From 6c61f2fbc6a4df192171fccbc2230d0a8494326c Mon Sep 17 00:00:00 2001 From: James Ravenscroft Date: Sat, 18 Feb 2023 11:09:36 +0000 Subject: [PATCH] add post about blurry jpegs --- .../02/science-blurry-jpeg/images/science.jpg | Bin 0 -> 145257 bytes .../2023/02/science-blurry-jpeg/index.md | 94 ++++++++++++++++++ 2 files changed, 94 insertions(+) create mode 100644 brainsteam/content/posts/2023/02/science-blurry-jpeg/images/science.jpg create mode 100644 brainsteam/content/posts/2023/02/science-blurry-jpeg/index.md diff --git a/brainsteam/content/posts/2023/02/science-blurry-jpeg/images/science.jpg b/brainsteam/content/posts/2023/02/science-blurry-jpeg/images/science.jpg new file mode 100644 index 0000000000000000000000000000000000000000..0c3187f45814a5e5e84aaf03a4e76a77f8388e15 GIT binary patch literal 145257 zcmb@tWmF_lvn^P-yE~1$7maHJjXQTmg*%NqP2=9UL*ov^cki3I@5j7f zGm(`m_lk&hGAeRsu5%(IKbAlK0?=h7r6mCn5Di`G<0RRd>58yR2ad8w?Qj!DwALV}W)B98A znEx}@|IzLL-GFFn=3??`di~t>O&pzF0RRZyPmJW@>i8dQ`H8WOZT<`U{s%jM2KcFu z{|~nKZ(RIeKL3r|{>w*AMf}re@)L_#{BPL!f5ZRlyq_)rC=-tV9RB|mS2NGg_yGWE zO#t9OIsNa^|0h@fql3cz41x3WS``0}&Y=(h;JN$M$N!JcI0FD^{Q&^rul|pYDjxtq z3k3jLW=!0i-T(U>0K(7X1jHDW2}~lq4bnZjFpe@2*Ox2$cn*C2L`fKB55036M{k&j zhD_gTt6smkfn&ChkB>D#C;$=)3JMwu8U_X$_CEp-4+jSikAi^sxuIYoqauI)urRPO z&^~ukd>kBnQc4nH5=sVYY6c(&P(nf%;{WRaAN>Ffc!(;n+f2;zKp+3#%P@nt;yrZXf zC9W%VR{cGSbDXrI@zrxVMIRIQwUm3;Pup<){dPsvxep}-rqX;48>hm5X7(Ksd(ML2 zZ{!g1zzF5i=&p|c#rU>xi|Qdgm|*WDu8ECp2C+P;-Ory8!7ck|dhiC}XLRhNzZwCi zpqsV_2LSc(h7vZ*bR~*%2M93dN11V+QYk=NnCy#Am3hfm&^wR*Hx#`(O=7m>-F{?H z-QnT4JABz8*4iLB=aaGe<`RIjxoH0@J;Ns6g@?%g)&62%i z#ZA&qVgZa!88m0z!<;m0g#G=c&&aEqW8JDd_UnFV65SjC(efzUplh72W{Y`dzBn-$N{pFP*L!sWPh z^8Q$KW?Ev;1jq^v!N0JYr8Q6rYSE#4QHUh?f{!`|D3q^FrXZ`zHouoctw6qM_cp_D zLN1w2SQQ8SF`7EMr~~kQFYqGU_N9)J#>*C_EU7cvv7jp=hTg0GAunnQB_&@$RaSij zyGhWBv%0wd)i~6kGxuAKUh>P&HeNC@(q=p9Z|UhlD2h02XU01WxH1Vju8SlD*8_6!dq80wX(B+O)ZFXhUBJ_`-^N<^fP?=Y;wd*2ZiY}^|F;>j``gp<;;*! zu3HBnNY$2VEp<8r=1?>C&Wzj&yKlc-YS{ktbFIpBPcFzI%w@=+7liKA(qc6+s=FH4 zty;1UoBhbA32>67N0gU$i*P3rn(OEcud;+spzh_32QwlnQ2!v4i4E6N_9Kq(r`u>Y z#K%$$S?zaacks4!C5%*OE<94s1nNL~Ss~osg`kW;!_+f(W2iyb%hFBpN`sg-WLh|m z|3*zPV$G}&kwQh>TANA^8_7(~!P0hpL0|ANl?P_YMjTNmmNr2L1j4uOFf+U`bk^`z z8c5aaWJ?bo3u|K~mS=JN?%dqAenoLbPns02i;(-KM46wTKG0_(PVGuD9M>45Nu}NB z@O3XXj7Hs^+*HJnv0um9B)Fa`EVNQpZ@PF#{Km!2dWltzo(Gv>nXFX)c2&o{W~N zMqAuRY>HIAhYOA`VpPtt>@8F{3n`hujq`NP3oDXC0CGWf24`y*yA;ESU#K+%vYoSO z{yA15^i`@`Kg0&&>E&5EFa3vmmEaRto_s7{ zZOs=--PZF9{vEF+siGEEr*n;&uL~<|=-OI+$dG+1s=iqWy_lI|Nh z5mNLOO3)hx%QwyN)ONBZ6sgnUui`|w2O(MgF0*G?5j)&}TyBO&szgJ|lObD_(ncrJ zv+^WsDKAYqqSusAWmA(}taoHMFy7gjO|tHZ-qW?5hU)`s;>>R4Jz0S%fKkb5HaFCz zO!LXc((t@rk#$*XNHCLh6O{F<|=DxvRsB|d}l(nJEL&zw8)}kX%RNm6Mp%9)2 zTH8w^+3a;Q!SNs#9!-ixDvRiNW1AwXl4~PTU~m03x@5?U7ZvtFxUrhZoP0{cUu4GZ zKU}UB5L(~WZ|R0KVseEN9OUjqIk>#(8sS%cR;iG&kr<4OsHCdfrL)89LlBP;S*cy? zygI?2|Esdr(H@BM9tzfpdx6^%I~&G+-gegZju z!E~>pjoO_~u{_wxHKuvB0)0`0UzP0@D+K8RN5>bk^D~ki71ElCB)u59%&1yFH>JXS zhrs1IHDU3_-sP4nyeX!GR!X|QU2{6x_x&$RNOMN;tBgcGtT+{+T>WcM3uY^ zf4@k?%$|g|FoBKSx^UZOT}1Y8uDtIarG{Aq#jQ-dTUZ8b)eUc&Ws6}*c}cCyM=6sN zy?@A)=qSTaq5hgI)`L1)#FWp>IB-_BgZ?&OG&KtsznhU%oc%gmfrM05v^qY1KQ!R> zyR5`)1Nwvqt;d?c1mkH;_KVJt3zclT16X9i;cDRbC}kYc4OhY#S#yoP&lm$rQ0pnc#nQFYg-7)A5ngF)ae&aZo6HErjs~H zyQi~C*k^?^V|LM|z+t?Su>x;HgT=?_(LZ$Td`C)CoRW^zc;`*0R^NL8Ma-xtbH6yJ zrP~k3zKnYODL11L7TNqAer~E7VNPbp^j9(aBEM^rik`EP<*NBaYUSE#7Lv)PH{(}b zuDgVp)nJVzSw5qc(#Z|)2?v(SMl5Azq+GBSdQBI<3i7l`C!<%>szQ2|NlM$y>I_DKBTO_N!;(IEqWv&gDjG|w1{&g$lPd`oYJ@Te8)2`qv_HFIi7%Mf*rSr#jmkBKZNp`AU=K{UoV5 zb=$~K%iTq@+3&lP!+$E|tQ2ZVxfts*a@qAz+S64^d#~@VSkWkm%Vi0A%hhg8899*B zJMq8-9SV2Z{P`Xlp$#FtMb;B?K##kRfHq?wb_=0h^CY~0q#o2qCTCcNZf~&PTQWXd zgvEPx&3c>l)cnS3BoLD7X0En%y*00H6QsT`nCmgkrz-5@kcH5#JOjc84K@bOx znA&2$R+E+>yC5kV@jIRG}S7-4}ZP=8u zseLB3!8^;?meq(2k^SCMikx8o=rD}HddNb?XNkn*G*E%#gqtDGQkq>?(5PbEmjJm# zJ*heF`k8v9?H4(18O^is&jiZi8MDLPyR=JXO+o4x9 zG&c4XFd&!t-~4ua3l;#-uG6pk+%FZ^C#lQrX?z!l=AQhES9A10haIC$h_WRm&AI`Tjf48{K}@1e z8Z>QY`oY5e0c-?q5irX;GcG7Bk{ z(k}VdD|#c|ElumaCB*qys1dxQkvd0&!VZVl!Jt(uXL+q@fahJ`w}dBg{K(Tm5Ml}upxX~?DZfV&0F?{N7+pIw2&a&_!Gm@sC^B^%|kfj12FIFR3AEwKJyGE{OrK` z_Ei-)_inKCrE$$k_QGG6`%;>hSlx?g3%3uJN0Pt$z;ir`D*tArl_hTT)%C~>PmGcX zN}piRWbgK&iVif%95NhP!x-sMjce*TSQa^KnL(MZb>3PtM_sW}&l3F=W3!}PQo%oJ z`Pi{`#A|yVot9BnVg4YMaEL#&?!HRGlyMbD-&+q2s*(ihiwfU(CZY9{KcbZl^2Hx7 zTCT2gzs}U@xXf{OvfqxJlW%~pry!`6>901T6hF%XeuxEwBrFj>05WxKne~)g;#DJ{ zmq^(o5n@!-x=ooS zwV`A}UWbOjrbIUprCH~Mk)oMi(gUE~^(FX>{pd6T+Su95dZN=gnl2M5Z8%vDGWI|| z^i%*QSP7Ae($AWqny+I>gz|gH<)S4Wi+flE9Xy+8@8tLgfPi&NET4HSU_)X-Nzut4 z#)||#l`k37Jq8)7vRTWPvzu>ZFFcETr zQ@0#A@`T2#LQ%7a0a#ou>)GlnYEjB~KP$$#G6rm3s~1#Z>2t3h>8RZmsUSE)6Ah|j zG-dwR3Mi-V@X5>JNgZ7~09@5WI@^cj z6;|&Q(;JT4ZD`waHiU}Fhl+V$a`(|Q!Eh%;L=htG!Q$BUwMZA5^WjUes?U6rwH~7tzW*#Z9 zIHlI@DX!MYMs^A-zGC%tN85U`OEpYG(c%s+&#Ab_&VSAq7Tb<*(A$7B* z9^t#?2jE)}TJWOQOetNQ&VFxEAI%sV<(c^WG<87NQ+sp@d6hMx69kJF>w>t+;Pl0} zuj7AR%gmJ@h!U75X($yTF4+uJln=s)=_^Q&>3qz68e~%(WhRNfoMo26@EnkXwn?UJ zf3ztlp`~Gy^OhZXoHh!0N)$_!u0*y-PH~oe=jvp^Lf$+bn`3O0W%7!#$I8)BrA;{s zbZTf1Z6sLXeNoR2G-=`0rvqx`P(frbrS&XjmKRhDTVF{J=J_44&~6t9yt+A2tU^j3 zxG=sZrdsf3_vkg&3^~=29-( z|KZvMhIP)9bP{rKa9Yn5b4m4HEKsT7NHpa9CHgT>dhlC>Q|((7Aw~O9!maPH6~l1e zxt58aO!iVbS?UOcSwAI*k{wSGr==%dONqE1i?w?U^WPcHJJzV6z1qS?oHh0NZ1&bj zhn-@kxkQTEl;o|VD*L~t`!y-HXNnzUJdla2r@Sl0KlCK$h7TF6)8;7f6UZZ(qvqw$v0(Fg?Y&j{FrcIPrz=@X8=aC}BkXk{SgTX#-)!us%hMO&}ca7@iwV zoEK!Rik%z1$oZcKDg->dCx(!6r#6(VgP>?Mk`kt0o?@fd?hfEqrV zDol55w=!)TctGo=uPzyoVEb?FASp7$dNrR-7h}enKJc5`f`>D6FWJu50)mPmD(wuI z1rHu9rOG#02%|dRBou?Lx0@47Kji>hp;EA}_G$}OtcH3g>O68}X#r(^=gDj;sNUOF zK(rO%XfuMyd(r9=vB$h2q)!T?5}FAqdSx3Zr8q? zA}eyucGsq-v#+UMz6jYU^)8&wx6Or&+sJk9_e^f(_qgwgyLSHXkP2O=g7bTPSX5o+ zl_*9^4OM9Pf0lTKGQ$mv#Z>}QbG6GhMrlk@D{H9E@T0J(L@uRVFnoitU^`Pb3=a+N z#}|)OO1cc-`ZQ82WZti@VYGCNWO2Hq8PwTFy50pLNJptw1NWBh8g)+o`dmLId=T%I*p`YoWLT_@MH5c(*sQ1^Jg5xk;;PbB+S4XsL{|Ot&*f(h zBUYPZa)4=^ED0Kj7mdzi{1Bp=(_SeCfCBFBDqG))A7yLWwOFNVdH7t+77 z2A4Xlcp0zwd6qOi9CT?7anHz1zqBbQv2$^6<^h~N$w9zey8N)?5pkzdcinhehJ|MViJz%SBsja#~sY|N6ogzEym);5KK9;5)ll$r8gUFZ?G#5 z+vF)rjdeInZyxSHW-7ON_mpPa6DFHs9 z-NbA}L4Xg1@rC7IS%=Zw4GqM76$@1iU8PpE#=hDg)Y%iG!E7=f>C_P%XxnRRE1&HB zouZ42d+RqO6^bxRG>23f=Wfngu!)SBp0^-V-?j+9eHY)RyGuH;WR|;@&3^d6chA2* zH4Hx94;are!)%ZY&_0w37K_g2!A3)m6`2Ii&H73-xjj0r3|o5fAl=mM?9Pxy_u|vO zGUr>>+XOh$xyh9^7AnUYSY%7{_aE?n@&O>v!&#bpwzpGHtsy7bq)DKX{2p+j%ew*J zRRdUFb1EgYR?DRuy&~zgnKgA1`eH@(NICsiG=rAABT-_xjaBa<-x^hvo2lQqjc=z5 z@m(h0H@+AuU z$qHg@5)08*>!EMQS{4EVvwL8fLo_5$QL%^o1W9uCK& z;QCnJ?-?HpRNMV1S?DT8FI%?Xo#KPveLbo?&n4C52qt=4aQdoYZKM@HYyTYR0LcFc z1T+K`H00-N000Ce015*W`U@5XJ32NchbR@N7z{a=GMl)H5e~KSx6i6S{O5ZD2zaP7 z;-S}Q=t~Z;hEV(6D$FUZohU|ld<&c5HC8+2Qz*Uq{0AUfofj6}oQO9RO`J_Fgm2Ix zyDw}eDB1p&@7`@bM3#Y@I82r%&<1{ur#vX*gwcrkjGN&iO0=RGg&{zvRB;W1emYe~ zAd{HQ0Jmi6Sv_Lm+t9Mp7+y|bL~Do$6id2)A7{cMF1iFI?&)K^v&VUC{XX>k zd*Ozk$PzTu?Je6Ypk+6o#4V6zgPqAu`Ny(C1S}nLpA_{nJStI5AmK36#w1I^8Z%_u z%Av(h6SB{n3l8WtVU)bzskWGo83`+*uGUaLh*gJn{AjiM*E?({79Z1!6nPMS#wN9t z1$%M;stcTcpD!m`$O>fvfee1+SLnd-ea;-3==AC3U(ucLT)=(?4UB)1{fn$BP1m`r za5X--xUygI&FADYmk%S^M=x@ht81V-4hc#ocj9G>t14~T4XU)fUySJ9S7o7?u@w~0 zBV0b0STZEUT0cQw3uVW(M(^~xeroituQ8(7y}+8-{Wu_n(ynmZE!Cmfm=`cxpy-W} zL}zWtDNtqhD-+c+cNUE<30$&ok`E$TcGDxjTOs^uU zTCdW}M%?#aS>kgwZ09_nLd+}D`Aru$#R$L3SF_KWTbcD8}`&i_eb>Dz-SC4dZZSUdY-84=Vct?T>>$~LBT`PAYIYbbg>Eo=5*I3bVx&B zT-lq<`9kU!l$VL=`TkP8R@5H!ga*L@Y+-rVi_EId<7T#$f+$!?C_ur{{$c97i007xsrv z^50N}BZEy>t9HtS7Rw$o;|Cy_kQwFjN9c_=xwh#+>$!Ggb+#D0xzwD}N z&t!N7SKW!;xT6+5YKW;?rSviV)y&M^hJ{vLn=NX$Z6f)ZOKQbZ`D(;Wz>%;@!^wHk zbD!m`fcnQ$ym^b?FUF_QDya=C(-h7}I}APflmuD!y)SVtUXz_PhoUph5j8STsU6=u z+Ho?S)>cQn30|WyyD#m`9=tXHK7eXEAE2O34K1U2xwOTtk#M^ONc%@{g`ol^PK_&p zh+C{upgH%wNBs(p`xB3?b&o*c*CWFiAUjy$yFv(F!xjb*ZjH8$3nhK!>6v_NaHf`~ z7%QgnX8mpuRqe%|q=6KCI#~oCPtlW^VvA_jm2_+z3iXrX07Raw>63Zm-Pg1HekW!aYNVkz!kVUl)4MoH?k0 zM|^d5Wza;&xIdm2&(v<+jW004NX39nbN@x38^-ghi&+(`jI4~4;$6WEurZZO>?bNJ(4#pSyC#YxCqXq-yu6sIWk`iqltgh~sKiA%a z3-YD|2wwA#RB~?VygJBQYjgvk$^(yR(mOk;r~}K@C&+kz?49*6{T96-2`%FbcTz>h z+JJ1b5%*c*c8phzQ_LYc%mJx}S`D>7qkV)c2_yHmn`K;@CX|1ktow9i8W(T3)|UQw zjzPXHrD9}rfRWna&EAe77ebl6H4uwCvLyVEHG!uj>m_|xDZr)%exmHTAoccqYpnwT z_fref?#r?In)T>bqP3KTp8E;VZ8_Q4ZVi!nZHH3ncx9TfHk^88e#03sBeNWp+6Z#L z+7~xUBL$Z^acB((dLz8?h5x)EQ*%7SxB!(6&DQR2-Zf8{26g}$B0K2=-~vEc$t&#( zbP0B97^&3`2+9?x8X3GC;S!c$62hK80&lWl57amQPTly1tj022W^sDeIl_`;Xi+a#Q|&fIsEV^(f=4~qb+|&Y;8dhC@m` zv9QHrt+7BNY)ze)6k7x9YuSIYHlU_H<@(cR^ouTSsLUK)Fo`^7^9b>zKNJy}WnyIj zMqC~)B4r)vDC4Wjp7yawm%2K1w&%$tk<+me;;C|~KcBMk+)kC3xl?D5o;YiqUG5B9 zA79<235}*$fs}FWp#PZ}zV<%@183UrI$!wjnO8={pp7}%QEcJN(zZnn(m_v@nrvuJ zofmeen?)pA>)zvUcqR9MfuF7Q$3JAPQ52JV$VodA5_UX$km;Nf-uizkb6_u5S4V{Z zUeP}{m8?F&XSKH2ZP+-GG#D#MIoVXQM($CQ!bx>9_FUh^u`R8S&?}dzob!TBIi9V6 zVP5ncIp%r1uO)}kGSA5W{GZH*6Df_P(3s8do6KSu&0TC)YrbXddjDU`K*LLF>Zmk|;dSZuG??5kz_sx(shYM#W2T#a#?muwK0({o7D%ADDnw3}=nH@sv4HM@sa+=93U~pWoX!;fO@Ycr-Uxx1E0W1+amBn@{7qy$cEN zm=C}8jv3uH9q(2*nVLN{K<<*!qMR3`n_hs%KqnK&uB(Q@j%yCbTFuLgGJ+c3r#eL` z#{GdsEOj*{Dw~lWk2BY#o^P0||9*USFf1#QhT=zn)_$ZUhD%;~C!o%JQ`2EYW0uz? zuz#*^7BSWEc@9)(H8K8{_)}r+-`*{#Ebpyl{~Jair=S=Txx{T{-!+E6 zL8W6{qDoCyP@In*Cq+$8Nd=obQND+L9l(+%)EYNNBm+Xk{>@kNmBjQoXjc)(C4kaj z#8%M|i3SPW``%X&9F%QT$~0oP{wjt;4c<$-=4^q&>e0ldL|2X7+A}x$86wO+I&G15 zwG%)j_xXI#Q~Vx1IB>O)vMtx>ayCF&FZeSS56=3@K1wT9U9mUn1F&alXAa_S!w>Gd zZ}X9<{w(4|5=LoGId>%F4lKEpo{}&wdC!-{fD0Bf!Ew7QCgs-gQ&GiZvhMhQ=GZ0? zlV_sPy-CM0hej&EFa!0OsmyrFBT8_h&Pr*Jd|zNyk5vf_L^2#cD_Sg3I)Khe+x?Pg zZ@eR17-hZ?jFtYWJY2j8Ss(B@NKVxNu1tQNu~N z>m#_Sj_6SVomC_d(MWy0CM>3u^PeOcy4CKzEYr1ZB;I~k9*+{uS!AEx6+slY0;nr~ z@W4ABT09D#l=G+7O3aUl*>4iakD+`Gf2OXpmg!$>h_uhhX-`(ez>8{GNkL=1ZetYp z66!&+l$oa#m#HnY2`)O#p;-jSL~%enjXk}%5o`UB3I~dMcSYJHj$Bb2b+U`P)dyA&(qYC)4Z6|wJTy9lJyLlKqNHZjxr;v20q6c3AW-P|G=LhjoLBvb!ddm= z_Q!1N;)M*T)OWNzhGB2Pf(F%0rbUN&pW3bK{1 z&QA}R)}c&Bj`^CJJGffBQ_CE1J>N~Sv#eYnHk2Jd z04VMsfW#)k4}ikPG^3MFqMV7UcMoEM>V{p)@*=%@HHv=b3T)G6EkyES4|T1|cUcBj zFdvUwnH1*WRv402Cn9sUKZh4D0?)}ZK}+jPWG0`^9+k64V^|E&_PoYOj9#yskIV^@ z&SC#yhPvs#h}WQGS@5*bihNbG(dJ?MdC6IQsJX7^L>03{27OBt4d|^?!+KFjfyh?P z`o(pg^3jdm#%ytd%P{3ouLD=-@dT$?LO_zHIyp;YsCJ8r(IaRT#m!ANr`rGA(7FC_ zaB{(XjU9=BrA$Y_@JDrHJjTfwx4rAqQFa!FV?87B?o(#Ah$;ZHh2ema9!6#_1@M=) zrPFlC{EB0mZ+ZXQomo06WE8!#Lhgzy+AdwguYMk0Q*+-G57haSFdfNWU@cvX=UHb` zcYxJA{ekX;Ya>{hv-oOvp{c@8Ax7061BE5mhC!M zc;5`qDVVD#&UdI1%&_@9{F7oK5|wA+Zv${nYjs$G&BvtlLADa#%J7Srlw@sw(z&lI zZ{#AxK2UX0>jX6DwD)Q`Wzz{Q(?M7Jz+iLoMx-U|c z`9nAHT*CU^2YO>#hBKAjH~qFgq&)M`OjYSv)TAt|V_^kY4UMXyIc{*JQD6%b!V0bp z&A}4g@!dX#5|ZQ?>*i}$3h6ykx-K|=?7TShwaP-L)-jdl^fc-jBM2^%|5#Lj<@&W>C zsB3^bVKF^tk?iq*EPmm)K@9oq>>mchlTlb3}G zOj5Xu7BxnX-iECNK@RHzs`Q-=#Y@%h+k)@}TLcj6m+CoIM|qemwU@;;`(Tb;0TS*| zmbP`PJgUJ~ODY%@b)<`Wk9TBF_H31bKd585m6eKb7eepH>}qY7lFg1Ji&I*e*0#h+N{)vPDUu_p2Ft=k?g3)MD zG!4I-7Z=pUjU&BK2gZq@#rJi;z+4u*)kt>Jg*S6{m+s}6Bf|F~Y;JIo4f4#C8Hz!f z2tA=&m73>sDeiwEZ4?@xqn*I^|1+74k#>uoH->j-BHRbRVvdAudJsS)q05&3PA*|g z={Aqh5MFzzW9}K|gnxH}fo;|xNPg?A2{&L9u%;X_YM3KYWh<(m%#$5n_UPWQ#N;ch z10b1-DG9!WlqI}lj3a=T#i-mdpTVzwhBfXvJY1;y!cD8!>ufPR4%tu#p&d;kqEw(5 z0~pB84hk{xiL~LRLJ}aHQh;y(+*6XO6j!4CT}V0^zw6Z8CW%Wn*`5NWEOQu$GelgV zjszs23>mg-#>5QRDsns~hxvH~?{kh71P@YwyV-^kH5@RRE|3m9uZ(LaNoU^pvd7w% z>$aecv~*1+Q28n|FrDl1{WbCx;xI$tu9~>y&v35ks||BI-aeCxNZ1L*Dt?GS^Vu?L zb^dSzlwr~0fYm{rBaC}V5rci5F?epvETKkgRw%!Kuk-^D)qJSjj^npsHfo|V2zdvk z+Ye?*0o7seaht}e0@*u z^A{5lAAq_7Jws#Mu0WBtv$egdT1I_#9#S$QTg2#x&zWE5{V3MBKc%{%YN-w+%#K+0QDeyq(6 zN7YpSHY}rAQ$>BOM3~0+CTo?#HquhC78@k`*+jjE!5rcfekw=cHx2m+GD;>WTVwY} zqej$7?Lv-KPBNek0QbN+tv~gWytX^==jbm(91S8N!IJrN*QMn{5w#%_f)hfcPU+va zl69}85&yi&5sq9($Hj^qKw}1W0`4dhmJ?Wdj;@p#$y&?h$Q*g3$iTCV6xOz|p50O# ztRVr%(x2aCM$QS`In|Zew@;172|fEU1Q_2%T{3ocC2NUOb*<|SA#fNG(igJbl@nXE ztmAO02Zz?AfY&F$oaX4eEtb+(hKwh~*Q6{X7Q8Bw+HDSe@cK;>vQs4Y35 z7Y6%cGvY!3S!-?8tGrr_jv{8MfDa^S9n-uUAFez|>93qy@adcgn>Ql&Bs`l-#XDrc z6$3&ziCqj$2(L<~JA0FeaE?!OcYjYI!>w_dW38OitDFrN6j*YF^Kh38e_pKjzRy?A z32D|1k--bcs#7E8pOb6%&b62J?8|H1)1^-zRVeWW!Icg1InAk3U-CKGdY9< z>Ja>%(;BQ7o~?vTCmTz38(E=g^l5#0=qYR0J8jujS$mGL+pDF{q2wsLH31J!&{df^ z^pW9W?{xdqta&`dE6hm$BIlp7Yc9C z4;7}L%EH}SODE}!dGV8a5nEXwh_>jOArDIQA)bCVsrkGax(D<~&axfhDlf~wbnUc^ zY&!GJY#4oa=-O?<``v)(0sj~qn6dmhe}pw65zEM%9C4(5v*O~!`V_LqEB5~qHWMaB z;A8rcyz~!#g2kTb#*~qF+dUQNy_->mygVlgC+6m(_4=pTRzw7)k`%+Fgh`{CI-ObrG;y-f`zy;TaJ6QR80 z55QIQ-s@+`y^4F1VYD}7_rl8We|o9tP_XHr92V_4m)d!dDtRMQNWkAfM97SJS9Y<^ z^XE;A&H8-=$0xo}nnn$pYT^dhP!Clm#}UYtQ=_rWeb95LME!!5eGR>8BU-`pws-mukabqq)XJ1?B@~_nIvx{3h%tqv_tg zM!_8H{JC?hDETyy=EJt;au>+IGPd63rb_=cu^nIvV~FE-ZByqH&)@2x>+pVGH+5yw`Lf#iAuTDLmRny z7<(ouD+vubnH|UUTBO;du>bkYpNT7fF`ZodDX<}NZO*cMx#=UimwU6u*;@h2(Ig=} z6@@RXs>5M|#17wUMBqhwwUvzQ4-)kEY}K+Loq94@&n84lf0IbI_me~W zCgPaFX9541?Ul9}-tuL$U>wKGX9Yp3-8_Rc_>{xFG3)vubo!7)NuX?d`f(i47W#73 zA=R0Uz_vPe2yvEYF@Vg*K}pr|X_oVB-Cn3WNx~SH5`Uwf#zM>-_D6lA6I8~2mR$Bs zTwYxE%=_V$aKx*h3nwRcmVD`)RsAI28>-pD;s(y{@5+9?zJjr2N8l)~V=W!Po|Y2x z^?{eN;4|05*%1!+;d4)#zX#t<-bX$FaC^Bd-+Ne!3pLhNYFvfuylWlGEVxM^*(1S z_aG$X*JEfY{U|&FPW0AG@ivGZogkh9o8;}F{T>pWj5i5bo}P2qj_nf(c#Lu3CVyzp z2u(n?{kzAxC)E{AU_cI(|9TJ2oQKi-1m{lY)@Y88i`ba)x1}+!?UKzdeKzCSp3_5EqYBlgszSCw>k+WC#I(HCPC3sMu;Kli& zk#c>qVm4iIogG=-7j{WR(9Qas)i>(KtD-t1O~dK7w7#@{6Oc^Y0gsQnbfBw~MeWWS z)v0-wxwsg(Os%DcQf(*K(oY?W0b?(C{ihT~(gcPn3V+3bkf*`7-*2j2I+MUHl^Uw; zj`ox+?#V4IQAj&g*Ftsc#opaDqkeDXILI+;&bY=@Y^R?0U9&R6;nIr*rgAQlJK!&N<_syaPRo}l=SidEgPn1FY zHp;nNOIU+}XY%}Z*c8#_eXSz`+C< z4)>~t{q25S`%nUg#rJwXsG(~HDT0F89{ThxjeM~!RQEqTBjJ= z&RF9sv-kM@YZ%Q)uF#I2;pX42t;ETDcagOYhKtA=lNrs@R!$Je4Ne-nCCcjA;;nd{qOS_; zIbHtK?;-S#Dtm+zUIe5QD2~~b48XF^C){>H3-rEvDD9jdKDC9O;)yDxd zadh7ermObhU@-Rl+Fa@ss&8?HPmWAYGj6?E&%El-u1gFdVPW3*pFCx+y`{K?zwDN4 zk=ZSEbi{hY$JKR!skS&1#Qaq{p+c(G7r~3~W8kI$U%lNka(E!O5rSwv9gQljFqB2BH#_>r)aTE|*) z#D3+81x<(vS7|pC!bE=Lf)RKs$X^wWNI?v?MoTeoNI4s{8Qpx)8#uG8pu>UM!NSUz(s?gwQgxopv_|D!70sDp zD1aVd+pdoEHv#J@Ss3BMtRQO3r}BkUYOPL)m?b!(U+0D}@Xe^9uQYKTA@2aXhW z+?Ob`H1%@xs@QE1aoS8`UczoQ&P-$r+F2yK>x#?c>iFp|a+nFNy$S|goG}N=G~5GR zcRoeg8Z~|Sfk%gt!ij8F7-u##Qs&PVVMUH=JkC&$+VP#0s8cE|{Rxu9EccYenBBC4 zI=3;t`pVz3DQ?E{|hAMif{Djr?Sc z21N8V!IZRN%$c{UQ3=ATSZR?NNg^R)`^F2p0=MY24Gmc+W$VQprERkLlY9FC7J@&8 zvv%C{oOa)}=SvjRhhuPZOPDr6ellpHOJkroTw4?(rfcqMO05>^i`W+=2Ge<2);(-~>PU>B%G5?%ioHIX-WGfuPGl(w z4URG~FLmObRDMX;4?w+SJ-xe?=JcMG$x$)TqO#wI+qcX6Tu7KxtB}5^6D8LMCLpph zdGX0Y=8j$H`U7CDLuX(OdxEW16MA-XxtN=B(C+br=zCSyHPLmmQ@v$o2!E%8UqTvH0-;KwUtH z;Q=2Y%;-=SKB*B_RgMz|iTg8`QMzI|1Fv1p5V*JAV{lN3~I&OEzm87>xUGY&q1v(w*XxJp*pUj3JWw9~Op5XeQ<%{7j|JFan^)U6lRmo6|}(4-~2o7EBLhMD$2DjVCa>FGP%zGOdg=wUrK;x_X149nI>ghMGUG)~IbXQCkb`NnK4l zwoaZ+&-x+az+B5ydhNkRZmQ_{F0ba%(Y}@f5yu+TvRvz6Up+=UE*>*Z{Yqw5T|c^L z2uC-9kYxF@$wEIoEcR5|tC|t9gzs>YyB2wKO^fvS7)I&YM! z`7>iv#~D6P)tFMtMEQ;SaC0*svq6d%HWKdkpLf3Wd1fEI&A_H7(qeFZ2GEPK`T8}A zsS+BGkAXjttD~XDLI=?XCCA205?s9ajARR%?czn*y)??)&?L*NQ79_)bLVkxKRx0{ zRn%nT8J(Vd8ojzB$W+5`0mvi~v3@z#W#JUC1#Vr4<$qC`Xv&&3I8jWA$1qdRtuJdu zoldVTOleu5P2#QXR0pU@3_aP{Gwd?;urci!nAh4i_=*aoG2;r8uc0*Sw3!z?5$Aa{ z^Wq*e26XIkPW)d0bU=&0`2&%73v=SMs=h_FZV`E}U1?P^!Kd3-Ij*5AlqwaZP5%I) zuVium0OPGOEYA+$2+su0C4(0UlsDg4{{T&O@-}@ZKF3-^7lOS*D$;rQ4BS>rI2owpQpl0W3~E-cf^PMc=V!k(#@$q*lPaqxSON z*4H#w9mTmeoB^Vbkl{=$ zekEyP_{BjXH)9bsny1S(p*2+euB$y$G2X_Ax_qlUKdM_rO3EEV>fDEH;4YwAJEHD!A2y z+pf~=rlH=Cw&jGU8}H?!vO4_ zgftdhm>_t|L*!nV=s<;70twCM_XzXmd-G~QVtwzi{O*}Sk$JqHSBYcVFvy+t$t3m~>39XT06|0P< z#;(h(HrkH(s3p2M@gq3m*W--Llx}GJXh=1^oPw`=Dvd`iwH4GC@bEG?r^ijUP8xK( zcJ|Bi-b`}(tB$Z>@Cckv#lms>WWx&VU2)~QtWp5oNSr~a$)|JA`Dmzjw4=!mdW9jp?&;C?sobR)(e7 zFWHvS`3hZUlLO16RwKB0>!A=Do9D6E4_O}8Er>BXg2w|BU}A6nB&KGk)Wg%Au?ms$ zMhOSXeiACNBMnbmO_$aTvG4IO&6buiDr2}Gk5fE3S0%X)+M>3jV(!lAmak$JC){}K zB88|{rwphna^)<$wts=gK;nfs@%Td$o=XX9Gp~wY*kGJx@F214{QI-%W&EL=?CCV) zrkFD*ZF{9F<-I}XFl%rw4P6whKaY>N;;!6^#J?KXj(2R5pI!y#a5np-#~$8Bt{0jy z$+B^qHPB}r4sN9JT`S}x9z`ar2$uUTcMGfX)tSe*q1HWbRo+Qzm83eq^*n9o7_Wea zTP+q^t!OnBvbT*T+v8 zS`R-V-Q}JfE-n6@2pm-(+_u*9wx^POXq5{wRbWahHxv-x`1Vdt7P``K>(;9+ilyur zyo-59USY)u7md)d<%oP7Y0qMAB2v3>EuZQC0P@mt#@1^;)G%yT9Ao&diprdd?HroT zcA3gPUOjfsIR`ZwY`rWsPFNmLWew!3SyOn>t8Hf)`mrlYvYdMf%0c_Owhcbj-KQ%q zi0h$CEBsHZ-B3~)7SQ!2VI%lle<(e&O_>BPF^z$>{Zyc+ci+n(v5KtP zs>JbF*=EUbFl-C@FC2lny1{dzfp@5_bV@y&SL8NedX)Nk8l=_euFKeoeZ4rV*Nl^m zua75^8pdk{3&ufOwM=}kXlpidPbI6RMN7sYCDslhaL=ze`>2S&)4NMbw=2_{e?8Kk zxOQvBEIA2*Ssdak<(0C!>>MUOY)^l;aBexKmpnVSCbQ=%aV>THb_-WEm3my)Zf7uV zfzes7r$fiMr4|WoI$Q{?y;X&FVz32?Wi~`qnSe<0^oLp1gt;CSWKfR6UN%@^i?d_8y#^5q%=*$va$hAB*x*b|&*oI7b7jaX zVtDqfromgQ4q{R1V$)!1o~c_{;3{0B_Z&MA{yQvDQ3767>K2YY+t=Y|SEBq%OKMpU zg-Kb4t-23Q;=dq#DOPQ&A**ti_Y%(;)xrU(H!7Fvy9#3^4US4|ji@a4pxGD zCcfAk9KeC~3R4QEW^M6}P6>b?rY*37cC9~5+iZ2zwmyBIvH*ir9sAhEE1kVc1p|L; z7yzTg`(cl}wVPr;j;(S+5++MN_7^PO*PbwK0z&g9DLHB#{?a^Ox?i)HLU#dcmt^9W<%+lHaJOCPz%HXbd2Dfi6f5%)PJp{3tX z$^A2`HoTxx+K9Iizb71l!{ONOG05RxP2N=Xqhep;V*@JXN~hB> zj{59O_4QN@v|NKa&v><$r%hWBxz`W@g9c1GjbQD@TL9o-4$jWzWm06ZCO6>&R73kQ z?*Kk(1zRQGy2(;}ctVRVvvM(AL&uYK#>*JTZwM%;q4fumV>8Y+2eWdY(*@YqN`YR^ z;7(lQX<#nIkmTJo)|=8?0f9z zUM?pae6Sp{-itWkc?NT5iKiE3@>mS2vUsFIg-qos)}|a*3K^y0#jUj%I|y*}EDg0K zXHv#?tz0kqh1%kB^R~u~Yz`w91VwdzJA&Ybmf)(eM=P0frWMs6_=pDH%k7HX!L8LI zm13tc!sBI2lqRH)`m00J22|KaQ9Y1@6194|!AHYFbJ-&Y=yGy?nSkqF4`y_yvRR{a z@CJAGezg+}$78mA6zm!n^-&d9tlH_n;{(*R&SvdX3G+3=g^yrels~4)5py|w&pA0! zoXa0_Fu&UE-JP;(-B7f9wGOefRZEWLww0olS;)r9B|$aV@(cM}Wn6|aJE+QrYPxrr zjrc598P;0gilG4>BRL@KGeO0x2c`X?@bW#aO=D zV`Z;qGN(ceL9+mN@nzHIbyBc9SEeD&E!SkvQC3 zJ8UrO6}}8cshM+&YAR+nf!m=OD}BgTWN4vF61dI19?x6);yGsaAe}K74Z8jgN|E!E zK4+$}nVgds#=k7tgC4rhtIyF#qfXet>$D#;J_gMBGaBH`<9Iz({S#_VOh?gk5gFS9 zAW`%O2`zfg*z#hXL~Nxa=(~zZ6{9EcOAuhyLafz8Qn$n4#_p zp@CM!^f;dA#yBkEI+S7xYU2mWzUDHVY~IR2iDGsMMjgS2Y2|%2fp`5wuu>qEd|C9s z@9F$Q@?tR=!}MH1T79#j@B|7j?iQ3v&|VIY%=V%iR;;=P_BqgQ0(D=4^$|c2h|U;SZZj{RIQ#= zAw~GI8d)-G6$6dzv()~mo0WsDReZXvCcY>@FyKGJG!+AyH5CcwVnioUN1DeO$28nQ zrbsm!Sv-F;iZV`^aZ$>({R9lSnf{b#NxEU3p}gJ|`1$lhGn}Cxk~vq!Z2=m@T>vjI ztVuVTsF;E}s?g%(vOv!|Ceqzk=%}V+KF;rqtyOhG1(mf&b)pAFtq>G<5arnF=^ch6 z>V<+d&WirX{nlKiPDlJBIxL4^zhndRPh)AKr-FhpN^E|8m&>t(E=YZlvfW0S-3e^c zkt%Rfp*i1moe(|KMSd$M0!R5*2$O|!Pz8fR?+%p+x@*d18`Ky~8_x6P(GVcdgS1#h z?`4>-XtV>fB*4>>!@pW^jNw_r-72=Bg|->WYak7V!jBX;WoLe9(G$#eG)(DLT$TGUh{;>*jc;^sRbvJb=z9W? z(ymarlp+;5N^B4^%^FH|0MT2bd{a)#i)e`Io9dt^9)2n>pWSe&!d58F9q5~q{!vbd<`rj;L6YDY7ll5qYbT?6W!_^52SjMDV#sL=|| zZX@?X0T~E@5ODw!r&}wyz#p$g-pEqONp&F_WyolVY)UqPCnYmzRkl!7AS)?Sq}#z- z6eBgF5>y&ws3l%+*e0I6v`()y14$#4ER9OVGM~C)f5HNkvaV)|gbFHF>kN-o!iMQa zxrP0~7L1}3K>956Ku`=S?YPntV2&Y`bU*>U{uFPD5g%0Q9SUp^{7s%&CvRTZPy$RC zCQA9$`VXtI%k^sYwo;hnuxTMYUr+JnL;t4B8zp| zqt}wbVI^mhWi1@h=!F%mjE!Mb+7#NNbVKN}HCgrv8K5cqr?XDL4Lp-cH$UUCp`}P6 z0vxGGphnhE=AK^2h%=gXi$v%Xq=KTAM9d;w>cG+!IjzuHV_D>?$9p1NBJuM5lZCvL z!%Q}FR3gwSc`o%p(mJWJ3Blr?JeK6}zG?ZPc7jTKZ(LQWTYO9M!-8y<^t4Q)zP2J8B1UU+6b#=zu zgvoY(Xu)XqMU8`e%&H&N)V~my>IltP-msuG;9GiyU~?ZaJm`$UtXmeH5s>M_$oS-r z{G3DVwqk5ui%j7fwCB%7VStv$nNEq-LHLEtmYr^fD3yi-x`F-_yI;DB)1zRHav zf49XOIn#vIG{!2DAdc`ca|;N6>S zn-JaV+@?{$U*^>|3#824CP91x2-7<1m^71Wt^qK81SYo(*C384tBBDP0_`2qtfRsr zZ9%GJ;)Bh5T~+0|WhuR5y0ReGi_9lPn?$2Zaxkqv>Vi=R@WJy_0#j-=RV8m2^6b`8 zUG87GN$kFzhc3$^tGzc(n9Jx;H@8hxKXw~bWANQajeHPU#LwAlYf3Op*bu8tj(mc? zV>wb^$^}Yk$6j(%aK5Ag!$rrtfb>ssGIy}})l7GC!kaEUHS{Pu<`LyyNKnz#pCw7T zxhCNnQekYsYr&`CD`q%_&6G$z+>@^_!YPIj&P1UYgr22$@ZPXfFyE(wm;$uXP7vyh z#M%|{RNT~2M7_WrLfT@AVvCIv$fc`Qh!geI8W|C6mvz6A-uPn>naEqBbVRt6aJSY5 zhzNo@4pO9#8wJ)uF@)Bsr|TsNAiE`Dcj1mIRX#+`C>35zm@{mY7sbK1A)*+bMI1(` znTgC&)Kf2tey*D|IasXg7MWKjj22P_z`AiFlqf(#nyt{S?wP$g_71?a8um7}Lf7oH zDoifz&`l9MUAih9(_qi)5#bjUQ-}Z>u@9(19BSC57UQD&^;}u!%Bk30iX!V1TzG`U zqFh6w&{iR}$5IqM?SKSGAxFfSJJ3{OIh#fN(_?l=G5IF%wr2?L>V%dy4XV`XEe90b ztS}xoXAII1x3RM0X+9x9!$bumcnA)a#L1*escEP5tF{~9rddftEUncv7%t8(qxph@ z-e~Vx-Uv63KV--_g^;7BPomAxojcxKkUQFG;((JDSLTwRw;5qGW=7;R0o@ zry#hTDNMSkYu)FB`yg>Y+w)EjsivJmXfA`F4~DCG@8_+GX)m}2-YaNv8O2E>!8;S3 z>K$Koit#}~$v=3Q0@0<@u|7l#$5ls9gJ7-lU39|d9F`f=CA?#;(TYkDDyU`buCxaF zubSrSTx2cTm0A=$J2zyWh)u7OHN{9Csk_9Q>now`Wet$Zd^->KU16N-Wf;7sO5w#* z6$%S|l;IOzxvGOP)fRz>v_ZF31;>TgE;>peKJ7E;Q>rH{J!CD{{Ps-1@B``I3DD`7 zM-K_)(>}#Jnt%23H&GAH(W-F5>F7p@pxlv>Tn4wvJZMqNI}T{p+|*T#^ijV=MBFDx z7;vcKRt^>L>>x|8nzXtTMQndrsMq|XF+QoYNMSjx=n#R*u~abu1M^gD`X)fa$u7`j zn?WWHnkIA+#CffpmezTkycERwt(XRwN7tH{IOUils>JQ7B0JPU*tWsIwue4QlKiQQ zdeBobxRF?pIZcsuT23ZiJK46Mwi5bm11{e#Hzl zu&k^6hrRhC4jwk?tE;eyAiJogiiY-KF z*6%iApLEPk&92p9EO66A@Nrta(ANCc&JD*!QXy9es=j?ur45khZBdgXOe*ObEfwLn z>yoH*iG)Dv{g<4N&Nsv(Y%UjWS$f0eWrsG1-c zXmFc&eN#XcCT}-Rq~aS${Z%^y$jZkRx+o6@Akvz2RBqF{?rFH1$eP(~&Y+8Ua^!~j z;Wjl*-_P_DNokxxcZxK1C0@YVJl7Svrpd;geHRPlq9hMwa}qf$RH78bjX0I+jpFJr zlBmP(vxMr3LOFg*kc1*h^hZ*vEpIg4(V#>6K({qGpGoASdZfn+GtX2=Yeit*azhIY z;qcKn6STGzOSXrI{gA2RarPZljgNfVN_G}azG5;>em3_TH0q;j>5L+%gEI$DvV7Fy zakuzYaR8TpSL*55o^IVbr__myd#F76sWWbHsLXoif`?T*72&gPYKM|Pnh{mx6oBth z*_vf;6JT8jhZk=XYNt@;1`5j}6DfbS-jPHSB!mD6!IC;njx{83tS%pePQu>7V?Y@3yKMz_%yK(?&%x&qXGVB9G$8$aQj zgQD4(xtc`h$vQwDJr?1e(lhFq--|oKW}LaEV%eS{JS%2ME~AH%ZuV8U3ujipd7#@x zvIVC@DYfpKVkmEH>?b7B-sMhknLC*j#*F}qTMIW$C4=)2-w+5|{=t}M*tgf*;&iK#-^ zaJIX(gzHll8Z>5!{vn~w-Wn+eXgmHX=JaeQVPxiYQVX0bIcTbVJr$-Xe(A6TORk11 z#T1g*<{@z);2Sigg?d2jGfyQJP|`GA(LNoG-uivhvp`kVi>7LE4j=;kd8fW6*F=Fa zBdRVDV-6H(u;A_zqm!rI8Fz&R<(k2P7#7DXJ!VnoKDF139hEdG_=9TcMLgI95vT;^GCe| zI_)k*V{LYCwe3DgM9Fg<od-RN>)eaa0^r=Fv$A>Azo4j~VnFTFo&9!&pP!Dt;)=8rt(?7%crZ}){ zt5ZUO#$UmP{{SfHoBT%(FO=w4@<=$3;^oO~ss7&1+>>!_JKIb&6GIDP91OM2gNV; z!a=YUOvcI9A{HkeX9=Ygwc)h~PDsYmYc!PNUmM3E38ug`&Y|Tzlu#I^srhdRnLje& zbwt)-8gj{O_GCt4Ao51E#Y^*1h=1yxR>m4G64zm+6ho+Jjz-_BARy$T!9-SdQ{!Ya zj|~xl5Mer89qpM+6*jW92ZF^7!q)g|jeGSq`=L`i)9v+7;%NT>3lGXUk(w?s004hf zSicoW6uUwZvTr)qG+hMhdM6w>x1U*?LL{5JdPpj+a1FzM*F

E)AMA&VOVkSVdlB zyOxD+uz$AG7u8~8L|_*Xwxx|OGsHA)c*ialEoe9(LUCt&^YA-19W&N zO*DkuM@*K`G#yPT*hNmN32C*Hs&6?I)*5N*n$JNoX6t{{WQm(&mvEU{;<9{6GhXgXE#I;Y_HpFyX>*i=Q1+Lpt01r(kh1 z1W_M^XLLm?^+q3qd2YIR$GKO@z}-&mapp#=iz75!I5emzXLzhCwrHLp-;qLw6+@9b z)>d6pZtP)aWmyU=E!p!S3p3cz2d!5`Vkm_Nzcp#~TI3a#f_505R6>K-nh-N6;ftK= zss?GiRC1p5xa-wytBPhOsg;>|(zja>v|}@ERdx1>Y9HJWGhx$ME%yu zjhOT1rUkH>m{lA)K}Q*M;xj(!vIUE5sMw2Q9ZDoJu~`mVLx-Oanm-Ik+%1;LLiFFU zkCjvy-FT?Y3}Y3u9TiwjjnT%@W||?1q-KsLP4xWJu}KyCp&=d9VvQu`oG|LM%^KZ! zD~m4$l~9$E`GT~RQG@qXT}m|-^X#y?Zd6~QyioknPQnIyqlKR6;AgsYXMfbK(Mm*< z8p4)~294#i;%N7}7Jm z4k@KPYbs6VG}EG%w?Ljaqnd+T!f_S6NKVMbE>ZYk=st^tM4crE8o)Uq+D}x-t>pDQ$tV#6Li5yOZY1CdjJ+uOk( z0EE*Fjwntz$v@rnTi8v{HQq2NnCj#NuJ6ieWW%GYE9DZ?P!Z=2`W1@V(mHfbaf=Wt zI-@^`U)30;2+yi?5$e20RZUfSBfF7{D}2cGM|dw4;z)*HZ{g^6W|ufr+D7oVQnOaf^k#8YQLn%G}vhsF~tR9urAJ=p$ayZ_d*DX z%axQtIGXsW3GibTN{&J%REqGb2N;{IBBrLEsJguA;)9^0PD$cxSxy64R2+<>iuA=) z;tmtO?R28qok6%lAX0;;HNTJLcJT8~sLCR)P+U1;4xWki?wG2QX)hj$kiuhh&y=Yb z;(~-zcL=AF=KxYVtnOPGWL7R39(ea%16R$A1f^Sr4bL=)o_fgxT7VOTe#ZoN1mCEryMM3VH&?=eoUM|nUZt@o@ zEiezdZK?_c*7K@yp7dXm1e4wSlmyJ+W?fLhUJ+B`vK9Hf@>q5{_ncz2MoWPpHmAjG zcV>mcwdk=wb|wChiECWo35rvq+PLBxK)z|XaSDd$jIqR!Ij3UYI9@YB!y(jag_Op~yaIe4fwGX~?s-8;Li-olD#C|W695crk7LU5ic8lffA$aM+L zk!ky(g!3ui6}8@)`Yn~MC-p=OQl;AcP>tRhye1PF^gxqpME+@pEOh*ok~l<)^ebjf zDn)zV(w@tTCYl6# z>Ef?nMOg&MvGGpDeb(A~r{Qa5zm$~mT)0!&4V}) z85oRn=8h~zDBH@y+!;;(05oubLHLdn2TCkN$%l&-j!!K4D@RrDl`jt zYMMOGXaIU@R?(F(cYVIdI`gci;C;Cx!rPz8O=oZs6|QN7;T`i1l~))Q7N;*{1%`L( zjt3K8m(w&(m`U|ic#JfvqphIon}cXHvK;1Of64)qa&Kw!Of7fn;WRm-Y-McP2@xjC zWg;~v)i;ldXciJR74=wa7=fTD5fc&lrebYz3Fk;nII(WQ)TU6KX(&U-k(`qV8e+FZ zCj~K0(4&s1ObjzO3fWaQxM0_kbH75#hlf-QOq!t-)iXIDDmb>BxgcZQp;O*KjhN?h zf!>L?l3@TE43;4`Rry=@O)YF)G`K{TOx|{3KKL^Q3Y9Wj*4|r&{ zUTSdD9_&Ywc!otCYSC?XNpNukC4dQT>A!(a7Zl?KFb~D(T%2y`xu!$KZ5@k6M@hJ% z0q3&&fKrxw)+t(qLC|e(Cs& zO@n^uNa;@%vwqN;e~~y2n})OjSU|-jx9G(!^Z~f_I=z7S06> z%?K%i=kyfuL5$OAMMXp>(0Qkj*rsQfX%^lWScV@U?MY6?%7StSTIR89 zJe5UiM=R=#^6OOFG`X=%Am*ur@Pp=$K80ABbQM7WL?|HIXpCZXQpxTYkVLfkAlH1r zrgv&V5S#^cF&vdcv@}}*!<}oSrU6Ji^5Rp6hl?~jl{Lu;x9jYLwnlOXn%6N%>ZyMA zY7V^$k}HZ`G*Mv(>KDsNy%tfL1EgIYd8bVls*xE{Q$q@{bx?T~eG_oG4AnxY?7#Xq z>^-$!N{Og=^iTRKQp=YKT2Qb4kdO|hAGvSS$6w$U9{#$&sRz9{b2 z0RsrdYc5blO!(xon_6{85!Jy8T=PG;O_L)o6%#ir7lD-LVY0zKNsoYcw6yr3V?&>TgYBi$5FxskQYnnCd61>WR9w;2l^FjuX0~WnBN4<$VIr0AhM`pu+ zMYA-V);g`Jj-KmiDb#o;gU=nOst@!&39+1D`z%9PpQ<&^aH2pQ*45c=-l%|cA+b&N+7b|0!ZZfTO+-%OCMXEfXEWE&bnahWKeHS>0B z{-aFEilXFSCd+9W?!ww^`O$nnpW$qndOFKvv~1coi~j)0-L;G-z9x6JGPb)bceX}R z{hB7yMbiiN?NfI3<`>63TPTAcGf>(4CV=0U5+yvS@>>zrG2Uxul3`mjeNzvb1rE@G zO;U&Y1G30R?*fC9U3IfQX{`zVK{&drmu8Dz&zP-3`MWj$08nzeHt_LVL1?$KtaJ9N za5cnktbZ7kwe0zd)qLHW{{X4Ac(zwtNBJ$ex5~e1aO&T({i8c!D{d=& z)%#Ov_)7h)hbSV8_Lj#sxqjBj<_P_DU$tzlq5Vqzr(s^L^;>V*@p!Gj?EZgsxBZ?k zc~00msO&iz_DD%otr@W_-( zY>j?V=!(^x2-aPk5oTGS{kp(@U$r**Ru<96qGr&Quq`~+&8rBD zVNWz4Dsle+igBKa#s?(tMEr(H-iZ2kJJCPUKhZzYJJCDQJJCDQJJA$-N_T6$5k5)Y ziPw(mnp<@r{7@cCCoLAMm+t(>v*zsA{X#1gny98oG*ck5<@&1H;jOJcDc(*`#U_;@ z0#E!x*$Mq>whjivc(2*xnf%jsTRL}&{i|fszip<0rER}yd}uXav+eeu)M0+a+vfVA zuy6Lt+y4M-TDGoCB{X~X9;wJ!c2AG){rf*P<^KRgL2KFb z9?zSzU-bo+XI&Q2y(U)H=BsGq{ir;xjMBKP3-(6M{F4JmNbp~@!?Ma(?GJ!+2)Kc- zqS#t8TOiz;;hH#UHpqPu&##>pEzo%{gf!ln^iH(oLJkwo(w)O- zrzIz%ch!I7WlOrFJc2kzii1_=jZyvk_HPB`QNn!{IfY)7DEJjV=or**C;q%tT=GWK zyL!ScxQr%KJV>%^O(ta+ifWxPF-0XaJThtGwnlS2DEQ=`-rbJ(MC%)K$pC@>08=lj zayRI)#w0dj*ZGG)gaYbdJKjjJI7V4&ormGu4vEe%Ej1kaa!hRck4%uIcxq^Q`zAIV zAV&Ros-EV%6iv*xSyLywKdPpHId11mt*|VgFU?NV7VI}JiJuNWb49jb@G(|84iRU@bqG^F{N%&%H7R}TN)f9xsS2!rTbOC!Ro|3mjEK~g^sGq8z_^aJ# z$zuNiiCx}Gf8tcrlArjMHRPvz@Rj#h))e_F7_=bja#BW+nnVo>-x|cC_QmK^N#@nG z@O2Tr8ymr3Byj8D%{9%anfFhm#vtl=$}lSw9*Ys2ggOt3co5@4V2Gjumhnafu!*+6 zl71{D!k0ZGIA4x6y_4Ovts=?+oHLo%B=)$pNd=aLX^dEhjgWRH7iYqGt($~miHM$S z4kGXAjMJOWw(5u*vN@_qm6z_kI~VID8X0MgR7^=T#pIjxl+t7$74X{x1HA|fK;02J z!pLr%x-FbkiMc$83BU(sd6iIT+%tWAP;iE}_lt91vf|wsZlAN++K1Re+dpZFBs4|3 zt)9*D2{XKTC*T5V4iMv)H2h`2kv`m(#s(01A01ZIZk`ZkBgqemB1LZ&ofGy=V^%hr zXEaQ=c%oe^XXBFA)(B{a^>`?!dmx4GP~MGEon4UVx^pORzbzM1n^iv+GgRk9t{Z`CY=n8(k6G!Ws+LpKC5*rz;RH!XmaOw2q znDRvfhFp=uh6FnP3ukHrXvsaylVRN_t_K|>q{l632; z6M)HUg)2xx1r0u7ZZBlVjBSaGRcYj`4&lOgwFqI84`Xu3O5KM#u|y(RYUnZ&23KYiMN_`hLdh+ z!%MK_(XDe^Hf=N)k3CZ!$aJ`uZiez(W<<<3r$zCpe21#S*~5zqOU-$$tq%x&eUNMM zV(wLJfFzP>Bq!k=W7%!75;0^K?Cs&4Wc}0e!4wt4C^XZEw7!dJOx$dKiMd>w4>Wmc zURj_vZSs^Y6?fYtPt{Y$c&T?Uy51wYI6~ix=oKqhscSt-x5}zd2vS_-a%!DHNk)yT zJ>PU}S1_jD%EsfWJqn|mj`MHL2_G(>l9w>$q9x4NFpM2Sb|3vp5uhTT1vvC3w9u)X z@^|KsQTJ+?H^a+NjFS9R$vEL?#4_<)Alx*LXEgIh2`gm73~$8zLE57l{!3=ZfKA0? zQkWQIZ^e9dThZvygo&(Q#YikM4l{N9O`r8f@z}&~Wmy%s>gt_y=$TwIrH~-Rg(8v%71YN?H8s!4 zNfnHf+T6^oyXC`s2&E7oGrl2Nx}l<;Xco7;Tm(}v0jg`S1Fort)I$iIHCr=$H%vRlpeA*an0HM0LSf>f71`V^ znV9sl*}9Z+*}7s=NOaVFQ%th$)ACSfn%SSk*;w%kmS4+M+<$>K&fsycf^7~?`W4n6 ze*`4;!szO{LEW!a8$bqQd%&t0sM=r6G~%R)Qf53t7xd_WlK8*`n<>F328t&cntG=e z%Y@GlQm~Rq1;Vllc^jH{v`=R4EZb@}qHh;ZaXi z4q2x;yUqX``GolwzN*(5rw2EOoN`-OIYMnR34x-5R?~MU8VFy*83|8xVHl%dvSWBh zFEzC|k9H+S7M{M@qoxpPBU&MZVyT4`h;cEx5%`cY5Iob^*8U6ARMwLn`6ir`SVg#g zh+vt5`d^a8I8EIR>b5__x60MD#{zJ)?x!>~v7sE3sCPa_QjsGQ~p=`t%r57SJ@fx&3`Xxb#~Q< zk`BP@{t}FB1t%vUe-krrM0ewhCm>knd9@nYKfC?PMK6B=s^1wtAcg!^*t$2G6g{9= z+;m6c3U1B0N_h+t5e)!Fy29Jy5-GDkWZV*FIGs7C{2)!-Yt3xV);sUWqmLEw&t27p z$1pRlY5xETtrcu{RBW_+s$I|`=Q-SMFiWZEq0TXfV&DG&q#F3h7-M<6RQxewq9Q0+<7DXCZ0ZUCw!aa&6#89- zQRCN=Ki1Ex+W{Oe%pPa};wf4bG3@hX?+#&nH#Rh_H4A8NcPAi^!`ck&JXXjDOky7E z_>C4M#Xf|mw`kVEM+>Sx8~A+I$KhTyA<2&%_Hd3cGicx5MsPMTm<|xOSPZ&A5P<~v zT`-t;2_!F)hnmF5XI=61MuzK)GEB;virW4O`>$wsC1;toiGaDIYJegm8}d^48-l@86L7%$=A6bh!O`qc6_Jk}!C1DMfkm{C z(Iu_o5Q}z06c*+uGF4n)VtuQoXubPTezhEz@b+P|rs~#vGnANMv$kA;fn?UejYbm7_x`NAz>y$uNFhr@Y0?U@f8 zklqBzHFqf0985K}Ag2INaQ>{C?UT704+Pk2uKc_a#>YIvU3x916DIZvxJjYI7+e;` zyGDs2?zpT>bl-@7lwT7i@gg-xzlPn64rp}q^IR_aCx@45PkzT3879f+Z}O)V zBSn=^4lc}vIH$rBVwJ7b;>_aBX-c+8G-4@jx~2;)7=XXmI+Jckyn_RGXE;A*1Sy@AyCn z3b>QX1gzN}E-1}d-&7mA=@OuZ?T@lQ?Z=Wk*jhw>8>UVuc&@hyZhN$aTF5ixjSspX z(K${^j@gQ4Ok|+#MfrjC2#jqf`?>wm7^8WYk($}=ceZhDRKI745sK|XV*dazJd;b? zX6*+Pe>J?>Y`ud0bwlBo3O6DKeN@MH@F;;5J_7L0^=F;B{vj|SX?XCiN6nM z4pv(+zT-5D>CtWFjuq#Zst?&Tz0xX}4l6tg?wXieM;B%yr=p?J5ngCP2n5ErkWkY+ z1E*nvbfN(DOpHd29f3XvAt=nK8B^+r5$E8xWQObYPr@Six@Ac3dxS|RBuho3qS&|l zs-g9PHJ*wD)SmHM_XLVls&qA!lWHNvB410Yy_N&J8NwLc%Exeh)A5l&(9x3IZZ03z zOCHQN190=!Q7zt0jtA&q;QkY-)pfT(=q)+uB zy|UeL<&uJSTcm2jh;;yTE;b$RdLdpNu%8JD)dzaD>WOSs(cM2XFzdSs^&FKpws0CI z8JK?0?a5kqfXMxp9qGiM z81Y-WVn3)r%S;DoCcReE6niQe^FnDd52~G;q*S_qDm)%0nXl%d;tc)-2r+0xIxG8) zkYlfcvJu)~XtsVbssXYhw^C69kV2&y<;_qLRV0+)$nM!XurQC8%~LNd*7s2e+)=E_ z0YN*WzG>UJw3-bDrEHE;*n*LoDHn$cNl*e=@ZsiBiCt=w!6S=@N8k9c^ zKu_;sXtTP?m}LiDRoErbsY1L}{COsuzpV@*aQ6;bDKoSu=$Rwp4+<%x+D}9bd_9}I zL8_6tKk=%E4Wmu9znZqtLTpU1@|q%PEpLjRb+|)u)FRRf#O9FUCd3p(K`p8bYh=Xa ze#LiYM1voa{%CL!ZxrA*fRg6T9ndER?I(v*dM(FeG#j(|q66}KbB%OCt#qC4dabLa z&X0=I?wh_|BWNsql;OqZrx&HuZJuzh353$@gi;43v=0K{XcY>rr%$%vw~Dh%WTXOa$R zlVQAPnja9C4v-V^k|^1<>YaoLfG-(9Pxx#c6J#*3PWLR+47yv6Vo%vs)(#&@QSq?Q zWnPKo?L%lO1FETXj1HxK%V=;-PMr|}%>}=MX3(TZ3l<|-bt+L|ahzml$p8uBTyBuh zsZvJBd_A90njkf%TuG-|VVM}iRSEoYrmM|}FGPWU|&Yk+&KU(0iR zIVwqm9MRs{Qi_wjJX0aB9-`{(fc(!@-TIU@!K9UL;fUTpMPo7eN@jjx4j~eI+>EPY z%D7FF$l94aQ)*+5{WMOmJCl+pl_e&rDNJV9`*atVd|Sh4Qts$Vzaj}^4s9q*t_ zWMHY|fjRwA@s2kkE_*kQlad?GqY1bgrqYI_I%HT4QQyT5?OS%)2PcQ9l$1e{lPvan9jB$QZ39VIjPAjB{1AkvGuu z=C^i?$W)Z*bn#w#qk+w!bb1sqHx^#uVKi-cZIgmGt{mf)3Nm{&x3!*^uvdXs~(kSsZ#Wey)<;xx#r-%X}~}l~t#z ze&V&3xJ^2u%xkGvh5jGih*QxBT#Otc5R@5>VRiWu{n zNhbRCpn8_qx6n>MKZfStgk9yjv{^#iAi7tm7+aMpy~2O@!tMZT@Y9D~?z}%|#7U!K z?eN$rLpgM$DYTwC{P|SqjrxgH#87c?7U#*c!G!DAaWPMgyA!^50TI~$0KQ!6zLL|} zVr)r!P2RHs6&m6|%2>+5s-*~Tmd~rfiz!#sf2!DgU}DEj*veVPuc=T)+i!CS^Dw|O z{J6^TfgjJ{)D6mvO!4AbMub-c@;(^G244LZ<{>nUBrpcyYOigEg4&PwQDy!^;~- z|E|WR6hAEDCyj*ALN$KmUGOBQ8vg+tYF`fE@H%z|Y+CnjiT`mF=?uN6vo*V%tgY_$ zdl?`2*YSg6_tGD1AAgwCjO!wfx)tdl-|$g6;*t5#i2IKz7qu8V{PAz6z%=#jVEFTo zj;R`^W@V)#I-B$T#l!m!+3Hs*Ps-B){q+(5ml+#tPt7bJrJSlU z>5uroJG6v9H zPulaC0dD16(!c1>@<>A3n&nrjP;M=Mk$K}9j+Y;j47D^EZ&n$=to6IDvk#-KN+Oht z150ABZ)almOvzI&*t=m&)MN#HS(%nvFO0v6)Lyr!*QY8qb#`R&0^IvT`pZUJ%)&8k zPNHoJtG^~y*qg{Zx4vgxx;tWR-CMBS8I>J;_uOLhm7xF1#ABd{{cLkzryz4dAh`AK zMGgly^mEM{v><2c0F(J-jmwClJViY*B>rCWZHAQ2hh$S8h2i=peim;po{dt6PADx4gCIkKgE`5L{n{+ii^+d>)pmmLJ(^ zq*z5nOP2AlC8TxoTw8s7@oehi>{1%%i;ITYa@Dw-gWOXB=3`^o9pdw%Vx zx}4|}LBnCXHZ6U7Ov6?E=)O4?3>aIel*R75)Jdo_dJm*LIxT8SCOM@%a100{Eh(-z z#!_G1Pir1fg2ew&37pOkOd5d4gh@td9k9-(WAIj2w;$sFfc<*3&E&gS<__732}qD@ z?0dhz7xHYswYH30o@u;ZM2RI@rV~D_wVBsAUee{bEdGY`TtcXS9WqSVz7LeyS`sxc zzkIJff! zx!6M70O5<*eP=R0ay7P2+Y?J46`D$DjA%`-MeAlO&Arl59tcx>%ZAgE#^xCZzxps7 zR8^gR52%lBQ8CNH;rBj@DE#W6l* z3}3%JsP#-qVnF;Vn`wGLfd86KJJ}}xsP%bCG(LT3`{5o(w9D7dbB5I9fDP5YZ8Kg& zW0%M2O`gYgTE6&gZKkX#*1V!xpA=cg(5B=pGoL3Xl&d_Wo-a1eh}s`*5LMT3wdguA z0d5zO2USCb!g^;(kU4d4-CG(J*9TNzYgoWfCm*$D$k5fVC5TmBBgV<|l<}<3YB90( zM{v1YJROPuNJl7JzQrfIp3{5RXV(b(py}!%(IhXw$<6H&Z5sYst*3ai$g0*Ko0^b! zuX_E*oa!Z`FHdCFFS4!hS9pu`x;?57vbi>E?N-yQr&}TZu+m*(vaIb*fzHPhSj3fa zYu^_ou3v3TOaExU(phWL)6IT#k2!QRKzZC&_7zR(=KfY!$lJ$NFm3*P?!(7#3dhP6 z#!Vfa82Js=P^kNl$5h7|WewiQ%{G7kk!$^wXE1I04DX2h-t>CXA7q;K&SQYt@SafC z>mc759`PYFPTS$U!X1G3>w?|PFXXxRwB(PS#yh*2uN!nuOaY^gr*i6(`Pag~U)GjC zeNMdSwZLKHrz)`K@%E~4=JeVGep<5CIgT~YKKW$s1~2&f=8kRVR#|1c)*ozTDVt+a zoGn>;$@=GAKjBw{t!t@1wW92HFSc2Ai&UHjY~_322sp&u?^~CjY+6H$4mV^lj*2No zn^4N5b+cXtEj{pjTz1y+hqr99N%TjF!N;To)q5wBm#;96_}qI1%C|{i^318f=D$9h zZswa_sy5U(UCQAAqn*A5GYu@T9BdQ1f4dMJ_ueOlc=mD6^lLd4Viw3ss8YJcFD^6G z@X^St^DArStDdInxb8~YvU;|4`QxWWjOS9$I@GJ`-hzqsWX0H~a#=}v02r9C&dAKw5Zd+b6=PjO8^@am=PS>W|Br!$fX?ZT=O2g}5K=TaZ&?0!*STvPwXm~` z#{3`rQD3Q-7lCm{F?6i5K)(k%Hc)u2vBRQ5CBuB==d7i85!BK+81p`-F-y97qNn7{ zXP1FGmvs2S|2oNVNYE!OKQY7H2U7{`*U2<6f|1(4R#^akRLZ1id8{-GSJIHA?Q3Jc zmCwptZL}G-geh0TZ^>N{5FHp717aDdLL{-2SbHe^q%*CQ?94)3LGSJ)z2LCr0|dN3 z=muC1UM7;XM2|~0=bt3sH0+|xG~Ll8pix)u-dUuzQ!Bdn?)7z07n_SKGu*T4SU6*q z`8k!++hGNQ;_|xBxkbE~Y?Ka@E$r6T0hFPlK#qAde1#_mV6v~d1lmye;-P5QRc5=e zH%Wnc0qFuMY0d2k;lEx?+TjJ*)Bl|HGIwW!uI?;SF{lt#fG|)T<1JtD?7gr~lxpX! z|A$pJfoRr4oDz_T-kY65o3Uc=FH+KBI?`z7VkIr2Cs{a8>4Kf?L%RX0eR=kiU#2{0 ztAVh;0?Y7E7sR6$8C2LAM-W5AcflK^gqf*qG1iXg8-C-m(bwpx6mQ}z{nlKF?0_`Mb~l6MipnYvzYAvqN5bu6K-BDxrMFdt=cZjE z;V@s#T+Y$7FhcLtx7#zZ#2Z&$vhoo=sXYNx0T1f&hmra{FynTMf3lq`EeM!3+i|4T?>mWt*o ztn4Ef{Z;BuGNjq2ywFD1sbJX3DL?S$_P<$j(Riho#@We$)yb)%$guRjhPgF*gdB#bE^6EmSf=Uu4 zC^93Ik0|>7FBS3Foi3YmyITsvqQPt!O}Yvzyq{RUgf*Ml)#Ba>mtPv0(t1OT${OZm zzpJ`Iw9W8Jj*B17z>%>pxH1Un>7CC&AW5MM@=u;0*MCp#VGJ_TJduG-NJ*iKwmW^Y z+iaZVn13Pv)X)@1AMjRqS@ha}fQ5k(o!fCYw25WR=wn(afi+t=XXX8u^mKXC(iv*c zVbGc9*ppuJ!uK>--kujjxUuKEdXNfSoP+ZlcTfmqN9YsY)#kSdca38DyLO^7f;`R{ zhfgF%Li!xpJ;C&alDwS`+l_+dYmPDOxq|)icRY{G=>UFTt|h<|U@U&L-kOMP z-xIBjfZu!SV4t1_3(P4YE7{K9f{ZGwSmL?I_KeZaPKKAtwj*RH5aILGc2Kd(EFLSR zuF+8T+9b-S=}$)a6=B`M!v}JNK|?KO2P5n%z(uPDw|s|@y52qHRReeZTJ3u-m_GS9 z>sQ_magdLjlab}AWcw2?^gdAj{RJ9h@Y4OOq)o@ZTRO&4%zr+x={?d$({V6)31WQt zOaL@Of&^P#F0@!}=f&(vAzdeqSYF&`_$nXjhA*Rd;pkZ!LOzxQn?lR%_`=aG7B4(E z=;bCliM1VbrOVL0U)bJRtZq$53$(tfa(G`Ps3RUL8rAf0+?^QCZFQHiYA>^|4|?|Q z=~^?N%pzY}y^a9-nw>HkKJIxfDD1Lj$Jh&TY(+_lb#K6;Gq#cqV6e1Y7HUR$hD`Y~ z(gP(1uM)mEAmQ*!?QmmBeqYd{y);N=cPf$*V!3yU6^<htRsJ`KHz(bNgR@!n)Y zC@}x%`@#wn!iwIVhI8ghW(>1D$z%G!Zep6tjGvD-U-f`7@4Al{ff3*9X1-xvhp$77 z&P?qo$mXpn&-~UKC!_&F;>W?1Z^D>VeA#709yF$oB$o2Zv!gDP8PVJ>RY(WIgm(@X zHxvvj31Pcye%LP68&c%>?s2iYu-vP#3G71hu{M2Dr_P(h<6Oh@6O}J^B#@9CI0IO4 z31WGO9n^3m$#wOTpR17n?jl=UCWZ$UpNdQ$7O0!|h*MNBJ8g1rIYtE(8)I>3QcR$m;GpyQD$x{W4fs`}1 zgL#RjkSq$GWAy4S%z*L=%>PyL4Mx4xj8awvN=-!>_ZrkUoPsbh-95$V$Hes4RjBed z46N&&NCrx2jB>4HLmty0N;Ye88iGVd6^Bi!m@A5eHNCqh#u9rOa7eOS|V^|l9TcLI_mid_W!(a*g(dQRK78Ib0=yBv-po;nC> z1i&hO1RpB(Wk2j8ALtr}D0VD*pz$&E+2$P48$i?Zh7+MqXl`c6C?g;;Ni)H@eY9!c8O9RJ3qwj2Wm@6vk& z^)vQ-PK$jGv65r-A=r!=#q~;ZaI!opalAzDb|MlB{oO`lqYBlgk8CPCi#t3Xp@_KE z36mJu+@R|lEFgTLY<<{I88eo_C6h{A)eQgz8hC2N+YXY{UsYywXxL;Cm?F#8rLmHv zH~8l$-uLD+et*X#z|?S=b&R2btiIsy4Rt!AO1_ag-b7`;>iQc6!;U<%Y?o`~+k^U3 zt`+>lIB#dZApLb2NrzuF_zZkr9}2KeAz;0=;C3S0JnyOpwq;cNE!0ofp0gw zu?r^0*y=(w3zx<&+}Nb^b{zG`p^y?|4uh;&)E*q3H=|Fl!$K zKo0%dK5~8Q_B+3K9m3bXb}tSts_Nbja?!v98Q^U?4;|A{*!vYFF8 z{7Fhmi3-{c{vsRm1g2{Q+RD-7kVoT_hvO83JtGj4&0oY@R&ue&*O9c!#h$MqBmduaUDSNgS658srv18AHe=1Yk8ulxlww(K$zhr2vFd4x@biDW)jkIs!kL0u*x zALdzKee`#NuCr1W5ux>uu5%a@Bf2WY@;MeJIh*c3d6h-wW=}of$Q;07`7R~0Jpxm# zvK{bcfNG>!!S9SJ-$R9e3tSTci7#@#piO9WbaDPH)nz~aF)=49S`_PhNZd-x5HaD~ zc7IDFwb+TbKu8J?I;g<18@u?7MF0Ry3Vc3)qn}I?fKkvFHJI8Mg!u>@0jrX%Qqw)3 zQkrGj6_`!V^QuYuNrj2uLq+fezf5&Gp>e_wb#-mTamwqiB%&PYv`U?HJjAkxUD>II^d0S* z455;`z{`Ar``}1L|9PWOu8<^>RaMDtp*1eUjhh)>_WdErAE-~kG;lFUX4@6!pUenz z@~_DH&w1lhv`>p98UH{dw4+gaZ88p-*5{}?waRC@l=CEymGM=&l<}tPxZ{(vOI&!e zXeMfc_?pc9TSP4B>%JW9p6@Qrd`E#XDLHwl?K&)(*X_!eV0$&lPsaLZ8f!2o!Eez7 zRiB@Wiq^v2$9K@GVv!3y^H!bMzjeGJIOwNnq+RJ^VCTAPHu_;hLBrS~@eSW&!DXZB3a|dP+#6hqnzq<5 z*yJScV>Ame{MOe4GpuAra%Bnzg4%IDfZJY5 zUEQONk!J>9xm|VN#geV7MluIEYk;y58;&5tQT=Lem23fbDMTtK* zi13K#HJw@QG-@|A?k%cYf}>>A8+@BflvfW<28rEXTB)X|mYCZov;;|h2!cUZ=kvpK z4^Q6{2U;25&86>{Kf3b$FOQ_umf#BFMSc0qdrX*v^{4jGxw9D7bckWSg7hb)Z-BH~ zDwe{*eoJyFa8Bnh9T{{xSp3gJy0kOnviI$YfXB^U0X$k06%ih~^w-?4Z7MQ`7ljl^ z?Mc2wvTP7*h)tNH-=QoXf1ltKEw;7lQ%63MDk3`RV{D^EITxfogf5M8-dhy*2BEcO zir?nW^c$w9jnQu)rLPgc@@GCiZv>KOheURjZD`St>4a%aWbK^vp$uN!u|xB5DG!)` zfwY(JTZ1giplpvHU-<774i_oX1 zux2rz1K)~%kIWA(^7!U;|Ie{nY3f4-ofJLImH zXi#@w(;)Vsi;(0A9C{@XZ`lK?AivwWr~d)Z9ijQRWEQ>Fs!x)HyYGKJMFX+GGToFplYEMe2`d|hO_lEnzjh-45zyU9G6nDrHuDG|PTEeLQ|oM-@- z>$ik3Dw|KqY_K{3E++zxZ@iGOzk<7RkZDb`)+rh*7E}78CHp_!X%GWg{|v?IjtI#w zIb)aJ1Bb&1lVo3M6C81OA_TC0R~<=QSXp_{(ya-7Z+)hOqOqZQa%o#=EndEHay&8sfrc# zg2tdV6-8r6e~=Rnu56N2Uh4^e2pvh zLtGT!6XTgl>6256=%b!x#*+w|@!omP@m+{3N;A$g47Zm)7SvT$Vuz1o6jCm6w9*nf z$|m)EmJ97nY5E{)8J3VM~Iq;Qv|4)l_Gb#q6j zA!z_v1<2CBX@=UGO^xMc!P62d(4VNL9qHqolQ?H~49mQ-QfszOMyXRVm+Z*f8XTyD z;oVHJJ@EuPu9WUK9q{11%>-QZ7{s&LG}Qz&H2mk&i!+SwdqeB7?k#1)XUd$7QYcDy zHgq)$W{8v8$+8_|k?}G`@C8D^GGtO1`WrP?nn~%yfkpnQf#I;BDo4&&h%Ghq(HH$G(y(VG*g)sei)`6O zUN?e0Xb5_2m&To$p42|3i@)R8)KxL|^zht)s3f$RQ5ufR zc}MjX^m$1YmetBhN};v<;dnC}7I|E!US~z8?kkA;U4kez=?0qqtL;+w3sRG~Euv$lshj7P80N$nm;(T+QooDG0EH=&(aMFia-wZCCH zT%gnKSrlj^HyrkBWhC=B|A0VJMX@N;zKKY7r(zig zmpVQ=XAI5$9>a!r8F?M%t?Um%Hx_(~(pc2Nu6{8xls>oEHSu+!qu$Svi;QJUnpE=a zf^=wDo(fhYg*wL|RQnuE8or8Yi?9Dfmq6zcp-bGV)X`TC2f@H zK(0!AH_4S8M|X-Q=;k(u9~GA?oIqYW1Xkf2D-_S&gMb3XGtZ=Zhwz_ zJ>H2?|9p%cgZ+$I`Rv3g74~!%4r8;UX|AOMS}e&`@!`VYZxh>#j(@D389xZWJEFwt z4uX7>^WSjY*~BWyNaM)L&b$fnmT5i%?sd?ZUTpTm4&%hp#|E;G@j7M!m-)Yvuy_D& zvrJ|A53m$`Dv@m+8NVw-u?Lan`Or7yrS3ZqS})k)`rr|B#lT| z5CTvpBzNoeS~~bfySMbw`}&PeqXK-BZhq0j0e`bMNtyBksTlBUN~1`1=Eui`cB7Ua z_$Aw_o{vz8mq@PUXx|rcRB)q$%iDJv;?KtYakcPQAKbX(-|l`kHijp+?ejl=>l4#< zha{;o33pTE;$H{g|Ke$Yo&nfM`-wb~8frvzJd};2q&T84Jn|{Ax_z z*5>U>CV-K`{47-HKcJpQ(2m677wAjZw+nl3AC77Lf_Bh093Vft>8x!H8dc_VQ3mR~ z1iF)XJemc7E{@J9(oTC_01(54{{?^F&S{X2XM&A}KRbs^Qaa4$k(8zkUbLIsSZK5M6T@i0~KXh{uQGKyMd8=+&fxFZO6J6G6D zs|@3ShT|3#RbR5bP0)PhM}xz@b!h~$0fevAT0xhIq{T4&((*GM0{|v zH@R;@jW>*(Lypj?HP#u1eAKUtV9Q{H)y?QNE_HWl?Z**vY_X*6iE%pvVUaklS5?*mdHd?0M&Cq-S3 zjT<6eH8a}JJ=ucLV{bjLvL&`}o;kFs{np&RC?5R8h_m_2ZG~mdcl_9*S_%f(0Pv6q z$hjRD$2}#xjndgmlF0+X#A+2$qHaiV{7*9k}}C zI(r5lG=G<*TL~0nz6qVp4FopxF3QvR|MqpiPkzF*YV3DZW=BFX1N2SkoFIG?sn=gG zaW;SZi{!{GeLhDc)yF({9Dy^!{-9;r;{RiFQWWzL#1{+FZWNhdXh6PF7zcm6P2l1U z=HkSSXK)+R;)SUKP=R()&VeQdBV}>m^#P98Q@C+nrz+Fr++D;bCTw7>kKI7hB@Y=# zPa(Y72On&`=je=lIib{8d|8gB-Qa2+ac%6rd42b_3GhH@;@~Q{;^*(@KT%>gY45+G z&_AsoH^VLFo+p?^4<7;o08RO2tz>Nvw!Eys?1w6tU_I{6@hCZ%v1nBb4WVtPLw52w?B}*FtE}^ALg#e%LAGH z87^v?PNz8;9Be;SMEYtrCZR}fRwuB%dAGvl2cfN#xv_m`1{!iVf~{%Q^Y)78q5%C4 zT?&B)_PkNxnJkl@_z577q+GkmU6zt3_KUxL!ke=Dh&nJr`@K>i7yYoWf4`mnQoCwT zpS8@q6NgLNeJr5|i>FPwD$XbnhJ-(D+Z2CfuJ)|kGmSLgrJg~3QIeR|)~CqeDNNXG zTB4#R^I9h0P=;A#_LG#^;;Icfbh{_wDlS7a=xe0J=ZEecpHYzZJAPJdx?JAwX-!g= zZ990hzZ0zYFuUeCRvl=w`-bp^(IkqWxJp9l-+zxwhcYfZb*ReZv9WM^ zHfjbWLf1SQaBBX$|K`dgHyG5SEz)oTc$Dkd{!KQoDuynO%w!p4i1O)Ja~??;$EP zEScb?e=%=^u$;5Oe46;TPg1QS^I!J6;+rIBssewIFf|gv<1F)Zll>|4K)e4**#zK~ zeM{s!YK8Y*4l1dTWA^c#%>pX4p7Uo3^m@6#e8vuqG?dF>m_`q6Wsp|_0#Fc!Y4Y9w z0DRXj%cX9*UeUZSs>tpO`wXR?K`}5lk20$eJe}7I{lH&%Zf&V}0Dhqay-eF&`^k^sqw7R1}stSZtldefJ1uxXL11tKUsZO!IOc;k6Ww|TqjdpSzixMk*b_!^<6jG6B0zMWn(kO9 z3Duu83q#lE+3pUb^YfHMAYbZT7{JN)s={e2G(EK?*JuC2gGJekXHSigEK?WUv8|mf z{rY^A_Ezw#$JR6SQQHi2UauB&+HY{JH@!jma@(|+eD*9|5lkAcs7TQMg> zomFZNYh9{8L%yRG4Wh-&DN#Md&ijS^$Tim-#H-zvH_YA>zUq| zzsiL&F-ORG9G4}oK|Gm;jTSwT>(3*089CX^1P$YjHo{L`*-Nd)y zVD3d;B|?twiW-4uHb3rkqpm8E6nvNN%7TL0ROYoE5-a%{{SRDAJ-uPO^IaY3xqk4q zWO4P&Q5tsK^@)8JH3h3QlF~2`5GG(0p2(ley$bt~sB5x(mF?kIuO)AG4^?`7bTaiI zOA)cfLTi{x;Gt9;(1YU`+*E{`G7u!mf4Gfu#50Nt{i@js>R@$X6@vl>+G~m^MqrVG z!^lwx^#xf&q*%Cf3!civ7+LfxUKLpk`(hhjLU*1Al!8E|gai9##gb-fwgdWk+-Hmm zVQ)U{#_e7Zrx}5XGcf-xkwvLu`)2PV}?6<>k{jA1#v?hQ1AyPYK6D z-0{%up(cY=_VDvND-Yu*3$bi=Ov7d8m;~R8|v)5E+gee0@fPf=P-fmu3ud3wf^hd4;ANcpXr~vxEcY|S5w7?yU zx`q6C&v&494^Qu4RCG+F*oaAF`wh!^^QfDv`VlAAP_T!MWb~FhUF!2G9hy$z_)9+_ zd&6KY^ILdyRzYy;wsZMWC@`bnlOv%A-G_eG;W^BjTt`-_#y}zMvkx|SGJ2>&%Geg? zov~~<6<;b;Pvj+d;{;n7_}TxN%w~4Cgm4Jb7)wL5ExWS*0f;^imKo-y`H`y4Ck+W#Eb{Es==w~<%vX?&Ml~++Q+uGbXSClmTqRP(71qoYi}i?6-sM(l z2k+i&34AkBa@npFC3={qVjxH&I)}08Uwa=tGCLkcuwh#=x`k(F(HwbpV*}# zhgP!hQN^_UZ&4}iV*tzN9V2-ME}48E<9IX(3%}t4Q*GfEb(sNTd2}eJDlkZ3z)rFZ zaamHj>@V#qr!4jPQeUg)Fq>r~noU7tt+y}l_2qXZ3X@NzebaU5WDOaI4`lntQ<;4Q z-M5kT52Ns<3tkAcUkszz&%HebRsao{JC@Rgl^|pejN?@A*B)&6ox1V1Ct)kfIthKaR2sl+$@hG8`v+Ix_v%!_P?$_3&PeV0kxu%Bt z;QOW&amob(gTh+Ey}>hc7!Xp<7)Q6p+{mq1UuYqkc4IXZ1r;PT^M5vuuApcIyl`$ug zy(AW!03ZLaQ^LX~K|+DMik7sV?&nH#`x)MDr6CU7l%bJUTPrDC*VOv9vT{uS@>UwdJ)jnA33ac9H2gNl{1dvwhbuBIV_G*uS5vP?Jg8^+NHaY%j zPl%*qEpn^?PkMXJU#)l+^9{8DNPmN22{YT5bmC3Tu7U=mjF9jv3z@22?Ju=HKs}Of zZtU^Ll>~SxI7NXusfsFxLc{dSFz9pBY1Bg1s93qk8}3jOS0?_K-)IM7X+}b|tzJg6 zPp$(+VeO{vc1>y3vt=4`vfj=He~HT=V_* zbbIW}6W$DaT(9jwKeI>aqh#>)DaFUa&;@dwA+mDDq4)t+g#_5PF2BOx0Hb!x(uJyW zTa2QH9dZjAoj^-d;6DInuM=Vtss-xsXQ+EufRECs%G~Q)x`zoxqp=}Oa~KVH8+=%m z`t~ZfX~-;>T0VS00$pYF_!+S%DWt?G-rw7=n*s+uw|De-{2A{#HdP{%EjbsxX*giW z`y9BvQV zqKyv=Pr9lrixuWlfo)p*z%z?tC?i~He-`pmAsNgrA}-8nZw4_(%2ZDN96xt6_2IYM zj>7@`?^7vM-P&2jD;%wxNf+%>Njcb6cST3$Um;&DHLr0SUCW`WnmudEE8{g}`{F+o z0`R%(2C#egNb!^A$i~t1LfBgw26`Ok>+-^~+~0GzGejv;SVNwK1r5A0T)mlz^elb) zgY|QD+{8sJnh$ki3M`=JfjPgD&dp$ z4G5^2^&4b&qnvojba%rL1-?8!^AVLn8|1w9 ztmC+-{t-(Og#T=;lu5iukJ0X%H-5IhrBWbq$P-^`h5OnZ%v2!BgtL|>#MnzvFHq3LN8c$Fg`#NEUu*a*-RkwEp$3|u}_HR zVpbtH9xMCsLYZ_&CX{w-!K_ppyvo1b`yYTpVnZ(cr8fqB%>Czus@omFX(S??2pI3AwUa=w-!pmD=m0)Hu;oQpATg)a;@V5lewgOPc2bC&kl`-x# z#*d#lz|?^doqv2d(MdY(WU!t|ny3G$a{0x#KYDQVCvyvK>U zmPwj8BlXbDaP}k^xUVyZ(~7}U!w^~1*_80iX!DNG){l0-cZW0&H80&ou^FfGBK~bS zO&J>cCG=M-!B`vrn$65KjO~=geV02Ekzt+W@kl|*x5#?=fB(YNK=L%q=!9Yk?fKoW z^rY#Ey4k}L`QuR5reGefh169{VLfPB1B|5>6k1F{wlx3Veh4s|xR{aRwgL6;by%#- z*NC|adI#h31v3#co!;d|F#I{Oj@Rv3<%21^JD zNa#8m>?54aIUBRRERi%Ec2EB@ObZx=Rh$W3s;#-a zlcG3Om6+0%+0t!-Ggm{*yG%`DoZgo+ydROXf|`W-IF7mbO;eVH5HZMzO2HsP2!ybTkL zo!*tY-|(DOHf~+CeqP^sk{P%cz0J%TL-ZZ5;<_Ua>a8e0Hl_$eBk{l;@q=#;Ox{fW z_;cvSg5WS}+nwvf`*+*}0}*ga#30`Pyp z;8hbuQvOojd>$+@mQPFccLeW~*;NcURncSWu%}F*P{l#w3lw|}4mnY;8{^yK$sznr zRd44P;Cz+(iI$-!WxlHYgQsyLP{p;a4GB6CFlJww3Dt2pXk0gfnf2@FUm5&9sDICn zfD85mu=?Gi3E*_ecRQDM68h1Q|9}#257woC$$yhSA95f3npZgdAW-n~^iH>LLQaPM zX%ryx=tC6iRT}9ZDw zb*S5t&fX-4c|e#L%g4vcD=?CcJ4q;fpBD*PlfSvo+PK+;dVBn4v}TQYi&6GO=np0l zi(v9$+M*4lbPG1JGAAYKCt9-hB8=sk7Tb5Ms-g`hIBCWa7V%b#?j7e7{fxVG{{hr% zH1s`7r<~0D$oZp`=enAYFX|QiA?#tDF6%@0%Bv6#ivI>od-}^kpm8dh zw5Giww=4hpO*%~RPT|@^elQ;@8P(1n-1l=hNoA-NS@W1@ibMJA95;eIYO|+xqX4rq zxRwD3!{2B?;L}Wb%QTjpdH?-3r-CreDqXi;M|K}yaYAA`2zp*mS+4Z!AC`Do5g*KJ zSS!q%bjutjIUis7e1z5~ViWjJS^v3XZi@~bF2%c>4W#;k1r- z_DNcH1MQ9i3RV{I0;Lw4hE4~_u#Hqj+4cTA(#%?3`l3-{=5d$rEoaO-=w19qhE(Q1 z8PrEQnYA^S3kaGUWQAYI%X;f69BbePTM4a7m9vG1jaeE`-*D?Sc!_%cA0UUtn&SEN zG1rnCSQ!Ssf5i%jDjFNQ-$~dU3E?nW1VcS8=h){B2P@?RWg|~{Hf}VfY8WI58};_> zWDRkLvV@Z={N;T=7nzrF5%ZWMa-Hilp}@bVf}2<-Oix61Fc@?qKDkZ{6Rh6rucHhr z%avFl2IiEnhyEnxQ^p_u2iUFB1NQ07zx7*=XLt??kN?j9gB+2}4*vs!PTL>oANHIh z`rdbEy{p5~r)r~5sF;{YFxO@bNE3iffj*LWFVk_N4Vk&?y7iJp6$XeJrSojrafM;@&nBeRd2|3br4cj^ z)k6y|hLvx#!UU)2&U(aO{t3@`zrkAhBUMMBS;koMI4QM^EK%#Lyu>n>gwX={ESf(J zvu_zI@nl!}JT)lIN!0V!66WDdOj1hy7b^ITWBgQa@+hK5|Ip|^Kr77u#TU&iZM3{* zMfmAO0jCBQS!^0;;`YKB341a)l8U|sJ0c=jz_oYzu1jkt!@sX|8~7rTQ8xukP^vXG zP3cYYG|L9Q;r|{T-6nD#Z!`M)7qM1PQSD)#_@S*Y0v>*!kx~MnYsJX3#*L^-EH~E& zOVBN~RA)`xdU(D$ymoky`=R#yPDJL_-n>t=Tr9FI;D%#AN^}1sy05t_mzVQ`1sEpR zDcSTWK?wox0*KA{VfdYt1dIZb@1v6iT2I_U648YjxZhi@2xmzcOl;%jKFX#oB|b{- zW_xQryXb5Ik=d^B`4RrMj@aaH(g;#m_KPL78${j}r$UcOl1I-=7&9 zq6km)*bsC0Xn3&H2gBm<$QypUEcPZ%Mnhjf9G)WbPOB>H0zGQ^Nqa|bTo+10wxDbo zM}3mr-$sZ%JB94*^0rsD5s7IMMmqsIuDC!xT;7LA2C0oqsBYQ|t-q$Qqztx9$ot*T zqyK>afFWh?l-+Jv9o&ta3jHxfGZ@)Kjn-V%gCZlWiZFRBqOrysEN<@;t2*+Y8B}#K zYz-3JqqwE;zAz5;4G>R{pwjmOmf!u)v9aI^PwqKUTFKusAY|(I7s=LCgY+jpMqmY5 zgNIyLk56@QNRqF3?dVTN;ot#`mLT#(0&JtwdE347CZUa8Kd$tntm}LxEx?@FC``B5 zN~t}CR6yZ@XTa1*m1#6JH)@(~lKlY}ms?|0|Ra?|->H0pN=ZEM16YkgRzOMVa&i8p7 zQ1-vbP*pb$<$tQHHW7S_)4hC5&PA<8W`^11AsN64<)d9Epw?M+JHv5r2&;a|sR!A; zPcC9dKFF1uyx>y zoAPLKv#L<;U(<*!GYp38jKvdmw;!?L;%xFCtI*lh#jj*dm|-}JjAn3_rUxURDD{K* zFZ`p-%4dY&2lwWgRer>1h9Jq8zYSuGrG}NK2kAcBq>==87W_yxjGrg>Mv-!Y9P*)l zY~n=JRk6=Z<-XiE6ThAJZ+^YF9bRhR% z(a;1&u`}u>9Cr0?qF{WN{~OO;Y-+ zRF6lOyd~NbjA?9_P4O+)4WGV_(BDJYT&yoYWTh53=)aEyh5D#R{xIqv{Lew`Rc_<6 zMnEU@s)p1R=fs~BN@8NMiJdxkl$*7=2^1I=nCT)Y2+U=!3JIg1NnhvNFPLt#VwK-M z^L&DOV>ylXEgb}nhU^azrC|s0*TH$K@x@%1ZrzW5hpc?MoU{6_cqG;nh}6)WPVSfY zMsQo?BD#)#TNVG+LYE*shR7ppzfuGwFh;-WVSQ_RpkIA$uK0>2`7d1Bq4Z1rg;)`O z9&h_e*;YU*9XR(I5McA^S7~w2Lj8C+LdjvJbzJQqw#Jgq@v+YD4S?y>S6vyOSQeTb zpmE`V-C&C%tcG~=6x18L&#H_{o6Hn9ca@MEmiS?Y_&|(!Qb42 zmNMs;L(V9rS&6<@=!kgRm4)?9J`cI~=n2uD-NUT4I|+*GF&9;+Wo+u<%W2r=S))7? zj<|?lW?ue#*^^y3cQ$G5=cAPn*}vz$Cfc+t82!;v`>Xa)on(1iuA649jW(+2ziSBL zsD`Fm>MiNu^_J<}(lhs19#a##(PIB~eEY1JlQg+@~c=WI~!p|6O5Fp)X1 z{mh>?+8TNV*5jzr#%letHWsUuh3C!s$qvl&Uw$SUuimSZ0{boAW{7?@jXgg-T+m1U z;V}6xNkGDg0%n?&{K*+fz_bd#%C&SLJW4R-F6)`oc;b}q2p3RwnSeiouKNM;X|k1; zMEGS(FRmNZm8?#&PR-fko|-J=ivEHgAD?h?V#hE-6`}fr`GuTu{-EbHF`GtZYu_&C zF>bwF*1u zCbQHS7hvo^Rh{jT6x(0)c0XX;=ae<0L~}iCfPQkTI%m#psbB#tr&;Y9zFJUGpH-}fKv77g3aOsU#}RTypR9( zy?Ev(en@SufIVMP3ajS|y*ZZAeWv%xpbLs{nVp%3iNVd`y&(Gp_wkL9xkIX%&&RKf14&#{OqCQH?M>0ky|4)c|$n+t+Zd{pVA z!P2C8tK!)(1t@Q5wxz#3wzA35M@gunU__MW*lyiJ7Mdw4G^G=I0RJlfQ7$}V-+E!X zt`&5IDqwA+WXDVQs8ZGvHGMDpr0FNEvOt-(y3?LPo$&hm7W`7WN-%SWDHY6PDTA>N=>AO+DO=^eebEc3TyVqq1h?DFi{4qGh#OI%e~@&UZp)(IS$P0W zvyy^=*;N36^UM<@?eK=zv3iv-axqsl20+~|?!I(a@?6Z*T3C9jWbU&cz65KHM2+=< z_EeC@%{!5Tk;qi5KhE#)EjW|fm7a}T~wlKM&TVj0eMc+vb2@e!YQh2l+5qy@1TqsFt*`Tj>TO8upNOo*6&%Fre7CZ-b{ z($N_Mh2gu3gk21pf^=IGk-QUpsH^8bK_^I(7p&zGg3Ff)2c!E{zU$wXjzsP<*|mkI z*7dTQyFXV~uqSQQ4j-ke7n1}=URN0y40M_IpbJm?RzmzkM>0e9if&Uv8g@ay_D^p4 zq_9N*TmRWB(+_#M4q2D=UJmYLR%KObY5D*|)YKn5NCI3@+xDjLt7}LwR`b38Gd2n^ z=)Y=lF^9T)0$h=#LNK^Qzzl?=$CN%iU~PGQWoWY5$$j^1DV)_B*_zPg=kQ`qFIJGD z3RDS2V;+@>A$$O-FNn-JyK-#3laGuWbll}OQ(S>Urij0&FuXPrlZJ0g1OIG3(O55n;_PNzj+Pp#0vnE z$5L`Pwwm>v03`#gxn@eebG0NPHVnt5ua}dZVaJ0d9T_)z({9-rRpM0gD^u&l12f7! zNgxF9Le9v8Cl$=+GAr6e&)fRkzw(6qBN=ioAQ9^$BwY<9zo{Kz-k(6RQ7$-`{T(m> zmnKvc$)+(!79uaUitCI1&I)!|IA31?q5=9#?^c+NxY(3zr|@?33L@p8721Xwv3TjQ zaAzR{b~IZD;Y(VxrB!x(q6SFG4!ojYx82J~$9Ha-(nz-pg0 ztpF3rW?`~xt;837X}ledwf`&Y=U!ny@)$pW+u#h~qxD`>?uFLbIHOU7B~90uZWHvE z0RYn6=RJ7>Ej6V}N&{O;S@uE7$k9**x-^hLk(82L7 znYCm5V)G{2a*V{|C|SR{;4medk?P8z$mX}47JI+uk-acMLGqQd51r$^3g z$A~K7Tk)o!HAW_YU~$ug?7rlWF?8lR%>+eRNS&Y0B>FqAMlfP}^K$u;7E z9#I_qO>OqalZe+wLQC^4GC15lIopwN@!QhPmF#UYRUf(Lc`H+#o=^N2$XJUP{~%>Q z&9;}rMoJ~6z52IAc0T6s<|k+%^6sP84J{VoP?O(pU*|}zBJc9;|CX~N=}JXhMPBs{ zT1?zS|Kxhw79qum*B3D@co51xaKm+z$-Le9^mhF>!LX&NaOJgPCdn>;su>~baUPK>j zi!g1m5tKLAB%7y^9;SiejvaChpQ>RH>40;m@livH+S_|rtC*WM2 zd99jLjD#T=Tw`%J(^w;R^u|Y10TlS!!BMr%dZUXAUG57* zQan}ahL9&;``o2FRgy$(hV_zUD(KDg^MVCzNHw)t7%-l}3w76O7?ry}5Ata4#EAPi zNqq2SOs#c>ANM6Sf~|I;y9A?JqS^Eo9V}%$%W4pEtv&5LFVg$R3S2T*D)+BM*MJSN z*m?fd-lj0e^z2;tZIn|D^v$`}OJQk<_~BR@LbioHlSZ1;ubEQgu~K^IB=$9gyrmP^qvgeGR4ML?sw(t_Um-fpaQm3z(*4(rFR>;21vrzEmzb5;S z`lRem9k8p3r%`*VAt!z=ColC8ki`eGdmMc2kf@1wiLT-()D$EmW?{L5j@b~Rbj_4VRU;D86|vW-S{IoU-$ z_2JHgV&dc#y^O}@*Hcp3@(}-8*z?<{eY#KF+mkz#XW7InIle!Oe|whf;7}2TMhU~w zLiI-Qq>lSI4&=9~l}DJkC%uOqT*+)>tQ$8ub{3_P&O_7c0aD?O3{$Yj3u#gkM<=-Hd#kml4-$^S)(Nza6uecMek8h}8>nCtbe)RIg9 z1F9srE=K(3t$>HQpnGdJi|VtKy-+n-OY__{NWLrJ$x~eX#a*|4MF8jJYTZ3ut7f9W zKkuZV9^=l`klaD=faLsY2aK89rUQoacr(QU;svnDXes_4Yoty>h;E~rs5@O21g}ge zsy^*4c~uzfU7DW&(OGWda$ZoW;Nfzy+oE2QA!NEVO+;bLQ-KSIX^Ma?KL6j2(F^Ad zjgxvweD2=TLy$##FoE!U1*~@|!&z>5;6_F61_SVCzz=gl+J1{i=bO{JrBz*+5-Fq| zdYC&_dLZU1aF)$UN?h=?*QMEq3waW7EN~VDH?H+OO#niKl_i<@>gG~g76St)wZRW+ z@ZCW~D0ua?ZjmpYaM>H&A$jidjqrlMzP#H}5iGD`YVCXQ&?#K%n!W_6&bx#B5xwE; zMl0npvmnB8f=|O51t##ZCMZ2B!NUKwG9n|XiRDlWZ~nfe0u5>^oIMuQEYlkT8aPE5 zRGCZpX<8wFCHbp7Kv=(p}}C3|VwpS!etaE>Pl-MF_Ud z={>S(t&BrV?~N#5NpF2%Z5^GS6MPh&CA2?%IOg>boaCMYVam>JKhFI|w7(xAe?E=% zaX)#!Kn?}A_zPJtek>A_#HZME>k4&uwB;WC)1Q9+;*0OCbY=hWP^Y1HoTvT$X}sa# zjUAYzmT1Qm@v34;?E8_jd3mZtw1YyGZVek-aR)eDK@ zl+lq`0R*--*;?l$6pT;9R-0xMs_1J#yNkWglTEXbR$o}K8MZqF%n#y_|W}j42Q}L z^Flf4gk>%)aHVQ=uGiP^>Fjd|N2MgRF3TN6SzU9RHW1{bb~hu?XYmMT4NLj2S^DpG z6pQU}0jp@y@|)1!HA9UBJ77dIIa?)L<0>&kb#jMkpoTpl4Z>%)+D8!iVHPNqXe)GN zsd=#bW@2E98DZH2pR>QPOlM}Up(k;)n|(Yhi+EuCY*0Z0e_*g`UKH zmGtxPm}NPUEzVG~)7F7GjDHA>Ww`YICH#}*vk_yzh}eZO&n)lkb3lqzA-ROg3Jmk- zyL)M)y5BJP8ReYf(EbH5=AcBm2Qk?C322bKyvY|v7dp(B!y-R2Fr3~Dl5UJm^d=)D6z$TybN+>4akd7Y z6TTAI{t$=oP8kvYz*GkR_3DZrX7@ZY|Y$f)Qu zsdmX!q^Qwr!vST}PXH-}K|ZRiD}>7OPLH)vAuqz<=~ggQGdiqw_e>II3xu+8MWG^Y zBUtDkw^w8=qXGC(BPs+*2VU$k9+(uU^0Nwj0Ehb+M6T#mg&Gu0RHuLh8RPbNOKP zuV+F>3Mwqn;gY|Q$M6=eV2HN^MGr{o4r@2|5fRu&aV=~7=Xye;St9y#{|7MKgoSdO znb-4Z-;L!uB7jH9ZYS2Z0MoPbGuHJ5T#Pv`MTR^}KS|!z{5{=sTZKogTrEI=c@3b( z_*a|ar~+_R;}XX|(-1PUNchzG{EdE+jJmgrv|}PosA-uBvmSg>K&};k4KK$inzbVt zx^1i{7Hxf!B}^yVXVIEP5BkB3oI;L<>#!F#WN(l&K4nywNxN{S$dxD|Mlb%U&?1{lex9X_lpRCD3DL zizgW2S<~2stKoXSyhmzcVo8iMa(oMd%Z+L=2VzL>d!7>Q^5lm4>%Hk9b$58Xj-sfG zK%;RRYzs5@EXiZy9UaOPyCR(jcFeBWc8%=w(BmuQ1^wDv`zR%T`s(6uC~Tw%v4gdo zD{uyVGLhs$L(bisOJP=!tHk=-C3H2H6rSp_OK>UZ^X3o&G%T-6<{qdGupkYaCDdG= zEFc2)%>Ky!iv@tBm^pu|4_S7enb#kb4N}`s zR<5@8-WErv;oS`lU*!gI8r6k$7QPkBDu!xKv5HlCaPSI46UE0e`L}lz51O7ausNY^ zh=!1mB}lZaislcU%TysDP^g@tSZ~k6oMyHGsEh84!&T<-W1x@j{{X36ir-H?F_8fi z#GXgkoXIgF8#j|gIU)s5KpxFoWw;!kSu*%^8FTcsr`wkhFrgfK3kcm+z@wdoU`8qYer0EBm zz4PPj>xx)UO3xBtl;u;+lI4e(hkCR1 zpqxqGjvooYRjh)#d4%3cc|j;!_@9+w8Zz2s)qQa-a!hnW*4txNV!V;qj4K)KnaYxQo_Ylv&*=!0zHSGTiTcdLukCN zJ~M1DNXoq8^O70GLZL5zPZaXoKXF{QkJ{&8H*uocqUO5PD7QRYyw?h8jgn$Nqwa24 zIql=i=opr?z{{b$a)w9IqP?p3B+F()XV<>AluL&~lMOs+{U?urElGR?$igteOy(|qX(lR-YaHL=QmR7R?S9Qy=P z-0-fkK2Wi#!`UrVgi8iN*g#(3uQ>#qp-G(6C5ZCms(L#kXcNaRZg;>GL3jkY7CL{^ zOmtL%*-?>`_s1o#-V0Nq*(Q1r?x4gHZz+bCVp?5jw7EuLu>L{<8-B4<^h}6o+q0Fv zVeBd())7NP#K%e;#1g*0%%RwU zw}4mPsiR3HMkmEg$10uQq`Pr^!njdgY7?7*49%kl*xc-g;FeI=P zi2LiI4t&oulq>WdeIQ(3p+BxO1+6DUp9Jet+6})Ft~GU!JRF895*n&NR&I!N0_Q0 zfvNnPm*GzA&v&?W2GRpw0?xd?$;n`ZRMQd$I3UVN?PSw+C|M?d_ctX)0KpngJmfNa zo>1P8oiT(zw#fg=9!Ubf60;W+ERvhed{kMrek#QJCHD(?0gZ?w{m}|jCZpjKG6xyw z3=Y-|0O#pO9c*+gxL1x(t_-je4+KbIC0lVmn6j4;i>NGko?7x%ND8^}8u&5UpU3Yw z@-8-upH1jR;v!#?)7EMtLII>tke1ma;uN4I$}vF5@Kob$+8+O8M-(6_M}53Dn0Pjk z#Va$h!I|u&>{V_n{o71PmwRFFZ=?% zPi^_n#9e`iDm5eMCKKr{ApQ_8Ixg?Lb9&717^o$+RC_Rs(}Xua>jZe$%8j z{fUlVse^Mn$zks$t> zb4s`WE7S0sdT+?Huv-((IZ7Vw*G(s^3-(PKh@DRL)HYTc( zVu??D!lg^*6% zJQ)4k3+UqT+Q2DP%XD;C$3Zm?6_6j^Hvo;Kk3sZ15DgE)P-@bBO#Lalg;^&;_B;nO zx%FOCgvZ?GE7Pv6M%o9)Xb_SYs>M>^J>h~j7bQ3OVt@b)uo}i! z|5Ez*8bZ@q$z*LKTB+q4-SYONKrX3hG7}{JX+n0Y2mMpa&6ns&4JmHhviEH~PF-N@ z`0}__QLKz*#CJ}X9gVyr_=Lc5RM|V)ayhDd_=xNVi#M(!l+-n08s+s#snuhj9vGU8 zn#-jQ*kbdTZVc6C&L<^Xc!28ip|YLG*4SMN{`DXgx&QzvtJe0w z*t%LjRS`lq2v5wprP>);rzP2>c$~$_oJ@+n+)Bk`!Er$)pydqz-Or_?EoQip_-rYD zW;r{=w)1b!h+i)JtP-$q(A71<8s1Y?9ar~UwR+Y4ZUls6QEatC$3WQYKHctB;qcgU)=<4smlH*Hpu90K|L0`K0#np zWwHYZ1G*6unGhdXgsuxEfck!)Q@9Y^9s3Tim1ydib4#}kPbNuOD{Hp!Rrkcq)6!_X zoPX~6%WXQGY=-uVP>|dhVb0){>9%%X-%a41ESny!>C9D#1DD$LT>yjm2}Qj*vz}Ep zPF{C7e@&vqLDB)ZAu%B3)pI4g4HjH@@QFgnVBNQF;W+3IZNm4(5lq$nt(&xsa8lUM z?2R|d;6pGW0i;27Z7sLG6szE!767>Se}IZUI*2Fk)_STjDjMvfmI{jjF(=Bn z9A%TTCuVN)Po9)*H((;9bAw1e42e8o%hKhVe$W2!37NtR!Y$ML6HEZDYk6B75Tx5X zkk)#ld|Ux^0bzJPnr6^SU{6WfTf0&)3quDcS1sQgK=sRz)g|96FRztQ#$=Hy8VM=G zlcLO;4kc>%LGJM>q)bQ0xrpI(L-0{3n=~`3-4~E77Xv&Bnp6{Ft7w6 zOzJbP2cy~Q2Nk{SH}K$1H}emBi)NjmE6VAnDOjph1>9KcH6DY&EB+7A!YV@=YB@IQ zhYP+?Yv2Ncz>FItRh0bt0FPOWo+kDa$IRDgxeK5A_ya24R~$g18tl;af0=!}fDkCF z?s_l991&nE6aR}epq?8FWXG6aF5UvZE4>X?)y+>36;4ri9rn>wGGexWnM)J}k7c8T zBVL>UkXRwnw4W(RCQRz9gK66DJ9w-uSzAP7g=8d_HR+E01RUn7;koK9RG4bkM-c{K zm|(fk%p`!YKD2M5P)-SdB8qdF+KdbUXe_AukS#0pkHOvu%}X87j7^xYSw6r~G8Thk zS=~J^Bn!3XWU|iQWS*XrY|#RA*pMOt;i{eGY0ZzuNne=7-DUeQ0@aM5+RUDBpdQg4 zBYyAMPi{}Il6oV1%P2)Xe<%Nge3o50 ze4rnJi0EwJ%3SfuaoKrBMchA)CF1BXOOdF^3iDu6{{u54^_*ND^Do~{G%C;QYR>(~ z4tyM)Pzut2S`jJA((;-L&76z=bBCXOhjMq}!{wJ>!IlE9RPw0e~vJ zLWG))@Kyie)5${r(@y|Z>Oi=}iGGCJ_j<%BWZG#G1n?7N)4|*yKBw-+ZIm+M0I)5O zxy9{&JiNx0auKoA`BAh$5QLavU{^u(=)Uvkavmf#rbX;J{g$nO)-F6!0Fr6HJL-zaJ>FWBS2 zM@I{Ku~%i?gd>1MtBN;&=Z^ga;C)~|;L2Y#Dl!l2%zmAp82w(R)m%;|Yh9T89BjnF zs@8pkA6u@}^xgd>ET+f4X5A6B;YEWPQzbMgr7we6q;j9;HqR#SSbxQz3>oSJTQr}5 zV%pqtz8XWGoput{>Cl<`=g$~YZ09;{Z^flyfb=0~--Cm+*;ddeZD~%kB6@ zC*tM0v~OmwN@&2_^-N~i#CtL)>#3FW0QjK?h@El0xS#>lBg0C${0-__LoreL*dTXv zV@W-%%voeW2sj>7bSvtRWYx@^uW2r@EZ?{-t2|d^W8hi9;jTnj60Jx)=H$U&G%XO? zqXWaoxqA}e0+C@*NFACySpwSxV7!i`(WgD3F3isMF zHO9KimJc-1y5V*dtjpl8a+tqQ?^sZDmEP>cT)=-p^RLiT;@b7%HtDxY`4$+K;?ggu z*K)1y9K?Bh3!*}608#HI`s3*%SA}M9->0;^T=N1{*q<*8)&uMYrms^d4%KWczZEt6 zhEO2ON+taePibTQ$HxUric#m)iEPNk| zpurZI(bCtf`9FT?AEzpE)_$V<8>4UbS9Db~Hb{$Z0mUf5cb@v2=R* zePS=RZUz^!#It4yDsL-IC4G=QpXu8oC0*Q%>WRqSaMh{`hmFdoWwK8lF&Ew4blV}> zMsOCkDSVf|QOI>|tpNUeaP2NiGOVUCJ{(H7;fjSR51D(E!95&X#-&H(CRv0Z)ywXq zh$qc&3CQlc%q8u(N14&V&bOB9*QTJ`a$p`ah}LS^{Qm$^JSd~;WDso;3>lOt2I-td z(1Mi?A6jSkCL7r9u6~UW=#-Qml>gX>oQx1(<-evCCk^EN&}&n`8HRm+{kAHuZ$}7j zGgDoEeCwOcRpx#bIk_GaO%nPE&{n>~Nv9yRzRI9eheUP3X^@v89jPKU)@dS3&5k?; zd|eBBSNpkyXI!B%r#iW(WWOw0g|27S9x>Pn$uy&vVb{dNa!BQmFt`+F&N{PhR-&b`&=$ycB&ngrUs_;06(!ZAFIF?AE!MxQ6-DDW2x}aIo$=p3 z7;3dQ*V)HL78tH=;p*paICB$-6udRQ z#MNO}{QZ8<0$(Q=&Z8j!^yDfpeNxUVW2B`S^})fK9nV|p{6SQPr(gA6GOy2+C+?P=xhQR$Po3g}gc+_5>*^)TrbgFi5g z@LA4)P|RY+lO1S%NeJLfw^W>{TKg=XYi@tAE*A&YeCcN#UXjSn&)c#n4W}JkgX!8L zKjn+{4r=!v#_tAdB7)p()>>p<+M$A+4ZTV){`MJl6>)QYqNSY98TT$T=PF%16vrxD zac~?XAnEO07wzK!Q@BP4HW+?)}h{y^z8h9<-5Ao^VN@=Mlj-H?E?!7vroTH zkEoCB14?meIkJrxs926ukx6A3t~ zPGOzB!ira~Q+ZT2l6Ulx9!G~{IBhMTFVuo@SvyaX<`lr^V~EB0{eKIN z`&w41m81DLZUeb~Y|&Y#F?kjZsU9D`-||I?7akRjH&n!!*__Xaxn30%EUT-TZW$$m zO>WcrnOqi0bIrSG}lM?`A)X+hdw|-t; zUp5?#^K;sp6Qx+op#bs!0ZQFU6@}a!Uqk8>2A+^dj9(QC z^u1DYN(-Wl{$dL#^JcfcRQ9{%5ni!S?K^xy+0CERzu^A#E*v=HwV^bfiqzytx)c9# zeg=EV25?n4vbgbOcA+iE$cGrDBABElb5U?uIX|pV)b4zjH2?X_kI{t^f*!i^BlcSl zdf2~6m@iMpJ>x20#cuPQ0%#(E>k73cKTzO=xgY3?|Sa=zR~?DwF> zTyx6Dsz?on*rTw$+`Sk4I|(LkR6rWz66}8f`zwG%BYk927gl!DF1_hH@@r3q3ixlE zm7Qg(yI6(#NH{z=X7y*G=KT)Vut2G{#}n}xk;j{A?&S_n4&VzU9=h_9_a$z*g*%_8woRWq$|rX{pQ zLb7YkYY~6(_Cm}_z7pn5@}clROlyhuI@8skNtZB^1ZvibNyPet-MOH*!w}{`R9)Uv zw&|Xu8%FQll~*E*o()8mxMnPW*F%(@!{nRXP?K&To7ZSz+49b)+)`OUo#zPbMDh&j zj9R_tGn@4J=sr5~(lT%0WBIj0UsD1Uo++w{%&l zdNFV5eDgRu_m0)ip)Rar_m#8GG~%Y73KTC0fSM~y;o$ox;NDBD%+Z82ct97h()BC zq~br3S>R@It4r&^yhA%!{ykXlgQ9mCwcnLvmptKvR%mW|W4)388OzjBi*6dP`H+(M zOuRuytE&X^m=S-yGQ3q(`c~ZNuZj2OY~qm@V;qgnOt!#qnTNkd=LLUA|I-@z<>QDa zoQ}9&EsLfW%ZH;M>h5LP(*4>p-5a^0UIYHzZtWY4Ta*CQig|k>;n2HU%g5D5c5s%;VD#O_8y^jOX`&bhk#! z#D6TGF_j_Orl!|J+Mi~o^+c_h7dQ=ZM@(0%f5*Scjioi$w$#Yv|LEs*-QG)F!#8q- zf4L7*w{0sOHVSrZE!Qr1^8qr(+R|QMw(pjG8k|RUFY*7~^S%YM^Ym_soHp)5k~q-S z)V-U@Po3w=OX6p72&9Dlfuq#@>+W#9W<*PEA=5;NQl$A5YH$SrhpC``vUQO+ zRGlX;XqV4(#1U<|nQFx=h^GCrP$89}xQ{IBPGxT-XwJdKm$a`Z3dtAxH$+YNPhEJ1 zOlIXwjB4HE=Ake{BN|4}R&pusY$FE7@|t82*UZ9qX|>tcr0bT%M$*vM4l8m>>J}AD z<$P3b`LqAiUlx^~Hl&8@54jsgmhONI(G1suK!yBC`3e5D{@2nja02J)xHFWT+%n$L2UsxkSi1#6m5Y zjw$eHCdtA?>hU14HH_8Cm*=;BZ8L8{krhvTFs1-e1v{-=zYfy2*D`J2Fq7r=dB~3I z&wPxeG_$mBuqIX;q~ACht+w+uNzqITNQU&a7e;L;{ zFaGo5K!9@flfbpHv(E1YRF#8b-olH++?^50OW$nU*YH7ZwEGfakz2P^Jt$VHKILjT z&Ni6-FH*AUEtYKZ=peKor&bSP+djpzuNrY~wne?e67yYs%pfL}jS5A&UlH+1#YZ2? zz97DeOul!1yieU?fFW@HOb8|4y*fdTQ(d?lmM~O!uh^9(O7on$f8F^$_gMF_TO00< zCRizmhv$&Re@pYnmTJXV4Oy8TD zO#ctCi$j}c_w@^S5m*V5y!n-b&#OXFNU}OBx_w^(Qs`3J)8|g=DbK}*-wrj+roM_+iN|+HHe00ZXx!2^H1=qO58sSs-biCGo98!^JWCmN#Mjy zA8XGDYJ{|dgkqmhU8!unpS_XbHR4#|GLG%qkc;nwSu0M&!Kz@y@Z*m@JffB$M`$3= zj84Ql>nP3k%?lagrEM%FW4l1^`Y3iS;)X(HEX9qSaqa4D)y7XQn8^d#s zt)c7nt|ZB=mRGH=>25Ns#=|8X!|}LKyZGQ*W~|`3mJOo~>&vWpe*}HEBfbfw9XCop zs?NXq=3HVkcm21yPl6GC`;wDE^DfGO8`C~4aQRy*29Zhme&)%koO10^$@85u69b(m2L2c6t`npg=a`i)?PlbMQ^y zBg>2wWFq1?*BL?Lbt`nQIyfV>4U<#Re|Gv!>q}tjZ+;8&!^kLmfNUF*_6T4XW z5&hsp^A^*C?{4NHw%kfO%}Vb4KRt+}(HSx$Bcsf)w=8}(S0lgJCJvqFxn^l2NycWp zFrjqu&GoynI;n?OWD1w<{s5iE$O%_HWB8!Ux)`4i+a%cm?!D$uro-j)bB7d=)I5f* zuRI}l%GQDFb*5Zp%k$)0@RPovuYI^htqVur#NzqRb3d_qP zlW%RWh!3Cs(iZ0r2SY=RO4#H5___XTfGoS|SFDb`ufJJcT$y=(%h1&x+qI~=P*)&< zzTEma2IfYKTIqMKgZ?I@vw^=cZCX+l_!E?1nyxfHuy0gb0h-7yfZI*-Li^RTURP||GcK_KXt=|B&2!QDCAcr`Gw6U4F1F_6h#@JB6-Y=JE9<2a10Zl`K5g! z=PmAK<$FkD-+$Fke;2XN4cc^anto>_>u|dWw#ow<5tC$sqEK6}*(vMf11c`n;5-H< z2=2sOIYn6LcAw1GLPS`lDF=Qr-~xh~Pb2@>(^0ypibux>6wa3(Jz)d9`hMf0IE$<9 zVL3BJ0S5{{%s?^bnt7a=zX=iA$ClZnZj5UQ!cuP9*gYDMY8IK8Ex5I@EMrlB?wi*} zfpq7v`|Uh|`!z-cI!9Cx&nI0=j5B+;#i5p{NH1RIB^Zpo!73n6PMm!I4xNU!J>u0pL}#_jW^i@}1X#k7ZMa4DC>Ki%ko`6D3{S(dLQHVR(0WbSMGw&yzks?OebMYS7$ zQtbX7#<*YBpuR%(Vl|15Gb7*XhB+9f@UB!viZbt9>G<>&89=waBj4c z83I1q?z0|HG2c)gVcVC}m2TFd;-tX)8MK~2BJ`n6n_Wej-%{#qK$tyVHa0ZBKs)!H za_z~J9af9($n4Ww01H3+-Zh;ZttOQlg(|zN1C6P+#VN|C^Oh5;hEpK z;~_tWeWRRES8#&mZ*zCQ@kf7_!$P1$jhSz-UcSMqi@Pnzh;X@?)t<4h{|9YAlD`l+ zXwi82$rf1~G(Yz|^D084tVFDeXKtnOKN(SoFa^FZ&aiV;-qPH{I|L;xxtwToCLM^h z$DAoD?YO2)N(GfFrr&!Ww~TYpb-ei??+9!ukqu5f4P%fPpIL;gwQ%1+Hp3`4 zCQE{?i5qOJjby-W6;G#}Ch?62Tj##AaRjbGin^7P$Xr=%A|?j}9kOthN;tU2f|ZC9 zaS}CN*wg{!)RHJ=M~oYp5Ej@-u^3e`5-e3h6mGa&lSHIxc98vDsF0LxWtSsOoW1fQ%~34D-ld5x zXG2dIkE7=B1xoW9P8K3*;Y^<>lj`RcBMWSjOhq=jz}p3JQnDC>)2V!U(1*3aH^GAo{>$Lw^#q;&K5>*zVS7c*&dtp}r@%&i4Ng!`z%aGjV31eUp zhelb5YoI(mZw;%fM=4FK6k!(H453U92_ty+LVW7%ycGq+<9yARn`KCZN5&9(URgrK zl_B!RJ|t+-4XyB;o~HM@%l0zilCQ$Xg(9Z4Tg9rApAQ!b&A2z0eawVqVQrn_0~w`8 zNvIHq&w1&1T4q6LyqArfF>k1QbX>uJn-}^vLM`Z+8Nd79Y)7r7z7i=WWbZOWYU+oDG_$$MLuy2NJxw^GE)iPaAE=nd&!PE zdCPw)IY=KPl8p&3g~2W04u+h0-%S+{&+<aw$U6`#6k?UrMB3zZJ?bM1j|$*qqph zSdubz5r{>}(YateF|a6o0bIW)88}5s0W$5(va&J7P?Yfwgbi;H#6@{fzaH?1%~&Mu zExqeEO)~&>0^e1K%Fv@rPg&>5zJ+Ob20_tlPy?B`T_4))QW2hSOBa@ON|Pv5j7w zsmc`*4!?OWL>^I71y}QpC>1+2gzY8y&A==bXT!x-0*gb9026`ZyrF9(Vy=3;0)RwO z*at*QjClkq3_$K5IEX0|eUcoL;_;l6iOVSSbn%pI;X+33=WLkI76wlM+TeBJIH@`W zcxJS(oYL4BLWlxVMKHDgj$)=uHLrO-_tK9b2t-n2oZ#AhsXWdLmsrt2NWz9gRp@UW zj4?Fnd8?mW%P4&WW-w}9Nm%KQfRT0-N`NV>S1IMF(W5$3i4ZI@0E?;N;|#c@07P|6 z!^(A<&P^hSLeF}~_>}(22%1bZ7NHp18^HTC8GwhfjEceLj*@B-o4_&gE#HBR?5kwn7!_ zqq_5y8_Wu}_C>}f@eDF7gM-#Ri0|N8C|yT59U-EG7)c{#9mXK?EBD4&YIYsq1%Uu< zG)ISccxpy1-a80;$<={QFtbqLXeC!`8np0oTp5C;Gdw%n8t)-O!tM%|?kT}g7!ISU zfI(DcY$8f1*2r>8C;3PK-~~A|^*1AV%l`m8;>EZdO)5~+Q-DJq3aCv7^~Pm1#}`4@ z$g5ddkkvqPA^VI&KbjbO3WkaAAjZflpe=rQ(2Wb+10@LgGE>tiNPylC9rKqzB_Lj% z!#2I*bBx3wkO0|UG65WvW_u9+W(C-)QaK`GVl#nFu4A+5?CT^mr3SE%an$2O!HLec zFUAjOSC0ucx{ct>*a(4QO-JLLTaaWJiW3S-@_h$5Dxy&10wx|LUzVOth4I8ptjzC z^^C+eA`23aoQIN=EJ|CLjr8KHWJ)-eSdgPH1Hus$4e16#d8VE1AQjp&7J6MuCgxu7 zQ{R{7Sw}{5lti+qmnPJAsLKv4M`O|V<-j!|QIh)#o70DV8Qhv*O@fP}g{WOP(dtxK`YJYh9CK`UZ17$$J=577G}grpWuX*T9a z2HVougLq?DMq|r4r-ku|CFYILag5o|jMr*rM9}GC7{VQ+5Ex~koIi}7B+P=JW;y-h zrRhkLbY|S!-rx*A2{@ie;K~^ZjYk4HOQa{Z=vsaJFr1^ISiGDcb6Hc0H#X$F=_@1Io2JdmwBN5dd5&t zl=sYM6qXC&yDjSyu#9$^5M`btH%(Z(dRT73bDihDPf9X3iE?)Me7s?!@nS_qFp2XU z1^wWXOHfE^gPXQ%?`{GBR%nlAFgD1h#!;^7;_@7^@zz90Zk0Ham~EH9g0)%BUK+}w zt4-TuqR40s9L2cgj`Fx3HOPeboRJ~jFPX}7)@KOG4Q~ixy4Is7SXx;E9&VXNPvW%E zQzn0m%ykTWY9yrS3ZQco?FsPWSGG1gRjR0xFk-T5#BsesH9i+J?&2Fo7cAvdr zWAt4EPKcQ&OoBG+iY;67c^#}7w)X?{;RXcU#isf{84Sz421)6V6Br<_+txU=K3ygF ztS1qqnGi$<5_l;|RfE9%PEF^?Qx4Zg3=$Z0@r@BB8>I{5 zoDVN#ISo1?yz#pL3c85cZyF+y012jo!!LQnuB!?n$^yOD3k-rs-w#9j$P$1^pphhl zSBvo0v-1=yeREjxkQuzCUJO-amjgO`Z!QXqs)hsGLQ%w1*MtfLLKIo+l0iq`@gEslm4^^*~YM1U5v*2x!7$5rf42V~nFn zumdD04>>_&>zG9cs;4igZY;^P!rnzTLKLeuB?_DZ7TAmvYjNqH5J*~t%hb0Ll zu>qqLu;L}OE{6EULfs`KL=-EDqaS`jp+sy395N3Q8`zN^LtZis^9e8mycVAMuu^%i5a;t-xy5KuIU1xuBRmvN3^4Vcoa8br{k=JS!jC3~}hN6w7n zJu0VCSo|_+wY1OQY~Pkdv=~N7J;SjAkdWrfp znEhj3_?=Ov7J(kK$l;5`a@UAxBw~w{oVM0P{g^ke!jpnVC{Ed7#Xz=jS1Mueb>BF8feGATELx4moU;H;)PxT@^OY(BB-h3y)KVm_Hr3UcEWpBy zG{k1S5=pB_4>u+Vn2=IRfDgE9I6UD9(d4{1XJ%HbR0m+<#6krW8t*96JuJjG6q-EO`S+brKwuPF5zN zQXq0TV3Z!uN1Uf+zOs4brdOdg@^2;7LXJu=D9ZTrii9LNMGnH$i-Wilx*n%ahbQTR zep!;RQGCIzAEP(tZ&{{RzuY4L$TTx)h`_R8vdROpV}aUH02xRu%UlsPIZ zm_c0+?<@=kNRG#uyrcM|P3O}fR9Hm$cpc(uFzU`>CfH?%lAPS8OjA{ATo5FsBjA$U+<}Eqn zYAYgZlW>D!-c9VY9Ry>77BMbtF^4oZ1n+o33w^4L=tGh~fXzsxH%`}Bz0*mE0y-B= zp-162M3j?s+{2S-7E-Vb7=^(zk?=w8RhAUe4zaR(&_MyhO&; zbf=;*z!{}Yid=YRHJU}y!zxEYNf#aEayOa!Vkm7ZoY){E1jRK~h`g1~H`0_d4Rp!J z05(A@sTtl`KrPdJPqLhPbQmy5G0$c|(qveEl_}0|%D_@Mo(bc;_zmfP%8Yhi+#F)e zG*+@s8SezSIwZ0(S6WL11tKe)@_Okp;&3=HQxd^P9Jg4e+RO(I$_wL0NC{Fv0uiOT zLCIls07TXBLi39+sV?HNXnAiOMZmN!4n#W0aRwkk0U{4C<(m+Kf(m5%Tn;M2M1Ad- zMnz2C2u|CH!ZqgEMl58A>3GNSSz)Cq$`OliSqsN3Bg9XUi7^`h=1w=nCdDxX09?*l zMY%D)ao$hR)O;k*r7&EohR z2?V-57|^P^7>i4R-cEAtDRZ4XRxn%bWy=`9jG9?f3845K@vNh*B`T+Z$r(tROsaim zPuY0axa2s-XFwFKE&<*U5nv3Co5Po;*8v45!w?4TO~(hUlz56GTZ8B84*;sXU8jsY z8~Y{IN?-!Bs!0%@JH;Hp75SsQQX0~3@Sd=#v51+#D(1k|_mz}sc!fWCBV|e^9uW{-zmpU^7 z>D+vEgjq}^<;OcR7jDuJo`r#>{70IqZqW_lLXB6P$NQ7*cN<7&0D& zqSwwXBv(-R$Gz4!6p%tK>~kg!FNhGDWDzr{#Xv|ekYin(g_WT;hg2?YA++#63= z$07u*RZEehj0+@8uTMnQ6fH6ew2eenG6hGNQk8h=P68pgw&E`LIdQut(7i5S%0(Cmyuy zt}uRprqL0=OAVj%@A}M*nXWDzrZaQugC%i?p0vsS3xjVzk6sD?qHYGVU!GST( zZ`*j42Zo5sEwV=#oB%MBHzZ&w3Y1Ev6|*+siydaFz?J0>dD@(Xq-9B;EV**0Yee4S zjAK|WfxOQVx7o%rWypZq> z0+!ih;&I2CKnzK|X*iT-pbazkrX|D#l!a+YGPS{n5YD^1-If!i!>okbfiPiUO27M& zWQnXZf-nK5xxd8L0|aP~mzJ?dAlVgJBXjReAkXVjD2cv9Pp@k zgN%Zlr2(CW+Zw>I2V4abH`HXt3VD&(_KcJ!A}a~Q!;CovekSxC&N{xV#G38M$+5F02)fQCEu##cb#IG(*@LA6ej4Q{6%h;v$cy=48A z;9CpRnz%KEALj6d5UlQ-k2sLJG6@54{&6G?+wF+qf{vngV+BR|R>1(OtT>M{!^%@p zr}}l1+F8_}^7Dx}92sv5W*0V(?c=P1j0QZF1>ne-iUls-88BjzDAREr^GQ6ITW0&o zS?Wx90Vv+_a9+eD+dK|MgKT6JtSTi)B#^cwz7C8o92N{M52888RNai<0okF}Sve6L zl0D1ulukhs6pA})_m1KuRkW)D?s>qD)H-$5mydX)#Cs9>>%Di8{{VrIUqKTrstx5wP1G@x~$V5?YA4 z5)p?7rNC;IApGS(ZhSOTe_k_gd54J{Od4EUwrw=5;BNUa@B_EWspyxSo1T1tdr>K9 z>pE|CLQD>p>T%HvX!$zxgyf|G0Amx*oKCCa|fc3=o%AqXEm4=nLnIAEP0^4x(@g}+|S#>$=ka^|U7hDY69 zWaSwNAWX9ad5vc@AxJB5^VB%GT|^B94ae&f5uyWIv_{!xNRX!6LrmiLHl@0mb-Y+h z68wzgj5)M+8WMGbCM(7GcANd?aJ$q8K)+eDiG5xEV)$h zf^Q@{A}O2^{;aCPXU4KpkwEPcwar zTO+6y1_W*o9o`_m)m#B0<;9NGu$~hw%yE-TKIY62ZM0lx9~hu3wS$~C(0~jmopf?> z9fUO=z%xuGun91Odj{ravtaBDU=-QmqVlE04Gfh$$o9q}OIescwLXpI_)q)x!86-< zNLr@SEy7G-b%uM9^7no*3iK3-G||i6Fohk7k4Q~=UTFLFHr%I*UNI^#@GxwuYXS|o zjIu;ny_B&Ddcc>45Uk-xxn?lN%ejM#*ikrdATkA5Q0XsUVaLY!BUnw@wN(Zo;M%Xl zCyOFTH(0D>%+}pe5wn~PT=7UL0TF5;;|Ni~1Uq%OHnVv@fGKyucD_ton!JZA5LO`T zoE$V|FmeQ^2pCwPAwVNMkPT)gc)`7 z(az zs6F5hWY~Rn+Xsxi6%oP^Za=IU{lgGRoTnHrTR`|~cZnbP%VbosH{KyA#}mTz^;eW4 z1W^lOS$(jK5i-P#fjo-5g4>a%D;x5jBrKR2-gXngjEE8C+3u0#nlekFq-P-;Xri)? z^W544W!;d<`4kQlj6GZDD{fPPO9uFm9OHoz0Y;;RQ-Wi)u#3SlZbvJ|RIgDgvQYDf zxOC0Nfk<#!kHFATTLzawZaBV4+)hqLumURJSp<{Q)VM2-EsRB*g3Y?iL>0>wk$!6d z1wG_orcpv;c(+Tep>Wd*(*+MTha`$!k2=DUu;(IBO1#kyu@*T!RUs!8`N3_XwrniP z`RfJhybUUnJXSCR5Pr&Vx+eh!$HG7iF4OghiZLigf?OH0utbHO^m)k&SfHCAOLF~Y zixS&*=mE1QtPIk+5ZEHIJE_W+enPI$Hp8T2>FFp)6CLHP7{MnZi=cSy<-C0RuI0KRy zaX>mQ0;rpE6L@EUasAFQ;>)cId0=g6V7B+ei0X1BI;{1Qnbf2tMD&rTteV#fVM7dm zc`m{Mq6(gPqEl{tKa6leQ>@bBdW?pn(`0e;jSylPJO2QtET-6(ZoL`r&k}s%krd_D zQ3R((u}29S?y@rALc-z!5WV3Hb~%|nWRM&9ycn>oiUyOX1pv^bt>1?g3FkQH{{YND zKH0u>MqlW6*8c##m_-!}z<|RFB4?p~8On|ZqIpm<;EcGmAa(1^;d%%Bg{MauCIyQ> z3f`{<^8f-&4>`P6_9Q}3Z$u43W{=tDu2wdas>ZvF0nKT)t}?trK%65|D3*}0%35Lu zO(PB*Ez4>I;0P-($Z;9ZfU21XW+jXx%~kosc@UMm!|HF5Su%8?v|*V_BZr7Yt%k=q zS>Ok-s~mquG|G!s=`Wz`9&#++rD9Tb1|@-jARxM0I8m#sDH#zl(aTuC@Yy)kAXbAE-7VWo;PSwJ@&OOV^nZ)FZV19l0OjBSV&x+IdB zNzO2yXNqwU=E)pjAx8@+QfAs&nQ`UF%4^2TEykR5TPL$d%66Opf@#P>fIxe4<{5b4 zrt7wG2EGnTnVCre-DOo|U*9zo;k=onA_sGWx*Lu#L~jYdAu%tSK4UGPWgXcgjSJ@? z92mBX7gUL*1ew7~Dd`nr+2XOk^B{(^o~N?L8Z7=5USTSREY7`Ys5)e>AFO%Thb^TI zJEOsOh~#L7ffmFQHjD_7qK5^71aE(MlayT|1>wn?nyV*ZQe1ZHA%YDAj?ZZ2#vM#j zF5MT7F~`sl2|%h7QF|%fj1{f`!P*&SMhpeC_6d^>@;N0#gR$8#hRxcOQ-YChC7KVFRv>0(XjOzi?(tlj6V_}h zC&n^u4~-VsgPw4qju@zh7R(Z)VHF02avaX{@AD$O$l7tNw87-NgXMLATwr@3y!Wa1YBHx*%hY@;R`o?PAJ!O365Vr zaba11h~{OD(K-;Eqy^B2!vlzlRLDYs_c97AJi zg6l3Fi02+;*6VCTBySKUaRP-T(zfKyfOh~8A%qPBH-f)fNG3Z!rfOI);ersjWn-$z z0jmM#Ag8h;8Ut&57;WU3)-VBSr5T(QpZSZX-ezpWfNt_utV|V=CL#P7BLQ;aU>_%V z7JoxUnmNklIfu4@PjjkszAdWPGq-SI4+hNS=y`e0lfnraq>JYU5)`5|B5q{C9H;~l zt2uI{q(9Uc1XF5r5}N-2m~v1{t?*u_11R<+FCeNu4}TcU2O$`F@?e7r=PC_WFb_Ga zk!a@xYVi_c+Rc=o;}bhMxtTQ7U`43s{@Eb$>V&{Fxbm>?%($7(i$OiPw0w zGR)q@FWKV_L=9S$YJYeM0$ik+psVr5IW4fF4ZCz}7*PtX!7e5c;Tb9q2#$_!?<;J5 z0by^r>k;2h4AL6HT1l=yEGA02V7*L)q z6Wlq?+~hM9ikvbtTzp~tj{g9;{_NgQf5V$N{{RMaoWYhPbb~PO3Z*HFSXn>%#tffu z1Prn&GMO=A4X6Yl0%}EwY3_q(pt> zVioPUT3dS0B+56?w8<$mm8~TcfJmJDn0DOkHHj{5IlS}w%Igc_zitK~_WuC)BmN8oe_UWs#&SF#SvX1HxA)#i zDnCi(@ZoSoZZ%wb!g4V}Bpw+$#nC5FUJAY71qrCPL?29nFeTRg!6kdfyoNZXYUuHG zkw+pxub{7nS(zAfI;;S*QOBGFybF>kK_eDUvdvl*a?;)sk(Oa#(gGEc@i_@G(LiWN z7^;lIsGSp&93p?a90Y&5{{VnFty^zDL;2aq_%X|luTu(hFtYr`BGEtrv*g!K^-y zsc&0!LdgB{mb^3@e))W;qKeTp(5qI?NH6*k9 zz))#GQwNFpGD=wrNLM_O6UHm!0gzVoKDC$rqDlP>sSt#US>Eyj28+NWsKi-9l9bS7 zGl~@)U8Z>FI!G}Wl!mkKBGq=w5?US%mb8Y1hX;9~0|v0N_YNp0c`>D)TDZfC6W%b| zU_&2FVB74GbzI(@X)EcU{&>l<@Z}O?RVTPf^TXZ^s$0?Q>B6!l64}-ky)3_@0`g)l zldZ|TXfk1KWjuisw>gqqKcgU7x^eCADVCg?<^D0z3oU&zHA$4G^@x9yEdCB4DlpEs z#9~HYNJfe2$AIw-t}UGAJry+!KY@}5F49V7y}t6%IaoI@bKWlDXE1TX$u+)9_Tx|R z-WU3{fkTH(cZ2*~=Yi(;pK#IP$xB)OcX)p6IiVG>p{{RMai8ew^QNkh;i_Y@5 z)dL~PxVXn;l6o31FMlkN@T0@jY>lxFEn0}8WV8POShO(=AVpRctJFjr$c3pVeJ+Eh zdA(ydjAY%QGtR*}$nq&zA(%5GCt-mYWSc!TZik)DEfFzF$cTGhxB=S>0nSNOMw0ld=N zaegn?^UELL{u%8|uOkRYg`AccVme<%->i_rY+4$ykJctdcoG-7ezD!LM3<4xhG@Wc zp++ZO_l`YG&bu*5SBIQ9I2QOvK!5eg71Xj7Xk8uf>o{D$I0lst*uLJp1-=p^tzdx` z#+9_V$JPQA4xHRc#O;dS0z&G@XJZD(!GQ(coh{eL{{S(vRyv7H#Vf38G1UX?m>7NI zX1iGn5a{y`a%hgHhWNy>>IS_Q2L~yb3cSl6j`5C7D3L#kG#`0C``lmqGyeclhvD~~ zZ{Bq>U;Sa%`^D4uoj=|_tne_))t)U4scI11yMuE9pf)60D=8BMson!LB%v-3`jwEq)3Ex z$iz8B+8_o}6wNTKh$^rIa)BXre>iQ>Y>l&Dtg+%vc3aniKCA&s0l}CI2@T<=@Q_Ef zCiT2(@w;pZvN_0CHSa})oH?brYVlYi5NqJ@xUXQBN5fCE=NpCaa(VK3GFUvGAms6} za5IrINB;nTVgCT;GB7yYOq@u>oLqd94P&@zVEkXabNu$__+4>*xU)Te@{7y$l1BcW zWyU}BbDE#-@?SUba#=s|Z#RD)>Arrq^Uoju02c5hL=8TEcZp^osLZA8IPHzHH4F!% zuUKNY!#0&6;o@)^`pU`-4LWO_P?KPX0H@oC>og+)G=K+bgfT4TZ>psfJ4Kiy&L4m? zk3>l|F{~iM2Suu3-o66i09|+_bi{X+(R`OO9UkL(p zoB%+^a(X*AcrIE40s?+bUHoClSsTGELI8%*E)K;K=ss14b&@eL1D`$P96d_5-;nW$ zxP=%y8s8(4U3zENzbuU-*~Kb|ZMl!Jd=F$Hk8h#&7bIU)OUzwWLt{oJ4D`(^$_W}nyN z_9vdtxB(o?lKy@om7$zjwR;} z7_^c+7S9mx50i5yK2Zd(oFD^&yotAg&Ev4SVN2(3vRJ}{8uoSfth|Y#c3{x>?;-WT z5)I1`rTKA+J1;LH_x3j5XwT1e{t_{5K6Wh45*3L+FE{&?AeR3DLq zz&u9ZZgGqg{02DWHHeqIQm{cL%qQj6BUJT>)}EXp5;{}q$T1%O0I^sgbv#q`k)+Xk z{{YFs5+q<6C(K~MH_ggC-f6?3(SauL#Xet*ChUf&r(OHOMAd>{kKS5MUB+!s3FBA< zJh5vYDi78)ew;8Fk0+Ll0)BEZk2bQh;9Kh5Vhe}efP=j(qw@%|6t4-LN4Gvi$3my*eJwG^Rumy4xPn5l-? zu9Gbs6E4REfC4hO?Sn$n=a@Jpx92Ddn&>()?+gNdXCq-am)jObBYGIp;`T!hz$+9) zM=t6YIc>-<%{0<`Il;#`o4bq#bPAfn1yX^GtGJN1BL*YPK3I+kbAi|alG28VIM=-C z`CQD%uRjx#Af}S=gh38YnFZ2-&_MozZ=7sRh>6sVWX7Uv80CA=xG5*r905Ry6gXhW zD2|iTKF2=xm7_4dINoruRvAUKHH4CtwK1gJO|`~A*(C_-9ul%Jl<0%BA!*R~7RBJNpnJCVZB1f9zl zmmtt0x-1q-@sP*_NRo!&ly=DH4I+EeU{#b$aaDoDhP!VUS0B#!{{RQ^DGr!bI8&+Y zpLp2@QH>(>HPMB%I0-ie#3-aW^LYYspN%*c09;)Fy)9duoz0fE{7%6r7Z@d+ZA6ok zYY6R-Ol2yp=WcZ<96{4K)e9s^5cV<%j-0QpQ}B*)Gbm%?wK03(7)r`&wFGdv4{mON zWI#H_;+eu$*8AI9Y$c;5o!BjiJ0;b*$BZ#fB!)@$PAmdm%G2(aIL9KPmGtDYipD}d za)h=~r7^KxW&+PjPmG)+1_ZFq1qNja216QsXbh%pjndva$rFqa*TSkxhQjj9Mlt z7lBcLdTARtag0H^4{-n(d|=ZsEn-JiilI3ShvnW1QlGeK^@%RgSa0TTzl@nU#Af)*prL=?miW|eU}#4GkOz{0;hX8VIqghbhI0qSBxcG-{K zJ;6#{=o%a#G}(m07%nBz|1Zxw?yiV31UAvTPkQ*ISrsm)2e2(`s1mm8(VG>Sl8xxYNSat1)E2J8$L zVG65q0$&>VntC14!3MzX7QjXEFBYBQd59G+fx+tZI=~Zvv8tXj&t7cK78`iDPq!02 zjbU0dhOrsnw1>Zz3oS!|!GWYDVlX0=`hXUIF)QmI)JwNH`h4SFc(OM`rL|=N;BkzD zzfKdJbIUoMt3ha3>jpZYX**U1s_P>2ss}Q(pOSH4s6ed%VRib=Y$E;t05hEYQ($C1 zMDpQ~CN#vyMDY=M2%}OGiCpCiaDW$x>{Uc<4AytNmN_yL#y$~&;wEaZGl#b>M&0t( z38g_evnhD&h$Vbq)*8+Ub;Iq)Sk~=uN3?`PnaVHZDu>~N^P|cE0rQVr1-;jt=%zXM zIPI93zR=-OSiWI>MoIpin^u2L2YoMQR8QlQ2@z(+J@tWm23dNOohzpfm~k}9;mI+z z3nPT8YxRVhLn@<(hEtC4n8s-Gry3lutG)m2XbBB0p zYU}{m5endPG0j0%#|A?2e2n6BdPPf58Mpx>7epZ|M9MG<_sbDeJTdg=&>}M0I;}*>^?vwF`JLhI92;DVI zi*>*;Dj8eN;XX0MOE{qp8hlouu4cc%zOo;Dz*1!Q@aA z$o-m8#<)w`aO9&ZVJV1WJ24l*0S&UMP-+(NBSs}B9yRxP&1F2Y0keq$<0r2KhAA1P zR&IVVQ=S36cH1&2RP3Nh6+7M5R`#u+Feh z;HOHXQ`F(^=ydja9XMtF#GsT0{Wr0>X{~Cb2$k+SJ*lhr<=n=xh{~!AO;FxrrIYyZ--4eF9J?zq8)ggk&I_R zWWahe-UQaO0VX7f3gr08&ZXBx>ylt!F#!owJ~E$=Lq#NVYGCSeIXGnIAso7i z4dN9|mz)?FO78cNBniWzt%*gQF+gU<8uxRWKmp#bE0M6M{?z+yWe87U-yJ zZ4;dzIbevaV9-kESWHIEOHhvRVKic8+}Tg-#xwY>4m1r%GlGz8gY2}CYX{9o45cTu z37K*Y1f53>HC(rkOXABIJJr7Mv_4TK0(2A3Z^g>4p9A-Zokboil`Kb%HPe~8A)^z< z$;hiUJaaEP$qxXbm0odyGf4zs!X?o~s6c0UF_ zKo(%P%#NcG#}f$O`@C0?J7jvrZsvlOan32x4mT5@I54V{A(nVm>#7OabrO@~Liqvd%kJ2}s~=Of!4YLSHdN z?*)aJ=A$aKCyZoH$x{wY-$n@qqC%YDowd=7Dvbr2gQJRZ5im<5j@X&Z4vZV#CV8=h zHrJ!doGQd*Kyowqxlx{`xEFWovM=yUm6qa8aJy$&*(sQH+ZPfSOrz0{rbYxINwzEy zc5TV#Y+wo~n0z3lqPTyN@t4Y2WW&q>DZzsVQg$FF`ccL*W5)oZbWm?0@R%rv_R`y| zsZ}-^h$KL^VqClp+L{l2nu_E^Vp=J6Iq^$yJYshpN zB-;bn$a&>(JXLWQgNfJ?)(PjqUIwz+@OjF~F@+#~bot4E^^bV$YYMdoK`)_tJY+e{ z(>4D9U)D^u$RgQCjc*BCE(*$i3d3780@!WA!Ui*J?Wc*(Z0roFNcLbq$cTyF{Nk|^ zaOHH6!#+ZTrhX+blmJA5SN$F*0=lbvQY5f6KN(HwAwr(d^kgSa2&fYAu>M)o9k4#0 zD@GY92nc?hjYwjg*-4cD0Nk%y+;`+he@-;0Ef^L-*PFuKbOI=p)kBkeQA#5H9@CsT zl-Xd&bc)EJ%%-GD8CjiV&EWkuqdg5{WG4h~b0k<{L(?Lj14CDmCV?YE3W&dQIT44F z!si+tk%$fuhFMV1)%l$5H+KD>J`v1tL6q2W)=MaFV^nmb0-okTNs24ZA}#?e;8;aq zJsJT;>*KS$m<~eH(oYUNBgr~%Vc~(~5~xxPj)p7@$yKPxV>^Y6h10n1GEjtoK%TEE ztQo8*GKC%dtF-s^;|22dv>^@LWC0tLfGsf3BY31x7Aio}D{HJa z%Kj3mLB25~xZDl)p5s^}EfL#E+8lFOteN0I;q&o@psFE2hT||~uE}f^xeNf-7cL3Z zN-*{{Sv`W^ryvw+{+TyO7D35p=OsHkvQuKNCyO7&lG#E@!WG6rHJ4OD79(+6%Zr66 z^E!CbJIVISZ795i@$=H;V|Ljuv% zR(<_&Y^Jp3!37{fWQPRw2IjI|l7OD-Yv<=0DnXPywGOb*!3&Jjl*4ydo!7RG67BGO z2G*oZ(8HbA?@bl$$df(m0I zQ^0mjcST~nGinev=e$A2w0$16bCTry&mj}{id=D&izn!;3XxM8kVlLPQ?60+5;uqV zBxrdvrNJD_(m-+_p?cmPtWe9$mC_{hf&$GD90xOC_mN(sGH5TY-k3unTS6Ou*^?qs zFiv2j_QFpZ3OqnFP?*HiG4xtOF)4;4G*k{xE*8de+4~q`Sfax#*04&DIMf4E5PeSa zfnpur+D3VscaF%^ev~pjlqOXU6rlTpui4yr83 zL-m&nIyiD5M0t8!7}py?X(ASIV2*%Nx>eEjje(M9fsMyZK?oSsi{;-Yu@&LQ$IgsG zQk#IJOZx^2NXh0-N64Huy~o2C=ppY7Opj)e4GNLYQA~w1&@DXR@3pDoIC#q%fs?c* z&kk5N>PN7uJmij+!qQ-lTwy5EyX|dn6KS0+iGmHw))q<)F`g%uI45LM6n6N*tPoWB zDk?Iq<@{jmt-5Cxa0KIN8GFJFAW%d^2%>SK;VGWM!!8p=;6>3DtR7#ADou(TIHB1;qzF;j9d=_fvvTO z=(5j=Kmj2Dhd_A0yV-yPoATNvP5@}h7RhQfXv4=Z7;v4C*;7!B$1-8&wT4i4Bj`r6 zOnkE&BTA{%UP!&_qRUCq>f?rh0cc418dPV3qt_-rq}=Z#Fpfcl?U#Rym}TUvq)lA5 z!G{y!)L2fY5nBa~0mZ5o?L)Ytv4^LgL^+vUoNqboJ1GlezYK@zn!L!7w_Hp{k*sl* zi9Q1nb!7ksx1vW^k|42KjpMf6#!(hJGh31JKh8nmVkLfJr8(9@6Q-pQ=k6Wm$)N}6 zR6Yhkd~ga;UkNb55h$}Uacou`V=Xr*elNxsQaJYPgQRkuW%uC-3mM@j0R$*?+I~L|6@jtOIRkSVS)ImP zB86g5;|5I}NpU2~_*DGPCN7<-0zm!@o|qjbmk|IXe;D3Twg?pvFl=jh>Zem-ecDLI zt(`8M2Bi{8@Z+cZlHrpQvEguO{{T~p@)J_d@U|@&gB!(6n)QY>@&NNPT3Hwk)Cc4~ zLQ+m}i=IOc;mi9RE9%MNDHX)GOigG-;8FKSymp`&>|}U>Z?;7rDOU`m*{x&(ko*Wd zQfRUn>yS~LkK!_gjWd)%#3TV={_;rjQ7oo#n$1v1o?PG$&P!pD%&7h1xrjT#8uiXC zs9mGONF6x*V}8Q9>M|>>(N7X}k{semJu&Rbm;9mfd`3LAsS->N(+-J%kz|s5QzVI- zL>vh=yIfn}9S1@nUE&nxY182zaWK?yoR&~?kt0PoowHtCodqGJH=QhTjL?(gJD_he z#4&UPy z1Y!#?T%W1z8>>qN@z!a%uHl5aU0mJ-YLLV=LFJNP8#%up{b0HE&8aFqL{StUt!15c^X{> zmZ3&Dv2hidm^$c8L_Oudxd3?)6%_!;-YjI?nTBIZxp0Ky5z8d@F0oV~IuJTRY>R6+ z8$BK*(g@z?ypfWULBU>EXku58__$Q`DvQdwEFe8rIX&q>tw{oZCO_8FcWMaSVJ2eR zMVP($$!k73p4dEDQeavWQFuahrZFoMBnU|8VVogG*TQue#pOAEF_F@J(E&%j?s&97*SydP& zqzyR2AQHQusF|t2Lkg88F=A=ABx7YVoQaO(L0F|dS_X(yAFPR#aTPiZ9UPggLODtR!4DaPSdwc zm&Q}6OiSXW)M=p2i(=~Im<>lU%Q6rpAt?-h#~ULb62Bc~bKc!#Q5 z2$+b)w?ybytS;B@41o*p25c9eCOgBib6{zW@kAi^IHSyR1W`;dOJkzag75^-n}E{6 zsex0kKKGBczM&HOBYfmsOpTcmQ0U~0P#Xx-pv2R_VbwV+g%+Ns0v!iJ-RAu|#+3AWOfMS8>ObR?v}4a>iH;=yDWQ1=WMi!e)77HQ>o zoCXfmxg|==&a?ERXK^*&49Zw65RlcDU}N}mIbsqgiEnPP_ax45a$UJTaC#(O4BS1q z4r;rcl#AwVyr^14nH2_2q+?(Zt<#?!u@= zYZoDaP44RqGJ+>~Qzj8hx-Cb1^@-9d5jO-Itz#A1&)@RX+8k1n@I&JeoXsUALiZTC z5ElLDWZ-d%rFW7e_C-2*P4$tGyk@4N2zQZP+#Vt(C&mG}3J?lkjA^Lu<9RNeaRmbr zs6rcgH-MTSG04CZyqZV^+LAUF-y$-5D#WP*N*=X|9D7TV0m}Ht6j9ocyNd6eWK5M~ zO8L*HtOJWhP(?oxcAIe%EAq@C313p)X%Y~edBQfN^*K7XX50m=M+I?`J~tal9Gm&> zvMr%{fTFuTOtQyKjYRGO&n^`iP=$*TEa{aW#us+flPZai#oLlicujNXg~=Fd!pC3q zl7k@aYQb#;9I`|Z;X_Kt>|>Q+D3OK__Hl0s37cIcI7mQcSOE~?%3&byU_d;u&Eoc;OgZ)~@s8A99?;3#8u~a8Gbz44DJ0HFCQHclSgQmiN%p}^Rn|SWCJDW@jSMd~QK1n#DD~#M33xL0R#WMc^AZ)T z1ZtAhsfq(o((vIx7ywZ zM9+*)R75S3Kx}u@8b01&LCjGIKCos1b-=AvP}ZVn>VsV~~L~3NPM8(35glAprN|8ApXTI?b{EdBF+;eciHl;k71tTq2?G ztZH8oSS2=8$%^3hN(2s`*7`WzfDh8(|k19keaCeDnD7C!z_;Az0ZA3z4mDGAl_ti^KW9b4=;;<5)6VZJXJlLIMnf zeA|&`3;zJNB~69wy~K-#N)*UVPI}GY4mATiBp^ijtSmS;3>Y5ahbHhf70xj|D?qm4 zgPJs1sF0`kls|(qGbu#d5he=~26UWWF?g7z8nj#)1e zn=9!MK>WnWQEg)7Ni@69ITBNHfWS%f66*vY&BD?Z%a?aEfu?yOfsCL;UgB|5BBZ3* zAu2guJvAzr29%}U<9nTu5!w7s3%Q};QQ4)|Vw^t1ugki(K1USSQ}<;RP6v4av0k{H zjshWZZ8cQ1Qv-U0@{GhDeZB3MPHEjMrMiWGJyBafx^YN;dCP z#B+@a+p_508{pHHYjIn`#-@430F@Y9$w%|f3p4ZpIcRr`peyQRg1luHg9OI6aprL- zUMU|x4yO?iWOqB-Oe?)=er@RX+p_OZAYR>K^38K!E)+IW}&XC*=j~Ho;2v9~uVds`( zK*F+YHP?9LoKpxSvQp+(D!Im>jfUjcoPmn+YqhE?BsnHXwmXwoi32?p0whwm<&(02 z=Z^aQjMYg6enI0leibN8LB!)gDoqO7+=m7UBNmW-9*kM&WnctLEY32rundsIX%qU% zCFRlqA$D%C<_!{axQ{ump&=4FPZ`G{4#|ONA@g}EA!-txh(oRnS-#_ZxNP#*vhdyU zPT-1Km8=!HECn-VMm8R@tJMMda0NozwFI0|ilDg2JLTQ3@Gw-cTK79^6&BkfC0dsi z8HnIXlsrIT{=!b4z*|+bZZkLxFcESw3L40U!fcp)KF;zmaFsT&NMJ`saGXKg*cZh6 z#rT;5mJAn7uDpcL~bxxVL@bXJc!X43p5f_x0UJVDIFj6Q5l>EuhJlLV+|z};Vg+p zo_I0Dq$U*kag+4YNUDalAgJCEwRnonDTkMw3Q}_dM5FFm#F!(>fRtVF-UbvkEifWP zFmT}=o!mJO12E#W(TGNXRH?fhJl$Q;3pxO0i=3346{-mMU7ca@lakB)7GzmY0Q3f( zqjMM}83TU~!b#5fVU-sf3D&M+AAa2zztL}GHlXf>M5i#Vw548ai%K`aul~($yam2gr^0O@sx)n z1x_0#73ToA^0?J+6ASMI8p06qAXyl}D5E4T?t02(l*5vs0kah8zA#YGJhQE^bR{lH z(z_goI#RE`*>yYiS#t&l@y)hiuDNzBJITF;b!#uGhTExv(a)77cQ}vO%;yB z?4q?fIGIQ=5&&osypW6XHWwS^aB+@`iEkR_B`190RA24(gVsEQ^TNVHF%iL0kjWVo zv0{mjKwdhQ^i<|D%2*071or`m}3PK&<6z5xQ zamxd?jdz56uVRDp+Up~w}LfT6!k>N+0Eh6t&e zZw{mU_U~N`w=a#H{3UqQQxy6r?DPbAkyGQa7(SCY%R6bOALW4aYez0D_|kL6MkE z#vu}=jRM@4qTXIbG`hRmADkOEpU{DoM{(fCYpBtuF@bn-o#A1`)S3>kUrZHXfugQK z!RYoGW^yPr)a5;efFy%t*jU~;J@d<<%To&iY{I;)r!R<0MT!ro@v3 z61Ys67Hg3NN;2m+nyZFLq~|~o$Uq2ejkXccXyu8@L|_C2;nb7w3uTj%pmTe3_=rPJ0fOuj4kkQp3oOGI@yz+Ma*raR^BU_@t%OVL7C+074kOq+H4n*>XrZ9*_f>shPR&~7SGYY~ZBp)n%B8ZPa$&yOB z=OAg)r*C%F3>sD1W1Fbfm@uupK&M3RoJWGd%L4FGB>Bm11G08vrhg6{>|G`il{GUD zW*`DlmC^_{HP$mQg#~C5q$g**jTq}#EhQpk#*;!h2u6at!)v}fwN0=ZczM=UGIX||0Sa+=e#sy~Fg-bLGCAhBRNnLgN#w>9>?Pwwc+yzoXdj*d ztdqtaVg=Lys8*sVqVU%;%4s4{QrB3()GvWy9vG1bZgIWg!H?kWf!s&QLq+BBDIRK(6Sm=vzY zAuVRIKqU-GzBkqj6xb+5-Up{6wcILK4~$|71%mpyX{7nYV`3E0n)t`+7>@D4Nfv^> zSjHrI1pcXPja1XLxjmhuvU2vR>- z`l>3j2%7m}*~2!OH|fR>W?;4(C#LXUw?F{9y~HsGo;NQybm7Oez@5-fDWe2nGDwSI zh70Q`1(XDChWVRtDP zkZkEpTuU?sTUui}IiLup1+m~|LZAT;I8(DMNjKoGAlY*9i?FKDFtMp`5-h?q zp}|k%3l=HeA!X4CWVn&gk}6#_0uC6%LC`V*iBf!EAwq}|Bvn%%3;>G|IqRA$(~=Dh zh`!ti7~Ja}vpoo!pSJU26m>yufT0$NOq&gY3ho*ZYgmV5o^qt55qw}0*L4I?Nwhkw z7RsqI5k47KwV>~ECr7Ng+Y8{RC77}*CmNGVp*tck1M0$y)=O8NI8Di+d8vGC6d*Bm zBn`t@sduSvB1d`RL%fLA^&m8hc&Af%8|(~PS}wuFlur-|1)|iRG78jI9)+_O`4^6( zKI${P-yp`r3D}Wq{wEUbiSw|drL>1SoMS^{>}#hXBn)3vP=xz&li-y|PMSlzTsXME z=m12FDb@n#S9X0oK`4`xC{t5!1>BMD;hiCh}q6OL}Y3V zaj|}~StH2g1aBH~SRPI0Dk;k6;}i^!z-**k4sb=s!Anc{Pu?W(PI4W-IbpH7f;NeZ z=ORfYoqt%aZYYWL{w2ulw0m#oEkTM5*^W+f2R#yZNgU#mh9n8%Q`YAu?L-157IC`B zftZ4Lo=-SQByMh7h7J%PCA|Cj8Hs1CkLwM6I?Xi5ng&!g2>RYm ziZH|y*+eG-3}|B3uIqcvG+ha*DL1DeYVS~zLdbI71`@EOH>1~_Y%?ZE4h)fG1n)O4 zM$A+xfTH@u{Z|-f8v*f#0jra$fj4I+Nigzv+`lNvXGN^l%sjLZaTQt2zy;KWm5 zA*i^M6J)ONF()(I3baJW64~1&CTUP81^^{CVyd9SdU-YL3Bjz$YM6c23PR3BQz*%~ z4^x$JVbH1o&vTF~c#a%vqJY$Xut*|l1fPc)1e+aXBeA%<^MLONB9naN-f=`{Yo=EW zL4gxsaLz5{Dn=QfYyfBzBKB4cBuFa(XKsk5NgJF46#q| z*A&3tYrFrI`>24`gzTN~7pB@kB2@mEphd)^xxPos2(6kX+&)Z`z5%kKHuQGj zCCrxn%5lXwffS=9h0<(m%N%f_u5ov|Af7S|xw4o_1{FL3(D@aslrCKiQDy2zR-Bs>FrIFXpiAUZQja4~SS zH}{MvZ+if(Dd%|Uj)~eTnpUR}*cc@yX!m(g#{xt>DRYQO@h>ZjnvfeqHSv*`gTU;> z{;@)(2LZYmhnzZ~ys9PN!&xmsIpPPd*yU>6%tw}T)MHXE_M77%7+RT9U@M=-3%yWS zIqYv3m}jRn11>A96H&OSCFkYM_!6Ml0+U(ec$PqLl7|B8&Lk=;p|NRJj8H%lY=XQ_ zTFJF(BJ)jP)lD0V;-qZ~xB1-u(l9vtJ)g&?-i=O>{iK~SeOExqJK(X`maBgQt$Oijsh zcJmnv>QW0%2v4kuw=)xMHw3}N;j+|6JQ``|HIvcxkA%BS0r>{Zk|B@_BD*nx<6uVp zIpu)05fZ4)X#1JPBG?4W9xkz1pfV+PM*xht5iyRXw@*VSJpoq<)hT2Xo>AQAKr28H zP|AL>b2f@ZL#HLCS9U%~I&*V736K-R6^>j4 z-Ue7FnUJVbP|m{rad|$thHB35nqIMbPLLhK`oOY_VzNYj3}&+G&mbs~UpXN@%(%L? zWY3s_7uHNhohFg5Y#R~W#3iXt6UJAunq(yJ33+sMYk%Ht0PGQYgrs$xj0i@=D2CKI zRGp@YJ@V5Y#pOXOXh zVFN&7#Q-Q%mE>cHg|^W{qn9{j3h*9`kaMVtTkMq%D6w|n#X@ir06{iwtPssXDsqy4 z7|2ps3GW6ag>gM(vItCn;}p#8`&-~rJz~yGSN{Nkk%1%JfwkJ^qTvOi1iL&zJIMmE zEgG&c5}^XI1dZ@?#!r$^ljDXHIBE^*Aw=^oatd*??v?T;5tSp3gF(g;(TR!5QN15H?uAUjKrZC<7+?vr&%PKwiq4MH-b>Tj!bv|u za5p<+_2gSK6^m@43tDnVh^6N#@@bF#LO_+ByRi3?p`U)J|!3txEzpjYEc^B+UYVPh)tHnVJS&m&rD8 z;+Uh`^1O6+h)YpZG?}tS5J9GqdivL#l>L~!w%4{C4uwB>4^(GF_KoEiH8@sg)N2k< zX}aj(oaECIFaZVLm>|dz?DdiE%WSo+D%r+bV8n96D%0VKRI^0Hz|=1V3}r}Z1Qf>D z(=GCtg`&>-%84i~m7U%K(Fi++OrI(U5Eb9K{tt|D-qIVwiK7sSCwLN)33t91pfde5T1NwMgisg#JuFI2s<6+bavtx zMcL7TuEO1d2RQC>6CjE}^dILX?~{22JHGG*A}a#z`@prwCo@`SW*EQf#TV%ag1a94 zWum_}!5)EgxybI9IyWVVpSE7rZ#LpflI1pIvllWT`N`}IT3Od)nZ`pQXGtc;rzB}a zq&Wc-0p)wcNA7`ND=SNJ$B$I7GZsL|kQzHbGG`<7gCk##&*s1J$J`!%818Zy^BNRp%?pX#r;| zn%+5U+K#J?g2o8*ciBf=;=(fXAf_e>!5QvVK#M>1irarGt|XmE8w4c8>rOWUcEELc z0i5Y=*8rDzT$lvE2JjMMjtG}${$)}mifT-vqggGURZGRpTK@5wf?-U`5KNxA$tr3D zRV|kzl_d}$nP#aq-U?%QX~n>Bf&E@GXB^G~xE%-@p0Gj!k-nGF#l^yokz%;&v-d7-S)0 zrnly8jdzNwz&m{BCMT-eZBfjz@CIyB!{{V23 zqtO#6*P#2tE?M>x-8_@qtby5u0WG=ewTwJGxU+6=MoK0hA^C?O0lHej8w%~-&K%+- zoJE+5zDIe+3g{CsIXq!s7{+yl%*Rg}%O0^0D7ux1+~m};C75Z~X~U~rBD7Vce;Er- zo-iUw0g;||92mBOB0!(4iz&QXZU*PP-Uwj(6}*=s%@wO~Mw|rV%uWjW$TkHOX{5;9?|XC%J%Ge<$gFIM@5b^&dwwE$eB)*Y#_n2otPl|Q z{@Pq{V|pWxf6#D@UpXQ{D1>Ym8$4$?chG0s-VzUPO_B;D^NWEgRh67BJhc;KdaMaJ z=16__j1@BF(Z}yKh5{7=%$nTqynRJGS#YUdEYeIi(I8TzWlUkT91p?=8K6SOVt_mx z7$m6)SWuaBqv7by zv!X`o!W7vK4s}9WAbH9#39WWVrY{EtN$z2;u}d;TY+Rc7{w~du^y2Ed2~_CnP2jW` zz}+GIIIaZL37Qy-%rTJ4_bi~>%6M=eg8*oQ2*cWJ-Wu=#coC7$AX2h6VyV1u{eEA> zhPi~)3G>bmvU@^6z@f9}CGQDON9zS7Uc?MQU z3RF>VL4uiaG@qQ84Fim+zE zn=Do<5LnhViDL^8vcwQ@Qmy?7YQ^bdSfLt-)mq}U*{4>vXz3Z>bfa45u^QGZUu^d+ zbOG5YRwc~?f)#FsbSq?=R1_W%KhPC%%}+$BMbW)E(R-rt#KLj5YZ)R$&jeioq!|}I z+tw(?FS4dvo=?N#p6SEDw4+lHd!+r9i)7s7K8e_-B>OG#x(~&T+)4*y6rHDh0>yAA znX)w}e1KDGTR9~)=sgE1Qitv>=ubgy)zlP2$}Ff+rC#t8s8--3grP#PCf)P79UicD z@ zC8*M_MJ%yodxG<7_yE9nBSy53RCYzafejx>h{9yt&P!Ea+;$fHQz_TQk&?Y}_6i!o z?3CPbk?>8P1vYn~(>{#%`V$B_O2n}?b6A9CwT(uzQ?!<}n~c|-Gm6(R{pz(X5h*?P!q~GFFIxy8)O%rG`XXS^RNKRYbECmGH1V<*ECJ+GhT2cOiW7imhl{y zoHL3Q*$W#~jw(k$H$5Y!-h`s3qY^HHobd_u4W&89axa`&_Hs^ekE(01k_i6*^0EW( z#a-Y)yq_Kkt|maXEWZ%koO;dTGUgM^l70GkzQ07@;MG6a&;8I7E_*5b{{Zb&sShU< z;Ap&WDAd5f+gJj3?Ql)B7hVot^SCBBxW;GZe?;oi13~!P{*ZPS++4vNBl1D+EyP{B zkIVByqln2ipavytdb7nerk$sDq3OyeqEQNW6z3rDo;joR$w-raYLYL5{{WJuOlu#D zFIFRslXjdOcarisWCA76s4s9x9lOovC1U2Wr)PBVcjkz3ZU)4geuI}3(CTLcF5{W! z$#Esa5j*+sSdUrUata@8QP?b)<2*izrd%X&N_>cbF(KQEI-CGiQ{0DlZUO|FlMpKt+VK4~FKJv{q)gW&8 zEe-C*MDGhojC9WlR4q@vFnagLyqIm?j^quH^hiYz5zQ2GTE=lv%qLTnX_RT9OLBIM zNQ~3;TGKkSGaP(VbVo75KKs*jLu*)N`X*?NA`5Nzbln_YK)!#P)eD%-u(d7Wx)ITt zZINubC+JMW7%jnn$76XoM3H&l+P~ska~Z_*~*P^3IxZjYHecz^WQ_3ObG_$Sn@84Q+-S;fr-(s%uik1lyjOQ2n-dt`E2FPA)^ zOg-TDCV5J+8Lbmaby|cwa8CYd-J|5I{{Z6cDu?jGZ}YW35@Fd-_E74SG93fagnU)F zBG&L#06dC!xy zdvQ*z>SW<1Rr1Af)1GTftop7pPbEQ+nqn7|e~MH80GoGc`6}l0yGo>eSWW(Nr{YwO z&x)z+q0}k44#ZIOE{N?%7X(b&2a1WDliA1Qoll6ebvL(%dNg^oa##jM(;wUUtP{h) zAx)&_Kh-{kKY644R)yviO-*Zyi-oNo3Y{$Cu_F=oe^o+>9csB|GVx7oW3F=hDXf^= zc0}e=DT{5pj%71e(l*bDT41AB47kT4LZwGT70a=kdnQ(!UVX5vE>P|C>uJF&h z^HEWa>Ns-tkACF+aE*hD*LI5>8jy5B7JO5@$ywOW@(cNfO*U9y;GP@-DKFpfe<T)li6zWVQOwSbUn?;w{Q?(&t_eR!p z!+n;`8MrUrPC;Xf?>o2O>Qfn>*8BjEdEH{EnW*=1ZD&W~36LsZC~WpPU*?&Ll}qk8 zTsZRYO?IZBBWaG}GXv@rhHXrlqgXoI5T|P<`L28I}Ea8n!wt0oI^%= zazuX6&97xsCs^xSj~GS1yq;lc4VsjD)fOFCOcSQmu zF9s8-{?OM?vZ;fue(5m2l}mPY<6I3NSEu?fMsI^5IRHgWa0Jv0!;>l{8y zR1M11w+={C!VhB9#nGcTjMfY=KB=@o{{XaTwa%DYhRCwjG;UApbC#!pt8pXSSJsZi z$;RY5#XMrEPn4l5lYM1F&-YuEk?DicnhlNC;EO|+FMq{BZMw}(YjA)vLo`M~6mw1L z1yQG1!@^}1yQ44>7q<|q4TJdBbp`hX8?<{+%{UxQloJ4x``O@!M(e0wBwINx_)cpH zW>;?n(hDt`XuPR6vi651?I1QncK*fe^lb}a_^G(EjimO^`zYEZZwa7JHJqzjd{k~w zf#?U*m1P|IOe$=`GoEWOjnrZMmJxr74U;>Sr5iOyK{akYiNeVJ5Xo^yBouUt0p+;w z@RT5_9tCB6#Y7&}pK8zYS#~Jj`;q&Cgl|G~U74aH$TeKQu^(umlJ-ih_OwYrg9vb2 z)L4b2Qql>Q9h24;`mDoTi#PN7$_)Y*R^yV%W{07dqnD$fMtuQ5C$pdp{TTvK00ery z8@ts`jr}o*7Pt%M6*^6(+ygDha6nyd=n}K(ndpUoN<9haH@86u^c~)Y;I!Q(x;~Ej zjs$_jnxj>6e2Q#LXn}d!SEm>Gg4x5(cuLoFf>E)6*WLaQ-b3E+5iXv z0|5a)0sftkj)5H(y0w#{_ds1m(H0k4qB1}t5E}GCkD`C+?2IAMR3rUipY)@m6f7$U z{Sau$U|2i6kY$mle0(DNJF>0Mg=aTAs+=A-vux5iZC^cYMAz@IVM?mQr z{W$s%ph5u#??RD}G$_sEn(AAbTxZv;WGCys??SVVWnv?&s32OJ`eW9cTA04Dy8WDh5Bg27N-kZ_Ge*4@tqX_Tv)(2~F8?5JS9k3A-W2 z!8eoaM`CboLp%`J$#aaJ?rX9*U~cj~OS4olz1e=KY^1ivMkwY}wkMB@>{U5$;mvkB zvjcue?A0yDE-2D?^igB?B8WH}$rLgxUWWLBKSmT?LJ|`LTncMX>%}x!;V^_+$V`m5 z9ImoE$Hb?1u(%)ozjfB)C)>s~99A&LI!MAm^>0-Rd!&iMpXEBHzrc4K_!P&G8b0Mr zGtC$O05eQS`5k^?J@C)XSKa=VJJSOUV|~W}ffXtjUgkGjT%5Dr#> zZwr5QN|9bv7QFr zXgbmbw?YoN&xlxyhU4){w@HrKY^7{+77n@VudrKhO z7r|7j>)f7bid^R%}#8nC#3W?q5|`#pD$&WgNt#ns10B z&=4vR2wgWgO~s*zRG!jCg&I_!JNP3;po}g-wf7*}#Rk?f?^r8lXPPXjs90*q(b^+U ztBsr9YAmScVgh62r#0}`kZ{O8yA{0PU`u_Or`4?lnqo7E zve|3CwJM_o2=rxbm#ZuO(wHYE?p3VsAedpLJH^m5`XNLi2xO${v*MdnjOT$ut4_Yv zAx!GAi2cxX9w#&la???z{m43Z@6O|v^lB18n~w{$JPH-ymqvauxT9OUQk?SSQQGl! z2a4_YdEA>^#u@KA?mQQ04gh)@54?qAnY)Lns8%<*lj}dCZE4EW8GPT#8iGW{f%$}A zGCn8clEld;KX1>iZCFb@j|p2Ni(2tEkt=HZUDi&2^3?P2{1t1z$R^}b%^c9pLerv9 zL173oawswKx{Bk_mEInSO{)b8s8&X?%?+XsaJxft#E#GiDD4^XPTCC2-5RFX%O#JF zs~Ps8RNndKg>yNs(Etgu?J2uajQOFo#iaQi$ZZEh92Z}E`J+-oqS~hvF!5Ds)WzN! zF3R(>HRblgEUQw7`2|g)9psBfA!P3n=9%LO$YszKkcmP@sif~sdryf18N?tO>yIKA zaF}~XGqn~H?NZIkS-E{yIE;ll+nK1mknerg*|~8FYjRoY2d1zVy??6vsyp znp+YOdkFCkMK#z)au6scx)bm}MEniVCy}@+r-CI)m5DH*$;~%qY^oHZESf;kO51Np z^9rB#W0Sq>Wgl(GEvQX$qxlw(!nU8Z@(PYm@<+xK{7&YX;t9xQ(RF1i$|CwJfjV#h z0BV_>jrS%!zkUkq*iL84e?{6y-EsNmyF;{K9&5Cpx_xW4IC=-xo3+3H02%eIsO>ci zOF#fFw!&$Qm0E!1OkEOZ!V!1j8OBM@{3Fzzi0G)}Zl1*Ym5n%o%tG1rs?@+31CxJ< z)gRzP_>+(L)Ar1F@3)heYH6SvaZdAe%G7%{9AaSm*2r5mJeJe;#SiRR`2wzc{y|do z{E_j5{LeJc5KcoS5{D%ST|p6a(-{=fBf5N$6Q$6E8h0qS#R`6FtEPil!{?HKX6O;< z!T5QsII+2owp76>;5(aokpc3hVnK)kGVf_jr&p2vG zaC8I5^+b{OrfxuZx2+m)i=MD(;hJVY6KZ1js&yLHJ+XO_Wr>|jZrSB@-|eO}ne*Ni z3$~Ltq6AiG^PtL0oz=;6my9oKs z0_;qtJt1+pXt6o(27GU5AC!NjOWo;zk)HVYF0tXSCEgb_pENPFKsO!X?mpD#5ryFB zW0s@IRA_rzaah=J;8r)cy5povz0N_^TH}O}b!pWYt6ic_M*je!pQ>?>&q` z4|G7ezGyz6Ysmw?NGG0Yk9%q~;Rg#z7vE%GG_nzix1K+`#Nz6$z}tc|+*2#M8cReD zIfI=0)+(5bP8r1@&Y*l%I*w^418|(jv(^#CW|p@r6O<=3wT{*&Ji?M{(=LGkj6ie0 zB4skK)IGb;sX99|9m;Pj8@n*Ipsko3HORCNWz~26Y4<18BlvwWK7z6KEe^RUhi*qD zsOZrJ3RY_*9I);|&5rVd(IVkl*+41oum>=rE^^+nVQ+f*L)H^aPqZ5zORvQH(*`mN z9w$tDQL5`V0Je9`r|lSh9EK5nPOG%QC#j531@eR{xU=lXjk^BH+e4WAU0$bM=xqg| z(@NL0#%mki#=|rMXHk((sNxHt3|29r-kVg!U<6M5xGvJ?G0h+j>xA;rQI58pMcHs{ zt~Ph~ZI9HRPf*@kBJtUnKMD7(n9Ul-)&t_I6OQV<4UUu_L`u5ERx6H=NGV!$4vdg0 z4uv)3D;%>xmX(HlKBOE7hYO-jJp0TkvIZvIwzuf1l1t4$3|)m2ildDtn+&sn5ZW;1 z78{c`mjj=%8sy>NS864Jv##aZ%UT5;IyC5oC@9>4S*(yCs31;ZOI;iOb4_!ZV{z|7nI>rtI2UrEkZ?Q<_mx!C z>j`&>KPryeA8guES;Z5y&C;FL@bapi%3nWbZLVns8u-}w=5-> zVdk;Ysy^$6qvEPGu*2J)tGnSYg@KXc9FycW6+eQj=yFv2DEO6(Aj%|}s~$_b+?^`G zXPXQvZz1fqRMDQKeqx+^jpT_KLSYyjj%fHtBv9$pBhx)ODd-Rkl=|4+IVhe8IE4&z zIPX(ZnS~hcEQ_i*8C~qUwS0>qR5DdD;^eD%+4&VLll)1SYHmF6Bd}K>cN^Xl8v2wO zAn4MYipOyHN;8Lqr;h04rdks+DCUksm(dxc^hZP>RLYIW5}SmJs4cn<1V-|n+&MWl zj&Zi&q3%8_tKRaB+?n=gnyAOQ@)}?O4+%k!VTUxd=Y7Rh7gWeVXWoUfKV~gqc$c%n zZPD>JrUFL)zbmq#O)*B0=-YR>m zR6GE2POIH5pGz$=+?`MnO6JYToRvh>VnnJnUqYZQByNzljiL45iSgtiHTH$7B@=Fp zk;rrool)r5`UM9bg8>H>s=}fZyeKUbM7>5ACuPu0ld9qj5s=Myz|BEZb-4@K439y` zB7!#P9Y6oX045Lt0RaI40RaI400RL40s{d75g`CEK~Z6G5P^}QvC+Zs@!|j400;pA z00BP`yu#r7WHI!-0Kn+b12TS(dC=s32$Mbh$CfPD3+RdvUYLaOIv@idrzl;mXd?;e zeRlCxH9Yl-5itqGzreOZky@dcaz=KEWng^nLxN#Mz8EW?=wPNng}MM7R3Z*XN7z>o zi53fLDoZm4&R=sn2id;+$t}jxcSGE*~$=$ z=p%%9qER-PMut?N@O8v>Gr#DPw|dc%q=lH3WFw~=veQ`v7bxv|NP`JtYVxS@bJkf8 zhdj&!soUVAs=;kNuJIWW^e{A3M1ABHNZ23&C@G;A2t*naS<>Dq`tj1jFHGV|CZH#R z$bsn-nKV`@*`hOiOgzd;kJUO(3Z%|7_Na#xpllbKE7pfj@(xQRD+2NnisaWB9oL5nCOXQ;nh=7i6abhPv zP*Lz=FztZrNgN6B?NE8ztZ))t;Khb1$w{K6#j!Mqj~pBndX$yEyWCQ96_IodNbfNw zoCJx{8L)>iU1LB8k}EGRg*fK_07S17RNg&$n-ot%3uT#jKA9O2L4wNHcu4cnRUz%n zd=FqB4ti=r1PV1?9u+86@HGK79+cXL_7$TGvyFMBaPEYJFO1iLc-%pSn+vIV!U73M z4NCI4^x{d&8Y+=Rj#GJ-{b?oz!}t*8R`FwFSUDFj1cP5U@)zUL2x%M&kjy-9GZ=MP(>msZTOOHDbYR*eWP3P9h|p1400)1>ox3j39uD z!v%RS2t`+n{fpGj_ae+g&!Eb81HzrrP$>dND(rJn@iOlP=>=jAVo~)lMv9Ba^G@>f zr5ICMH9($mjCz3ELOGF2@eR^ngf*s0doG$7!2>`=0TrXplP13>IHT$~Z#GL0cKsu6 zk9*s@s5!$LufleBNF4B61qaVt&C8wB?B?_x5?%-Xdz?ZTkn&N^0jMv%>2l~5z%nEf zJgs{#RQU==PtX+y2d#yEQf9BP4&DgW`-K4I15Wnj$RcSL)`yEv=knK5S4HdGIVI&F z6;WF7>%7%Dg;hsEQ-pt#!rU=i8jk_*<_YS6O$DQ&QW8PYYM9J=OWA7;65~a1_$H?> z8^IFDE6_P(6(*Y_O`_Bl=2eUX0VoElVWXywtK2OHx+V7I81#^ULI`rjplHXl3>d54 zP>Im~hQ(<)-lB7%X4`_zx}wYO+ZaD1&J4`=2ZjWhK3;#BKoXT82AVv>yim8|MH(fL z;(^RkD&QE+j2@Bin#4+>>6VW|Us>T3dWhDxk>?ji@zW3&AgAQ&fMW>*c&+6w5N=DA8DR z8FpdIENDmlym16&6^6nO7l=54nGg;K0s8RJULdhmR#ox`K$)*j0wcl9cdocrPP7_R z=!w#;)9UyYLK1a5k2K80p;>_G@RfHURH09t9>{=$#q|e=J`K6}94Hm5iiYk^NE!EE98rflaJl~sYeaW5zidG}LN>=4H{Yi(oJ;~-D5RQ4I2=hbwv-4KC%0Z6ny6H|^J@dt?GWqI zAAv#AAakk+hdH;V5(Qz~DjYl|+s{{P#Xdf4po2H*yFo~bw_?Oq!B4o(l&pO=0Xxgr z^rGCJ%<}l=^Ol%|Z<3rVKuA@@ky&vS0g=FzNi|Gpy95q3gJmdK0nZflnMzIXWwZ_m zKoUJxtN;XI#RJywR}6qOsBnml(O3wCflm_JKrV2#KCeux`ZIF_ZNEi&%O6a`fPB{I zTf9S6ULvFu7S^_l{$GmEFGI*0qjpcdK`4*(+@kmd3UEieu zu>ktsLPb4A2T2j|3G2X%sXqZXL?ViKjU&ODl*Ej{jOz}j?nTnveSoRT!beY_-V?})){A^}}zHoFFLjf6FPXBso|K~>pa*7u%j2mD%`SNU1f%;3kb z6|2Qibpyp(5%tfHHt$Umvo-{v`;U1$g;*$^l}3?o6!T~beQlyBcvO6C&(@YHeQ#D( zOCZr`v03rLwm1eVM%9<*H;mIbCaU15gP#XK3h(Zkikg6Qs(|d27s1+m`NTmo9}y6y z7*UO!WGL_k#~i}yaZu<2UJ?{o(DB3mRuj_{f%LdZ19*huuUimc@F7&%1yltJ-%k>@ z4%L9PPXMl2C*)C$%7>Obm|ZXZ3QG;cNImb^z|!6Y)i8189NfVy%CRX;G97;reiXrsnM{2)?Ii}BYVbBpcIj!Iy{9(O)omuyTX_ec?Fe* zMN@;d8FeYms2vLJNc(&UV_2)pwJ01TG%I?g!V>E0aM;j+KfyYIptFO3lxT;e+h zBsRsRio{wvk|OFt3JD#awRU}rX@KZv0B{VcgAhyPMLRPpQEo@jOhTb~_582HQe;4p zLi0JK$x0G|%MYz;;b3S@a+kEjfVi#vd(Qf#vo zD#>QpH{#hf9SDIQGfGUajB+%GfT3LzPrFz!MUR zhHo+2SlRk?Qt?Jsu8Y%^Vm^66~`qZIbe!={CexXQU9+agQ z&J{CRZ{o+j0C9vSzoP*pzh??dJ_`F;xCss9i%ZBsLId0}gVU8lMY6@22_mfQGQi+l zv1+J|=ir<;y#ty*d=WnEs|+xXLyvKTqp2E+(v26Fa&QI^6k;qx2aSGND|_NfX$Ljg zWu(-_OXBtI$dAIu7V!o-sN%s3a22zj5=izs7pjR63*a?c(*jPjd`rkN3RR1 zt_l~`m6vlbuCpnUn}CZa4;%Fs>n;*#psCMI!lauXa-bh}2g;%x!&$Wb4gj8xhllKAV4teJ zi5wd!8rTI0BsB>~3Vc5AObA2hog@DM+HRikMjm)6s46#zLgB=5a|VJn0Ivzfj}2yu zV9{i6T%!U&T_L4)Bac_7;`|Fu%heR`Y7XWQRWJ=uq&YtmZ}qi7Sh3(Q60Yz@THkTw z6>E)I)FAOE8b2zOu) zBH{TJf(cM)fq0yhK^|Ewnvbe-Caq@``~V9-0neyulr9Xqa1KV86_gSuYbqaUy16{_b`X%2)(|vet!%6;ybg;iX8Y(Rub+!&dfS&TJio z6hRqk#Y)}aX>XnOai$e5aslOO^TjVFJ48N1_7l<#9eUrl#<%BB|svi zc+|9yt6hcThJKg)VfQLJ#-F2W-!pcLF9byvNA>(B;a$Jw2Mgi`paikj%8#-D3npU3x=vh zfgQp=)0CCT{U0zog%NrQ?1h2|1I4g<%q->sl_MAK!QDrg>1xfo#WZW6R75}2OsRg$-&T`iRs9SFbZ%mgmd?> zBz^|;9sC0MYBXbjLCOA=d6lvAF%9+gjb7KL8+i~!z#9gVX$lGVg&faKc!F50vEt)+ z_#5fKlXIg9V_3Ubyp{DrVuXIISg0HT8jE^p&t)W? zS9gl56{;Zqj#fstw3OkV^pd{>OA$m<-c~BFR8VUDE5r_9l?5OTg5vSi%O1?K0`;@1 z@Os`fn+#=!{r&6MQ<0Go=l%y3HxvnU6(chffp82*MN3Ko+gZt(gaAr>G4*+G?%isq z#cSifijGd8tx_wT*z!G=1wH=&N^-r{R!Bxiwrk$Dg4!4$fne7`nnxvUDlhBpcA;1_ z1}&A7rwJwLsg00}mg~w)2^y6k8dwiAp@olv#m!215l5P6Fe1=?24F0lox~I%xg+uj zaj(gnLJEi#U*zY{Zi5?vxU#jvTq`rI0HWi;b#MC`anfO4on)B7FoFy$HKEB}HS9YW z2v%nUq^}OnHLOFaV|7+gmO<&!uw8?A$WaoI9XIk2v5_{LXbvI3hEBR0M4|;Ak(G`K ztZeI|=w;X_c7Z0ucm$pgBj`!!mx@)t;WH}_N@_Ewnnfs^1<*U?Yc{>&oB`?8F0ce3 zdvwqqB1hO0Ge$FASa=*_I7r8Yqe;npycVfZLRxexiNcs{vSoR-*M``-00_3CHJk;! zusrKeCO;=A8n{<(4OZpPl!g?XUHZGB3{>tBRr`G6A<`4Wc}bx>I@nFn8-dhRYk9xi zS;iiCiHnS0%xZ-eutxG0M$S5MML>@zhs)=pc8R67GO(mDB_!=B>V0q|*d^Oag zo5_PAXp6Pty~!;Yx)EW6z&!_MvJM~9JS)mLX%9W(K=kkuU@NU#^khNV>HfRO+y)8$ zx2#i8^74PG#RBwBbtHA|@5~5CT-VZrOTQ<>i}L|U(rN)d5b54e8nY&mScV;~iG$>g zu(1AdBf6Sg6hzEJ#M&yz2%!~P;mT?l5h(j-BG=v9Tw67uN1F6RRe^)>*l{@qV-`3_ z>rP(j&#eWel3H{zC1TAMNj>>_N!ERxiw}MeH>{^33=G-uv)+$pr&6Ru5Z4>Mv_ZlS z0w_H4s|%^sxF%I;+fUD6`-IpeI%N#w1kQW;!Sf7morat1_g*N_Do^kVc|d zvj=C^Dk>@8;X9WI7ZwQzEqT$)zB&)boFb5_)b+v)+m?SY5IyNhZR;*2qF<&MiUH`l zn@bkTP?UP!Bs<~hF&rPX;>X)oD?E!Uf~@B^`{%R>)0n-3Cp2fTMh2Ra~42K8nlmU>Vi;O-z0EDe+WJQa` z!D#fMB$h?t0@gEDH0B)vK+>bXD5T(+3w(M?)CXzWxlWg@&nE;Ux^bgNtzl zz^D^`Q_FHQDiWWla08``FERoB=G({512Is-)RFK4HeeWBA^;S9c-?Tk=r#QE@SaWX zV02z2IwcMx;q_AC1W1Pqnl6Y2rUoR74z&lO$SkrFJC(`7zQ}Weze`GStM&Gh$dML~ z@k~HZ(}{2GVXrRfx2j^mO>IHG@*bRk-3$~IhmR5%(<-Qxm;eyhjc%M(f@DgFm$VTw zp>}(Z-jeN&3?2NTA0_0VJ*_oB)x*Z~QcGam+H8+xx2Da4GSP1j2)B;JT`^PZr>U@y zI-1(bQ4$ds#o@s@$jN||cOga}cv8=Pa}Ec9L>zxdDA(XczsMZn(h&rd3H3`}bIf*0 zBc&nqPWD{$t{5H{L*kxpu2Vh#0DkX|7`5gH0-De*?dxHQ{8}QSdDk)#&%+77H>F+> zL!Z0wpxmq0Bw0a;g8}29xkv~}i;sP{4hr@9joHJltO?h1SJmkhL<>{A;P1Wr*UVE5 zIpq5q)utaAyvg)&~Rtn&>fuL^iI*yXZ5dks=COC=+1mUTu#cw!A-!l z^Zk5#&wZny#Uum|&M4N%4z!i`@zcBr^~uxHg28Bw?bwi`1fSQ-`N#0AP%xLEd>t8_ zY9wmLlc#7;)pS50`&_nsJFEzl8e4dbs^7AreJbMp;ePtkFES7WEf78f zpf|96Uw2Gi*!&R&KW{QxIN2!~GRgad;C*gB95!W&e6A7eV7-JYKMBosv7;??0-*!V6 zcYqM;vWYRRl~_Q^J49eKM3reUpyd8q%Bxm}K}I+mKc!+uIfJ6pjTMF&cvZ0IajCyg8;ewRCIZyoW4un3L9qX|u0G6w}%@D4qN2 zi~j(nn_nH&=xJR5;*kOn`v*0SBuEBBPbRo1Y{?+`p31>q$3ap+xS-JtCzLJPUIqkl z8u!g7nYM~kL$-+O#dpJILp&p^!FI_ab*7;r&5i~rV1z`w3n=5}Z#y1PPvDs0;bD}g z41%bO&MQ^*vslS%0?tY^5Llt5Pq>Xa?BnM)Iu6S?rNv98aZQ`cgT$-Pfdm4Km7W)u z-ggbUct^@_6~wB*SKJ_ARN=XCXfEi0)VGQ*Sc-tYh|%G%8}V5V355{XBVLq>!nD3E zTlV}OLg|;%XZj2)aNz>QtQLupP~}9K=s_-(46=rCT$}*4oo}1tp{W()X^lkfj~G$q zm;tV($aL@=7*m(6vp5OGA+(iS3XS!lto75-j|v?QaPjDbqXdQsrMwnj6a+3@bl;lr zvOO9)fEtKMB1f@bFcDD5XfmfbGyt$H%%I2px(~nXJ&L5Mh^HVs8MGr&qN((pAS{Bx z2%z}!&2*pUEY`%w>zP#*=)bF|s$L)~fKQ9U(`8;X(x*n0NO+JE_VrP~F*4Ot6&zMb z5$hmR9nHyzn@9~*hm=7|ayydPZE}&wWG`)ezQJxJ8v@T9Ct6?;?4CexBJr<6F4Pjt zAY0BW${9mqB!`31<(*8SqFAp0kvY_nLf=LmAWj0#$#fBF?||}jo}UA2md!FdoG00c zT~G+fGuJxdCy{sA2n<9Ml8>c$6B?@8(&ymok>Lq-jPan3emz20<@wLQ;H-~Z7A*94 zuOJp0F+&jJD&)(L;s$|Nl*ismQ}UiKgp#WcFp}9xwfA(y;x`)02sRjRuZKuQTkV7h z&@Ju9MyV3UQ4=98;4Up+tB&$nVsb!zNpjywDienC0H$NwY43q+!>e?HkVOa#J><`h z=#bi!pI|x}`@|JYP{-TC*)_t9QMLe;DazGwEUPOf1_(VJs^UEhZ9fk=tuCk?R=x#Z zcCDzd;k0pQ;mbp26rykj{dn|}--6%DXWa2GJ%Kcs8Pk#{0o-o>GHuUnZij%ib2@gR zHfPrc;~5^az?22A5nR9|@;M2y z6JhDw3yt&V<4N)L5>nhD#N`h5$y0-@I0{3ahlL?%I3&RBziNs=nH+<-(Fy8&lsAW? z%5VTafw+UuSXg=hz7mNDi^h~|z@ArN)5LN^0kknU^*Jq!2&Ca?cC}gK?bMZ&|3nQfg%Hmr*CQKin1n%;W|kH88wJi1q;U6O}ZLthO8Bx@NZo3QmO{{JTi^2 z+*A-J&EVg8d$ovj=%cA-F0={0-^Z5>7KQWt0)kxA9zs!U|a&!Yvf}&!=Dj zswNdN#91hBvDqp`NjWXyOMrVsou*3j&KXoxdk`hsMsRd7K}1Kah)zsEK%KZOpUB=E zA56ml+iAx6$|^Ed+P;5R5*=DOn3-$aVCOwG6(FPl7~v4++e#4Cb)JDy%%U-XhQ=o_ zJie>qUnnPto)gzg)@>;3AC~-YECg%g#QI!B<$$Mgpfz7e@etD_fV@;S>|OmHLSzWC z$0W;sSp4GK(D3AC-cV$`l#f=LH+`_Qn&X$6d2Fa6s8ZS0^1k1-zDBD+IFI@iTx2fG zvDOs~?g`k{&<{GP;vYQE;M{uB_*%-AmQ$?=dncd=7#qR*)1cgb9urYGZ1V@%01gcp^r;Ue91vptyEd z+b0@t0&))yTYty^1&<-H-ef59UX@sx`^-b4^xLZeL|X7dK)U1a#2_af^%(GeB@{L5 zKOs1kK*S;_9A;9-qE`7?#5KB@2(?H^2UDQA`?;W80rB^(ilw62!3Cz?fjrOt2+xO~ z!?faEK}#i8btQqEsUoO62=-7VLxXI>)2_nAD!glfMeBeGYu{EDTP%NFhJ}Y6A-^}F z6~6=1l+s^yq9L44m?jiB#FMBL)!{~jU=$T9Esc5CSFEZg0wNo92V9`YoS}&Lv&TJ% z?v@WqN?jiQbXbR|OgNnI_Q9oy4%aHwxXKTq;DF$gYyn_@#^J%vaqDWINfh4l<0@HR zfG0&LoXrzQC;j+<5ywjRAeIOrSXQSPZXW>abe)Hb2g!p}w~rvf%Ivz)_u`3-cn!^c zbBwmZDCH~+1pz<~0}E#~*Fv=lHa4CJ4PQptP0@Y~j`ulH)%R|s_4NI7v zimIZe>YVy;k0`*trxbBd3Zd;goh21{enr#|k2sqvx#;Hq0AW3|oCK@|)R{Rxl?Ob) z=gy;Iq=k7o+teMwUL*aTC;}pDsvve(G@0w#j4IJzP7Smyhyn-Xd9)obR`9ihF!=Sl z1M5a+-Mr&T6(nf59NIkY5l+{q0Eg(EfnOK~h00z6;_B&&NyKe_940%leG0AtbIKe( zc~SbXMJRl@@Q8RRj9q`f>&!?|kZLo@V|**~grqABzyWIWR3t&Q} zk?q>WY_9dpHM6N{ETd4X3U)^&eFVwQ>1|Xvv%3^BB>~n#b6$2BK=FX2u7%+CAg&8z zb;)r#;@}%7xdc#@x-pQ90(qtafwQev@6Ij(`7`sFSiSsLE)iZJ%f#yDG5|w)bQ?i- z9ZFF|gx~=cQHV1ha@_v_FcBmm5^@v;ND==4i^hVrQz(H;jB_Yn5>-wtM1gpz-i1QEb)8cf0to%4t~c$fz1f)XtWpEAGy1>nWi?)Je9KbU zG?e3v0&yHn1@tiqLyd9>6_1rp1LvH0>PY~CMNHhMlJ<{(cp>)?@iVP6_G_{&81b3{ z?g9;h;J9N$+Y5j|qRzhm0N>xF0xK7SC2r*ffT_p|FD`4&6L3qS`BOytQGuKs2a9`2 zz#I<)??>P4w9AyD-K5}S$Er%glHjwExyfu7dMj20#hf&&u;Qg$3O7z)7N16iN$Eda zY4<}#hZ zdyvyG;KU<@@m1QX(R2~)K9Z0Sc;^C;I3R_YV$+U%q@I*iASyI{*U8F#oN!-cA?BZxi{2iGi}(IfsCH5KW3(-0w`MvZZ+ zJaAyZkXy*OooOOG2vi8-bISLn3Iytc$eiNqgr~%x(?bBa)NKbVXj&$6J@#fC3|hDW%~wGX&?;c!XIcgA^EH0ZkGGpHU?w#aC6F7YPYgk5x4Mdjcx9QmT@W@SOwLHy{R#zMyA43K5&LWvzpnl!P!Uxcgec@tAgbLIZ5 zidc-WEEl~q-LMuT%g~~A_q4~DmC(6I0``t8nqNrF3xHk~XoZ9=Wa7GnAw8y25QDGt zWqFf?&?Gt?Bm2DIN@5>9;Prq=G!bQ#qCGD!4Z0&1LX?Ez1xH3u2M5sO5m^GosMP~D zjGSdtT!OG(%AvoWdXC`WpxPnI{vHOgtTy;6ZUZ_>!w&?54Qu}M?C%DWE%IvkaSjr& zE||$WD}*6iKEd{^x1sZ{PQZE=;1o@-RC-KUVu#y~XHFMMQD5;s%txq&TTs_`^mLD> z9)iNPR)k1FoFtR>!2zr|dib0|x`ZlP*SB98&M-(Q!WHWIs$nr?jN&O=qzfz%J-T^` z2dMxMW%?1dpd3XVa*{wkBUjgoGOq#2tn@xNoti#Xgx!2{0l?bM1vxh1e_e$6qhTzT zFwWR&R=q(d*a+9QK%!AK1z`Edk8!dGw%Q8jca*`-lz?``y zX(LH#Kp!4JLL^pNk8yhP;XGpj(h(pO;B&D()@qCj9pDKo)?Zyf2nPjn{fr;o_7f=Q zK$ecCA~uN^f~2wHgEu-*IRzq=2p~d{UHo~wY-4@3Bxc8F2s!ej{lN#YmE%=-q?kw3 zt*t*k(u4djGB8U($kML-3&*|Rbocb1;J5@0`G-v$mnd%Y(c|GV% z@VPH!G>kkU!OP`0gd`pg%46wBjUpc^^2T96?D&Y^#OH+6kYJSSt3WSAh&-@Tlu0TO z^7jszC_vaS5FQkxh*+k;HU9tv>7K8LO2 z5exiLTnKURLwoTj5+EJ9jjS~k_R!b29kHlN{vzH0!DEWj5|$2CH$sPUU}2)yyzlz) zNvaLOzAkX!qdd~@RxSgE`{7Onf(=S*uP6FUtpn%ju%{8}Vu~ReQMZ-U@m`B589eg5 z6stb?57>2bI}I1UWT_~1a$<^HVp;V^c{`jYb>YAP1WfGSx0?pUhOHBLq2V*G7mOB{ ziz>}W5^)m=NaBRh;k?j<^u9cjF<5JSGE#eZzqyu1{(ok0ozCY*pui3K*C15fOOqiV zVR|G6U<@T=H}tOtOcw-GBhYM*F3Arh)xL7z=1@sWR8h}0oH5{|Q~>aN!;>=WjV-YA z!10Ja`L<;f$qB)X6@8&v-!Km}-2wz1_JE`>f$1h108~08`WJ(>S7r)(D&0IH4HkoS zmPr-53%Vale2c{)(bZZOjSxYgD?{IBEo_jDQ$@l}&1`Qp96E~qk158~3VC4#=*}OF zvc_tML*kY?VWRkYWo`nz~4rCD1UhE~*c07Ast*O$a9e#Xu+_ zIR|n30*w^Yq~)?IqL9Z_q?~;*&>tJG!F;RC$e@r67ybM?$($;PM;=Q; zN@yxJ`rSApo=F`bxpHg6s)wht7vL2YX&?|zK1Zx6@#z5tXB2-K zGEtv^XF15aj8#?@^>lhb#Htu+8WXA}>$YtdOvX?nMTuFJs|sdA#^`IYD(P_pS$3dtnOR1dbd znc}hz<|2VeB~y`}Xv9HO?g_^8e1)Oneo&5b{<4W!1PJO66+&s@9GyNJ2bFnlU>Odm z-hHddXe%KAsmDg~)e7{0^wZe|7YP6?810U777(oiLbI_rypyzg_(7cAdcvp)ic>fU zl=DI)6gnty(;t2(mjFedr#$M31Q27<4twi);3Q0?8iyq*b#e(Lf`V*#JczI32}p=R zi1aB2t|SZ~m_|5g4}hMt2rYix$t71pH-H<1t3;E?x=c&tBvhl0PS1`)0#$i11JUxr zf|RB0IeK>=$^}YV*O9P3gT*zBt^!1Tkm1CPI%CBApwJ3J*GXm_nua{4^r%gK)+P)@ zI9o`(kUgg4F9vW^V8CsK8(w12yT*_j$Qa;oS#a@a`Z|IW&RCl3fMRrr@(_3?UbEUs zzNhdF;Mep*HZ(y5fH$K84v}w`snMKi!G~BbuFP-B^x=o~dw5zHjNx3-(3Ssa7=yF9s$_a(YD|uO$N?s-W1#ol& zQx+9B0cEQ2Latf3$PxSMGmX@*wM8I46L@SxlYtMXZdZ=j6teMrLw~$15Q|t7{``1B zfUZaY7zg@tjF=XM;dbx(dm`jS$M=#CoFKsfGk%M4b97KFt3H8(^bzqE4IU4q7XJV^ z12Ms?R*4{YzBHkmtd9ejk}ZowAEUwh)XXiDs4IU4Tg10X)WH_xw?6jcT2u3yxJSXn zRRVl2_b<=&<{C$Y;QrGX&SO#=t7P?9eR|!d!FzVXzYforE5<_`Tqa}5h>WzNm%&~` zXf^uMHI7Il&E_F6fg=0_z&VEXm@pE>lkIWD&9<}>u6?sF0a? z7*T3JMweo^?A=8(3X*K0&nH>31iA#Abso4r9SR^g&*J``4VsE(NGPx~@p`zR(J*8J zCYAe~pnml!7ZiJh19<#SGr@Ew;wJ=+B>8{=_uIpqgnsC_fY>0|4r`45pk?_WLB~`R zkzC6ZfiS7aL5P_FGr|!Jy{5ebxrQr&(b5IjFn#q#CSk>T%2dd)6BQ$Rc!MJCRB;q7b4avwU7D z1WPwhJ4uj;^p-&cnMZ0A1&Emf=>R=fgEI?h@#|u!fK4}{gJL#| zvUT7zbBuGAP%BGWj($Wi8c|fpJaCV1RK!V#C~JxYos44I6>L!JwuVAXEAWU}=K_%Y z285WHSNQ6|`)<>r2}NC9rI2u2eGdZSApv)OiogB`rvlQ_Glhh7=MZ$>Lr8F@D1~a3 zz&SY5X5-O!kUBV$7%-}XViQL=UX1G_D6>cJB@std+?K;o!trQ{vx1Gy8==Rd@My?N zqb&|Gri>wkek2(jd?u0JKNs|9JLNzLfB^3AuXze%wZIi90lztxF~ouikoa{LSD%?q z)`FUM(%TXEMI3Q>XC^jxCfXHfA|PR zNQf3DoT6E(L6qpgRJ>yU06dsx1cly*24`Qg#45#Z708cD#R|=i2_3aE74#%QSA^%= z@UcK6%bx)kW6P%V!(R{3)L?EfJ>nMn0!o6OO5$TmXn#9#5eB*Zv4gH-Y4;8}@h5@< zNgC^rC+97KSTZ=Eo#ui(vPOND7lAM11d}aqNMckl) z1aVdCc~6!z6jl_fq275?M24ygTB@#3S?_9a9?`SMUy8$86x3ZgnAMx)1uoL)&OTQ8 zaw7nzuRgd-7AOvwS5P#u?7;`b*;D`vZxpsD?hYt76ye90^sI+dLGn|Nk3F&E_f*Wf z)CUkB$S@=K%JJ#$1pGT8h&h$OHxxsZtY?Lz0G@P=EfbFLu(sjxp`5&OlaHCUMp3}4 zguGgUyfEm}7-$IMxNrHFeVVTHYtJ$aliikPEoyiI%Tg9QmGNH(Y?*K=9z;gGs8jawOR7%7;i6E@`!IgIc7%&J)NzLZ*n8Wdt z!191=;OPrbN8&@L(U`IxrvhQa$>V^4B(N@p-ejkwMOG|Q9OWK*KnX)?9uz2Ci8&Ki z*znPl7;v5zEqGYW8sh|CMx1#oQqtBaVyi~IU`8~!Pk$JmxFriglTBK&R`m{Ok5y2w zuvsIxXh1WIOaU{2;uv_7qvQ%$8>0FLlwb}*fvQ0-FbR~y1*j6TfevYeO58qx zC{Xdtbw>*};zMGqAaG4T5+h3qCm0b*3K?_K9*zsFd$18wK&WsI7tL_B2-JR!>%{1V zFTepTAkNP&v{azZnG8JU1(gR><62N}J03j53Kp(F^whPFR1M&#(576ej*`L%*AF`? zL5ubfcSEyvInXTtz`1W{(2tCQEShv>a``fydhR?9KHZrQ0cD{SWbI2xxtr+Zv5Yy} z(SwE*j7<6+c3?CX;KCmvd2;mHcKEFhrd~~pfq>Lf0USGnhXclq%^l!ICtC4FCEG)< zTLGPjie8k_7QHQtg!(E(bb!ka6*nS|0aDvUaMp!^7yX9lrwT%R41&N{{X>B6+#3&p z0$`>b;3Fq1kWT=a$+;NRfr&uVL$eM+gc!o2-~-Q0T&b-Xis8^WFD1l=0CZ|R2e9$L zuw#Z%M?e7Bwq$YYznr6>IBLU%GefFwYErVP(uqo@|hhV0NRy08|dCXEm`>tql=mEf#+Z!b!HpvEF9edqyqi7dS zDr#4(iJdUJ)Io}FrTP|cn5(SFV=N2ZvqIvSx}8|ONpr8REwVNU4xw8H7V(12`M@Y& z7HBSZc3)(^+PCp2gU=;4uG^;4(GcPU?(|4ffJLJY4D}QkQh=lGsC(|hL9>)pfGRhG zBVKEc5J-+*RymDBu*c6z^1sMxxtG{L8E*mJVQltT2|s+!Nf)npP>QQ?^N8Y~r1VS> zK%ATlbKclmFw=unzmO3TYGmqx$rJpy5`+09cKB1nsy} zZ}}2@dtveX{YIFcoTLU4fPh;coDX>zZ5okD0Gt5|+2`(afs$sKFnmLS>0BNSo?kkv zvx!i}V^%j-Cy!_5h)=NDfvoI2v?~jNwVcep1Y8jdTl#Uzg;vgw&!YRl;y@9h7Y9rn zq2v;s10I z{GfCdH3*nssIhM=!%ux-vcJLRRsrMvNXvPTMMo6Q}xH?8K;n8&c=P{Sr7r%_)N?b_>Odw+c(PBPx);*inCmhXGs4x5NJ352jHkMtr?by##NeA2n6rqzRnD_69n*(rH#I6^gE2@aE(2+3sKUn2 zs-z34&)`h{Dt1fAYU1#`N6I6Qd1AtBOp>g<<`#54Bo2T9LEwAv)PPJB0zY4PY=_BZ`&QO%6ka$WtVpRP@oOaq?p|-_(ql2xqx3M238@_R+ zB~}%Cl|ety^qwDEwU4_~=nj6Q427E>vMbLt6%gQjl?)C_Z|qn_62#xG7g8WUI}#1U zSD~sw90JTf9A@gWWHjUb4L=*er(kIOK9AYKkXAI{KYV)S>Rmdq2~veW#NBLfy9mwY0*}W9irvy-e$K|oY#*c?%d@~b314AkvYfyr ztz?$1kv(Yhqn{fhSxp)6lLY6!JW1eSglIkhk0!LrDkEr_`f`@&{ObBZmZyg$8VBAX zXR3>MmpG9({(`H;**VR}sTmTrQ26k=(g)+@q=5@wBwQ;PsN6MZRu563%bJA)>a5}& z&5>6Glg@Zsi9}f3#GHW64z0qC4~sZ1X+DKW#yDj;K?)ro*Q#w21irw1cclaotI=7r z&(p`1LIWJ8hIx-?0LY7E;30tXM^kD{{T7B*BG7+ zPY#-~f@OWbtH4`z90*sz;Lfe75R(l0^Q@t^Jbv(dUFA#y^~6%-J`XJcvqFIokv4eZ zkxsIZAJ`|+?Ce*LDkBqFd@6~=p9;nR5&G0e&XZg)@f8n+XPm(V)VON03xDS?%r{{VCU0OjRwG-N8JRrOoEuT}5~DbcJ9tVc(jKS_c^!32&r_;DU@JdDZ= z>b>Sjg^74;YEFzcV>Cot_L6Ym!77-KmMA@@(>{S?3jnPi7&0Odp$O{9uFx{1gg`WE zJ}l>ek#zP_ufj6NrTaq#ro?Om(aq#yNHz(yW(oD-zJt}F0f1+$6B8LUZl^y(E5 zCs3sey4v)OA=#@J#==8*7Mq2GVu`PTdceqHR1%M_FXN0zLhn3+K7;kwl`Q&{Z79G@ zcnZ*2K+elIpQMK~fB_?S615nQ8-5v0t7z9Uza~X?vFe<=fC(r=j**30gIUA!G*pD9Z1F)z+A9j9b#C|;e$#_VF}q z1$ay&r=<&lDH?P?9w4#U@ZE*wUdaP%LRSe;(scM)&Z7(8@EROmMBhRWGJMe-_tbeE zP~>eQaRA6^V?}AIDrYo~UyF0!L6g5QwuosFIG{Za0Llw*3R(c-@eJt~a#{)-zY3~Ixa-Dtf z=;o(aIW~{~0G)obN3y}N4m&`sf)Jvs{{Uq=-EdbyV=iIo!?pm3M9=nl*dbd6b@aG% zyw0Gfkn!M17=M!edDQRwTzP-l*YdD^$;~K!XggBJU;RJl8$pm|5B?_%Das-~dTW9m zFWCO1_)j=7AV9(XogIn=PnK46kRe!lanqADJ^|AJ@K_Ogxc=x*RHv35oq*s8(l0*Q zO|t=C2xxV%v0AqTpK02uHenU;4WU}6uM$)>UeC?P_;z;&7YrU8R+N?#Jr&*xpZ@^a zHR>nV{W*lsCcYo9At>Is@cgl~XP%Na{js0FQvU#5Q=anJ_g$0D96wH9aorwxa`WH( z9q;}6aGYOo+uzTy*vk#fl!BE$+4!U+rkrXD0P9}cU)u((!$5f!gK5!sW|Mbq6!ESeoP zEjPy6>)7Wp`gcmet!S&~7s=oNsbqjDZ!T|fE3nKJag5pf!q$#9UgGblm2OX>704-s@2>X%dzp{T<`R1!nlFCl`M?@*7doIQKJ(mX;lcBOp6~}x zDn2J?9;M7k6z5tUdkNoHKm1N_(5L?Zd?M~V)A$Ea22nrQ;EVgp=N4pF$M>S24^N&c zmHD6Nk*DUfnKj|7^OZl@{{VpgSLyE(w0FmzI-K{f@&5o9y>scyGGw+{@jnpxMC(<- z7!42LT_t!bPgJZA?M x^eU-)2z=T8 zFbU{ehZIgEkOfokSp$vRP^)5!6A(~mtc4U|`~JQZ463V~rxJiI9~hpT5@@52Nud!a zi|MrSO$WvVDtx+Mpc-}sc_;7!I+)pTzJL`2tb^O{vq*&^MS$v^cMf2DW%P2|c)$fB zVxPj^PIpEwQIyXPOQ{|P4WsnsKJgduMLb00yyBVqP8whOx-Y-`I)Zf4u*T_mA z;^U++KYMtGi2+aNFT4}~0PS+6{{Y*c*Z!RU01y4*zx|y*9zTyC$B)qI`EoB0GSK6! zaXK7;0POf|Svcqc`FdJO{`T3z*P4_YKVSa2S3moI`s||U{2x=VP>{b1z)kNm5^jlk z)fgS8fc!cS@Lm;&@GUAzc74?#x<|LEg1Yx%$1LYO@Q{SY7WAWZ#Ri2^L%6T znpJ}2t6@P+I2C7YKrqV3jPIilUX9r$H8O+N=k(Kuhrhx-3dM!h50>EpYVfVBI)$p7 zD#4<6@|y}Xw70pNmz+PDZfasg;ZJ2xiX)_-@e$YN@2qtW1h<%@v7@D_Vr ze()Q4z}}x8OX)62{{RSQ{lEM@N*a!;T~>=g{r+)h6;J;F9FNu7l%Ni=@AH%JIG!N7 z{VcPPip_j>-8k9#%kces!_H!!FKct(9(Zzp$G`F3`Qx8XWs)Ah@L2kZ zH&^Q-@B<1-Bg}&V6x@R0PMSC>caKLAD10gSaOWn}xE3@eADnO5PJpxr^Fh~YZ)_mA zx%xg{4|hDcYKpdoUK25@;s_1#5^Oo^Gyccm_f0>0Vr^C;grxur3_3Ror!L_=cCPMT!o9SK!|Ef+Zor zr0Em;k?$4w${haGINqQ*1gvb%O3N-v#&HImG_K_0{JI$&v#8Uhy_0_bGc@jGw)qOR;m_mu z$DSPj0LQ=a-nrx6eL6-ACIdJI!AZ%eRO?nS0oq9pN{*p;s9 z4u!7=jjZ{nrUyMWIed$BTvr#H2M~da-wJw{m3$bnNq8Z!_Redv|I=6zT9g#%g@Cal5y9uY-RDL;P8 z9Xej4Lp11x`nTsRi8vsrwI|W6=<(f?lL0jdKHgM3mY^?g>uo%`){hRgHI$MFoKalo z9*GJOs&>#kgtcI?!pxFegaTg7yy&Sq%C8Dw>3^LywH4*2`y&kld%*ZA*T_pW_A>pEgU1fE<(ID@Q4 z7C>KAL34~9P?BxXw+6h|5+?*MDLFq#FB&GU7S}LRgI;AY-(4cgXj0WD8CR*6EKpJ8> zCHm1aM@$Gl2E0j-NAubV1tE8#K7=cD;tJm+FC_>?H}!f5e~9$av#r#k?gq>rI88HD zh70#vkB*YRF_K^njd>Ufl$Ujl!B=}>>r#Xa2@$ApTV+j5)I)%PQ1mqpm8RP#3!7J{ zE{NvASP-VioTmvmdN<>-hDV4g57?v$p*B51Z0@v;0Qht(!l8<}A3)mg8?8cAnC+o{m`-Te;p%<=06PrLl@$2T9&4i^fByhe zjlqi)UN57?Qt(9&e~sn?GP+>~TI-7}VgvHoQ~h&DEJBS52(W>~EBaxAh$=zn7)d%D zPW$eM5xaCsz@7%BcxM+Zm8iWaAV4MeIjL{}i&Mk@01L)7gU9C8HHpL)G-WA=S^f66 zD32Br#hp$Aa9~Iy>Niq#g>#U+?SiX4I3Ht4@AI^Uf{!l7`}t!Yl<&kw@=abxlA?M#>`a^yb#DNCvp`jLhcLoqI2n3V$~ z?>2=1n3WJxF~@)`_5T2h^49+Vqt8130LQ2K{{RQQbLq>QmL;H_n6?ezEZyxwP~`gk zPJXHzn(swvPKh;4!9a;cq;0peKo0DpB`R@f8!1E(PGYP$=4EpdVzVid9y1t&pWsVS zha+Ro+>{9^oy(G;a zLIi39jg3IeN?1x_jKNOcjzX5mm1^aOY32%quzn5=1YTN2udCtSO;79L8mwGRuSybv z_yvzgOi}d#1=WuRnoeLICA$|PVo%@Wl(n92d>#IVDsfE;G7WK|LZhraX_2juFfYK5 zS;{ru2niI%Vm`bm>#UC?5G#+q=4Aa)LN-moI2xffg#iiMgtl|%0uK+5e<5a(5E{0E zCE!s;s=047&rZmUvhnmlD8ug`!A-(GOCF~xk^z@MAL;sYH?BD{oIt!Xz+F5D7>6Q+ zs(NHnv(|NNVk_pFc87{0JP=+EF#$)pe7#2_Su!XV%I1c8v7n!_aHcDB2hsR(Jd*-^ z5FV53o=l8|nhg}wtXM!T#&VwndGW4;AS-}S#plK30MG><0M0KK&@iApVcw6alzGu6 z6A60V zZWz|lTqm=r?}&P@@<;~m0~$(rmW2vNlzr-jldLlY*mKjZm}){tya*zQ?=k|p)iYqJ z4g@U_DvD%kD2heBjgy5cpBJXR`Npiw=)803!OBk>Jk`{j3CdOgx|;8SBvq$WDHJ1& z2zra)pqy22DAFkE^K+4d2If_;ha^esjEAUliS4_81Rqq1Qm;dl>G&T%l)!~v36h;f zqeedNClXifKrkmMVaHtrS1>f7_%4^7ygvbArFlzGa@d{FZ9=Q1-aNzXW$6?mHM+cn z&TaE4-?~~}4juR4gjE&-4;w|K^eDBIG+s6p1FW>YXA>-DsuwWuaRZzMI)_z{*Qps? zdd#586*skX$pPksL>8b7;F=&2p(3Oayq$9yM3P&lbAXUHg{Fz&5)TQ$sf;gOY7LAO zW67{gkjpuJ5nQaG^`|Dl=oq(}d+j#>lsbYbz|ubzwh5|p4>mx8XOwC3i@?X1Ko0Q7 z(?(((wgragOoP2^JeD~T6|zQk;$5_yBG3pI8t~Aw45eBpffl+KD)ANXl=Yup0s@^@ zuXIN7NrrS6{;Iu8z-fF02UDBO1YdCf0K~}vzp1wnP3yZH}p>~==GGhHD0f&%{))ZD4%~rhVo1J)4qLQyPW}b*7 z2%x$gPgIRGw&YTWjEV){=m}l=4!TM)J^_SIY=D8i#%6_wn_Y?-RLS`4sMv=f5la)( zghT?2{*Gj=oCyv~FNDO%6umNqmY|tZDdW{fO@I5Sj;Z5nH$xL(T|4@5draGchP-T5 zc#vl5K`##kIuzK$SFw>Xp70$@I5qKke$|JRiNh-oBZq_M#AW0sf>#LT@WYs>0-y7} zW}KHyJ*R%t&r1c38s|R>0IxSQp$Ov5p~2#FkD(oH0gQkEPmIf^SQF`x=& z2ikG+t{DY{9y`UyS{#Zr98_@@>zFW`#R16ab-#3>-jL8WUH}^5GiadMTk>&_uCOYp zDEJV!g9av@+!H#|3UG2Y(q%hPqOJ{Pahv2aeJ>L9;;q@lou+!=)?WRn*;Hf{@hKVH z2FiH1w44UM03{PlNvpvTkUbk}YGmuGypW*2CCC7e77 z({RnAEIfGGBBqn>ZIQs$Fc9TTc{MdSBgd|pk!YXD7mc}{(I&`lM=m;OK3YqCBQ4`P zG_u7LBBid2G6!h0u&ncr9Epf(BVJG}^G#*UuBcTc4dmI}uR=li7{#N;_K$@xn>l0>7pO=BHF<5fA!h_U zD2`t5nt;$m`F6w2DjO|d%1H8q!|h5GF%0{A%>e+WW)0C+uZp#3SPzN(O?~2gyr5sP zVYojYFd(@st9XM>T(MUL$(Fl2#_q0eoEM&+bdZfBiXoOk@NGLf3i!jQkYU6mH^n-z zPzqhV)dWS)J@@Yr*U!%wRg$cnvL?t0BwsBvpB8JRrJ~V{H+P^@nu8Fk7%}7KZ&7IQiu#oh4$tFP}aN_^WV?OV)jX6OAeBgP|UqL)Aa4*N<9dgB)yl&~TcTv8Ll17vb`7glq@eDB@7ptJjnW zVpc+J_n%Q6T#O3AevP~!-|riXE=(E2c(a-=3(*5(&y_eN3JA}_t}1{ECdeX4Hux0& zI=?xiPFwkUJjR^cP&AM{3&gKRovctj9$P3}CJ2@In})Y2k({)0%W(AKn!!P{)L!pu zMtoUpIqFFkegM^=lZn}}WQ{V+`ra1z#PzHM2U4#AF}OObs8W<36d$8V7)^xndYx++ z#9CJ-1CI~*NePh}{pa6@W@k;_qcn3o+A-qp6j$LY^uG-pdaSl72dY=Y zjukisT5+S_^7+b@T0tq>%~C8OlEuCgvJ2S5bPNm)5ax^VA%Am@ zk)JuQ6}8;krsY_0I`(mBGVq8S6eD6>Csb%a2y^w>cZg!Zrz$}_YrK7S1fNo#^>Hxk zz3htDhzqWsar|;KHh87)0dC=XCNwZ^Sgqrwvr=sO=<$4l0Uz7%@_n%mbr zU(k{acwOq@S z8iT{;IQ%l$DzuT?4aWLN1(h4Ra`cfmB0+-?_<2mgBYb*X#T*~#txX6*wl+sgn=QDX zae>Dn$6f*vN;HJ7(Ez~uW(k;R<@9UB<^`yY0ojh#&2D1J zi3AYjR|{e5b-`SCPR?Y~n}G<&9Cj-f;7Gw#_&)J0PApWFYKKx8&gmH^lQ#UUygf&D zv}#tr93G&iLuWPuC45dTpWU7-30fR*Yu-W}(rGn$q&1Tg9EHpX&Tg8s<$zTy^MlSH zY>I4GC?%YrM71MG0|18;O5{z51?jL0&~x&x%`wDSxY=!&R#5 zk9~UU0&YrY0u^_dlf6N(T|*!mC2bjM$nd;O?ux?+U7#Mx`i`bS_FCM_&LF`(5mh%g z9Y&Xwj1Ac9K6XWUv1o_KlN)*4Sh=#f09R{}h==|bs8P70;@Zd%+N=nvUj*T35`)HH zaAGBL^=%Ca4VXK5Y)z2C=BvSuan{eNTn*xb1DD4*lp>mj2d#*AJ;bRiw-iV1~zIwm$g(2|sA2T1VR&e2Jf&pt;F*li0=qGmPp7%F10 z)t~|e_l?E=%YnXN9FLzwqIb^_iSH4M+qiCkXagoL7T5`-tDqHIryBr_@|1#~k&hSs z29pv{De7_+&MP(`f1u@B#E&p6ML`0<$ocT}pag^|kti05KA**hg%lC^ z3VQIxzS_AWR0$#B5hf8*kqvW4My2v)LeQ)t7v6R!utLO(k_6)6TI#M5o8aTziqx{S zJa3D_IOP@tBEh};&ac!BO$G3ldXHSdHkI@Hj8`MkfTSm*#o>(P$Z#rkN_f#ilY{{t zq-QA-o?;U@58|o=TnUY!B;kaowOuj(o-v4NRZ7{_wxVz~fXmsYy+p_Q2xyX_5fhJM zVGTf}N__D3;})oNoqK+ywUnyHNCh===JDM63}7|hEzUYQcUZPkNOO292{uHyB+JE> z#TK0ecDCp4T5nXg;)Dp#0boFf_=iSZU4DRPAC%;Qa0ql8^U2_7htq?GtLk!()T4bP zi;X;>-H#*&a^lzaLWt2vua2y-{0TU#^HARd;l~0IhqnGkMI_EQlU-+roE5Wi_zplX`r@gr3z$k%5OguB0dkNj0USQ^n+psk?10jbKjo3O^p@<1XPoD? z@kT@n_zzdB-DpxGr9g7F90%~T4f>r{(We1Q5FbyR={z5ncmv{f=zw01Nr5!=bA+}m zO&O!CRbmGc+cP5~c{qW=KJ=E@!BxULiTTxiGBe*m zVtco*e!sEX;rVNM+BQ3e&oX~CX(Dhz_cMk@mAY)_Kar)xhjh$_Nn!IL=f}BKj)-(m zhRS`pq3{OjU^C*9+eAQe&&@Q6d49(7%*GJ-S0G@1m_(I*_9P5~_8%vM{jIQx506K>(YmkDx zEqNb;Wd4bFhc9owDaIFn0rt{F7EM7d%FbUHR2C@Bjkzr|QV&`*0-%KEg!G|>;QC29 zO?kUTAFwRmuhKOPz`4lFRsDRqoMs&GoWc^gQDQwEN8G^(&NL^@6< z2bsg_plAqj4??**3jSaR4VU&sh3{eg^x%1_p&cJdg8SaVyqu`gJgc2y zw1cu}_u_n_eI&ur&sx0i18^#54=vm?IveVQ;CA9?&On#M5T1l*GCqzLb5p!!nNt48 zg0hjsP_RypQ}3-JaSh6_Xew7WP`VHu$reiF2tsY;$M+KwrI?HlN6*08{73tN1$!3r zvn;eZZ)XAy12G~2e~^wUlAzswt{}ZuWf5C`shV&Z+MhW{ASf)MJV9r zm?QeJiFm&=6@CCD_exE^w@+-(Iytp5J0bj0UUHSQ5wO8t2b)8NOiwcgC@R7{-)RD? zXFzn6mFARM8HkJoS`fw~D`3+GS5{>kcx`crO z*8McP4hP;h^aD?yY)%3h&HYrd^a`uZb1+iffZ5@~&N{e?0}Wk6yN(YkGtfqSGIhc% z=sb3`P;NZc@z5+OlOZh^a1Y6}EA|5Qgn~wB=kb2{MrAECS z4VLgZ5*j3gz3_bbd1E1$QTWJEZN;tiL1_u$j-1PsB7YF4Hx*_q&I%bov@b@8ikC(0 zWAUx!b}wi>C6OCC+CEaHI(ck&HhU1$vJDI4&3pJg=y(bbM~|zo&~IoFQ;CACH_;LR zwCHK}SnYI8rycQvf{J}c(J|mDa2S_yS&7gMq->(Bcm~uzU^=1H-mOOFFsuX@|r#<3&)UtFg*`YN}k zBpFkbcF6|N(F6<$SI)fh@8mY2=w|d;ezZKsh>5GJ@Xp{u!oe@YRGLmYZq2rqgO!GI zO-!9(Aw}v_RP%fNRhpB0&&ocBQNTDY7s4T8v;AsSIk%f zPKTbI&P3Y7sg={E(pWANM*O&A$8i#JXUz#-apgRNi?uT~9wH)bo=?n43?5gR&UBtH z+_gO{^;4c&=&hiKT&C^J0ip|X;&ati-+Xa=5>|zZr1gcN@xqkyj0^;9!3#&AI7PkO zqNyUR?qBlt22d|&zBtYd&q4jLC>{%5J&wvI?@g!xbCSVEOFh>hc}d#b_5D!}Cf%}< z4DgeTP**(xTFWn$wIxmJ^J$a1WN@(I3sQkJf=J8A)IMAcG%~Yk$=&zXm<%S^4knh^ z@IDGVT1f9j60k+Vb@-jbdLY8^d6@tXm>wsxr5)7cU zvo6iADuaG5l*yU+_z(pj6eY^&NwZxZJGcA5mWb!imWUM>-kwij!>oL zPO7m-7<7ckE!#af2?qHg@en3-sGtx|Vg$-dvNq@L@#b@?&XP&2}54upOius;N%WAB>1X*0c`6;yg@7d(MXm|8wCPB|z%GEp)i zhm(VG2#gA(S`hM)_zuE*P{jAl3MRu6zch|1;eCNlM58Kxo5t*#sbh*tes~o{s!h|J z^Ux_Hgz|Tzb@!C_WxUco5HHu87YaA^p}?FcIz%d3tE#U#3U8F2)E=C6FeCwCX^2|B z$;?3zTlF0p3mj%*hC~$bh!1#xj>1bsfw3Ps)w-aT(g2$=>Bjj|5f-2W5>9+${z}(4 zmk$T?ii=j9BzK73aNj_>u`IG5ZxmAOSiGv>(CImenkzFCCvt-q1_Z=fgY|3y>KyJp zkrp7zi(syl$D)z70|7b5mEqW<^}CV~t_)Fa#+*H524j__YS8S)O95KbCy`TVZc>xO@(~hUbWQ}P;5jn#)lZ0zO=r>9w>9mvG@e* z@S%${h%h%Xhq^ZMbh|2zQd=1lN#_%?p<(0+$lNy>y^nyy$U$|CWhz3<4uVYcD0Bv~ zUh~?(&cBLn9wKPkP9TVS4j$C(Y)r~E;&6lt<%n0ywTFeo`b_ZYxObqTrz);A;*vxK zc{YP^{%P8_t|N^j z3kuFOPedUpf+Ykx<{VP?l6q3(yaw)1wyYKMbmRS@4zi|z$R*b^x%=ZQD+A5LZ{G8*s zUxoa6@1ks;!V?Y?*Oz;&;!t(d4YcCxs1&yc$s;jStClqu3#!^#OUOLESS?xkN-w7< zMq!IeZ;KRK@{0&3D+x15k;i#hgGxRwU%l<#zu@E=Ooeh zf7_HkLddJ60Gook$q@xjBD3R;b?AqJc8cbn8-zyb@IYv+6RFwi;V-s>1?&iQlcDw?-`nO!C;x!E5 zP=tN6HdD{&BPX;>diZWMYe2^yI$3^}K7v~0EN z8bs>*L0Hxs>7v}@S2o%ng3y|vd075uy;TN?jN|NeM%qbGH7|$E666ItT1q343o>#A z0e&mPe)P9k11zI}R~K+Y{Lv5YJscHb>Qs@6*aL&2rek8=N7E-AuWo1QZ+`lFToD8q zFd)Yo15lh|UZF|W0Zq8@TVS0=N*K&Hi+V$vsRO>6xT0`QroJ$c0C&{!riS`(puw+Z zhXcoIPxDMPJ+zmYREM!Dm(R;goG%fo5pyRmpG$spxWd6hwB-sD3mvduM~dSIhQevw ziInOssF0uFC9H}(=-nSk!$5S1BbiAoYhbbX^l~e06N3b!Qc3rUPPaq;=9U+a&3Ej( zTnvokt;&k|$w&bG4hVwQYKUjLI41UNGjkMGSRR?koO{oXP|;H%1gf@t=0c-E$nqat zmnSP=jmA=qPT1a-AaC3rO3osrp=5-y_~E(&X@Q7CN$N$0eM5&WWA4%>%t6*xkH24v;L6t`6)c;@zK&1@O)^h_{rAv8 zt^)W;Ezk7Mwoojg$0v00>+u>R-{6)m2)kL9aAe@>E0xeZ_SR zdG`mlmevj$h`UBqQVGOYDy6Gxfp_8MpXP(5Vl)(-OGY)ACPu&^c`=T`2`VX^i1EJf z-Uv85N!VqS8Jz?%XNN*|(eM;ZHe?7mM~_!a!bFydeCK0nL@8+4mU7#=Is;=6skbK$ zn{=VH)UH2=H3}rXTnH%~tn@W73~W{Oe|t_JtLg+?c&k^kAvfAt;tv8@D6c@SnofwqzH;OV(^Nn%x1 zdLF#Fh9B7$6Zc$v-nGU#SR_b2J`W^}MTge#3@VBg z6UkQyhX&r}HLj#Gp6SQgr0hceehIg;RY3-MuYIZFM(7LBw{W!!E1qvI&TSEn2tXTL_R<-S_G0Bo?G;l|~p7r0qkb53K$r@8gZao#={!L4d9V_ajO3S5r!N}0}$Yw@P%_A zL8aVaD>h20F&oK&+1ULoVn1M<)ccTuGXw`U8rP&;hHs<`PI19a;md1cA^36= z%5>^yNf(hHwTR{Fei;PbO+az|CxqFuV#pKB!30b#K(S+ZxCP@VAZtqn*A$X}ViO*9 zrzMfgn*hd(g|_@AI#4lmK=h*rWdik3_A+Ih8J z6AU3!kOOK*hXXPGJRx(#m*L2z1SnPBP@O$|-?aGP7Vk-!h3IPNuY^0o%iIIO9_Cc) zV&S`B^dsZT&D02tK!8=lki)Fokqdw{*~Xl^Om~HvXhJLLy|{9G5+Do#K>oYI zlS}edsC^zXClsitVl-Y6wdTo|J}9$+B~lOwk}Q5n%#5BcSWO{9$BG%<*;ganj&P00 z=v5aF&L3eV$g?*a9xr9NmWJX&8afae!1PZ%trEI;v{atWQ0CF`O z*D@@(31Iz&T$4Zisw?QVf6f}ldlKjZfRuIH%Nwyr`F1xL4n@qCQYWj!6X5O3U~m8_ zDIRRN?$>-5Qa}_Q0V*7ll}|ceVzI%7%tr@Yq@f5?lc8nkK8MpvuQ7Z0hBYT4C@*3E z0KHr5F-0ZuDlQjDNnr^B$Z&L|y#ovt%CRezp!=0nl*mMOxQRRyBgV=&MGYYknACVm z*O3`0ERvvH7V+m#A`^)z);&kGoBR|6B&9s3msH>G5_}K7KE;Hld`Pv{73A+;R$|1l z@p#Bd`m$=44N2f0QDm7alKAj^6;+`zT};rN!pw<TWM&qqlyu!2kG1yne5?jkdzIiUJ`Pn-%F;=*bvtaQ5>sh#)f2YC&gn;wjWH?!7o}AE(V~SS43mLpx4>0;-9}h?YZtG| zghfc~c!D|ZOUjYz&#IoSXVGPW}j6ra8=Fpn>n~efi24{-F=pu8Io0({|!%MM5tSAJs<%sX<3q zqPwOf(W3`eeB^=|iL3Au1;V|*hcF5GfaW_yi1hn;YpH&9ktl^T!b$)uSZK@)gyt>OWiU-=5kPMl z@bT?}!z8DNJxp-|I?|V64wFc)?4F9}8>gI6oD18{`jie7H<|3d8k<*A&%KC?^!y=z z1m=qzbHKhnG7HR`mY@hbV1?pv7I-2}lA;hg2u~z!ONR?ni5n=u1f^jm4lw5QKQxl6 zAi8u{n&@4rI)IM^8ORTpgMkj6NV_>|FQeY5*E7VG4H^z$3@tWt5NRkZu2ATC$+Ni_ znT{(h(ip#pss1SRrZt(WL_!9eM*>&x`LR)d$y1x;!&NLQ1TiN^>ylW@EhTXBfzVIe z%|hMj;c^9M)aW29hbH1f&XBHKDDl>cZs@8cat|TdfI?!l%LCc_XTF5QPj#Llkgug0 zWsmK6Oj{!Zk|-pG&LejyZT27*lAHww&PHYckn{z5GQB!~w(K@wP6hlxh91fUEPCR_ zEr@^-!KgQk!*&M-=nycxAuF13)PAT_i~YTH1d2fUz~Df}a&>n@B6VWHDlwUF&)x=a zH2ft&{=H9tF#|vK0P7{0p+qCOwWHEzweI>yg5TfwT5bor1A5X?XI6 z!}3>{@(CXmrRtWzkRBHlUw(~;F>}BMeU7J}^bxN)j*R_S+*1v>mHi;q7PwJ!MaybY zaYPgV@uODKj0Uy!&nu#S2y(~)B5A?vh~m@|T9k5Y_?WG8XVA4!>Z+KZU&BtG9pgpb zVIZW3_#Bidew=HK0U=yM>$XK$3hX!&mw%EETAs*o^!2HM<*+6NUlr#E@*<@AXbPte zA)#d+@mbmtUZa@y z>2ykBVqOQb21>=}1WIxk;B){eV9|PY8xOBFj#}3>S#3W6e1UJDwh{8swQ80oyasR5 zu`_B+5c=(`kcBc!u{}J>$`|%eKOnivr$be;!cahU6g=bzqzUr5yj3R9w3Gsy3Ws|O ziwZ%wV513N!d$1)HGZqtYWnr< zCaN);gOLK|RiM#I1Ysh6Jni`Q)nV{_WL|mRf=|<%qB?LWqY8R|PIo@HpN1hz>65cY zTa*a|+VDRDY*hD~&CuW^y#2IPBHFnT+mE@Tsw>4abk(1kGyW+#^!1XaM%U^QONO&=>^+!@O+WKtcg-h&Ot5IfYfgFQ8m{MR=sy7&vq5R@TJ)#W&Gr4Zx_A*gVDV_uaJ6G`;Y=5ioaN9gmA z1b~Y)Mxir`B15Evg+9O89y30?W5QKW0o^eo&Zm3vj4Chj9=IQ+A>uCjy{qVQ7y2o! zPR?=_qy{QLhYkpl(Ljx3qZFo08Dg+8#5A&4o3r{v33~N`FMTPP4h%kM} zuM|;7)`iak2#a1gWIBziLtc@;#{)rfT^qX9ds=8;vY@Iu@aOtiu4V2NzMS zg8LuQv32QH=mST>5dr@IPe`CZhNn&EhN1o1Ir)CP!O)4D`bcK^LkCkxLe^Vf6LOsA}wfGq4o8>JomUC;BH#CSkM!M=!U9IX~*6 z%vplnCFjT$Jpfm6IhIrw7F7%(8fZ93t?93bC<1g@-nt z%82%Of=7>e4>|x^A`pizxoD;&RSYaeIq;r(q}l+_g~Dcm!x>f!G0;H0$p$`}e*=0* z61b^!0&|57Pmj-T90!E70GzdRLn3kILO-}jq<<5uWQV994re3utKDtbF^jn`f79mFH zNVHGN@Bk!U$tAKV@bTlN-D&5b0d$y~v~@U2&+ZaXO^uK?k`vLPh0ZB_a;gBmI4N z;>OfrGro%%RC3UfwM*OeJd@1R3|@Q#* zNr}A?D}!es-(U1jN7o9#Xa~n~=4U!e8(yc1ujecqC|v?qAvC#oKacBA~=Y zFnE2;wglIfY=wn5Q3{|vMdcRqw80!{Urq%+83XP|vx8mGt!0hYH3;N>u*V>M-Ni7L z^=M2Hzjz|Ei)b-{eq}6HKMy3f`+fw%!mqC;nSts+52^Z`&XKsfq`O3Uc~m^Z$|k^s z@WX*U6F;%&{{W91j-jU>G`;rM7Ox{N?vgO@<>x!mW(03Pl-Hz6D%%ZcGRLG^4i#sp zDd&LR9ZDi;)Dr}Zc%dv(j8p(n5#^p%h)3oB00o@9VI8)4c@@j6ruNuxMX}=57-#+^6M*1GX#K89(lZK zJ+P=ONCDK2xaNQZ>*^nQpdM3@0u&;k*;Af0;$s#8*!vs9el_g_5C@oceRe@u2tG`_ zHBtJwOA4i~&^dir3u95ouh5nH8kB{e9dOyIDS2=l^mQv&{a#Iitf+>>odeMW$?%d1 zffB(voS$_cR%ByXRnI2>5NtG!~YN?%{8 z5<$%o2EK{Cx&(lRD5G2;n|VdJu_9&*3|A)(Ix{vop{5W#2PYgC#B>OY@Ax?axOWVK zQ{#fK6iFs8SC9{^Ih&pW3?F0p)iYFVAT^;yT!WWy;MDqG$J3-B_iDBb*pChjR9E|C zh>pl`Zf8Og;*zx0cmU=Fu~3x>q!w~2AEc|G9i_vcjTx8d-0;UN%7+F?boGz8 zVIt(~C0Q#yD4!03$D$^r#N6LZ2{@1rR6tV!z7QN=pq@|=N6c;Iz@+#o^5j4yhnO(<1$hOaE}}vMMDv+_$NWJ+r){C} zP>d9n<~(2ct+;_CzIzC)-2kP7By6_uav(g!KjXlhGoq@IXN3ITyxy8tK%@`Vw&dw& zRWLygm+|HM5Z}}Gbu6zcP*h47L~&4KySur2x;WuRyC(>_UQ}uvqZ_0NL9J z6$NSry$qU{d2tWOxEW^Fv?!H;fcKb98Z!h)V5o?B&AWn?K>kJn)x1kdmj3`a(70KO zBSiz}`&ZTBWtwQC0DVD`4o&b$umj0fr_oAQ#-&oD) z)=jGi_)Xi7IGH+^K0qQM9Gr6kP=Q=3_C{)yP9XLAUt7->r2s&kq=u?qxu-O=5E3DL z&p18g#AvY65%-g`rSkU3kNc0FoG9`E)Jp&R6*zf3jK#5%?YZy*Xwh{($t2rx3`KGE#>Wm5n&kw77wGGLghVf@D3sb02>3 z=+KC-17}ELM}SPK5FCq__>xkYy)l3k`aj>N%fPqO2do@|F-7Dd3L*d~#G}EC*y!}m ztO;^)#`k7Cg6PB+J$OWcVBQ#nzpNbVLxBTco{5~=$gNBguqdpAIf^S-ipZB58Y!nm zG31vd1}*`&m@uv^4?%OmUP!&30I`&c&H^Dqi!n1!SPRkc2k1%9C@C2Xav%rbysMbH zAw&i!V776qd(rbC@&{n~(a zco=*RJ>mdDLM+1_UPMw#vo$HDKAv+dd&s9aClWm2w2>G|&#*tv=Jj~0264v8qn zkbBu6btM2T8h>nF!YK3h_y!Tm7^;cS<#xuO0pWOMp6tPbO$+kpRGLCm;Snn}W6lsv z(vqnFK0{qxYSH-qCo@?TT`h_3dw52vPDo+E(dG<#-8D3VN(3}9&ETo3kMww@qGJP! z1hDsE$;L}3`Z|s!{{Vl)5MZimc=HLleq2SMfAQ?h@KFfnH3RqwYdY8a=$HV`11!fAlX43QztHk*iTP$`l=0&Y$&7& zC+f`7&7iS4Icm1aBzfdrxf z9x92TQ!pN0hi4^#G60f*!@lqeGFT1`%L#p%(CFjzc_^CYKrc?%zwrA26d5x4TJT5` z`OH4Cz#&caH+q%_`~e~XEK3yxBhI}V4B<~Pcpw`q`-VQloIJir<0wUQ%OElh3YACv z85J*ZE^{5r6ok^@J_j?q?uQ|kD0^l(6&;E?_YKOmH#Kk?wK zMI%0)GGTvyq2yOwD-H+nI+_ouiN24-`19p6%sDC8f8p<#I4*Pxb-Y(7mi$moHhkF+ z6%~Lv3Mlf#X^2Li+3$HqPbP6~4pJ0f!lW2q_!ji4DGKNP#Lix6?1E+#gq9MfPxIm4f|olz)UcI{BQCcVjyYn@o{C6@$vNcg!AbmP;j*7x=HnKj0+P6YvHmO+RD;Slz`n_DRkRdn!lAUHw&56 z7loFW{{S~hZ8FoDa23Sc%nXb%$S4@$s+WOQ69@$>i-l-cl+P5!IK93PIfYg6P8S>B zH!uT$QG5#E--;M?cI~Ng;H(_*cb_C3yzGZTy1Z^aIo9Y{x6c|OTXjpcwO8*sWh5zg zVSr)?BY_O7W1WPinP|LFJ9l{GiBgOp6`--W15Y?Mlwi&#Daw_uU(qP<5~^V4r6S`k z3eNJvobG_sNGS&psP<&2HV>+epEEs%V^64U{Cf%UFdgLzEizvb>R}?gKt!8F223*> zD=V0q@Z3i8{{XVvlJT}*6cm)~YarTtjw0t&s&g9YWmx6ZZh>uH+Z}ODu&f9{L7e>a z0XP;Mx%r*|w)dK@b(mvH%Rl$UL=xE;XZXrha8L|j=WwK{PM@fNQMHT@%oRBfms;)) z;=`op)OOgdl?(8d2I2PuHwx|t$t=g?!a1^DW)_Fzdzd`pQ8>P?R{sF+QCW(5u4X}h zWMID%quwvL00l9sR%O_CbacWRJEh^zqwYI$>B_2t^F~LqC0)X8r5%<=(qw2HG`wks z;hG(8k!KCl9CD5oRG0q%pNQ>&n!`Z(B4q`L-YK?gI8h@~vuk2Z`eGTp9poC_E#62# zE{a%NN6-g2$cUcE+X0`0Y^;`AyBCXgCBD>#av zqYiXpt&sACO3~MSTd$d02bX?>GPZ0f32Bq&UOLVtzi=9TN>}mr zO(wIsde~gG&oMKRr*L6+G-drT3ltoD+^+%Ycj=sU)$I}Ng4;@WOK*=-_;j~UIAn>e zrp3k^aGWr${HK>X=KF%2`e7B4u->XHz`Yc@48|)`z5f8AmL(o?loT5P;at4Ouo2Rg ztHSNdaYTMpGB+P%0DW-?vKz8k?4!r~4Ur>ii)mVx^Xx+1*u}ZtDNFMlqTtOhF9l6H zdJ7BcIJlc?w}ahO!dtgBQ7{7i*sYE2jnc6Mj32@HLavy!r*h{Cy-ST6^h6qKii{I6 z=0WPm64|KMbUq?Sg`BlKUM{V`HC!=94l>zSw2m|$N`LlutoDHhQ3)`L9Top$rC8>+f0D)UB0nWCqFL0-d zIktixw)&ZhJk6lqI{KGZEL46az`M$ED)94ht#2rWQ=t(@GL(TU5p90~FID=VH?jkg z;)!DzNJ7Ez5MzVwA}Gmxt$57K_jSn7TZ7!{I2W?qY?;K`722@oJtA}wwrGs`U z&>pcX^Tpx(z)r=<4mFvjwaJkJ%;RjPJ$&&b~rVS<+t2r z0kGgD_V)XTO>@>?aY}0rJVz#n7;4K>>^jr{HI)>P(wjI$1}q_5AC=mWTLoaeq^*G8 zwqrt?Q*=img8O3_o1?su7`1+&%q&H%z;vvzO7P@nV?RKgL-CE=a^^3A<|;R@3o6@J z^#~?k{o-DY*7cY~(e2^(5xz|CLl7FE$Y_0Ri*7u(1KRz{TZ|Po(FD(>f>F(kq|bd& z135R0*$cbJH--jnUEUeMe(GMlioLD0H5BIyNp3V-fzJ+n?gV{}3txdp;DBL)v-^SY zjN)7iW7rbA9tg38O}GC5ZBN=~?Pe#p`#+l-^-tC#ufv&~)x`4tq8fk5gw_2Kek6i1-oEghN|AM4MJB3cjW!uc$Y0 zouJcf0S1tQ!oW-b9}p?wvsOc6x3*Rl9jX_T>Y`z{KmAmyuQ7d?l+QoZYUkYkN&4xh z;mpOYn<}O3y~h;ZVzp7w{%S3%K1N|^a_ANP5$GKj({J{supbG02@o^__-$Z0;@Hi4 zqcE&p7o%70Gc}GgWqYBIhaZEI0>z1D4&bFYT7hv&>g7vl1=^R4;GINm3knz<9WU?1 zp$mZBraNcogJYtVV~fn>s{n4Tn}rp6=KFt80AQl!eiJ?;B9dC*>o)D`EIw*r=G#es zK&1=4WvOajyj0GO>@VW37){V(uyKft8Oyy=EB1exm(M?U0uOKYW$};XpR7$k4q_Rz zb=*&R@f>-s?o=AWcC#VF9e>(UrCj4hOD`@PTH+REpzHl&+mdv(98?}n)I6&vu~pu|C6rWlBbzi;dS6oY9JMQxZZBY9 z_l?L4hqlMq2ny?5qed_)o~?p8ejJ0FdL|k-puCv#?j5+UurByibW4()x2|HX{xZ#z z&OM>G6ukJCTTm}qio$Lj5lZ|ynrimT9FVqo`HB{^zYv*_Yp4#wFM7lcXdvi0MxlV| z@6i}hiA)L7yIQ^GlBt!nvz`Lqh5* zoE)&@m4bQ!QpcO!-IQ%(Y8xsofu+}UX1k%{?LH93ID}i-agBa_h z!n}|SR*9!(%JryXP+Zq6A~%fsl#r|{4$Rgd@3pWlfT>_BeetbgF;4G|nCcsixBD9e z%O=W{61j8p96_$Qlqy(b4~m$4c!L|b9i#`A;bld&6P|#V<)B0fO&6Z!G^6yuTv$xZ zPN+Y1^B3cAWdnX7;W#u}AvjJ!27DY-*-Y4JKKX`U zt~L9P-XK-|BWyM=mlwEH%EUNhr+i$lHUj)0qr$q{N+Ry{r;-rMjO5~07ZCY%00OYu zt-Q;{1Fob?W+Rx(dH6xO9FQ=RcTC}N3r;lqzH zGjPEHRa`(!aVRBan2S@_hfORjERT9u^t$$Od`vb`mH{ti8FhM;@sBdLUXB`{Nb6DjovsV-x8n`40k9!vm4v| zm4qp)_%%^+n?t&nhX;zpTS2zvzC*Y9EQxwnMqdrf=L3mN90=bnTl7jkIpu=s3q0`z zseIpr9gQ~{vxOCvgx<$_fZ&7Swpcf|7!<;@k>kl5He*C6(54)Q^Yt)X^ugq;#uAPG z3_pzk+^c2JQtti)?s$Y1&0v@tu2R3)2S9D^0DLh3rq@OQ2WxR~3@}`!c&Hi{cCbq} z&8^^31MvmE)OQBOa6eL@JKlJPAw3(Ha-%Khyr|qePjG1S-eXVIz6yO+OA+z6U zqEi0=5n3@Wl7;aIH~2OA#_KZBu0P>ntgtA{Z!Dp{h?I3u0eq-~4*DY40@m45j>(V= z^31M*_bp!pReJL%-?Sy200%xLxNh$=73mrWmKH-2ZMpJw7Eph&O10q)&lOUKZ7+x6 zUWqw(3kI$66KtbNI9triRKjPO%<0@RT;f@Ed6l0M>4zQ4qIzN~)COKVxPq$-&nBT$ z*=jj$if1)(3vo~`I3T>RiiY$50H3%3kC-N00vvR31f7#vEvcu4Kyb6%JLt$r*{qLfESt+6bQ z#Ku2J2FtYI~=E~`TtUSb_ooX#VxmQy)DNi8##NdPvvKa#52J%z{%Z80XIAn ziY5js{(hx5DpwM!52?72giPXB(!RGZ>I^=YPNHTNiBO;xdz{Kn5|>hn`ZXx1lV4kV zmoqshb3{-704Ty@RHOlbtjgY|35}Nx9qkg>jv8!f#1fq=GWE5qmvS&;my;zjNEXWWWMkL?ip5WmflX~b(S`2%xB_t zwQVLayN(U3d>hVU9IbxwBtk+19U0N5l+Cxelt)2xiC8Q&SMcDbu(*m2CYWqf)a1<5t2K zK&)p6EL*x3$K?BU7ZjrL+1l7;wWy0&F>LWrxQi9sxx3;h;}^IY4{U1+33)k*i~!K} z+I&XT*P_E+K&A^#u0hN^I?sE>J|&JV(uC>iP~MIxe@GX@k~ z{RN2c=vUB{i;1d&+#h9>o}V!Q^(!{FDsP;ulxp#3IZon`zq6NTh`?SP9H{B@GqqeI z`SdlyKm!C^tX^1H?;OiV2*iF!&=bJftaz7=aYIA5S6S4xO3+r%Q2FV`iU2>6B3VXR z&5^V+xu6t!S#1gmGi!ijl`{@N75QgAl<36Y4+-0x*EDK+tkbGwyHnbkGzWt4;6k0>fpA} z5vYv7a8N00cP#3G6l6-V=Np$psW{c&;w~HuOw{7iq$?I2_lS2_dgr35w!l^^ZD;Ov zGC(dPx+W{znO70G7g*=+mztVF%1==`w<~Hw_fsB(T3eyU9L2X&VBo745H@$v{3cr4 zt$m`oZUo|F9N`X6P~HLqN+MGI=WtU z0^;;{-aW?4q1d?D-yWPwZE?m$Zw{BOL2(WY7h+Z~Nz(;#S7lHR^w5P1W0V$AV`ddR z6CWoO-mU;Rs#~yx0al{MQ^PMgi3G?f#~UDl$Xi~mNV+n-Zul|wOQtP0ThDKrjP~dU z3ZE!@SBRh%mh`*z16iPDlW21lal5IL8Lg|Apd2oE3t_rwj&o2~h^=YIB_b@wsnTJ( z+3Nuj#7tXl7j&A-QnE)A@>b6}lveK&w0fcUloxs+0vIAn0hBL|+|Ss<1Phmlj8W!g zswIWX6aJ_nb!Sjk9u&n}D$00e*mV@;8u1LpmWY*S?j#U@M;8Nd4Y$Lp=2QeTJ$J3~ zGPZS-HaD~PvLz*hV6>bce}+341#benQuuk68W;rL&M;9e1Gng$Ool>RDd~YgwbR+m zsqa?e#_;}PjKLmBc1uXn9l6#D+wmybvVw)qx2|2owiU(agmUyiRoS$prxyPJvZWpa zLmW9Q-!-^qb^%CPRA%Y^ox@NqSc6&4_2*Zp3s{>NGwd(XJZYfV+7 zza$`(wp(3a+82&;Km(@Aypr10)WQ3miEPYNwd)Ww4Y4SLVK2BWEI)=&-GQ>pf|&Sh z@W-%Q8UFyaQ#Meb7O$$#Wu+*D$(&NsS$&WdOL?OPpt4|pdZ}+2lQtvaiydu3jn+B$ z6k1h`Da{Y+30_@SIvqTdV#02<)fZ)K?8*()LVF6DrGUFwuvRh;j6p$Obe0)MkkJYO zs56b#bKsQW2JX}U0HU#3y0BSVZ7V;>JS%7{DZ3&ZY84Xe1`KAwNJbR8%B(!ME}ZWm zR^7F~a*&FFL8qpzW!O+4gi&R9Z5XU3GGlU}6nP^A8&WkGu85gn!Ys@=5Lqb z7B9_PmL1tBFblr#44~M-@Vi0;%xDyA&Fx5OrJi9u7Y5)MKLNi}Cczca=sirwWuJ8l zD^;%8vAxEs)Afkf%^E(3>R-1Zyk%NK z#^vJHhR8)5ls|O)O)|{Q--j?^{;;d8!Ocwd6iY2ybsLR=dInH7HCRWMIdurMvbmf? zSPevNZf?i`_BVOYk_KT4zNx+|P*KitoL_Y>GR`gY?yBVwbSm$Tp2?tJ!>Mc*qU1Z8 zY|WGQZ^x;gUDaN(*MeHm2LZ>TUj^#vPWgt*B|nI2ggbaNA*#Vj4IY*b)&W}uTM4kZ z;O5o~b75-YoVVOEC_#m|h&EsyYTyt$hPi0P7LZ@HKRP_K_P`D$gBMb~pAZWlC`#C; z%tC7SEC4IbUHi!~)KFooJu-<~>|#}iZiEQ`0F2#}-XE!N{{U<|pDbNk*OaQfb4ibP zGlIlEa{I?|@?|a=QC(8SR(jMl+vlR9A;@^lw~M>)iIt?_EeGCH0@x2syi?UUT&LVp z;$xA9ybx*s0By_tsQes1^y+?OU+0|P&`&J=vt3M@{>yCN-gHlyd^W!@3Ae+DkaXiP5j~%D_~skbFDqWLlHs)ezBR9b2U_NqY}FfD^f0S)s7gwaS%A2;KU5jU6vS7 z-rWXY1X5;i7V$ z=)%wXYG8Xu>_PLsn`VB<9@p*!f2d|v4_kvv$>1T7!R3F*8PSIJ*(?OEbQw~CY*pXE zIF_?5+KSEl_<>oJ0)c;psQCj;3t*OZz%I@*U01~7HgJ|-#3;bGNr&dYw-%Q}k+Tc* z*ANc^+Oq`c=jDT;dDefzDB#0QAmIC~%eAprFjC>9u1t}@)H6m?mEBB289kM5;Jwfz zA%JT)g9LO3H?Y&t$A$%pRnzFn=`L)Q5Vj?`ZCHKONk#<@_@ens&ApwKt)8OeplC%v zyxqVwcP!Q&XS~LBXh2)n5kgr_UbAfP-GF(X_9{S3D7H78gYGFVsYJWJusE+PRGUT(*^V z{LN%Xy!-?!34D@XSKE#w!cpCuvy&skEuw+6uQ<&f8hD3-Uc*N?P@p3yQtqf2KQlH3K{U403SdCBs|p!l9D&eo ztg5C}C|iTYL2`kA69mXP)V-nRWIQ>RunHy}PF&xpselHW9T8++xrD3I8X)T{MY)@4 zZ!n++-Iwz&0`Egdxm$Go-%z63y=YFAZYV4jL64r_mJHcJU^~^n>`=L|6;@qh{{V9V z4Dthl{#63gg@Ukfe_;uw7gg;Kn#w?$+rflf`7&ir;_cD3d~Zxk`!!<*{{RpUnjXf_ z(GOh$2bYB7J@ib4nvUtZ_~Q726Rjv-Hisuq+@ACdz`}NU*$@+GFuNQmtNp-^D3DUA zeDN(vhefsWLs0D+Up`MzINDG#<^rn*2iu#BDvef%;@Dn~8a^iP1p zOL<^$1sTL4+O{H+`5p~ME2Q+QRkcx-8{zJS<7BxQBb5%cc19Qq!qiLSHQA^Wq32!M zPHfMKK!8B2wbJzP@e8RJ7N=cfx9ssU*)(}x>rV?Vt!25%>wB|m6`)&=R+BrM*D)+h!3tI6N1I-M=tfTg*JOCSN7HPf2P_=d| zRz+EJmQx4-27ojem}dM{s_zsAi0swxW!$)zg5scGwKW%J9mEUFPGHV^rg~klN?0o>JBwDxJoPjB9%lS@P=W2*fs|^N4O!0ORx^< zd52Dw6KEeClmuDpd8@Uq*!x}0S1WmnNuvFR?{eR>m~%a)>1P@?vX9iEgn6<+(5V7} zmW~Z|W6X~r`2N6J(Rf|8${uO~0TQ-=tOn*;tYPs9@^<~Y@eZLB@7m1uhnaomEu#|? zLng?i*F>;w#9Scba`SZ^&+0P7#mf|Hm|CyQLM>h2F@j*1+0w+}Xkcq3Hd?OpK;tz5 zA>^A%>$>@Zt$&AW;S^h2=Zmp<^_jav{$IEL=rpoUlpWNcpVGOHLy zCFMzZSah;e0?&W2NxnCz%K^H~Pi5U3_X`#m2}WBc36If>bWC-k)T^l8rt1j6)FR>No9`ha{m^wmF{<>6ni{O@!=; zl?OM?EFU|KWpUsrg}W$AN`1~&*KFGWpJ*skTuNKx%o9T4sLh4LaJ8z5`XEKs>ogFx{)9W@2Ka=}n6 zfgmU~r7ks8pbb~V6&*XC$PRGBvmpuCguf`{{UsH z^bR8&O;%#L!xRyQ^gs+mw&9N8s8yCOL{fyd4y!kvoN%F!9wM8D)9n^nE~!oiC2k+VJa^W={Fby64$6w?cx_* z%ViZ@97wMfLrm4?641*lCObCVUW|#_u~e>Om(pB%FUDhy;b@5QRKcBm%c#A@l2qd7 F|JmArF&h8? literal 0 HcmV?d00001 diff --git a/brainsteam/content/posts/2023/02/science-blurry-jpeg/index.md b/brainsteam/content/posts/2023/02/science-blurry-jpeg/index.md new file mode 100644 index 0000000..1b0adc2 --- /dev/null +++ b/brainsteam/content/posts/2023/02/science-blurry-jpeg/index.md @@ -0,0 +1,94 @@ +--- +type: note +title: "Journalism is a Blurry JPEG of Science (And That's Usually Ok)" +date: 2023-02-18T10:14:55Z +description: Reflections on the recent Wired article by Ted Chiang +url: /2023/2/18/science-journalism-is-a-blury-jpeg +type: post +mp-syndicate-to: +- https://brid.gy/publish/mastodon +- https://brid.gy/publish/twitter +resources: + - name: feature + src: images/science.jpg +tags: + - scicomms + - ai + - phd + - journalism + +--- + + +{{

}} + + +I really enjoyed the recent New Yorker article by Ted Chiang [^chiangChatGPTBlurryJPEG2023] that draws an analogy between the way that lossy photo formats like JPEG store representations of images and the way that large language models store knowledge. I found this analogy to very useful. Its a great way to describe the current state of these models to folks tangential to ML and NLP without dropping into transformer architecture and attention mechanisms. The post has also drawn some criticism[^lampinen2023] from scientists working in deep learning for not being "in keeping with our scientific understanding of LMs or deep learning". Whilst Chiang may miss the finer strokes, the picture he paints is broadly representative. In a very meta way, his own work is like a blurry JPEG of how LLMs work. You might even consider that scientific journalism in general is like a blurry JPEG of scientific writing. I believe that in this context, such broad metaphor is ok most of the time. Let me explain. + +## Scientific Journalism vs Scientific Writing + +Scientific Journalism and Scientific Writing have two different but complementary purposes. Scientific papers are set up to be precise and full of specific details that describe exactly what was done and what the results were and give other scientists a sort of "recipe" for recreating the work. They need to be uber-specific and highly technical and usually end up landing somewhere between "a bit dry" or "undecipherable" for average non-specialist readers. + +The intended readers of scientific papers are the group of the authors' peers who may want to reproduce or build upon their work. However, scientific news articles are supposed to appeal to a much broader lay-audience. For scientific journalists, education of the audience is a given, it's 'table stakes' for partaking in this particular corner of the attention marketplace. However, journalists are ultimately incentivized by sales of news products, be it ye-olde physical newspaper or online subscriptions. Therefore, they make their articles appealing to a broad audience by offering entertainment and intrigue. It's not possible to clinically and precisely convey information about highly technical scientific work whilst also entertaining a broad audience. Some precision must be sacrificed, some concepts simplified. A study on good scientific news reporting by Louis and Nenkova found that high quality articles will often use creative language and metaphor to make complex effects relatable [^louisWhatMakesWriting2013]. By making science accessible and entertaining, we can "[raise] awareness and [convince] the public that a scientific issue needs more political, financial and intellectual attention." [^kirbyWhatEntertainmentCan2015]. + +I should also briefly touch on length. Scientific papers are typically around 5000-7000 words in length [^dearaujoDetailingWritingScientific2014a] whereas news articles are typically 600-700 words in length depending on the area that they cover [^wobbrockGoldilocksZoneYoung2021]. Let's face it, even if your editor lets you have more than a couple of sides in the paper or magazine, if you write for much longer than that, you're probably going to lose your audience. Therefore, we need about a 90% information compression rate to get from scientific paper to news article. Scientific journalists are doing a very tricky job as they try to balance all of these constraints. + +### Is It Ok That Journalists Use Clumsy Metaphors to Describe Precise Concepts? + +This is context dependent but, most of the time, yes. + +According to the theory of cognitive constructivism, popularised by psychologist Jean Piaget [^brauConstructivism2020], we learn by incrementally adding to and building on top of our experiences. Slowly and methodically deepening our understanding of the world. Consider how education works for young children. When your 3 year old asks "why is the sky blue?" we typically start with "because of science" and probably don't tell them about Rayleigh scattering effect which causes electromagnetic radiation to scatter off of strongly-bound charged particles [^RayleighEffect]. We teach simplified models of complex processes to provide frameworks to hang concepts from and then once enough information has been accumulated, we re-visit those simplified models and flesh them out. In elementary physics we might teach that atoms are the smallest quanta of matter and later in advanced physics, we refine this model: atoms are a thing but, we also have sub-atomic particles like quarks and gluons. As an adult we continue these incremental learning processes. We might learn simple rules of thumb that help us with our jobs and our personal lives but as we acquire more experience and make more mistakes we're able to finesse these rules into more complex models and foresee edge cases. + +If we want people to engage with modern science, we need to make it accessible and to make it accessible we need to provide simplified and relatable models of what is happening 'behind the curtain'. This process is akin to 'good enough' lossy compression. Once people are engaged, then the curtains can be drawn open. + +### When Is It Not Ok To Use Clumsy Metaphors To Describe Precise Concepts? + +During ethical and political debate or generally in high-stakes decision-making contexts. This is when simplified arguments run the risk of becoming strawman arguments [^strawman] because they do not take into consideration the nuanced "real" nature of a situation. This in itself is a bit of a nuanced position and a difficult one to practice. After all, in the modern political and legal landscape, the people who make important decisions are often not expects in the field that they are making decisions about. Such individuals often need to rely on crutches and metaphors as part of their process (and perhaps therein lies another problem). In these situations it's important that nuances are called out and well represented to ensure healthy debate. + +Continuing with our theme, you might enjoy looking at a slightly pixelated photo that your Grandma on her 15-year-old camera phone during her vacation but you would definitely refrain from convicting someone of a crime if the evidence is a blurry photo in which you don't see their face. + +## Objections to LLMs and the "Lossy Photos" Analogy + +So why might it be problematic to think about LLMs as a lossy photo of the web? + +Well, obviously the blurry photo analogy is a simplification and it doesn't really do justice to the cool stuff these models are capable of. We know that deep learning model performance improves when models are exposed to different types of tasks [^sanhMultitaskPromptedTraining2021] [^srivastavaImitationGameQuantifying2022] and different types of data (e.g. both images and text [^zhangMultimodalChainofThoughtReasoning2023]) so a large model that's been exposed to lots of different data types (like a whole great big bunch of internet content circa 2021) should, in theory, be very capable at generalising to new tasks rather than just memorising stuff. As my good friend and fellow NLP specialist Dan Duma [^DanDuma] commented, Chiang's point that ChatGPT can't do maths kind of side-steps the fact that it has learned "the math" of argument and storytelling and iambic pentameter [^agnosticmetaSummaryWarPeace2022]. + +Indeed, in practice, ChatGPT sometimes plagiarises things but more often than not, it's capable of generating novel outputs and completing "classical" NLP tasks like classification and named entity recognition with zero fine tuning. However, I think if we're less literal about the memorisation thing, the metaphor still stands. Sure, ChatGPT has literally rote learned some stuff, but it's also learned some "lossy" rules of thumb. Some of them are helpful, like, producing boilerplate for a formal letter or a piece of code. Some, clumsily hidden behind OpenAI's content policy system, are harmful, such as the links between genders and certain professions that the system has internalised [^snyderWeAskedChatGPT2023]. + +So yes, the lossy photos analogy doesn't quite fit once you get into the detail but I think it's a great mental crutch for folks who aren't used to LLMs and who are probably expecting a crisp but much lower resolution, fact-checked experience like that of systems like Siri or Alexa. However, once you start really thinking about LLMs, it's important to realise that things are more nuanced and that these kinds of systems can be are pretty smart in some situations. As Sam Bowman suggests [^bowmanDangersUnderclaimingReasons2022], perhaps by under-stating the capabilities and impact of these AI systems, there's a danger that we turn people off to the very real social and political challenges that they introduce which we are already seeing emerge today [^mcdadeStudiesShowChatGPT]. + +## Conclusion + +Scientific journalism is a process that applies "lossy compression" to precise scientific literature in order to make it more immediately accessible to a wider audience. The metaphors and analogies produced as part of this process provide mental frameworks upon which non-technical readers can build. Most of the time, for most people, this lossy compression paints a "good enough" picture, making science appealing and accessible to a wide audience and building socio-political support and engagement with scientific work. However, it's right to object to these simplified, compressed views of scientific work when engaged in debates concerning the ethical, societal and political nuance surrounding them. + + +[^kirbyWhatEntertainmentCan2015]: Kirby, D. A., Chambers, A. C., & Macauley, W. R. (2015, August 10). What Entertainment Can do for Science, and Vice Versa. http://thescienceandentertainmentlab.com/what-ent-can-do-for-sci/ +[^chiangChatGPTBlurryJPEG2023]: Chiang, T. (2023, February 9). ChatGPT Is a Blurry JPEG of the Web. The New Yorker. https://www.newyorker.com/tech/annals-of-technology/chatgpt-is-a-blurry-jpeg-of-the-web + +[^lampinen2023]: Andrew Lampinen on Twitter: "Ted Chiang is a great writer, but this is not a great take and I'm disappointed to see it getting heavily praised. It's not in keeping with our scientific understanding of LMs or deep learning more generally. Thread: 1/n" https://twitter.com/AndrewLampinen/status/1624422478045913090 + +[^louisWhatMakesWriting2013]: Louis, A., & Nenkova, A. (2013). What Makes Writing Great? First Experiments on Article Quality Prediction in the Science Journalism Domain. Transactions of the Association for Computational Linguistics, 1, 341–352. https://doi.org/10.1162/tacl_a_00232 +[^RayleighEffect]: [Why is the sky blue? Refraction. Why? Because science says so. Why? <- That one](https://www.reddit.com/r/askscience/comments/5tg0y2/why_is_the_sky_blue_refraction_why_because/) + +[^strawman]: [Your logical fallacy is strawman](https://yourlogicalfallacyis.com/strawman) + +[^brauConstructivism2020]: Brau, B. (2020). Constructivism. The Students’ Guide to Learning Design and Research. https://edtechbooks.org/studentguide/constructivism + +[^bowmanDangersUnderclaimingReasons2022]: Bowman, S. (2022). The Dangers of Underclaiming: Reasons for Caution When Reporting How NLP Systems Fail. Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 7484–7499. https://doi.org/10.18653/v1/2022.acl-long.516 + +[^zhangMultimodalChainofThoughtReasoning2023]: Zhang, Z., Zhang, A., Li, M., Zhao, H., Karypis, G., & Smola, A. (2023). Multimodal Chain-of-Thought Reasoning in Language Models (arXiv:2302.00923). arXiv. http://arxiv.org/abs/2302.00923 + +[^sanhMultitaskPromptedTraining2021]: Sanh, V., Webson, A., Raffel, C., Bach, S. H., Sutawika, L., Alyafeai, Z., Chaffin, A., Stiegler, A., Scao, T. L., Raja, A., Dey, M., Bari, M. S., Xu, C., Thakker, U., Sharma, S. S., Szczechla, E., Kim, T., Chhablani, G., Nayak, N., … Rush, A. M. (2021). Multitask Prompted Training Enables Zero-Shot Task Generalization. ArXiv:2110.08207 [Cs]. http://arxiv.org/abs/2110.08207 + +[^srivastavaImitationGameQuantifying2022]: Srivastava, A., Rastogi, A., Rao, A., Shoeb, A. A. M., Abid, A., Fisch, A., Brown, A. R., Santoro, A., Gupta, A., Garriga-Alonso, A., Kluska, A., Lewkowycz, A., Agarwal, A., Power, A., Ray, A., Warstadt, A., Kocurek, A. W., Safaya, A., Tazarv, A., … Wu, Z. (2022). Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models (arXiv:2206.04615). arXiv. http://arxiv.org/abs/2206.04615 + +[^mcdadeStudiesShowChatGPT]: McDade, A. (n.d.). Studies show ChatGPT cheating is on the rise among students—Young and old—As teachers remain divided on bans. Business Insider. Retrieved 12 February 2023, from https://www.businessinsider.com/teachers-caught-students-cheating-chatgpt-survey-shows-2023-2 + +[^DanDuma]: https://sigmoid.social/@drdan + +[^agnosticmetaSummaryWarPeace2022]: agnosticmeta. (2022, December 8). Summary of War an Peace in iambic pentameter [Reddit Post]. R/ChatGPT. www.reddit.com/r/ChatGPT/comments/zg8e4z/summary_of_war_an_peace_in_iambic_pentameter/ + +[^snyderWeAskedChatGPT2023]: Snyder, K. (2023, February 3). We asked ChatGPT to write performance reviews and they are wildly sexist (and racist). Fast Company. https://www.fastcompany.com/90844066/chatgpt-write-performance-reviews-sexist-and-racist + +[^dearaujoDetailingWritingScientific2014a]: de Araújo, C. G. S. (2014). Detailing the Writing of Scientific Manuscripts: 25-30 Paragraphs. Arquivos Brasileiros de Cardiologia, 102(2), e21–e23. https://doi.org/10.5935/abc.20140019 +[^wobbrockGoldilocksZoneYoung2021]: Wobbrock, J. O., Hattatoglu, L., Hsu, A. K., Burger, M. A., & Magee, M. J. (2021). The Goldilocks zone: Young adults’ credibility perceptions of online news articles based on visual appearance. New Review of Hypermedia and Multimedia, 27(1–2), 51–96. https://doi.org/10.1080/13614568.2021.1889690