M&5~&O@`BpQtk*b{?nqe{toZM!_qa0vJsUZ(Z-w36G=(B%Hpbn9Cs* zwM3RMjLO(#{^IxvJ6x?+0TXXXIRko6EYq?8{ye3F7e0DIWz!6cK2xfcLP|i5e4=>q zbd7!0p{6ZcfJH?_6SFTCuh7MaObSQJl$Hx7PCWRUsE;At{e=RxM zLxAM2%KLDSAAWdKgriUdTD*nb!?Gg1?&9b};*6iY8iUP3#gXWkk#u+FATL+YV+5lY zJN;;7&}O8labVQ0KX%PnvWd+c%O~+p*p~npv{X7 zCL74<2}g#7t%7hEHiU->m>>Kbe?+P3zV&D|5QHeu9~}fW9-v>AM7)vDpN&LBatupm z%AJjI=8V(1Vp-u`7c)oJYl5l1%toPI=BT)1l8Mj)YD)c6G1@z3Y;RZN6i>QVjk-)< zG1c;K7v8=sv?>7J8p`1+TCWT2kZ0%&=_)%JCh&vw=_eKajhY7I&6VQr`KZ@8c@It>gP5PDP_lYg(3XRNyg`5y zw>lz#7Q>8>d|G+lP~2XQk3rfQbTd3E3xgu~G4>pKmgca&AuZKMEC)ST-P{AE?-Ybf zfEtVRgb06?qb>}=6KyLLfAz}idk;iU7=Zwg4aTySC_{17;vO_B-4Ob<-@YB`*ZM&xfB%YGU;8QX9(*r| zfO6yw3v#`(1r0RGC<-go)7P?)sJz+( zmQdobNp?abXK)djP2-h&f+9jABZzz6%3X}(ieV+8We6MgG;VeF=3 zH>9%L&O_)I!dgyDe=-(UvF(*1^$aq#F{WmA+65`c?xgBIJE${QWgk+AJaMjF2unH9 z-BlK19X2FM^3EPwubU}9T^9vM1+{j8ag?`YcwR3)*)EcB6R5;1EoGrkTyTz%hBA;S za~Bj*`c{Dt(sGzhNbTf4#3DrMYbh<%3+#a?k63mXz#0hDe_hGS&|KO?SA*b3w3g4* ztoCa?_>}}pC@W8gMuozhUtuuld!h?ME}iw&y3nW_iYCd6=fDa|1H12w9@jAx)FwEA zlJSz;hoP6PCmD*Bk_jtGV#1mp?uk(E2rFHwvP_lPN7LY}B%r@!upvnnPBA%DpHVKUIE|MtTIa?DmRaPH$=}SS*~(kJ*QG$nQ*Bhms!*^ znQ9FiQ~_aGaT*HPs9pL=M=BF+O2A{pbN*e4uo+(IUc12QXwkc3V^xu;0ou(?MYUqpkhHGv}A^YAnTe}!|vDC$%7=3!UEDVA>NMNznK zN8RKSN`ZtGvy{b!S*F`w{NA(UBh#HMbm|TF-TRouuTq=hvA!s$dDcojjy^c=LYcje z(ng2dSCloiSu_L)8o7M5YxK%9FEo}SNOaLK#^DJg1n6g~qOd*AIDWV<%;q~mG;&#w zQu4=3e=&$-=fWT#ZIO;*x;TFx9i_eX)Ilv(oF9h2(+nF;5Sy=VIbpk^Z9XG_+n&Q@ zsnlV#-}Q?vR~v5rR{fMbhtGCs(#7`EOGL~W#RaN3*g8HZ`H`ffd9k_wf$Uq5TB z==jNlhoMvdZMQP0@MNDatcM*VDE_V1YZe)N zj^!+2r-ja!>K|{@3IyvR>?OmYUA@zGb}g#yG#=1ugfW%;@7_K8tW&}0QoT!8I4eq& ze|e=dfzl5`a(lNNyyAyIJw7MG2re%<4k3K+N2OA$i_!Rg!taaTgSzvi>Rp>-f3dd+ z15Ejk`sIXBGd93>@lz=IUVq+0qw?5|@Iu?|G$ytNe`pAi>?f#@CO3{iGcV4>?}FDY zqL>6xEGE(+W^os0B*u5V27HaIE>NQ!f1a$Dx57?DgX??jiE*YZ_d<_12YrhulTfV6 zW@~pJdcRwGiVl$$j!IlZel6hz^T-uzMGE14pRX;a>3NB4N2R`;0-cog5#ctUdLpFr z{h=bEkYt*@lb$rdi)J9g5;a4{Rt*f`CS+;#7DNKK9L&#vKx}ZNgcSX0w$|;EfA<%$ zUmE!9mqVXR@mG)afm?naPxKF{_>Jz2(?1@*IO%O1h8&5@wm+Z7@u%!?1|lv?O=t)F z;4+^y^k`yAuuExv4CNX-*7$|HOr14lnjj6F{pK|tiqnXdac zjK}VosX!p3M6uGsOVEZhrW}tp`3`s1sC-@vfqp)+La>D+WftM+pKq3c3UE-%vBis- z*oj@Hq@N=XLpKP31XLk^e~r{E(ArKHc^ws>z1e+nzBF>O>#jMbZk7b^hAeFSMOswQ zm*@V0bidrjS3~N^K}lrVJ3>@8Vu0*CeCCQ1qSBi6 zQ)=x+ehe2bdwc;A2WB?!Ef0~u^eje}uk}77*786ofWaH)`(c-{f9Q8`Yh@+HHBQ6V zl2N6mZyn#2rF4}Rzv3W_yVan6kAzSLw`n)VIsHS#^7F3yaL2`!V}#ji2sc7=BF+VA{} zys0t15Gsw_U>@gff3cgy$sWQB`0In?Gp4t@xa=!F;E`Z1cuV{zA7h8uVW_mjFyMiD zf$M!{BN4m?d*@ENa=?~att0ZpHyilV%BW~W8Fp6d z;n6b$Zc}&!tV1C5;<>vW_)C52p38Fu@L8ISuJa?!^%ym%W80``1SJ==x#8Uz6&tNF{)T6$I21qGt}>q2 z{7Lah>9ft~d8u8{h}>NiGkp=MVcd&`=Cb48iQT%NYNhF#8Z+)_p$8H!Yo84Yx(a;R zbbMgq9^dpRfBWc+r;pW{e&3&qnlm7^4mFe<FcruIApboqh1tBrzpOXZ?Y#sdYs;rsf`nYJlLgt<1NyvY!z#hrAkUM~)5sJqx(& z*oSKAe+kV)AL?9whkTX@urRa%Y*cN!ys6>S!DW-gWU#6(p?-{e-2h<_^jpgeK~ws%#@JjsYCgX zns!&S?$I`z-xs}#HU`Q>QgiSoU;mM{9~p- znl2U$?thP6cdmY*jm`>v#lOI$=;^gt96Ul`hB!d(1QLukdDZIA9?fGf22RU zKHfGx@LEA!0>mZ+I#ogi?XunUyUfDACwpr$drG*_>{UeP3`4|5pmV59gZimxsrbJg z{$GXrFY^e1JrF`)?u)HEe<(Zq@Y8W220<50xz*y<^kB+$mcY5zZk@hA8iy?rA&2r59+_~Ix zK@cB_5aCV)&U@tBsJi$yicW z8g1F#jmS6#l0T{gp-t#x_uZUeSU!wB>g_wSvd#JxZTq}QDjqMw6Y9rWe^9m>M2>{b z?7J*!Nq8zS6c4Lf^FAr8o149K0dy>_lqHt&hk#rPDQ_DR;>( z`kr>9cU~j;&C_IRCCXHSf9Wt)5)-ohRl?iws|<13`h2GdlsIW5`W3TO1k1!v*y?PP zRb>RpdD`x#TTh%&+JTnEq8(IXRXaE`i@aZIv64HU$Fp?vrChndApt7^{dYcwa{Dmm zGlDSvCik2bH5v=J+E!?AZ#E%|NT*cHA(=g@cpYa1=6f;VG2SOJe}oiMvivlX?JcK& zIfilFOjY!-OqDTp;;OT{%}$cRMIh`DDmr9Un2n}a5Z3wRubLlJrCPHK69soEdn(*Q zV~Q(naU(WiGIP{64FcvCss4GI4d~4+YP>#Mkpi2~*ML)nvQhSf4@pD4V(XgdFSWQy zaJ~6oYhVt7l@&rAe`q3S)wbTxx%0Eqa`D$=880JN^ZNv)Nh}*+ax34??#B)!d7?GQ z2$Hgt`&&lo@}1RV&*4r_8C9=E;e{-S%0C7R?iIi_W#hdqB zFVyy_bm}&$pn){p^qUMlW8!fpA7t+Y+C5@&It|&`fRHi7Mhl)1eUt?9#4>=b(biEm zUEBn*Nu01axYuVv%D!Jip%s@^Ko{gQ<}5Fx*J0gnaJvBUgbLG&{JB&i>GQuHZfkhv z>2t9-6e$rYe}K6u3-hl+yS+`d0$k>jq+>!3lqUC+BfJ zt5zSdiaDNCf)vqVZl;9Aa|v_w>m0V(LN*EC+sEwMe|bMs-S-c(76&GJq{bA=H0|Y4 zwOtcGio`UdReTKd?rg+y;q{R%vD%!!h}As{W27Ru7^UzTm0XF%=FARyfqQ!MW0J4(aiIZ{Xhj8Sm4!UJ z#iV5T!mCFm}Pj-?FeXzoY7|G7sp$TFUDB3mH+>+fYLIvp%Ch-aEZ zM@Ui`1FJqI(_eL5PEmuh0L0uY6mxyg{I|4r`PmB>nFt3lWKd4c_*1TVI+?d?q8Am^ zf7cC&C=5tT0l{yhoN>WEM8~g+7%Ii~`xHOC0)m8k)Se(s;?tU6s~#iiaD!96BTl}+ zX(u;bUkh!w+c1huO~DjnYbl*q1C&dJQd(mm^ppu{NFpcze?Wl0oiP>85n`fT;Jh~g zfnUVH!bP1s-&uGZ<_1Jg5*pI#FvC(o7NlFllz(wf!g%1*{2TFnWxT~+vQLkhF71mn z#C3sU`NJW1PmRKoU5TTFb#D%T`jeHw z?0=sxDY_`^5YPmUBeC5D$Sx90nx=IN*W9tO$CR-;dDme`C;n7D3n5-b3>vp+&uPWs zgf)5!nxkqw?|tew3OHr_={oqiRsBA_5M;Ak@;D9+7v=k>obXTwmwp0}kk8hU9A#Pm zaEq7dJHW|hnL6mT=5ZbUH_X-}w8`3Azkl2?(3vl)wdBHR$yXt*6USLSyXqY7V)>K* z0jbObU`dVv2lU;5NzZFqp?{jR^wq%jn$ISvwYWMy2tq0a6W+IAJMz-M88Tn zfn#%!w?UtTgK#~ZpWHuLNX0t#*?;qOzevQ&#w^?ju}X2%1|^>a5>6Ar1~5zYGF9s_ z$#`youI6bA(2Q4>tlgy{rHN$lOEM}7)#a|{mt{k9L36s|Y&t?mBh&)>a1=6Rm(m6- z08WYD=c!n!IdAj4(eF~B=;I@o(=v_(MZiY7=?-@I2jD4W@sJvOP{#C8I)CdM4BPwU zI<1QVs!fp7{8M0ioHL5vM?0rd264ZOZ`(g+x4mZ7TRFOr^Mzm90&N({o;>sh^)OeB z+K)jwqTvp~K4OK4{bneJO}Pn&1q~38uU zf5O;rz-ExJpKhvsO%y$L^?z2KEsGiFddS%|hA#iX;=23ta|`^H5M_8hfDHYv&HXG= zkL$0L&&U9Dz^Oken&npDb0i&{eYR-znip{y$U@J3dq1aT?xDJ?c$_y7C!pK5RFVI# zmlAaFElrK&@h#=C27C+y>ic0{>m%v#?e67y&jL3lbII|FEHU}1%zxCBU^X!;;l`rP z`I8g{isuZ-H9F*dwBIB4qr2H8LnUp5;yIdZ+A1-%>zofi!MyHUai3s+_v=Um8?~t{ ziibKktwZcrG91UF1F>(jLg={&3KV6@fqjoSbQN9im!y=|wY#?$-YQQXY{H_)ZLBy)37S(to!%eR2Kb7{h+6 zYdZIp3X)GKB2YDNHs3ni3>}hGBy-F))06Lbo?l^ z{TYA4_`a*R(E9mF3$$GL-??Y1=>Z#)&41v8WkgjF+H+n!4;t?_}WO?I)9468|~aqCm0O*zLDj6kFV(;2`__1RMc70>g)Nb;^bTAuRPX7!F1r# z9t)QGB2wB)-)?YtlLTyeDrE6j!PIicRcuqcY4yexDIaRfU36m-gw)DsBeGhq7{EWu zHxePS+`1W<15;6h;LGu7a%g+%M0PdR363)a&-~ZiM}I6U>5#9+P6Fi-vJ+>ZiC_=E zjJ4=fo@)=guVc_+qcKwU0WX9KxEo77P8N2S9>Tsv0}@&VS30=qj8EH;Rih4J57fYe z=Rbqbg0ar{!p@`78C%$r0syPmPM7s|!QZZW9}v2Jsj5sels<2iL1nJ`Wqyjc6Qf5< z?n$1+FMp>TMiu1@@Nq%J-{o*@h{`*FdPM0;v+US#%ae&34KyZ(w}hDhl3cQ46uRhu zsMYfYhmV+96&%Inr0$`xvqLXqE7gkf7jdEW;+;g_btVy>G!Mh4ZL%rc!_*+E#Ej(It>Kr7i?|+mGj-kf0TBt)n9$TGG2l)uF#Ivya z65u35oyNAOC>;uCW`QJ|XjPqi7=E?_^D+cpmJ${}AfI=E)t>2~MUyCOV) z=+@Y*(u7{ke~3sIZg6MPQHq3>C!*UPRHGz9+aCHwwR4M;IR-ZoHVCiUg$zim96#Bi zK*>^kDwg*^y3bNP!DQ>!#F7GXe|}AvSHbRwZ4qP;pU`z$t0n5t;h~E=hFG~JB7brJ zpzQ(SsIB_Q;bdJ34G=diI3&x7P$i?L+LG?F#z@3nOptIRU^}pH-Dx`hgd}RQg4uDL zNFfU!j)CC$=WF^sisZPHF_?NXbumM7O+H60DB2}c;6JL&HTB0E#`D{s9FPA{vRaG% zUk9kH`W6x0j!16t7^1RAv`$u-g?YA3*-d*)7FF`V}1 zSO)@3Leq+pWpV0Kb|Wk9Aojt-ARuQ(Q_uGCuh+-I)Yq_7go~ zFU*M9I6i?fztk16Y-XTEaewKD&UmKNobTF*?EAD2GVk}g28T3nKEEUxeqxqgpZp0q z(DQ&f0x&TN89VV0TU)VRJL95?TX<40?1s{l(7dA3R&rmYx^0_M5KBOY!FLXZh&aMU zqb>_6rX0fRgk%GzXP<}}oip=oYE(jE_V)D-4I2O%U?n1yT7M6H7Js86pcK4FYlOQC z+{&akcIyPDHb{Q2HccmEV^qiIbEaSJSzw0FicZW`h)yJxNurin_-CgZMygjT_2VTA z4?(7Yz==if?_+YN9^UCN}1>N_l7f{zIXM+mz0#q{jaqaC=#NzI8Z_hR)tP0>xj`!;Q8gbbzkK%Z13Oq z*F`JK9;24=UY8`?NE8xDo8F4)__LUE&p(Q;0DzXSb5?mmz^>}NuPB*KTZww5vQ9oZC=?Gq2POypzVm3eCXmVi)W zSBs=pj!f7(2|kh$z2rWKmT{Eq&^~y}xr5BkP-9H-34bgXHe~X|hQTKbzpKyc#MggX zk0+Y}r6y^XPykCZf_AuG(0+pXXrDWp_iTsAN(}G{vm4z%x!q&Y6uf2jT6GMB7~Qo* z`2I}@N|l7_+zu-K+1Z+ir2^LW$G~InKYFiSF!%U~Fg2q=5SYaAiDUW_!dj%gaM@8& zF4}0&7ebjnBqCvupVc&k0ta_Z zCuLrvSr@8jE^R)mfP0E(H)(x2(+(RKpTVo1L(`GIy zr|gCh7=|t~j-C2gUnRuQ<*cJuUq{RoI?|WQ#0R51{c!7?-mc)`2I<+ZyR3Z%4hJT! zN5N9XZqSD>CZ7>ATJCuHE*)X248C0Wv=X=L)V{@$;1%i3dfo>azkPScDBc|bijb6; zJTC0PU^*F6Xp&4q=r#OT&E#i;y}eJmN-rWbuxGZ&3q$eV?e%$&;O@a)#WyZ7mthA4 z69F@qK{*8#5;r$E3NK7$ZfA68G9WQ9GB`Jv@t*}01u-!+F*cXs0RcYjBs~)<8qkSmW*z+}$m>1`kQl5Hz^ElMvkDk(s$ObMOCay|;R;?%un0 z)v2meb!e&7G+8Aq9n68U4iG3SCmV+lKuTGIlMBGX!Oh0O!G%gos|A9Bfq&7cv^qd% z7mx!)=wAXUXP_DMnUgkugFfq&9UuS&S1^E+8^FmY#K|wj!2#gn;1K+e(7{;L|p{?(Xi+W@hig=HP5C%E$tLa0fwc02)9SptBp$ z67aiVfQp$t@XyNFP-y{LHXxTjc})i^sJodn5b#WZK^8!W%d>|o#1iNXcs?AUDX#=j zbp%5G6f6BHU;+Hq8vrL8=ilM}^8OtN1o^|+%)-LK-q8%=34&MytUzEOKvhc3z>HxFn0{<${#ljin2z6m|0fB#)$o@Ob zbC+cxmQoJ(_CN^K1@(7+(jaG`#dF&|+5fy*JBWij#QQH`1%g;w{Vu}N)sbBr0&;Q% z%1i$xd8SbR;jDpB051mz2frW>0O$k&dRW-7{|>L^=?MIP!^ruYey+gR+tI-hVD(%C z&=+I{eEvc8b}@4U0-(;WKws~F8~z)ia&iJJK^9PeInWveLH#HCGYz!*6F*9sqAvZXN(D7cVD3 zP(T2{&&vUS@cr*7YG$Cnvf%i~RUTsH01*5$+2=0(Ctizs>mnCM4?$2LEAZ_{0AHF`Lfz<0||(KHTdr~f?Q-l9zaVq5Y)ov&tdtK z*Z#d^U=ReT=HLSQ{i*<1IXO7~$M(Eg7Ix1shs*Os{$T<>FV24-DFd-^u>8GYT)cb$ zGiPTrPgIWQLE_@&1$c8luc9T;`JHs!yO05^bL^KT^hY%}`@2?E$H{zkmdQ7jz5&n5kb`CS>i<-Z^&fF1Y` z%ZW0Htzp~e=f@l==`VrzpmZF)%iIY=pT#u+`0eYKVDfN&;w|JIzQuJ@jAq| zA*A!VPJ+yxb$e7~l6G4+osrdh-nq;5785yzu{Jws)%j8)TH-rC4^BQhfp+k1u-yu@`A)6^ zm}-T1*Y3S?9*un!i^E|v+v+>De2QrI72jE7w4)6J%cf`x%yXuRUm-zR$zL$x{_?<@ zy11Og%^Q27R7hY(^*xH=F7ei1DHLb90c$UR`@io-`UW**n6<9CFu7!8S5P(irNL?9BW& z?q)T#0TZK!?L#!itlGVfK6liA>xjOCP5cV&iYJNM>U@E0oMMzW$Z@eZEpXxMBd&yU zc}h(x<=IgHbPJPuPE)cYRk z^?LSy`0s~Cc7jOIzrH5%)c>k>0c}OtEQBKzeX5^Za@?ih4Aj)AgY}IY5Gwt&Qek#x z$zjtw>+SC^Y>za}<^E$hFZDKzAk><--w!@0b?_Jl^(OcwnV?*dO+d8Y*pIU*MqzHv z31W;;%kD}zg&vq0A|(ocC#H87-Lzz(o5Jq&ocS(+XT~bhZbcuWbFs78?$~lP-z6!ZQ!<7v3V&^h{^|ChHfa+;EzBuTt!lFEvRvHJJ1Bc)?ONBf z`Ge4W&32I)iWGMJl$2QT>kcE&UagYRgZ_3ij*g4Z+tkr&#s({YlIUve9ve9Zgz#W} zLatmnX4s*ETy=(dLQyZKlUe?q$m4sK9`L6HnIoulND=*W2G)KW|I!yR^>jMIEFQRC z{oX0Yw8vs*(nx#tUV1!1zV$hIexyP(fo*!}Y`BS6lzJRRCqu27H_QiPmdi$x`>FWf zF~kNEt;@_jKO9Sclr~HlZ?#mIBE?+@5@zzU?SoR7gQGtxAbQlI3w#MOl zW<9Vi=vO_EqX*k$>7 z?E!x*MD-P^UW)dtY%1hNH%jC&=8mRUh8y&vAazvXXOe4wNA`$3AbK9h5c6ITI41vU z)yUJnYCXlH8{p_{FUN}yqEBUA%X;4+fR{1>m4A}(U>Yu>S*KdErqqBZeiNVx^Rn`_ z#%CRvAKGgHM`Bdq(ir9WstGP@Jk`BLHvCYnUj8KF+YjzzN&bvtZSW;hFIMwYbz+z(7^`l+1L7F&`uM@>6N?+PqIz;#3bsgm&?h#YoL+;U4DKa`2S@ zdJ^Avn@m1L0~D_L)#mZMcnV7WH8<_^%nfj-nh!0b&Oj@s{jc`f${ccBToJlXGt}KG z!gGb#9+&hG6Y`?rhQtg+&shI?QXg-Ppu!lw-lp7tp)|>~IDT9CD^lb@qVRyhbgneg zhek8}$on!{^rv)jejYUOCm4bQ9)`r1oophoKLI0@rn%p3=pC!RZ!&wNxQ*!fhBb)2 z8^)2F;l`0B7fK5<{t(w(Fqs$6MAyc1;yCBL;SqDc&I^R6$d5C&!OF4|KhZQ9j@_n| z0vj8DBMtj5d|-7F6mOqc1wO5yh}U;KmLli3_(ZuYM>!{1;0vy*5io4!3fl>EAlJT5 zso)=Y!=6;s!jq=4@P@d9_ha>B0Mg91b~C{&i|k9E5vHZ!=n#0kswgwcZO2GV;$Rg` z^l<|!x@ttc_?O##H2yx*SN61UqFP;Jc6IB2FZP{XL+jp(D?_4MTt{_HX~jsf)CI`T z-Q~Eg$pao=ccNLAAhj-mha6BwNZYs`(37;+&n{d)@ol6_&Ag)}?R%?rL9cNhJwR&v z9VX9VhLc>m0^+Om7{?6rD@jQ8v6+3?^h!KcAEf(;44pSY*VEIDrSfz`n%zO zL7K|9X47?V2v8&v{H-|%<<*l(&V*N9Bc`l-bCf5l zrmbV3&^vca8QS6Z(L1){FO6Wt3SVt$(u?uaA!|pXMm*E?yYT6Ze4H5$kHK z4jw`pd~RFErnQxV26GWkyhm4w6E3hlmFHF8mm}v8A^2%{>Xk83^-X{Vb}^nuxQ{-S zaUa%4cNw!;tNQOhzqWwvpR!|rczDRz&1+Pij_64%Jo0;}Lhmi9x-`&W zle7FIGMkxB@{t0&w*+_ci8O2aq%HC6=6XmI&1vdxbxsDtDvY72Jia!6yugH&H!2a% zy>F`JOITD}kooA>N=VknaKMF)lwnz@Ax~i{st3di)E;IqC_}1Rxi56KSvwe7s1%x8 z^gnv)t)g_5QyJBI%`S=0vV916e?x%I`y&!&j5RJvTB(WG#CiVB_I|aKbx>I?JB9OZ zSrGP~^+>H6ZPGgrK$YcxL3ipWkNhc#2aChL^r7~#g2MZ^mdgwwOhUQW4l$Od5ru^k z%C~CfA<<#1km7{!{aPqOq7ij-Nn}6Rn(pf)usp3AYcJKD*Aj1nNmT}gHy)#2Tg&E_ zWEt$%E!aV3!U%gaMKVm|D3z7je@KqaJj~Fl9E&pDxuABZ^Da?;)v;h`0BRv++CH7X z!I2f)+YnGAz+3fJf}xLoKQV$+Arp-eowOD&c~WEuA|~S)8@q1igi{!0SbK9o&-l%R zXP*3{uj1Q+TIOcU8Bt@46`gl{{kR-5`u$Lr!3TUi62>afB|Oj{pi0?TJ(Nv^8FT$f+b*S2>1Dt+3Sq+x+X( z*<;U1E4d>P5eLBt03T*lFH`{+Cqa>4UrG9vSy9Tl)s8%8`Ae}WTWAmcR{N4&pTB|CbYPwap|)DtZ58=|{D9D> zF_g}wH+mGkhEI>G*P0q)ITmh^8O>>xXpu8$G2|Y@7;KJM#Uhb$s zfs3erIe_sQ3yvb(Lpff)+ZeU$yxM@qQd;Xke+K&o{d0*K|DJQ1C#H&?^Ug7Ww zXESVn2Tv#@AyAS0v#Jy;p^C)&brC@#YhIBby2c(O!wiTXfla+n3%N4>6m_2$paMkL zzAAa=GxD+0Lm|nD>5<))nI)9nRDtotU*T2|16~>V!hVp&@9z7QFfXHp$2DlL0TM4RM#wR6*hfWSwUIcmhu9INnN6ol;H^V{HUm?Gv}p2#QGvPETh`2;mZ58b8i=vY znKZ|n=b0eTNXCxdK7*vwzFAv#K3~?>a~c?wgUw_t>q|;WErzZ}wiDYLz>0K#?3YSv z-{WWdD>*yyg{<34oqhmiq~fnRHf&@=`nQFb{julzK~Z^lG31dEGd?@Gf^^8)U458; zD^||@SnD4G)I0qkEvx_~-bi)a?H}w0QE*)^i4Bs10#r3zfn`MZqT6!4V`wE_Ft@d~ zYTs&EY;|`7lL<8zYFzo7oG^|$u5InXs9{l=+<8<>zeog~6GIM3V?ZeT*ru+%0#psW zG^C9d2<120+8Ot%L$CdO7t66)ajq?YMMI(nNnZ?M4yWE=P+GTtL`H-KYu`J#l{`e{ zG2=A8Qm6G2>7^;xhJkezZXrFk=y*=R)CF+inWc4_ID;G$m zx#7bVnL|B@2ydorIMs; zD}#IbU>_Y|T26rp>v-y;W(_25c_Iol z>(_fp9LiRt-gAj}vfSh-Nio5i?r$KDzS8v^Kag(^&pj`;%&dxo1In|1CAh_8E@Rm= zu=6A_VOJ5i1Je*K#?MunU&KAAqQ8jUS%g(r-eC+c!y1zU=3z)OuZQqW%$1al`}}EuoN8> zF1A$|q#$V(nop8*NUl)|hYa%GdPCjBV}r&J3Y$-6-RIYdD)5nYCU*89v}*)k{F=e{ zD2w<$a)(eW8%YaIIW0Rxt-3zQ^w@DKqQKNE+WV0{D?7piJ@S};fH^Y}^&64!Phse6 zqM%CV{O93Su>2eH{AHJ%9+6`gAXeS*#xMfWrGGJ}!f3^NrkL5f?)ORt87;jrE=(5I z7vgh%_I6fo}n5oxs#_sRya_u>illg;T(N~Z&@<$iPr!ANH^oU-hD_6wGopYky zI+uYWISkJT!(t+-Qw5lO#z4B&Pxi`@v}6dI`NQ4FnT7~|65XH2hfnz(rK<9al*({R z6eQa?E-rB{vNZf|itL~GUI)ikqqwPUFyhJ8-fwQJ5z}HdSQ*jAsX_z&wj9JJreV=pe!pHfRQ4!{Rwtc8c^LG~dfYL8&j0$y_m7v{>LwNaRJDZ>G) zF}5RrnSisi*Q+3nMLiFJHi^A78HgrsilGKU0aCtan#|-nR$$f__>3>XWVU1XT7sO! z$7)Gs&b1%r&yBQvdM8{tGQ8Gwm7_FwMe5>{;Ljjru*;;u-|ez)vL1V5UI3?JSoUIi zr>`j`ie_YU=Iol-%?&R$_Zr;fm#=od!nL4(!566GuHc^Kz)IIo9h}|SUAv?f+K7J0 zG!0G2GmCkzR>$CHORH8B);joA6brRkP8Xb_6gVLUmyr{`)%@$G^b%n?;XU2wC>z%c z7`iSB3D__i?C7AFDcajuK?_4Q^jC5WuU63eHY#o&E}FyEj}X6p`i!6Q9UI0g6yarm zbY2?stE8;}vR3?s*5C@AjWJfb$_({0i$5&)Vat z8I4r=S*o!i-$@8H2wqUo189L{q%rC3B~=d}-Y({;+O9dnw!^%pMQwU-`f3gkh|+JD zkZs2$ktMoK_cGYHVR?^4!)rps3MX=ZKb7&?+E!vYiQXgJTvE+axOTI|_~^#QYtam$d7 zNmLo>81yDbO7Q#J5s^~`oOWdpF|E@+qcr8&>)TMw*r%g>t#=k z8k==G}I!KEICaFv)DAoWDl`@g8mF2SSLcy{5#V+VFX7j!;!vdPUF+G&JG- zx~n6&*#~j;AHJX_CC4hOF_9Br;hT3NhcjaP)=@(wl}{rEZ;JwdhQ&k13KCgo5cUXWmmZTt`fU4DUBw?I0-%Sk|FV-2PWdc<~FS3K1xZw@xo4pdII z+-o^$bk5P$%|ZJ3W~|CILxDC}NGfU7!$>)S{1b_$_1=|#F!D#w@G(0WqeACSsxt&t zfO}}bhVetWR(lfroa@ut8|{NF6tw;vhUH2opx8}1`dFsF)Q9LN1MBN#`|@-l|6@#Z4UG3xn3A4& z#Zr?c!qP8)+rBe5+C@_2v9GT;Ruu8`8=J3XSngi{=+6lbzOiwZ+I{VbJZmC-`e0ul zeDlM*h>J4PIt^L%ed1}Q!*QbopnfMCN@vQ zz8Q?7`5%z6qCf(FH*%I1~(%&Y<*5h5x;9JDieBIK4;`pRQLtK2V8(m{?IX7y^tvK{ zFiCKa`2g1Zme(vy+ZWu8;&n~urntta-=k@UEj7q6sn`rMPru1!+IKHYGLlV=< zlX4hPd#l9C^eQpiV$`Z8E1ZA?`Jj7LRg9)MK~m96CMD4R*VEM_i-k;oUWU%*jp>h= zV0p9DP&-y9t5=LZ#vjK^X-s z1d~>$uHhh=u04pe2{dMeyo*Bxg`t0Ezti99h!}14MEbS)liQb3%_wgkC+N#|cN%Lj zm*W){UO69|(4u<%k*LIf`{~2`&$*>c^zXdwH{f(<3PVBIJp9t!i;R|=+oa3VUDPfRtfG2DRer zo06uHaID#H@8cZ>wO_nZw}@b0j`i>)+vV)`wb|`kZzKGu=+z0wfpV5;pBi?!Y}?3087R z3sNvb3=IuhsTKp0RcDq?*W*VxM4)*&lCb$I5ip;_ueBNUw^_21zJ)6yV9>NW$j%;~ zDqBIowIqipSGR+mVPm@w8;K7N?N_DlCgJCzqzo%O!jpJ^7mU_Nj2f*D{wO%vk1xTc z$~4g{>4~9+^D4HXnkV?^UHeC_DmnOJZE4Z!p#XgL3U`WWbdaQ61n<7~z&SEmkN(BA zfjZ;mZA3CuPfVq@bzn?WGS_Za_1;_;`P6{(2Num2gkW_(uDWj%((|L@j8G+%;EzF) zImX33sM*4QRGL3k)iIx#>;2m|k)|^-;HE@azBtvT3Xnc5QPd7Oy$WICf~ME~YCsPf z(l~(ZLYUr0OfX^`td%?TJyrI~^DiU+;VLU z?LbrN&2#$ba6WP0Y8Az4V+*_BOjBoD-Gs7!Q`tv%DefFdF|_j=W}T3$};JD(9f>qu5V;@1z%DTifh*5yTk0&Lj6h6~f$&&EJ{N zm)m}l5t>#{=?N@|N*MGf|-Uuh5YZi|>L^FlItdhwsnf&D&&pB~y z_h8X~g@-2Nh8LhXqdJn=i`4vuPZB|xX&ilBgKx=>F2iFdRF05g7Bk%YjR%ZR&BC{J zHi%jz)%!226;@?SN^Jb89q>PTl704+;C#Vjh^Z_~} zf2%NEMJ3&Y&zrRToEU)@zGAJ7%#_WN#X4TbJwphvdxe<97&iCrUa{Lo@;xFAERvOf z;IzTGWi=%8Z~*y@x|&(TaE7wP@z7)*Xb-mq$K-K0*n6AwHqx1xeA)JG@ zpi)-x5t8zldnw6!^(X$GZ7@`Mp80AoeQh8$uo~CM+&6~O+OnZd`JAO@v7x}8Fmai0aCf~bwZD0!{1JuMczcXCLBmX$1%G<)jH5UCM@b^i{;m;T z5ii!f_XOSjEKRb^{*g9yFJS}Ird}@swl6FHAmWXF8^$gmjm;EveH&a?KHTr z=D5XlyB=+%pS*O?&Y{&kQ&%HOd99smz_2Ysz^-hzgg1X)1GXhZ96$NW4qsoHnqTjn z{@ih0krFCz1M@hC)XU0h$#=LC$9iBzj&WG1Q7t3Wvv`X(Y7f)MRT}K(c*gfKVPwqc zv6~O<5QH2_JsOW+wCWgtXeE?#7kp*m5AYu!o&Qv9lv5p+vT_hoI$GBAA@&vqSFwoD zagU89q1poF*h_EXLW$!>Lx4p=wCG+n<5Kum>h!%k9*d$36Am4_9Vr;vyx9J#M5fFQ zIt*8hyoj0yk2ky5elxA&mY9u-!sO|_@HXdRd?)a!9Q&?KUq~K**OHY8HuzW@7Mn~U z%)%0Gu&g3PmX}oh`a6yS$v5SKaoQuj7h!#`tvJJnVL8&^B69|cgyIza z4ULm7J_)f4qz5a1{>Vo2TTb(MduiyS^lj0VmR>48l$4grQIQf)=tkLo7uzx#SFP2GwJK&!eMuu6%=FW}xU`?DXE| zRIId@*W%qbizxlYJunMLmONA4rE7!~KF`PrlZ=$`Aa^zSWP*ic)FPP5jLH(&R3Pw$ zJsa2#J3R8q861>6MDF#(a)+P5-&l{1Om+BH-vR@gwBX4$PNR}+4uO#3XB!-+e6J;(3!kio)1oSN8r5Z-rT1AnHTO#sS^aY z26d?+}f)A)n~#wea_A*NaG+vp+%Z#v&@gtpqvIBvmBa zfY6^9N2jK`he}RZl$Bz{%Tq6Gl9CFrNw{6JY~%L9> zHp`b1!06PKp9Xc4<&3pM$mQI{CxcRpWN$uyZ#&R6!5>@({yeeN?(9sXViWNvYSkQ2 zt$V@KU@gZia?B(ugg|<1DduE10xTw*Z+9#oNYRdLBQK!opgSq+_vJ4Yf%^Px82FZJ zeU#EH{oWhhLpG{gQ`&r*mYSJyzgFnD`ywT10Q^eK%1|SaHL{EfHu1A|Mt?AK&MTsS z@@|nFiJ~9Wm{soG{ju~@A108D{O=_wU@G}6&DQ{1oq0L3{eEs zf&Gcw;X0aP<`2s8A%Q~@?x%gA;)~S! zU(*R2-*Ifvy_bT=)71vqVmzKk=$x>|Frt$x5$cyF>`X|o<0Z>UzBzymV7I4k8&?Ta zypBV?S!j*_j+RfqbQx_%?W{4!bMDEPT_C%bY*3Irzar59$5?i9TeHSQ(|=c8I<3;2 z74BCGsH!>Ad&Ce~A~nXwlPqx?r)Xwh)X+g)7GD;ZCd0Ya_51Fk##V1IkwIqe{{id( zALW-}2LuxWGc=bVjsz4DGdVB{FHB`_XLM*XAT}~HH<$6B1r!7~F*!7s0dWK=e|7~_ z6Kwl8-O`P~q)}o>hY}J}(jn;>gN@i=jP6iEIu#I+25F=lDQS=nDN#z4h9U5u`n=Ec zf8Osq=ljmi+3u^a>%M-!`;7aRu7RMUEy4z(ih!d8MTCGdfCt+8;s78}R0s&XOTx`< z2tzqR{%A?KjUh-k7y>Tyzw8f?e-ID~qf-WHjz)kTL*ekO#~bpe+Q@K)@kxB-{@WF5XC(Jrsqh@}DDs56lk`k(QPe_#F;VbcP^d zU=SRj4MIU7&X|f|kQ2ZF0fs?P-v3I$CkI8LTx5iWJv}{zK+bML2&Daee|`agCkzDz z=tJBfNDqiD;Mcf-M<8d&@4 zwS-V!C;lq8evM%3?jmdi zhq<~#)Rq78z^F+6(b+>#0C6A?C@CccfVcu6USO#3ujGc_E|A|wf018mO#lAAE(jNZ z9cBcGKgd)F`Gxi zya47v4Ddt%z+a!gPnH;L*&^Uh-v7A&UaqjIs=l$F?w#KQ|7}uILU;ju1x0`W!Mox> z3|4_+07=Zj|KC}3e?hRnx&ZzYs}8qA0Hpski@Bx$H0<%$_WAxI20!56xgH@fh=l<7 z{sFiJP#g%xe2M&j!~A#1{|(*0viv^){@?wmx;r`jw(|Wl{~uP6Gt9~RFFOXW?kEiQ zwGkKw!2jFT1oDTj+7MfqyYqir)lnb}2NdDIPV#NV=* z6hPPqg8ZZSe^+I&I}(ZE-EU-I+WL?Do8%CP7X(Z)H;n+xhB;J+wVYKdvUmz^jNJRk zymk(>g(a ze509Uc8tDvG;c?-riYdIrl6t17r#qaKjUCW+(ztne+}+zS9d9L-5i=T&u%rZnx2w{ zp=Z+@dS5CeG)aG!ObEspMOy?HPIAAoc{RnzL4XouCAv-h!;50__~aw?>(Og=jf6WS z{<|@v`Mzc=cVo||e3nWL@49s`aWR=Ovf>_74~_HqDs84}FwFQCA;_;?u6#7 zN%%48EG5jaN=S$@ccUU~ol|>d(V}gGif!Ad*tTt>V%u1;ZQHhO+qR90lUsYA`<@ij?FB91*Em9+)%Sl4>>`h*f4Q?Tvql>!uYq@hkj zQ2AJSs84vNk&5kqGQ;~W@5|zSz3a0OG}&pkZC!ttx$}C%%K|1#2V{+j-?F&`hIXbV zA5HpkoC|sjKn!4XSwOF&5+_uhPS+@?yzLG{Pu8(Ev^ceKYj*ed(QFI2XzL)2a*9aJ z+h(V`FMBlZ6?09bKhxI3m;i%W6&fE854wg5^7cZVXqysH$;Pk3^VFFS117mT^MyfFkSY|-uA zj%+bCIlAWa5Ik;QQA^v(l2}CPpuMIW?6J8%8&*2&ZpN+#{li=qTpntn=8~2 zsGxV>Hx7nGzR2WaGjb${U{A+VeG8mV|~HY2(2 z4bP76LHlF7NlgO?jx-KqSec?xOf8W=5Ta#~L_Z?ccFC`$DZBJH)%Qw}V#Ih2!W%Uz zq0sPR3+Ax-dK!f|yh1VD>Qt{oG=RNA4Ej}dB)z0lRbbN}vjLpl(J_fT^3^i!qN`r| zpC+BADg256rC$AdT9>+Z>y5XIk*Z{V_3q*)b(nr$^HYWF(bUgwe>)bEz{PoOKYTp< z12Keo-c#cl<)#!qj6n1lF{UuF)luS#w^G>mnJ2gs)@@V{C*qDf3fk3KAB`-#wb}RI z#rj{QcuDnTNPyBGW&gGbX80aEkVaf^>iY2d^e+LWfCo1X{Vi#ddVu|prZ5B+CsN1#H!{aS z?3}{Mpq%Y4#3{-80|?Erf-iY`3;6(go12qJ88cRHG2lIhe3LSpt=ML#Q`~%1==;8^_NUOdpb1P2*+doDgFf-R`4lD_9A<_77*-IHVG&l3TU=`K-) znB`CdTQpNiLIXr(i3@`fHVTN?%${sr%?fBY(-=N^;tYG9yo;xwh_<%l zdn2=xt~2)|LAQ^`%rKMW8O9pwMnd_?xObOQZj+UCxQ8<@+Jw(T`zj~y@xC`W@N1gk z%7nSzEHTjx>=!e_EVB{8gFElrz%X6Kc&Q`rh!%D3fT*Y(5Ny zIhulg=ye{rXMFtoi4Q3^{Z;KdOM2CSv1ejKx^@c;s(|qJ8?7nPt<0&S2qeR-m+}kh zx*7v%DQ-wSykoLf-x7DyMa^gIO_4Qg1M5DL;;7za?fm8`3 zi@O3whX8LOX2Ov@f9M+`{la{93HNv!WBqN?-v#XzPL-<41#G(OvlMbn%zukSg~c_# zN<3ZMu0g&>>Gpcq0>OmzAMwq8ssvUGl=!lmsOG+vVQ}G&d=!gqswj-OyZ~I@-+(u% zRHIAL(_fB9{`#JpB%EX%i(&8gg&sorqh<;>9Zts%maT@?8|cvK_460*JqwxJR$9N8 z!KM)4JL+sc8=#NiFsC6-+6Sg%Q1m61RoM>Y+$N;3knKfpnf(wpMi?SC#2-Yn#FNt&F`zp zMVeHX#@KyjXP4QrX_D%?-_Y4F)wA_Pw3RW37C0BjsJ?V~awm3?gDT#LVZcr{|3yzmJ@z5P^K70pK&&slQ}u75g|9b8l3k1n>Ah_Gk{`q(NGTe{I=&SN5&3wLJudE3Qze z_1+=pZ9B@Tc%Czv4FC8BUIRqDEg0Be4~a17>BOVOWX+Dh5q%NhA7B2#zNCaI?AAOA z$-blR^I9rqZJ%-8T{Q@>7#`?a2Q~_X&FK%}fCeYTBfCoeuFl>4zsZ3W-2*QfYZTk0 zih_}PAu*m+{tGn|<#~(lwN>V}KX?j98b#o{f7m zXK2RquK<{BG^r%Xtg5?{VcaIL$qPgI+I5@?&&GRgR=GX{lY5J- z5OXh<6I<9X=YzjnYlT6cf+?lq$ZLm7AuGl^e8S?o22FkXzJpQC7Z;F7@ER|oA>t4e z@gu_)__x!l8n%*|wR|!lZo4q~i|MXAnr@uDnw@sBq#Sp>R|(=BHD`=Sf%R9P6FOGTPq8Aqj5N zWSu3mm{PDQ^T*uP%xqLi!{!@%vq3PjwRtpCVUTTcbav%j?~h{dcVewEPN=2_-z@CE zWjA3mUy$JoWPl^nAEjh^jvGH6@dgKwRx-UYxK3Lyjh6R1jDXmA77K)b1L4zB{r3nM z=GOs^YL{56wp>!tdbD+573pgG<>ZLS9b_Hyiu>-bXN0%Z$A;&@@<$|438rwP1i-j5 zlJibUC7&2b9yAeJ+7<+T$%s(7C2>*{t%^a<^&wbdUbdy zt0JPJ1-&$E-uGif4z{1O3~okCNnRx82{Z zBAX^>i6sV6C^{6|#+A-+f*q*}zIJKO!=Did@4|c!L6LoyJb-2RJ{r%!1e?8RAMt&V zUXb>_Yf3E<=m7QcK9}%fQn}m>N^k(sDfm2wFM$7Qn>(P9t^iw+ZdBIvg($#ogk8w5 zNsRP$TSa8s>b&ySbPS_e?zGkEMpKjBX02K-uZ-xG(Zt2K+->dzEa(?|hxGVcfyB+F zkN&?0EspddbI+tAugm-mesu0`Bj1c}QlHz)BZ=N2hlbjO(MDTTk25e7tIq|~*9YBE5J2`mya5#11b7sDsGpM!X|ICZnu>=o~t>( zsJMB0-=|BZAB(ClLZ3V-uH>^`Vhn>Hy9GAu73Xs9uv0Vsa{EMh59>cIe*u=F zdiH&Ey7c=S&~@}P-sro|W1{<Wg2Zu1!S__gU+nE@+{2t3YZm><(b}Q!`OA~ zw?hMFH^HoBQWdR3N#oM>J~Bb}o-1>8$MWqj|Kdyjc55XNs?(Ih=skX`k4us6JM>Hm zLEu(&Z5)C$qF2WnJT~WH+w7;8jew(6HfjAG$@Y@x6FJ@zH{MisMBBhgX3alP?o}YD z6Hh1ZlzY6>tv#4hq(>MWmMCDUq3I`>OQ-BPQqZm(Y}~5~2Z^i+9@vz9J*vv~{M|Yw%~&xlEpB$<3*l&EM+J-npRd4BNlXrs~C( z$lz^fZ@Zpj^4&8CYBA@0nWR0?F93x1Wq|OU5)Lu_Q%<=!;&ZK<*~ABmVJ*bR22HHI z7Fpz(N-O9AwdbP|t=AWz2SCDcd${lRhh(!C2$u|o(WJ}Mg-;h<=sIk0wpuwf;!Ab^ zekw|Bs)39Yh)iFh8vIG+PH8h8NDEP0WCfPbKF99L8qXAkUTcEL-M5TnZEJmpyJoo_ zt;RYrjfAVCrBmG$3T91_!-8+7HZ^&dC4;4{?RFk(2cW|$fnvj-5@0EId!mS<0(EpW z1eK+dEvT8M9ix1$*3psEd{RGKNmU^dc~IkKA&U)*3I)!fo^DsjuLPXh(U6w0UuZ5S zP7X#D1GKuXLWwYob4V~thDQV@1>u30b5|;3k|Fb%s>|4og8(g~N@P(@JCKENO>t#L zFZHmi3+@>0R0XEq1VCnmrBNkXvwyp1>9)Fp;(%tA#R!mx3UmuBF~a#1!V?ACEY9Zb zFdlX_^4Aq#?2x*LuUz)h67w*g?hPG7Z8aWgogRkV*kktTH!Q%^9-u&1c<;0?$h~1I zA4|Ibm&VVZK4&utOMRR+#tLw8=XZrV>ffbOYyL>=n%*G{35Yc&h{NDyCGZes(Ye$- zPH)~hLiYR-d+(0hR=Iz%ogGEt9HY#QNP+I)elRT!ZYfHWsEy)44-GTkRTLV85|Y_H zoQ?LTlakSHSNc&z%1Fxj`8Dt~|Ar~S&&ywuIkt-tCQP8^dWK$0RblMg1u!an&umC> z{cCyqTYard9*};Wo!s|V1ALMlBOll1&$P+ot(!4zFfClGFcz{%?9O}8I=!B*6gs6E zPVS%dcUQ^V8P^G9@7&p?P9(mh0R|@frIHzkTi51=f^uynqSi@y-(xv5ar+G#UBnKY8VtG+YnJWaC~DdY z>h@t=H!bgxwK17uTV$o%RU_q9Xca z2F*Te6kz%shu;KL*jsW9m%EdoO~|Gu>@uW>Y>>Q`w_Z!_M3tr-5aIr~nw5Xx5pfgP zisz7<%Ew~2ZK#y5|F16YL)0^yox8?B;cW-0U0etv4kzTCg#S@qCdk;;T9ebP84hhe zbMNaUEqZHqcRbnixp-U!^7x_aQ&wwv5*woh4_MU!XTNdW9R%oI+*xB}xAd{rhb$A= zO=hHDh*muue^FJB%yjn^^_byf9qs>(uv=bSw6U<$uWbZjy?)P?e1tQ& z*5@jle7jtIwL}@;k-jqo;we^e(;d@*FmJztQ?0{d_YMyaLiG5(%lk3c;={3^wZ|l^ z2vAU_(dU_kkkoMRmbKqcvRUqrY@5iIWzzH|Dx}9)hA^U|e+h}_Tsbz3l}8dm@0WJt z){R3B_=#P3sNu#DSMOxa5QK;hfkO*j~*< zJ)IpafqhP1lujKboAObmSbtlP%QPw(liub)s8E;-^wj!hV;b@>)(DG~v}ve7 zMcE!;;)cGs=t=wgxew(vu1P(9pYZfB3cn7TBPJPMie;L+#x+xhUHv>Hr@!^oy{$h6 zBG-?0mGR3rId*NWc{6b|{T|0N8?c#h=MGVNVlfu`QKY@Ld2{m%%0CG_9qj_@OF1@6 zsu8TLp_E=hLACEs+m4a^WFd60d%;Bg-5~kjz%DdENoxx43YDC&sp#ivD>?e!c0^H()o7{WSd98v#`ksUt-m-?U~S-I6Giif#WLijh?BV{=2>tbA6YIsx6z7C zN5OKcnszO1ZL%?^3#CQwI=9)$w?mrIT8Pqhh6IspIAcbGw-VRr?*J&IFUS${uL zO%;16D6PgkMiKFjMNU?q{gc5Wt@da3^@mcJ_=;zy&~m?iBS>{!_|RQ4tUt0?!0%wC zp@qR|nY{=JOOmQ+H35`atwvc19=t5|qUFc5U!+EC2(V2Vm>DzEVk$7?o`$Ha)skay zyWnfi+W3xysgLa|WF*d9y}VTkv@sIwTA3jgko=HK$#Jds@U?#rM|%@yn_nc*kQ>GW zAgrMG#*z4x`ciW&{{DQjK~T7adsOPb9@vEV6+*j8YY1&pX#;}kj2M(LWZMlJ{YFx2 z@sof(j}O4*57$gy+1nB)?^#YiW1F+>tNf!(q@mr55+_u)L!60Fi!Q~Cezi637Yfq> zEf3!Anu!Vey&ThABJZVHRR%b=oG!rkS!@bnPIsCRSN#85)XJ%yk(pxn!G1Cre>1qT{$p^wR1JE@i^EgLZPu#X5 z*+~?fBJv-qt0yyGWXL+*$21A<0-n4PTH z|8Dc*`JMVGdK?-G^r>icKbef&YZW^I@t^jT1`RH}Xvou8X%<}xkd&i3Sd|+aIQvbV z#!i{F>Xthxq7)L=h^J6P6lq+^xi{$p9>OQO<2E*n<1Wu10IfyT6v#s z^tv_s@kO9X%pt1n!kYpw0tqDc@b?Bu01~wUb@21^L(KK_Bjls0M8bpu{+d5%%<$WT zWPqi9>%EGwk7GqHR&Edj6l^saD)@zP{{lh<0TLzi|C0a$0wf3w9R9;Gu$KTtW`$6P zCyHY*3nx4AOjHwKxl7n4Cv@o=kFMlf%f6U0s}j%HoeB_N#OgjF5RRS zvi<@V9@h5K2qXfmuu+EYMr(tr96bZCl)Zgtz#GCqbP^+ZLoyt#27UG} z>_3o#2Mc}wJ^Jo zcZq)3oqr}Cet=#9FNFv2{+}(5pZ}qdRu~NbTvgoAwKo!|f13>{!3BOcpOMZGbejcT z4ct;N2xdgs@L>Pp?uD}`=K}l=?cs~Niu{*CA{e%XT5(ptcKmRCXmjJN; zPeZp1-GT=ED1KHpRCD73 zVh;Xc$h`l-kc4pQxsNawuDsR)X1y8NcW3Z;{;l}rxZmJf1F(ayI9%UsdRSpp; zIC;mgK^nnWeY-uTH#M3-z>V3iebjzB7x#c^d`+=AIUz$d{HFXZZ;2Ija!fUy$>AmS z+y27gAv-iHdAF7BRF+r_6j@xYZ674<4kPZF4bYIV(mJg3gO^FQ3Y! ztr0xIpXG3icx1Cy&a6SzVe(kUYpHXIhVw>k@}^(64JxeoECj=W0E=o#0gCZ|gDTsR zG(^-{h>|}at;<4}vG*u9h)m{QS%xX~6&JWovrk)x>68|S2<}|y4ij0;k>w7dq1`z6P7|8?5SN}vfOoR$ydL?SD_{+#4q0)nr51QI&q_O29%Ry;GFa0$9fgJj9vXfU zANYq(-~7xGev3u|C0Uf6?>9%Y(OLO#3?rgDpLV21d6#K5b2n+fToZ*JXA)RYy$YG+f&bXAPj;LP!fXvWUv9U(U1I5pD z%n-oL)C`YbnDcGsY-w@<`TNL0=Ki>P)5y-MSPcf=So-A1S{Q+vI#s}ciGH;x1)@p# zzJ7UHU8!>;5JE^F^E_>&%gN-wbclV5yL|i+fXV4VP<<@&6GJ{v;3c)j)$}9K3-NS@ zTLv+3+a)$vP;p>hO)uZLT3hW!)4X1Gsz?71MR~g3X^y3u{=hVEEQ}Tk=(grdwI#DE z_*lvy#jLkw~a*!>E8||Pbjp*1}A2N~B zILt#F%G6A6H~vJridX{Ike$rR86h(@!0Rzotd<6;rh`}P`<8J3)Ou&u?n7;ces|AH zPg@T~AH@WX){~E9p0pAr+RPyeTH@Fdil~V$eRLg+Hw9X1!f8wvODx0&1I!tJbg+0h zd(ac3$h1xAdrkYHGm=>F2D*cdL^51}@u@Xi%KIE4c{00iDM^tdednl$B+Pj>pl5uu zR;tT}y}f~xx@?dHWt5>KtF_Xl0Nr$h&B8`bA7UAQkVKZZM8-paoD9WKqXFc#1QW(9 z)>B3QPp;S2jPS)cXv>S2nf_8*cwh6t*S38$JdaKmYAHLlbyMd!DW0SHU#`vp`MVBT z=UzoWakgIa>134M+JCw5n`_4j01eO7B=ajtW*?u*@zCWwn4*lf=;kJ-y2znX38o_Z zPTT3m(ACG$Dj2VWlk`+yk6zB8Y0zq)w##4vOI6j)6*E(!w&^4Hjd`5G1$ zu12s}%0~u8SMW^3JU@7knH>2;wZ!_Hqpz03u&RAm=;UvmcC=I5DDgg3fOdUwJ+a4r zf(k9!bYFz~-;i*OUUwIPPlpwTR+`MaaAojgF4@8G8WWm3+4}fO@hGJ-6D=N5H+Fa< z=M$d&cnsv1`g6`YAl}| zBr5gB4tFplZ*mm>1~&Gx0XwENL)BrOO2x-uomU&kJIyF#(HGV*rH=<~Pcz#YYVZ$U zZ8oQgl8x^ZH-D@22wFIF(j4aJ(I7dj_iW|2%(v!$i%~CO;=Y@9&X?(TL>yC~sY&+C zr!S|LHVNBp!+boQOHRb@-M-J@`X(6>RLOzDMZSJO$PZU1%FKLd0@e+k@TW!s>SdBU zi)UbCh~FC=Lcxx+GUKV>t+ByqKcb3Jiv*Pec_w`x3zq z*VKu`(5!MdRdAb`q{)c9LT)&H?w@7Qq{6BU+s>}QF*CHU!OJZk;Pp?5tIPbeEG5G;M20Ms)}@jTFW`ppkMl|N?l z{#ml@@HAHo=XW+i4&JMPko1l>o~l*Digp*DoPAFk4X!AF&+3$JuxRUw04gZ9;19xu zr?(!#&`qoHohTgGX%@0PQc>u5HgP^M$2~?T|$DwW*$B zEdj5049idTMuZ2mg>NkK74JoY39)vJe=a8ShKdgPPAmEN8qF=CxCg5US zK}p)ZZ5_LS-};21`0~aib#73*&eCpqzZ+Xb04jQq3qP-==7^fgHf@R#A4VWJ<@+r3ZkHl7Zua4-Qj*ex>z+a%=w_RjolKmDE zdw{&cb1Yu6+eqP3Hik)OK0zZdrAY1?wY;^ww&WjD*V{WsYWbah^Rziq`YccADd=n_ z3^+Nkf)gFA!zhkE>DgQ66SF!hJ|5{gE>xy9@<6Fy)q4jfoPhY4z!v`dNqhz#Q0$i7 zfc_D7QJUw7Nj;>Teqo*D>N`!fRR%FV!epJNSsFz$ipX#(^Ou4{gQ1MZbP9Dr-KjV6>}I~ z9mL2|@9BE)U;4@6x;@P4#SjpidMX7#YU;awxz+^RSdO!oSd{ubU}^%`ppi32=@)Uf zP5UMkgSR;X<4r7g*2u0=?@H97Sm73v2U94H|U02MJT zb`3cOh>%aOdF=gqGHW`Vv~Q8RVC4=L8scDhzJz36?N|~HajL`k@|Hu75?1^Jz+bQ)hMP1 zlM$7DZXcoUuL9F4_zjp7q*tu(WC#}G@`Go}ZVKX_$Sg`Zm$0lIwI$x9lf?mD`0DE_)Cy`l5nyVNL51Q+WIcMAH!_fhe}vIT4<>&8Y9j6R$8Up{l4;_+wKXV*3#Q?NRt>?Ub^sJL9X?IgOX$7xvd zFU*`0_1Y5@SxN-d0I?F_c2o$a$&{sW#{&l{>$ucAdkWaiCUM*A(lJ6!W*3ISrp)aL z<9U?XFO-C-_jmfFz8yr{_J`-V(r+>p1>4gb@~&;kY1#qC8yXSjfXqW=-FE6?f-$_3 z>?RC_!H$0T$}pUR$7@yz(xVIm)rx|Bta2;%9ZibN<;!bWKq-yGfSg)9ZiRMOYw7R+ zv(xv@2g}j?-m=UiI8k;P>!$eC@$y?bgo-De+en6ub*Q-x7>875 zIhqadRDw)70CKdr>>KbdjkC6d4KjPx5ejy9oBkrt%`Sd3;#P;#*`y0tx!HWhZS`urothEHy zFU&EdIwl8& zY*L%Eua&J4_dZxBjH=ZgtBrh$3zUx;27u7D)g3yAW%+e+U;L_7uX|ylZN@kR$=Bn2 z<2%85rAal=4K|ro1iv)4s4jfYH>zMv-~rv(^x;_=_ReZn%MNby!FlMG(!!Y#wSL#y zS&K(Gpk`BFmanDnZ5`|Ah?bCE4CYOa_+*m*E6X5?j|>VT<4aWDv!fD4Ny7zo*t*T- z4;5zNIo1uM3mtuN4+kU7;$2rHI%tvB3I8H*ECy4j6>t7OEFeaniO4h-*;U!?n>`(> zo2&?-&gySfd=B~ePDlx}_lbTOf^PPM?nO;rTwkeh)CM$RM@w#EgI+WdiDMBD`!DcT9 zSax01gW&%PkhMHZb)2%59Vaz)WwMz-A1d9;r$QpW!eP*vuF3L7Xz*2PXtJ*%bWmT~ z7babbOPdDRNr=)&|AK!4bR{nm)38>osCN(Ll};AZPFb>YMxj;R;t9?`K%RiN|t_K}7Vu!Aa}%h7K~Go-Q_Hbhc9fP%7bQp^uL4hTgTCt`0&aPDsasa6Fe zwE|?k>i!=UwP+jpw+DRYmI$IpI_FF}VrBs`HRv}-;IiNp-j_`AE zwk+N8Mzy=AH}>~(7@Db_^yeAeg6mFo(U&WKK9{^O_3g1*_sIQ1WNq8@AgIugvjI-z zft*Uh_K56mupcXL-%xJtrnlYzHG7>RDRl&{x#%g}wG*1bMn5X`wSvZC-zq zt8M6rH0|3-+m;b2r_X>pPlOxd*ir7I>D?_fFnWe%{Zo|dKM+TF^ISp3q{PNEX`DLj zPukM*59x4E+%3{@+kSfga$h|9t^R*O>8Dh3o3-8R8R1Lgz`0I~|FsbT`pNaX-4Efa z4w9W?b!8D8uLpmYj=A5b7(p@DY_QYgX6C(mGp;sBaLP9Yz4ROUJgVX{$fY?D#hm8K z-EbIG-CO@$%HoSyvR*jn+wPkpuKhIKjA`rAF*Bu%fA3|httpl_n9swOJC8xW3}l$O z`jYpm+B3cwWe+kWB2`}l;7MH8DZVn-S#D+uqPp))LK{pkkL-DcOM?Oq8{^ApKlXv}~ibH5-ZM2(3iZ{WRWI6CUJm;eR$d z(c-{38(ETO!E3R8e4mqvE}2(mmn6janDZGud*+o1*u~uiqO;8diVnF9!;4pi6WK=x zCylLQRrN2icd^wngCx2pOlFOh!+q@ycshv9kbRa`phmeM&h6=lrJ4Ep=m_wMIVXH# zPbLi-k)67rs*T3duXN?`J=tf^#2X97YOI`WI4c|^ZYGqzZ#-2Wf(=m1`C$cBMWA-! zae#DDtQFAQV6J}wdd+7HKk&bhEC03PTWc~4j=+2^!p6*97NvsSv1YxJ|74vg8+V+F z9Pp9v$qGLgwykXFJvX}j_<2t{o?5j( z;g}ngNM8vE4CTBP#e#vk7>B=Hn6dsuxfyw}uYX(i!>KC+0%=^fNQj`(xPE8ap+|O1 zK`%Y+1QC3w)N2ST15U6M@ok1z2o2LrvSN#7tpIU=ZnhP{zug_(o$rqh#`kQubqc#6 z2MI^K#~1I>c~btOO4Eby^f+t6#o;QfthYOJ>0!yf>h9cv0_o!rTW$GJP#MH*HqUx@ zt?Q0sH52dvCzs5}JEGER)3X;nMQYygyW$mL4elwH@^O zsV7kPbxHh%F|^6rJ?AMUg;y$U=7`(K+A8@S{MWmUJ1s4gp`3-2E#T=?m2tK6DKAmKYu$R z>-|yVMehZKh}FS=9nRWP6dEpcOy@5f2iqwV^qa<-B7&iT&@c$n@D8A`+NX1C5>GcUtkK~~wXnB!SIv9vG`e6j=KQrleMg7V@qelNI^r>%PWH;2 z=~C!rUt=b%$<$nEg)VhJon};EMzQetsm9MH2PMA7!LPI~dB|*SlG8E_RBE~mmMHh6 z!a2dp^17Y(F91-h9a#5&xFjktL+ig%z5_N3ECo(h-V)1NIno0;fjPQ3;7~4x;HluUL4n;j6#a0pNQ5fGfnahM*sjCBlH-Ef)$wti-3hos7CW10r3Ny))};PqJ8?yp5{F0 z!Z4_3Oy1%@O%<;{3sgvey)jT9VZpToZ~{vbQLreOQYs;}Mi@X`=%W8m1!_E)-8hf{ z0%AT0coqzp2F7G@J`b5$Pp$pz2|iYp1JCfBDH(Sz;mI)=Z|4FqpaKi`0(e~fr&5&llb-_Jk) zmk$FTJ-PkX(i&FuNZ(gXv7qDrQ`}qrgYapnWbC3GF%w{3WB)+++j9eFn!HKj2jn^cc}Arn&U4(X_Tcv*5Jv^e#zN*}NG6J>O1Ni85&`zNDB9Q?H;cZ+ zWd2rmrCc*OqLu$^3bDYO^ux)z2@_tvRe;D5LKy(5ar&&FCairAPDo<1k4RJ-x*&)K zVmlusB!P)Ax_DExO0Nk|0V)0H!HHLoYy8?c`xtoB#s2S*53eV7ES0oL{+?OQP|1iJ zd6KKeskzEXx|ZQK5XGc|%hkpt)ur!M1w!-ldJ^G>Om-f5mY!(V^T?g+#!dPRQH5{Y z4Djjl<{`%bIp%fMMAx?nNN6Msg21x{X=FoB z+S&mMK}F8lvja(-!Io_kZF>J5Y{r9e!g++ z&g5`dmbGq6%}kq$7}rUYDXYX!SIIm~dbW}0!p`L-qvG>?cOy$eR`fs$Vm&b<`VROR z4exIh?agWsPwoDmr2DAPnlW&fh=bOa`1?J7^M`>)xQHL}{mbaD<$UH$FVh(DJ>bLR zo4tiOJ*kkH7R<)*CzQ0rBsR)zalx_KSvsU>Hw4fvrX~ui@M*x6d8_+W!tv_-8mYG| z@V&YJgOxQ+FCiphnr{BJUzW&+=)|DPEvz|qQ4*{1QHT;J|5pgWK~khPB4HE&55`&~ zQFy)-q~ta=u7{xy6Cu)3s3%dp9CLm9QYe;Sq_T#x-PbRKgv>E1{I{k z-J|OYTRx>ZbyQsDPd{kzoSN^|?~u9s%ox9NvP~k?&hd{mlyIlbMCTkNM9rln&iPk_?#TwS)YHcu z`?+1LYy|0$;*Q6M2XS1^`av~mEnI))7a|w^Tep>OM&DBhbmyO0Ukcl&j)}^Z&zO_# zna78-mpk4H{<0U3uhN(8LBPjNYJ;YKB9Qeemnx+(*jfWL&e_5Q+Q<&CMJEAk9Y5}s zK=in{0;y*(R6@-HG{x3e*?Lo#zyz84K;QcKB3{WbCjwR^eU!jX5J?+alC=6Ksq5>^ z!-X*g9*0M2FQ`u|v9l^(FL9~A#v&v92x|+4>srr= zBk7*Ux2)S#HJ%a7@A>BN>|~>%AY12d@XDant9C}UcTrw5fByj6plwPhSh1})?c1^P z0G96tTDyeTvieCB>jyR|mv3|W)usQLTW(?XSRP)uR=Y>X+W|BGRy6Lbb$TcIQfD_$ zZYxn7X7-g!e90nb4>KQMJGub)1k1S|pS%z5LnZc|t04J4vbQQ4orB(Wh%G%n#H#J9 zDOlIbV`$H<;&fpo8QKs(4J=w-_Wv4u53 zpDwg=BO=+xsyKa~o6gJ2>ZaolJ@3)7AHne>rw`F2dWsvQ-GEeLoAaxAq*7?qxM?5-SJGXs7e;b3EH%w8L0$3i}yDK26gLZi#uf?E)E4D99M*@HLldD_I?XDI5xLB>Ektoq%} zNOABn%K?gJD~cVeUZQ)p^q#4$V6K=rkb}Kp)cRTPs3hx%QJ;8gf8|%Mmu9<>zYFc3 z^BU$&7T8NIVH$ijehN!31d3@GL?ipmE1m}c=@b_A6g`TC^F`P9IZCRF!iPF(Dx6fu z5qAs}Y2mlaOKKp?Nj9CZ!d}g*6gNVnavUmeAOqt6#&3HXhBf9zCf%ZJW6^OuQJxx9 zj~p0GXR#Z%M^tg7EhQS*A5c<;s|4$>G!u?}qWjx(Hn?hW61PsE?xCW9-s3+de5+O; z47K@rs8Lq^X(G#t?kK>m&WQg&TUkE;8`kq8QaZ79=ySk0Ytwg{z=Qk_%yXe;R=vp1 z{sZ{jdKONoqz$*GN#&44@1Rz8HafS$pM2r3M(`~XGciGw_jzCuO6-LV__Stn|NvJuMT*%K`%wE(95xnQ?k}#^lV;16ckdkC{(mF zr+;p7u2AEkR$XIr4w;L06~RO4sfrshHzizkN>`JsfBL9UnAAvvqpl*>Xj~Ez7Nxr0 zTl=uE#h;E)gX5vQw}iWw-TkVRAu6vPNWL6F{*uI=><&KA9KlHh*K#)YSwXf~!UlM! z2aS`1R)SbtmctOMI5$V|y48B{d*|6bKzTiDV`El}ExKuuMt zIk$npBo?K=v^h~)lj+GBw%(?8SOO%AM^>V80w(mZL(t2)N6hWK{Ip$fpCOf#kDp@Jg2tq03&v`}%5S;R_J2mwji zN*-eA=Vaf0rh0S-1)`pvx6)VCozpt@G98vn6^^Z)olE;=!N~#AQ|ii9eFaawOa4=Dq%!wJ?JI~C zY#z_~vPm<{66*Ati{;fV@WJ8HLHF5T_l|boO0~R5HqCqFCswm3D*al9e8AGhdv!65 zJ*Igvjr6>6F)e9uD%jx)WrhI>Z^`r{x_xsx=aq{BL+r1M= z;zWwgf-r&vK^cy?Nf7#0f^bbaXxWs*4&Q|=p7DKtklsoD8&WyqKk%23%?bVLg}>oH zRWj<2hvN~-%gY`=gTxX-$n7Kke+T&g1R;(W)2nj)rIO@m06{LrnSMw!EI-b3ZJJO` z$|7yHhZaO>rguk>@zYxtt(ZT21AWXy(5@%9j| zx{R^CP5aL;SN5OEGk;Bit{u)&C~HZ{+$oCvyubV6;8~K=^KC+kzE(aR)#JAc=?MkO z%BIEE-T650CWFNP#y~Yo!F|5jNX(rg)WPBY&dz@-_P2!b7^>Vv6VOknZFm6oefVzd z*TL+6jYc=VmthA46ql$r1Q!oA3NK7$ZfA68G9WcMHaVB^p9K^IHaRmhmjQ7EDSvne zG@E_U2a9blxX4bXFiA^!qv{{`R&{AmsVBnbMKyFb>y9Kn&ljlmEI%Ec9o^oAoH0QPVM z44|i`Er{{L@B_d|=r14`fqzC}?ZF;kI09^k1^iAO3{X=v0D!R-{;3ZQaf7>J(1K_< z;#ZAAzuaKktcrvxqg-5INDP|zSAHsRHy8xlcWFM00Buc zAOHjci2=mLMFIZ*^nardhX2XqKWsIT_9%elU+H4|^moc0e>lMXXF+%X|MaDc!ZH^I z;Qlw!9|A>z5bOo?f2R9ylm8#fe|h;|iT>XisktK%zxCXI0sbF7*aeR8{)50W*Byi1 z0v!}~7m)uAHG}=Nx;ii@+}-8BwVD_(b{iCt4p>GDfbIzb?|=OzhojZtUNERW90PIu zi#31AO@8eg0*-{~qtNhQPZ+Ef5cpp@?2`jcFHTEP5@C9MF5(@MBO=f_QAQFYangFmh`UC7yZp6O^3j_$cz>)6gU((+K z5J1QkI~^1hyMNi(USNCtOY@JI5O+5>tnxQGunGNr{=Mxmm=_E}JU5MkNQXMT3~f8B zQDpEG_&iLowA>MuV9^^Xis77j>g%XYn591PNXZuZ{LWCi{%m>p__QAb@7~#n*TXkC zL5pb``4}A4-c_Xofr5eWM{gWp%up1)!>D+A)GFnEqJIGsxveF>C0DZ9^hKC>m&p2y zFGZIf==BGZ+W;3p$q5B(8UrR)F|T7A_lX57`!Z(G;vq%cEjP;ycVkVH(M#MX@VHZ@ zwivqa-m8{znS&oczRl_DO&2*V)atGldmc_jciZPaYu->&KOJ>q&iz+t98M+C6Xo*M z1U9;2mw#~1MLb*a#UGP}eXWW8BJK?iy2?Q}^&Y=#bgx5+PRr(XEgmx3tYsU27b3mW zloaL2Uz5(R#8C~!IT_5@uNFb%cjMDA0|@Fm7Or$AQKe<47TUP;jWL9eLqx2MhwkzVetXsnuQX># zMjmf8y=@!pia0>A?=ewN1SOcaXKnXvCBD)WJ$X-Q%Bw1dsnwc6b=vU6=fzJ380P2U z>$i5OOFvMMoE>9}Hx(f-Fs7U_)?UZS(7j^jBb1wnjxSepZp=2=; zbRa&xn6LEHB*2EM?D4~V``90G-`0;C_VdjZ>mnZ@qEb310#i7*W|6FMryi{IQQZ%EYn{tlf6pMC8`>&c5;ZI|<10 zRQldpkgN4ZgYLfTkBUc1Du7$$T(e=4BCF4J0y!mp@kt_015`-AN!%g@k2M4fPa_3! z9PJy4*AVhr^E8Fqmh4ZOqABan)m;xxx*0!GwbU{S-S78-oZ=M+t4aLu&=>jeNq@*( zPwcI?BC4}?@A3A!mDwW(m0+D_f=G*dOQlEQO_YTe@l)>#&Gl6ev@eBMZG@X|K5s5Z zX{7oRgJ``b=xz^eado!2)A_ZcNY75r&2(9q46{^I4oh}3o8u>OkAHBctY#os)UIeA z253{_8ajerFstR+eJy!D>dzN}Ab(XpvjUV9FLZGeg)(~BPoYBi>__k9=xpz@)cKzx z1b-$;!%VTP z>-maw9qYX5;@D48<(9$QA*QIh^aYQWyqzTZuDTQ!>6DyW*`W_|{GolTrIj5I*($#` zre@KO8}45BFjP*REym9=P;n%tBb!vP;m_-*8OkAVcfLgvYiEyGSJXVyx5llg%k-Sf zqAG!E4rur|b3;x=LcD$?Fn>o61nn3Nn&@lR+52jZlnV#bJmlk-ThgqFl_=zD*J%o|EP~reX>aV z#ToZ~CNG&d(IY&|d4E=dozwGIBeNTm4^geb)-&v{IAcB^9a>RJAX4MkUZI;gLqp#P zC9JGi^JK9af9?qclOEwNSMAM>)h*KmwHvV&NXKuaUbtK17)22)iXLW)DaleU6nY>R zGL2V>o@d6_j<&Idjh~iNSqTvg3k3N4MvnIlDCAG3@jYS8f`5};yDW!*M_iEu3#;{$ zpQd~(NOjADarPZK(BCUI5Apyw%`?loMKr-{pQ}vg*GBq7I>F^xR>vFiQ~V^jyN7m| z0z`6#BZXMvm0qMrmrW^w;pV$K$pj;SHJ<)1tAXq3jW-Dlr_F9+r)_Vfi|ZbwZFKgn zdCW3PI+J))#(&W?Xe4>NO4F+h%&Y>Eo#=K!Ib%`>hM`tfAG7Uz)RpDgID-9PAB#O% zH)_*{#bSqw4fQwJzr1Rex@v#VGteHVdUtlC7|K=E{kfAtpt+IctuT%dLoa~iYn*?? zTqi@!><3yBm!Yug2N(1`h1z5iqpy$WVj)9E4Wp>rbAPy1(b?J>#qV3RJ{%u4=J8~F zBYc#{H?sh-@J{U=ZY|EwzD7)Cqw_B2(pEsBju3dul;Dzq>o{k$cI>1aV^lU!L=Khz zSZhv=PsJT#5favO>a1(lVDWlaZB}MO$-gdb)46V;n{df+mwSF{)LM9!g93=FcyYPo z655IrGk-$9iSTm?K~28hDZfW&@VSNhd1!%mE|p(${JaOtt$n`72}SwLJt?XUkhu3R z=kStr`nG3;o}Vz$Y-47_@Gdl9S>bc~%JrKbx_j$v>SF#RB|D^hg!y?^4WI%=+Jx6J zDSUqGHQZ~>rc+;+qSec)5aPjF_6%mXeHPvFZGU!Uf2gzha#h?L3OCmQlyG<6=}xT; z->35t`cT(6=QE+*{UFq@IZEXkbKgAy^6$$))m_)dX!-|6=S@e7{mT(mM3HrGm+5Ak z6xULk-?U>89knAGmj#wM#z9`_5uHM&F#Rar`lm2hd3=d|Ne7On^L)e|<}(ctk2q0T zJb#=mcC33pm>tM8`!lG%vfET1-g)a*l+V$+L|?C8XR#dg%E{X}D>kUR!PKSyOZqb1 zqtbT{%7b)?M~VBhuUoRNN%~xG{cIemyci(VgL&MN*qaf4y%fd7yPGZ<)8{rirTL@) z9jER5ShZD}PD1W;Q}ad*9#zo=DJXqrLzVb=-E?&LuNu z(Y{0g6W9R>osq@liwDKjbk1pBt$3Sih2v0hs5JCP7J@``TB*i z(70e1r{n|*(#kJ%uB?0)?esCAvXF=Y3G|_@P=CR+%TO>baN$1_3v$-7a#mVe22iu<}F;vHVpX0pc}j-~FFOyUG5IZ5*|`BJw6BX01F z%_}B3bk}I{ZUvcZb>S|UHgfsQJve%&$TZJ$1G#rHdb4iIxGjaUJ2PQHdw*n!?Ed!t z;ik0;yzJ7l30)sptB^umNLiruYFGDC1&Dta8(TCui<|q>*rJ{EJ~?75G0 zx%n>TRT=Gv(GIoY%oIpXZB}Bi?49Rt>{)5AvG5MHR|paat$PymL>Wr7a4XEsJ<0MR zg*3G*bn9|zx}@iQe19fq&id9R74~&dVFW=#W_HCkVXCaLah5Cb-kEkP@w$xnS&ptd zDL932tGKMaSFogS9~YxrU)&Rk5PnI~L3Tm@eWgzR}>qfEhL zZ!VV|v`nVSW{{*St4#-PsX^QPw>7R3-E8&x{pIT!a%8x@Wy7zXtmXli=NW(lIdXT;?ruhFXa}!}$ORJc`m-?IMj= z@my&>vnmQCX@6%(px%Z)^;J!x9xU#D;u$nYx132S$WCp#yzWSk$vN?HW_NaGx4O4o zO^ts5v2Q9kucl~K#y3k-I2=0qA(DHN?#hBNsD7Gk@Fg<}-)^~#TFCY2TEo#(M&sm1 z9ctqe_%=VM6e*KBk=s-T?+LF8U9{qSIenyMraJQof`42NS1sYIBe zd}JPId<}VskztsMaXu6xk}nr_q2tLL8nr)euHH>uUMW2DzRSH@ZObw5Tfsn4%GzeY zoFfF}L@#+YAKR}hRq|C$xjoreUD~(AjL$phX)(qcJYzp+e<^#L{!{Qwj{Fu>K?K4> zVI@*QpMOTSHN`lE!@;ZLuff<&pSf9_C#?*9ww!T&z|FOtt_F15=`vr9lAfY75)y`H z!ldr1bDgdzKTKb3*Vl$A%?~vXG~Cio5wdySU+|j!p}4LtQB8qdpJL#_GXS z<)zOex;Ty6572d<#`^BQi8Sc8meHCs{k$i90)M&B%L`1Nq}Qr_Gda^|Ytmi}{czW|~{Y4Hn z*?-pHuKqry2!fNjlLB?ES$)U4$GY{FP57FFHd~Q_%0vgoG(L+H_BYmV$V{fC#9Rbj zv%QD?RaON}-{)$(T>i*z>u-32fIOIRKHy5ij3>#E7I3Pl~|H)M3tIT#S7{$ zYf8)Kvl1_T0qjnJPc1VGKGN(8OLymjmuI?kP<$rK* z{%AawS^AYb58Gy)^!W#))U+;-_MwA|Z_1DB1}7`WWw(RAqBj?JL%dM;t(IphSl@YGi0OS4^na2Uh}j+r5T!gQG+h}guj8wt zEPhq>{PhKscyyf!Iymdaba|im`hVxao@7Gf{1|1?3w1Y#6%&FU3ek7$@e%1UoPIU& z4V}?Mk5fOYSFFuSMCC+r&5T?F|JAhOmTrv*f{#M{A>-h{67`G zT|IPH3C~H6BJ)4u47}`-kQBU}E^S@6qxVpP@CB%L^2w77h?YchA|#K^oAu?!kPgQ; zG}YFnxMN?*?CE=XvjpiT?u88Q)y2sx6>yA1SS)5bAe=BZF>Nj_Ea+5_D+0-{W4jD&Bm z)nSZFbFNSX-OawQ6nU*Pan!|7dJnoM7P#RA7HKCxSv*m$RL7f{tbduRJ^H!gYVxQ% zqdiXgF-l5McRfF!knP*3q^ojO=xp8V{a{(-HDnucr46g!S%ScDB}^0N_YYW7PijXy=Htd$+@h}InMH|;JAYFz{Y<{g5kRPs^bm)? z%4@{$7+sC_+AY?|lTp*6TwRNpy*|9_SbDShf!NrcFdP^D#c@X?0ka3U;>qwv?%&~h zRdYHhTekMWQ}=Uj9T-s|6~%t0C%UA+7V6n;GZv)^jAqqZ6p0!eVzd4{{@vlxPf1{{ zy=ot~v@4tJ&woLC$c$jNvpRZrN_l8IXf^tV-uJKDwzmd}N?nsOe4CcaG{tC@)3h#? z@q|2Ua$Rl{R(=>Xde8pC;0N=#vi5P|QDPH~SBB?}PaP#pVQNi_+1EKqAG3w7sV2(} zhx;{3+v1b=l6d^!IAfWwHn!Y_OcPk`2g7iq+0@fb=zpDJmnsQDy`v8>9$r&Y?ofk7 z8utg@Hn(3IL)nrmp4suOztIb~nnhH5ec}@HJX{qsf2mB-siMWKM@aW3!akeZLBZ3? zzQiA8*^; zJ;}ainSbr$J(@Jdjt>J>EjUk!rb7)CcWk+P!xVfIWUqUh$#ot?uF0JzR;TUXEbp^onmexUNth@qRy*NB~-ZztHZ!w)GIFYZ&(n zTSmYsm;2tJA2qAog2)eGeJpKv+cWE_7b$mmrhhU8d|&CsH`nM*p9@nMmUY#Wd%fM* zCSr*+=p{P#RB{+gTxq*Bx@^tMW}B%%WZNB__((U`W@vg(Jye~!{$^+^%GIsRS%>76 z0)avojPvzVk<<)C_h1yp==4hu2UE~4&xVkzVgK3U-0KRqJHid_#2KovB+)azp1B%y z>3@SmE_$Ndwaum9GCr-_MH;-MKR&22Lfp!C>OBD@(9!!4deGreEC#MT<`AUP@_DFx zyC6Dr{bKc$MsD zz^vtIh~DM5@x*()dOkl|1R+gFPLPyJ3xCdwr4O^Sqg3%bTe92Yw^A(bWY(XYy*=3C zR}@7KYA&forwZlBU%ZRXTqd;wqXp}AdDmYWx6}c~B@?cO8|7t)P-j9`^pqNVS|{%eOgaCXd30N(WZHV1I1n z%)@zGshF$TZR<=~dv=WU_Vmi8+Y9M!6YcDYEtwQ}KaQZntMShLnQ=~XW_0U1-GlF& zNeii><#$-#*_LFermf*OWuK8PLG%UcMjNjmDVyolTog>;Iy#Bje#Xhjd(-;z_~D!F zd=lZ3k0$O42@X8bkp1}Fp7~nvgMSvE$B*f%YJ;a88pSf>RD!oky6@lA>Thvx+p8c_ z6Oe(4etH%vA{-$So0{HOjoW%945y~LsvSIAFYvaDt9xk*58+cVOE*~x(VSi&kZe!Z z31Kmk2(;yGZ!A@QrJ`(k*a$iHqj-qNdv>!@k#epwMAb<06rR6RW9|MhITPbhHJd$?&Sy2@u>}6M{={cM0wmBv^1KxIVh4XS!$pf35dctyT5yWB2Uy?Q@HU zLQV6XxH;GqBm;JUyklo!697mmYiY5w0od3$S=iV(kZEYNtRZ%wf7_91-h-T7ticWf z|A>%u1_2?je>N!~;O=3wF9to0@!&3*m(um*Z>@CZ2bQY1Um}=q=0VL<^W|D zfCAV7YsrU)g^YvUd108E9q(ws!K%8AczTW?I{5L{oX9t*Dn?V4kAWLfp|p2lcle*Lm{n6lNmWvf=`YIvaY{&lJpkVCxB%}sI5`2_ zf1JDk9)2Ex?|)ZO16u#p#XmCT9W1~A{(m+5I;DR%?Dm%e=>J*|2Ec#UQUSl}76hRG zTjn3wxY^8Jzu5nu#r|i?|DVSHsPcc6`Tuq#<7#L3r=R{`0skLA(B9h4^RI|k-MT_v zcR(5Zx(N>d8>$2P*WxOJ%&lGR|JN%Ie*wPkg1CdF-G2sY?IL6C0Ww#!hL~CXsf~Y` zwg1>NJ8K7!8ra49kDCSXj-8F|e|)dYWoG+&d$_zx@=q7&b$9;zL}>>zu=yWL#=*@4 z06IGZJ(1a7mBhi#4e(}v-9~ee$Dbkwu(CLSA+ITbS9ZPt3$QctAFq^`4Zte%e~0N` zh#kNx`#0hOuqylq@xA)g|AY8>0j$8k5g&ln^l!uuU^V*>;(qm+f$d%i{@d~gPge7P zz}L#4zvFpc(VsK^w}s~qzmw~$IQ~xI0I*v8o$?0)yE^~F&k10){0DqxV)Y-$#r=vr z9j!qBZ0Xfz{SWv`&-NeimBT+ze}5%t|2KSHHr9WXdR=c;@ZX2M#=iam{KNg)tmEJA zSGJC?djS5&JlJ2m{RbEJ*VbJAPI&Fi#SZ9V^^btp8h=mgRVl0xckn;luNkiYfUga? z{|z}_yY>7BeC^KbPxxOlGjnxze!Xk|ya`@4_;38@#SQ{_fXtA8%!ADYe?x3)LfUS> zi4(iO+a4F5q1o0+V|eHN!@1q{9vvZ>p(-nA&G}k9d8h|-WlNg=N^FVz$@{Rm4k4^1 zQN8uS=g~M`V`{qN{0De~KuNrPJ@CwWB@+7R}P+n`X}uQo=*tks>l;pLt-+UR}>% z=T5wkE5tJ)`yNGee)ZO0=ZLwR^I9#};&ACAq9)QOB!#`g9-X4~me@;CAXxA&E{s|e zUdUl%V1Zg2?I-sc>7+OoFi?`mCSbF3{=qLhO6}WP%NnTLi;9%Bf30ca$XMfeh`vC` zWZ~{EBl}sksj$yzXD|%uCfu3HT-hxaLB-R1XX6LlmEPf%;^A@4gn`$vfyE{g@+RI& zqr|GzQ<#%4t};ByS(Ix<2*aykYkPC-Tk zFU?T=RW%OR2c#B=w$lNfU+g z+@{!#H{Hgi`48q; zRF+IN_lLrbdm@JsaI^Z^VL<<;##9}W2$d_`2sv&&)}<{WfBl+)g1v(Lu>M47d}8Ub zuLdLIw0Y6;C_P+zb2ry$QNQ3*FbJ(2Z7mwZRSYV!Xz(Q-hlVezWO_s`HPRJJY7IY) z#R+N7s0B53yIahZB&1zTYu4W*kiCNswS-Zd!P=jltKK= zK2#+{i?%Gw9&!sfP3uF zjB?`)qlbOd9R7}8Wh(Bd$k7TKi}N;4d7Pt#H=9(K506;cZti}zpy2^)Rfm<ajY zk%ljfAqawJuM^6u1oDCUYbiE;*66~ z^pnRA{mLtbuf;3AqWqw$h91Ep7_%A|B{$4u9jaTMBj{U`aGQg>W7DsvdnLW#T1MXX zh5LJ}<8qvYd|Tm0euO3f|FI;G*HOJanv2a0S}uKdj_b_T;0VoKue~=VBWF9Cqs;&^ zIXyI-f3ox?sxC{^>M}i|$uw)@nehiH40Qmq`M_6`2x@@ZN7Rp*p9BIiDTDIPOBiBG ze6*)d2TBg3EC}H5%5bFW3m~_cv*xKiMR~&InOWRpzuWwoh#Lw{Yx& z2C*23pr^t|v{<1goxH} zE;~8)hLPRU{brY=E1!$CFfX@>vs0{W^TRh@uVtXu!4x~mKEtO* zmi6?r-+__R9zl9^ErX>u2i)N@X8ytsHXR(B?Q`(+X1IHC?(C@1kGG?HoB^h}@`hnq ze-YiDO*H~BqrcEB=JQKd4k8n`56%l8iY+XUXgVG9AB3#W$yLed>AXu~=W0gK-OHXe zcQiqnbbL}T=Oa_Zo3$Jh<6S$xWH&Mu0TOe?;F;)__+uO+xZv*86aB(mc$C8*FLcRq z6`|8QA=AG7_HC>Cpgi92MnfaBRPw7NoKY3`6F=3Z`0)ml=y!=j>fM#^3udAsr3n=e-M`&`&a%iB7 z@qEZ#7kzg&XN0dCO&74dcjYgG&*Eg2*8Ap0k2v?@!7d0`TI@dhL#0yNajeLsqT+Hh zLz%xC{+BVXg5|WSJH=)y>S&uwe_!CR)^rk7g;W=;Y0!{>juVBUzx6=AduyV}%U(eV z96}V`c8|%rl@WXos+Lx)e3^sXCy?E*hR;~-V+j{AH@$f#*sIs`TY+f-*9)rvx?(cN z@HKRLVYo6q_U4`IvQK&1om1t-tVgQ%Z?uqUOlXftyhG>-75fEPB#*4ee-!yYcY4V6 zzr%6clzyD$@-XHm3*U~-`_b|kkqzO{Iv%g- zkIa5j;|sZAA(}S>`*t!sz^1E*Om-i_0Q;i z6Pe&m1q4-!uCiyZf&A~iU!++W_`Zl|K}?uZ$H50b4w4WnE6@Uhf4y)`b|`$F{VRZs zm1E|++9+{w2n;L`c@it9_=V?iGDbGoJg1X@mg;~ik=+m#yzkmb{hR~jgR$$p7<~c! zs*nZ)PM_#AZf7>w-_4E#i_Z^>d}$0jwniG$|uNyI)2A!xD+ zFJ7#TS$lGH9s1NEf1iFpr7tRv7w|=L)rR2&13LRi}9F?A}e~zQxD37PPzVx9u}nnvFdnO z8K+E5oNB-#K0u4of+UI(P84*L`m9?-o1oFrC;j~p#juz|Dc~Tq4~hp4^<317fsb|+ zk5vMQe`yhXosvjF(83m8e+I#9R2J%wgw9;h8N5eWlo|T6wS;|47}blmB^hK zAADTk^I2JzoyhsQdip`IMGh6&VPFH^j3a!l%7a{Y93D51okCP#9d84xIb|CYA3{ae zyN)kP(>!&PY#9=v*$Fc6%E$$cL4EWE46j)+q~1#%p~Bj{yZ?w7(s!g9!sB-3rTaU9$8%xt1xkPhB7J32X?#B@e@%_w>Z;+FLr^Iz;~$^iimI3h`B&C5uzp(C~oOx(XF_M17o!($&m^7ed~ zb9M*{RZ$?XKX{IuxJZA>lc}&Rf3HEQeRI*FYSWq8{XJWdR2-O!hxFG=Z1&o$YS9I0mca2b8;^0e?bpdD|iD3 ztQVUtk)yWnNmgBVEPweYJ>^HvpJ4jZaoHtLCT)w|RdpJx%C9x^5@k-XddC^Td3nAw zcOE13K(ipuZyzPU$L3X7o0>nr4Oy7!x~bF5F4>~XeM{`+P1Jm7TK{#%%vQ}5(QhCS zY7v<&zq+UQws6dgcuRh!e}W&p_=R z$w{%$RJ|{u#JN(2EhB68uGyjEJP*FA`$W<#TBh~-SaZ#O8Cb@ge-ZCL*PRgM!PgOU zY3x(RlHwQCOx7QqZJ?v0m4HJPQe$+wX*=KfFmB;EuMMTg7t>u&vOnVShTJ-$4BVfZZ-h z@l5$O?;U0SxM_gav{(wII&qS_lhH)A*F_o~bIf1g7Uq2nyzQ+9KMO09y| zELqb%TJyiDOdSu*Xmf~OSW2GYst1d7N08U)?-hckD~+=!>0YN(BpBdFP0 z3*G2wL2oA(#G$PpnuJ5fRl^h11~TkMW3RQm89%UTp^TBy3`#6*=c(kO)`-4gOG}6Q-xdJ|Vmr5SEhNr~5#5=0l%{qk?YdQQsO+pEG7B?d>B2GL{9UE2@+Z`V6z=d@3{(d%jhNH3F!v z20IZti_UIGNb8EWcfWPD4q%kp?V?}R5Z|S50S0f1e=kBbdC>9iB6iL|1t;B|6r9ij zh!T2QmY8X9@JsO3zW7@CTEMjN@SyPAvI!Uqyv$k4+``t`=QG_xV|8Zb4K!AJC$RC#aL4uo1w50Tp0IuSL6O7SV9uE zHA2p>f5x5my~41pdu#sc=a;pv7MGi!k>Z6j*oA`gbA!-N`Z7ydqn^IH zTE8j}wS9P_0L9IpvqS{l>w5QkAEibTDQ}ySf2eUqEgE^rQkOE;e6gAnbVq)H_riBM zAG7E-nY2EFe0Z!?J#wnb@9byEzo%9e3nu2 z(9~D5%*ijK$|jz^vIm7(1jC{XW(g~Ae*R9$c;VepM4{l57;cZTgC1g8L4^Tdkxk&& z&$))XAuBe9Xo`-p=?j&Twp}P2<$$GOHs(*0(1diu&4D0AG$X(7>x}_SNEGNDf9pc_ zvdwPMo|bILjrQ238?u2_@e@1vj+)0?yw(X#h+ zRX~q3JTlZC#*Hz2r0@CAt$vZpf7_Chm!CgXCS9>jQ#xl5yJU`QN>=W`2=`2T4x>I8 z%s$K-2~oT&WT*bdt(5dr84FAPoyar(T$20=6nmICRTj1a{|Rlnd@Sros%pSQzh%r? zgBfG11Qs+?aRuIrjE;kOsIu>bhMsG>sTyo!P=#B@u9>K@rLrxzKDZCOe~SByq&T-W zc-kT_6xNSm?O3))WcG2f{%|auITtgpJZ;O;cE}J$nh&Q@6gDk)(F7Q-!fN6OUxcwc zzPZoAVGUb+4;ewCXEo>(+wu{VEL?*!1UmC<&FNmDh3GUf!?a08MnFNS;$MGKKl-F+ zQoL)TU@TF!PG(g!>vX=4f5V4LAvnZxG4Y+ald-Q;N%^My`{{0`X=hTQvLaC`(AyNO zm?^*GFr^&=ZX$M{vn0LXOz57A_KDZ%a3U4OIxC~QFTvP>*1Vqw%g?|6(1);WXg#lG zIT#sjV7#VZZ+v7EN>cgdIf=WVs+dlN&mBWKoCbkOTEHy|IbxVHe+0H^ru4MLe`%Jgl)MJ(RuQDN_Ot+((m8LcPQLp*SFrj;tF{tyD!O1VHQ2e9L z@IMLb11YmigCGs*!)er>`;(>f`R|VahB_&PJ@eDEB41Xwf7oDiu&(^c)e0mM8g&>+ z^(BV}G9y%T4m1M;kPg{u_XFmDu>>taVzk+!DaU;7K8lE_&#o?aFa<*h>+HqRD0Zd>eUe(NpnHB&69CzYET zaxyx1r5-dif9P#y>>3-&ylLQ8oFFf3Ur?urop0?QqbNW;aVGfoUVXw>+{GdL;KvT$vOu zStU9FF(ewDCbhYFSDjjIEgvY_5DFwWrC%Jd3@jd#njl9<%+P+$Mrs`FjN9 ze`l~wtyzEZK?Xqa12 zA&Jleumft}*$#O;fx~TTWfr-)DoGFX4nD~YO3GnN%4k)5DUz~-gJd#Vl#baaaEj}i zjQE3n@7X(Pvj&@z#2X+-@TnuLk9(guf9t99W%D*!cxI7y?-27xY*pkVd{IWflWlO| z!)`9o>GjPKV$j)kHhf4vH${DMZGSR|Gy{E{rxt&lG>>97s?Gdy3V+l#V~p9yQnK_L zTu51z#W_ca(E)bJ#n|waKaVVnkWh%LzU^bOe?rJK zhrpoJXSnwG)D6`S4Z>+J3MZBE4z6h-QNLNO;Q+?9B&n*s^?n*vPD2&Cx?0^)VFx&q z%jX#{C7`&=*|H^Oflelo1Z`{=2AMBPx2>VqB%e;{1GU`K{SIhnNQsoc$aakk5w_zq zIHOY}+pxg$guXY?MV`O^T1YI+e=v-fc533iL24qJP-EgN-U}1QMgQ~ zwip`EHP|_q@Ob6@wB&?Yo8L+>?}M1wv9E|utRRk9G4`(E-*pZLZz!~Je+5@g*V3>R zr)^BrG)?7cD(b+zSl3V<7jiCDY|#?B64Pizp4S)9JU^wTR*~MTI>)TvA4gl-G|UM! zMGL$e@SW9_`|i3WIY7wv^YgRsR0t`Q^}Y20Ig`ty7I(lxTqh=Ycp7Iy&%T6lafj?$wLCb+ zk5KU;1;L^r+WD!TkrChQdCbCA;%l}Z6@|Zzk?MMqg2ViE*FYY(q_FzFgkAK$4-4Wb z^p!>oYR-yQ3^tE=HF~V>RSt>;h=jPdjtpi3datV~UO53PPFET?X`*6AMiLXO7Y1!4AOee7JR4jtY4J~)+7OA!KstV^)F%JR48*g)WPVec4qp}Uf!KG~9-lCtmk>kKejU!@A{wn4N z$;%D~YiUp38DmxIpB(W}9ME4A67J8}QXy}m@xz&xe;mtIF8UKq_27EV#F>bNyffWOgdl?t?iPH4yX#;fXmHm+(BM80+zA%kosaw7_v-z8KTcJ5uikyCPSvj3 zb#|}SP6#&FrMy^BEfsEvuW{=R@2Jyc!?LZ*XZO}Di5WN>fzU9aENFzMg#cTkM|UVv zati^|7&Ae~#vQIk$DMQ{Y+ebXFo`L`M@oPe1@H$?T!AU^B`e9x{{-)jkxlw=`Fs$D zTr^RSgO;303PgH5SiG8C`9om+vls<@mGO7y!>R>kii3kOM4`~4xa>~29mzmJgDU^F z@d8G6|2c~xI@(BpR0uimu}(5#_7zEK+>$;?kvU5i`oK=u9v5d4rYeu~l(y_x+(5}O zKBGYvV_R*8j8a*saUcm;TC;_>n;e|w2oq%kLPpkVUT1Z0*6X)jW?%82 zl7)amLEmA%%onoA(2`0-2m%a-ck{XY9k#~YZ@S#UF4>SmrG4(g!( z!-F|(n+~IPIM4ELebg|YX#T)zb&*2a#0QNI|2)raCC>O3HITTRp7(TSnb!9;sqf}l z)mUGv7?qE334)9Yv%hM7ZNY&-!zLAF7Pw94Xs9yS*sSaEMv5rrez`ka`a;E9G}M?N zn0WP{Kj^8`yIENz0H#skpqx9zwtT8lDlegd&v4m^utC+H{oWbP?3WwleEG=dr*L&q zy8WU1Pl%A&Jo4>^&zy2Mu9X9KM&)D5x!-+rVi=y4cj7I;7;OfTm=)w$I;4_Ar)kdQGEz#S+}okD9(9o!P1Kh#*b{}3--asnD#>4#f|jK>Up#o% zewGnvlOBo=r)0h|6s*7h`TH7t#qK^Z8m`6epcMXlFfgX6^C0w(q=Cb>&y)>ff4Z|G zMJhxKB~e&QJtM*y&RpOa88=vWsba}u(0@MKD?8CF+=3YaZB)%8&)H( zui)gI=o1>r_reYDGcA6o*L;&kr?9nOfWONGd0L+Ivf!MRkwW57V|#4ee9f}+#(ml6)CKvitH5M>Sof{1q@}F)dx>OZO0%rFfbf&GWNn>`Y91T1tKrzj@q@72WGeoGNg5)>g)Sm``G>2WKlu1<(NKjc z+F-Ga3L^t+O%|Ez2i+6GeZ{@y+OHRf+tc!i%yUuicO4ZJq8jRqJ{_Kz9Iu9EY1gf& zYET^e?GPj~N=PD=`l7k+Kf=Rfe-;CCCZYVsXO*t3cqqmdL`zqkHvbOJ~`OZSVFuEQ8tlYCczR zS#eG0PciPf7ZuBb!96su)|~w&&j}!TUzQnC+C+A9>|RZOn7f1Rzei+i!k^l32NQ}_ z5Bmll6%q&3*kfE#kH9BW4xgX=YZh_wv$Mnhuq=mvi5dI0m>9W1Zv0MkPO>_L+t@tZ z8Uj=FyAPskd+q#VF5$t3)b7U<5-QsVtsUmwt&}yZ%aZKcdwqjHHD$l%DN8gABf3OR zN#%GPU`D^lkM;@g#OahJgs-7cp1u=KPF{()*{a4$HX9WY1oUX7p4t=z~(e1+dX+x`&+yYIJW9U2GtUH?+&Hwhv41DJGv;(8@(%clS zJR4z`IfFG^SkJ9c{;i;2a+*&l`xthw|5!m0*+?k-E=z7#_z;>JxyV6y ziE-H&@l3LLwb*h3=g&VQM*n3jxqcVYMgPH;JUY<;5Sn?s`WQC|&1b^a=x$MrhIEUz zJ}g?T9AWN;Rs!fsc6-aziN}Nw3D%VD9U?#i2bMlT0d>tWABJW!V#!9GrD6Di*&B)p zZm<6xMk}oN)vaq#l|Ak~f`!|a5K>D!G}MeHJ@Eb}v{TL+jV_Qn_OpnseIJ97m_CWMhcS&yE32IL)?`i7K?VBg8Les z9nTG%X*+EXPtNypj=sG4)~_oSV=DN2-f{NTuyb+EAMczud8Q#@(e&K*QPR4e{IEP# zyFqTw)rzZ3Or^*M%AdRsao?d+qkyz^Q4N5jVzBXMh`V42Pn~ojN44NS&k9mj9i{4^ zNA%3l^*FaD2Z!$Wy0BAJsLOZYj21Yrd7|ijU6Z2~+~uH4kcRyTak+O##TW!KVF~U7 zK!+lZ_3;=@pOSj&Z|W;_(N~Vh)P6qkVP);`+qLZ{7?1$dET*^Pl3QJV#{6~`n{jWS z!4fC>7cF=w%J8R$Q{aTxJ!`f5MTPH&^Js44Qda@l-udoYX&7@cFH)u|FHRYKn^J$B zlkP$WUNcWEIBerm(%6^HM<$!f7!4CQ@OqdWyWh33__28Vthodn_N@2$PDrlL5_qLr z=W@pyOVDy#ngredhULhy6brOd)_Y7hyE>^BR$;8RSLTt~vp;D0O;y+CexjRzh>&hC ziaN*?Dv_4n7+Tg!U!-iWsu4#|F%m+u4_S@EV~_*ceOyiqiJ@hJ4=rXiw0C3-8cO#o z`!TZ+s5;3KRWKv|#eslbbe7wxu2w$L%;wwZU0ggz6Ji~;PJ&9i-u}C3It2IQa)QAz zfkCA7o$Xw2IOAf3a?11U8=x@(%YSuAFw|ifI7ySTAaQX+= z`&pKaHH)CYq<8{n6;SFu)+S$Y3T6?F9J?=gQZ|XpT4&<<{);@UvC$CSUh2CsY9W8m zj~}x54arW?+i^jD9F^U~=C_zEXGl(X!ai%}Sh7(l;mO7GRt(cl=ZYJ8YoGKnOe?kR z^lJEG>!-l3>^k@@>Xnz@pIl9z#;$a@h3h<1*w>__x@7c=H0#MoQrJ$>s83Lx+z;}G zK_=S2GA!~phd1B1Yz+gH6D z&hf$nUx|<6eZHXDMJu*86@SQa_qAxBT6w=Hq}Bis5&a`Ts7~-N!&`Hc6TV;rH|(DF z(1)dTLkhp@eaF&u!B=Xd9wmOzh?hMyWfvU89+{}tmNQ-o81`!)iEnu!bim- z5;=fwIhoQ}$CGH0QRySYD<)L%qfk+Uy|Ryfu-5rsBeil6_x!jG8_Kupyf1p*Pcm@o zs|v*_<8PkUVjI_#uh?j_1{uF*QnpNopWj7&Y7eTFjp_>G;I+uSJhzP-%I63$Uf8Kr zydRMX@bDg(>Wo(YSUq;Wxv;MgR;YJ(`*1;UF0-1IOXz)1l6h8;S-R*CA0B~vVNX^6 zl}*+7kVQY>-NX4ixpMsBa1NB4zB$tofQn{0Qzl1ycx|8u9~(fqj5A= zKd7kkEP<4h{-@)bBTsawMICg@Fgvc0X&xneq{wL3em@k?^&kojlB0SsL*TD3KXUWD z&0aw_BiEN8Q!%CCm(*K&Wc ziwc7(4PZT2nMm77I3vnPB+s=KuAx^b(N{}~Ig?D|SPly0Cr=`$_|NgrY-{#2%S&4| zgLe#mFU^P`7Y;Mtx9D$3TV5>r)ftUDi%$h#Au@X~ax^q2`+MISyxx9%*G+L_4^Pn^ zIsG!Es}mEZ{i?C`dvSCpmX@aI3d6WvRc^KjeAF;y=oM_#6P{2hoAnx#^XGMmZRzP_ zOK)epnsF!ef=)XRxER{0pT6>_-gj+e^5qauXUH;Bes2y+K-r!ghC}j+-d@Rppnm-G z1tm1HV!;AZXhvg>Hbz3D6RaX&O(dLMrahar=AE6L`vnYda8t_D!GBx-vRyi*M)07|Ft=`;^Mii1%-?Y%hguN1 zDRXW3(aLz#-?1SmZp}kgbnnbvyW9BBL#EM&6&UBI`@i8>72^{wSc|<;!T<3*dR4?0 z)GT&H4JWn(KdGx8#r>|mxB-?TC5Inc^49bH zi|P!dPQ&B9%v}DCufDaY38k!Ajzz?C926OPkirY!05V3I$=8|Fe~z;X?$5g&BUqML zJ}<0Gc_Q1-kFFCgrjnRN({^Py2;ob;te{T{4irZ^Q%;e?^tYBw9C{~JKI3FeOC%JC~>@yL-5kYHDDE1;wKPx8JQi+NU2eVMb z7`~qUFHgsXe+$96po34ZIaZnRJexg3s-^Vg7oCHz_nGVh&fU_~{DosU`XCQF)=UPT zZ0LsmMdLS$?52;I-62~d>J2%U2QfgH;mH)sI36cPmf(yO z6 zZ-5wFR9^l@$1*@WH7c(_BX|(NgO&=Q0lZ3mnghtC-Xj5ajl2^8J5*FYaOyMqs<9CX zphZg+7kD;z{{Ya?Q2Dt37f5{uWKzABo)^^4KQBl%*Z*&oy2kD2;Bx`q|KyQ0TCW1= z(NYJ$Jr~H?cs5b_`2Pc#HZpAkCQwuD%bo$;JwVqpAka8|06?Opats1U8=Fo5ENH2) z5ddlG&K01hvG@YO@|-^YTypygu!NeLi+s+Sy9MB)p+dM)w;upsF**6Tz`R^wo>YfN z0OkMl5*`7uD3H`|S7?+J+|LX)Su1B3S0Fbh=l>_8Tc~!g!~_LJ zL$Cq(sxv6P=%Q~hl~0((vBOocvd6D`3|XoJopbcR2fx%*#ryLC+i13csxlBqE&2~? zpNI+ysQ(9N=|=2U2mH8izk`HR+p42j2~4KHKdByQ-a#F423>7(?EBl%+%0aR2gEx2 zs<^jqj{0;=PAt$tnyw*-GDG4`MKy^nL5;n*>P-=}0gQK+P?h`gBSH4PvKqFd4v*yP zw-awPJ%J=9Y6oA(smghNi{&Fd&kCjN;pM2nZis?PfLQ~+Hr%T9aP~6!DTw|d@owVa zqO{ZUHeL`?b-s-iW-HrH`xG?R$Fw$^xbyy;iRrK3Zkz!ZPA*AO$aE*P_kx7jD%{p+c+UbDC+leqa0G7RUJD_G}Dhs`w(#c?L7mvhM3n zHj=WyQ2SnPT(}cy#Pb)(Kf63|*cCc5%*|3LgE$;Tt46>)G`$({-f7#knLsc1_ znYcSW-3K0QZiBe$F9w^Mccq(@<%P5XtBtdnntxS zODVvC5-v|OVA`saD4-MfyK%MvYgxd{O6qLEO-0yi$n9vHkc1d4rSD-l9LW%L3YlP>&;4= zH!roaEPU!@5pBLM#MGX+i4aui-H@u?QZ@Q~5Ef6>8Mc_`CFA6d?V|o0nBQ z^OL{QhlBq-Up??J4OtKT?GKliqS;gfLm`!({mdvQsBvXz6PMyw-2-=&iEZ!f(PH&B zCIB?A{Pn2zrky@}XU1;qjvP#__G3_Kb)Q5)>QJ;Mrj8#m3A=i>MX0YbnM72L~iIx*G-1;e&t6vz~a}p z+DpOfU(j0H{hhXIwl@w$W#u=E_MGllz4rnena3>Ghp$P-CQZENG+?5m#m=;}X9uqfdwX3(1j8-*kW+?5(Eb_%Dv^-05kU`;Gi@t!xk??f zCQGU{sE-tXOc==Qx1U|lf#fH6-;}HwnI?_YCYKL365GJ{F|{OZ5O*3dLU}a_NwCp1 zZf!68VL&?nLx*JH2M;U88Q&hVZcul{SEw1o`fh?$m+ZC7OOH9Iph5sbXM+H(*Rpub zJ-KL(elYl5M&-|N_mT<|`>P7&a*34Qk=J#`IOn())9fWFT8T@abezEoPxD-?8Bew_ zm1MCCmlH=zwP6G#wIqapyQ7bz-D7#6hRU`*r@^Ykv9^q0xP9U@lAk~}jcWi(yzer9 z!4l^6`i1+<6>V@&V`6IcEr0}tJC*k(##=aq2a3(1VdVt_f+0NE9NIuVFpwJveh#WT zIJiCs!9Y%+IyQ&Ay}84)$Mt_aX`r4k53dZ5l$0b`f{T+=KvG(glaHSp4B>|GOK|f@ z@PYY7f&c#${O1=b!R#$uErC1&T)_X%9-^L9v>jF>>3hDqczP<(5}f8zXe%xE!efuf zg$XZskzDW@P|DLAo0@jVNYhzWQ~`6b!hu%tUNVG~MDho02aG8V<#!Jw>xnA^ZCAsH zVW&~vnD?VM_&Y)Dt88~uyC2L)S5y^%!MMUoU&B=~lDG7gQ-_Sz85}7zKgAV_!x@k1 zrW`pDN%Xrs4u3B6poLO2DFGmD1k~Owr7pVZ+KNK%AqY@KSSTqn{54bOi1MN|#L6es ze8NW`KVAH#mcCVptYrX9)y91-w}mZ)u?myIqfp+Wi|t3?9OuieF5xtSQX>Ef8#}zP zkiBX#p}LVpds1_wBJ^VwiY_}lymUO-t%~ALhpuJd$hf`L9du~{Q*XD(KcXsHUCKU` zI*G#P{eJFL>>M66sXpI+=lc|G`^(EN(OH5v#~1irZ+8N_9noXDzz}<@lcEq|Rb6mwQ}*d|uoZ z_jmm3&pL|tuKw1(LhLz9`^JaF z^Pcte+;j8yMgRDAf9YC(f6i@nxIYY&P0HvE>JZ`Qg^u|Uud}0Hy<~>ihhi#HhWFSo ldoveTXPB|we=G+RYwT1IHU-] (-0.5,-2.5) to[bend left] (0.5,-2.5); \draw[->-] (0.5,-2.5) to[bend left] (6,-2.5); \draw[->-] (6,-2.5) to[bend left] (11.5,-2.5); @@ -144,7 +145,7 @@ and a total of 20 cores (10 per socket). The cache topology diagram reported by \end{center} \caption{Memory access patterns of \texttt{membench.c} for \texttt{csize = 128} and \texttt{stride = 1} (above) and for \texttt{csize = $2^{20}$} and - \texttt{stride = $2^{10}$} (below)} + \texttt{stride = $2^{19}$} (below)} \label{fig:access} \end{figure} @@ -161,8 +162,8 @@ and so on and so forth. Therefore, for \texttt{csize = 128} and \texttt{stride = 1} the array will access all indexes between 0 and 127 sequentially, and for \texttt{csize = -$2^{20}$} and \texttt{stride = $2^{10}$} the benchmark will access index 0, then -index $2^{10}-1$, and finally index $2^{20}-1$. The access patterns for these +$2^{20}$} and \texttt{stride = $2^{19}$} the benchmark will access index 0, then +index $2^{19}-1$, and finally index $2^{20}-1$. The access patterns for these two configurations are shown visually in Figure \ref{fig:access}. \subsection{Analyzing Benchmark Results} @@ -201,9 +202,52 @@ for the largest strides of each size series shown in the graph). \section{Optimize Square Matrix-Matrix Multiplication \punkte{60}} + +\begin{figure}[t] +\begin{verbatim} +INPUT: A (n by n), B (n by n), n +OUTPUT: C (n by n) + +s := 26 # block dimension + +A_row := +C_temp := + +for i := 0 to n by s: + i_next := min(i + s, n) + + for j := 0 to n by s: + j_next := min(j + s, n) + + + + for k := 0 to n by s: + k_next := min(k + s, n) + + # Perform naive matrix multiplication, incrementing cells of C_temp + # with each multiplication result + naivemm(A_row[i, k][i_next, k_next], B[k, j][k_next, j_next], + C_temp[0, 0][i_next - i, j_next - j]) + end for + + C[i, j][i_next, j_next] = C_temp[0, 0][i_next - i, j_next - j] + end for +end for +\end{verbatim} + \caption{Pseudocode listing of my blocked matrix multiplication + implementation. Matrix indices start from 0 (i.e. row $0$ and column $0$ + denotes the top-left-most cell in a matrix). \\ \texttt{M[a, b][c, d]} denotes + a rectangular region of the matrix $M$ whose top-left-most cell is the cell + in $M$ at row $a$ and column $b$ and whose bottom-right-most cell is the + cell in $M$ at row $c - 1$ and column $d - 1$.} + \label{fig:algo} +\end{figure} + The file \texttt{matmult/dgemm-blocked.c} contains a C implementation of the -blocked matrix multiplication algorithm presented in the project. Other than -implementing the pseudocode, my implementation: +blocked matrix multiplication algorithm presented in the project. A pseudocode +listing of the implementation is provided in Figure \ref{fig:algo}. + +In order to achieve a correct and fast execution, my implementation: \begin{figure}[t] \begin{center} @@ -239,15 +283,46 @@ implementing the pseudocode, my implementation: \ref{fig:iter}, by having A in row major format and B in column major format, iterations across matrix block in the inner most loop of the algorithm (the one calling \textit{naivemm}) cache hits are maximised by - achieving space locality between the blocks used; + achieving space locality between the blocks used. This achieved + approximately an increase of performance of two percentage points in + terms of CPU utilization (i.e. from a baseline of $4\%$ to $6\%$), \item Caches the result of each innermost iteration into a temporary matrix of block size before storing it into matrix C. This achieves better space locality when \textit{naivemm} needs to store values in matrix C. The block size temporary matrix has virtually no stride and thus cache hits are maximised. The copy operation is implemented with bulk copy - \texttt{memcpy} calls. + \texttt{memcpy} calls. This optimization achieves an extra half of a + percentage point in terms of CPU utilization (i.e. from the $6\%$ + discussed above to a final $6.5\%$). \end{itemize} +The chosen matrix block size for running the benchmark on the cluster is + +$$s = 26$$ + +as shown in the pseudocode. This value has been obtained by running an empirical +binary search on the value using the benchmark as a metric, i.e. by running +\texttt{./run\_matrixmult.sh} several times with different values. For square +blocks (i.e. the worst case) the total size for the matrix $A$ and $B$ sub-block +and the \texttt{C\_temp} temporary matrix block for $C$ is: + +$$\mathrm{Bytes} = \mathrm{cellSize} * s^2 * 3 = 8 * 26^2 * 3 = 16224$$ + +given that a double-precision floating point number, the data type used for +matrix cells in the scope of this project, is 8 bytes long. The obtained total +bytes size is fairly close to the L1 cache size of the processor used in the +cluster ($32\mathrm{Kb} = 32768$ bytes), which is expected given that the +algorithm needs to exploit fast memory as much as possible. The reason the +empirically best value results in a theoretical cache allocation that is only +half of the complete cache size is due to some real-life factors. For example, +cache misses tipically result in aligned page loads which may load unnecessary +data. + +A potential way to exploit the different cache levels is to apply the blocked +matrix algorithm iteratively multiple times. For example, OpenBLAS implements +DGEMM by having two levels of matrix blocks to better exploit the L2 and L3 +caches found on most processors. + \begin{figure}[t] \begin{center} \begin{tikzpicture}