From b0c004bfd353f74ddb5f797fa272a9877e9c8ca5 Mon Sep 17 00:00:00 2001 From: Trys McCann Date: Thu, 21 Mar 2024 08:21:10 -0700 Subject: [PATCH] Add QA plots for source injection to analysis_tools --- .../completenessPlotExample.png | Bin 0 -> 258276 bytes pipelines/injectedCoaddQualityCore.yaml | 15 + .../tools/actions/keyedData/__init__.py | 1 + .../tools/actions/keyedData/magPercentiles.py | 86 ++++++ .../analysis/tools/actions/plot/__init__.py | 1 + .../tools/actions/plot/completenessPlot.py | 193 ++++++++++++ python/lsst/analysis/tools/atools/__init__.py | 1 + .../tools/atools/sourceInjectionPlots.py | 281 ++++++++++++++++++ python/lsst/analysis/tools/math.py | 7 + python/lsst/analysis/tools/tasks/__init__.py | 1 + .../tools/tasks/injectedObjectAnalysis.py | 64 ++++ 11 files changed, 650 insertions(+) create mode 100644 doc/_static/analysis_tools/completenessPlotExample.png create mode 100644 pipelines/injectedCoaddQualityCore.yaml create mode 100644 python/lsst/analysis/tools/actions/keyedData/magPercentiles.py create mode 100644 python/lsst/analysis/tools/actions/plot/completenessPlot.py create mode 100644 python/lsst/analysis/tools/atools/sourceInjectionPlots.py create mode 100644 python/lsst/analysis/tools/tasks/injectedObjectAnalysis.py diff --git a/doc/_static/analysis_tools/completenessPlotExample.png b/doc/_static/analysis_tools/completenessPlotExample.png new file mode 100644 index 0000000000000000000000000000000000000000..2b46d875b094f23862ccc3794f78e6648ac07591 GIT binary patch literal 258276 zcmZsC1yqxL-#?0g$^he*4i%MKk?z_+l!-_fgw#Z&yL%HUl?IV!;s_N1k#6Z`boYqS zV+`0}u>Uom=Y7xp{?C1#10Fm&uKliWd}{A?w4hAqInUG3&@ib#y#JJjhK@`_a|V8v z9{8J(F2WM<$0@g`(0eomz1*w74`-}YG*xJ5ilQ0GW^};M=bRtDaHFANZlZpjYIFMf znudmwt$ttSxwq-Y^tma|;R*Jm3kZDK%MpnrJ&pIjX1F!4vBU z*(+pY1wBPux#tmrVd^D;KPd;46PVjpf&hs0Z+C5c2{?tstIvbnBYKDXrXqV2{fERO zj-n~VXt{dR(0@4|!Slxtk=bX06v^9^lWlB&G@O7PDX-hZ=E06_cQwXdT{QohH@zhG zSDOb}fxX}DxC?e7ez=RIC?2#tXnd>42o1~NOO%E31rV_N<@Lwd&q2(#XwgLpK3k4E z_5OPo>;LTxuY@?_V2_&5l1J-LJlyxkt)hG7R?_;n;Rn^rl)w+^HDVv2w4efdWLm}{z}OL&Z$cuiBkQCxi>!h)a1=OBMsgY|9Jj%D?m zg4E|RWH+9bOVTyMi>D99^Bvd@5(@p7DyOGnel~wo3>BXLt-N_Mh&*vWdNn8PRoRsW z^AO#Fr*Vaf5R6Tj7(-7m#*J<~Guo~RIl#Bfjy-L};j_t7NDni@9ZRy10oxb%NTUS6 zJMU3Pvy_uf4qG3s^^cREj2z`AUWE%8`m~D7C&2zuFl{Lxy8YJ3x#*z()Yl2mp3;ly zS4G|Qh*llp(~Ff=*N97Fsn>*L7Oy-{@of#@ZiaNS4?Lf#WL~wMa1mYo%1dbanbIl? z=e}?Hj&h~IIi!CHxbuFg0++~2R6qr%$iePTq1pR*yD3>E*9F~)&b%3x=@`c}iY(ir z59eWU(7JQO&C!=wB*qi>zJUThs6=Di`J=g&@UhYM=nE+!i-C%m+8N*V(mZ?wEW7aF zpY>+PxyF6o72>`d^527>PFY*_qYR5~54OBahEJp>%Aj08IdgJm!;qg%@~to2#XjjD z+P-5x0m`bh!kWGL+K!2cTXL6VeWv09sHsW8RsK>aB;}C+_jM<40Tu{_goYl}ZU;bN zC-_7t@@Q&B&8r5(v(nhSWSh|#4a2kglH8Pz34@c&yFgJKZW<&tL$~YjT}pGbnL%0l zyPQgo)_*0|+B34Tl0tpYPq7R>PD{Df?Bva&+bgTAf02@+mL1k^-d0B!2RYe^-fYhZ zQ`#^SLU!!ZKqkX!~)kbT#JfKJlc?CLJw_mzK2xQ5Hiw!|bhaCW7(OKgUYZt?O=C-Amo&C%7<32}-*s_P>MW z#7xlCD&0d(zp_(TEwP@wlnM(#EWHsij98T_Ym?#+@xEzRYSOy>p?To- zLP=b}5Q}qu){G6^zMO-QcS#Qp?8a5nS9Z(o>8fyL-l4^WJY{%8+gB{ z{|S_5xPZ;X{fS_%o#}2${tsT@ftJhD42W5ObUHNn^;%tm81H6{JNPl9v|kimo74aa zr(GLigb^G2dHpu}w*nOhh`>x9UW|>VPDr6{;gi%ELJsO^dK;b}1KZYkX=Nc{kr$Ef zBeva@Elz~KVUMf*$${Z`6DXECpLB5#ak7F?nZ{4m-%v zI9i&2YsAQDI${*G1tE24r#u;LYyg^|P>x?h@px6+i5@}!EYuKUP}{__)z`=|$x+Sm zv!e(NK8lzjw#r0px#udB@|D1kCTAVhCf1Et$9v>Fpgf;MuS2ql5q9LK*WJ3YIaSp+}1~z7dURV6i^tqYdh9P z+s|;2pLbx!v3hgjdV@s9PDI&}F-I&{9kE3u3Vyr}li`;(ulx1Tn7HYLn0zgJh(%3G zkh0Z3NuU*rNwsryBJ8!m7IJVMMCBb`q&?gOercKWJ#C;@MJA&i(!G$yTm95xa;S*4pD1`!!6b|IhN{VG#pm59c*#a5sMgMZ9)PqDdZwi${_dZy|X$ zdcDz(J1z?3klUc}OP;k7kKz;V>RAQP?^TV~7I2hps+I4i_s`6=MR_U^oScKWBIK_Wv53#u3c}7p!?NuloW;~2VgrDzhdehe!C~|E`0N;`NYjM$tLwR~0u~F0}J^fiz zwmqy+E7<67GiRSM{z?=vT->Oa~k9TDIiDwAbwZUXbt2*|n4h;grKdiY+YV zjla{cj$0@`@*G3H;_lu(ha?-{LFtiy&VgaNWreiLtn}mM-eva}XGCRohs$xF(UE_a z%Lr?;@Y${6%H;fs>R3%z03SJ&?eqBo?ZOT35W`g$(pcr|(aRCD)osuS34K7>uW{)I)^ zI;)X=|H8274lWEB5~VHax`b}FdSc76!1Q=vSGR+sTPkb$G6OH+GlLZ6&tmg=2du6_ z2_vW4y>0**t|k|w!PO-7ZD51g!Ko`R)gO;O7cRU=x9w0iZmHFJ?bF>C1J<777Kw6T z9I$(9NKRF&IT8pmhA$QQ6T9$^Kg!ytb~xX07=MXU2)r|i#OkS~6p9Ff)U_j9R;E5{}#nY2n^QBHfKQXNDksDQ(W-2RJla#a4)N)f}cDR%;(^n9Z_FnOM( z+zKBfBhIk+zIW(Z%}_cvksMq3f8cJgoc1z!`SI-GNcn`~wjJ!qu$lslZ-~t3`hVCI zF)W{e2Igh=LES-ZrPr;t<#R=HT0s_Ijb@*XsAn#BqxpJz>q=6K#UWkw`H#Bm=2plX zSG}C9d_0@b=O^|4-smlJoj2euIXU+R`cj5wEYRtoxw$%kl#7KxuOHjA!Iz4}=eg&u(}xkTEt;vO6_O>lrxNvz6g? zt0sK`yZJUzZ}F_6KAR7Z5$(c};TzMPW!%EXSFeq3fH@3$9!`E^CNL4~p)FMS_er0; zG`!`zvr$)Ay+}Q~a+H&QvRN2?9sZi;K}QhAYa^{~wD?z}Us+>WF=e&YjkxeF>i(?f zuAqR8?57Sbgg6R{y1NsKMcp&*O=MVm<}v<2TNKJTnudt*b(wZ+1sGflv0s&3D&^ zhd-YRmS7G~#I-k^b^P7no$B5|b0)1=#NpSwu9mOsj}gRq7Q~qKC9kt)5wndPc|yUW zU&7G_zx>jM#BHz4H-S5mhzrvywh3kQQ~i3LUUDc(Q^6 zuu5tAkw`u}W%wekGW4&?gI(ir)hKg3Y7(HAsGhOHQ(0nf?AFfJu|AUxzvi-2{EkNI zVOz{^cj8&2% z#AOxum6AJ3g=s*8r(G)782039-YPn{i({qfjwG~81mcb1J6uC)Q7V-+K#PT?ZJ zK_LVGlt&EWW8`8gpF|v|MVgLp=&qP2L;tr5u{A7i7U8c6(Z~bqn1khe25USg+(AX= z&u(lv9qG_TUMPs@!3u%SQuYcF(`42453RML2jXFfH}v;dD)r8;gnorLdHZ~l4lWyz zV`cEaDSDe}ZacSR4q5}x==zF2+bas=frOu$1bA-C`JbY`AQKPygOk9QiVPR!jOs5rt~5|V|ZLn%Nsjm3}+zzt{Hva{O_$NJW)HMQJy?@kU|@ z^TRattBfn{*Q&}Y76fW$0o19s4KNBdmH@2kWUQKq|2*R)3t~qV!aP6x4-Qsz3)NfP z9Vo8dDYbhYoly4QLc2c`;-hUzi^uWEZ7R5Z^CC{(-UK#8s`RN|Sxkhbj^)>ULE=_% z6X$WHqdRJO`|m{DPFjWdqN2AMl^jm)h?50_BUQ;JZT*k&452SyMyT;?io1{)PSHv% zK0Z{xu-wiS&J`v4YKk5vc%Ll|mU{qB|x6(dK?6mPJEu+_z2 z$OEpu>Y%eTwhDeMF;+eu(PUdq-z}Y8s7=3zt0iJp?Lgq)MtIpngd!(%>03IB4-V6 z?bq&4~5#FW==I!v-??>ILznwRoTexU&PL(#XHpSK_Wa-HEPw)tD@z?Ak|9O92tc-fbt!G~DSIx-d9EWYpek7K?Q>icn4Q+hm$hv!W1s@L;aI)+u3sLEK@V>uM$ zm;7O?BT)w6Iu2&-r_ado4DNPYfs2RPT95O~XR5M0W?!KJJTl>##-h}h>^o0H4QeUm zFSTgD?}uuMi+n76nN|SSB>z}h5Qkt>~7r}znj~-q4Db54uW!kkf2J5RsdqC z@2*+6QkYcPZ6S<_lyJ)yG_kP^Vv@FYO!pYEfjjwQxQw_7RK{k>3#b%Q2*=vJk<@YL zCMGN4fK`q1mC5NXPl**I0**>l!+p$E%nqsFun@6BQ{nRR>o@V*;K~puK=G5HVo?A^ z1|xv^lUfPPvkB`)3IM&_svQCF=~m+e{13G8mTO|_xHT%$642)CBoU5nJYH!e0I|&y z)w$q@gUH?~LXM2XJd)IHm4d{z2LKW(dTLe6D+S}Smj|m|x-v_}-#yzYqczLj)TNtD zRgP!5XMsAi6Yec7@W{W_wFmIIWGdhjN}IBV9S$V+t{#8TuUSZ&S#m3Lm82XW%+~K{ znQnX4A4ySES(HkYpb+(=AH}`4E`_cMdEI1U8^jUbSn&s57y3=FFL&zl#w}N^7fg~X zsH9Pgq0pztZkfCTI;M)J%ei&j0fhd@PieUszH8h{DOCAp^{z!*EiOdF-W9cS0K63$uc zU!CDOVdLh(nU8<=>1eCk2@@$SzxIz+Xz(n?hcn4705}~7;oU+`Fmtk-mzPUo<&l5Y z9}H}u^kg>DK4K-qZ>yUsb0t#+y&k7bFRPYp*uwUAjll5=x9V>^cCNq-s@&}Lis-Ok zaJbnxzV7Lu(J1WcK4<-xLS6ZUZC=^si2|#(>8UNxa=Ypg7TLKs{iTHgn{wc}LtvHG z21q#rXJuE?!fIsvn0_99Xq#BQy9wx0e&ra8ORef{j(*T~#Vwa;J4j{%J%_)|n*%`6 znHhjO3CQyrIaXR6UCig(X7-uzpe%_XDtEl8GFH{HRG}Q378puH6~;Eh>0Bs)o?pnr zs4C+beB}B&7P2r*Zb$L#Ef!bvA$&30j5H;L_YAd8KO5+KqMy-wCPDxamz&3XE>QD8 z`4+ijJ?~UCMFv>jl|Qqb4h~;frAt)-l{@P#>%|uw+Z3x79k5{z9jzKEO@VM^uXZt1 zA05|>jB;4->`9%jTy4ClOsqJRe+|?vH;+s6MO5|lrlY0|cIilk#aBn+jzAlB?g6g? zg+*cG=l-B+$=svRL2XDakI0hUc?#XbarzGA^!~}PbA0O5YXX&mEs2z{89S>SZ8w?# zy`cwDN!tY0Rtaf2wVWazW0Ep}hn#{beZ@2?CzWvPFS6etrSPOlA$*>oOB4HC|F00; z?a?iA%)->Y?V2SxR2d`p7fym<-LWP-3TtQ4bJK1-Nx_Zm$|KO#8Rww;Wo>C2L20Z1 ztB0cUVi-4k@wPrGu71ouuDmoeLP1`Su0%-MzAfC&X`_C$qE+gIL*4}G`fXh8Fq+r; zb__i)>!9?$jeMw$^(O{*!@s-$tn!N|2=fEpx~OgtVQgJl^D(!j#O8BQLT2vE2icX9 z{<*`0osBvf8Y%w&ylFvN5BQ3#5ygWxb*ljAw5W877;g}%80D}lQWb^31{V!4*He82 zHi?>ozq2AvqdWiRl4}bL2r(Yc*V$Y0CpL-t>Uq=Nd#>L!)kbG(pxUszksZp) zq>sr|H}~QLXLbbW8QqRRCOoPx*qi}x*X&Mk5a93ZR^Xd=8=W{abPL|Vj4!~AA9y>L z?!I;L3Co-@<3=1{2uYG|>9@28vyv-@bW zi;wMdI9Hgu%bjg?mwyUbdeEWD-V%BQeEHS#BQD2^c`Q`~fT+s91tbSB>Y0{Y_PF4f znBI`_(-*FxtqT0Ww(pXa^b zw19S9wCC?}nk#%CTOYDvfm;-SRHhro^b`Y+rHiE$ZJ-xK5f@?5$dZ3+O>oJm<-Yzn zdkK=o;^3iTz59z}0H>X@lQ&@iu9S!rzH_vE zW1z`8S?7=Ws01D#>Unt)0KKh*N0S?z$9P@Pyv+Qo?7>z0q{KC^tTv0c-f82I)2b;th_=1sn0@yJ$!~>88Ez?|YYPfS0#}K6H!nTt=w(lfJ9Df8M-f zXTe+R!IRHpu*`Fkr|_$3RyYXI>jd&?CoK|9mj8dZGzZ!Z0u6?b&!fdesd_U~;_k%e zHqvVuYd0Bso2wNL_cJSeHemzdLa&~XC11mAb@_Z>2RY&XBV&) zz8-fu5kr38aD8HhwFYbyBU|g*4t(wvd0n^sbvr~4#Q#O1xp-a;WART3d6H4yYl}z z$YM(0pS*g(bi%;n-iJ*F%oJM-SySGJaIZ15Fw3l{+i%`hn69qLa)z#b; zh@L(!uNux*qk1!`7uTW@WOI~TcQoZX9K$thT@uB6$;;zce)Gdl13;)elBqui_)-ZV zyO)TP3O#;~V1QkJ1;ti}3)z%&X&v6x4g7ctRft!>L`eL{TiW(P`>9a@f&k|>1`(z( zWkzTbfftc@fGv*V@tSh!#n#=qP&orUsOStrmVi_}7eKA@Pg>^czkAeuzsSSmw^4)= zP@F%vIexDPuxLcfguRT#b&eu*;aTXls2Xom0Ckl0zAfU@OJsZc4+#YdZA&@dYDKT1 zc1Is=R~4^KU$y9E5qR;vN=JfAQhIO^GN4(XRpZlL8-)Xoa<55;@_sFa%^^>gdVE4* z8e_4Y|Iuc-6a9Cbaq>HrZjUsLG1>bgwr6{4f3_@V=g7DZBRD}AkO>plb=T_FktM_9 zwreGI2C{2kQ7MxE-cN;r)>R|o!=6R2yD`C7vwH4^qD7B0^UMZcu{&XH$2xykh{GP6 z@OE}Hb;U4hw%ug0t8IW>8C=U^OJTc1I6wIhV$|PXwAP?=g@1TrQE#7lihT!AkU&=D z)m8#UnDlGN{^-r-xA(dIKF}p|O=HziZHmicJy<7+o2K|v3&XNSm5+bb4&gXiki;N& zyCi~fM?}tAJj@<^wI=7XX+moNQ9q3JQvH|1%w6N9tFQ$>-Zom|sOYaD?*zW&IIV@7 z1$K)ChZ^uOVaacZx*;k*NUfe{avCGI4r?lAvv|kLh<_S>@kv+_0)YKGlrLBAx+Ce*`&PE(2^5n4s zCjfguhrIqGu(wnH|LQzF3GAD70KJHY1Grm;KNADv-FXM?<~SJB+Q3Db zYny49ao_(VECU9j$?7Y-1gre38^TE+>xtDP-eQsh#)nc7paQbV@sAgz1TS7J1+dG29elE7kyB}hj5S7cpos*=H|B}}ld!@X;sCu}V0AX(bE?lYhDOhu09{Cj6;3DI4@`CC;<)vdjTb92tfJ~L!DeSCXYqk2V9q=RrR0{ZV5ABR1$ne(3pZWwG zT>DWqJGmN5ER&Aa4wFl;y+k|gJdnm9U;*Cas&HxTOSrJD#mkHDW=gh=0NEQQR5tdi zKr5t8GKSBgsc7n?>72W=2%d%bfOlzCkuZb=IEQck-9KVF;xbW8+Qbn+#+#JCPTbzW z@a@@;T?>ut0m)nj0s-%9hXdY|e&h-@ptBESJggfjEs(0(ba0yNq}SYRyQ6IrfR9Jo zLpt^!qf_mFsiSs`WBmhmQ)jsY)}A44;fu9hCR^fco+B@;B74C{8~rOll%k)?bv_Bp zaW^FR)2;OZ;Q*W*#Ad;)UptjJFl}PH$M|bCZV2?ss{!x1ILQXy!;ez=URHsw|2$%%4wsNdE0eM$( z!?mmf8xmu1sJ_*w%Hp7iJ>y8_+9A|!)+1tem1(u%5Ag$5Y`?^MLG@OPH}f<-m%XT4 zp9({%Y{IDIyWVK|wXbq;naU2$<%tIbwkoPw?dEQk=AyP9UIrvzH1svq!`S4xEh)TUiX?FA2-ENx1U(;~FGn>UJXA2K38&<=0DG-@)UMQQ4|% zoW}0`4S*_D762nDFecd9@FOiNxtG#CmFxBotcB6%)(sRxebe)4Hphn_nYt^v zH`-0jU(sA(X}WfhiHY;fHacsq3bQDvxwO@ZOjWBhQ!H`Gup{E?288b;*F__n8SgRf zflJ7;2OUNp@vq;kLDZuj#jlr?($qIAOxgJLmtIW!uR1qLhPq#ovS*LRBs!xpi^+?jHBE>(@?71a zKAf9Zs%Azz4sj`<7AdV&&{PuY(t7RWy#@BOG zAA?LIvRh+8S(d>gV*!lzWP|K|({@lO-YHS2&RH?U1pNVcYTIYy1e8|Q9lR=eX2>rA z)6L$@(`qu7Jk|#GbU$3pE$3;2i`s>q0I{rb&k~G7ZWSLh(tSXEbDVu3VG+=2E0ZmYu}Hf*z2x4 z<waSd%;MC{@n{?9B;&q@v^=?J1z9ayo3ij$65$ro733(ZC+CEP+f8ufKkQ1c(oI zGUKCw{+g3YHP{0JKi_TN?+XK$tX^a~CURoVX?x$BbScb8R=6KMm*U$-`p^)oZk1w+rOXe4SV$?=t1mCY6Ct!_(_~utPjb*L>a))dj_6GtOPQ<>Wng#_Sf^KRI2zmf)@@mr2b(M^O)wxdXwDt_1lf^ZjA#|$h(uw+d!I>V(p&lR7dKj zs+FyR{sAN$HF#;6mtSTpStt6_2nJu$tc#OzxwfQdK}|UAYVh1(5J0X$vC`wOgkG4af!}h9NH0ne-_9!Ivu5CXKl?C#-eFs>(ap#?e-NFZzRmSL7$(m*}>SGgq~^ z2&QI4Avdc@UDIdLJ+K5|7 z@7{H{eA3xVPGzcgF74_JdP?cx^qDOA63c0c7Hm!S0+4cB`6#f>>B=89;b`>tyy6Mt zFqWaG`|t;xhPbq zmzZCtnw@`;c>jLgc%qJiVBh!Rs$Qp}Ur?mysT$yr9akR9%fv@*5DfYs9u|xA{0Xjg zo{-Q8co$3kN2$LRJX(D|c4~nWAUxLm-u)rdSJzINC=;F_TU=Ume82YO)ekUhz8N7U z_3ow?rhm>G{aveQy}gDkA@I#Gs`?%bIBR{8&lif(Fia4T_wmr1*MVMreBuNo_fArc z7f0dgwGWYVk2S0!a_)Xt+%v5gR~+ptV5q*`U zUqFqRZ4L2&ClFZVv7h@*{Wgcm8^(~OkIxL*>%6~=1Fkfb>S8W0`mJifRd4jfM~t=ngIlqdltN9%cJ+xQS< z$ZZkk-Kfc_Wod_v^VF1P3U4Dip@tf6fdawh!BnL5eEsRx-q_2o+F@&9yK8|{fZ6Z1 z(s>;~;v!c|TBs@ks(SW#D-zEAh0SW>$d`tiqUrV1<~g(4RahvN)x`Q>#Q&!Fx!Bre zE6&&8x;~DRSQro0CRiDe2QoDi6vjJGp&R5x*e<`DCTTx}-gFg#)7i$#qdf^oz!Nmz zH4|PzGOh6$!ZNu5VPTWEIaa`94&W138qn$3P;u1Y2Nx2XzS1M`B^C%wFsb~u%#sXq ze}d~SU2x&^p#-Yg+k^ap!L#1*zg87Rda@quTYT4wD3Z_sp~I&5y@LT@CnjV59_=ni z9QxbyG06-Xp=J@qmruuV=PU1F&BRJX-!lgf~-18K!y}t90c-VN8F4clXO8# zX2JL3;gcue$*0hE&BO_dwYVx3UfN$+`hdmc;5*s@y#YEtJA7=c^}Z~s6UI$#wXS|Z zerXVdGOb&S5|uyiu#_qoEKs4p;y<#yD|Oi31)i_e;}zwjkg#^#_$pidPBXO9fql@k zrBe%U*mnA%d`f>Jxb#6#UZ2+z#P2NhBiPb-uBkctO)Kz(zb3@S#?M=<{kuX$uIXJC z|2f)88t|S@6*as$@n#NiIek*kJXB43Aiw#c;4Zis#u+Pv7ZeEi3srRZZ5zLf%%WYu zPJ#iLP^M^c?>D=qFmi1nUGeNJAVwNipO02f#j6*-5Bk}jbHWEF&gZkl^T`ix_g70p zHqc)bex(B@Q$EuJD`IB0)h4GWfQCMKCJ0oW6=|>4{=4IwB6+I&^cjwwa_a+X<}mvr z>DmE3-7OJTL;_=m%^+BJnD;JCs3|fVJqR<{n2Vli%m@D#D0uPnMsc1us}9rs`khE8 z$$)eGM&R)fv$U3>!seSSXZ@%F2m0yG+0T0QAEJK^Bqoo2b?dY{TT^00n27Vr4!P|= znDJk2{1Zz}Tf&kzj*kv3)W2aQ7`+&FAA9iI@W1d1(fWKK;Y+Gv`=@ zl6%xyz{EM}O22kZS4dd3jy&pO`+)EqF=1ENn&jm6Xz@N< z`e*$@ByNJez(5^%m`PtyPD?sVEd*I1sHR;=}JH3t!&D;N8OgK-Nu{DH694aDIm%cT%{_9l*;W2u>NdLcP}zkvta z8E#rBiJYp}F<&0gg>yvAn5OBKT_ecbg^H+s?K7H(Mzf&e6K_srHU0e~DEk=#oa-cr z2kmyYoEPTTkEGqow$gEKQmCqgEMPn{Sb9>5( z!X*Yq8aPp(d#64q(#lo#+ae<>O(jj4iSY@kELhhi+scaQARJeyPZUI7?7cLh(zi0% z*dSSpa<6b+CPHTMT%&8Yd9M;Up$z|xS*d~#ubr&RcG&m8^u)9?R^Y1((-t9@Uf#6b z6Z3Zy5O%FiKlo~#?xW5(LCat0-I40&F{V7&m62)0t?;PEx&}M^OgxhfeKka7{I`+P zgF>hNUR)wGt^ABS|7xJ3_=26rAxn_f5`CseDf>%N)U=WJP&7xZ1=8s(RQ2b(UPU6Aw8_sFuP{$UJ$K#I-l?bN!S55-VHR-s4f{cVRQCkK@gKtZDF= zNC@9E;b%^I$=R3FjcHdaFX+vXyjmXf;|IUd{|M)8kQf(st0_xz^Usdt$zLK7T##h8 zG(d#uk+uDiSY+I4)M}r>F~!l?z_CgiP%{55yUXRt?-CivVLKh>G$;2nT%LB3zHa*Bhk=Fqh(a2Q0Jj8Jg%T@3R=CZ>gvH7pRUC zi^b@c?=&vQ_b-G-dc3h3mYMrz|B?S^{m+00h_1`(607=hp>S1(i5z);KIt;KcdFI0Sc{w_KfMTPF z)&%|vcwyd&!KR0e!P}^zK|jgc)8j*YdP*#V>r(FEXZ`ediN?wl&wcUcF(13poP=vI z{V^u{ki`Dht+|i7%DgT-A}R%dC+6qo`oPhqlM(YYDms}yfmxfJ2tXsxClbx=+S&aL zG?hU9WmFnfm6-7$l08fCl0HxA-}5bw*-z6^wDf8a&HiMg?yG*CK_F0)dsBP#%;_LW zk0DTmUUYnpEa(R)hF(@LxTR=v_)8$$8`sx;mvYz8#SIbrSDE08pZ$C+=kz^^GeUs@LKe^%1`M`o-E$#ne{C~j{Weji|Z`m zw4Ih;XVtGlvbNS}FUdHFiD5?BA>d1FK_H82j)?H0 ziiu9)RhxHREFy{>KVTPI1ML=-VMkXLv~3Svh`Vh1u(!OF3E1avF88z{9WYOhGuXGy z{Kbm4GS)l8Wt+jTp6?In6?mpec-l$u0UXVUC*BnQ(S)n+hx)YG?{WP$|BMde5!w710mso2Y*e;*CYUeLMkt;xMQl+_1&Xm_LAW z3V4&QiN7hd+8V2xdZXIECHlm;l3U8$Y-Hh$xDFhDUszGFy&1jmt|M^2pzvYp2-=3? znLd`kF#R_R9$I)v7htzZd)KgHjc-p%eQ@~gTX!Jusly7L{l3+nO2@Z%Y4g>3qU_>_ z-5-dbZx*|xj`agZ?+b5#|K22fxa8#W45lG-xLT4o6!^axend}zaU@$LS7hX7Yx#>l z#V&)sTa3F}p?0|pZ*~$~W=}D2_i3FH?d?or7BSbu6mPgox8}7GK3{IDjZ}JX7xv4g zlo+!EqdQr?k$I8D#JJUe`E;NU=EEB?f)2BDk3>5CG9H`Py>a){@x(h-{Yt&I=>B6s zH^xr+>(4~Y?=0$_xn3A47bq8A`M5{pL5AH}jO7Cr`Q1wpjs&Kh%#cn)>ugAs*ev&r)xCv7REZIIDMRv_XD8FP?HY zj(8gN;3utY>nFqCpmq_T4vh)MQ?LI1&>wwj@4WwDX> zT{>nfndU;Wt+%REbcG)tT65grR4(ZnCyf&2C=*(Z?r*WGU1QH|rYFbSKcB_-82r9q z?{yo+8uSiby(rbnq-e4`2jc`F`rEZJ9QN$W?91#}ENvW%nu_2O;kR;|hzp15YVVz2 zJS1|6NHDJ8vz;1;%{jh-Mbq3%93H}%Zu##Z81~8^!IL3^%=}ysk)xUj+dA_Ix9F%Q zXh4sZ;o9o~8pZ5bwsI?%-;7mww5~C|O=vOucVdgWz^^!?@yz1SK{6PZ0exwZq3O?v z16|Kv39E~zH5bi5&tUhEz7J&9LI~@x2Ja~|EZ95)y`T7cDs?}ts$1uSUM=1tSo+#y zuD!j}LA;;mOJ1BDexxd<`NuYSo>wGH!?fxM{Mex<4tiB-=qZBKyoOrPbq7Pl+uXc{ z+q@kjhQHCm@2P2v$f%lua(S4?Ww{zq!0E5(dm5$zso?gm%bJVyv`PW=$DeaAL(9L~ z4XEi`JW{l9YWQ2>V&4ctYRFYLhhCI^VYOJ+;>QW`{Ed}+x1#nP!akg|G~Rptvuoma zbAtJQCdyNQQ264{q-XGHNW)br^*> zyJUuHgil>aadA174}W43XBCh1Kc^E2R>Wbxpi1oKS5a{y!ZxehvJZXU#pA9K1R6hv zdoMmVJiHZPkkD0oBD}|#?%u3gI5q8OC6M8)pcMRKaZcM)D_v*5b2{n+)tV$E8KXZaVxZFI zt=BY(w;(F5AI`x{uR`&L7Vr69Z=GuGS2c7~j^W$Y#Jp@BHO|9W6~{8gF8__Uj=E^R zhwp`5s9UxVjC>xmbNJzrpV&Lo;frM~=;1)S&X>kK=cZ+ox&S!@UvQ#PEi9cB-gM*m zF$VJ9(&j?tu#EH=`>{hezO+`}axlHDU9Cg9DI?kQF{|S8;Ip>Q7RX(A`2GB|ps(W% zXG@(qSlMq48a$`z6}IAu=K1{Xv%G@Z--0c@gTKsUT&9LQ6W>>%Yq_ty+>6-hy?6tp z6s2#b7*}?F)z%fQvux`nMXN-c&aBhM!C$91w`~!uCrhhjSk1#RC#T4vw6XR{q?(q4 zhhwp3gPT#6SxvI!+lG6Sb7#_~g_Xd~lims|(H&QQMmc3}5y?<-HN>Ggaqu&{Iy-su zEy#h}yIpBGw-pf2@K%Pfq-RmNBKDcwMKY9v*m zXKMwUP@*=X%^E=$`(Cj?7_YA>PAv8ezddIzjnW?o#w7^L_bM6g@spHuBmB*jz2wc@ z`yIF|zOXp8OFZO1S*xC2&lqmv^a9_g6GU-x9K%#i%H%8Ey~F61?XeB7Ja3)967 zxu#rz)e+vBcm)*dDZI{yLz#{~i4{Uvvrua9TnrH7qP*s$Gyp7Rc&3xLc7@I^l z2S)5L3*)N^asE>Occ^KDpE^;*J_XSkzb6wenU4u23ya^kpQ_beP_INWItc0ezNXPb44EmfSO|$s$fe^ivoyC%etE@;_|B+_ zZJ<$8>OMM^ZkJYPthE2)r^;IuVanB-VWwkSlVFYGefx$FQFl{rGU=1}^FnSi{yNkO z?^rczhO$-g9Wq^CW?m|I?~FB10}udDdN8pBhUCj9szs zHbGaR5rn?ouCef9m0-;?W0&pA&co)V!#NaAa|M!;am|HuNV}~t_bow_3n|yoOM#i7 ztD8iorFV#e<#-LoLut!a+WM3c{QcJndNGkY9nY-wZpKmWFxF?9UIO3cO41HnHUe^B za;wh$O!uvtWJO_y32@`7>=4PFLHco#FF)^9fs(6p*_Sd-)#3}I z_&7(|&C~XviSn$9L>8Z=84oOA@qwZ|xyG*9|DI=1j8YI|cWDmhm*Bn~R}+QNbQBi@ z8yY-8fS&dRR7ZC3aOjMmJ;dp3;-V;fo5&L*`3AOvK`BbJw_3 zD+-y1JUlX<=u8Z^10SCu+2~HhB4x*w(AduQHM(Hl{F5M4Y)7se!Ole(_QXK3FE>Vg zoOtKnWZPsc|G+mNPk@3l7~q;_-)8N0aU>p>ND*G+-e#%R>|GqVR$P@M(g!neZcH64 zV}H$IE+mhI^@TeH-k<2FtMIkFVPQNf^ZL}^inP8DtBb#O8rYeIT$DLs<$I%YCA#AG z+XU&t$D!n1?&J;JOXE?IzmM8KmXur!@;xrXKVc{-{Lmchbo^q?W8gfKPfI?m`e7K~ zv_V9I)smUn!^zj6XkodtvumMem8{+@ADgi$*4?_<`Aq4jGe*KP)YiY9zgIRR{=!82 z(`ngeShAtPzHV&D->`7vD~s*gga60Yd&jfgzWx7IEqaMnS0k}UOIv$yFs!fg7j1j3BR1kdMx$f(8f9~Jo@%zU+5AuhsGv{%f$Lslg z?W4=k0_PCX@72jsfnke0R#=M4G#2>ZHO)0xKXL9;Gs_Khzhk-5UVX&t{xD~QR~dcX zzeLJf(^#b&=6(exJ2H9QDx44`T^(QcKSTO?dFaLX3jLN15mr$ek@Xk7!r@{YqLQLu zQuI#u$c&(sRYrzlz1DNWo@l_}i0=OIbTyPMT!;3ep)-yQHKrBf(wqVo-wsmOt?tZ0(`e51H=pY4;!jt?Y3%#r?sF0&IGc>|$-4AiOI7l{Jm+xx! z(UviFBXvJ8bJv}C57%{=7%u3EGkln=XY%JWSq3yCD(1C>W@Xu&Vn2#({pgjngdz8i zpMzV8DPL7bAY*>Jy9h!AVS)IJSh}Gnyd_gJm=@ee*(DknPR7#w*9OQn(S3R4FDo~T ztwTh1@Vof zeu;M8nj-TBh|jBGW6xsL?)#_2M}lTCIr|VuS6^4;=Gr|iR6%}M{GD)p+$T82`1?G1 zK|Ps`D{#vOk^0dZ)uGs5po>`+K{)2B7%s}$oiHvOm6&G+dCH}u#e@|@8Buf139RDRy>j=O>TSOTGJS=v*IWq`rg;?#WXlj{T%G99!fP^zkXnS*75 z^lB%MbYwgtd0n?PWTO>;V72}9c=UxUG0fJ&e+9d{x6Ht37%<+>Ls@vr>n?t%xajr6 zj68~F_KtvaTzPtUGup~CwnqhSC=6Enfr(f8b@d@K`#oq$nwm4Uk)^SFxi7rCJWdsE?T|&VVrFin}gWPOoUK zoak{I*#HV9Uwxl)Sq%?{Vb#-zTaFG>| zel9>3nEc|o(O39i^T|rc_<8NQN9dQGWg-oR!S1v>P>Rsm+->Pww5DO+@f2uC8*~8j zP$kxo@u4}m{dv)H&&!tGK=&~0n<$AR0<_@AG@>kd$?hCR;C zzZal2-GZyt`*~l?E|@)wL;mOWlB)9GX=C~_II?)bksv!QD`4YBkWvVZA6dk){H|OK zIIA(cKqw+j=?r2l`lE~S2wNofqg}KlC}PaW`Y90muSOht+;sI2c+Nh4LuB}qRyHK6 zM>MX3S0o~Qd3xAwJM4gS%{lndxwe_M**!9g&XX8PblEov& zPOzLVoTR{bqN(}K6pt_dO@(bqYQsX-6hB~b`tXhho~lYag54E{2umro{LsJw{Y4&@ zWBcDzuj{ZX6k1CU++CUHEDC zrXj4W{*_X1JI|rD$rB1^e~fT1^90z84~qxs1#UQUCEkZmQN$wi+I|g&c&tJM+*KF& zv}1V_yQ2eXvvWfj$(0lLEYF|5_DGPr7)WKGQv|QQlp9gPyAE_Pn6B_L!B_So^66Or znUf>_xD48Vf>Li_EL1`nCGLzdWk9R0r;*$8K_iA&6kESagx9#Bq=tUY%Z;`O%bUD^ zGos=8kPH1#{Q}i+D|pYAoWk$MYwCwI6={5{qxweDCyyGayTV^HE`|NzZe@orsH`QQ zf$-keNu(oFAnLDGZLz0G>-C3wrsQ_f`0TSeg4-xNQ-6Jr0+_j5k&4F%gRhMVA4 zT_)YqFU?>4cB+cw#)RB%6jQ%gwRs$ZH%#xgxh4&eVCLef4D_Kmzm=7uYqI55harr0 z>kgPJT5;9fo0h*sH;T!ca=sM|`gZbg0Oi?yrVL1isgUwS*)jR~#*mi|4dUF$yOf|f z3xIlnXw?~=a4*KXw?IhsjjTGf7xzwAa#emUeFH;!nU3;{WMxiXk)k1c(iE^J?0w|@ zG0%v(r~3`##Y&V8bqE!i$cgyUn@RdW#Z*7pm%U3UBU_K6jfb!5zD?=)RQ+y3RpE2Z zbAwl@0{5Xo+sw6AGv50kls(InWl?#zmAj&A&SBFpK)2bJrTxO?269^@zE_*k&1`+ei(#hnhL#8|HOJ)&QxDtYHby z*>bwPqK5Lk`(sllo$o`d+n>W6poQE{%jjRY2je2W<-)WxAZlQ0p&$ZLrXuMEWi!lj zaT^|iuzY`#P^WQXbk}*=sVY@)rlWub?vTHr?rEB(VcO^J9wy`HTI^>}*`Mdflk@7S z_T4KP1iyxa^6&by@$K^2Zjo@W#&8~4#S334YD@>=QG-hBdxpY+{xF>ZC+5Yz_KMFl z5b)%QPwySlOUylRl<~c1;d4Ry?@g^9AA@A*vtU-zXwv+fVXynRiY#wU!S)|-xxWFC z#gWm?^-(@?;+QIFRWTo;-~#+}{^KkWkLXuhQBiO&{p>^M zy8B#33|B+c?NPb7WJ#)9{3@A3YW_<%a=#HEn-EH99h3>0Bks2BLUMs@tw2wgz8W5O z5p;6%kUGonmmV9owX3fQTKVn}FrX`gtk@rC@4ZcqCP+s=meEz~>nrnR$!5rWLke=} zxq^z_I;7>|CS}Z{w`wIQ1a?~g{J7*Qp)eW_Xv#(^In#d>AK z40md1WX6$b_{5PZ+D0k(d-4x=O!x(D05=Ji%UnevPHC!KKr4E{Sr~~-E>lord84E1 zpXP|nnKoE_v9S$i_me8`3l>ldb{SujbUMccR6LJ1 z#HugQtm+}j>W2}Bq<$_KDBOF(nU{1U>njruQPB8r6Ml*mMG2iQanf!TH8+OF8H|hC z)(!rGRlN8q{DW~rL_!QX@;q*chpBJ09_J}8kSyu?JmXoA@TBUaTBj3F4N~IAsLp4l$i{7Sgbf%JlJaD9$xwZYfh$EirR#>J>!}h7 zSDDn-IGEpNU0Xg}8$2P-t`3breg$IulG*(dO2#GEBa)xg^8SVU)ck5obUOZWRoL5Z zL?m?|Bnw3IdbCMM412HVxj1)y88RK<_A}i#WXmcPZ0Tlu2P>qi@O^h(`k-eoDl_wx z1WVQAWL+$lS)X|#15FH&aNlUKnz8~gCHEeLecvle=qbwmMCmHNsY?IRN-Q>Bibb2Y zwSi^@e*O-d;|u%P1G7_iLCAh-w|>MNeua#TDk|r%$A2CT>ex&}9sXtn1&04Di4#_g zi~x7Cady$73Gc#ICVvA#fN7Ap@M%29@}`uY1TL9ZM$nc_r4gsRudI`quIly4axc}h zcktP%Dd`AiOd1(%MLQCI2V@I=G?|cXL|YGMOPX9CAD2dtC81V2|9+&-RM1wS5|Vi zTSq;Lhc8lPxjwM`z@_)(^aZz7j}27WE#rL^hyzQde?6P28Jglb}d*cVKE=88f zw(5fZz0T4p5B;B#VLuiVgh2)kZ)0QSd{uiN(twRIqgSKsF2<5Kx+%Yw0PD{&Vq+l6 z6r8CDrweHnyXp{${>@A(8t&wf7Y{o&A6RLk=^Ok|wu3p?i)`+kWLR!}KMH$(cmIwe z`0uZvm31$!=s+?!yZ=YW3;X&YIs6IXN6_%64|#g*joKGM!KRnFuiu-P+5b|(aXFvb zH;$1PmpNErzll`0C(NtRX0H_fLdTk4V0D5>aj5HK`na1g5hH7T!Tw-R%r8-kCcDEQ z0zDc82cab1X3}F9-2(v@{~(zqbLnvg#^}&etk%kdRIoKm1!{B`!s3!B5RskJ>N}w& z>Ey(7q|caJAyf+c%r=tgxm|sv$+%L?yTE~WT@CFsD_fyRg`G<@9NM6mYK99H@&n$L z|NGI>6hO!$*kWi*MJ0_Bv-}v#8W=T8`K z-44ZFDOM{HV87rbA+kR3{BP5k?VvU*|JA8@o>%n2fiqLW_A6!TahfvgKizZ`4wzl< zU54XeVro~LDoHwUtePuo)K-Q}Uzo{%FU-tNUrKDu+OI_#yHX$Ac4h8ulF|xZh{^M> zi8e$vkFhn81bVwxSD+)e`|3#Ly+wy39B?UOdlmOaq)d!t%#-3XhC=+Xl&!0#z|?E8 zU?<0)v?)5=uxek*iY7UwHMs1pUsdgLy`h@OJ+*@X_*pc=`F+ZfR!pQ>?D?}3v|8YR z@!1|C=j{u)<_R@j_S{Erh!9>@y3=nnKT-ST+P7a*h2PVrJm1fIqFQc4YQ7C0=Y`Xp2Wn%>;w*Tdn#;khnjTq zCjfG^CA`3Ru6vLFO%t0R%^K*WR9IRiCiThHWlQl#ypNJEowcQsT?REcH7@UsB{mwSzTncI^mcM!D zVcRL=+k2vw()0`MN)3H_n6=<1DM}JDw1Oe^e#)LJQ9QM&2Dky?fJcrM-pL9Psg>ne ztwnRhfLYekUNVh)yZnZ$)IOh3RI1EZKdQ_c7Potn=TFaH+`nMoJq_!kfi>?RUZ=X~ zbcECTG#>#Z#MMgs+k7>z;XZIyK%-di7z~LayWpzASF_yQy|MR(OW_)jk`@kE-zo zw$A@hLEv1Mua_h^oB--e-)n>ozB+}hR|;PERipETXGLCkG^QQX=vMVJStw`8tn z+RQi0AT7gFABV`iSNwAnqDpTLb=*>`<@0oyN!`|*6^mN(+YUy+euwVdjF>gE^odD9 zN?{BYuu2fTqVOrS- z27n+LyltN-KHpzRm`k#uZmLA_x;NW3Ut6z0y+Q2}6I~gBa9$jsrw7) zq)n3x@nBF=hBS*wJMkc0VgS#`dN|{q%om^VT2gmWxBI6Q}!L>2Nk=6&prVP7MYnl<@ zAK%a9ehS5~Ee!O&dvE8#?%v6%xyt;*M((pEYf{)P_o;#>fB4D#MOFsM@)d%-zg>q= z{sktl_B`PKqimy2cGPgxU0Ets;27^1<@6yT$3l;kHQ?Z@Wj^ zM~gVWxEWMHBA_S!2_siFr0M;svj#fV`|H1Qey-e1DoGN4RE&_}Z0@07@3HD6rl?!o z+dsZDdcwt^Qv27--fv!D4hYU|fsqO1aFTbY$!vy^^u%4&ywzZ{IcRIiM(h}xl(jQF zgA38i$^C+7&f70kIQsHKBd<5r&#m|F3h3=2Bfro~jgZ{F+2bIZNGpyor7k)a59Lpi z5R0ukEJ!0GAb&d&)SE4IZHx&j_Tt2fPtVpIWUY=)0+WIk+!VoCG_5sU`+U?J&GKZb zcE!Krk}Sz?1Rs*LoUQUx{DURor#0$e4QTiXY6-%ao4dWkb=@rz5I%jbRXcYtTj~&1 z)LqnHw2GlPvDz{$MX1O$=kJCMNA~vd`5)D+>oz1!Ch-qS(LCg(dw# z5pVx++Agg!m@VCjC8GtG`h69b88$pnN zv<}2dY;qX$*rY)7$RHpo=WRk6FlG9sC8#ebCqRWsm#qe-sw~L6nH%rC9Th*;-W9EX zJ{BP?HK#?=dSx70O}~-ObjZzSJxG}(EZeAL#SmF(L8y+rb%BlS;r7oWQ9PA(pL|X3 zbW7fRj%1eqS;9o&J8Vd^qa)dbdHokQx3UuG5P#@hNtqK(bPt@ZuA31uIhTa^Oh64R=^giV-`5~^*Ptjbll zAF6y}ra*MidH3&1ZZ_`F*4Lw|{n4?t+^rrtT*aJ}(EQwz!)P!2ssRnAr=CZ`bL551 z-7fOWq4aZOBA7~xug-?M2Q`Spv8Eq?EY(_$$+9*getj{_)eA>fC8S8rff_c&{0`wz zi{)JH;-3R|j*MlWq>k=Z4hlGx$Jia(?1zF*pHwQBT0cPo9dp4ft62Hkqcd*rfyeU( z+_;aAC#?=wSAg9={~W^kLr)r44JA9Yvrh{x|gGqr43 zsX=ZTD>@-H;q{_rlD6i;82Rr<^S;w%+d@Bt+xEnrE?DfCC7Cz)c%KSbY}uBK)Z25J z&ilitQNDAcb`gNAWPFh*EnQ(}0Omd88-tU1C<`62x!uO2Twoc{5p`fv} z=C9-yr5)Mqk6ZO@y?8Yb#MU%C52m2Cf0H?0ZZH{|A8@>_kOVNKtV6L`?U`xRN(x=m z>)-p717Ag>#~;rEbjO9O$S*##gXTXvR|QXO7=+l!4rmWN*Ipx&-j-Q7zhJO*eYV@r zU|t%Bv)mPd8SsP)N!px=E*i4EO}d#UZ=#Hg^8w+DVb)c5EnQ8oXK&@t1zjhpW%T&l z6|M1+(xK9@A|$~~reCvnoMTNjb}pfZv#~acKjY8MR@#(-C7LhopE62*-+jEY9d1o9 zIB`dS_&`3~OCV{)fXtK_cwgVXNuZ^^ zDKZw6WC(di(Jp8Rn^gogXZ7FxK_78VhGWp_t*f<+Q7Ot$9>_cBmHtRoyN)aUZ;Dl> zmii(jyF!ui9C7<$a7GfVrqru>wbW3tyW#v~mk>I=2P;DBJ{-b+BKE!-&*P^mgc`4n z=dwBcE`dIQ`0S11lM{o%4g8Zruen(i?T*(uBACZP7cxw!w9!ewAYRf$WEMc#J;0fR zp0b)NAodOZZn@^@uRFr`G5_(}LuNARH&gc})K>q7rwNw|udapd*c9!Il00z64cSM) z=JswhGf#4ai#C52{1vU2Rn^oH6vQ@KxqiLi`~jKG z(#zlhi|aa+&r1pWm3<$#w(TYA*UP9O>Rv|Z;;vEZO=H>5y%<{mQsKL{O4n9BZ*sD= z2;2K?e%-*v;-iYq?^B*DBVM!r;tUN4BZ=eC&)$2s*h0VV=16aD%L5|Bb0tCrjxzDQ+MiHM?==wGSn)t zJ(h0f9hr*bI0JmXD*92I!*Y z>MxhpF5-~2RkIIX)_;(k8U1{BX?BHomHpMn|LUGl;Cs~{`_Pf{^%#Gg5zBBLr zW(xyM*5hyjY+IAt{ba%VY3de^Cr|L*q}{n0csD=7yk$yz%}61y_X<3^XyNxt(3|s* z3i=BzOq*J8tbC3{3{rEU;2T^8%5F*ab-=LY(?+!#scEzXmh2pK#JZ>EEK)?H?fq{j zj}NvgzvbTw328fSIj-JMsxa;Cv3xbeZQ*D4N{U&KU+`}9UP_AhExYXgH!tO0e|KR0 z_}HJ{xhg`K9kxc{z6A>vdrI^D-uJO?s|_L4cb7X}paY}du|A&ya`oy&Bq0nDIetQ) zg0)1&S&EuFMG!0Q-6*;@`+8akPRDCy{gDFNjw$-P zaLj>Y)3|Mt3Q{jTJzy=hIl<^6>2q@!QX7kOa!88}Zb(18nZj$WaCNSw=bEcSt+c}^ zRC+e|)q5+h;{C#hD<2lCsDc_0C)&C;d3L8BBX}L8%O*-kdYlTut9d-Nv|Ah?yEYU% z6F(zTP4B93AeRw8Q&=7I-K>*mI*8h8&|<@aw4adb)UB+6&GPBjrNPQ)h4X}#6^j&- zo`@K7I(81B_q65Qw&=X7Ozvy037XDU<=sdtGJ7Z-v1og)XA1bU*O6{c_c>Ww)dp!-e2A7;e&teaL0T z)I%cf=k#UEg}e!%C4CUXh0ug_*@IMti&RnR;b&O*S~zeq<)VZ-KG#K49f;;yNPndaCx!&?X9@r3Y;c0upp+|qa58!t`O8EF|K1CpRtY*sKULjnf@(=LCB z*WaU$)nn_^*vV}sSYX%!I(f#fjo&ml5W8W|DL8BDc&=k=InFXIanoQBw*PCxyRUd$ zr8BHYN9uBb9<@)^of=+0PEn=^0S&$}zR=z59mB$dT0?~oeZTzl|9DV#xYIATDjZ69 z_Axf+%#tA2v@Y$-C2Dk?6O|UJ3BN~ zZNc)g-8uL4d9Z48*!aIHnCEiM@D5oI*qOb~z7L*9bJS>7G;;=((^Fx|zUTJd zpHehY24FBaBv*<4r8H?^06wo~Y|yaKg6qzi>WaXw+;Bu+@)<(fP`ppsaGh$xf@5|+ zVPx&|&!k(~<41Ba3pZ)P-B%MRa0wGNj0C6dDmtwhzY~bv7R~+LFl^SF54D87%-V~k zmJdF{@N5|{jm$M4(>r9B?=_&S!G>M1dtNZ5 z^LE8w}p-X$`^RdPOFTTyyzX*vtLUI>TCYvh^-I(u1YctwM-G*Nfh1$mD zMRcS#_-o=VkPjWqVw;HQ#B#`E`Dne(F5YVIa32`LWUa{3n_79-cr8*>Y7*a27LY7( z5m)|*@~8pz#l^Cy_w$$wMm|CypsTz)1Dxy0f)y(AW8l41w%G(?$ez_nGE^9j>g7SD z?1;#~6~z@TT=7Y4=1%VTMu1n?9+Mh_c>}J@Qe4|!CWTc$wfOrIoIWi)Ovj5NZR8!h zON1Qu;6+!^qR=a5Wl<`AK3=mUwsEiU6Ck4F#(ju|T+0cX5`v76M2u3G-4f@c7>WyE z-WF5ObZHJhrnD5^H&A6Hky%^Es^2ZzN9{vThtxy`UPU_Chtt{#f6!4VTGr3beI;&w zloRTJDO|h9e1AyU<$gi#H?axaABT@R*y?k>kK8*iRzrI7+nUEIxc3*mbe0P;2G0W{%m%4;e|bKc=bUKODam)LBG)j(rabBkXWvp{%>im z8PS~DVpS-PH|&m_a&Z}*9$>DUd~0l9qVE9a%FBDTjj>yN6N*i^qnVzYvo8`pfecLU zQC62O`R?;n*eT0s?zHkgT}vZU6mN(=qn%i<8($5$xsI-?e*Wsz-XN6Ok@xF`;R*F+ z&nLt1TOp;>Q}o3u4G&fAcBBQzrTwIpZ7JM_y}r+4M*#$+(zNUU=27lkPveE;2n2lnJ{v(&;}R`YFHby5#~Px{F9F9|kJ&muoR z-2Rz5wbZ7Zs(It4Tvh@g}S_p z*3S`FwrBsVMk*N=${zY4aXf$CRD5b=7UxZ=azUSi@BTwN0nkT%s(}N0@vgRpA*Afi z4B{NgYqJHP$IVoDD6t&1JuRJ{Kx%Rt3{YP}^1?NGoSj}Xi(l%)5(&z%{{OE}%1WQ} zK;L!pv-EhO)zCY%&(_nL;P2B*0NiF6rlPw2;b(-xVQwBks`YZ~;We)~ac5HNy+a2s zU>03#1Tcn31wfi15eOW<5`*k#f)8Quzgjr}ILhKx^&Ge6C>i9#n>nhHz?9+RxN7>^ zYDllIsSItSjfS(n)rUn>fCDq-xKn(Y9%^ZBX>?%XO*Yu+{4jR_T1Pv&afjj5(tJ4~ zVX<$?c#UO14#{2ge?Ya4qFAp6Kv|VkS7}Qt51=E{=?1GV;{gtpB;!2575I=x=`)Y1 z&*wOrIkI9qo5287fPe$f%zYv{bfL_hPxK{A#SaCzDKp8LgH;e;!8iXITTAHJj z7D5HN;mN~=jVZU{ZNBoZyoiEyKH0L15j6e4OzQ~}CMS^5Wj$$>aiH7A#7f+L(3k*`1~~uilB_ zSvmkb9=?awh4SCdzjFt?0ibI!|A=ck=(_{G*_%!E%l}a-yppG3A&Rn`^G*QR&}25c zt$^L;FR=0CE)b7U+b-$ASUL>I%4K=#cslSnreCmoznzj;t2_Pn64-6$mKKj-1Dq~% zg&|sSNzlLK{r_Q<)=P=N--;J{qy%PeG`dude3KFQ^5I!*F@NFoB2x1&f%BW-^@qyW ze?Ub`*oZhyfaJ8jUBwqzpm4I9sKy4s8|KnpfjXF+s>d+E)9^OB_rssX%k#x=!mnzk z47NAGT`1j{Vql$B0m1(wVr*3bb{g~_CXrL?$@-A91AfYPm=Z%o@nVRMAPm4mGCcEb zZU#uLU-AHJf~FHm`-VM{acSHfrt2MXfe; z%xav9Dv^+5Ds}r@12Q1V=A?_B{CyiV@tm(SV__e^aNH{SPek|vHEi$S^mG2TK*kSseuPzu5g@4ZlCsh@DGsr4uZZIzVe$ad8RwCA= ztc_)m2}_rOCK8bhre{9SWP~_iXP<8Gl_j4%GHiS*`s-}s6yP??`*cv63;7J_Wsie? z1egLEiRL_LAG@l!fcge&_5rj`nSneRHHDoc(*J5j72GsPl{3z;?0)s5Q6u$%OTpw4 zUB^Tn#y>0ukD0+@J5}#+7w>N_UBxm*o7cv)2$(@>3nEWsjz)>yGMDOR8IE)$zUS7+ zY3AAcy*J|QCV(J~=@MXR+UyM8*jG+f`Z+4ZxZqt%eV?YtGH%1=B1+bYG1r9erli~y zzl?R}C4eXU39i8ujNjH?iFFN%^@USD7ZaiQV>(#bXpzbG?2^&kCd7xv8_9O+f>ZID zI&-OZp>34%IRoCaBFC8oWdcgxkO6d#t#Z>_1O|vzZnvh^JY>jW{Mq9ioZwe8@AacC zw|Mi87UVRf{8SE9HnOkDJnci1oI)Ay_V0J$e=m+SK&t>2ngwWvegU8FGuuoeI(Y%{ ziI^5wB|_jC%|N=PM%P_OK7i471k}8Wy`?(6`LIMKg{7ph9gok-<3Yh@xwC^mM6$sc z0I44u15lE(L^1=c5rBA&2k-$*=bs276FTP4V&G-%&kG`jF`6lW#C!_2`JH_EA4wOH zck)v@LWLr>V$vV?^u%?i!#&f*U17LS~?`CW7*Q#6Q7qv;)6XrTSqwlgVR zgYmC#qv#i+M0Z%_XeO?VBnJqqGkbf4#$IQGBYy$!A4lK}-={h8HS^;H%A2S~<)|>x z2ONKU|iiARt~-v7xNf9A4XwJsSDAKbQ= zFF!nmA8>lU!SD{x^r~EmmmWSY^+Gf77BqLg!hBzcF&?_YX8ZVlddQOmKL z{@*;>e{R%}Yr5yt2yqKP6ZV?R^_y;5sM+?hX(w%hvq-z{G;GweQT{`%M)8x0k+lIp zwofd-_kl-W!4i7_0LW{hrCauPrp4j+<+dq2nh|I#<{NJTM4C9G8rd>Ak+`OIwpFEr zMzdWduElBquk|U~na+ZE+~_v3*A&{ly$ZNPXb0A@V`w>{g81d#%D+s*BUBIPwYJFUu7v(3uoI?&8(uiH2pT1^KIdeAJp5+YJOC_SW;|AQ8&Ne#E6l(wqqMFfnV{kl&p}4t^>m z>XXkT2zS09J0Dn_rsp2(qXGZ{ea5!1tQj zdo`Y)2Jf(o)pyFdN4jb9w=CekGLa5E%wuzM*OJ~yG;`koUQ7>1JuiDtT(Q%P)-IkI zfyy^aX!^}iGQ}h4wgAKq4wX=AI|5+*~x|&>!Vh@dM zLtsGg^AfN^zwrbRNzK66=^tnfv>I|FY<@3X@|E3`=qKSxVLa;N z&OrHq`n?cDF_H8q`d#{k>iSqOCRUPED32k8C65jL^$;2ewJ%)m{m?7?_MmNz-&vZd znwzver3Az=l`q2|_eBzZ-I5saPly3;TGfP6CNI-0|MU&YN7vM9JRa zRxwBwyLtZxVcu=&X0X8q==`dczFudD=Es(Yr-o4+x^eFgM1CJge~m$ufR1ni z$j07#$0om4z~7kH%$PSPD6JYA4~UTR9{obd`q+Kq7Px+s-@$KS*7T^F=W3i3E6R@&td8S$xce(=l|?52$5R`f6CeEq1d|PdGC;eazcR~4u0$;en2Bh0#dgeaUgKi- z?qA!;L?rh6wouarhSvjBpauTeaf>U~aW>s{)z<8GTa@RcOM?F4zGUjS(I=q9)dU9B zp+fm>hkwxQt`2?VR=IK$O;TcWZ+X|({8Kp*~`!pH{1P4X2dM+I#~=T z$E_A%6H1sF%8RBa47nnHk7tAR1rcW+>1Z7RzdnbE#?wvx6(DLxiJUv-v#`PG34gh2dhtYnDcCe-yyKfdAmgA zB8pUJbNS2AI2BigSPh9&+;SE(;@9N?>~aGC#jrD9E!FxcQ_x86>}E)XITZg=@pLZH z@2fM>6ZNx7YL()Wh(!M8KOTc`U&@gJQ}?l#;;JnQV=F#b#dnQap1cp^JEex}73mGA z&reX}c}dAGtHU@tLptD>mYi>iGEe?D&!uvGEAtMnQvpF()KV-@+97|yYRScYp2m-Y z(ZX0cv^=@YYlj;XYNzj2&DIX>PAUAk1I81=ar+O$8+Y37ZJL-Kg@8$e%-6`@{#SYY zd{zj&{U0y!=JI@f3E8EMLKh5(KR!h6PrW|3LP{4v+aY(Lg1nH;e>{^6^60cM((o5e z+dVc9Kss^|aW-6BMD_d}KH93cGEX1E4}IY3p}-~5Ra%dKyW#~_pn{P-d4ESGDMRT7 zEA3h%wV7MzOm?1ge#izGRo(iF4fvP$#fb)+!bXv|UMY5?c`5u?YVaY32fZkSnoq-Yz4!yakFLeSH zOysfYiu`>-8?J7epVcNo2eS{vQ32UWS!AgBlYpcd1;x zPCzhher)8QES^0F-&m9!%0N@1rw3CH2edzkVHBCh1@JCj ziBp}CWeLpmx3!b2{u7Y;&(&(ESA>ZGO^3W=xnI%w6=Y705vK-m>#kW z*=B~msB=bqBFu~4H$JhuX7#rfv$dafvqvqAv3jN6POgqOjU=5U&PB7HH$ngjTbS6h zVo#CimXhTEDjaJ$nTEUIU2-Hv^=5f4G;AxA^(KEbdBxa%w{OYr3CBq})2w{UASD-X z?;a0TGzpk|mF-iZLoj*Xr>tSXO!f9>$8c=1pWM&=k)``Bp@}2%Mw@9$&t}6S-tsV! ze({Tw^-f@$=IgGn)6AmYDlpvj+q6)tFScv?#=rB7wC1;1ksG$8>X`qLa7p2CQI|*X zV6h-=0-0T}cwVuUzu)zCA!h~!bJ`299txIL7kp5&2-!rMuVuE`kh(Zs32;V@rH{>+#+N^A*A} zxiL=${SgR)DGC2ZT1Sj<;uA@-HYt}AVckzkl*=JJ4D~rFa1V~?kQ6yYitfpVjGH~M zfGTC(8}`zG4fE9{P7Az@+?SMNAl)3bLQX9wv^EP#tiTxrq`Y0e1yGVW%LUUVjAgJw zD;*n`fwKVr1i^q#*UyG)9UuAyFQ)1<#9YHB?^J_6c0#KyuZN{-JFrNk6;$!t%36MlIk6bgPWZo|K+RdEO;@2IbER;;+uANWG=2}E7N@{;+w>m=W zJ-cJknS86EH)5TPBJ!=$46vlS5@jN%lC5SM)keBtW49`jY7IE2v z6nrA_{O&4VULuveT$E-j+`r`gUsBG-vr!n@-EVO;we~ENpQsC?rF0&1X^~l1hv}V# z{inM5-)jx|;Hy2mq8IHip8FHMOvpcP4k^%Z56WIllJE3K#`=#7=%EjN&(oxi1|YVn zQjFDvn+n&mqnF87@QfW*TrWAN0jJ9wJHIod4PvLoL%T8Syw&4P5*_-oQrQ@Robu`u z6zQW>c>y+DX#;rG0uHYm)>5{MxKYlsbx`TgsbZrdKDcPVsNKIn=K~>r$(QwK@AFB< zZLHl1p!2r@KN#zPy?w3dAv90PM^Qkax%V?2R0?IS_6OhA&I_=R$B6FKKZ(XLN)NYW z87@Bf%{Ta;(2Ei~dB;N{(ThJ|j46xg?{$R73tiO->7!pw(~~sozp}$6$#5P){nAf8 z(71n>6p2%MP`I#dmv!w*Uf^>y_zMLYuRo12UkT5im^?$0zw_< ze^}I)56Wlm$lI+&q}JnwB8y>I5|t9y%_;dy)=1M^U&>6W*m$^Lc0Ch$R$+1n4AU*O zA9Bt=70dnFXfTfmxTOMf>ZXaFQc+_ikgetRU-V^f{87qbex z8W5h5^DN?ZZe=#jG8${Qbm|> zP!V5Z;t51-4JXtU=P)Bm@bEVs*ZIv*GU0Ed$vo~%vrKD}%0cm&R>OP99KSdtg{@{g zYi_s&T@Yc|E#fouwz?s++K*9su4CdfIgTOk+nWu7tY?mJ3UyzKk7cSXOx4YMuAr0~(ZD3`+;1h5dnA{xz^^o|Zz{kP-c` z1^lIW4qgC22L3Bw|6omFjWzI?fC+z{>zqH?L_R(UIv>U}pUMAP3|$^hEDVj(yGb zwX$JH-f{@b?G`E6!1cx-;hdu0`M;mDL`Nb05}Z%exSZ5{;{ialU6H#LBSx>7S{P>vzPW`yKyJV^TGX6f$W0_~$&#lm%^Q_6_uaj6I@(DpgC{)c*cVIEm^J5y>|ciTbcvPempu z$cic>b|UgzN960EK|K#++a8k0W)&_+&_wo@YZ{>RP&Uz55nG5TYg;!@30W>duG?Li z_yE(bXc9Td)gGd-4R#E_;bsdI;epTupXr_ zp!SI6fYxiVUz>$F3jw8%TlcP7s_fBg$9g z{-T;8a(nzNiP}TS2BHZVMVfEN5t_|RZo}Y)8|crd4^Y;$!Y~F|HV~NTevG1g?>-yulV#Ca5)S`nxNV z3;NCu8ha_UT0mn=3@C$$OkF1fr z+r<7&a!8)J->kC1zCRs@&Rj`Y`V}BVrwg2RdQFQ!rWN=j@Ax}l>G}ACyYp%&)&t3r zbMat>&Pm>r0v(&*3!T9tNpK&FcADUvv+R zh;?0@?`iu{)@b}hoiW(%faU;H31Tq{HQb|jemKw|M`sk_T^1lNxO4EBeD?b~>r4FC z?tDKbLT^75W}_hBT>Mx3G_z5bYt~52plA90gRu%*4)=cX?K^*R@H&*$+V3r=A1!v; zf**JNep+=a@a<5}6)M$tH$AIwpaJgRVL`2xtYFalQTjumap8U7I~Hv|39|20#Q$@A z00?4Ki5W;yT9H@6bE1{PpEM#mQu;tGAbZdl$jQ4xJ!9XoKjF^ymb)BC03x4NNHej= zW%&2qOh3>E#BW40qH_E;8@e#;YPgT=a1R>N1VylP1S3gOb5juj@^lq*aol!^0a`he znE^z8ICsXu0`yNijTOtCL|1IyB2n4HpX0mJU?=J`Kx1_;YtG?&xq2xkRSvX7RNadr zL@W&F4Ii+gOemqClz}^I8H9$7T~k-pE%`q)dFM;jSY-T9Wm0th6o2?6u?f4G#*zJc ztdZ4iRB32wYopeql!w2vFR$u=?N51xc-B2bA6nHmYl}VWEwX4vutw62t_r(mKcl6) ztg0{V_Rw_DcK>W>Jy3*f)aCH~Q8?fMrXuQg%8n| zJ2?_{Xd10CqO>58?c{uP$c<8+gRPj!;Gio&H)D*l5Kteb<0+W#Je;Ie~Ixp z8Th3NK0q+CPI~tf^{wkv>tigJqlqps-;f6Vsj2rtIE`7*hSmBTiR}f5%kfb{ZSMSp*!{KUp$x$s#n@w2dsiU$@%PB<`9W^a@y75syO?`F6 z=HQ2F^Dg11C{rW@w#qT5qqV;@pQ_SwJv1p)F!Zwso`*j4P7w9t7`Mk7cL`^J3?-CY z^$0ScSkDkX{}r(-T*?iCOyIiA(rUUS-ac^9;N|7`o6n3iy3q={j^1FDSYcU4Q(YU^8jQ(Ak~-fGWMdsS_U+JXdC zRP9woCHANqtxZr=?7b>#uSCs=6~S}4@8dpx&tLw^aU_xJy3Wt}9sQ~aW>DPA?Kt! zi;XpigDU=e>b?1CrjA0k*LM!NO}A@9xrTp%ad3+nR=&#zOcTUKUJ(afrnys~ic+NB z#HY}sdScc{pCZv+=7f_K=4kBy8*+I`{rRLTJ3DZ5cy_38)mA-7M_Ul%RpnSXMIo~@ zwkf^I%&RQ;j9AE2v?Cc>-S|H^)=v@5UzG$IlF^B(ik{GDd@7NdfXxq29cPqeph_Si7g)Kc|M*=|Tbj z7)^T(*ckJhTi)9<;*IK7puEn+sj{>M8TD$t$N>ER_9cb(^0d|Oh0znVcuEEQK|}th zlt{Z2;iNE^86wUOzt>gvzL|oRxmGnI2)wY~`F&)xRBwu2MOd_n?GI7B;2_@1kppyM zd~uTm!PBOL6XZQpif7Eli4GMR)voE=c~V5iK8J#rKip%uvjix#@p}LMGGdGAwNn2`;Q3dy`d<{&yD696^bY94r-oh z0)%}6h0%Ope|NT2k zL)1*vb^FxDgg%>~gyRcO((ArV?I3(KRs|``4QKb})lIN{Xz^fEs*Yq3ylTRnU%t|; z58t4>d6^H>gsBBY<=XGVbEs0($RtHDp*8Hic%}z+mm~uj zcI-D@WSa$QFkS%xM}nCra5hNR7rfY4G4(5*TjZ+4}MxaU}^Al+)g6!|smEZ1k? z8NX*ds)F#%veWm#DPGApbBBXn>mBqvZn^%P{3;@xBf#B~Ct2im_$x@_8t|L~-uUFz zu0($jOW5&<@Zd6U5&$PUeDniASxxB&Po!Baex-jMQNC@FB~|>ZLmkXUHP#7usgRk^ z23%C@iWBQ8%eCK{Bw8kRE_IlgG60+Z-tA~Hcpgw1DJ=lf=yfSr*5JAx7y4BvV+Ww> zJnRON|830uU;Wtl54VS+k>2MM^!Ur8fy1v!LBBbWBPaEb0mjzFe8(ZG=LaY6#4=?N zVd1yy$u>YhawX!vCNmNU2-Mfg9EW{(pq{-RC=vGI*LRTrf)jhuh1g&NP&vWsnDC0b z;VVRC{j280~<1Qqn+Im*x{QoTvJX_Us5Ke$dWRta6+%ATzg+%?Xvi$ z4b%@9I40mbLoos$fZF(ag|`6S+&515G1=wSDGC$b-8mTd`&Zb>VsObMa2sx8lwSg`G48Cny@I5}X@&E3DBt@g}HuHUyynfNTv zJL;@@PXp3im$}`@rx7}vZddai&gSSq(zBiSEMVs zK4=T1t1|3f83vvGjkhs;Xgzy%m)epjUmw<9lHok9?U7T%j-i3Zjc*C*LAl4P6U#tZ z4I?uLu4{m*^Bq*S3wAuddlr3~{a1pL%?oi7pN{2Qs`9HTY0b73@XdWp?)om?kPJ@N zwb%c;H-wsj_9w0NTKYqfmtP@60#M-ATUYo7Zzbt?4`BNBj~0ba|39Q(fr=P(tzc9! zNS7PVlW=iRO~KCzQ9V}KY93H(|9vW(NPJLj=TLsgqagAm_qVpyY@hXUCZ59D<;_=Y zF#_OJAsOuzbVN?HSq`|o9A4OVm-Ju1QFOBH{Lok@CH~0cH8)@20$@=+)fHyeF8j2 z*C;nMBU@cV2}ReVoMz_8Iq&)v1N?{E2#%PjeY zezQ?l_lXM1*q%N$B^OYGpCxn)QDklbmv+88PcXC>9ry^vgPYJO8Na}&>FVR^e+Y1@ zki$5`+U{2$bJ`_`gpM^S7n?7ZZImQTZEYm1XKII(Lk8df4%DS18XREgiX1XgyUd$S z@ZJnonwmp8U+6W}O zaVZg2-54{nf`3zu76NffsL9gmc#M^e^cNyy!FrFbPkpvQ0&1{sz2o*cjd_0$UyxViRt5pu#TkIJHO_|-*7>U$*;=@yy>2WIrrmO(@n8e@Jg#~d zbutQHCtUBT+G%=i*uJ`Nv8KvRk_jQ_h~y13Ra?G+km(9QQm78f(0w%W|GwAi9Yt2y z9Df_uhpvmduBhtA+IA)_HuX8a{J>b{@Ic}6Db5?raDBku5p;H_-QFd5h4~z0b#^cC zLxSw>tQ)G^=DsB3tfXBW!CV?8I?eP-lC`2`o!tG4o5nppUp^fii-+w9% z#ZBB$PsEv5{rTemQ;^&IE4P(@VddqB7Tzd}99*in91m{)N$J)EBRT&Yg_qa2{Ep8D z9ED->|3mbUf8N$f?pc#ZRzYewa{vhQ<<{Uw^nBXPg)*>h=|=Cu1aY@knb#ncpsba< z{8>*JQY`xLNY)l_kx894gHg^n#2<}%`D670TZ|aK>!xyFxvN}%k)^9E58H-ztmqpx z0Luw08wNjgobG3?>2XaB5H5b{&{{sSZmh8+-5I-*t8PjZZTa>`Pfyop?$2tl zSo?x&Kq4wSX5zx}Dz`_~6ij>%&DF*ORtYD+ILp6p7DEwB4oLzlpBv$h|7=a8Jf&yI zrdmX8<>=M726Tg~-3L)zhgQsGu0!0{m|v1i-|tV=mF_BhetdR&G4a08{tu&ir~+71 zB?Dxhh_z$HbQ_#o)A{34Z?`Ph?NjMVuDm&Fd<>2bo2b`TAey*2LRB)-9o%-E74fyb zj6PeT43m^To-$(aI$pM;4EfXJ;%@UzA#(BNq>Td%Tk{hgy>ffw+Ygw6PP`;`yS`}2 zdDq1SuhC|YLQZP=hnfbXh1ZO1V?)B!VwjsKa~A7LtqX5!ht&cB&b<1~Ns>V@(Z(u9T89>}>q_zKBa&%sg6t*}+PAnQ znl&pJ0#xTA%9scB@cG6%9Y5JHL$2;>!n`GYix~YYJ!$7HsnW@+bXrVz#-5 zC(|QTS%X^vo27iqai!M+;#axRiZJY69-Z+g}Vx7Xr$kh@m} zMgykGfad@J3TK@r!tQs|U#GvEbF<>9KnQ6z9jN}>-!wtuU#R5k8EWAl|G5DiU5P*r zI*A(**=p@2?4a2>mlr%=9uI2ba_@xR5)`bLXhZAnZmgH`@oFd0H{Rcg+K4Kw1pyvO z5wAJo=lC1nlETK54w~~f8r6i{0l&P;?NC!sTY zH;l{C=?q6r!Iq=<;C^kJ3CR1S58Sf(QI#Lze1b2ommUA9z7bJ&iq?vJ7}*IxwUG_= zvP#V8ikK1RSL#bA4UP4g=bV>_>(oCACUaQZ8xIfzR-iFQ~Q^a1c_;mr=>dWOXpS^+!5?Nv4)-QHYQfP|%L=3ZRe zv9=j7+6x{tT1{s>&d));0DX}hi#dHX_o(5U!KCxAeBa&Z__z#y$1OLEtIn$>qabfT zE4xPD6!C@duhRE(WN7gSlOgr$j<4v?W4-y93dW%`WQ&@qf<@Y8r zbkI(jX*07d#j{9x0xv2rd;K-$Xj!7KI;k7N`0*SaUoI$D%j@@^A{DThG1KM}B_u=P z1N%=ut1-bWbS$$`>Sj9hgADa;`txBx*!H^kUrg4f+zr%S{l-juU)$IG<>0p)`c2Dn z`uTv^S!vbE1wf{%rrS`OuY0DKL#g|K&MIbOo32fIVA(|C>zvsGLTVg+FBriQ?@kH$ zvMjzpX1~BXvwqAsgo@zD2@Ap zX#=&_S%u8NCSX)p{~ILb{m53~B3c5TPZ!AD+4?R??!-m>JH3Q!YYBN!=C_a=ljOf8 zu1*;i1xL;5XT8`{1nZ_ILYLYQ(Rq9J1~MzoUFhz8_)&-YXq}RAdcCa+rVS?RV+p$y z4iR#3e*1AiA2ijpDM9@T&cUr@Iqmc(sp#SPU*7?TKkdWD00fx}M+8m}EtO5+N9A-{ zGtd%aWp-**ChI|2ej7?Q1r<{sVA}bC8zNyCqFr+8E-v6}mi#9hlj6>>t8_$o_-mSt zENAGPw55XMiq6P$H^kE`z-+yRe4MNFl)r3) zHf$%!Vf5{0@oT&71N0qZ!!+V7OcLo5eq7=4K|CVTk8>*OniJPZ#tW6&6BX4Nt}+4` zNB^24n_SV|mQPIf=*=Al{2#eBkz{7*@NOmt8*I=G(1EPFwYR?IyCpx6&$oVBJ>BC) z%MIF;oqy(H;Jz_gE8qDN@L~mk^SI!jM=;ciCWsxA~S;{UwnCa*3PAB+qDx_z% zVQzf``!VVAtpuXI<$m5SeI?`|I&-{G*|CV78Rik>#%)RT8amG988j`%Rh+g}+#iBU zbsqUOR$yTBUkYioca!(!TAfCAGbM2J>FT^}3Qa6r^NPydqdSyM`qx3dx|J=9ZpGRO zKf>t$kp%j$yg|$p++X9nlqFam#n`h311DNh2~@9dUqy-WyVL-H|hL=wWyHe_^q?J9C!=MW`4;-dEA>;h?QMFh7nUP08zo^%Mv9L z9pmnfruhjanvz#geEYs9wJ&@54#~wCMw*YQhIcEVTcS&q3QjG^HdE}|B?AP6>1V`^ z(bQV4EoZ>#pBt{jifyB|k>w@S%X0Xeb?Au5r524>S*sQ(CDT1fHOVO5w&?f<6HBiC z`ED=r_jomrgr}jc73hOLIZ!{gN*j*;y&BhlAL6Q?&otY92BH`?;Htuu)g42uzK#Vo zSdKI|aaBPJj|S}JKhU%zRFL^TL-?*LzKyq~uld79sYf0uV7xQDjH6Hse#^&hg=WE>P*HesHk zK#bwQ;o}c)#axla@dnxvWz%Zvt&M3;hDyyU5j($Bf%7rMbi;FU6qU|Iw}N9ezv#$V z42c+rA<|;qm+3PNO|}+k_W?ck2H9FwhCp5Yb@+P6gsH^34F3VS7bz>*y<@rg@gMMH z@l7|S$MNP^@6jNHX!eS^?JK5xTdcBO+@oackahQwkKFbix})_7V$(~;V0$n_2<-&i z{Vd{8cawnnA@jwbUUB=56ZF(QBCTlEH99!m5FO946tv#iG*P$HN_>~JZ!oFzZ$=xt z%(N1m4c!uA~91fM>XFrzK87jPws8*<2io<>^F1N_X^>>n^#69E6# zO`D#jqvkmTT-A_q-1%?Y#a}cBGuNq^hhkTlDtIAa;E)yl4=5=c@r`y2&?03SNZC8? zLBVsT+@sw`yW62gru=S$VF(@kA3a0$-E`B&X`_}xZEqum!^gdh7T`R41Vp;wL9Yu0 zn3k%i$^FC)gb zKK&mB;|D1O<4Twr`i(T}nl?<5XUJ*)VEOk7>+bwC;vGCA7V~ir%fHE=lB-vD*I#(e zdBY36vX-rG)SUC!3xxghpV?PIsi zo0)oOhqO{Isk^97$*fBs2n%JY%Wc0Dber^DLN0T+w%TWB=IHvM6yh#HaEmK z#fzTlRkmjEm)$XE=)ni>p&`AYEA&xyP~7xFs1N^Vnh%-o7%%{09lmLm5N+N0IXH9! z`xBK3cf&oDm(j>MpDLA~#%0{ZaC}3px3ukP#h+2KzO_2z3_F(xI!rCB&jCSh4zDbs zSu#gs_K(Gxm~|HsF%3vS>C_4w;>gLP^lz?IT;+$%{+ZEtKJRKdP zfH*l3hwOqtc2AF*ekzLEF7k}&@{DSRA~Jk`Dfs&YC`tmW9odpLOKv+hFokd|B%n)J zROW%FKl@MJ)E@;CI!4uL685!o{hdQQw?GA7CyOXiz^>pCO!Mb$+;6F~+Y`!NII4d3PNs(;60-`oK za{%!($Con0YcFOQ=C_q5d=GZRP2aWlzaf@yoeMqNb@jWQ;n^-y;Y|VTzfGKOQgGJ* zcSXY&Rlw^R@Dn*OcQ#cky-PoJ@k#UQ!IjYZbIq9K6YS-FSlA|D*ueh}s2m#eE9UCk z_vg8vrse_5A@}a(YYH)$elPF-RqJLz4jtWT-hz63XIwmJ9tC?k1+2;({oRrebP51U zPn!XqKXCIV5-@4G_@n=b&iSjbFHo&C^cBEpi{3;ehdf(%#g72oZ$UzcGI2`gH6VjY z11XMB=gpfe4JkJu3(D{ONCNK+-MA`U(lUEkrI}`-#m6^k#7%(f7pT2;S1<_pii_H! zxD}3yGvRzh&-H@zwTL}%l>Y3HI8B;L`O0n2cG*h3vfvBgQk>d;y2b1kWN-;2FC^-` z&wQarU$aCMgk08ao)~-)0^1Ef$nJ0&G|n$5}3tcq}Neshf$OKM)ufT8^Kg zy$*o%Vi*!n&;}Rs{$`C+14^3AE)CcG{+)VrYmwoJu z96&ly>I%q@K>pbuK4OOM9Y+8{D0tIF0=O&BaF-~kMV_8-!4zr%+x0NMHw>>{I3Id6 zY8z))Mxn`r`E=O#pJ|An^oZAhHb`WqRo;2Uhcr3CK602oj;%9bC1vW-KxKcL&LQo%2G&YK3HW9W*8Pmg_XK8Z*zn&SCyAW3 z=5aNKVMf5HF#K6+ikul;{8nz`nv6^wSu~k?OLm z5Bd2-nt9ejfPaIpNE?9Le0znuJ<3RDMJapmODfo#Kn{x0N&KJ3f*6BmlU?opgfGep z-Q9G5 zpt_0pn1ujhKB%DL=d$Gmh5vj|F~%My%$&9e6#Z4!pB!G}A1v7r3L=z@7 zV;>rH({vTvrh288zA!PjiW%8XU>cCmZ*Y?s?5Iq#RK+J(#JTfCI}SSJsxq!%PVQm#mbPZkYh@!#?q!`uC}wPS*$Ag z=9{xIY>~!$7DTIK5^@I>pa4}~uK>!oHxn@+^JmLkl~O9LbqKJ{P!8(bNKky%W>PPweZG+qKH7ha%gJzCoZ}9-AyBo zR^{D`uXykk*5Y@{9n-FFsIkiZvhkh}`vDriFWJ zZQ8#Ek&3;0X;pq$`^5HT!Lad%^czJ9$+|Y{x^fRn;J3Zgb6N`8eNjE?g767Kg~X~l zZ7g)RuBM=Br*ipU_igmHOdWx=kv!U70XLr1&{7^d}>r3frp@Jrxf>teLJET>i0N^v59 zkG_|~^g>Lkzt}TPyM6adr_7}aMu8$lNq(oLNM+Zs1*1jXVyx~S=15EkDo*0^Ftuns6N-<#pQ=;6aZCkD$acy1P z4=SnxEzJZ%MU0YmuV@>bv6zox9yxwm+&Fp}>)RN8Wxt()mHcbnj&CD<+PKfC2r_`Y z<>ES*q89k|XZX(g`y!5{fixS@liPM*uS7kxK7YI}AmZA0ee@h6c}X!9}m zy@WGRV7U<}@UBajFXJPwDr=nqGw6Bw{Ek`1)0#@@Y378Cz=$}ptMH40Tk5(;{U3c8-b$xz-W{2uK1?$Of5e;`zeLu^ zmUd8Q#^VmA?jFBlD3(}B8Ll5tjtPn_^ejvBQ|0z6^(s(r=}v-$u2r-zDm;RBy+~|D8d8*L{;&+l^7;%=Nfj>j)CHnl zSTF+Z-c*a*(fDUuzdL0xhuWJxBq!$43({@HS2E(pJNm@C#0zoP^)0SWb6jf+K zdx77>_U)RhApx`AXq4sg^2K_H%z&&2jFRuC z$whoyz3Wm>ZcEd4+P3cjK?se4MtlWk1gycXFVvyaqFe&%v~HtaD(-wM)~j&@YZS-Y z^Zsw`kX2VEms6w8J8ly7?Et@>B~d#pC3GULx~F*S(zUmyF20bRm>Zhg6=3|2p--9k zywu1~jajD7m#q3~JnSxZWq=+30kr=EhE{K5Nf^gwxNML!Wo<;X!)xJ#OdD_Z#D;R( z?-$r_bFg*ctQmBE>06X{x$OUX!5L8FAgqq9F-V)`?6&% z0>wo^zPKqBuv{^SN3Y)uPicbi0`7fdb$A)e;*)?d8AMOpLEon&rcDGJ#x1mrNs>rg zf%sXkv)n&(-|OlzHF(Gdi}hJ^!7;>mX-Ap(${`(EePqZ|r|;kQ(AH&j3}pJ#@y~)D zk-g>GhoO{1D%%Co&$sO1H_48uQa-CR;>#wEFY&~kvoYHd??x^@E+{cf)07!ucl(O$ zn8rrdQxb>u<7eU8)BHd0x=gnB6x;VYFacIE-`yOA^8>$Q_>I*Zbhj_9Fb-wiBpK_> zR|KSP@FAlYjYK&`vUw|vfxnwg1M5`+CI^z_!RKs(o0l%=yKU8vL|_{V65ijD%8u~ZKh1qvV*u$WZ-7uLT zPoI+v@1|Pzku1HS6QqPX)7dln;jbv|34^?nmnMrOC6|b_r{ytXjN;X&&(#~(-oBX> zbKVVdE8MMmU-4F2GdD(g(!5Lq@Y)qxa8N2lDuWUUB5ckstPsxZQeHZXI(s@4etYp& zHUcijQ{6z7E1EPnvz$Veqm*!r)}PZaiv_gI+wQj!d1y_@nKRNgsyo3J%^W5@nG)oh zM=VGq$hYBcP%wmkAZLB{yJy`v(wNys1XKFA@W?e>+_CUw$~kZrKK#ly5|{XrCJdBW zMbIX~T1W$@5e{xCp%K)`Ez_^}Tf}I4j=YW*hym3r=KG3#{0JG#d4O79pBt2wHgV$e z-HsViJxAXoL zV6z<|Ehu=FpJD1@A)lVpPN0)|tS}&O{J1EoRNN&`lM>^R_mpy*5;@kYrG9z9&XIt>-K-6r7_~jNP9i7$Os$BW)0h zmn8wkf+u^Q61mt`wre^Iu99KC!W+{?cLeu~u%^flf#D|wO9oJ)*zNKj>6St&|2RD? z;ef>g70q?_NfD;-;)Y3m%p}i0t?we3sFz3TpJ7GRi)FslQJxSzm>K~S<-{fj@1!}R zNhXs91kd}~yl`)V^=x%)WOe>vv+6_1$fg;5n+WSmgI~O&XBlaolF?THqHFmQh;#V9tb<%Cy%t=94$7_FY_rCtIq1+VpSn)MR-jH(IbnSEBGpiiT z$Q!Fk$an~GFwK{DJl%?4Voeqaw%I!BoSlEC3hyp7DTZ;$9a}L?cWBY%%Eq#Qtk%Nc zB3>XV+scgACCX0QUsiV${+-N-{cisv-hEw@IXweUTg!D>MA#hIqi-#-_gkfPtJ;P^ zKWINh|8Q-S_voNda5oK)6I8EAR+0ve0G9uFi`PCsI-$cwkhK5GZ^H*I( z$7AtmnQdBjSJCy!jhdkY-@PB=>f-x+m&vD}o1pb{vOQT`K%Kv2bKr)df+%FdslQxz z00#SomccF|q5U}x-*n@g;f`dUR=f)Rjbc+0;D`oCMz;9&V@GP_^xZYOG<}cZ)`eDj z+w+;x6k?WrMt=ioKjWkS4&oBAvA8GxU^8kYNprE|)q6_yhB5L8;?l2aRlG=)LDSZm z>8tC%rt-g7l7PO9jo2bWB#%bS^_%%td81q+$MWx!VV~@+oc@~n7hbu~l9}V4f+I1r zqdcNw{SxvHFHh_8-@Y<1!HI*zecSq#PA-Q2Vo^P;e4p`aM~-x)>$tiaPhb*;^IR}b;&<@ z5ZS>5B@&L5k|RbCEf&XTzJ9oVvj<>Qz~U(P=gzYB>Gf#~$Ml1g5d4X*!tzw6 z3ct&8&#VxQ%UMvLo?7<9&B%As!ty6qckpvYw3&xY+kA@LWQZt$8(6IHys8?WPG^nU zw=d(G)RWnrq9$hVa35G?kApD6edqMy+#kFnB(a{}zi4M9wWSvy$IsE7=9GqATQnUH1J!^)zZ8)IHJjC4vs4uD#wb zpCYdFM#wH^{R*l|SYuFE-|Vl-W6Gu(Q(5#NxWcS|5xR^!tPsu>`F7HM|6I&-+UY>q z=qRDo533#&@uRHp5!-IbdlqP-gU_85`QA`Vh0mc8n7gj!5}SY5Q)0$a)SJZnh&&gY zzx{BD3={dvOLl3s=3o(F*aYyIGVL>@SNNYzKY zb}fUixMSAhc^^OIw~y*9hV1=-6JR^=Y%x?I^V@w8jtZrp@)4$s8&RaCqqFsAls1<>NY&4l zc63b6eWgfzR>lw^Bq+SKnV)Hz%V?S*)}6 zOUaT!Ox;~75!ZJ?*?jJn0bxNeHM`l9L)`=8wboN;M8>`2&mS}s=zECZmA;4Ibfw9wc6`Ir zy;<*kJ(PG0j*g4q2>tC}ef{M#tcDGMvTui98C`F{$Z&7{qdL`=N*3vM@=EnDY1+_@ z*hn&dWUb$H4pJcxMmbTceQd-q6M#y5XlZ39Y||Hcr4=?T%qhe^2y2fF9hhj$p3cjl z==&CS0Im5`XgiYlIJ9ra?eK-|=Az6H?cIda$Usi}@9h96=F96p1kMjU8j~8zI}Y~7 zM-E^1rj3Lu61wIraxCs|M+Bx`sV*LuQ%j`7+MhhIZAWV?ZGnNFe&gN9uLIffnu8%3 zFG<0QdL9u*FnpeM)?}f#E|(aYhXZRxV9Ft_+(hI_qCVH_?Rwm6bsL-r;Xc_}e*&}M z>~`K_8k54g&|Vs`G)JUJfhZOKRX#V(`7sIN91n?nk7@|TIAYWuu~ zoUNP)v@VT_>tF7>Nsm-D{bm40>_T3dvUr7`E=k;NoRsUc?O6TQtRQ;RpvG^uF8!Nr z8eINFUdQHg=?ZDwV7CDsW_ZluQI)7oS|Ul!57O)GLc3W0@?`wG` zvg&D&V6u6bF7@RXv5aE8E9Ev<N z&+!%7IWJ1R44fB2GC|emU#7R{Nq_e}wHEuT>$Itek8h5rT8QEL`2F=_#jv|C(grn_ zeD{xm;umo`$O;os9OZ7dN}eLf6IDv7x^=(GpV@7PB^#yFQCdv^X3V+WH~WB2FhnqD zmX~mi(l>BF8YND#?R#8JyJf1RH*z-7N*T&ly`Prk4Nn`zwSQciP+q`5#Pnfzz|ZHS zVBejMtXRR9)qxa+5_8iW_B=jL?cy(Rc5!BYdzUDtx8IZTN3-IJS%t^)J*Gj!7X}hg zsnKm7l>q3lsfZ^jOPTC&GrU4BggB+!>hoIwCniEEULx!%wl_^}M4U!#gM>_!$;?QJ zlzAk;9FX_vSvSZl^qt$3PC?57yyd`?cwM691r7~d}p$jc~XbIMy$?OV?&&>5e(!%OB6hf^Sptq-m+~VG6c- zzx;zLsce{J`6+Ten22Tc<9fBa^T3drte0LVkL};`fpEVto9e$} zrG28Q_<8I@i%3UV-7{1M1f6Ub%N8vh#rA@+<)_P9kLNLxlr$`In|4fBG_mexUoc#d%OagUi?t>8D;t=0BVwEjF57vB0g$kF7i&VvcG%c0+uKq&o z%BzLcCBM8$)|PkABg9t3BE-ja!EfsPSr##b4o9oWf)y13u|+I-#2#PsSzFe05S1U? zNdqjPHY1+jf``;maKFlAyukxyETxl$GixFSX8jMQ~UjvH~D zg#S54iyzz2SD`y3Bj5L67}!C{fzmV3IwOP+=AS8gR(t*qBJWmPgV!%DTTJP-ihdGK z)n`pgVAxwxo!U_i0&bI6mESPO1>Kg$37Jiskhf3S``-d+1M#OZ5v{>7rI5eBGL&Te zlX6P%KgX067N24CORy>fTwqKc$b@SR_eSrU)q4LooOf62M4q$tirxP??%iE<+~`5U z=r~PT80LjKl9N!vz9`Tgn^#@4rrvaAV4W)A8j=`cDMg!?vZN^KKkl6HSk@^MV&4bG1Qf)lHy_fS*Hx!K%nDD$cB77S7LO;4fr@cc zaG1d$@97yj?sz5Og!Tv&IGzx^txfk6<)v(UPL}cx$4YA5Qrd`mqNbBf1Jb^DB%nZ+ zwJIVTy!B^2HTYkf!}pT?zKe&IKWJ4-?pmik4>oWL+D@t$wSR%dCF*>fuo(lL9!6Sa zO01iMpSK$}ri)6|6S{uO!O43tCj5N8Y)d;UW+}3R6v?vU>sfp)J&H%#*fZrR zF;z#4FIn1VSGgC?Su2qeKmy6DED|j-rG2d1;mPP`^UYdlNElf$8UF=GKX&a(-2Ufy zI!!!=CMFYCF)GG<%cDehO z|4DZGktcJcvJbLPmjt_G775n;MpU;zfsy3z`x&k_ zpP*}}N$u~Ui#?{`Tk?m#Nh5!djJN98K)ROYEs2Eo?E5SREEtG(dyj;Azgf>84QYhT zI7!X5%LQwE0%_7%lLS<3|IWVn5$pcGW{ar0=*htBf7|>Estw*kOJyr5NsKsVyB#0a zp+7xb5^G3rk>uf~$jc|88B*3!jhJpAk@lCBuO*2P;vg*H+wtv(@{>FvJvIN=|Mk#1 zaet!uK#=jN+AuFJ^{K|%n?HAQ!{|SDX7wjh++C1dj$F)JP|O`?X;T)<_pW~Aa>kR{ zH8>cf6m)%g>UH-&n-q7(53$Z7145iE>;65q_9x21bK11Q5R4tGmc&Y09c@pgpZhIr z&zRTyl_(cOEgQT}QBR8P;h{b*C`8j`-667QG(W=X(C%LHsg88lAS=>XCD6EJAVF9u zrvI06BcoiJbvr!$Ijy%Cz5gw6yiN*@0@dicGl(ttx%nhOf`V`j(0@QjS$nmuuYLK79o;LcebbbC>TISyghhU=g1=3In>ERzVhhr0rD$x>lzt93Ub; zJiO5`No5OaB(UAmZW_{e0dNGQctt&u_0}DQH@M@;Rzpe(ix^sp?>2APwqxT`dNMkb zg*o@Ty*Ef4CS&sK`zA(Ec_-X{g`Q9K;p5*3aeSm4niA3)P%A0WXT8d_!y}u356QtV zt|zoR)@`oe9(aUC&@kgXFLl~kI|Ywz<{jcQ61Sor(2Wmdo(h1o|3pjJED|F`0uE5s zUGv7sMN&T~K6dcIx9hPECjy^GbqbC}Vf3FPoI$CHfsf?3^RE^{6g+r-YB7vG2|EOC z(S81GWnMTF$I(BT0m{@qv;AHep2Pt5ulVr<%?iypJjx3oM6G8)F##~#!%~}N6(SF% zmLs&(&*pElRoE4I>2=o2_gAie+MCAWCu4sk;IsectCmu@xMS@iSn-Gqa|iDZc3k2) zD?iRe&A@TJ!1l7B#k_ZFyGA^RBsU26QZ|(2w;;ZYDs{hZO^Zq{9MabXUD!a zYj)$AGQV}D{y-!a~5zV$ruB7RUZwB9_}xC%=bY+sKp zO^Jb`RC7e+^7s3$Rg~C*FzJeD$OBvacM_G?GLq-i{YetF zvK&e2x!>`dQo)pgy6)w{-4<_BX}jgNIPRb@i?KF^hSe7Yauf^O96NTFt`zx2)tf*A0iZ$o73f&BZ8wS<3BS$&IPe#< zXLHp}39l|rJ5}S~_x`vy_JjKlCObH>1k*3N#pDRN4NTDgbxC1TBJtE}zs&kVURl|> zva~}A84P-rVSd&L6}N0p#bw8jITz+Qhae83@joAonlV(bGo(hJx-Z=MFH8dh_bv3o z9TvlW#3iJyIk4v3y`G|!{S#Z4i;5i)Axdix3|+7AY2i-u%b>KWpy&O&ELcnA9FPs) zd|vHJ-l|8}1Px5U#Vk}qpeN}E(;!hFj#!iUPku4gB`|06sd#`Mk~`{68#lE0>TE}!GMcsFf3LWb-0y0g08$`W&fAN03HBOdHAKPvH#8@XtjvnHY-n0E3-p05}y5Qu%aa$KTu)MIQ4|Wt3|@R zW;u<*E_JVhB`?lKk*>gaYd1C7Q`fRpMEF&bk-W6jF|W*6*QA^R0(*{;y(6th%$GDE zB(lY0Wz(Ibpb&g;`vg-X8e*nD6)0HkH*}U0DvYP&bgSqWZJX?%sUKmi6f1f{jus78 z9#6#qi=al~|P_Jl^hN@GeqfY5r@aIq$7ev;^i!Hs%=g{T~vTaOqD$U zF;QC-nJHD^Y&K;a3FZp{+gRk?+hBAPhRc1x!Qx|Ye}#N(rzHAGM~cKq?MdarV1-CP z#^@|ibW|DNU+IyTK+5jBZo}8X#-4el4*pro7Fzs}UOH~2x3-@Mhf1yRIZR3kpnuU& zBooSvTN$ijt32xgM3eao*8O`ec~rX^VS_2Qc-O&d+}#xNRoiYFQt$fb9-NV|0}jI6 znG;D0{4qDi`Jl?HFJ!?uY}M?JW0^vyEt8?T+fq7w27AP)F#C;A3|RvCe29GbV4?z? zbsB#91}Ab!Ub-;TS&m;T-L-5oNJ`ra{rI(N-Jl&<9n-xs2has5wlv1CovppkKH0wdtB-thm`i;a*r8S8o5m znt@2oi3jTK{MkNG_iS8nOTHKAwwTf$+5)tu%2Lkay-mi^Qa2uJ3XG^&YYzRrUbJe9 zpR8x-lfQ37z+@K`>g)N!)XG~n3=^JH9R3`#snD%$)9!C?4+s5K6)hH9*ENxQovq`} zJ6U0UA&YGBMmWOr7u8njKMs8sX}UuX*4!X}xvd2hW5RYPeJYnrt@G-`o!`8L6kH+a z03ui>R)HGduZ<{j=ScYR_#Eu$(AZ{O)80NllTlp_9;0-GQO6eYf1$nT>Q1z=T?TPy zJ4?+xSO^85iRBUJaEGea0Oh9=+zN?Sle1`Nx_54n&n0dDGTQ=WXMYZ^M#)pOg@A1k zw*5IZR%kkF{6P)sllbxQOOk-_;22d3fm3X>`q>t8{KvNx>HA2{%8qTmQeAKH3@Pg2 zOhwS_zt)}mYNPsiN!v~{**gIgYKVi!Rg_bZPE+6Zs)x|C$9Ui2%j6MoF{!fXdb6xh zIzbUrM?T}>=yZsytJ2bDY|yglqy_ZjcYkkD`^oiZV!ZSd!k)1lF~YYaFK+}mW!WH! zAlvPwiukY6rbj<%gVZNmz0<{00^@{D3_R{lrjxYf4Mgd8@sI~4+WHYVRP4XNxOy#G zB59NRGvOG+EkKf2YQLAML^IJ)VwkH9Q8Zdpr3s=#)#Sqa*$CT_vMk*Or-Pc$I}X=y%(e1zTKOk+hT z2`VD22`z~PiIio+Cd@xLKd^a>M=42h4zrF<3;HOMS3@*=+q687C*0`T)JDgDklfnx zWlVNxr*Y}dy(;0M%G<9t02WQK@klVN4xGv* zM-`LZ;Ec{e6)(QOK+&f4+OEHvHu@;@8J#C_wWBpM2R*My$+G+(R&wU^iiTkiy$%~I#CDFq8mnw8ojqj zln@MI)G!1=)X_^AC5ZApKKI_w=Y7{*>-Puz*0S~*bI#fOwfA}LeO~*_-p@y_&!`(E zLxeq~G3S&kH{|ch52>-|U(Z`W)+Y9=troevKM8u3KKx$7PO@2ADk-)53p!bzjr( zQ_#Jb1{U_4SZXfPpIx4EpqT?PO2HL5r}^e$s0IshSi+XMRK1cSxiIr|+*enD3b_i>EN>^WOo{v7qtcG4_9_J6Y`SXXCajC# zcJ`BR;I^*=KEuyrYJBKF1~M%BymvzPankBuc29CWRT6{hfkx?bD;&MU9}j1h|XlqKbA-q==xBfK#7ks(>h z2q+8OXo=r6JYxDY`16$W_KeaUMNpaVNw-BrWPY^PKF_(+RF4yd9(b&Ur$9!FDUV{z zxa_L(tc3if#o}woX~{7Dq*RFue)U1z{cU0p3*vJJhm-Li(cEufXPS7u6PZU7ggNj<-KSq^QKzW$6)C(3a$tgz+l>Uw>~K9Zh;`mKAwdG*wjh}%+m@eL!ysD6Ks z>8D0y4~qKGse|eMA+W)5lXq8tyk4D{KE{^{&&(Jhjax-$K|LVP=J+?ix*=L@TWP`y z9DmlHJd|DC=~skl(*1ECZyE~qE=u-yr3H`lG!JJY_?d6eg4e5Hb|tk+8!9>5uBhi` zSbd1MlL>hX9nmMMC4+!y#qfEo@+lkHt_E>hBVz2NpUfp{uei{Ye4HrmDCt4H#uz^A zJqDMdF7cAcA1}jR{2m|IPmlEI&i-eduV*RsDa-UQ94WWdm?7}xcn=v6A)XAiPHX)_ ze6;olz0M50F;l~?S7gR}d54Df_gEPp5NOdWwb~ODiIq6pap9_qyk)rBTgf|Fe{2&C zI~H-vBWU znZoBJG%JO5LH*K4-SA2E4x8D!ToGDd`MbUQP-F`6D&u_?_PCC zsAGc~+#{}mt|%7}19|nOC1bGVTWPg0+cFUvRNqtR`}mmqm`4$lz~Y?oF3I@y%1s;x zHN{3Jd0;9oAyDFK+@?RPQ}?)X9gDVV*#4;_J^EYEq(0ho_=jN9i+GVH_JBSUcquT~ zu`tZ#QN*&y+L@JD-jN{m)n~1QceLY3Nvyrc#jT1;a@UjzYfj6q@|}(fSujGXesj(~ zJX3dyH*+`ny_r*-tI$Q+Zsfj8tfwWrDGL22J0-j)DM5PYX0_1eyPEh^f}4CK>{f_z z1r++$3Wb-74W3uot5X_;j@Fk#w?bH0x!XcKj$II`Y!>uZ?wyJY^-DEz?(gTTay9&6 zm}vbgh^g=X^YzR_HiHX-UGW;dR{ClF0|rbIe^pW75hTNXQ*@Rt+0p+x?zk!GMrkskG@eh&FiLRb~(Eu?fPo*qpNt#999QTc0wQ z*dKCE&u`FGXuyb^^ii4RxX=x?ze2^9r9m)D{))75+imGrUptw}it_Yk5ayjOp9!Ap zbL>gn)l{6#+jjV&Si2Wl)i%Cr7d`SxMA8U7;KCvkW$h;FKsh+(Lq+DhG1Xrv5^oGHe9(c=m(-AQdqvkAbq#O9q( zxObKX!gDV zWydQbnH#f33ppgJkx=Dj)(>vOBot)*d###yVZDXfKQ3mmdq_gD{q90Hcik-JvIb9L z5+;9bKHO|y_4fPW5YJIWfkp8ngbS9ylgu-#Pzz?#Vt*2+Y|NZN|M3rRg>v&~m*C|6 zAb7HMI1ve-)Xs*Z1wcztotn z!f+-=XZ~>;0|_->wQ4!}Vh+ysB+>dcb+~ZWR-^hacCejxuXY;*aYN0W@caX_+D5Ru zo;#=ZaGi=TV)8gzNjFScW_=HxhJ05TvX%9*=F?_cf6`~o-k9z66LzR~(>J|8r<5ct zJbXP$&cd+w(k61Vx9)NL@WLp+N5}`>7D_A|^sSA+Wv94s6L=a%DfZ>g(|^{!=S&E~ zK`-n-kxU{vhXJS+Yl<{J`PyMfAp~C(!byK_dIQZXF|g;E3{+ zHX%cp(Hv~9ZutfBpj^G!Pf8h_FTr<;XH(8<1Gx&16)Q8iQe)gp@Gr{b*e{i%CM?e0 ztLJt)W5%j6P!akn9T#TqaYIla;+9$MZ)o1!ysJr2y=b*jD8CGCugGgaCrYA>;6|4` zuoLVZ6-(4hIU_~9akpu?Q!1l=s0eTei($#JUfW?}6zt6nHzg0bkRVWKp^|Y>KCqPJ z{t7E8s8kZ^&x>#O7UAEQ(1g{UeCfaqGAnwNi^q$f650W_Wpyh++NKEDEbHzI6_0Tl z@5DUdB3qW7Il3d@uICq0yJ24Xr!dV?i5c10b7yujlEXtBwN(5Vq=oCq30!jfK2>v$ zO$phgkd$w*#X{jfa@@3h3Zpojg$pC+>1UtS60yWA$n4N&h@{;_W+SOaYRWB1&-XGf zA798MJ|5nfgefA6oY~YfN2K>hSM?O?8OhXT7u9v&dSn=*b&Q(r#(KnYk6Di>BjBnc zHs(DI3Cn0xs5QEuzlZjmSGW4WT;zU05jm!zFMbOt3$N9x@zRuF4%cBVOKVV>z6mqP z$*|U&&u}TdDjF7oL1nhS$&g} zdlr8q$z@uBEtA5whw6t%HvSQP>BsbZkJ&Nj9~2?}EY)`+P^q%3%>3JnGCP|MW4bY~ zmnuIFNAJXYu&xSUmjB`zwoJ%No#dm2j1Fk1xsmMECwc>HwY zNl2}0h0C*>;AZ>t5HbF2hq&sao2UnISf-3Uw$#h?GxW(fCY$n13kaz5LP}_NUG{FQ zV3|`4nFyEMQc9)1gecvOT@Ih%nnQKC+T%%Sck7a7?gJg;e5y1|?i$?%*&pR#1ud6( zS8{_t{6Y)Ft@4pfn^~)$Vh^^xK>e9ZE9gKX*e%-f{bB`No+8_DWo12QN;XEHX2}HD z8>_!(%oZ56`qg*8I6_G3E`=`^jZgaU-E)E9cm}M1kCmv8XEM)0s zMbTR;6eEN->>hQwC@f_1R)_I|YUJ`uI~1wdo#VgD{%$?Vylp5UaKR}ze0p-zP59Xe z{T`Rf)6%9hHUfeHL?)A!Kc`jrkMcZB)5r1Vo?EGzr)5|JxFaB7fqM>Nl zL(aYemE~ZawdHonnJ|Ed&6hiqqEso6AS%$gVTq5cQd5|k|MS0$)Fe&cK#K)Zd93cC zLmkRPq7J9}-Hti4Lni+7-?kL*xP)CHs#xMV{+Dc+GuDKkKG- zrZ-pni@LuFU^7(c1N+YuliEJt{|g9vfG=F*Kz#`KrYj@JUOSMheOr+o|>_NZ|U0;wUsyn z#Dx?Cv+q!^4N?%e?|@Ye1!rny2jPrAaMM#7Y47$ z(w7jaQx-rcv}iG7qb6w(claU`rFR(y%`7znSMZ-}8@oXR8d#>mFx{1T5=@vsPK)We zd(=|0P#@i6>Xq9nGx-Yoxj&BgV%*bG^a?Fs-zZ0dy-XJe6fc;akuKpSwluie)YG;1 z)yWZu+==X(&i%l~P6_>nQbqQvSV)74j?-^GP?4pOTd;xzU^@*8 z-wN}dAj9A|z$9EDvUMR+OwVOcWj;Zk68g%nH59CTgv-sphm338%B-aW4fdPmm~XR4zjVu!VDPH0T!YQ7 za$qMYqE$$dW4^^YZ^xh!ai`r4;-g8rtnfN3!7N`WIA6|IQ04E3xw~981}^D}BQ?T} zc~{Bin=984Nh#fbfgByp>Ce_X$aLq^!+9(3aA6B)q* zi_^z9-M{Ica{NYS^w9Rj`V#!PePU0cDQ8g-_yKF@B)I8+z&)U%m@gxiGUS8k=}j+a zDVOOL-)x)h8&PoUwXh@=2nm0AlG6DQ65bh@iws+jY$_?Py79+lJ0Mv0$RyqBk%f|C zP1E`swdCZ1wxqtrq2g=_-k)G6VABpGFeI*f2$c;Ap_yfQayLAXjrr#d{h6p2UQ!-B z3zyOUR6m%OhAKpHq%z)2s0RX=M=bUVUbsH4-mmoPT(->Z3?2-Ssbi43=z-E|S&M_o z`;QTO4?I#p?fYGAGJpD%{yvM5oaNRrYko#uJuHpUP0zj2{`1(}t!U9zS0+71NcZ+? z{h%chq`tf$^9R%sc;inrKjv}nEq=}y)rFs{PxiFZ8%#b^Q9Idd$Rt+Hu4FWPy<5G# zmFFsji@U+IE)LEc=F<+(Wn401q^9u3#xxTiFh7ee87`cBK(wlK;y}?Ozqs1bq4?3w zh^TZSm?Q+1#q=D>ZAw}HL0$3THmM>taq_)t4^fTuSvEKP z0o81iq>Q~KT6RN(zLSBF80U6KBzboNDnaNSQ&$*?%A$u#2Ne?u(bepBAVBJj$EOO{ ze6Qq79i16(B1y1Gf1gT*45KqOtGcxqfqK5APBfq+OP-*?Lvzc_4Sz6>ot*3&XIv%| zoeb0Lm_CA#SAur6X~P82Z4zsu^*2KJ;Z40SAwIZTp372$V3Bq2aSS5hE; z*#K0i5M0DpTb~hdPY~J0ricykiJ}6?GkD`BsQ!r?@MIIr@cjr5U$s=EC_WRE3USA` zaF^ZME?W7qwpAiIEPq)=BJBHudiw189Z4I*968Gu^__UizIWr7ig)xPO9!S5Cp<^G zb$sZTREM$2?p)5BvXW}!(BmI;_U;qnc8_NsH>;-iGwmdBWjEN$NZEBbn&Be1-zDIT z&k*68?7rUw?Gxm<1vjJ5sBzI?;13%w%d;24q(%J&$syTO2>LTFxOsP;_!*7lZi;}h z&|Q#yiO4-CJGC5jj?+i5NT)5&rpk#dI!^-OVq*1f2`lXBg)rf7;s+|H;0ktmSbJ_vbFV136$D{lgzjrNMX zBt^gbYFZ)CCkZlLKS*S^2|;l@{D~_hQ^(&4RnUVc%DU%Sj9V86^5N9r=oqoloJ3OJ zUU|q-Bs#%pXOoHEu#6514mBt9puk1QDeuHKm3`bCIMK0YZ`LX+_ZTjS@bpg{r; z*D8p2?H)tPah9mUNE%f;Hkg^mx<_eK+;{Ap@EaHKsCC0A`=xlF7pU5%uw0P9P#_Vd zvfd#AdyTX7k`ZU(gkxn>Y^2YIBu@~vX(SkaGSv#cHb@DyS^PSEpuwWK@F9C?9`Xi+<9c#VO`EABV2kWXNw@geYg;ceApi}odW~daVYRc z$4CtV+#@ypu!1xSe;W218*-L02fYEa%__;^a2XQcgZ^csI9dq{A=^t}XAO^(^BoDv za*h0;jV1!c>!t2}Fu*E*-I&*lW>cJI>y>nOJ?>*`Ix)HliLRHXU_<1m8{Y}|qtZc)ZGupg_Rh5cyH&mKpr^}{7%t!iA zbugSBbTA!``e0o^j(>3x5%RjvI10F1?+uReGf+7&6#AuO!%K5qf&pHi*%9Vx(92l9IytHfa|<`Z?_?Rbj>{ zfd>quf1jy8_e30y%RJ@0G~4dF^Na4{hDU`MbN0s|c~T~6BHBBmZ<3it#D7TkCkm7L z_t;L~2o!Dw#1}xkb!G-Vkn~ z-bnySv^)OzUF123wf=*wc$&++ck55qu^G=a>a>>C=%474Ajk~xJYP_AW>ZdXybRvb z&XdNNGBB6gQB$X6B%}zzlJkU!Q~HvOC){>Ij1k#g3iubm>w7$)y5%PSoZ zgA}l5=lRq>i@cd0#YuBh@vS2kY%hn;k}X26G#N~h93Px%id9{~(%iFC{$S8FC91cV z7#bzu{En#T)*6<;o-8G*Cn{?%rXF9i`R6K+M;RP}fZ z6;5q2btaZ%HYoS)CNqbQJdUo1ZlZUTeLE0BLg@FI`ix9o;kZ1EdqGEVM;wDDr8sMc zHA9Q8yz+}MmCNAy**!||KFN8aBIhxZ-8~Tnl4We6z6|!ai)BtRvD2{PQ9->}Sbk?- z6onfP9#l;eVSBB;p0Q{6HJEu{%cn^tUMYarv0p!1dXmSnpF)iWERt`@4Q!>KEllxT z%4srH?i_oAoEq1n4%MtVUqwt1^e4(_`4{LUQ^*KUbK<8_htY>efpL#4)wiPTAQ!s! zIspxDFufh2{{2a=FVnE0${F*~p~{)?wK$gmTYfDJ+~mHvqMF$Az}O>2?b6)z3GATxyQ2ZUo}|7-O#TT ze@=kqWJCxOup~Mij+Y@iWpEh`wyXJy|Ba@8g+pgtbnbqh&e&(SigP-4$-+oKXpT?= z4XQV1&nJd}K|iRjU}&VV{I%g5v!4SU+U>e#_q2}QocDnC_0#rL7!q|cg7%&%dw6F1 z9q}y@ifm4V03nf|nDkWt>UPZ6NY@ZKyp^}-8BKRNSCj(nW*@O?e}=`x+OP$wxmr4N zb8Ip$8t9I{=Cndun+1ilJ9Fms6V>Ol;EG8C6;`xm_A5T?7oEFm`6dcrAT3W45+CAJ zIW@HyEF5MzwCz--Z?5#xKQisU(PZSq2x5Rf$uSF8)XOOhuPu`e(~^O0Avumh+#u1u z;R)tT#`8K-vGQSY+r(6|m|*i+eJ&mN8ig;x}n+QQrhR}xO$_EMI!$*r%iTTH@RL3tQ|{~VKW{P z73#?oco>Ndk@=q9>xF&v*PdBPU~04-6J#I}8-$Ma2(fUDe2zRNI>5t)DN?f>(sUCQ zX38KW+c_-J_gTK61$}KR*_pMcbA;^CqK>$qRVt zFt}C*KH+*8i{D@*?|Gvyrao_;?E)Pswir>r*eM6IABM`R3Iv0DtY=3A_EcIANzn=3 zkJ>|Imr90~<3ATkmHMMYJwM#)5nR-0HbXiTW%{XHj{iwyU41>6tj;xwr7c}UhvV*7 z0kJVQyUu{5oVuUb9{(7LFH$7HXMt6Pr-+C|5PDo#*;nkF_t=Z zmbnJ^2x(xK+~m@;GNQR0H`!$IN;(VM#+;3Rf9(5hBvPdJTaH^qOa58Z1`Yqy=SI>o zLi!>G^HFInI=}2Iiv`@l!}yB;&FTSfD=f2tl-jxhGF)f)G{t$l>|p#hGVHJ*jBCm{ zd|&h^E&sA0lO(7p&Mo#NL>L@M<%JNA@>u;fsLTyYQEQ~WBuO~L1Z{kfKjv;6%@`4M zv$Peny>mfF^5R;!LjRqeF~7S3=Z@K>J^wMgN!p2b67La|WeXiA(JtK&h#$<{7^6=kPCnC> z){B1yMMqp_6J1_Yq?g}{?mm1%SV-P%sJmW~NVk#CVi2TGx6F-$3{}t^pZEjRZ<;kl zwr1|vXf>Q2nJt3$Li{M$Tg?w~+eJ#WrZX3Xcfpw*>osV<4kFHsoR^crehuE!D43Q$ z$|brV7ULY|eG14~vPTs7eXG;_J6s&q%>FtHr(6w0sOg@1lZg!V`LBfql_t>J;LAnu zbFHfLHD(cBW}WGytz~_~dErmPExGthncf%? z*BCuD#D0zkm%fL49g-!H-6adw=0D&hg)w40m47v)G=Goy*&oR2bum5^Iok-xO&1r< zoH_v*g{R?0Tmol=#ts4ND&T2#hLLDzY!OR_r&fH}ShRCD{^7R<8_svyPY~kKsYn?& zo*jGm{SsqbIp24g-IQV8!+TYEVtRzy&yD64kLwb?WwMpteUmD)JEQSNv*a?S6rgJ4 zm4D%-oKQsxw&?G|;5{5JBRf7le7~sTHVJ&y%pR%1@#P zTj|CFS(gtV8dQE}^rs{^Uk$XMYk8&-kpv<$NYWY^E;n*7d91D_-I(V9nYOiJOA-s@ z=ck9ADyr0NWpm0f_Sc6c0fX`cMItM~Ogw%x;95L0!*z&#KuyoD9Dot`ii=Chq0n=_&7a1;w3G<{RkPm)Z zAb{%(m^O;W>d?z==UW({*9NRFaZ+=oaQx*vAdkZyd^W>}=>=B!pc}9Xr1A~VI>emb6~W~1&2sMkc@Yo}l0@c>oLy6Ql(=~8lsWf5+v z?*|)iJ0+QZDEmPnn|ng?r_ag8WT4&BgD@UNWjhD#bL>D!r{f^@T7; z8YsdXlVLKPxCZgAI!DXf4HWW{K-{>U^roUqQZmN{F38Kk>IbP-e59aStpi@kd*q}B z?L68}rms6T)vA=b;!O-Q66>EPGU08Su~5IUl0nWnnc4s9tJxltv)c;Tq^rO59BdhC zsW5j@C%QC>@A%zXKk9X=v21(udmN`Ghx1)md>sCXzG=s&L%-B<;I$%@QCGrZrD!k? zHR|g}j#cpDk}R_{!bq>ng2I~EnWrQNiWnoL;Z}(hUj|>)TMDUE;>swMK1jl?3ijd~Iq|Eb@fc+Tj zSiZdnqBu=?yu%0FmPM3C8FwV?qmq(vs^0cq5s@r%Xmv2_6Sa-}+>HI%ROY+G8?6j|p#%%cgcn?(wek5B<$z!^PK!ks zZOIQZC>7KM6qegoq?e!hMVoDY0Z2G2T+DRXgSSaz2MTX|yUnYjUy4S6s^e zQT4R|zb*b#Z?^aS4Tf{>^9e_apdSpJlmObtzkr4BPWnqB=>nI98+gfrRl7ADxqY0_ zq7+*rnLZ9&FStg%{(bllT5WG%aTCdB7A{=dLo|KH?iHcuo?5KYx$X-#q%~ZkeRfL& zI+pK^$5?r5ya%4HCEr*{VRApybq;8Xx;6RX@_yAkx7vE+Pl|hOFN$el?LXpCS7W)C zo)$MW=R41xcqiG15T+0NC2T5vbW(!b*j_gtt~5B3&9vlo+h>xocIQnMYMXI)c^gk- zLd8^mUeLRh4(h+Fd(Ilf-EYc1jF|U5)!rhh$S<>QDsYBr)ypYPAwbBN9nsrjtm<8a z#@z>dp*!Md<>XG>=Tj=}0QX`u5a&D4nFO7+_up7O^?E0p6WReXM zyu;5x=&qhr9>35+jt2qH@#b>sxpn8M_xjlID8cB7Vp#G=7lzN20En{r;@B4M}u zj^Z4{VeW~tKUua!zV#Yg^e%+8H?texaO0!KNPIjQ!ytYJNbh)($kt>cj2g=W0pp~P zt|^{(2zLz?Vebv7zZzGR9EA`Wl)Y_3x6f*Mqtk1BTv2TVprP6V)EM@+_Uw{Q`Ps^4POV>7b6Zo-eS!m!)KBxyXd|4M*rq4o1^C?AXegVapnDO10Y&nO}pM^o$Gg z(zorB#>xeE8{uZJ6Xoil56v|``T2BfvRJ*|u^Z&e=Wc~3|5as|t}lN#xo_5>Hvz8A z$6c$~S_qfP2%GgQ`>vFFT;%Zk3LU8rSd>;;?iy14An5;^O>T>c}U#vc~88!DCoOKj>`7zX6qS9HC9 zI^s-dfHPA*ph*SeB#%g8U$0{|>gsKbqs;S?`A6Q&hKlZ7U$(_hLxEp*%^DLOzPnfo zK5~{Sb`Pm^>PKn*a?QC+Rs3n+l??9uUG60q1H^Per=!Acgi`|vfC{`h97}6QRERim zYC~F|@;q8x7$ym_m0^3$zo{+6%wA<({8#;Q zH-?L_&*DhoA^y+Mfew0GZ5oVQK{-lMZE~nMcFi;^)v!WDIQFRyNJ~gksqYYEV9r;k`BBgV|{vC$HhI)=1ph^(dyH+m3j%`5ykce^r>0d zrOr6F8cZgrb21|wXvU#BoW8tOt&3y4zkrn`hj)^B5~#@QfmiCE1Xo*nTl=E=V{B8t z;=ciykSq&0i5_iQ47>uk>oSs=N&OD>v80728>>5}a}+Cak_ztz{xF^l%@jJhy~DIS zd9@4o9P+{Dox_0-^tQ3ri3F2Dk*X};xlT}LJ|XL~kCwmOdRgcif3HYt26eu1Jc+k% z0ksJCXg|Qz)ftAj&nJld&y}&l^2(aL@p5<=lAtL-LK(FM;7pn@xmyOu0|~-C>1RIw zD5fQ1oQ&JK4K=SfhZHxTzBnvVjH@s{m3N$|+*^kz%3KTS+U|yJMF_trN5sd?VS4}D zzF6T*@-hPyNzfPx>#cPrwH|s=BaPn2E*t-4{(sd$tFUkh&3X}lG>MouIQFn~juQr! zfze$4$JAo3m*Tv=ot>RRfoF%pUB3@ohX2nwz}ed1Xa6wzI`fYVBOAvrj8B;Ur@UgW zLQT@&qt3v=hQ~9RpJZP=U3B@E89)BQNGpu1NdEkKV{Q7y`!zFI`0w^dD6?P@sz${5pG{Z&w){ru+pEP$FvXu) zkMHS8H~l~V=`_7=+!y6tP47^-k;@%ZQetA%K=EH{0r@U9*|;(zpo{(6RV=xTB;^2> z$s)k6iPI#brnN}EZuVl4*f^1ZTDp%z5;I|d@}%^%u<@oJP31poW};z4p5<7i_`=6W zs@kGK1_k8#6K}q?b1+j<(5e06*cOETP+kxI=QZEeQ)numVgWT9%pfE%QjsY>?f{?j8w4eY~>C;>yYy{3KDt#-z~{!fd? z3cn7nzh`9HP|zv_e0RnYm%u1F!y*WDq<>fX`rHlt*8lU(KTQ3Xd!FI_qs(h>PFLsv zM$ms9`|qR}v&H(;VkKb&;O}T&mjf!@3lVw?n5zFtV2pl%m41! z_&n3uCcHgEgbW0V3<(L@1N5(XTG!-%-@bPJDZj0%u3_2Va+~=-HyHn8@R&~FTeZF* zVAFpj5ja3dJ6Ay-AWeaZzxz#mM4{2@tuM4o0QV^-t6VSPkOzFK3mDoYUpfA##)I8^ zfEK%0>(#|?kcx_mjjOBc_(b|~9co^iVchNVq*sxGE63;g>_jA2iPevP_i}pM9@6o; z%5@0WQSQ}g?jnE|pP3q_?(vNNuZB4Q5ZZx0!22z_T|k$<7U;Q=*9dx>-Pz{-7VGSP zjG(^=Y4}Ot@c=i{Vd?FY!zT{8f!;m<@!KxEeS^{XB$Frf_|ccs)yysggq2~pWvkk? z`wk@R3V6##{_({SqnG`E>Z1MIXBp5E0q{VA->OOk0osx4;V8r(6f`Cdc!FWXVL==B zIh}w7eGX7q1OVQNw7EP#-8KF9z+|fpRU)XMx#T`?$EDPCSC#0We549DIr;BfgRR;F z6#Too0I7DDe~ytG3}vV*q@nKZl5Fqyz}YzqPwoC=74Yfs#y>{Se|bV+@IQv8YZv;z z!|oW-zdHUu9q0ci+4%LJ9c}f-cX2QcsxQCs8~RTl1KPpCbaCFHP}7qExy4Zsef$A| z5E7deI|m{JL{EilltawJ&&2p+66vtGc~$6iQ|i%wdIRvOnAP~?4+HmiFQjs_!s{oa z3R171(lftggb%!K)XTCFQy-3USegE?*Xy4eG2r4abPiu!0>phk*+vKPoUTl2{;$EH z40wKC^pw^!7fJJNrBywpt8Thj-20^EOzI+gvFSRv2B)#w%dn1E3s|CC1b=T+X!)Ue zr8`OzIEZ%jSh=hM@ss{OyY!0l5xiY zI_A1Km-xqxrZ)ufo&SwRjB;pRE<@YIn9p43BB-EW_yZ0hL1b$dAGs~yGhK`2vaGk$ zB&)ABzS@tzZZsa((uexsS!>@l=#u_(j3|G`xw4eYif0>mp3(}OEe9^{Tm`=N@j0Cqk`uX` zb2PQnMU?PUFktBclne|XUG8#&&WSt!{pjp-KL87n46CtrH>X$Hfw7;QKb`Z&+M+f;EDAaFD4isLuXw(?2~{ly1#lbUGRyw)Kc9{By%^h%zQWOWPilN*>{~a&^y`Wv0h+BSPCC!>u;c`DAG7UhI zEWYE2Cx-fIbnV?>$Z3; z4lQ+ce$aJIU3R^Gr~#|gMYDWYGZu|%{EU16Yy~U8+HEO4OjG>G1GF+z0rYd}9tX#e z{E_tYm`7H8f4`jG(gsmV&AI+by6)qT?Jwg=UxYg-I{)=~Ep#v)XVoSBtnqa5_Lt!V zzALar9p^c2l_)=OmbKJvTfDG@iIZH*Zs&_Vb+P(R3k)NqHu2T`u}$=NbtaHj21>@E zsLL#`Q?tL$jNv>6U!32IX(K-UPSsDp_i3wGqwD$r!@mvyhwG1jiIErurc;u_0nOywqW4DEI5?yx0RR|X)zA-j3~)+*OUS%p&o*7h zbR^XXuFM>=X>!iSOCshkcHbWcCpS3k*joVbuFcAp~&9| zvXFmljQdPy^T(ja4CCX+;2;5Qi`R;Ekh@4MLBjhCYYq@1`o5c97WpRorQntHPp$9ThxAR2^fdO49JcCru=+XV6|G7c8X5w5zV>2`nlZl zMx_!+?lJ>Z5zA9#?rR{mlkPk+RQnXsGd3Xg@n5B-?H_Jhm65#X zDq3@jNrvC2OKvH9w5dC@t;7r27Mj|SBk(8tdmMBfjJX6XGj*{?GT%K0V)|MD;u3E8 z=9f5g(E0u%)BMTfDesxrUF4Fplme}LsHXIEu}q!ow$lqWuw?+fEag7YU;6j}TCnl> z3(M*d*~em#n90_GppN-67);wUKTP^Ua(k)BbsqC$RM3UkPBvK1Kr+ijT$41r>u_Ui z*+nKb{j)?Yn-lxr${Ahq!u@r*@2|NC@7M7A?#c?QVVifl?KBS3*1l5Vmu>qoB*Z87 zWO&V#h3xlJ*&XEDN|L+T=?E@`h@B(l{$!`$!_9tnWXq<0L5@9joK)idVwIANGBPXT z{2s{lc%L|X4an}Dn7~hmU*4~twc=E#U>5g)L&fjp8ne^+VVAhsH_zEpECrVrOIr&$ zw?0#;ngUmk~H6Y+hPI;z$8P}oEcs1RI#9ITNC@M(|{K`uq?C2 zY)1MTIb{h!8SgQ?eLJ1&lNh0?*9MA#%lbTKqWbcE*nn~gsU;3YSXtQPM7KW2H~*RQ z?*d|Assy7UKsKDkxaw&NlNAd`z3*sUCSgxS7O`xc7Pk3!H#K7IGgX05Z|0MT!HkJ2 zbGn2=f^7Q7;Jy?qvZqBxE1|OSVP$(5A)$KPInFO)mS;nV!@f$hkDQg3UnE%fzkFBt z8}|D1PtG1SCIiO7Vy98c*au^4rSD);V1+Btq9NTJ^XecyF=Y3P?a8qt=yn%}4uSs{ zN(Gy-g*pG>-zXEoW{$xO1r>Cs^HjkAAz_yx>f7XcV62`QZb84-)8p43jm7z&sh z_sZmyFL=Lv$qf*_C~R3Myh&8De}#e+=vn>NKTNrOo|)b24UGawL=RaXcvvoH4etSC zZZr(@sbv8qeLW8phHAQ4<@f}aC;JdPUQck+EWM*3;p8$Uwhni@5%byTg!5~V9n-hu z)r50^>4VRbMr9p855QQp2BKPe>nu-ioa*J&@8h+D0ip4xc@|hwpygg<>oG8AtrJ17 zMm5X=ePVygIcIOO>NqTLRD6L^#3ls~qGuseXkXvJ#pX0U3e1L>6V8o&vZ$aXJGaej z)FoHM{ExRs`7%*qvA5~>*Wdg)afJpfkLGYY^uOGyYK(6m^9i1hp%aV`yah{=KV5zg zZ@l^D1PYXkS7RRh;~F{Q-LOJEYgyUl?n zJql?y$!@BrobzccsfX8$ow8o~jpn$9&H%J8!E1$f{Y#@x@b1rw^WT@dzn7*;TZ{>2 z7w4A^1NR`NRMPWZ@l}o^5cV-rfhIQQz{63dqJqgvD*(EBr|rfH5qi}v!QUb)xy;Et zM3!u$_@efL!vFV}K;pxSLy*GB!X91FKAmt4QrP*nxtrZ`e@v$P$?%)6RC54uH#~*U zB;tAo7AI0LJeo7uW4fqFpm%4?)USBY<=lMiWy9~2-;P~D)^$RI&S6*YOLp!k94>Kn z@7-3I@rh(S4(RwJoA&FDg6kX@)i18HxFFwn+gkB-p|-2_@!H$=5S-_?CedsqzVuR7 z_{pN1dvEtr7?tk3Yz7v`?ArCbQ~^syMQ+@-gQBeW(-UB~zwTPE;-%XOK;~jhvE7l7 zL_K#$IqCq@>ZzBB9j>~N3xM$;%x_kIpJH`K>1^ZhYP05&S8h%Ed(?g~PL=g`X8h5b z;*~FCUnp<8X*qtsfRAjQgvoRG7S4SB%$S*5tnMWdibL^x(B*+-G}jRL)F$yq#{@+f zD4?bpu{tx`-+L4J}2e*pjZpSR1ZZ#>G|GhXbJ$m}3GhkuIfRqIF{>=QP1e`ls zOy67S@&W$;qv<^S*?ix(U)371YgZ*oOKerOYOB3BrBqS%DX~YaP(o3A*WP;+wHhmS zTC_oJ8mo4R(L{+SzQ5P=7s%^&-`9Cw=Xo5*8=lFXO|fbeq#{`b%44*hK1+)?_+_xa zZAF|cWG#N;1EN=Uk0^b*J6bE`-aB&-^KEEgl7ZOc63}I(^BSZ59lF@4&b8Fuo`hP{ z_08RDG@N>qj@E+7e4o6Lr?0TSuk)F^Do>gWq6C?7T^OCs)(HmQ(&_1IMvE z(md!@F!#MOliz6**OXx7ndw8jb}iy}csGe}l{=BuF4$9=$h+%QSoylCwKnPKZoofq zMP#wQ*8TDP);2Q9d{otAdF+Uvra-2yH$kpw5B5J++~+iALGyvG2BS`2hhTJ96t?70 zlg_sx=dXdR;mxrf4#}$SmIDSsOR=x&hwh~XMiz*}_|rxMKJy`s ziH}o&<9o*@L;fE(;%}E#VE7rpe_^J+jz8aRNL;`)(zBGwZ5j~yY?WVm+wCFgs0TU% zROk<1u3^R)B3#YU6!-gxh^Usk=vTZ@optZIEC!(?weH(ci*s>W*m$b7I1{{yTN?QF z?)FG(EfSQ{c6Ih6>`U?O6N>bzE{}9OgXNph5@1J86)- zWBRp|NrOMA$aJEyNdz5$Ci+%*Rdn+g;-ee+L8vNMB&zq>GK#m>YvPf0{;UbHGss#j zJ1RAtfZ_T*@pjUy%*k_j)iA0xyW%*o-`EA&L2G_vXSBS{E zc1=Zyq1^iC3W*nKJoelEEXdboBsH@m90wEy4VOI|!tOElkBrK4cUmi$kY+)}gtG11 zWgWHhW%zdpIs1yUfd|?(Q*g&Q{U9XGYvK^l=t%YX0*3QXfQBn$-Hv^rFtK1r?JQ1( z?!UErJC{!(7>9HadiicF;*Pm+(a1=7a+7`W1OT*(k+lbU^pbcY1r)7db1T(BEfvLq zaE^IK`_}3pfdV1i*S7}iq<=4fe~zjw_O(2d`HL4_KxvVVyzREd zevy5Y;d0V|-oO|s{!jkq@YL79YsaTMvr|-cfBSPoh+EcE{{wXlSa=&}+Ln9EKK(Oa zA2R&vU(XfCTLUM0^^dk(a;RHsD7&juyJ5sepPro5A#|Ug<25_65Xw*@F@LXZvl++o zi%w3-#b?iC9u1=$i1X93HIwwUuWpMBvePGK3nuAM8T-w2i&l9OsyhUH!4*_Dp@nq0n#TZY|5D@b*P)>C1@?ki z!w&2rqgtKgtz4c|`LkJvJ%ZUU@*ZMUb+?&{5^s1D?EcWiFen9`et3V(&L~KG!z6N% zQF8xUF)q>td$j^NkM;W}kL3T)K*?r3S#H|J0LOFh{54aa*#*UFzdW6pCabqG+Da`n z>+(fcO@CrT58t=D_bA*0&r14(><(Gsmt&>Tru>Gpx>bxPqmYInVykyPD3pcwho8ClXp7&q!yCzy)OQTgM zW`TQ;O5qg~*F^DE8ue*fx*l+W7(j#6wE_UEPajRCWF_5;;mfy_?alWbVs{`FqOV6! z$F>NeDQos7FU&efnAGsxuDsE8Oa$G?5o;sqr1E$zGR8%wdhcVE5H1)$uCMXt7IC`q zK9zlr)yUL#opSEDx{B$sSA{pf>GP!9IuNM?Vworg6XS-HtTyk4JTtYoAOHW;@wj*EODSu5@lrxGoWCUsdg z?lg;L_ntiBPuF6I4A)w^lRw0_^T;W?6O-##P=Q;`ZCRiGBQ(P29*oSFNQ%DtbM^1) zRS**RrCLnUUPLXcR29ICeP($wmuAhZNlwiEsS)Cg9J_$aA&8T8n(Mp%nsnOPZQK=c zZ8`t*KUHkMw9dc6gP(bS>~HvwJlk)f#(t242IxTTM@o8o<{6>I^><)39=Bb%>mseE z@+nf8|4vC^RWD6~1a4k!2j5BK#g6^FaT0wJH_M~i=Z@72ZQ9Vw?mC}tNZ3wa{MrkX zT`~F63mz}V+kS*Nat%U&k!nv@i&z#sl7@xai)yjhfhRj?lY;XpOWJ|dcpU=zEK)HY zj#UfT7r3C*Ia*CT`&;kdB?#1ds(p7fiDy49D83jEJfQFK%Nt`QR4*(3$Yib4 z%-|%jMI0|vqgwfP_?!$@Y%}))3Wf%uZ3hKPUatP3?`&31%B2R$D}`n?@4KQ?EJCfo zR69TnvvSU+{aZhva=uxsRa%d!!Z*-0)^@-zo7^{HFyuoQ^jMy2(KSftemCMQQeM5u zWjenJY8(n~FvU!S46YF0q+#zxFl~pkuekg8O#lp?X3;|-D$4o2TAl=p%K7s{p*k$+ z{1);xxl`ESKC4GhJy7_@XLk-FmxG2u$)ydVFdk69=D079KaJ0DFPaGR#dgWUa09Sb|5@aPq?LYt1 zDQF>Gbt#6J##KLouq(}4C(!0k=Pu2nqZ4uxsGq`%^wZPXYrpNDq?^jB^146Y)|M+} zf1k;0SsF3ki24-^x;WP6NwwrK9g8WKmF6(2em(^f7vr94-|{&8oWFm15HMo8fj zQeJAQWY{rlsz7*x)(ZcH~3e6D9a!_bUZa@y-!t%7n1An#sDE(OEj#0i+C~L z3NiJt$Y8xd(>4KkEhx!;cyyggkN5 zxzHxX7cZF{*zkp%v;~G_NEol2#7b@JIaPXKd-I0a#*>K+MyHdC0M&Thya^DS<3=}| zYB0~}kcW|-ee|e<ooZeh$PHN?X$B2dtMmqnvm!Z!Vg#Qy&JEYH(ERnAAzxKPb zIrXYk6H(aSsf0?i&?>tYnNbt3J5z#7ibX!$wi_S{yEVo*rlw>0qC;YuhY|k_0?Tc) z=PLp$HiJDQP(FUTEZEg6b2f+1U#t}QFBp~JZgnUsQzT~=P={i%qG!DnK6Yu{E)-I> zPohQT5qQQ_fdhYu)##Bz)~j!+_a+$ zTDKPMJw#-^50td#bdsPWuDCtyrt;CmbO2Ac?bM(CgB6d|=@mUqY+ap8PQFiIJz6O? z*%2hyfr4*8hD&xxFUr~Sf4qNYF%W}b@^@4S|YY9-` zMrjA_vFdtyr`zp==b!mjSGz0I6^f~mCAK=CB78n_Qs%G3A_(i&R7|J@L}n%!MCw_t zbs<4z3Ut-%HSE!B1$6Q!-z{0$Q{Qv=6T64rC+nI^FYA%2w?doG^P}yoAYG?Fr7eEF zw_}MsGJKr=G;Nx-KIF8{xZa7F++cnbU!Ey=5gnz0T!CG69_Fnq zvcEO}QNS*zG~h5rLRk9~y1t5d7RBd%SMfUTbRgNQsK)=645fV<_K{My-X61l5C^33 z{THzuY;5RJO%~ZZvc_k8szqZp>pripFKcUsgQvv_59t=sM(7T$n47V7oU8^9vORod zmBd_LB`F=1CuAN@bv%;6l*jvMiKyX?o`+Y|EPm6r`Z|!AZaF)ehrDk?=4Knc@#F`$ zmBYk;UuxgcUD-I?=|yQ`k?WCK_5!fQWIkT8#erY>!~_M7TkHDLYWP%}L%LiOb!tHF z@3Ne}M2@Jv2m189^liKjvt=$^uGnWX>w1yWzlT^Kav8K4weaV1wq~sYCO;C zEu^0svtbYr-C^5ELPdK}B*r`#M#y2JIrQ+tU+HGVbboeey#zVq?VHBdGcB&r9Ab;; z1j{O0=22hbb|=yPKkfpRE>)8L2N}UlD$MZq!dzlK1fn=n1M^swgGcgXm_T6dC2#$9 z-EP=n1ZaTL*eGCj(*Kc6=XQBcu_D@<%=0TJqt@Ai#*tP~u}GCrP1w`(h8*{9s4GkZ zTauF|*RG{OV)3w!|5|Y4`a4bWs2IGap31>A-f^VYcEMFJ=XLu+09Hz}!6s;dJ!fZv zUNhU*p8P70i|$LyGqhTb%JFr44`bq9Pd!(XQwr^fQ6UR9ja4X1S1A&40am|zmFTDa zTvHILk)gX)WycQ{XSU&i$!hSPaMmIPcpBt4l=GABOU0{f-`@v=wk9UAw?n=4^DA?3 z_Y|3yia z{vIg9HBQv5SWzS%#Xuv6_y!{sclc|{*m7hHc3}*$afwTw4jR&tF?Q#+LpG~Ld+e+o zLw{Jiw$wfu@IP0M=iGjE!TrIMAp%x!BvQLLBe)ITYzDx3>8Ml!z`{)Cz{o@fg!Z_` zW_$MZ@TRFGAYx@*cp)F%!fmmv)Ju2PKEcDGcxvImW;m0@cvQ&tbd$VA(1=N7oBqTd zTvQo7l0`RLAto~UCsrIp8FUB<#Eyqo?Xl65T#n*N)4nGEKkk` zo>aIfx#$+uhIH)qM)bSFxS&Sn-@4FEx_$D5_K8CIAJMCsGUD3iee(C|l1lHfYWEz7 z-ac#L+??AEPLUIj0#lFPh|t|y*k-)H0J?FY*`IDv{WZW&xH}e|J%CQb4>eg&lUoNZ4PF?9Iw)IzEsbZ@pL)$*yty|xoP z&H(Zsu7jUiDg}S@A~$&CP2k-;Jj>GVRuZZB%R3YCe5u@!?rm^8taB zVU5c3L&2;YkGAcb-l2O0O5;3c?Q-2RUR^D4)eTR%GufvY-F2^^SMU@k`8^bV>?*%* z1Lzhg-LE(6c!w(aue(yJ7AX=~LgsW6TdEs2GkM(F$FOL+ZBKq0*8PCad>L#12K9lE zkn^Vnu~Ue+!(wgzBicMXpwju|Hdw$=I)x1BLJVod>SnoE9e%0Q^~jvb$8vo@5WY~1 zntE28Qi4U(f(8WJ)G9+fRfppBTM;-tT#J?Yn`wBC+>W^)wW{Bg$&jb*pW$xJ46DQ8 z>gMW8DGZ8YaH5qJtnY- zTJ1Z?=`YdU1TZ_R@cc9oL%w*i9AZzGh$EYF%NYBsQi>oP<)zs18pLyXb*{6H9o$-iJWuuYaCAE8`9^$NM>EwDZ`>=7Rtq=UCCLV zB$u1kzYCfATxQ5@oc-Oe*}fWa%Qqaid$z(q66SHA##($w(goOr-{uA6tPy9(CKR9& z2}5Fd$oF{ri9hB5*xr#&h_gM{u}acSTL(&dI^QUdtmdZOn}3sSDil@7+AGFyVBVoK zi#vz=C4dt2EMEPzf&6Ww?}^<`SWDl@e{dMJ!^`KmGbjH@DcIkg#+TzKIFe;hPu&j} ziFyMLw=kEI7g7j?Z)~|N%buH0Fgcl$*5v7d zU1#%eYf~qXy}bazUIW=5Uy;6KO5bTrnFC&Z(|ZL3bIhATO16HfTCLv~j!Pp(r$W4{ zA_O>g?3fiUw+%GPlo_5Uo83-l#X4<}rLH3=?~S-I;7Avbow{T+9AP|-&3UUZpmTo612qZN-X&@nFD)&yw=Bx6=``Ql2?lm3R|7!zUT>HK z!H&CfAKs8d?zCX(v$gBluw!!l z-^J{LZ7>lTEA#wmV@j&Uq6s@aIZ9}CjfQ`{!K}`yQo)m$_S^P56=yQ%RMhiR)ne7T z7E>ftiFlrzA$SV+kXYu)kzJFAI@_vQRU@#!WKr_`LfDrV-}@h>1$;9wJxi(E!!0QxL($%4p z&L*~zUrEhaK2?qZ7QHzKeL9)54w_}*GUP7z_3D60ZxG4%G$XJNHJ{E<(0QnK;zQMe zLID_p!G4);ccj|$m3UX$Hk_0hQBxu zOX&{tJ_QMoU#umzI}N)pKC*Z%Xtc~_{|J08H~7P?L(i}Fu;3<9&j6M;!$~3A4-@~w zXF_*T?OhWG3*RVLVEsk$JPiqxILU$VpimLJW)Z|$jzyH+;)zn0Lc3bP#PMGmcj&kS zvQwR0T;64o2r^4&BKT;7eQ}!3d;l0%UR7@RN>xakVV3MGO=4Jsk_L)~E%i{2uyXYe z=6Q3j?&QZ@iKC-g7SgqBfG6JT>wlDPd_0ZAG!dG4606Zoj>zwe3Sq2an;OAA@&_9Yty61ykpaRej6QTu_W5YJaqM* z$pccyZ*MouxGrk}uiyr)!6udDEpBdhBq^D^_jEM_#(DrF6g@Z{W-c?$$x1A@8-g%G zLjvW_vx2*_lz}$xT9YJe>^V*(bI9<<)$RB`Ej@b7|1h+W4hi(=r=g@%i#<18d^I8! zbZN}W>?b(I0)7hITJL*XB}dN{incWGiAgo7?gx|0zx{xi^9|_o1vm=CTuMFsN z{fk)jV}!ch6m0i(w@7VLS^V!lYw$O_5z_63$={o!f(sxLfYrGSF+e{00+SJd_uyNj z!K-(mtAUjbzeoDDndnoTIS*BBBKrl*(}qf;y+#B{k$hupy?S#O?>m)OM6&Nl@;12E zsNB_Tp0}IhVE9(H^<}3;5c@1}E-24z4r+LSVE##4D=reKT73{~?3*FQY?WPceyf^J z&afne1iE_?Pk;Y5>CrU1JG8L8&FXo05OScQmsXW%=e>VdvHK7%I`D^)$w;cJj!SQf z@gQQ#|C1gC;E$X!oVw=IHeKviX{Z_e@CpMW*q21pS|vR`)@qfmAtgL}ZfiF5kEz~7 zeWd2iA3xx1Mo8j)DmSJ5C~}E;2Wvc^!lEX|&KHr1%s7e*EjXlnY*6o{X>#zxfjPcP*dZHt?`y$b64#5IR=C z8f_7Ji9P&|{cInNZ${48`5FeG@)wvwx7rw|tjYi|+0PL01s`BN@&3{rGhvRz+-VRh ziXBzRq&D2|y(RfYF998I9B#40Zpd~E+bdk-ofY;ej|N{NXMMk;(JLmJwzJQmFTRy} z>tQX6a-aEaVreRE1I!ag!)*fC>R4V_=|h8Zs2H^2AEwXmegoT%Y5Mu#deH$3xi1$4 zLW^oG9Z}u>Rq0c8QS&oG-{|g;V7JhSfH2*7@{2Q`qPiWa(De*v!Zyuk$C}2n#y+5w zS0;BG+xSzW_tW%9M{Z#3?|)hEEtE0FEBNwfKWOeswGcBjqds~@Q-)5r=EFU^nn?n>Zs^1MnC=-&J7~esnMocB zUCL+vtX+cqjaX_?`KVu(bC@+Du4sgl8zG)s!t7>hnBv3Lr%J&ZVJp7F*3+b59o6M0 zW#IwFx5WV|O~QAdYPmCfYep09KIC!H1~qODPArr_FO@4!YXJYP2+=CpnsL1_OWwPU zM{+sW9sZWJe`Vapk7GdiM%`(6^HspS?2ZDajPShA&&$e*t4TRL%5}%p>LJ^gfTR_g z(q7&PGpyPix*&7fJuP~%!DOQPr*KD^=qRK>yHnFH@1IWhk-GJbb9a=X@3ngr&w#P7 z5N>XQJX&u~K&+QfOSQDXfd?@>3orp-{iiok3M5|;!ti>7=w$P8v-c&^~Z0Rx+2SU}b+mYt~8pO{OcXN;<8ex+O<)R7Ka81tFf;6w_!7-IbE^{s8iQ8AoDnlkU5$J*zs7ifemto?QG3lp5@_OniB z$x9hJ47N~I7nIbxqgaECzm1~a30)qO+I|SqJ^TD57M#jYsAOC(FsrORtcYh|p=b5< zYL4>)2A#hGW~`6i#TPbissph@3u&%Tt5omyj8hiitVXqFp)R-fc2R;faRdq{Vnt4* zyDR>O_-C8M>9rYy+K$aZg!$yebIqX)BJRw6s#Vs>y|JYxtdbNn8LbHsPw7eUHL~^5 z?N5I3WgSk8HgeIMEN!f$Gsc+=rTKpGTn~ShCL4eA=|3_Zc9%fwGID>f67P-p=om0g zdSdr?Q%laW&_E)H=}Rrb^lC{!G`4^|%(bVu`!NS>>7+%c=A<Yy=ueYcn9I~kXP9BnZEg5+#o@4N@;yKfo)ucG zSgL3oGTK={4KBDh$xPTXo=pV~`rC32%0~qsivc>owSLM6ktQ0%+8E_i3fhw=DoNKa z#N2DS@;-Vud%&T*?k$HyWB{1L`nWy-!H-0ww|QBe8ss=|yg(&cDi0?{!hyP0^f5UN{9m*xR9z(RDl`TmSw-Wl_iJq)6H|>c zVGQ|gu;ycyKo5`Uyu?V0(ET=h{Kp}#N!(x1Fo@okFeR`4!tGaEn>d zH-ZTp2DHNp&^C4Hc>OX4=QfTS*_x{A!#_{*hLV4lG0C13zwLdJ&e`DY5=Wv3M7`wV z4mKZXjIMG_AEUy=lRM$}$N&WwMYmpk)^6C5^W?HNS7qg=ZFW2^D9>y(uea&YnoA3Z z@iw)PC!gAx_cRXwie?t9tu)KqE??9HG4enH0zwq>ddtOMs*K-itf$TrNm;`-Jr)kp~skBZ?ZI zt;dZ**cI$(d5-1Ldb8Iy)?7nQ(cMWVZPcoCI1 zzU?q6OxA?)0bsC7F=y&se8C@9EfD)DQOV_b?P7*cXz>-ma{Drjf68(#46R`U-fk%~ zXi!q_CHI^>YW*NlSGV}OuK+vrw=N)}TEurU2QKleVu}2Da8fdkeRAu#>8Q=5r@FZP z&2O{e7JaTuw$)dkH2l&-0S8+R?TL=Q5`gB;L%p!Q(5pI4C!01ArXsQ3D2w|<1m&l?A%^dbd%5CHQv*;Ysbt7?I3*6(sKi|EVGi`%XrM3N$wUWEP-m@fs0bMxe z0pT@Ueusuh>c|&gG=p82>oLMot(%y9D!Af;p7@X$ol`QCtgMg3mf#y}Tv>zD6GeBZ zmT7pi<#8biVe>4yf9Ep?*-$u9lI{=lcEe@3;elttqS1W~7~zrcYonQzBpa_jp=E-x^JIn+l%#*d5w5Uv#9P zN2+hd?(AcJXT?6*4NY0gr4)hvCeNu+3$yovW7cit0?6^y%&pfpbuU#iSnUKz>vm|o0f}k+n1p@}0 za`M=J&&^NDFs-T|Gvt^Q9KSY+xI8}|w>IKSY;m{U&$z?pG4IE< z*c4dTa)*!3=j4k(q@LB5o`7<|dge?7^t6jJ%b*br7S(gH@!g29#v5GPTbOGo6Gr^A z5$HoafgHs*zWugCYa$NR$mdGE#wTbWxA>ZWXZL8>oYmFSVuOTUJ81EUjGb=ElG)<+ z^y5{t=aa{>-tYCb*7hZ6*@2h`fdsO8()RmKlDPrOfAy2d~EU zua*N}k~_~&esKr#rF292lKW2`Hd$rq+c@ktMr=joAFnAxP31s9MN z#L`{P6htq8Y=C6sk`mvoCdrB4%g}>5&+%wqiv$JwLYGEVDA5Cj{A=s~M%p8>j$?)+ z&$C|;Q|A)t|0^2C!c6#TK?k46KUqIaiSQ$?0B66y`4GSMedPR*xKDk8Ir;hr@R-9B zt=X0%^>`2Q(l6l6;K%lvt6r8#WVLTUCOdIXBzPm89KO#nGZ{6%PgXNty~0E&&7n=# zF9@cDEbfN3R0Ec_#AW#xTrU8Ebx-$`&i|+bk2U)_8#>i5M^dR=v?eEG_E2D|HvL>z z`#xg_hptHEb;&KhM^=iA~Q5z4Q@wC!4B5$Pge>D?(sNUUXe zLa<2(xUP1{K1DxkJ<%sETyb%=ek&c%Z7lOyr$!nzvT5hk??*8wUm1sv{Z{&{S3ZPM zO33Vu6w$y^SB(fr&voZNG)z7-ECYUr7@akDnz__iD^w{iPo*LYR-EjU73wE}mX9W) zZ#wZwH%$6(C}-_&*1gxCoO1WE?lxmj4EVyX@x>lPrzqR{HDKhecd<5zVx(kAvQDhJ z*h_b`xkhydR-NW1m_+VPG8C}+K9H2i&amn#1ild&mRz9?vJ@9AA8hH?<4$;l0DS6q61Udb> zmX8nXGqPhprjdo~JH^7%D!}@m_f-Y4oh*A4R1Y6Cym`cCn%uGa`*Ypi+e7|2>E;;| z<2I**=S3b&>gm#+{fus80|GT{yDGR8)_>#9lUdP@u?yn<`-L9L8mPPw1@=Ruv{8kJ zzH!DGZjZC%UfQ)Hfok_cACU9^dwQFlL5eZ?ddQ#7^auKjT=nkURc`S17~IuzmIS}q z|NO*yihZ6IFQ6i>bd-QBaJx0He3UA3u792_urUaX3pS0(DM196d2lL%zvDePF1_Z5 zCM8OTWtqw{8!N35^<(j*Uh4HDZD8QK0q0Bj)&F8;$hH1iZA7~%&)y6VMBZwxM0gk= zB5Nd$NNP;|?uC2XZfv^ou7b5o44;qiG@!it(=vbhbwdk%$^>UAYA7~{NnF}B2qxtK zz+*b3o75in7A#<-UcBVs=5MH{{c!uRfDf><^z@5>Rmb#EPD*-asEOaT`D8B@`Xy4* zFlx2J_SlaUbfr6)m0vMz-UzB;BD849zyGR&YcI+(>|x)1ljw3uHcp(UiNXKLCP{6^ z%}u8*g?V&xzU~RLd5~ip{*6!NU~0l|%RF!)egE0$TW-w-CqXMMUN0$TCu&+|gGgXEOBk6(4hQFyb*3KQ+yC)Z&Ad7|KorCZku9cmc6d9?c6;-LK1C-D;~)W zBpxXImm_0;_96an(B}O+0pDd6N!YeR zc!9s=J)u8)GjLR@;l_D34}thh2Gf6EQ2)O(Gz?*QGnutc_8EzCzO33tk;UemGlLVk zA9Ulv-&%U1n-3oZbv3ZDC64)F0@+R^b++*eZXPY|yj=N;=URu7K4<}65*2+jHZ8uWk30tz#NK{i7VpaNvyOZ`jb+2xv2>)U&1Jg-t4bRSG zQC9EV*OW{Xgq&8(LYg;jmnJ6OY(m=5g>Hd--$!PI?w`3g^Jt|BSaG%b3lijCn!O)9`;#2!2eSTX z42euG7d?%5SK#HiJaI2&<=bDMB_Cp-gq}r_Y?b}66y;r5FsP7XaZMLue6^&WXVz1H zsA1KwRLSw5tS)v+B#jhP=vdaz(j@xsZM#NCdPu*Li<(i?t8fV{hZEOtewPdC6P*2b z%#*&8O+~uZ0Xshf`*9g@ice~~A6xy5aA452MI0wka`s-N#=s^ug`#b}fn!4ruk#76 zd(7k?X1%(m34OGs9rK)*vA+4^;};t*G@@{QNiZfI@Uzc1?>d>X55(JZABNKfbNy_P zs}{gjs}L%^!Np;?6{7u+S>R%KBtjl#rt*D6mVO>GhPAYG4^O+Dk`_hky+^9>^Uty@eNJ%#H;5wUr~qIo6M&TvJD zR)5a&N%>)=hP*)MXaw^JSd3o~*x86w6t&rr+R(9!eD_)RK1$;r|6~57ujjOAEnJ%D zKf+G96$?^nR9E&9;z{pp<_s}${)96!LXl}%jb1cJ#+%4{*%+kL7W7&o+O<}#Z>c$b zr9nQ-v@yop(-KBm8*XLF7gn9$pjRX=o+%O~>pjq7G8KsKYxR44+sTX0{M%9kdO?_? zCkr1o(v=076zm_tivE~hsJZEU?|vWWBQE);``>{B_DIgP2Nl)y@)2d@mm9MD!uLkc9SCutO-BT~wv8N{DrTaqcvW(#|2kTP zCg0)9LmgO=*vB3z8qtaP*#WzYXevh&pb55LRXs84fOu|AKFIbg`#r-Uj3OL|w-jU~CnG0gLAs@bcsZa! z0PpeSI_cTB2{9^dWXwq3cs4Fk@X^;^x~Rb6m(fTyms--$FvOzIq#lO&DC4%lR8(!? zCqyrUE{2JS^@*X2HGb`7$Ja%CN1f}!UK=Yd6B%m5t<;PiDQ86IDBc0Zu~<&nDXkCy zf9Ss05KZKNw@f%|V--lMDv`UmUk42V9Eh#6`=6+_J4_RRL3<1fx0p5}0^{DrQ`&!Y zA2hh!Jaw3-!mz+6X$O?Mx2z2*%8z~*VO97Ao$P+PEeXqQ#oh1+uVabJJ|3OL-|~e& zI?QpY=JS2KwtqY0nS$H3CbUH9(%$Dt<;OCmxW=m#=*k)vmK=%#QV(0ybeRuTFI+t{ z4!$PJR~{UdlP{7OTlhVYmJ_Q=U3yTljR|!bW)shxIUmqLH;Btctg-G#`i9&^`%Oa9n6$Fyg^r6&6)aay1ebycJK+v^84+Ipu&Wf@askQ&Ez1i!)lH zXCnYO><5dTm+EErPIXOjPlenDe;MGa341foMEygFQpd(A`5KL<-`$>zw*F`9b8HU0 zcjKwgWnXkb=om@GKqidza{g9)O+7^<}p%D+$d{Ccgs zuob~Kz121&u0^-~u!~{XvoFMyE$E|_SO)}F{yIzTB(3G~0uxyu4J0sLHZRly=iRTb zFxwV1%<2DO=4rUtoU@)dD#C}J&r?vZ&QZ&nQgxqQs8PKoV5Ou&GEzI;I2A<(9_q zj)l=2qXLvq_oDHM?vD&XsN*rpeYKd7Detkxv?H~jJZfWxMFUFP#x-O&66KlzpogH} zRUlL}^U?{&B1MaUD1Rey>H$|2ypX9_dF2(i!nFDxZ!rjv)rj4aFXZxRXreBx^tR?-R_(yKf0OSL_`{_$d`W~R|zQsnpUm&Dyf&| z;j+Ivf-1}Kum4G)qF0=-DWD-uqEWU-%x0LLY(I|h^xwLVK@h$Nq?h9>pE)Yo_O6tD#&`Z7QRJ9us{bY{v?V z21D4z-2cl*v(igvCJ@CYUW*wwcKmX8J{(1_e#n8z9=iG$tx&h_DUa=54ixxW+#>Sy z#t28XuKGq7t}&j(;c4sQCP|ykuvl+lB##ZA=eG6m*0)TxST6fZC8-%=96Hi^QM2zXB@^NJ4a7_LVj?G)8NYqI z>Rp=|Vs1Bu{0zKWdf0FiuWl>%z(FTZE-M(z6@E@rhl*><3OgSotrLeU?r-J?9mM!% zwd&(vFL{iYrppy6J#)!^@hJaY*N%$WVZ=W~qu6?;)SD9q^UoL|ZPAUB|wTS3Qac0Yfa{;$VKXXR7+lvdmwnx=)|(3R5i(BW;+rllZ6zB*lnMLYEK6= z)9cp+5EJB1SU)`ckZq3hPn57NYA-$fEp;r%go6TL_~FXnYYS%7HN4|U)?M*9UUst} zE%Blnk(GE@t`Jv|<=uR`No9NZ?o*?#|NnopZo?IOjBq89eKb7_WeIjn0={e9AwFl+ zLURZ28x4E4iZaMU#nw4)-=gDeFB+_`mE(8cG7Zm*Ui}%m_+8+e{u)!PXyVCTyoQwp zO9Sy{PyPVMN5h7)5d5zOMU@sM09m-NM+LZQ2-$z@P-9#rsD>Zz;w@ZH6c)|uW$Mrv z0zblkX8`?2WFA;=#O=D=z3r#w>6>c4{k8by_2k&{rf*tX7|c=k%S1$7Z#UtzVMavs zJYuH%>@#soub^+{G$#whu>5&%93@DE^d^rh-W=5@X}Z|frIzI>;T@3TMe4D z-2AvZq997()?{^2>a)BRa_3+tN+*BBJr;@4qhOj1{B9%>`YU61y?_Vf1WNKqv!3@` zI)A}D$XC`FS}`*A-1@xsBwQ?X(tGF0e%XIng%ay!QgroB4Qu2PFebtthKN`C zA$Rl3bt%~m&)9MM5fIHO&Si5cQvEm#hPvr7vlC8^F@nf}r&i*BkItc-BPsOXB#%S4n!?ii&Tkx8F% z(Zp%x_mw%XWZfx8D%9Jybr>3G%liLVd+V?$w=Qg400EJb zmXZeP8dOSYq+43LJ4PAllI|F~YiI`e_QQGKbI$u+zw7$``Ef3hqdw2GJwHy2noXDmjr2u+)nVl7zEc>8!P6;R(tmU-NIBywA2FHb@WJGwF9$i^^?% zv5;Ah>UZ>Up$5uyKJ_mci02JW6u;Hog5_N&)tl)}*efXjs=k&xI!X6_d0{a1AReVr zSqZ_fXUvrZdS`VP9CmDKLKJo`aKq+8fKzY&x}jE(oNqGuMH_e1aq1%v@&vHx^`3D@ zfWAazfh6N3K9j}##jzI@OVT|%AeFLz9|0;uXYA?^2g>UxCa*nZNUWi5$9;1At+}bH$HSWMTkdR8@G2K5B;?+5wQzoLc*UIB_^6t~ zkR{c)+ljj3Cx@kl?J-l+-JDD5dE39V=gRJvH1Knnb)%mXFh|(wB)7J@9Z@MLQwsVx z^V0X_`bnmq+O3w<4AI!L;5^3G#K@PNt zdvofwOMKmvpY}Ffe~fB;>@PAy@RT7dh;D{UUAyrGzONtCVht#pJd<2lOXe0HxJW${ z#5?1iNMX#nksYR{;PkPRdgCBiqkk)K2RmiDQM(^FT9lO9^zsn>&B|y6Zjs(w&b<92 zao$>jmT5fx8~?Xe7VTMJF83o} z(Y)VhO6pOlTkce?q<7%(6obwDky3^A98NjQda)sXg>hXS!%ZpW+F%mQD@!G9T^m*p zi}W-Tx7(b9=)J|VG2i->y7##zqVKCK1GtP&RZn7(y(!_zp)F#k^4nX6FS+QW0tr&7 z0jmcCYDaThD0&+~{jAMDR#ACYQ5#rN&1tD--H`=RQ{UN??WeQCTQ?{F8WkoumeeOt zi_Uv4^5)^e>=%MRXA{fme5Ys;u4Zp6pLTa*dx$-s(HJ9Gb)!@=d@tbcTGoX86pD6a z!i!!?M-ZLLKfOk}?YyEsDT1;54Ll6B_9B*=1>jfo>_syPu^aPAX8A-m$azprFOrCP z>a51TxvYW`sq0qx<4{Vjp?u(}pFU=*R_L7Wby+xfbAziY8udCMy}Bs3b^Z;0>I>s+ zA}8y38tp1gE#unN+hhE3U%Yu>RQvK)yvS7bz>-g*Kt5OO0kvt*CNt4&X{i89v=SS?GJae(e8lFfDGNi9X&&Mp zvB(L3ojEvMF@x)tj8``IPRC{X+uSN0F0uFs(J-A+{##~cYQ+#;Z~Bd$L$GI3=58AK zpUn%QsAql)%e;wdx}qOD2PyPTj-lh{1rG4UQc)nvtv5m(4_D-$O*i<>4E(5&oNT=D za5cvYx78$#SaSWjga7y2d-8&1JenZpZKG)v)dsKpC{++HZL1;=^c~d2M=ZT&&9_*v zENaW9wQKa}iih3~yEm{AFUMzOO)Q>`%oK=g-^)R9g3$+HHPYJZnTH^@7 znI%~Du_<@kvp$jH)C%Oi8)#2!Duv)JXMmQ44lZm3vfX(4r%lG&Rx<%Y zjrT8OukO66-l%h_@qQ3I+LyS*8Jd5CT2JN@o+p05%OykAlOIo---@kWi}~X$JfjEBlCg}odR+=mt7!@@9efW~ z3m(7D`xe~A#}a4th(E6QIoyl*bbGpm@5gn64}qCKUt*}Cck;nI4TBtm)jZQpf~AA@ zN`K@^KocaVPG|k=x;4**R^%!Lely%c))E9mRD7AbAAa9T!rIF$Px804rVTO&n2J7S zVSX&*`X(9^!u|Dt$B;MWnSJ@9z2nS7t;yaz1*-IN{kieH5ciOgQqxz!AxV0drOY^n zl&PiR74*tFC17HRQHlq-R*Fmx#`F~0&rKp7#v$&}wIu8ChRZcK6$al~KeEqxN%F2b zan<$WnK4x+yq6YYbB^LniXFm)G|0(xdHY!F%PRPKG35ElRB}s$feN13`%ORjnm$ew-BNB+DNHxM~uLh-N|sV zk@TGVfKFHJg$lG7{0wi92U^_s>5B&4!eMhXiWGqCJNj*^(6(LJg-k?fP}s9#BVtbu zBNA^8qlj215+M&f+Pxn)<;dZL#WibI+r$>SjA4epHuF;@tY8iUqZ{p7FEBIa);==l z%6Bs)F;}+~l6exV6sN$TR+#t^xvU))>7$ZEvd^J;lU`NXVqLRHBrqMq3?-dewca)Q+o*cCli@8T^=;kcPSq$Ze?L1`={XVq5S=9k0?aumo*!_Grs)G*uU(-Y2^{gQ;=CPCHma)bvM58hTkpl6qff)B>abTx^>X znsl`h-fm_>13F3yQow9&b$YnqbBJ9C(oB^3e#m

P6iOH`a=r-#695#yBc^#der~ zkdIlmM{M&YfBJJztThMEsy$B}G_O%SVtv#4 zF8mBs+x)nk#Qvt{o@j+x$B>5)qpD=pcull!dG3P$T(RPEs>-%*TLRmL>+SY<9x7~b z(@0WCL7Q?hdXlb8`gL>RhC974-0P+<&)yPOE9FCWO)>I7x9vQRHnt8GuN=v&&x*S5 zS8o`uQ+Ja_yHQOQ}|k)J9K^$>cDm?X}V6ANQ<#WyOXh(?A9PD?oi~B|WEA{!OP;-TFuC9PtGvW^m~tuS+;M%b;4Nu3F}D_7Pd_6Ud!eNOLV^c(anW6*{L4w?r{n1_M|!K)s{j>#t&h0Fy}LN-jiDYE z13*xZSuO4&?E>PAZ;>HhJa)j<%TVWRS|+lH?$(WSGtSe%hMR^$Y6U-$tTfl1D-bdTIAse4Tm%JH!vaLrsyh+cii)y z77FD9)FLR_J+Y71&XchC;{{EHR)o9ejIc&r^XKW~L-+X+aEOVMXIEg4Ou->%`%d- zQ-FDKR;;gYt{g~Ys^UY8+2du=WLgdfzjA&kiwoaK;~}a{*9vcuu-kY52=!G!$y%0n z?BlcC5>1D}X{-5ghw!|De8AC2;@Rb-@IW3X#Quh+6BN}r@%bHJ`aS|LL7(B)*R5JO zX0%avJnj*?OC;==Uskds4j;VRHNiqG7-+CNDx>-K*z6m!SaTbv7n!%|11MF~3nsr4 zVRAGoc~?`OIaW+)k#QZ)e4wtxcYCi0)>} z1r+@V_|IgfzS|@`o44E(JUzNo-c;M!=KN9X-i1@!$)Zg+a;ZDnr4(nh3AOv4thZis zt!r1^bKRmWFAbxVfxmOZUYWf-*IU9X>wu?hxL%{9e6aF3o2>xlx@De5X!g;S$6)DB z)f^zp`srdp7Kn7+CqHd%b2lbRCG;)0x3uO}4_6oarrYltO>Dci58O_1zD4aNYD3wK z8`tPbv1p21a_ns)ud}3MGunjWjlh($Id=70!8qrwTwPMwE5c9G{MiE}KB0+qMnlMn z9G=5D25KC;#n0Dy!KpR&7GZ;IZ~8V`ytjK~y-@mE-|SvB5N_H$L(xccX8RE zbo$sMMC!p0IW^=r3-=$$vkro?6w3GSG%T9$c}|Y)$yZ?3)6(XC`yJ&TDJWsIDO&vq zf|Xid3_2a{B3cG$_7&mhrXz>=O~^l`gk+n;FMDwdCuw1A4xhFHF~bc?^4g zevohYc58|`PA~dlW$*$*fR#|VD7>T89eG;=_3l~H;kc&X%vKpeg!CPjR*JA(1ANJ6 zN{>Zu`@HP_(HbIFp)gX)OB2>M#k>C0QVS`>OL8cWFYDfbNk8l)VQG5mr1hs+m%MX} zdbr4k=t&^Yt5zAN z>_r$kvR)7Ji)d`R!qJvwEtYGP`$JNTrr5BijnC`-W%Am=lErH795d8modM68k}Owq zsNTT$ymmUX0riQhrz<7{W99mGVHZc|X6J6E9N8Y@u_eQo)oF|pGC$3}E=7FX$Qhx$ zW={vVZRbIwJ7(^ya1d)BHRNKlQB}3SU1xgcx6)lAg+?|csAxL7_M?n(kpn*Wq?YLA zKEtAwGr6kvJWOvi_;{&Nr+ND*Ce|*_Z)O}vG&=GpP=^wz)39sR2(xQe@y94-D|_{4 zt2pRi!JE74_qJ^8ecR^m$1pFpyb4AQ=cP0ZNJ7|EtQNJs?*M7aKOrudsJs&MvQPG& zkWxj~kEox*Ub-&ucvJSRsJA0Op`c4Q3-ko?=ovD>)jbF6<^^;I$L-PANt3Ia7cG@P zBj+N^z3!X&$oCKt3(fMT@GRCG-aqEISf|}?@fIQ!+8o2F43p7MYQ#)fAxxcZ*rJnp zWVTSd-<$kL{JEN`4jH+~DV3BDR3vrFlPTE-6yKzIEIL=#qgn|U!<3f-*i0zfvpDjT z8aH^Il03)sM(^vc+~<3H!tp-S)NIXm;V~O}=WBSY(uza`uY16Y0Mm}0vXNr-;EnqM zRhkhz^%|x2!nifQ{j3`3ma|#A)uhj9o4&G3Iu7v;ea4O;xJWa!w-zcuO?qyD{kYXw z@*Iius-hN(X0Ys?Mhdcc(kZ^Dr2p(-d;>Wco=fz- zH;S6i&@(%~PNeh1$wmj9m$w)s)J7ZN>yGMsnj6l8-^~R!iE@uvzya~_chJiQic@L0 zn=KugVr|$MDF3iK2cXk^K_CB%&E-&qgN>?|sc(}oPIa<6>!q6tx{BW9g1KdV-6XEz zVwlU33fo~MTE3Rm97g;|45{|v`c?e7))cH`0JFp=d|Qy(AN!&W&wgFx21M6>FbM~IxhPHuTtNemBuiG0st%B2y*PIzWt zv6Ya9SFh-bY& zvDod15n0RTv|A?P_IYaA1r`-{Dw1KWx3%35w4g?~rk;tb zgm{L0DeJq^exkhUj1ZK-*3ZY~x8#%>uYErviO71IptStLRk-`w zBhb-NtBTRisFMg6dF-gP?2s>iw5WZs_c+B{6Z_5F4x{me6sJS{1T=xN)r_ArOr#Z9#_nBn z&^p3OxEH)%vvO>+p}$!cC*ams_JCcxR?u}XS^bU0$3CKxMAJwM6wm_AFKoFwC{-c91pulEVH?s{%D;*g#7`(>gkzRDr% zj$dNQ3j?pSLC)wXf?zv_4l@oVildJfJL<_f2{*a}6M3@+DDUEiA6bGkDyAm&-wDwhYk zKA&~oAXMlNX)J7|rC#d`RYo>%e^pwkwL6PhQ6Q{w*Ut`5(yLuQTQ=9tX-rXtc zet!#b(syHJRuVXhNzp|WFVwv5KBpQ5VtW)6J>*l9?7N@gnj*w+DY#7Q^_3$^7~4(! z1thl_)v^IEzSd|bNf4K*pJC5K7m%7Wu>oZNmNnWs8)u@kf#$A&U{e+vN(Hb{2}=wvMmXVeqATj&ES#bc6R50w=Y5+QYZr`8RYGAaDg0RZ0 zrvRkk(y(KhB)>bEZj{W>l(XsHP3Ca*cufQ)&u}kVa8xFWm_2`quTgsW3VyFdwl&|?7i0z(8o+{k%onStN@hnH@-jen|w)JsqH7P2knaXz}NRaz~I zN2-;ehXV-JSPhAf;;%Vr{jnRAt56m_TC>FQ+=JpY6h@yOkJ}MrW5c=IqiZ=R*4O$r zvc6sWWt(zyhh|p7MQ3AEx!@r&ZvyclZ$IeEik{4x{4Sy8%9I>luf3(YBTauHqRme~ zX%kVxGazO(c~jcF?Xc^t_HK>=sag+xzx;zsYH?N8>C3f@}1uKubsoNN$z zxfsp%X0;{HG-p#A==E^-j)t1;y*`oh&T39>$e!NgW1aS0G!*Md8N@jFRV~G_gUQ1j zv+?2MPfNSZ?5ofijIG)V;im~dH&#A4+p`ycE+!Uu9Lq+0(KTf{jbM#_Z`|qhyE)Gb zzeA#sVBpGIEQotR-&FO=ecbNxs&d*tKC$Qi0PoLqOJNWGTE%-g=iHx6lf%WT>aKBMo83UPI`*=QSh^?o{xH zfCkB?iqSW(WT~pQ_$G|wiA&f*73IVPfaZ(X*2ABLP4uRaW*oT$0{ZRPr-O{cp4IUp9@8S^ zKi$OLQxr3Q9MP~rs*idWEHH>W4B6cDE$x=;7phAC^DB#dMixy-!nr=^&ZTpSMceT7 zWN)R&eqxK>SR;@R@hus35G0Kiv!jT!8;^ZI)JlLv&YWO!*eJbi^3`6y>#Vj{5I!k) zCv^}nVLS@aF22|=7if1b%-8OCE=U@c*V9RoYxyaFNAc!(eHQ(hyQ;2 zzhxo~qyiS(KGFj!ygCLSpijDw z!8^pxcMy4actARkTc4u^b2E!}33g;3fQkRl$C3G4EM^Dz8KptY2*$qPSi?ECrm7?!U0bU)Ws*H_K$ zvc@p6p$`YgZ*taPCN_H!lF4fsk(M`;C4P5Ti+4SU$kkbQC_ie)o&QF zTH=6tv#mQ;^qr>wcKsrL3Fl13)5+I`_5b)GQQS`3lzbFSqwFx9AAbGd+%n&~CLAW+ z&`Cb@G#!vKQirm-xq$t6RMkI*5xXSDKDsl8GLv=G8D6#mCs^S7_5tUj3V_0h4CP=T zSoh{=YtQ+~?b0aWk8b_Ya`CxS7!HV+=%`j$=~e)wG`SL_wS;(pwwQFqT!ebEx){|v zgYN{xJ{Jt6jC(49{^u7ABr{*J)AIrivCvxq7CbK^t{U!pCm(r!L{*t}Q;msL#ooQh zrWbW((iPi*X=Vx{b{Mx)5&n-5Bz(Rr5n=Dfn>61xdpcs8PhyndWEdr2YB-g<{?jdp z*rt5^ZVsG!Pxc$MyxRZxX&aC^6qAH;oFG&_!U}%CQ54$0yA67^fYc>=@3Z=m4DEOq z!Y|Kl0bsUbFO+?#JsPl@pH!=yS?P{vHPNTloS#RDmmXY97hlpiA<{m0q+0S$A?m)3 zp=!B>CKV0Mz4#Ox^WEisU2tqBm2+EGM1v$;ie>_QyonCfNNjlo{ZhYC_I(1)TH^V3NrO4elz`ovn`io4CI3p41y!!a?`oLemf1M4sPl( z{JCLJR>1`SX2_-=iLDmXgP7CprfRqOA2|T6)lTGLSg(v7zaC+fy zbG0pXXA4bl0|xx{t&l-1-K{wAe-=Ljt4gKjLPG8D#iQ@X%D=d2>Aj_->Z`mlQAV~T zKTzP5{KJS1_~V{P(XgzZAne(BQ|PZ$Ujd`>A;@i?Dlt|V z=0b#0_v8b{z6U~_yl?Ly6EHN{yK0qZ5Dk6}RFiZrR~8Ehv^6~H=^geb-Q88IY>oL@ zx1IQIbrp=mj*qbt7xlcpf`{)#Ifnhmbw)k&CO>#XGTAy+Cc^_GVd*BBygv09Ml~vnsr^vKuJz+yE4lcA) z5u>UOe{RONt(!$XkP3>8vDA3)QZZFk9eetm9Q%qBEBGVaL6i;&5*rxb#=>R|=Qa<_ zM+4JFoQz>`xqcp&k*NnO`U>Jl4nVs;^Yx{+dTS{Yk{7*qI1E0`(ZDVtn+J1XfT9nQ>`WAY6$e zRC6oQXsA4qY4m7{-W^&@OP2p^Mr6M)r;r=MPpCa|Nz_mIPm~lHv5XQFdcH}nJp}Aa zcpvUTSNzXF7?lYvCsKV~;#JPoAfsvi@u!V4x;;V!wiAKRPN3l%zWvue7+s%gdGTA0 z(WLv`^=zt20+fOdu&oUH-?jx|_l3K2iUw{2GO>aj#KgqE^pu$Pjfc+HKh-}&)=R&T zQxo|r(dO=I={-0Wu#^kBZn#Vm0nMG4!hnO9Et;=WmL zk9$%6peyb^Uta4O_&91HLeu3R-38cXNYcr$`i$2F!=CIph()(r<1Yf=2!}J)*Bm(_L3N0sLB)f25)Y^E7E^rapcO+joLr>g1a`-`-{R&olYZ zUBMF6!zUm>gA!kANRO>xP|Ky1zhWH7GS>$_Sf>i#2ZE=utXrUbUu=Q(Yy)JWtw8!& z(gtX!EyRETQ=m=~T0Bt`|2$*V$U8gxn|h6rtIv<@WwK_w_2%|o_SF|8?V&95|<)= z@ZzvDMj-oldxF>lnlj4ifQ#~C(3AY{)u}ab8tSVnG~Rj%-2#CX_&bx2;T*9d333fi#l2n@B zNxuS2Z9ULxr|(3Z;keyTafK_PR|T}0CxOY#g+bE_I!BEU{S@tNHOYh?Gj||dk@jw4 zUVv=O(`bt~pVZDnVA9U#LyMf{3Nj{HNz3-BF9foNC?2nqUL+)sUoJM40&PuTJ|@~`4exA{jiU4|pIKxYoA#3bnxJtpsc zuL;1&zZw+50k%y*V-$!9&QvZ#^GfoYOAFLOVv_wh2|+bhS90aSv>*C0OpH9=G!1p0 zVLN|7V1JI(8Y9cotVY7g(+|9_?=ROhzaxU*-2L_g{2kd*<9_Xi+qps^gg^5)(b>pU zY`3z_*p(ggq;vk`dNL)eK})auige;-fBu(4of)I}X@raKMm)}MnFVILm}e&dlJ5}) z%pfV?C48I=mD@Jv(JE5@qxUW&yvQ%#*hLq2V}Cu7$9Xj(q~}*F8JLP#vc%J!3^XKO z1;IpKpumD%10a+NOEA}K|8pcYtk=byfb%aVkU+(Ig_7ecs@l|A)ZPS%va&vSJkuPD z*Wq|>(DwO@u%yF^`}lKpohQK~wx9k!MC&ofh3qo4Cx~CmJH#?!#!PQ`!L=M5z)d=h zqu^RD4pj6fn@Q*YT#%9~v}p1{NVlEdGC+^d-%Viut3HzcIrWJGdbipW1*ql)h?^{^ z>bFgvK~F;K|4dS9FyLQ@c0EBNd9#A3kp9#0zXYZgFaBea^LdIA|M7Pa@z-ah!~S{e z{^Jte+bBl#db90Onb z^o4Jq6Ttx*+Mv*&47z0#D8ezvKr(ExQRh1bBwdA8Qqk;xHJoocC3F#3MFzCZ{~a~T z$b~Q_aJb6pJFfq!>)vzP~OdIy>h`DN;=R?kT%EsckiV3YdbfMVl)R0UXt`9 zzB@W;SF*(|>JI0vW<#XCfkZMJ9Z*ih;ILgV>_Qj3T0B}FYryNeRyybnWF`23h9#dr ze-6RE7;pQyeMSLNe<;6%269VLciW!ob&A&Vbh-E1>|ON;V6u7F71Tt~64QSKghc)K zH6)7$Yf1L?LE({>;{nF!Tx6F1G-sztTiNZWC9wrmjI;@qB5m3O+J>T9u9`=Qd+fRQ zJY#7faJHKM!s6X4hY;H%sM+G99u;;{)V6QEo8j5}@&U&@7D@{PU$B$f_aeH3Y>*Ke z(D@qOAr7+vWQ0aTAQynva#;&Et?>SNvsK)!ozg)3X$b7qPDd0EQ+uosml>$2+cLiZ zUHQ*hAie9Mn#N#rqA~pLd~s0+UyfOWRo&U?u}_BhZYC!9G3iwTxT}@$;x~`Rc1Ro> z+Qb`8ffY?viw!$esh~mpGi5Sx4@Rm6Y>D@?pj=|$hf)In6c0bf0>Q@$x2CNoIO@xN zj3-(0{kxf8-TwaHFmw(!zw$@f{e)JhY@|7fPsjC6sl!vC)anf$~{CCSTn%toERnRqR= zS*|Pl+}x1n#lOb7$Lc*?jmipP940h?ZXqN1&(iNLS2YGuhM|p@PtTFyGm`_uFaPUy zp&J^;VUl)0AzJ;^lui_no|Nd@gO~sLXB}bQENN;?E+Hcn)S7b7*03_pvifVqQiECY z^ZCZ`uEsI_fH90z>YkI-pkP6vTY_=b@K9o>qJvt>%H2#iu$70DcJWn3d>x^r)}+kT z1m3a`BRVO@taVfD(SUeY>fn z^Ze4?L}_h81>XD6hKwvwYmWYC+;d7_GSqVyksCJ%$jdk%0k~J!;+y9t+WNMdsrJCt zHh5!Q_oE!`cCM%$i-u~EsU7DSYfx8n+9p)B(fl=@-LSs@4#Sq?PAL~}6=%%emRY;( zK=VzDCnkwTw&r-WqYKgLu>mJbqIQu2RS93A5rBJviUjbC;E~R)LrL3-9oL)g?`G2f zubI-V4OXjuJ1ujX{%1Ujul_rX?$WTnIuNhE8)+)$5mIAvsJIT9tCYmdEYT>&LU1nw z+ow6O==>ZS0Wdk%KQC?3Xu#aW7OKQGrfdv(!C84*!?s%z1B$NI_#x>`$HgR{X}jDV zp>$G!R@{A-{l)3%kJ3mv#jDj88oA^A+YzC)W}@n5A5*pqtjdvY$4h8SQ$$Be>U!2M zJT(U;oWV@y3PIMvM>7qBMdyS>pcB@7^vsvK-^y;Cbip*;KP zk7lA4avj(zG)D#T?pAu!KP7yH`8=Hv0rD^ry%W>5+p7XqZfFeS;J{Ad`o2XgbF$|bc8)2 zbJhxp5qEROiE(oW%j^in*VyDX|7EXR6Hod+XA=gfXG&dQn3r~H^~-S5D;IB-u)yN@ zEy-h>IlEx?Rh*k_59-^ok7=I1Sk7;UF>}e?s#bRT^GI_RT!D9-EUL>T^aveou7-$Ge$U#bNI&GjC#SYAKTnXdlXe<|8c*1%ZVuWGBiNI4s@Jmc z?DX5dy?tVfkmG%X^27Go#_lo|A-QvB_NPyP2p5Z@L^tfR%X% zsy21(v`HYl!Kpz-Dzf-(Gd$n*&bhxHS+CxphhO;3-j}&dceX$7pba4oHTQqe7lXst zlQTl?#eGPiTDzehwrOh*A`RH6S+VR6Y`8)>NA>zT=-EDq<=*5o>Wqu3<4@>2D;?CL z?G(kfbDIvdd&gdj*m$oKRo&64+g52aeQHTaD|kQ@fMX{z9n8B)6uL>t9yJ+^_7A8h z@OpRzRKZI_5<%?eQ)#ns<5#gHfYr=Zi}aVIkVAvM3@WIl5XR0A z7sBq?eb!s{{#nxuYXawb!|f7Df1iUQ9T*EamH6GMZq!QN*{4W5p%z<`_wOi4g8U8NDsTOP6u9lLw8C zHX-&!A`8r4KF-IO=6z{(Smnug?$54A9DTep z?JxuC5!bh_zrV5&i~&V<^FoWKWvP~lZhK!0{BQ;^&!4ggyF~}o@%WI0|EfI@mfJjN zLWs{tZ}wIQv#@J*^pcdc9zfEV*0YD0&vcGfw-FV0%tfsjb2H)JL@j~-6<{M5`bB%| zmIW@D3n#G*L(E=908vw26ae5F-@khE3K2K62g$5XTOKCWVI=}8usC@+AS#XU1Sc|< z2x_N#Iv`HVBgguth?j-EN2>0%cA%<< zV*3(1ukr=pA%2kzI~MV$qe!GXVmV1Z4L|h2&Tq^I+&2z$=~M)AyhAh6>jp7GPY<`6 z#cAaf?HjhNWM+b&-L0(Wh@VvM+qR>FtLq4Mp}qtL`;(eMT|&k8}P7G<0e@cu1w z%Ja{))kGzcv*NpvBWXzeH;2YTa)3!4S#-L+?YU%-(6ghvz5NHSu`WEZFA+yRm&r~a z2zH{Ks;Qd8(Y0sDB3_lFR|vWTG1CGbc%nGK&FF}+3+?`f6J~+M^%2GCO*5Y=1F)6F zdKG*$>q4G|)-hnKjbfy-aTJcHH?aLHkWLq^y87LBOl3FHj;q(VYF$YF3_m5lqOlET zyPT1Q+SxM#C_Xz<=s^nbhML zckz=|%yIhHgg$?Nv(3-|QkR~{T@Ot``oo3u)VeMj(nTJq8O7a7A;1Kv?$WgInmgK;Td=BD{7OrDh_a=s^c?w5l%}W zQaK3$>gdq5zao zXEBb+#cx|7ANVhh_3@U3)YaUsrpb!Vm6}H=r{EuK=uG&Yt%1A3n1mqbUMhMj0Z2IT z7s1$@Yo~;ci;5Ojr*xQ3NUBS*_N40O<$6PgE4e~WN|n@Ha{jTf+d~B5qMJ#4d+y`F z-6v~e(~Wy~Fg`VD$TEvxXzLl;-1#h4q>bJ$S@{7u+|;o1nB_g2`g+(X4dCTFFzA}7 zQEA4@pqoo`p8JsbvIjCu*c=i#A%fJuz_Ug@0Z#=HWu!kd=Z&O`J%{&q`a!+q)5 zCPCTfaOq`_Jfjo-PN_EIc_}AGH?!TabQt1?4Pn`v$4e6+~ypiT|&d~5wmx9nSwLLlb;^=z5pA){tOK@wM8E)B%ntc z$(n68oWAsUzL~v)4Ee6h_$X$pO3a!R$4nn+3^wwZ_f{?=!7Sw&>F{#!o!`wuF4o<} zWZpR2k?UuZ+X6`rk-BAJk-~L+kZTnen176vwS3qJ0(oMg2}ix0voI+8%In;3pwq7J zjf~`(f?6LSNWEm#{p=*=)Z5fwF0?d&ZQS+yepYs#@1ZLwKBGt74ZVp4F@k%^pbRxX z>t<3OQ;;a{m>pm~-$cWL;Qe!k>~~y3<BNOc3GlIe?I6V1!UEea z({Vb=OoKKr!vkR-S2WGOB8_6$W!lD;{Dj-P)&%UV@D6S^33T>W*mm-mc9HNlxgzL_ zolGWf*^q)*FOns1Mo#}^i`Ly2PdFovMn$M_AxD1tVU%sRAeyQqQG{jP>- zJj?XhK@5((f$4b1xv(7^ylGz{7!ly4q`R=!S7PJx-lfO#>B(oDsQIQ({HS7YC)l~3 z{WBO7ITCdpte-fcqnN@q6xZkD{Nq^newi z9ZQt|XwxmrwS;o+45Z=Lw$QdDgN%H4x^D+FWk)W)rk2-FB&8Espjj_s?t+CKzBuXo zLR7S+Z%lkM;KI<2cef`}$&|H3$8eY!E9=OZJ~`}sdJBH_ZW{85Vz>NiMl?&F(1|Z2 z;_G8Aja$|HAgppl9L4W4_1;S`JbK!TkMLyL&qTz}81?R$JBo=<%4sFEww4LY4W(Il zB89Le45abd^!g`@Q5#0RWg$nyLt;$>2H87l-d46^yXA$6hT|>R(62{7WtRy;BkQ1D z>!cIxbQE%YU`^6tPb$O=z%PoXUYW#EGB7h1a%$jL!xn$y>%2ocCNb*iNNETQC8{lHqVoxpBK`77h>5B4p2` zr2cs6b_)OOq48X~BI0+e*c7v!O26E53Pf-~(^{sJ)*!58J7p!a`X#PHtkfO|$&4%Q zhQ4Y5@2RzmNy6YRUM_CYc{z^^JWlR7p2aH%rIXaxTX@5c;PqUvJCR^R#EKm(2{O{N zD3V&YVgiwUiYe{T5Gc^^ZYd_|H4iD zpz)l841W#dzetVjv7_KTv*|3U5F>=&lzj{Um_~0$34{ds=Ye|x#Nsa;xa zBnyY@JX_0)*NgU?{xVZ<1+Ts4;yG@@c|INp75Zx!|3zx}*Jg&JVskTaE4hB^LlLLt9)vMz^O*Hdq7v9Ht-?RDH%g$(t!E+RnneZRnJn9BN z=nz5xP_2>=!pWjp{{h7GOuk9ttnJR83ZSLE=0FV(s4!Le2a0Sgxgc39GowOfOh=Gm zejT62uyLxyk)5xX1|NqnVfnNzBP#>}U6c4P4Bq%>qx!zt^>mmF5rFn+|E>j8)z354 zIPW&0V~eVOkyVrLL0@wKq0>>we@dWu(l5Va*YlQ^s`ocm_k2MA=6Yw{a^9wgDW#W9 zo)%SSt)YUjO4F}6ySe&JEbT@R=A9|L_okqzr*VQDNcPeUQ&NlFeg|Y=AQbby-rt!B zs@_kpG43b3gFcfQNT-VRnC$w*Je1%V&S#~*okObr({L}kM$JPPInYi|tlmlIkNIXM zIPS4cMMp>MN6AI1eNa#NCI-s*Vf?glZ$WiLLljg|^}mn)u!@(?U<-uW=putQ^w+eu zWNI3EQuYZhzVvE&dXS4$z{pjO0R+Np9>g0Y;D`MvYVbvb2Bu$v_!DfRcHT97>QwA4 zknODYtABj}=K1{X1HdHjtvfaYi@G0{#J*x<1Wcz}Pw%{l@PukcL4yosOj1%3x6OPz zH%JS=%UJ|)e{VkEKX2l`+H>15)jBWJNTjg)9+~XR2l3ww(VtP$T^}9E5qqgGY?%PX z6!e1ogKjX(7QUt0h$WKDI5;+{$rCEIsX1uiB0Vo%1R${x?~q;~;`HFWV=70pdcZ&* z7-0hx#loJk#J<{*GmX>Zuf%-*NqS%vwtDKmw~i+fShR|FU{mf=JKN*3k$P!~pMfTX zQHl8TEB0I8ZY}Psi7PxISMX*1bgTCE&R5Tg+aH4;IX``Rr&gnN&Uv`@c>b(iJhrl9 zVohsg{mvP@CVDt}KYn=FVb5^F$Z+!E@X4GeJ}2{#h*?$P($n=Wby(-om(S1_>19)+ zk7Y)WU_QIzw+CWN=|+k<7kmD)X# z(>63tmGM6EX3G_+`pcdU5fHticE|M)OWQV^=b#KmjC+JU zoPK*ak1%YOJWIF>lhbAj7kHTAdg6!w=czs*L43X zdU&F+-CD}hT1yrbUgos)Dmb3`OjCgs4 zvg22ozbxDEsWISAn>6^JFjlY}A6mUt%eZ;?*|n}x^^{L9ch)fVncXc`cTuCy8V+yZ zOT*04BjwFs^Ky#}roUTkcfAM9`PbCzHM`;yZgQ)HKM>HuUHeAZp+^MRacW}HsK3;Zj`C|*)vIrq8_)-Dxuc- zUgl;s5w_;FCA?^?6Di? zph3AbA)-=E*^^l1JrLk`Z3&s^YGf;993PvsGNP!!gdL=;q~x5|;5wh*Zp;Tk!kD}3 z+|EU=VPlLd9Ln1f42+D=?aytu{n5hKK3u7#X16+ikkPnv#m3uiU`nKF?4dk8>f#Sg z+;_LI!})@jJxP-3^O`lrLCow;obxOf#=QSSV{Q=vlNd8tS(LS@TbrWvB--Q($;N>g5p^Kj=NWF_@M?waG=KKpKoj3M(p`=1wv zylZZ8pJutEQ;`Ymspnm$b?==VL?_1v9-}7DD$v^bJYLWs*BXODFfmlSUcDh!DNX=n zxz1^~SwSGlG>ZV7o^kGJP(yVBHCh-b$W>CUPEQQ|-yD8G|1|T_40`^p&)ZVJFy$_F zHs?XaToao7^1@@D$ztv5)8pVk*QZ)c2uAdN+WBzBqdffc-E_5U7={lOTHgjb5l0$+yxM#hxH`^u zrlFFyDzECTNGNQ{py1>~&r+N<)$G&LbL6K+pcR!We5a7p=eN_oXA0EATReMNN0ogs zUr3`DRpaW`fS_4KZ+ya%ZM2|b+~M{4X^RmNGm8vE^lvE-JLKttv!h*+y@K#~=hG_^ zwjSGCi*4>^u%(@qTY`d5LS6(PyF;F)Xu3_dlbSYNyrAja;!n76ikr|5Qha;OgjD5t{OJn^Im)h zl{f*P=+rZ`0|!<~MeapXOihH;_R+v#m3Fw0>a5Okw!l?;=_&1nBRyO5*2XLRFP8gk z9rI5AY+yY(U3nDmZ$?yeHYzXOZ|fALzY#zA>)l$m^HMJ=CLO2Xd(g(#72&&^<#REY z)9BrZw${_9bar(e^j0 zcuh@~NLh!?zN-sY^{@Kg@JEfPKSVzegbZfqXFg)PiJPYnLcvy94jtwif8WKZ5L}&F z9F4M{$-QWbLAZPD5D>zCQ5QHLSxMjz7SPH>Uq0U!(hbPM+>F?*D#owZ+<_NN>aiJ=(BG zfVxBK6yU^TxqdeQ!X&(Ytz;VIC0)D4}Novi}m!)z}!a=;1M7|%gdsFotszI$ad^`&1C$g3Vbde^dE)c_AmT;mcR+7#f__La_n;^wkv z1`DoFZY**?Eo_^jf_iU!r9q9I4^csniYF09D3TH5b<8f}?ldI$Pwm){&7z9lXc^o* zEebnJFebxBo!y~3Afyv8Y_Pt*F%evw^0Cp{c9_&ae$iZ>ZK|)YH-_xTQ}b?5RhLaJ zRuE$#;5^NK0r5h3iqdJyxlUf}0WUh*gMBQRF%_;(Z3fcKu&+ntcTkp3a62Zo0J4f-=VX%7{QkV1t@9WG~~z_lyg zN9bAMwXxDM%vC7In{%ge5p!m)4W7~V2j)?xuFR5SUs{`ym zL`efOnz%1feSY|7r>U8;cLthhHJ=fqW!X6SWPYD=6i zn@`u>cEQUh{{6_rtxJndL?soSme{JP*+WT%DL4L!yai^{=~*+%VH0BYB2cD3`TG2?x{H^ru1 zVu*T5hu#c7z7&G>Z(2O_QqIOD{Z7%__bygZ1*C*84gBWFgof!KqJNh&NTgbiTCTIA zk~xTBu>tz|o3bVotQ6x!T~M-2r6Ds%X-+4G=hG+3V&|c0JUaDV@vL_4&Nh>r_vetY z&CBOU>k(q>-y@^D{Dmmp4wo!)lvAatx|{N4kN0n^l~uPc1gX$;c1RGIPfaO@-+!9C zYFy=ww6$~OxvuHhNFUD}xg6az=GnLDC2wad%a$)FaYkQ{*ZZF1^?46*_~!*Q^|U?h zZO#M5G^e)vdh~?7_}-+*aBy&XRYyy2?6mqIC)uu&?GAjs-b`2T89$@7w9l^}4c*l%^{3ud4Hj$1 zS9Yol?M=3mpG0E{&VbPW%+s^p+}wOv^=tV4g~{6>mJq&n2j>gT&dC{3b+wd<;H{Kl z*pdmDi}0UBH+718(ef9z|w9P!jpgpS5 z1v9VQ)GFsK`7&r#_GzlxF)j{S}Zbx+|b&T0HuDjI4SYYSj&i1#tieMM2quY~M{!{ zW-%~_J?V8C+{@tLg_u7pH{4#nhQaKdhtD&MZ@n$Y!hB$}Z(Gq}L4LRRiwj>Jn;a>1r3D38G+}2-R!& z0|UCd$$b)!N~FpYb|yAdI-*mHUgi1Ul8*a3Ti2C`?oVXcJ*Zljcw`2 zCL}trN;9%QNaOYE*G(T*MnylK-s#7G6k~_Raf0E0qz5jRA;s{oo!3+b8`Wr+c!z6z zf}fOnvsiWVwb|mF-8adc7(MI3DvS7QV@UH?VtAP~&i6Zb&#%CCYc}*Tk zbW7N~TYAi|Iy$X+$aC>eF9~$$(QhIF1OV&{*XZ#6Ih27Ub)RJ0trw8$uhc|y{x|Ax ziu)~yC%N3aiL>m#H0!SZEX}9soM5qlCrMSb&J<t zaEm{&dcwM8vLLGvhyDKDPbrF}{G5<7%933o>i$?p=Xji1?^C_9rU4H}fR~r|LOQLO z;E1*4tMxzS(J?VuJDh#c?epsa>n@Cw4OKJOgOXF2GP|9-XxC#)+vKO!ITC7Y-vK}m zR&6_(4S{I&N^VLO8x-n{QVe7SZE~cA1yGI|dvCXkc%aNvr5*n&B;K`-9v&WEmbXh@ za2vpQ2wO&yVd83w_ZN1_^hhw^w-$sL%GZ~SI8^w&;w7MC~E$DeubE?-bTBYST+t>p_4Te*iq;hvyY zTYDsIc$(nZV^_anN1CSdK|Fn-{S$~s>C|Nf$6@Tg7e6|Z{}EJlonH{Nw7Dkl_vU+A zK8IeN6{cxuDn0XKN#RU=D!fR0DX=Cb?gnwHIaIFB?5m)W(>W$k-@!Z$wiOUc?jolR zHU}$RwLx}mbc9L7*J`E3*oY6r6M>LnI&eN6Tpzw!7-i$S7_k2p(c^r}W9-wr5rdkT z#+`pJ!#E)rPxm82Z3Yu%!-VwuC`LT~8?>i!CqEB;wRIYuRlY*qL)@4W*BG{rHz+th zEnbv<@-P(f*KeEy7pnjFQ6l;8Upq7avDGRKbBH(b=V7h>GQ>XsE{V#n<^i(Jbh=B+-Pvyq@fLLG3BA%Bn}|+=gS`_XFQbW z^!Y{3VxpN6)aO!-7dV@@y85Q6A^pTeas78BWkNo5{j}t#nC5DpKYNxnG%a=Vofkun ze-*r4W^FC057+L(=990#8nEE~c?SObx}+`Ms#R50SgwXPf+_h?)7l$>k>KEyMDaf# zz_8xyo1Kzk1MBH=*0SS4EF0m^)SKbomsw2B=(=N{S6@T z{z%0trSRwrxHtRJ=g25drLOIch{(^MKLU|J@jrsWh+N?RGpk~z$Qhs6rx0(-QwYa_>-;_3dMjV@)~V97gX(eR zNS{|X%7{=Qi^qSbsD=9LBoR=eZ0%Zrke0CAjeYZWnjHy5{)FG8e0Uki8ya$6lES49 z83~p;T#D)dz=_1?-kme!OW9cXk#Kc4bjC!GfOq&pla)g$tt$wW3D0}jV?+g+KVpgC zC`5h@DS3RBIR5wBFf*}9 zN&3QiWo+`qji>P6iB~_f>V-wt{4^yVlpAFK*(0xHWoH8pS5{V{qoOp0$64^iJ@o$^ zs58q3tFurj6`QnSFcl+*dPbsDDO4lOZrC$& zWa@6!a4=A*T&K%Vpi`*ExGZ}Rd>1N|Qr+|PT5q$;|L$;q^XB_a*{1ghWpKd1EM*ss z7R1OWwz_j1Pm02@KsqVGUv&nU}Xl z2Mg%L892HBS^CT_?UmlAW1n;bn;aq0I(w8V>DE;rPVuJ^rvW%+%P-#9Aphex@!k$1#!DgmIwfFrlRk)Tt<06zE0EBgXus+NP#yPX<4$-kXlj=wgZYz)u;|Y~$7`Mau=^Vj>!F*#sh;iI zxrr-I7qv|yYV}4|^hp~K{bU{faLuAOMch-M%=;?g$%o5J)LT68GvsgEH&x>zbgpzA zv6aNX5MQ}yvmO(+U+%GXyUT_g>y|Lq83Evog~Q6Tr7<+LxTv2A7r7VyfBb)Q^8qKs zwB?is=u+Xjb4T7!`7hfoV<&yL$a;OWY|NIonUcjJQE3#h@%nz>lxtu0KH& z02ep6(&QDGD}LjyVooLBbxyC!=(B+mkNd|@S87-b+fS|nR&NXd1ee_tgp9I{8eEyk zA(*IJ#UKvwL?Z>Wlp<&-my-;z(L9WE4WT8PgM))`AdV0Zi{W0|4ZFnMm8~4J`avWnQta(yRbhMqFV@y~^6JLfgq|6i_FB)8x@dak0EqWR6XX<%~-G zEVssQL;i#Zx1LQ@_PXYZoBZteE}iJ7zr3WxaG1g_t&nneen{a#?ketb&!-P7p&Ofg z-y=IpnYd?JhK$|>RMo3XNc}rxnMW2&GYq|{k~&>oU9E1Y43^ukex8AKbq$VzIqUKF zvze(Lf#UassShm8%^$ye_bv-MQ+D`^;+x~bFQ6DIm@GAmjiW{C!~Hhs_D`` z+26j&?pzlQ@&|YZ&a%lrwC|M1a=)C<+@`4X(oUa@iLo!nVr8bO0Y8yxKijNNd4Hzu zaBt0GYpz90U;lgQhW&$8>h6{PjKE(@4jBxkm#$dC5sP$K`KY+Xm=_d!gX}WTBr5-i zRdx48B5j?rRl5a10>WPGJXlpUTOf<$`_}ZVnKO!H|Z$% zC*TNBk)w^Txr1&f`0z805sX2NT^zV+l1;*np7i2-QUaaHvcD7v?dmoqJG$BWSUCK| z{qm<+)#c$DOVm-4(0hg@k~uY?7?hpg_-Hfs{#z@hy7@vM1lp2qA(mOd?_lwIo%KV% zIx7Vo>%_R5k}8F}38$8*Hw7Y$ZtFjCu`jq{x5h=ZiX55nV9{%=6Uot9-1qK{Xo2Lr z#Z>ic#A)A5CiIu`nh)q;p|IVAWd_k`8_8%#FB%G)JX?O`%+J)SGqqo?iEH^a%|8Ln z!Hw5|#DxT#8zK{biSZA6=HmGdYVzbLI^AkVwHl0z)x5o!^v=7rQDsfdsMBb#{q=&O z4SUH|Qm9ai5uraziPi%&X2AgqI+rK{akzHrn&ce7ug;lVe?066CM0sWzmL(Y5*8Jf zRSy$ylkBeR@O(xuPN)@fdX+wk8t7ty*jd)4^f!Ewa>DRDf#QD2Vvv8*P{kLF5YYqE zh+n09W9KO&jBl%u5gNJ+5z~lCbJ-BXm2puWzlUL)0vczIEoEpl8xzt_B@O_gu(FqJ zm5wszopdaJ=S!|$ek?k=uOKFEh0Vp#J$33}R;gxz)jkLb7!m$PuyA2>YN4Q4ctUUN zo^ewu|H8EN++W%NMFj<*g4%QSd3DB(WQ~w`pP8Vbpa~;3m-RoIA@_w$S%rQH7*wl) z+#+|#F-5kYjoy2kir!`3`EVs~O-g{0_DC^NVT3K>G5ZVB+96Wfp}pKB*{9e^Vn)T5 z>nkMOJIQ0_RTUi~%*@WcYt1RQbY71oRA3>OSnNaE(#Ux= zj7++(ul~<1B;66azFs{q;j+vF5P%`ddJx8HOSmD6dY2DtbO&$i=U^Z z)b%Qx1P5btxur2$X&9GO@)TDgEt2u?&^GKDx=5Q1Gex@u#A@bt`K}Iofu?&ll#9v8w0> z55XMq(xc|f)OgEm3|z;ODi&GnY(6?+gj!imt!I5Mu5s?);-*hJxG@uEgnVp5SFT=r zEb6XWyHeCB!IS)nFXcHS6EazJrA(ypcwJ9b4^@wxy3ZgQ-{`it04iPgG!C%#erVDT zSGBgc%tD5>Psy+wlQm=hGAIK^D#s`ihXE3|BW_eJ7(JDKfqJV0K9~cPyrXAqowMy5 zq>k>99L_7{=pzhT-&!gJ5*RiOBX0ysB2@LX`}KP5QiCrE^$>F+@F@4#u8sHG!o4o# z8Z?^+)_kbup2(}!6HJT!J?YF-yI1d)oE#k*nva1%5$-oXQEWJdNaxP$7#>it)gK-M zyl;nczwB<#%6Ny!%rShrE;E<%!*?$M1PC3bap9HLZb8!7Vlv&O+$#B6YDyIP6wE#w zYD&}kX&@0+-pT3QkLD{lH@s?uk3yWxTquob^#c%X?guS!2B3WoccZ4J3{&?(HV*O! zz;$8zkuKxcOpG{}sIT3B+OQ|b_`Bi<9+cBuzQ)Df08VrmadY)gx4+-DBBy>0nR?8) zv0<^#VHTT0;c#c6sOtq1#Q`0e5*nNFh5c!hVvDtQ%kJ|$6 z?p;7szyJgu10~)>DZ)3iI0qorV&!{&-@w#w#v_k-n6Ybw-64&8_E6uWV;dGu7EV}h zrgTFK8#n6aWl#m+_n)E_On=CnF5c?j`cpy?9iPN8z9Nn3PVR<(DsGQPqF1D(Qs~7{ z27_b0XBM+&3A4@h3Y+U_amgM~1Ki~x5xUCt{qIS_%j0X+px3H_85$Z|yYY6i{0rDN z!`|+~!|9;^o>*92xgUT*AP`JArLATFi8%oP!#d#sPvF7>l<9rICURgS5QCRKjbU++ z&EB>`+>iUvfWx}|PPh}|8vWqPJ&1=!jv?mHH4j`&m6kC}e~GU{2lPhcqjBEzV%@YU z-s#1Y#h7p+*zc(p^0a-&oR}_w4Jj_m+&lQ|3$q2d9{~caiNp7Tg0p?ZYe?ftdpo#%V-b2Nuiw3|?q*^qqAnicLPfFOPQ3XRWx#r4d9qPNRC3 zD-Zzl?NdU1TB7fq+H2SiC&Z7hpms{p3Dq8qo}?`aKR%vpvdn{wjn~#khkKA$ z?dLX1-4I=I5YN3g)Cb%UN55MynYTXey2se=M3rrTlx(+Ud-7rc9^7bMA_WwfnBYpD zpjmep>GykQQ3)+`FfwcJyThzkX%*#q6ex*n>Q*H`jWau=^DV}K#JN>o*kp?4L`oHqvqM0mS>?lrN$F^GF+&yoy0TR>c|l&xf9|h z7^$rDB`RHGS-8VhI5OpK`ehw*B7%Ndd$_X%#l-9M>qs3>%7TJZa_>c3rs6EAHuAe4 zmYMKBsC1?~iKTY>b;)K#s=;ej{JU zLlO_%M@>|E_oFTuAx0snj8~*F`N2ja83Oq!cx|_%gn`#j+An|CCZ-TdSH^Ox8^Qt# zOvEQTx$11xI*p7yM3gnSC$ZWi)%GjI;ZviOUrZy!v;yS!I#+F?mlli0mZs#KXI(+2 zC^3F}>Q$Ay?eyOB=g*hrJqD`!z}*S#rBHnRVmakL$2kBSFzE)|%gn2*uX)tO*Lm?a*om}}o9V-+q#}&Y2`)0kJiFV(q5kDfL*-mdF00k^S7YS42%v*C% zwx=&^*GP@_uP;YX9=sSKZ=>aJZTI)DaK7FjVeN{_+DT=1%~W_HalEP*HrU8XJ@?mn zkFe;3W*_XE^d^SfygarG8;uVAZR4@-T9LK}z+NuiOgqtHl z6_!X@IlXgXPHef0k{+jNhl0cOkue(510G-F^LI|2#wC-)eTZS>BHz=rux@@1Q$Z^~ zO46VkD?M8qx8jT<4yiN3grc?-?Yb0`uk!C0=ayHSn*D_lSsk!8=5)m^JkX1Y1gXZ7 z){7UpL#L@2t^*mMa6E)Il5+iP#4a)MvOoO;V(fvq!lI8817(kh80~27uhQ;g<7_jA z5Jmjm4d*&!VjuiF_fjVXtvAPz&U%02d;JSY{eOFF(N&6Wo43vPCVd?AZOCZ(KBi(bnO#h}Mi%Mm79=I@oGLwRwHojQ zQl4+v&7L12vb?|KXQIzzd1O{Ug`GJkFmMzk%X6|+nobqJyv&YaP|Y3x1=0H17CJXH zr+-AqW~K=~*{)t0WV6LPoY=)0Gnw3l5`whP;qoppy)cmc?Y)xC{M!sRGihANIVbEg zy~p}O6{-#J52u9PV51M>qSF&^KG0u!+@0bA>sCo{NynDg)1t3{w2Rkg0s-rVyuny0 zW)w|omP}*8*0T7wwZYH^=7UV7krTp#f^ndgbghzz8?X%;7#Rs_Yunii4w%+c>~GWg z@$m9S?X8W4EWpBukySne^}ZwwAP6h`=MeD)syW|tUw|SJY9q=BWIwdgvnjWq24aB; zF^J<`Mt5xYykyDoF%B;J^Wvt74ZmaV0;$sf6<_kj%c@`g-^7@@p@D3N7SM&u8u}H^ z!Yp0Afb{uY^9@Sf5{~&AEad+Ur2TALZxNS{V~Usg*Q7qw)IuKN_vZO{9fS2&3Y^yJ z0ugvsrQ<5!HrYfSEu5O-fb?CG)>6DovjIP>cdHwT;sXTJ;l$*>-Und~gD3nWh3$%8 z(if47pVUTOe-b@u5~ZXs=VKF1&5R+SoR=qmZFV7SnuAv88rON?N@RmZg49<>ZG__( z`Q0AZ_i-nD+2BnGUtyQa6CrES=PjhE=XUG$JH6!bPW_=CIkutl_eH3%BA{pXH!h<> zxC4)4Oa++6WN^lZ^drt&{^=W&{Ybi>xU3*szBH2%AqTS?xGt9P+&{)35CJ2>XZy-~$<-Si3TV(1b46`+9xY7S{Z4XGw;TheE@l zGBw3M=SHelp3z};c6L_@gs;;s$Mr!O_2bXNO0XH(kY}6B2V$eY2hW~atSr9LgIGrh%;;vfSy{In zPD32s>f$RTkHD*3r0&=-y+ur;V)i#C*D8r;fBsM><`j;jnx`%Dv;lI*}n}f=49~alBO5?RNS#NF#;@fc|D>=R!a# zaK!lcI1{M#*$;WGhB}V{mGISq0bmjYNigGMtpgmWY=5e8+9_{dv$QJs`O|4;b@t#2cg`FWZ9i zeK1*5MS2zR-*@_At%q_~D&Lb)b^#Fk5*xzm`B>!6oxO1>1|>QIkhSW!ME?N6 zEh0DBE}B^WQ07kMV)H%7Q19#Q9mO%c($lp&v6cQG9lt*g0hMs}4W~PMLIfEVmG3`@Ej9Xi9`${f<)@62 zu0@}j?x|d2Iy!(s?`?stkdG-dlS0Bl1N#sHs6-A@Za&o0OKb%9Z-Jm&|LDdKkaxj} zWR#%u^eRuDd|7NE^W)Y?697tX0YYu@$9dpfTG@O-_q#!9nPXea1pLc&P0wXxEGJ> z{8fQSB7IfF`@rEW`6>O;h9Xc7k)g@IK2;SVS*t)q0AbwyzVCv)NU*iFwP%gAF?w}GwE=@^7xrZb@^vO~kPask z@9v8Sl7bqC`x}LrsIg7-n871Z&;h0y#&=H6&!zp2uc@TRvKME{ORt`atV(_CQfa|E zl(>hZm|yu0(~yIvsYBjXr_CE3UF}&7E0BH)I@1)egv2KapyARpuFc@aLzc_HtQ`6^ zTxhH*@%S+rl-^S7CV|oyzqGkM_mr67K4*y5W(~kI$dq{Td+eg3oCrA`-Bl(lf}HhN z9%CD+V2^i{0Y`M#K7pV9+L$7KzxX9;m-bONxaiQy^;At}Q#XII>@=>T5JwIt}RWT*s@% zQfsv|W}`1gWeXqt?*DmxK;bDK+DYY@fjFPB+UqBI{w*axl;oL9aPOS$rgQ^9Y z13Z@Z=No2^N&u!T+U?3Sknv&j>fuAB1U?{jQ?8aKrI)9Xa$oc2lca2)LW42h9_ni9 zP3AUmv5G#c_mP!v>}w+xpKMLwo;bk*?;u`r`!wh11`_Vc)yU+H)-eL2 zMm0#9IHwJk9*11jV_NSBqe8A*mYo!}0rnL9Kv21&BGb?La)&=!gVrcRZZy>If3(1*WX-<-En(vpRn&% zC;n%`&uU0dzuCL)ce;!TvCIw{jEC6+@K&38lM&%IFZw{GQ|tM2E&x17MMqyOC@T7# zL`T&sOajQb_il^ID#Tt}-xS9SL4ggG@SU*EgVj1N+_j1@F;c)Lf3f}=BGvgx6I%Grpek^O6>Y4xPF(!M+7a5d6ojU;J2uV7JQ$*pF5hRF2muserm3pu z`ua@GF%h;vrre@l0jeXBAeq$kBmHp{7|K&OXD{Jf zP-WIZGhXYMrOqtnUIvH5t?0E}*CWh3PQm47*yV$lcR^^}O)LQ>0tlQ2#OeMY%ZH_f zpKVSFm(sk^d4Sw~`sieeB>rYNMo1p6&wD?1MVn+Y?Yp>xt@#a5H4bfRLE{uM#-W3I zaCsoh;!oMjc_cfiw|dO|`2y{EJ6aU=_wTFJQJ`D0<+3^JExaiOS7iM0g+w?0i3Sne z=4K&c#O%IrQwVed+#GlR;M@c@x7c$}BX@%I#5n;M_Z zdQ#%;^OSO2Q~!pBPrWgAQN!^fa-XuW(>pT^g*^X@SZ&;ND#xBp2;+MF`?y5ilaS{sXxaawo{PU zFQkVXReWDI+03>|48~uU}K4rc!vS zUTrh{;lH51n+f?CgTVlb{8QoiaOq^C^XnlCpIr7V1|)P(sgMZi!^doYKS}OwKb^56 z^`+XjxeAvvjwMau++7(`YH(FO2}<*e-|;)yzD%Sdv`rHEaVnaMUuL#tET`@27K#y0 zD{U2s&t7@mI-9ss?>!;zmkd$r&?QdsecH{=Vwt2AdRXxS>`< zWY`Q#>29%3W9H=6ZdvwT!vKV|fLNGl;E^B zj&0cm*8>?RAbfng=YIiAY*lMY5?3+kBa*44Dqdpno@!J7x_m=rWJan%=avwKQ_9Yv zF89knPnl+_az3w)>+3I>FFOr9IYGfryoB$WUQXnv`EPQ8@B}E%;=ZXL=)mkuv`phA z$^#+T2nQi*Nq3cRYNQn{j2SwA>1_bw@on@}zDH{&Ydb!T-D)2$Tedg$NS!XsmMweX znlSeG4UhWlFfC2{7XN!Q6SxWP#6-q`nauweGE%M`BS<@EJ10vZv-S@CyirD7_pzf8@Tk7}c$)7Ml0rq{bKO$t$80h!UTeu6;aRFMI zfsP@aW6e)EdEuaohnSF?Y8vGUj+$(s?$|r<05Ooa@8_2 zG7`2TlBr>|9k!o_;$vewk<$(DLQ8TcYV1o}a6qp!^3(ml%p@a@Qxl|z11Xyu5(q|bqe5hG za^BME#=n&ymP(f|U$$z!pUXa8K`$_xOto|hxGQCT)z#gMhT2b1$W5M7;Tf(3{L(XV zjPPc+A_1>Z;)%Lb2hY$zENDwssy+G9R9|7Cku!xq6v1Ge&%=vv7`QMAF_|iz^s!{Z zm#U|yA2q&PSa|ZaSCsWQ%tRh31%3 z?J^TH>@LMQ*0y3VK18tc4g%qk%yp+H?}}838?(6AVsRtUFqF@u@4B#sPT-<^MTR`>2i+I+Kfe4wqV`h>> z$C8sN&qltIo`T8o-fDM+_3UX81ab6Moq z;!sA=f~fS4sO?1O)_mK$3DD%{BC$%k7r4FnoSqn{DCp&`^3_R{y7xA9W?ZIB zzFEqt{W0TsMOEc*ZCr>==U^W(}QRD z+P9vB?{cKLDJWo)N!ZLbH|-<3_gTQ)Q@jdZessEn&hY*(y0dPnlim`QQ|={LaT8#5 zB)oxqI~=qm#{K@S_Mm#9r74QuBJ+mSPkQ;s@Z*BmH>am7wHgF90{zr^U&mHeZT4yMZh;1)`JFHjksqe>V6k~2n!wC2f!I4J7tAdJ_rY; zg=)@8_v5wzNpJ%;JGc=etq}x#N#H_dvhh0Syxtngqm_O+mbp{srPqk}9ys+qKwHh> z0X!0=W8$MtJUpMvL(l+GrsYC;gT`it-4E23F6#Q_O~W37ps`3bd?j`XNw>U8d1>1( z_G2aQ{oB90ozkZawe&bgdez~^*Z-Xk^N@W5qg3Wy`(v9(Y*Zk6I+zahP#e&a19FM@ z>tb(e;f|wRB8}kBHy74B99D-52J7FwWxV$$7TkHOB~-u6Ar554tHN2`=SV$P3-aJA zdFkOvX&#G=9_!^Da3GW4kGP3?MNNj^cHo;jwYMCd=i?iEAW!S!fOo4Rcl&GYo^ zktH~GzkIaIak7xH=KIxzsr{Fg$GpA2@6CSslaiSO&A}u(t4Dl1JZJjya z%VMURJ#4&?;@XR|&tb4F)g+mb#13J>6T?pI9Y1H(`M;E&eU^xCGT$T_C3fllC`~l` zG=PLh`Q^(Dnt`eaIT<`LuK*tJUR-?qn?zt=f>gL@h$Ypa1sTgfLc;P|&p=vb8p70oSrH?eK=5L(>AH3h{wa z+lr~4=~B3CY$JxD_A;bgEGxcNtR!yVWr3 zti{u--GEUY^EItM2)VU6a8oIKb3iLk=B`h%z@M^7@p9D>|7I^O9l}qc>BJ?sLGD7= z&P(Yf3B;DMjj4y>8!zSr`kLr|#QY1~;7io4HZzTSqs0c?%%V1tAjw&ylfl+}17MS; z)LrBsSqPw9jxT-oMbkbCP#9$aQ$A--edPnv?HptX(RImF#i+OwfbE$1OU{TYisbCF zY?U_wwFa{fFm0tIPhYR4sU%9hZ6dbXj%&XNN1BroKd!c=a+& zX*T=4qU9~1vie2esA%V58)mq>nTQ&)TvF9ktXeO~ zkGd1=;?T7}cn+O23VrpD3^cQzg+&y4r zWdBOEL+*iCDio;9+_QJR7U5ch$8$Y~*Bv`X3Xi~DjNS^Wp@I??Gs^}*oT}KOyXkO? zgR11TuB30~_e%|4=c($y`RMYyFS-HhQ#9qa?FhQ=8hJ{HJH6(g>nc4+EfiHv%n4+ACnN|rBnb`dT!`%L?Z zK*GD!;HcH^$Ll^_T#BK=eBM& za-^bT*+(*Rt>W(kc{1u+0E@}LM-hSg)A2T^2=d4zOT#bwy87X6)iMi#;cqL+;&?l${Ygxexp+f= z5|nL-yl%kOxlbTQpsap4M-L!N4+l}O?X3qu@dmY8SlZPZbRGf3_QT?hpuSDS&PY_A z%n`5mk{{8MQZ~qE0dA$8yX*TD*QF3t$XI+=>s~`nCFBvVSN*-L3}_noP_pVjeI$2m zJCFYZ>j>Ccc4jl$&5*(Wx`6@y0Z)Jiy0I0S%2iO&>qCN6`_=B zu+pL*1vn7vJjL-?8GS)ZymPSO(XgS1(_#X|$sp{&rvT7+v^fq+rQ*8Jll;$Daf-My zYqT2Smb=;7KuV*oE{?biq+`h4x}?OIw|7g;CB4lj<> zYP{Z$noHPR#*5C7;jD_JT-$jtu!Cl&hnu3kAxRuwe5bU4RT)dLiL#fu|4hhZ>scLkTG+gIB2`O! z0Z9^8A0)c{K7+EfQ(B7F>_R22--h?A=&>rY>NCx{dIwW4>=bMMxa+a6+ zU8AiYoFbhaIOU3@^FT~oLcHI+CJemO;5WYzoWKUk(!eoCNLW+H;{*|~^7|&pz?4&) zv9gBF>7vPdAO&PvM8=dEL}R6mnx4hmOkCpYcD(~SbM#${)3ZXWaG@0MUny)X)V7P*IVF_7V(d^lH;A(@s*yQ3J%=7wFc{PSeWF1Hj2k0c6XgmiCfS9D4m^4|adX9NfMLs2i_3?4)AZ z+&0a0jg4ol9!ldb{va~Ii9umE2;N;h!afsEBDX!o%PHdwS|##B$Gldc287xql#G%P zXw$!P0-l~>^OU9#Xtd@nDT=xZxOv?br(v+8iB*wxc7>4W=COXS8b^DlT+d&$(wh)l zDScG$3B;=+YE?_@Buf96jQ*#Si0rUGt^9{5F*u_o24~pXZ?ie7^ee*!&$0>t#mxzj z^}E46JA6RmJ-rb$s2rXrUF!m<(lOp+-A3oLXLe1_m#UDgO2kJo1E^+Yhtm&;_AlDi{zLc3i%w%WJ9BpO*)-=wE3O6b(>n%Q>B9J zm8@q*SDu^@6*Y+yA-94BwtF?THOe3~_p(PO40 z7WTuJKz;EBU9Zb|jaO$}?_84^GR3*zutzB6<753Tw z*!FQzIdaPc3>DVIb&|1_MB7hE8a1Ok1rn>RJ{1WG#0;+bSN>LyX=ZUE664{Bw;GZ3 zC9M3jOyf`LtGh-K!@)vK!z`JXyEoTu4irgeB!#u z9X5d8`3WhvD>^^K_dSqU$Ohry+@&9073i1$a+&C`$zI1v0qPUgtDcZ{4#yC`zO)B9 zK#Sw{C0~mEYFmS*`NhJ7sglyDO#-Al4T@IvSr^5Dch7i z`^=Di9SjCD!?_>&{mwbB*E#2};}3nm63@&$bKm!MU7yeU1NtG)L=_Nc?f5RodJ>+y)72sj5>U|y(7h^sF71LpSg9ZP_no4D2A6p z!NjeNjvn2&1cwpiuz-SBM-{Z)snB~5D-m|Eu6K90j6A(l)6>kYWeL21=~*khYI$0` zcn8|`I?UENqbNS{)VE}3(`!Yb2vXHdF)^COD;pY!Z5tsV;2IpbHA)P^OxCt!n-?O(Jm|t=bNfaqa^Z+H@>&+m`#0J3tc9F*9v?L^IA$IdWvp8x)4gbYkZwU8vFL=*7)B7_O`k&D-+q% z?F6LLdr(Vxw01_BfO(Gv&mcB2w3eSq`b3+Hxw$yfMWo+C91N51r=p%ETW3{qh%Smg zd@xq>{fMZ;A@@1e5}W3Eo?*2BWVxLClD+>_*g2l{CydG`Yadu!JTMfMlpH+2M7T2b zmfdGwQs6s>77KrFOPrWN`_}4&4NyJotS^G0fI0$!@J2lUi|ITiZg>`y^U2mvpE7u< z?FFvB@2w8*`$NaNfY@(sdR%?2*z&Y@XROioP3Hi|XP)4pO86r9>FOi3zg(-V$DIoE z&1xP&qv`Cr_?)ECm(T@L<-L z=cl*+?{$z1CXLsXxC>$!uQf!{Z#!eEuO+iO?kxZt7!>UoBUVs(b7y_-GlrbT;$-w@ zSg(rXXQODgTGAQ#URGi2wd_qsdQvwfY~x`h?W65LH{Ycc#Dz+Q7!t_CxDYGCRH3dL zV$tI#;y!S@X==TZr;M8)*yLEq$3TfkgHtlEF8%fX>dXfDsPANvUjKXqrw8^cv99Is z?{`Skzi?_~-q5EYN@L2}2>A)nULnXUpo7G2w$I)>*Zc}z~d?tz<$xkwC&)}X&Ov96Xm zy*|AC&5@bIMf|-+iOd*`u18*2)mg#iwTDy6XLL)}#DkK~#^zNf#=Oq>gYHqR_IIb# z!qB{@*me9SREdZim#W8$8}Wn5-f(=QpZujQ=2fHgd>*}G>GLD+L7A!V@-`O#Ac0}uIa%YCF zE-c>Pl=ui}pKeJUUHlw*Tc!aY-%I?P*Qp%mJ#YYI@~BM1ym+~(37C8*PM&N_Rr3AL z2wOMemA^!01~PotA}fV7QW+HV=fk0rmc;9^a0Q$z6M<{iD>MA1o3?7eE^r|9*2=P0 zLdMzOTtp$qcW@yv83qM@h30qJLkkScdZ~4~i1i<)a^qk^QdChdkWJp8;aqKjS@$8a zaawy zIR%3+7o$e+31!An*HLvHbC@(Gkv*0gP-bo%=*R=Sb zQs2bIuiTqqhVE(Z(`q&p(&sK!WKFcW1 zdgR_i0iK-LJztw5^5!4G;kcvm1F^fS6G6o3S}h(N@HoX$FM97|NP8$b%RU1AbMbB# zFp<_CDiz-O8ZdT=1xVQng$SY@^5}7iQ;s7Kac(_jEScH{Sf4dDTZl{;jpj|v zXDmeRoi^`$&!IAshGF^?Rxg}4z}YOYc4fUjq4~Ys2hRhVlbVEs*46$HJ53V^OL!a% zB!BpJr*uN|$YHseWC2Kw8@fiKAe8C>s1m4YAUV}DBXJruFx(QH8S(>tbAgAAT_mO{ zC+4;Bl1BF~m&2_1!)wpaP{|W&&kSE2N~EY>oa1I(X-RLr&)z z8l0x?{k13eYAC>#V~dNWQu=FPE_K1Uh&k+YDwkq7kQfEpSQ?d&?mNZwxkTxMR)D^N zZqW^fXvk>=W=_$h)Xe%U&qe3s|>zfsy!_4Ow0+dl&u*N{b-fe;^1bwlkT1OPFJIjumK4)~V;k`hB!z z7XJP`A91HEl9Ng@MAH^JJo;Cx)CS)R}*cfO%?9zW;5Xc@1Ml6}0iv}mm z8#JA>Tg^FNuD!~XdcL81v>z#-mNH6N8t;*pQ4MacWC)b-m_M5GGLRH*ftO53>FN~` zUi;a9JhASnLFL~hu0H25g2cv+I#ATaziaTV?#zFZCox>@xTi%V-89>Mt?WR>A@K2g zd3L&J+JxcBYPs)b6r6JXJH?IQZueaPhO`Lvn;THJ=ujwsr?{l80P_~kVeFgV;Y%&j zJ(Y*c$5X>dErh8R=U#szMi_DgCkO0qL;m2!m`kiGg;mSd3)U?WJjT(XVSy{q|XIyBIJm!&F^3hHqF`oyv{u$VrpW%22&f7xPMvqN1K1_qXZimghIboftv9}5LIcBM56sJ#rljF!G z!r5;rN70=tH8)_i-MNPVxWJ>E|NRxChqTE&9D8zbz&_p)qq{iM5z!VOUVQo|>5Est z62j8gJ}x1LLzA47BhSM)@u6Q-Mz!8cTOlXMQzcTeJXTY~Cfs-YY&$7@l0q)1+cbuc zzvB3gA>I=D2bpt;!JMjK0L!sk@Ym&H>Q6#hp}$Uc zzER1YdJsO`2H*x8iD^KS?^3)eq}@~tA+DwpEDBiX4~q+QcWyjxKrynVHDl(g672`M zZ_T^Tlp6=9}>Qz za!|+ zlhk+U4wmYE>0~)l)yZ2JOj8?!QAJxO?@)yx?B#Q*!+>sfz-VdJqM8 zsI|a6)p4})UN%VWF_U`w>-07VaVcYNf5K@PPs9_)o9%2BUGI9*!4vI=F~33eHa>>p zalKeIM6AD4_vE#NGiW1aolHrJ7UKLAxYPK;X6P}>>PFVc#mJJa^tESogJ~H0aa5Nt ztyr)rGqh@{Cx0biVl#EBtBxkcfj<>@(yJ#>CbkLE5`vx$&zvOwE1ZPyWM*$){ryK_|e$ z`F{CH1NFCF-4pc|=)#45cM)jn;B4}c3NNWv(^tgARg_kn3HIV1ASyj{!?vnJ(c?tM zC5C(xcysU#BE|A!iLp+{JMX^~QmqQ!*Iqo)yBx@Xz(?yyYJ=XE0DIPF|8XZ5Huz(3 z6j#Uj5p>|&Qwe1wM$7{2)n9+E4A~<8)M(@@5+%XnfZi?VAHVZ>odxP6LcoyqvKulg z00jK!rCTs+uFjX(j~alSxAChIS0J|@^+_vXCmMxmjqFp2J~BHPd|vF31MFEBZf1n& z><@-f5CQRG;l)1)(#WKB>q^04UAhWVa`3~|YGvBC6dT?Jag>d2HTDmx`kQ|LsrbkE zUbyrvL>?dBZ6WmtP=E9!rt%*)LU6LphtLmPUZjj)L;SI9lW@1JzR22yU2@Mbs4>l9 z>4(}C()fZdzv}$I(|^bvvRRGI=|_MSYu+0G3;eOvkGPFJKi4Apnv>q=0nk6R!-@CD z=j7(bO`#Le^o;QHwU!Y97<4zAa0uwQ*0p|Z_@|zcO+#Ca%&e&qd+f#AC#5{cg|<5al;fsM zv@)dFVqs^EjLnEOI`s(UXXEwk#cvXaKMo|GLA_+ucmG3}*lh3}E{V1$WII z!r1GIWdnRyD|SM-oufe5CK?p!IX5WKDFxJ>M+s5%0l0h3J4+Qd5IXL%;o);*7Bk6% z{w|KJoI{^8m6K)rN%vIw<+iNuj39U$+p-_b`#T2niK2$Y}yE3)bGCg}Z zXx=j43r6TI+>BZDKyo{>E>Y1lVTG$V8l@z8Fsk^j&Q8r3jgo%!TPML`9o9p0>Xlk5 z7<>#6yuzCkE$*4+;%74IoiZP2(T*;lRAS+XWje^`rFiXmN}h=LpSce%$YX0w6%lxT z;5QP)B=F-e;v|p-7!lA~U+QS>j|4ll$A)g*SX4^9XriwCkP(UmuNgVmq+^-$>ZZc% zgLz?QzA*|oom*oVzG{!TbXNCT5N0_!>`>@*6{^#!BYA##1M=oImVm;h%epfzmn3Tc zUR$1S`8f!HKlXbR_0ug^q2fj-e!njf{P4tbe9Je7T*sP>q>&*b;IRPPM6tF>M^8 z=?{OoI@fXa*NB;UKAy0(d~u3AQC*3QELpx4Aa`&VZkAOXJ(2jjwkxa5%c+ziC}rf@ zc6{UqXd6aSoHioVbP3Hj1ppU}1wl@UII-kXc2VFSShQ$FS=we)6XeQzYRn205mOho zDKhjLEvIJX)vm4}k#AzNV1Fh)RoUl=^n6eBS~A#aB^X4;#E{B*on0K^-CnP0f~MqZ zvOrxRvxn^D^>zo7&bmR?En}@}!{TtOApVQTY*) zBc}WV%1U}Q($!AGGaoNS*rO}ro~7z``0P#ATEME74~PEu8DSn4_Fgu!8dY>`iCVb6 zNnhcw1D*{uc5n)d>cpbDr8|>4llV~6O<->Qy)(7#31<7T{8?liQG(=Z)u5tV%|4c$ zr2FbqO%kvlLKxGvWu5HS5*02n)J`+icDF{|Bs8=D0-tsr_8qi9Lgaha0JpEB?j4pC z8>;qmQHTp-JT>Qz_h0*F#k5V#6qwvv&OiS86TZ{vEz$o;C9rimjy^14JtvVnJfe~*6S>^i;cfn?dX$(lG5KPm zS{)H@(T^980W*sD8m!T$InW@mS&EQq(-N@U4O8*OA%C3Qc8|ws9iGVjs!@{?nax-+UL)pFWx34Ib7Ct*#-GO=-)Cp zaS;6z9l@jUj0@!1c>R^`C4biVL)&1K6AUtvo12EfA8BB za?8(_wjcK}-{EyA#EL}B{z7!2J1>8t{Q0voNeh=^FJ=go8LL>kddF0~4#JWH>3qqk z&qBWZ@ApL$N-roNr8*WOg9lSK9qQF9@2&t3n(i)uA-v+7M79#Bfgr##ZgG)!!|RZC zubVB)izx;}lb$g-&6i@{xZ>sYU@>2)QEzftx7j*0Z(O771$CV&;Oi9(CqHs2%zTrp$s^#I?09;JPNX;u z*4~hQ%{PEC$PF1oZwBxH|9ariL-9DvwkIww-j}9W9V!oWlAa$u(YEkkBs@wINa7*t z#p2$y3`(TLwzI!xI{*r|aH_y$5%d(6t{&at;NU<{M5+{^8y0T;lmikW>XX5m-@jF+ z-*FDGs)G7`Ql6`)+B)oNJ1_lG4OIAzk1?`Xj>YL2i3Yg#%zwWRGqJs$6}(9nf= zlZLw91rL?(GIznKmm@mmS^rcYEJ-Y&MT6AwlOILhdo+aSx~6GD zDyag`rE*hy14p~V(h-JE>f4w2dRJ;06>B*<&Fn|Y^QZj@zh#=x2cU|}X;0>pHNU$~ zEFVckeNs2J&Tcz7;WLYwV;Gjvhkr3W{|n`3sy8<*s`cnpeB0lnzTd{~p#N#a*1m0~ zT>Hy?+(8)}ih0bj6GTuHdkz-cXxRfncZBbZz@vBdq+@+Z1(>t;Hg?CS-Z}hlGmFF^?I$o ztO(1N%d)E9G_g3z0N{qlZPRB{mfw8+kHiL9w%5S5jeY5blwk!ICCEoRK@FP*l*5-3 z)n3eM*ZEpDK!}MQQ3XVH7yTuYn#?xN7Q$pL8>oI8+`pgBaq>S7Mta8jQKM=7SoMnj zA%Gp2?qE_1li{j(f^l2_gv)h`*h;Za@-mnWc3H|eASeM@B<&%hWI{tL zn9sw1} z{gM!c9x!IJ0rrx$?HQzlak-=^P(vl960Yri5ofmud=w8S=&ZqKQjrzszu`tu!! z!wN4T$BANUU;}fNK_l&!uV2o2tx`>~`?CY$DqxuWQg7nf_PlSz9%VWEjCJ~|evt9F z^F3jUx1h)BIXctieplDx-_7t|wWbp^!nTZ1AkF3)6sC3oZpSQh0_OyPW-KzmZUQ7& zQ*W@n9b3MX0x>A)CTdaUB3PGP}$ma&&3XwDE=}}=c#APwhWtGtfZr|oKg7TsSz8{ zexgkos2iEq{CY*@v_}B{e=L1RmlU-a81{X({Ve-@koT++z5b-lIG`4_x7;fXpybkR zx)~s#EP|&`pQS>^AE2DhhJ)RA3d|7)*0x?Df4VPuN7`2s0)WqXM;_2+Yp99|FAh4* z%wOr6%$M9VT}Dh-<&eVxS%q;wx!`Fc^5J|Cd^j?bLMlW*U|Mw%0=c#bnnR3w~}QSQ1a9@FW3EO2jz3ux{Tf zP%gC^*`^3Wj`|JfJ%9wzL2Q;F+jwB3$2uV1qTF0YjK`Tq|1%5FB}bzeW_vQOxQV`dqE+$yMBJ)hHQJ)f@gmzepsGskqa%!RSAm!h0l=ao&K zeN(mev;26@mz=m5QhA(J%_(&%g_kj`=>OP7L+&UX=h_6rw-^ASuxFz(qXD36Lp-xJ z1n|DF?M<`JFpL8!^$^lLr2?=r{QWnFY|+qM1Dr_oWX<16p-33K$7uXx#zLoINR|i0 zSk;Rl@b3>g2_iwIon-%d#^W~ub6IIJL)j?<1gc5nbE1$+HFx)qI>_#k|LnFD3j$ z#l!#$Zqy3;YFpC_JVUF%Y@`GXc*oC!t_jPOD}Gu=dUr-;&!~R0tZ=S~hl9LyI`Z7{ z_zGX5^ENmkeC~BK*aK$r@2l8bDeTZ(8FMaK^Y$Le3B>elGKI8(`u)DK(Pzy1FVm6- z%OuOV(JfHq&bM_=3dc;Nd0Z|gz!IDiFek6wzjrcrQ@09bdPzS-c520e8Yy|r^xtqK zc2wLj@a3HV>*7tGeP>=9eIraELg11LV9Ra;pW@`sLg7H@TDlmo2eB7mLFG339@v0^ z;Tixap}5GAip?fx`3eD#_bY|+*%#IQShRxykwK4Ah@bWC;JKz?YWnkH50Fhdu3(I2_tM-mM%nE$QeUseT6q(Q$jy<#r zq^r_3!kBhOQg$I>orE7->E2i{>*P`eE*|O@K-;-(vfG`yceL2Cy1HiajbJ+a1m#Na zm1b_2*(?6ydizqJ{OjZyef}34Wo4d_pMLbpsv&&+?LD8F-5-Eg)VI524PwdMHF47J zjYTO_An6O;ln~yh*i`+u1EII4^NHsm%VMicPrP{!uYDdg}vg2I{IvB@u z4m@y8-fG8}=FFAjxfF;_w(g9W{3%I$msdfZU+h0l%4VlUywkdxRy@?zdmr-?w&WdN zL!qWdFs+-w{9CPnetoocLb=^gN?HYU`##K(dikRolG0AYLK0h z@arm)ZkwjVZ;|DLi%p#Z!~UjoOi-nw2wy(KcBVmZv#xCz?uZ9p7gQlu))NQAsZ=8H ztBMK2#ztC2?YzL>E)!&yc;nUM+J1N<$WZe@m8ia4##Xfd@Y7ZWXn^Q%3{2#awf(0H zIOwaKWGgNj0^2_rxaB3}X;GCEz+YW}hDhwX!{TX?%YK(`T|!l+8)Hq%b$C;X9__B~ zYC;SY>+WX$lt_BAG3Vq4$u-j!|B&~<$iT0OIQ6R#wC%tFpcM$nZQ71!Q!4DDS#oo8 z%fegs`Q?HD$?oQ-v-P2`aVa`ZT+24AsIf z9gb*CDeP_Q>sC^f;A2e>tHnJwn*M8IZmhFM*P;1f1o}hNI;SgYNEpT1qIckdfLH(^ zv;M}n3b%Onm2SN=V9W~4K^?5;;-47RlxTz99ddn)ile*;6Y)(ne7CC0I)L^v+X2?z zcRR@jfXlF}krF|t*AEuLXA*2(u#wl%lnvvW=>I%VjYro9G`ch@O9C(vQqa5IdT#o7 zPMkbAKBbaZGR)n7GAgAQh#bFuLIvO|)pOWU&kt<@=x(M7+7SZB#=D3xBAK843wnD- z2V7oGPEK1a0X1kObgtpoqyy`tWze?1tsx-Gpirp$@gS^cu~a`%wm27J`Bp8YkFSlC z&}n=n*z*?_u`4s{&Gy~_^UdO_FE{%aFC3j3|-THT-8HJ_ANpZv;Rw=U3Tw4FMAc?r^6@A>asWGuWw! zQII$-qee;NjrrOAqoc#?e6Z@qYRbQhO~_QF^8EP)jiU_ zNp4dRMwPCgATX@*_9VLwC_P7o{lN$bkT&1C$}NZ9y5$Sn0kk9tevJlkZf1}mMwh_b z1jA!5LWf{Lp76(*?xjM~R;F14{lkK@eQt=SAF(+u9EZ59NVIg+*_W2L28yMjdlr1W zPaWAUdAtq=F)Vbni7N~H>RDjExlmZU_BIQ2dF7JLedYvHq(Nj$;uTxn$}>b&{`9&< z7yjx6_||yn6gc=MKtQ^y0Jq=Omxr#&fY3ppL6R266k=9l_4_It zeQkZLJR{(P$g4<#4`unt(e)XdERAZFYl;Vxkk_vn*o1*0p#P<_uxmm9$olDfNv~dE z*L{=kOiEl_<`n0m@H6EVf3>@EYz%!`rvjgju8e)hsrhy(?}iM|I5Yu3l6JtuGLO0Y z{^4`KS6xIwLptrrMNj8f%3HUARTntB9^QZFe{R%euioN1)2sl_C;L~3nay#J`fnH$ z8wG_&Un2gR}Vs2crw6&l9U1ZO!JadUAJ#PuVadv zwF|90D=|9$owvU8G(Vgal^x84%r~EHlsj29Q?xib@`DmG6yE1eKZnJx5RUz)RVvfkNo??_9T2|zD;tX&M zXd#`VW@enD*5(7lX0iA0Y&vFg(D;2KA6$9tXqQ)sHFZ#{o7OE7jT7xS5<|R1 z%MD#Cez_2_A+|klfD&aF((dwrPLII8<*B@UE1M>?)5xmK-d+m0uTnO_Lv4c;{U9YK zI-FZ(p2oL3jw=>W3c!R^w?);j!g1*M6(`_~B&44?zlN6rH^LyxF%N(rRIYL~g+XGB zIKnH^AFX#&(+2Ua@#*f2ee(3?Gb##~Ktgb_pF)wlkFq|&imMk++Ti?5FBM0=4lLSP^e|*4ru0RpjrHi+yh*rPXuhhoDZ+yzaY=1fbOUkMfX9 zKvFXYlCd)gbdyr!RC>F!+3=Ox0%2xqrA;)#`8v^GhUbN5G z2haPk8&}Y74Zhxl7qRuYYU~A*_4;hLJE%`v0dEA5s~!->ZnOhOO)M~^*#qxHz^|8N zP#W}44a!5n8`(jY$0uJcdl$$SWh=s`E>z7qP@sY^ry%Fg*dDJiXd`4~NS!@wWH04r zZ2+Gvj&>&)1(%`%l=he|c5-%49c+VuFj{V^DiR&;3v}=Z*TvU<5}|;7Pv4>Zz*M`D z4SB746Vgpsx5tXC0VdTf8|%%MqBEE+@9dTsfCPD%DDU}o6mT=Dbxj*IPJmA2>H)%`^OMI(;PFko!i`|isL?~XDVlmt;G&qM!2Vs5|+l@hZ{CO@=?gy zS=AVtA@_q#;lj4jH>$4GlA23(Fe@KI*C$)PYtHRV&53ykL%mzE%%fYD>(+$1h9TRx zD2lW>2wyVWDRmloL_<;X-R!Gvjfsx_1X~y}+x@_&_nmOM8ip?bygJO~F&r(Hr)eg+ zYpCrefMiKkJ`bYX>;%G~cVE2BoPw2sAHW%!x|Ld|0h$s&lYo z16&dHAzC6>g1@p7x#iq5HcJ#iF?5v0P+4Aa<=$r<0O0GD@TTY{aW^%;|HHZfF`XwU zBasFEpbO$xUR`Y*ymzW{-w4;de*J9PgpNkw!~;-%;HYv>FxRzZ$?d&;UXb=IWuWpi zmFlnF0bL+yx?!6QU@;nQHrLHfzG;9EUk|v|>Z6OHOmzQNG&0-yZ!eV*B_$;bg0x4w zc&&kp&P~~QNgnpUaxg=B$Qv~_21aG^x067{5TWap*UZ-9Lc7;}xD$v(#Gp_f9Xa!;3di|x$y+osh$+tj+ zSl0O~<}ml$^B6wka$C-S7gn2>Z^sCu^;CUzr*HZyqD(*ZCfO3ZbQPnWgV)2}-ON-}umrHzY<|BRznaX1 zL9F|~yFeagz_8fQ!+Y%Woe?FOCSeeF_5s3Q_V_!Wez^f20A0&*1&P5|em`KJfWH=t zAURdx>q(R4BhE1@lsP^52>TE8&f?zqp8*-S=qRB5n-+u+KAiG$j10V|QwEY3<74*L z>chwrHSRq;c=T(PdI5I6ZdbtL{a8?$~L!O;@pgCF<)cfqMQsnaO)#)VQ*~ zkCE?_wPgr0js^rtzgnMA^4OayD5tVC0HHs=4A{UZuuFj#T=04QsNim_{{G3}=|?|X zZ5Vv>n~rQNDEWMt=PsITDETjR6!?DB}r`FehXWZ8D5P@`r>NU3m>&-^I&0 zU%qtFuMVf|#RJAm)C`0_0t=%rG7WO};>XQ@Yji7YWEYC}jVV>Hwf)xaeQfmbx@L<0 zJ@&pD0uulTe42BZd{xE0&fid`*BL`nF%_KK)d%=kM(44;)ttJiZnRok3dhleiRy|T z;1;cCr}VNMyqkeN(^W*oH{dHD$cqABdd4d*8#y6!XcL-Uje;f;l(0fL)&MEslHt>d zYZyGjfV~+CL?KYYfwimIwTlm}Y25|V;aDs9N5_@$1+gEm=M$)_IH)>!utv@*0bj_J zk*29EMoK1ZL>KPg29>{gM%QKd(D+f9-0%F{6IBxxN; z#1tc}7Y`X<*qc>$W(DAsjR70b{{F~e1L3LA;8yW8I#B5Q+NqE`go|CRq9JvH@~-hr z7Bs1aLY|XN;ZO9ctUX}+d%C@foJPH;pTWfnM~5P9lTssK!sy9AtHoRYBxCf7TP5@2 z;7zeJjR@p}#;u2eDOCIBbnq_f8?96!S^$=s^lZYvym>%F`t1b~f35_}UaX#JyiA7B z-@w41;su2bfE|TnIaftS#sGwB358h=%hazPg##1d6y(U3x^`5=Z)ev@RIc2og zWg}os4g`A-Y@H^Rp6b->jK`HqnLr zr_mIPM~{S{d@6fD1WTq{2Fvco*78yU?)ZU>r@diusKnD~Q!EH{b#OE)owsf~N_>q1 zihdAGTb?ZcEro8!?Qckd|NRFK)~V|lW-D5C6BvVswSZ_5+ZfRH#TjUIn3nK-a5ptn zjVT?}S%-f26^CB?kuLj%Pm$&>-#r{i;CjIhZY2}308#(I-Zy)7y&DH?dX$Y+o{7c| z8pkt)sBE1iX=A!?%;e)y)O+WHH2I_6X`O>g+4O|#+F)Di62rlY-k1DIXO@m0N`F@^r$AT5p%4#J(@omZ zXiqNQo_7jcOO?EwxQ+T|HaOs078DkRrKhL+%rJy<)9ms-a{1Gk=G8KxrxP7^l_;Q@ z^IS~Iw95Fg=lgNJKlQs0k{$D(Um3NadZ|m*1V4D#UyPn}FWa#%k9b#X{%cW}?k#fo z2G(yi`uatlkYk1I1jFP&6l8!tLm&QV|L4E!D$J^Jm3r3{gb_Kq$I!VkH@827bIrjc z02Xl{txAGRLm+iep@oVL)SE9Yz3Mda7@BDTC#oYJc$J{Rz*WUCKC`tzo{@`L4sBV~ zYk$w}0tTQ9PPrBmeWR!!xvid;aiOp`82&GSK_~R5r36tR8SFtW!$4zQah*i@r06&U z{cHderVqZM6#rQg;k~;(b8Qxxnp!}J67ORf1 z!D{CEiMPd>d>_A9(%ElsQtlWH<(&Qf`EKKda`o(u6)Z&6f;>ME!4x96pi@2jjTra- z@X_qv>yu~nC%9l92o5M+u|Sa56|0&xR1iBQuGP*xe%o^y@U_Y8g^aTbW_)X;B!hU_ z?Mo;Gw$5g{O_23>Y^1?b*9PsgqJ!)Ueoe1s3`tshD0|!`eCO6RC<*b)9NUK$w=+!u z2Bb`0!2tGgJEL&&Sx9-RjZ`*+Qe>g@@RzHQomNK%bAF;Z95gCU*>RFJsn9F?fZ2N8#*pGTwO>&Itk;va)&ftvCXgu5+@;jHK0T5(ob?K`IJHdbfE6ao|QVz zxfmK-eT!0lmhte5GH^O=7bD2DugARtgG!;w=X;hKp7U_M+u^42)iq~upC5YrgL4g2 zD6)6VR_0$C-|Qb*zc&O(;<5UwRLsqCBHaHWKl*x}I~M*(0xN|j2M%m)cm3lGR^xVd zkV10#3hHM0q^Kx=^mrue&bdDtq`?{q|IA)T&T_1}FS>F&<#;u@8EskBYOzPT_K0rN z%%B&CoO00Q{5EhjE~wR={(dv(^JW09PLHEb;thwTR+vuMtm9mjUq7UC+zpBiGMuU< z>xUf*o$WtOn%7kGq}Yr)exva*|DS$+qFrw^sz{2hs-SLyto&1SCdGE@ z@5SJA!xKN_sO9j39iV<-s(aiS`sO!VIV0mzEqE8*gOFUkYQRJSs82WU(q_Ss?`iW>A-&sMhYIiCZfc2v&SRTZJs_Th?aU|cc(AD|3dgjVn%%9NGV3-!3V`UwwpT<%`!lGt|>Ql^Ygv) z#2MHnmC%s(b1Eo3p(^w&N}hMlwN52F_JPDzuG{Vb2ztVEyDw+f2qf$GHUF=FJZ%|& zBT%UL%!|7ul+sRNgqpnR$YiX0`>Q*jWj`!v-r@w=r61`RN0_%B@Ov-N2l+1AO4kA6 zI^O+n!!jeW;XKfZetvR)d`X}mDYP0KXzMVniFWOFAD8Z8m zKQFL5C2{4Bgj6v0f@yZ0SA{)Z-f?s@xK&Cz%={@1A5x)BA)jt8F!2q*zMLBLbE(>~ z8TA)7=9F~doLr5+@pf}}bbzcpw9qOQ|0KV~KY*d`9JekS|&{p8JlLo z|GX7%!arzQaKj-<{>5t_%5Bi6C>kiGT2_&nUyM50%=- zK&m(>%u5qwEF$i8|6vV@A24ANUV%WGse>RGXP%V+Ag7?ox9~^BuPVIG93(7>gLo}8 zRl%K!8+bJw|Bsaeq#jk86}2yH;)sU>@Ue?*M4XSp9Q`&q)aYM|O6<`JG=B zIDGi9G2IAfl|-185p)~_@FjmI&oKXEO?Eaba!*iVA|m+)bPJ6;wMe;ks(zF|$qPDR zVlPt}!m@Q!JZkRJ)lS`|8+nPRGq*~*^b3vt6U@0uZ_0l0gF@#OyLm@mcJ{PWwLdnx5WG}OVdz!xm`x+`HJ@`g%ghw4Mvl}6&Q(>( zbs(_9^FAwF8^J!sAqrU&zAuS0h?aR5c9h>ZOY3@&m=KB{F<7NzH_LI{~>M3-4FdRpOx z(VI?;sad!xw8)LAm+I)=!EeAKwV3vTIhcR6FuD!9kTHyW{7&F!~*1Il%}(c_dg672`< zp!8#Z^YYygVx50Q%PsJ#H=|cbF9+y-leom#mncKhw925)T0+xzUKwk>2zEAsFKVDT=a0h>r&xP58VBb-%LkqU%jKNJY8J(?QXdXPUw|_ z*Swz=IR2>}p(D?I8R%nI#A`fOoZ=^#yv@wnCO+F~o8Qe_aE%M1xybHP)%1{VGkY`| z9ICQM$3=M1vJOxtURHhqGe@7OiE*G0enF#X@VR+fR+C!^IVH*|f_re# zm7bd3iy`q+;|A=@y_o%`-fu>lT@U@@80pcupcs|&bNde9^b!n>=ERz#BCG)5hR>>qaHgtZAXKtA+&x7MM#b4UR`&eQI+RY6(Z1F<@&pN(8s+|JMt$v$=FjWg8UqvAjw? zFJmzGA|@|dwe^piCBTONx5xPy6E9O7c2od;_NQp@ln;*YeyP);+U9jbo7$;7ZPgKL zo33y@T)lr;hpxhu^>#-EN-#UXvo<4p`*7!DSH7)x5|N5+B20#Kpp)?Yd+27*JsRPl ztsG(AVc&lT$c;~TSe4eJyb^=qAXEEK%nb!MTD-<2P(79g_>(k5j_YpT!^XQTZh&E= zHPEsc)4BeAL$6x~YALkpWHkt)D#dBkHcQ>5V`Xn95eiyN5O`JJ)j;#;9^IBXRo~~& zix()#CpY7p2!}M+BhH%$#pBX%*AwI_S%pIE@T?sCwKiRX$E*3?)~BAB$*401>so;U zok|(-Ry|*v%kb|HX7?m7o>Gl1ne*OC`V$mK?Q3RQ+cG3XY;;(@8V%G1E7I@*8t?F> zMz7l=LU>!2O)iedE4#^pv+|dCSUXfX@ub7tYGzOPzIP?jvr0I8VGa=#{CR97HXUr% z{Aen3wGpA%MlU!a=pxO?OQ}sR8xTX0+$m{cp;mxi8++`C9r%JIlga+`ZAtVCL!?0E zlw6#kBm49SiO!eD3HPo{XOOtU?)v{x(~UmIDgF?j z`!!!)ehlzmfWWc^@06I8RMTatb8LBWAT`sy|C_EZyrSl-^^2uD-)(<@*B9ECBN+Yc zB)fO58julOo1yH~dw{%&4mrvVSs0@SECS4e=gc?NWZlV@C55=%0<;PC&@N}99oy>+ zKEky&d(4d&)WjP<#>`lC?J%L)OC(EKzem0a`Frz~I!!a+4Mw=jvf0t}=8HmzeKfs9 zY))=dbrfpXmZiJ>I)zw4^uM~fn;us*&^0K1TbKS<)B5blq{P75tq7S?9kx2=5PDdW zwzXVsM7_=h_Bv_?9h?x%OxoEoi9eeri|?0Hu@rU+?6`}R8_eg!PT*v*zkDb!@%9*ZFB5g_i@W19U}w9WYy3T zDq;dH*sA)2oB7-)u6(QQZm$f#lA!bMk8|ko+c7Cd zx1Sv%5#pa)fLg7PThwag#L+D9s(>R=SUC7o$R{xvr4t`k=j@#{S{rSnZOxfsh*aJG zHt@>4{lyv{ccYj%b8!aTwr%Dz`pxAcT-xCExP)0d%?*QR^9#|guQoI zlS}k9iWQZnf}$YAhM)*2DjmX+qlico1*s85=^#jlBq{=mM^O-vE{gQtTN0%g=_L># zkzPUwHGzaAcV5oWll4 z6K&Tu%2Q??=b2hVgHJ~2SKB) znUK7$Iq47L>85z|z2oP1eIh&l(;jXTLQ3CgJ!N2wFNKp|HiNx9`9ZOix8AssAawNJ zhlc1mt1>WMA%yaz!+h1prupXF^g%D6-lHu^b>G{>s~U0@a9etf+5^VzTGB+RB_R>* z^cDT^=$h3#lWWbktK;1dlzpl`1h4*mt}RrpQB~c%$SZHe zAI+M5%XDn>Tz5qK>WaRb)KK6=;sE%~r&Qmyty?OJS6@S)`6Rtf5RXkz9@}he#B839 zY*!>Y@JYl|rxL|w{AR$fe`=Zb^GjC*qi|0rKTrZv#evO_x2IEX$^w5NJ{_g}-(cIe z=MJV&V!K*X(<^%Wf5tzgDy|NX=-}f!1wQ+4B6j+|*usBT=ij9W@cUmYP~-<*PB03$ zkvWy49fGkJVJpYBr$f1q27h2W6VdVSV7DKHGc*O6AvG{#@NE7azZ>m?c4v6%b1khm z;IscG5-XVG_TTFKyA;q7@ZSnJLuC@JnkF94Ok1lqvjUPV*Hua0jeqs*4mJECu9wpn zarP}MMjlH8I(2WoZvO3gRZIBU3+_b&Pzp*y(#&EnKMv6^ethG3-3zp!pERM7E@|fX zZvpH!s-jI`lsG8%LL)ify4Dj^%6?f$ep-Lx^UOREC`Wd;>|{f^7>`_yA?zRv)aK?3 zcXYCxKQ!%wTwiziXWR0PkiR5uT$3^TA38p2vE5?Pfaxy$2RI$sf)su1l(-OidhESb zOYQtFuZdh~UZc>(t?41FU4Yi6ro?|zKRz)rS2(!opW}i_11BcR0cES@!tpxu8B4B- z%tKLmlKYhm>@WU5@a_`&#oPyl*CF#Lz`og^K0iPIEdEo(uKAr_ud0>@j?D9W&E^_I z9>8NtFZ=SWRDq~-w$Bb+rT7_8K;Cs>K!3zBaZ*?BQ$(vsY%$=SGwbd{rQ#NYbM28Z z_TeT3*umu-5}^v34APdMm<5&W_!%rH+j9x5JK_$VzN zD+8=xL$(%6f2`C?k|(1!<82A!GV)&C)5xCBT}$f?@l!z3sFjg8Rpo4{_Mbz*bS>Y> zGp7#z(QCha^4Zk_1!M{1`t|LH#?!QOq(3<}_I!FWs!CiDqQ*c))z8ChZxkz+CU5Ltb@oqiPUJ%3Du;A@)|6*vENx8Q>@ z2)G8-JWpbXn)s4%?4?mc_~#QfUOk41W`KbGUGT$>ii7`*0Z#!bC~$?Gi(GLm?`0+{ z?%73$+dD-eajeUOzhJ-EfKjp1djuz zL(7vce7#NwE^@|g)HCcKSeJDS#b7FN_x33MZhu*RDmgMzrn1sczm@Mt!n1;tpZEf^ z1iWlsp6Kf)GFp38)&?Ls*2D#+7ZW!Czyf(6L_-4FK-5cev%?2_W_7x~H}6l58@j;e zEO7b#8M~Ix#9AB>#H}#%&h#!yzbwRS|j5P*tBxooP1&axt;WH#|&SNCvZKiuz&ms zkY7_9l{Yx-_$K=TSg-re7qaMay{bD_W&8kK06$VKDW}38;;y7k?Aux0OVj&&;#)so zM1P`1%+~$A;JoSBxiMP}Q|#@Cy`nAGc+!RlD4^%5HLD*WCwl*sb)e_ilcI?S$s?w_&l*}tsuOIfz;sy0;OIxijuPQB|2NwhT_HLmcGDm_JR+!E zUqs(^`(5E{dIeBGF>Si~#act@P@t%Sn6zF(=8~|2O6?ut9@KlvhTKF zC^$JG@0uwQH>R1!ZGNJPgHmA!VAFWdmT@<|g4%h2kIy-X9DtJe+#v59yZy2er8yYF z^t>2D^>)_T2TlfSqyYSXCX!GE?;4D@@LEt`>8}o@30`Gj6-t**xfs3UZJ_ur@Yc*m zp)m8wr<=T_KZ@r*x9z9Nn;Aa<{b^Rb_KrJ6|Lex`c<0=E12F%g**yZS5i0&e?p&kv z6aN4TWf|1o^ons_f6v$lHcdtz$V>*@zJE!IUQ>NHYu8`Pn|DWla!_NPd;hC6?{X1s zyk!p>RG{mi5PX4A$z#xFXhDj1j#EtDvqABK%qoLSj$Y_IPESv3_DZLHf+hD@XqcNx zLEYyH!uKC~SG=0gJ1Fw6DydO~)^L}|YWL!F@z0{El={^Hof4H|wVW&9y*{jn7{Ym-IuYcdGH~S?vQ^z zeJ55upbTOI z90vmtLFE0{?B|Ax(-WR|0A9^bj#4zhm(7pLT1o*zhM!WGoAB<#znnCLhRO9Y zTb9n@*aj3i?7sW*wPA$j;jn|d9UO&tzMVAPBf9VI*`r}o)*QH~FB+G9`m2y!#z}>P zufIOj+P&xOXUzjU?%q1J=k7`MA?#*yCw-xKbJ6yxo#K$KoewF0=~+j@Dl19ZE@>!M zxl{T1&GY7kd959+hAZAf)Te|9#qz-y#3yCgtPT`s>i`pu_Wgx@HnXbpd*AXVNdu=9 zIJbD*d(p*UxFpyuWJ=+x$I%^J;Ky^14X)t)z1iT|9qF2s(p7kcJnU( zM8Zxke_1rgBx8^R2pPkGZsef4TrWsbC2f9S0qS+(Ofs5i4K(I0syrQx<#@Qc*TkO# z{o}z;+TsqOFqH2X(hyZnXlwZP{`n~Dfpn?2S&W;*md0+^yxtFFNNUOFRwx-{=pEMM z_J;<;W%W92hx@F>A9vqEO)a4iCCQdcU$O69A z4Te-emnYNGHP+9IUbQ#;f&zY(!8UfNb6@|E_Of?8q_)b(uY3riYzb-)-;flu7fuZP zYL#)T5gzb}t;BKpPT`3ZC@j=s22UMbPT2_!p-PDI(}^2?Mdf*uc;$J?+$mnJuHsGR z>kv?+E)Pd8JT3zm_A@51%PfUFn#bgyQT_4N*8}7>vcs`_U&rd-3Tn;%!_kHzOZ;LJ z*EO_$;rPPh#D9$K3K$m9@JL0@1PLx=36#RIQESzUkF|%oxl^?RZwLN@zWl|jY1Ku- zTRCazVxZ7^w0lUEK4_Fs{5$Y`=p--KS2~y2?ty?>KE;uTAXXCy-U2mTyg0B>ct*p9 zZ33qRQ~P{xjeC9l{bo263rIJ)+c3V}cvlHosk=ub;sj7G7qtw0hTqu;1MFgW`|U?{~wCI^ePYjQno%be6$-|9;r5 ziBemWw)}g^dwZg_Gr=}D0A7`g=CEb1+pTN{3hnI-^@xm>o9dd0yuvkGc`v!2Sr1HA z9YKv{f3H4h!xojdy(L9+N~&$39-k+d(}70OrI9MHYz(NH$~gWE5ZS{~SgPOT-Vxl> z|7FVnKZXzAV60VGeTjKp{(ktD8b9>SQkK|>yylvtHMKtTs!lWFs$tI~r0vAHUL>`U zxB(f#0rE!eseOxE=%TOkR0I}I^L-qUO1R06If@GGfWsM!@h)hK>O=O-Yus4X6z zZlxOx1>`Yftk~7ZX{^xc;r5mi7#oRY&GZe?UWz6a2yiBKm}oR=D7vPy;da zXyV}KVdrWs7WKK@AX&o(6pJxO)8?F!e8q2_svV1;jn!VtBeMm>R7(6R6JNeUi~7D2 z5fRC)$Y`F<9kCT=IaVPl*df{qSv0rkTVHG2?T8SaA}#LXp7GOUgwdmXw~R8*Cb`Xf zu`{_0-EJYqAjfe|jU|5eguYpmnF?5)K1;>H9-*iART zHjCO4NDzz$IBC}`le9~RtE#Gw26Gq;#z9bUO8J9kQp$&cTW4JjAUvMGV~XqWN2mNr z*1lC0qI31^+p38cQ%d2cle6ZH%=Pm!g>w2D_3ZU2pFt~OF*go1r;ZX2JK;uBfBtF| z#XcLb;6yFqXgvPL2YXf^_w@eR&^0M?N`>ZU#=tTwI2OB@{^JKf!T2{7$0}#JSWC2J;pLlA#h1>Xs}-k zHnAy>S|S=0+=y!Na5UW={ggb(m3T~8IE7DfHD8<G1ak;zf4Gj$3FbYh$39oHoi_4 z6`_1Rg``x&;vW8Jz&KN)&EqSbkzdl!Ir2b*mvSaJ;HMBJ0(1shy6yvKWvVS+OO@#m z-!W9#^g#{Qs+S-=rLTNXwlYgRH&HXS7`Ah&xTk1@wK}YQW2FH zz>c5u+K4BdjdkueDUTW%KP`cb7xVd};obZZH5R`!A6wZ!Un{_+Sh~HPJ$KA$Bw$+s zf$=DIoSHI6;QrfY`J3+cIPcJ#h9tRPB?(o$#5fl-rw zno~AOVh1r^`&l^7*Ol+~%+-WePt!C-u)2(T<{Np1=?Ng$oxJvJtE- z42bw?L9nf#L?)3=un84ADvN*q=Os5GB~;uoJ;5W)3MjqMYI)=a(JVYVc-Nk9Pg1Fu z6Y1>h;BHm>>xYCxZI+{Gt-xZVd}PM3hMtyHG1^HFspRwZtWKc2hwA3``Pa24mFY_e z?;S#xniv~D2CS_1l+8p;PtD6O8b<##z3e=AsTwpxP@oPo z%*OaT8X(sZj1APE0PlxF$eNz^-Yu~1=7$qQBN~g@PrQ$Uz2+Msq{WO1ZCkpCdi*YT z#8B+;47`SHz#IOt@8jTFOOcIJBBsW}SiaLa8TG`(q>8m4S|DhDHR*nD2L2_FwNJRe z*86hl7qDhM7NSy|?}s?J=NG*_ITiw%Q z3^7r$iO3&}k9Vqj@`7J%0G_Z6L+$z+nY=x!7h5INY50Tj>g)b; zDSt@k=DHKR1563--24ad%jk`%ep*z((_yk`R!(Y#)awp5y^GRwcEBaG6b4r#xduFP z@5%3O!-P; zuH^~hAx79Wr-4Dx&qV=^Oa<_*F#%c=oZSsfr~_R;y9t3= zVHLU=)1dKuUe_mu=wyeVyNB&P>q8=qY zi_s4N{%nJGaHg3>jj#Kcd9Op~R!oV|oYIZ0vXy6~H4drq+Hxu3f$Q z+AmbxKZ7-^4KD)!BJp}!daG<2^aIM4+=s3An{i|uTN1&B67~D$`T6EmjSRO+E8m{K zyk~AS4JYF~BY?TEJ1u)Pyi`>#Fk5|TQ;>qyH7Ll(`Xsz3RLhqbu$|^ROPSDczDjp% zB!uSmT9}v&oDPJABQdpyX3kzgw5Fs5aB=ykl{}3(#&g+&>E)G1GDX6m>2o#nsL!{S9?HGBDgI;iN6qzUUZvS2rUK z1&+3DF*A3&qc+QggoQ(a>+03tBh$YRu9I_K32_M>!0^w%$mBoR24u+VT+qn-_0%I8 zR$9S?tnfZOUJ(}fp1A-Lr+BITMVVC{)@B$eikILe4c-$>)73);$@JAImJN<4?pyDb z_kxYnx37;`5%Xa`a2hX_L`Qa9sQ0|;^1Vae3ghp!QP>QrxzGTb541XZiyDD*kR*z~LOy6LpXoZ>sI>(pk29!fvKrkUAe3rpBH?d$)WWgwARkl_Jx2|~)7_ePp z*bHUnAVf_yPfXKhwKn5h zN{UTrmnUV!SWN~TeI8T4zf1QrvTv0>YB*30M9?S#=#8LJ5Z)_z&G(6oW0{M^px?6z z^h%C(nT8wK9sR-ewRrBDA$9*5?GGg^IthL!VD3ju90@M8>|5p_f-hy>XzMB}xx-QD zho0Emh%-**eS`&5{7}LX(S^+)Wapu(tV>o|^CGn+Lv8rs9Pj$yX=6On1EEjI8ue5` zXrv&HzCs1peZh3?i$^#XjVH!vIT0na_rFcm8MA%0Q51Bok2i%lVU^VCjq{aBTjn`GO zby*qjt?iD8;IFnDib;wIKp9anRr^bJgGm>PSY-!#!N; z!MLZ6vpAo_p+w2Gq-Q`!n*cy{*S2Vx;!Yq6qyQqIXD2nsaN*y&Dhy0TORcbhm5JU2 z2k(X>rmyi1GWo?C!fUq|zZjf-dsE`H4r74eZ-FcA2#ch%LMB=HMKyza*JOEI<|Fo3 zrQwoJ=ygWYbj0UECQ*B7=Swx7NVL=6s%ydQ*P6{a*OY?Q`*?d ztLFr+C-m|BgTbgti3p?FE9+ z0Q+7IZ15;HKbuS^^WH=9XmalW+V?$+Pj*ztCq=3_nFsd)oUaKe!RK9KfpD)3G)Z1L zQF6DiR9eHX)WzJ5Pp)$EaP|6tMV&XWiVpGyR?FTkRrgHC!ZG3#!2B=RX8L(Ej8p1_ zCkSJgf|uf@7$$vtge@ORCOo^YR6)o`;JUm)c_`&)KIzUT5cqKgKDq@uk>`ehh!u=* zKDBs72L!cSIxq9uInT~->;jL~KEG^1h5THR86I5synA4z^19qc(~3*{G;?C9&)6W? ziAlaISe1Hc4_fH7y5#wd@835cXSXG1Udp#AYcj9wc1o3vN@JujHp!{hiqg{3TKtM` zL}%cd%iCLeLa(>HX%bM<`EftK%@ihOC%&{Z5;RB(QCTHwl|RS4si&+2%fYsH*SbCK z62f=;cHI0XZG=q0Tnq6PttQZR{>)p!s~=fH_>S!XnH{zr*h++cQFODe5XUvL7;ODL zY(W1cNaxq|SS|?57`v=%;le;=!#&+PUG?xD&bcICKCf6Yfl=D-{yxP)>1;)bLS;*a z8#N%=DBF17u7K`8H~hdVy@B$nzRBPcpJ>GTQrF8jwvO+%A2`?7XP^fN ze~BQ-)g|aRYHT+_zO%K9U+Lslv~FJ47La`^ee+u(b`{uu{OmFS{%Ls218kR%M;qIZ z<`JDGQPe}Ko6PXRH3_G>l0Z8uvnEP3ixQ-$VWW*;ePnrckZsH{sIw0hmv&-nlPxbS zIn`9y2h3`|&VM!Cz)~@nf+Y75B)ZWPhZlO?+iU9DU zTz>d`lON1)@=yR!P&DVWist|mLFYrUF7h*Q_Qu31P)nmdLonP)9Z-7X@8YC#I+E8b z4Q2UtK(I0S>d=N-shfR);UqD7O`z9&uDsY2zO0g2k>`G7BioTonZhd&dfySZ54$Rv zQk$yja<2gIo6{+PzyNBUyqqYv(NHys1L?k zK96K-^lgOm$XH@p*kqy^jSW+GO~z7=SO57i=S`$^5{@gX+X%B)%;K?=?Og`hStxO_ zUvNu@jN;8}?A0dWA=Ny;K8>Y`CW;k&E8U7go^c)>AaoINdfOpd@L8g1Px!jaNJTdQ zhWga{t_31V+`)fA&;iJfL@tE7>+kq?=o$3aqhcsTB1ob`Huis%u`Kf&I_+>Ad+4j% zUgzO~FV@32DVcTZhZ3^J{i}H7QDNaBm|b4M6*p85>N4eifa{z}z!SZdUnN-`(Yd2> zBi3#L9sZ*l{%ywIz2Ea+d#%2z))4aA&H0%FN^6~LasAcOM5ey(2AJ|Y_L zal3=-tLmysddLuVIqEpEgB%y;9L#by+DAPvv~^`e@Z@nPk+hzBa~FM)BKs80Q?L&9 zepR;ZS$y|R@CEIR&qpk%J>ws@ti`r=FG)W1NKdI?&yL*p-ULO0cnil!$q|KsnZXoV zyTFO3_`u11%*Epqlz+}>pEV#_o0yX9P1Tpajk2jXTB?p-lasvYBwXLtJz;1;dI;ZQ z23izi3E<=|ZJjKfH8nacE{Gl}hqIwM8Y-3K_hiS=+{_or^`FXYlG6-*HHxM#@RjPU z?gePBJPDTi7yhZitoc@0L_~x_FrpfFg=8VMVYiez|K^UC{Nkr17BS;6D&lftVbVES z*WMHJ!$JT?paf5mDUI5~=3Z7oe2bk*AFRz^QoO2>O&y9BvO91x- z!QAv~8l0kvKZYfi;H&~$e|Zo4MJ_}b^Ov}^&^{j#9=aybULIpT{L$64=w)>cN{6%L zdrnIo<)dEwo4rzddpO%5Q%^))>V$LGTh`o}ZNNA<&mmb_dxL!zT%r*&rsA#VK|x}e zo%FG%;sE^ugDh&pxJ<->x&*CDOCZ>$%om8&Y-0xMKqJlOc$SP000xfVD~QoWGZQc@ zW_So0{P(8t;edROsXWDxY;5vq>W4(i7j_bv9o1nlj>Ky(e{YJL2vTGXcW@etX?@=m zbF1>Y`Nb{4?Z58E?&|(ja>q(V`yFelL;@U)xi*Z7G1h`bdU!d88Ev6wrBxC5p`#2R zK8<3rLWhQ%cnb-(ggCuYT5*%`wfvaq@?zM7I@-0UmHP{bny1ezK8G)IazGZ9zb_c>y0ME^_G*eDvh>F(W$X5kD)D(a% zmV>eY#(TibZU_MLE;9+w^^ZN}X*UjB&qnaIrT#%^My!R5)!dKYj>;N~yxQ^c$;o$m zr~HK84LI+|*W+tqbuvb24@f79qw~up+*}LS?|Y5ODq3U**}vDog`+hMg+sH=U72TNpN@mG5olH@d6=S6ELo=D2Q z_(b(K5`1>vFW2pQ-#I!H&Dn~O(H9TBti>e!aDxxF>b}dxo>Eu(_pFh{BpCSbefZ?b z4`6bie`D4h_!Mi}ECos_LWQy3pdGE}m3O^Jx_}}Ln6VT|fyH`pS6iS)8A6*J&bci{ zt{g%i2&GOIfG6Qw2gH{T5_IiQ;$QzHrFnNl!v0Of={b2}xV(k2R$IbgdsSaj)?`g)bdIuR_Zmvx2x0nYYS z1s>g68J7%!xoi#mb?qN!TI+j{$xQ&BX-)O49smjR7Unv8qX|yjVya;ZTE3&37!xo_dtU&`k_RL#G?_o`eX{Ji#w$K?*b#6lYOZC#z&I{Rg9@*T0i+E#-O$;px) zlFJ7|U*Y&~&;HR0OcptJCi>2PB*^$O{z68~4d-O#bsx#uHhq>i)8UfzWTvKd2{T1XdLq`Ei-q*QJFN5b05Lu9ht=UTc>z zvA}=)&BLd~EOTU^(P7UOGP>bMU%T<~f{FrXljuH>UX$8@lx+8YyV$mgEWcK>jmAt) z1l#ag)M?xtYmRwWHVx2P%*Y*kOPWk_`dCY4(t?<^qx$kPI}2S{XEo(~~Dp z{Ip0?(lRo9ZTq}B^#K4Ggg$9lNYH|NWRDS%Z41K5e%Yhm#6s^bA~JqvbIbD6(P5db zTY1s>gJL@LD=VfhS%r)==JCPwiz6}o3K{!gJi~EY>6=xSpBOP`JKr1;&2rXtL0020 zUo?n7sZ?`16RsWq!-*y zw@7O;LOJT5Vhr1ZVKeEl%e5LG>;JH)Y~rTRkJH3k(5Fh88_zaf@OF}F_0v9Q-PXgh zXE`~FYAst&Alr0n)kdS-;(J|^Q(-~_e5~QSy$`)w!a`7U3pG7V0|BMx`S<-a7OtZ> z_u9IGL*GeNPJQ=S{2}bm-(EvzDD<}{^JMwTZ>gzgPZaikQowO4wreS1PDwY`|LW(# zJb;6=^-`Wgmc(?n^3xE{dz9yPhD&Z|B+eICBq+;7mK)7-z35oNUrHP(d`o9`M;4}G zfB8$0?bxjw4+}unZ}OF-OmU*sBjq#CZ+|43B1O4H5@~~=g;4>77B0B@XFG;WqI8Ux@>#A z^AXH?cS=oavv^`T!IeXQ6kq%ZDK8=O(PxsIXEf%(;uDF6G8wbH1N74MIa4Fg^C`~s zDZ34P-?i5o<~MJc=~Ub?ve=+GS@hZUH(scwrEHeDIwk5I>n5euO#FG)h(i#h9IEOb zPnS7)Tn6hQT_@#(>eQILhKj=mm}_ZRSlBfEpqP*$;2M;QIG#z|Btj*JrRn@D zy^-~D7S;XJxdi*DDG6^{;TbJ=OzGsN;LYVi9p>;78{^_o^p7w?7kBiuSkzWQl8$|4 z)j#2l_iOS^PQmYxmbLDDAzpRRHCDYgXBB7dFEyfXHphmXNo#~UInT| zn$`sT!v`Bw{f&QoMEu>ejWcV!90Tg9<8J8xop}B8|q2Qy`F3GPEqQ}MqQXu~_ zsJexYL2wLIGC>kNwv*eBi*i3M`z%_<0|sq-lKL=^3_B8XVXr;s`l`{f&pcCqSH6Az zW90mHhM^uw+_jb~#}}@;s8l@`B3k?7XQwJvEdW%kYSj{za(3--+0P2e@O;|-2`Vm> z3AfGUjo6p+4c7{cd^k=}yu!WMn6w$OrKed8TDfZ1efa8S z_!7}3+Ld17M+nIxT+c<|&i80Mecu9KryRjP`Z(eyZ$L&MaP1=NUa!-h z%zXFqRGA;Zq0wYu^g7U01D5EuJ5`v@4fezf%UZV4VS+)o#C1iGaGijd5eOz-L5ep? zVCtrF*z>d#A;`NPd%4u(aNPD8ZS>i4`2AT^zU7?ajw0wx#coZ>4PV1sKE_-5SUtBy zv({DX0kI0nYGy}HT<%?L)HAyoc!;b zlu^k9Wt^jyUPa%Bu%${ynQ2V|i$3pyiCphp!MkP_=a#OIp(1a}gw2WwgkFr8V@$uC zU%1d5K2qJo_#Bf8Lw%zSy;jhx191|F0DdvfA?@Ty52>u~32y?Q!Jq?Ne|+zIxGU_I zs}qC6b~36U^+cSu*qSzBZgeJ<^+x)oZ~ZX}uq9>{EHKh)(N6N^+UPr#*U=@!MrH#G z3K&nqC{44@xbgAv=_T^7VziO(=g0w%=y!~{$}mplKZy%pbv>#}6+Jl{ zUu~#GL1 zu!v~c&`ah$1p|Yd*Q*EY%^VRiYgWaD1QWNcvN=%L(w@%c$60*!wRIH<@343*fU9W* zVUiHTK2fp1Zy1O0JM$aO_;J7Nf?0^1B8()yzfG5Y$%3bJc}W90Ji1H>21fOg!kbrV zatFdaddxeDx;-h`j>+bdnGRp%2Ag)j$ZH`92>GKc7K+*yK&kgDI9{DY>HE=~HzWhK zEfB(-_-IQTjRfV1my#KP#Ss>%NCn})$#9ovwC{>_5}D6xwZER3KWr}A@kLHrrYs`W zKpSC-!G#ae0 zsWE&OMz}qaZ*4%dtv*r(>kf2#-t`AdYw&qr*ok31tiE_0wb@swS|633)=N@$wSSO? zdfnP<1x<2W77vH2DmT0NLcLFE=~M5`cA7Oe@hXBE8O_02)b|ACh(h16Eo*EiGx-$<9SEN)1vVVz_y z#tPP%aUAhR23#__c2hAz!b8F+X3ePL;~N_azm99aFGvm?x0lvSb3#d_O1ebeFOG;f zT|NI&m?FusJSLm6+TpIXKVXx8qT3l*hFE^E9_+H$7VVs*&E;i)I5c zB-L|6GqSQ3tlR2)59IcOs)zG@U*;H{8p1E;XqzxQk>ia@ zF3OnFQ;HYbbi;BGH!@jM!BO6%Rq5J5F@N-9Izbv1rv5ZNkYmIgPKW})Ux27fJ}UleX-1yQzPfci__-XzZcgcX z|J>H(t|)jC))Lyiv(8w~x32wKK!VcwP?c;=r}qEKa*?Q~9VK#EktBxc=aTcDI#!6A z(?wvvw+oc~PE^Gcf$-dt_%qNxIs{~Ugu+-VOa%8X;2Td6a+FRq!>59Zzk^XgA2G^% zlD#YUawQU9tV`)EMhL)m-uv71lldN}Lvqrm(@pCFcNsonuwRhp2cS0*EOB zcCt0hu2Zy6-{}Gdo?={G+(*zJ^EtsY)>d}CF*(KQ!uh4w;+<+e+vy4fVv%jY@L`GW zL%L!w-ptIABWt-Opfw4ur6Yw1o1MHQxs_8Yh=fQG@4eZ?W^~+eastqZEJgrW*~khl zOsP}-43zd6T3LyOpp=!u0cSHIWwR&NOAk;%q?8XFso`FiDG$eaeePGBt-Jo+%DwYW z^=5a;o4jwhu>LCN4`Ev(d4NAi*C_ujyERo@_6Ql(FM%YgqcX&>q@T}ToMhW1e>fN& z^*Sk4Wtbi26J8h&Q|(c>-#;`!xXGl#F}CTf4R>Z=XL8{cH-?WCEuZ+{v1r7mBusvg zJ(E)xAN^TYw{3a7_u0ebo`V4rDQ*HAo^HM3^J8$=zI&wYOa9dqQzQ33TAmyimwF^l zV0IW$W%(IMf1K>QvCelHA4R+ZRsCBAKNx#q4ZWQBxb|0&ZHrB%IZE3R zH7>!4ia8p3n(fp1<>49b^|C64OPQnbd-ZDDL>bg`T@TVz)`c)iE10>Jj(_BEcCpiWatTx zTT*LnK<%T>uop8xh;ob;+FD%#v|b`zo=mFl%iEkiM8oc{)9S7UWCd$~WaQ}Pf_(LI z_a0guuCpA*dHiy8xi6dcd%QFyJTDY(gWKV~D*2&^wRhd<{&3j4a^Zf}2)QekZScy` z^qfHrI$#|`<$aR1Zvt`#FcVshn+6s2Re!s(`nqW|a!Jl4C1fBVJX-8vpQWv@q{#BD zb>?G7leRir6jm+L3EUr!iKjKW4A-J}Z=7jbaO-6|73p!{)G~zil8I=aB&+J(fGD(E z4}|M`uh`J`J&zBW4RqHpy0J~zO|42J3PPDV&gnQ&gyh#EWj;sB@08-3p@sQ;`{LSk z$|2SRgoykON6{P56^bN*jg{{ht6Pi|O}mWjSzJ4W7Q_&*HHvR+y``~=&k=+rVUK2# zFA+3Q3vBPj{oI2;s7lRPX3DZRX-2;w8|=#f5LloZ09KsxSn-@X>RXm!ez@!fhIARa zK&OdySLFhYSyF(~8>gA0!+op5%Wn)!-DtD#1V<%cQ5Y=O7K9Ks>9ECB*vcyM5|}{f zj24tm82-zzKZj24S_05D=-GJMQqdxFL1**UdmWjT&l6N1#zQu3jNqya&~}u zzU^aQJEt?~j2_9q%>TxRcT9hW&ECI)UTIFc?ce6r5$%}Ulw_6O@y*R{_C@=vJv_Ch zp3yQEPa)$s^`)P?#%2>cskg_sfJ$iZB9`fzogrnA6#rCW;+(}4vCi4zu~vDf3>bDn zwF@Yd{9VN<@m+qDotMYY6ky!R8w2&%W8N#(8(XD`WLS;gxtYO?p(+{dz^X<4Kf#4F(kM-r5+5c{1n_-};3th(hS6?G<3LQ|F zB$LT?JF5PV(rYhh_KV{m^uo;K;56)g0l{++sBnvvtpZ)~62QcZqKE6JUfEb5L_h>V z;P5dB2=T(!SDpaoyZ4|?XfR;qgm3tZUvY?wzTz=?iwO+AjyF!gSfi1?M@xea&!E3B zKBhlH`<}YZKIx^LToux28)$KC;9U8-7H0Xc9q8+}0e2TZT3SD9?Dhlof3l{ zdJ3wiCBPweIP8dYoYtNTwA=&l{(Yz*N1W5}_m75y-MO->ww#2j9`&7gpE8*L2*WQ6 zDx-K{2CGpGkwGExRu%~Fc-P8 zzBy-`I7;Q-DWr1ntHOBOcCUhv0%gLX$$tM8nqKiOF8_$h%TG{eprM0bn`!1z=y``N=djzTeOP&(6P z%^tF-o9j&b`>d$tK>L48VLSf%mX*~CGU}m%&h+66<7<>*{0HUfFVmJ3 z=Z=b0fv&=}gnOT&bQuo~R+`wRIL7^rb6>0_S?b?&`%Ge(!)`d%LS*umZTfU1AWOXt zmC}j3J5tnzYfrMO8916lbapBqFu(7j^?cYlEV4y3n@q_mU$6_MDt3uP)RVOX3+*;w zB73%B3(61Ho^HD((EjKj`ikS;BxVO}2;1>HZq68YeEtq$I53+&7mBFgFHWu-(rFdj z(=q+eD>yVl5T2~ohrcJ$QfAESD&8A3eb^A{**msBig)4>XS6qF$N`QTk=4_ABN`kRBt&N9+M1))0Z?HPp^S1b~x!m&7dtrK!xal*>XJ`QVxjK+XAE6!^c( z9W}RmB5_0Es}DpmFLQZ6oKq#M4idNiZ*=eabj(YC} z6wBJsptGL2tkQTVN}1%*cr4A-=&mzob*zq(o}6S$QbX48Q4ludvVo!0?w|!65uL$W z`mRl&Br6Y~Xmj5w8J~8!tfz@&XE_zPC3t@ktK?XZX}*Xaifw`7F0K+i^9Q%yv2y{3 z_1R?G4S%jsw?Dfy?Rq4h-9uwIY$in-u^Gl%4oCCeK(RWSA!S@u05DPjQKXy-XkFew z6L7f3Z?(tYWrZ+m#O;h!R{7F(=#*Hgt7;Im@>*8COHtS2U1%%oEkOfq8eUsFXt1UQ zunIna9o;LiL@Syn?9I-0D*-Jett*e>0|zfL8|*%mo}t0)71fG<=2ZmT>@8*XemDG& zD5^PZPm&o$>UN5B9wqVzpX$&lyY*bBgX^K`=1XI~3AbNANNEHOIZ@1BrzF%J7GNa4 zg1|I31CJwsGMK%ol~)uC%6Gwa)bl}uVIL2SK9r>XAU$M?F0jfuXIn+r2 zw3)6vL)bbCwD1Z>Pqi%o*5_)MV0z4HztfmC!c8RL0&So-WSAkvYhG8smOMy4*!RGo zXVP2eQ`C_o607a=5tIC)UBg&58`$2yD+kya-|$HYSG&2m$wUj0J<@@Jb^cC zu;+Xlii?YzeluKh10as`PL-%!WN@PwJT58wR=yL_DJg6k&R!0$3(pn+fpJOij$OgB z%d5cm@^VQcFh>DLyW+)RIqs6|KxIbsFE`YxC=+~WQ$Fe)KMJ_hW?HNA6Ts-pZ&nph z-KM>$pzZ}`qkqat0e`kdUi4ZIgE~3yY|y|@Q=aB(zQ+(lZZP`cU+S_ zmo&Wp{JCv`&1+4QvyK-(Zpia5(_iQ+rFx3ze;6j3K0-KbCKn~9)95l0ZCeIpag=NJ z&evIPl^Rn5EgO6rs=UaxrL-71ggF1{Sq)FL^;$Ud4Jih3K$|?*;E|j@49qYJfSk|L zcWhOC_=dbnE7X1)g7U`Z+dZu>A!3uhJ*h8O-R=cAdmk@hP;oYsC4D=$#GWa5FJ`6N zjB^817OW5_&cD+h8)9?(DL3DulY~xngPXGhcDJD&{NIJ&bRe~BsnTN)(Krz-E!r}O z>!3Uflxvz1q%AMQJ$^@iCxdd~v&;nGih9v9?52D74dH9TJ*$a{i}{Jx^}>mxd9aaw zFB*L5rNHa1jj0%fD=@O*rRPsE$VK$komC;rY68h=LHhvKR2UX^0O}uG-2(8cAhJ#~ zybWTqiCyniXVcLfJa#?TZK#^Kp0{+&UaV7X^$v4AA1xN0GK~G*p$T|6pU=)2$DO_4 zC*FT8V+nR{?)Fwn2ExSBwxQ)2Yd|GC&k4|`#lkPU6x$ZL%ULRr%Dsuzp4xt@T2O91Mj3*d;T zwgQMNEs0*!gaW0FkhUezbt)i72-rc=@`Rz7z>?KvBcv8O4?$@_hF@XfLT*fkeKMKB zLOuN3eYrt6l+1!Cyfk3uN`&x}-gE;2?$af_F7X5HYRG03C+Yc<3J286aVsMqwSa1{0A>Sz$l;CcTgrhC@B(J zpckXR-w9sO$an})(LjrWhkw0+*wsQ&7_kFEGuOc_q=o>k53_c05m&fIqlCA-ViOUp zc~ek}4iCov1aX%zbjd56l58kpcin$^C<#5GC!?f*}bvRt5MtUJkpls|Rwft^f-^2crtL zkMI;|UATgEnW$V!1#@eF@UYWSSHJoAizH3EI^1%js7>Hx^Cxd0(l`h;B4Hvm~At9IpwX7wy=eH5)<#>%fnA5Q`HTy?9uj{W6rLDs^{73H1at50;j`Hue1R6BgrOH|zKAs(*Q2|DhaK%Zo3 zJk07L2?SFqR@8{o0c{zW>$s4{4%Hs0Qp+`{ObBn|6;kln`&Dv9w;v!7KT%6Tu)$Fu zk_%)-1rb0CKrccab|otR^`^@Yy#A4jQcD*9Pj&i;VA}fPsH&y>ET~H(lzI`|hwg0+ z2+*v3M!jg=;i#)?raLV0SmE_v7r8K}+1@_Ho^?B9rqzka1aQ#_<<{tNU zJS+RXK&kaSbO6ZY6o<_){x7<|JRZvR|6BF#D23B0X~St%36-rZGevSFQ7YLJ*{8|A z&d`D)IZ;Wni^|Rz`^<@u?37^!6S5oo%rIkkKDUr(~^n->F5L-Lr@qUI2JR=g@_d9gnvc zL}5CpbIIqmRYay_{n^{N9nk6{OMh`E4u@qDr^2Lxl+yEVbd>Q8I2n_Ex9>6!$!h-* zCw_A*|^LXP#40XE>r*_D=C%R0W2z5X}@ z-bLH$^cPusN~@XFH#%PkX^L-ekU4MGWjlTeozSplIhJ^p8?;@SrxZ2f zl(is>KXnSDFo#_WGRp47yLs&a_zhp5o7`GoN6F(Al&Xz&x46-#eWd0pKPF*j*6a>} z?H(2RVk55=FR%fYig9UR7 z!?!yj*Z`6UEHb5!@r#w?Ar-p319fvht?Z+Gwo)1jAx(+oKAQoxoDTQkvtFbzc%F3{~ z`kH=bGg{f?TdeU;OH#X*MxfAvVJ1gnc|JH6K=jC#Mhg@*w^QnNGk78Dzw@7{OiQh) zfnhxL50Vg7QLvy}Pj&jtwX^XkT!mE<)4=UFWHH}(T6RKv>0T*HSJS`y!hsGgNd{KQ zf5wixP#ifvG^CqHL%U|^dJpYZ%+WI%rgU9hIn57xQG;iv^7r-w)?XqBr?%z(3CZY% znf!BVfZzX+t%+Gb*|ycZ@N=`3?ZVhw^(wE}x3U~ufOCI!;KE_Q(s|SuTZqXmO%c0m z(tfbW(cfg&56UucaIory>&V|CbSk2G_yF}vujsx?vw^x69zk+0a}6&i2mgi*<$#TK zusK_FT*Vk@Wg;n3Q)T?ebNaePDF3kX;$rIPXlu%XA9gQOFszr~+r4_(Tvv0c#M;<& z+>q9I?mMpx=O>X>Fy(P@qw|HCwR~>BWgn`x4Y%EZ9a8RhubZ@B^ALS)=a%gZD3x#I zzqH?6i8)O%GP|T}%Lx@&Iy~w~5~_IT1rXlwU^y*5>M{0yCmMx{VL1Y@~r$Sh5D`dv&EDxD({-R#Y^-u?>Tk+-LCl>SPPaV0$nJ&Jq{Pk ztbDJ$)BN%-Iyj8K7>XJ#9?L2PbBvpoONiXT?dN5rlL^g5Hy~oLe3Mi*eEqc6)LjUl zSPCkD_*3^Ax00akZiI|-@C1mtjML~#9sn=IXIu+!I+XV6hQ-1s!Jpd|cp#e)R zgn&&1}O5iTEwWwM!NEHx>`c>`|*ocGPF)?UXROPM@#brE+Vo$D?MUhWhuCNQ3Rvkk6&$ z+w)J(;+VEG-)ei`^wt8v8=zqU%t<I6d8djGtW<(<8U+%$Qf#IsoD zP%zVdRSoC^T|3I30{~w5zxC*D7O)OVbzIJo^PFnAw30KxrfJ(erUx$Q2Lpx#%#POx zfA-!)%C{&apc-Xu_jb0|rHxz<3+YW-qbx8@I=nbm&w;|wzL7U28R)E%17wo6GYwPN z2`0il4p24~#!sy&9Zm{W&$Sr)#($2`@FS&;NzuCbxXV9*K{k9XZCu{Dm7EKxj79qm zg35AFR_?G{i|b1xzE+t+pc3e9Mes-l6XRQI@Rq&$GEX-T9B6zNv?8c6d<1soNEoKN zm2-KkpN%Tm*eT*TZlxe*k(rlwd~SLVC+;c9CN(>XlW0Cf=?fpK@iPYSfNP>TWrjVr zz$Ff6_{7J_x;0-_9(8^|In954G2o12Vg;$kV(|}jN#;~dA{0F#T-g*6xlh}6R#>8g zhH{z16JHbGXZd@P06x6|-E2aClTA1n&7q!E?lGRTRGcB-@J64o9cn&qMMvu4bYnn0yJ5#mC5O*%gk;?c zwHC$GbUIIn{l(PjvnIuH95d9TW~RqjW35ztCReR$Qp!BdOi=BB@?T%QTjU=~r2jaB zgI-r@vYxRY=j(~1KP@RN3v#=%gtd0|?s#XHWl5UC`@SS!9VLO$5dEl(a-~0W z^h@oSgR#wHiZou#JokpC>wAkR$sNaToOwatp8ei9t$TYcvSBTyNL>hmCQ~k5wcvA4 z-m~tKLBFEdKmugni^v!JV z9j?P@T#4m5zTe4etJ&JQym&JUH}qbVF^Vp?Gu*EstlOr~zxK0#b*sB&@s<^7m;@>9 zP*LR#2ATrGXsLWT&xt3o2&UsH=)mC34;o(dhw^&wag8LprZ@1PDpdVt=Mt%-5lYGj zkAh)VvpEAP1|Q8@@Et906Fxiq#~CCFWlYyd6oO_}Mx}ZkV(WCX3BBxB6hHs92I1}L zMo7k?{*=F!?{4Ct(d$1@?O;;=ma2G#V&aauhsk({>;xFh@#TiAH)aQo)8Fd(C)^cY zX%IClyzzQszB)BZ5RwH}k1rO{0a|BPcP;9nHZ3RK@E{OYe_)g=2?q;!F2D{FTX1|u zK423{Y^02(;#00t=x9hLE8V=O-t%khHk)-nb>*|UCRSuV9!z2Y5_a|l>h{-DT!d&# z9c3C-s=ePZg&gaiW&L6vV3kROqpj64aiE;Xz!oBWzh3;JGeT0{JH7cDx;5RBV|^h_ zc*4+TnYpCFn1N=dRAkYfhjl&ff34GPV>tC<$nxHga06?CJ3nk%Q!(SFwo=?a)oXCN z!fL$Zn8$}rS{)!Pw1To{1r z6U}VtHM2Zo6MJewprFNZ3<(9f%uw7k=7y_?hY(U)Dv&-MQZxkM}XM2KK1< z?>5T0en&S>wG(O^TOX5F`b;I3D6-Tv+CnYdrty_M#5aXkEqt-LD}YV||~ z#VJ)J3sAm~@}KQ2@$D>lHER7n!rFfWT%+XotG>5d+M3UHR=ZpRjJ@v7a z$P2oq;M1c)10A{2(Rbx;gV>*B@28YsZ7?MV)1FiFFec#bkUz8XCBJlWl3?Jdg;;Ic8NYFKcCJ?oX=| zma*djom#;c>{TnZ-aMP<)taXr%ir?atJX#N4Lbf1(9o5rZ2OX18W@gZkZgA z8QF~JLCm!7;m)YZF@pW09kFPq2WoB$hk6~olg=EvqwHW1qk2b{$8;q+XoQ)$eY)ep z*~B%z7nh@5s48+T>kHze@!n*24ckZYx zT;-vZ8KcfEF>U2HyAv0QKeR<=r0v+^B}K5O&VcfJslCG|i#0c*!!sLMhVM}{PE{LW z5#qeh;9#^<=#Mu?QNZ(yfqc2>7FptVeP91wENk)p8ggb?c=nKnu$r|}*KLiD(epEI z+vAZ!?Bexod~?U7mEJ9jNAM&;QU_=^<74awBFIq1mAiKR?)!Cvq>;0Mi|WH2S1Dg; zMa#2>zU~b+rAz%J&dY*)v708J z8e;pyHFrOxXw&{w*54ybnoq*PiWXYyzubOzxZrXWa{(s2c(rEJ#eo7j_sr2j@uaj2 zfmGe5?u@zrY-=w4%mIR#BlC4z#meY6H`qxW6%sk#*DU|N!frz9>oDpuRJiZgl7lfx zr>}oSi1*WT)nSXpaadyJYm8{xD^~-(1+*?I&(0 zn7OrR_O@ywqA8fEukU-+&R+bBrv2Vu)P2cd3vvTFrB#7<*cgRZfoOz5`Mzin^q+ngRf_H@GY#sC#MX4Ww z9l2A6>{cgT*a6Mc%EIlRDP)BMq>RS1?^lr80jgyu5@Hv?>#!4YHtHjq;`F&pU+3jW2j~)4^9;zC1$vIxT4;VHALh7FRtcdcu@wMD{ z?+$Zk_!w#Ax1hEasGhfcDyw3-eLiOF#1f~_W#F6&gcPuk0>-i-Y7m_4 z+z!qygF;vSA%j$TQTDSnVMFN))xA7Kv*yUt<-UD~uDA=b#`_9bT@gwes>=?_D60|b z(emBUlUvR!xT0uV70M3ku7&+oCGY&_M)BpKHQF_17$uC zDa~e-m8ovoywdzV^j(Vxn6yYFWUtp7{t)Zwch|~s_vp}CIX*EBe*oTH@I5U_IWalGaVH1Y!G5o1qNM|RI}LQJ6V8i^9`7*+2-97*9sh-Wtx=| z7nYQDvcENY7u>pJLf9!q)++1zujyJO5QLAbaBt z`=DHK?Bz*UnD{Ky&j zt57bSN;xpD^3RTlSVc4G>z-{aDFP2VO!?5`XyVL`SV1+5AlIatzi{j$v+T>_roCsc zAugZe{;Nwv<7`VVlr(yvp|mp&9VUS`_p_{6&z|jg(<`>to>fDMWO4gnupEKL&Jd12 zr!9UQOn?15%+%x$w9%Yu^B8lO|o*bpzqwX}p)tYH0@Q*U*WIFbO~dhA~)H* z-wrMFOE^Jgc29ZG;oII%(vy<**bYC!2a*K8uC0liy0*&qbf|5;v^k=-zxr)Mr9tzN=t;kc5iS-V6s>3-mr+;uEUFiyq zlj(l-Qi|NFi0xu?_|&T5Bg>XNDWGn(4st8w5``5w8iNrl_{adYxA`(7$vjhr(z_g> zE9(VHyqV+C+voja-}*qeHBch|5gUD{TeB%Y&P`haQzx-B#qW#shmvFls_Z83nGJ=% zHm8_-4?LUNH8xyhNZ-|brxi385)53m-b<(jk#Ap`T0uLEYsY#E`nRAGEgbexmJ+EB z@m@%q(*;$c`(DELWt^?r+ppOSKS;nBa2t#W_d{C_#A$BwpKTRpj+QJ+2Z@Q)&Me~n z)*&Mba%ui`qTdk+q~WZ~rgIf=Yc}l{uW-no~#QL&kfAph=vj{wM zx0z|v#64G3=W6t9cR8ABNMNP+iSq}j|4v3NjCD>3kmG^L^7D8)Sb{N0Mvz`M^)Ku} z^Mwd2pmT$4y-<`+OJg}T;iy-OF*G%wN)4QcivKg6CP&ZL40cjvc%j1LG!4qG4?t2X zsCmDCUf|$J?(>PIqSdE%Cx2b3=bjR`Uu8fRBsKu}TGyn&;pQLdFK@UP4H7_BbIKG% zTU%IunHx`@mo3(5bZP0oWNvffXV@-?t}m%#77GK8FH;&9Ze<{PwW#WU!I_qOGqY^2HYVQ){%VxIsZdz$AN_ zcJHu2w})yLpqLJ>aOL=#ZAM<7%Udg8Kr}t{RL3a_bzme14ocH%tx8xwS2Y;Ck}u}p z(x5&a8+;dyj69!rie_JX=nMOuAs+*iq!;ur)Ea#XokN6mz>c6<29aEWa$H`}pp*=0 z{>Dz|<<9QU8P;jSW z2SjI?B_+y^mw_<5W(^|E7K~@o1k`gS{`Dar$Xc}S2#E?zmM(^Nb#C(fsahm` z4cIz@8Q^W&wHr}B=QanUtPw~4!7;_=kR++_;R@a9f{4R zxwm`O0i*P|e6Cezw>iY*gLlz^^%aSxUhgeV&iH*-M<(bk7I{OdW4`e4nZi{m{yO-h zM}(HSea!WM!}>A7KLpmnYMQ#2>}*#eAh+fC1^~Mts?IMb?yw$86wW(4>F{-2@ZXFG zZf0x0e*M~VI9m@TVF##!l@&s`Co0o_%5twQpTHBLbLKea7mxRAMLQOT;<3L1nV7$l z@_BbyNk4ar!=Jo9x3?RE%1G#xT&=7tBF zq8A=Yo0Z7dQzozTF*JWY4Y^A2xwT9_8zYyt$C_t!-JvD~51d{q^g8SwQ{BhX6N?2lCF2x-C%u84>uiVX_g zYxtD!nft>uwsm)R?{(MK2(mEOQ z{+zh3{Op2XLivwf4ldO!_+zTTzY}&Q{2ca?f*up|I<(w(rf}D3$QZge{M-fp%4Wtb zt#fjAb}kxp*@ch2nN?_d0yN_WbxwYEYdQokUHj{$O}|Zwtf-D7@)DZz@Kw<3G_Bsd zpnvQ5?CV{rvuz;H-fZ@3zRHSYY3+7MT@pEPARlu=8pGF2Om;SIN%Jy2@qgn^119eN zoSyRo7H(&Y8ncOq4wP^-4MK4Bjk``9Jp&_Tuv6e;V8v`=msgxB_LHU0(Eu!L zRsa1vsQMlV%eAVZuFN99tidc&-3T;1_1 z5%SSlUsXmG*@=h*)5{l>VA7D&_(E|EBERU*b+Q+=Q+26@0$B38&c48Xjq6XY;hWp?>$fsOP0?~S!0fOGVsnWaBx0;C z*Cr!a?g7DMN_oDCEg zFd)VL$am*2DR%wheYPD&)3enZSd8^*vSLjdd}0rOZmuawrq0gOLWv`X`x0{wB1-uk zMoa9hp^NZUx)(3RIn6hx`pH*Aqf)51i9b%XWBbp^u~)YK<_37US|@9tO9@}MU6@S+ zK=}$V9vX<_ka%GX-tZ6zB_b4k?YE|yIGyZ^D`La}=X7*DPyAWS6#$H`Ka4RS-^_yz zE{FfIj?3IB`uyTHRf*ymk-}Bfx_Av_owIi%x$^Iv*az+En9oa4YAMV#Ek1svGCpnC z`zaUcCj-xN^$M~UYR37%=aXM-d@$_f|7)rL9US6pegXwuQASb!<9tM{Ew@J85pgzt z78RxRE57(Hm!BxQRJ+|HFb<95vM@rivE45bO0|b_dTB<+k@Nj0J6zv>U4|H?6I0l2 zvqBF5)H(~`@E@MbnC%#>Av5_1B0oRbR7Fk_qzPLXefrZc^4&IsuI!9ItQktxHH|bu zSyRmAXORVfdNaz* z1^_C>W{?Re-u$#>r-H-f7uiE1&E~)MWzA^6AIj<*t{aa0^CV6Ov<7-h#>AEXdFpM# zIMMu{mf7pwCGNe~pTw!`I6S91y>JSE94pxaAD_n^i4(0ymv9eG^yL@0?`)n;NJ;qs zbHU_3+R!WRI*4AZyzo!q*qd)ROSf6Fz5_X2_)luo%=FKmTH$*v zDpA!X$8YC$J`wQ|$bJXJ#CMp1pwXlCBI$}(Y1N}8sia+JR`U_We%|?1ew7H=A>>lb zeH+Z7vOj1Ek;_3DgIChKe&9%3^=+(B;m+0rczUsAp{N6{^xKHVy965XgtM{m}LE@rut!v3l#qA~w2{8!FrP%&q22 z!2Ne@|7`F4s`A`Yp=m>%0PHzhrgPzkqI^fSd{^;x82o%$a7eW{|E}8skQ6n7K=$T7 zXsqP6wzdu;P8Fh@XTNY_ApSNi^YgE?jJI7qP5yZHUxACT&bf03#YMM)&BTuo@VqOC zt^N18%``{%;TNJf9G~>eOw1;{(Kd;s*{YMZ^-(TwM*i2vKh3ZW6BQ9DSclemm0yJf zbWRKB?!8*|-xG?jV{aeUoFECpItf22-B3Bz8r~^#xQknO#AC5tlQl)+3uyoO48rHn z_g7a}i&ZqKvVQVT|A|YkF_-nM75pg?Q)Yic}bl9%~m8v;A> zS(o2jdVj@xIYS2}0S$vF@2`|PKnFV)LT_~5ST-3STm*8L6^p=?k!P>vBRszAuav4( zQE&HX56!QtafTFK=SXU*ZlCUTJDEuh;!EWE+lIs z`k%h2DSJCRyXnl(6Hk?do1Q>7!&vJ*dFPDqk?Eb5voQ`^Pz?(V7QW-*r0gTfHb0|~ zLGBUiG>I2i;nfCN5S)_D^GhKDPku%;kPBW%(&>|~gV!(^%q$*izW*yyteV)2u7-_; z=stEe{oOl(L>&&GMWk%;`u_y;1rR}nykVaI<@~+WYWJ(WiZ3w?tm{?kWSp6UaJ^5% zU`EGvrl6oMBXgmi%OX9gW~U_za4yCBc^MbvQsb`WR8RQcD(+qYotouGBCNSSC5+V- zj9oHuGzwFW#61c6aL4LV_gnUB_f6rp3tmL@fLCHW;c?Wom8$oQHMcd2WG!m$m59{X zrPbTEM49`%#eH2Pv5uerGK5eB;p|u4k9y9O2lRAYR$8vnNguab=BAXhIW^-EbX8k$ zuc$*U)3&pEW0o;#=Im=H`1DQU{nnkM`dDb1D6qAwm9BmXT)q57m}Hl>JnyVBzzwH* z7or`bc(+n<3+#MGsAoft-qM`CFKt=%M%41Hpax^2Oxc~WAy2=PejNz0O#dS_pM1aK zj1c>XY?tu%;~#{ShyO$pW~aH~7U{l!)(CGr26Va=aY&`3Z$NXMdvR*grpzwuhX2JG z(tN-FksLkx(j&FpDP3Pzoy;o~#g3k59Oonq(Z#Bu!KAn|b#c&}+r+go!QA^aL2C-I z8{_}8psjOJ*<|^>Q8oxcE~ItOWNWgzTA4&AvuByQ6NP1jkH4{{3&C#0q~I;Jr^D2d zjPrRL%Z#-5pluGV+^_w?5GKF;lOZey+pwfZw~kbewW7!nwR0&zZl-3I(-pT4Rhg zdA>f^W1zI=zPjH{?}xlTdMIO=x3Is>orN>1y<6dhDj}QGUZTz@46iE-lw(OwsQd%8 z6XyoDC(XNNU!^vyKV0l4i1%$6yB0-Q=6n_%&$4|UL@P@~>e>g-OfNleM73|PRo3ZD z23w=ze|IxT%i4_|*=F94p6!Kk)}NX@tKM5a(lEtjUSXA!8w+M4_5l4LM^+d0A#35| zCRW^Z<@k#=zk%$ZP%ajC`>q+T+Dqy}+*(khVi@X4=Of-MBnL|K3%|cH{X1Q}`X>r_ zCaa8>vSm-S<9$J)d^y(RMXd8@l1IgRZimTP!MsSJ?M_3nC#VzW2Vc1{^NG6ZU32IKg zP#JUOgW8^a$@mgR?qKfKfqk+(PwUt#BZ-t?5NAeZp2*9z}CfBEgn!#&@(EMWeV~l z?W<~W&$oyK(zmQ*$8S`?enUO;_|&l*z*@WKV!?~#+J)mQg5v_`OfT10rwzRfSCh54 zAm63_2HzZ5nnF0x7>5Owmfqb+w!u3RS_a+ z&rKZ|?5_*0VX|J5st&vyT);WL@h<6VM&arrm`>-ZFF<(#>ma(qkkvn0fj=Mj6Gtl$ z>5`n!0#`-{qz=ggineg2sWa3ps6fHcpch?TwdJr{4VO74Ds**Z#tMJE&LYYSSJ4Rm zUAp&`-lr<%FJxo$!mcoT|4`;1H?!Z%p0KLbdeNL({59(@&Raci`&_XTMcCugyxi`< z^uqfK9O5aHo?STaX)l`-Vcb6)M|WTv292fK7r#ZHNJ!du9$N|P9=-x@)i-reZbOQU zpzZ)KJyda24swO-y=BluOExP{~HqUkwr6dLHxS+YvrcBY=PNI9`Omb(9TqA>Ay-lf9sV< z^j41lv?y}9`rz`nt};*xMFHskv|Y-7@wtik+(OSaYk2%XHQw^Dyp)8eHdXD}2uj+_l5gExj8u(*4j-^LB=PwPsW=&`W2f2T|)^N3omNGq0#YOj8 zJZvpuhpx2kPRUR`ho6m~T0jL_c)Y)ddsML*5f>v_44>2-qM0il9ix-UVsMK{84ppI zWW2C?+_@Y0fx|~tA?wn(c$t6w!N*DIEn`hpq83gd*b<8rv^@}`IfPc&UlT4o%k){h z@)-8;5+cs(;;gof@|}vGnG3X}5#7ws7e>~eCWk~2{Acv4mN?blbg%ONr?sz%T zd6CV&*&)2}1`A9fD)-}WbB789uef_GX(wam|LJLn+V7BFgn?9Ye$?D=>#1EY3*E=s zk52HYt`^8N@{wVv*pbg^FibMcO535jL{XiSFtV0NzU>8E)D>0Ykwy8mVLx-FzY(Fh zlS8kpkX~)$eE9Nw_)!G)S-I+!srTH_X;qTkCN{rvNZc$W!C7V=oi{xIQ$u@ZXl@T+ zr(Dpl4qWiLwT4lZpSrV!n|(+X1_4^k%!NT25J>Pb6=sT=p7{r-)eaO>UF>Aalamtpu;jpdIc>ML4CsAIXh; zA5~|vy~a%FJAyc;azF^JS(0Y8vSgwOlV6X4{laZsXEUqLWI)w;|4V-vC|XcwiPbBf z@d(UG>S>;?-t^#? z=1LwE+OwW@%)S&kwoXW>Q$wml>0(wikVzV9&9M1Te3=M|q)c$wYzLLVZjif`E{s$x z@*%Yf0@Ym@DhwDt_G(`C>Rk~I+B!lyXFQ({6)jC`VG&#T@^Y?RNBIgGaLds7ljmKZ zm+C)K(^=3jVnmsJ5_66*?HhQdpqtE%j-fiQ|u^>=ckoUhxb`~gBB_EDZM_& zKD6D~NIMt!oepT!(7~9Z zetaGe=?!7d1W$|Ke1lvfq$~sm2+i|te~tCTO`*)buwFSyU>yku@P2MdU#-H`Y@oU3 z=&A}{jf!w0H>1tB@@+W`2kd?F$iZ`=ZH|<;U&#fjyX)C<7jKlro)>bnk8MUTP}1Ih zjdz=oTQ=Uq;(We;$nUoyY|S_ldc12}izzm*H`& zFYle-@5~x86mPuPJkNPIryNnGZH<4>;-=d=M^Q?llsVeT@1&CVyc)=+udL(hdrmX*N^6)$uQzFN*TikEfrttBla! zq%szB5^mZThn1YsyC|Ff4wEC>bFxzW70>5dT3&=XD>*-$P#Y{%P{OI6i}}xb<}}7G z+{^b&ot^YzdW=l|O0(iyDlWua(X!&q&#gEYsdzzk$qJf2;}%=~ToDHN)xCsiIBfK} zl+ZCqBGul)TPJqUG-(1T@77|Clt*21XavtY&KHw7bT5A0wX0Wc5S;-q9hvz3W!4_@ zve&!Sd?fLA=jKqSXMuR^B=W|7-5%!&|u|O`C+H)^%YOu2F+7Ll;oA*a)-HoC{P*N+%Dq zo)MgeYqQkbN;!}hc;P=8kb!Fmo&11e7dHjI0E&g{JOQkH-xF_jJ5*Iw>FWFzkOihT zN}EuG;WelG6;%cUP9xq(MUR>yl!(*~Qi>@O*CW`t@?v{cKd-;24l`|`6o{e~EPL+U z<5EB1_){1$&&Mk3AEZexZ>Y>!{8njTR;kGSq?SM4Gh}$bZvIWJI|xAaC|MRM$fr=o z^^_IJy*>|wzvrGQ+#@Ozl^=ct2an~`0?%-pj3pUXj%c#$~N+LDFq8d?&oR#`y<9@Ppl_D%wqV@T@j{z zz^Yj%FON0#{&_kh_n34C_U+rki%boh z6pG$?;$ENG6|+6QkCLB{g@ia&g@_Q{MlP8U>@J3015Xt2uROG6`O8&>r+%yW%r-%k zcm{h-U^|k0Fv|NgN=U~RJDQlw*RETTY@e&m^_`1Z8a3up%D#AfS>rmslTEf`hS8i{ zb<05ngG+;qZoP$>!79AT%-~>MTh6d@pXON(+(j|bU{_^UhEx5BdzI9Hj;F-n3(@84Wl;pm-8oZ@A+t8>rnNLukv z9WHs=KTqXC+prxxQ}sK-!Guvr3IC-zm>lDesH@S2A~AR4%_RPF@({cZtgAyfJHt z$#cKr-d>o|A=Hu9S}iz+eXSda7yDCRZ&H?|D(Eh@>~@1=^-pgeT9>`sA&tI%T@<(T z;Y(chHw&XYnQ2A0eYk|Sog82rIsy5N=+t>!<%e@l&JvHSgs4C5YWlDGlW_5o?Mj`8 z+2S@J66#Ucj~GhL?L*XmI`eI5&=q=_y*7&n5;iCHywWTyW!X04<3dMA9byz5uXYTz zF@l1AgCGTI;Fg^t?#=KI3*|VN zCXz>h8ikL%tmGoH+G;RNvVbAFC%OJ7k5S5{m zcy#*6sLf(vrNx;u{hGD&cfcUdS5l}D!BwY86ld#pVXq%#r7_%%;!^XO?#T~jH8glR z*axk!*w`K*z_ieSp=~KCu~7xpVD$4}1o zeS8(??Q2^RwNhdU{J_pvy=?tRqm3Y&yc3`H0!ap#9BqQSytnH+3x_#Cj$4BtyJaYV{y?H$*%~{<=o7i1ubp&P6+?2 z^Q`aO5z2uzbrod(_sDnC5M*5)6v6*OishSr_9Ea_z)i{Z`1VAL3fz=RVKSnDx#jQj zqDK{9*Wy4R_`jV;nC_>4c0&95ZqrG)%5Z%3MN`xB(?$Ovi4uZ^K*b})^UXio!o5-W ziv$lfukSVZXL1mGm2CL=%T4iuaZ=wq?69-`dUu$-0k;BvcC}NY@b=#J@nAWPaC)H? zwC2AJ>W_QN=jw=Cqwdsh{EqAPOaWE+fAwWYI=_~`49ese&>(h=Z?pf=Tu9cM5q6VC z55MkhGgFl|oL{`As%G+G)^u>Le#+Z>zpn9EA&$dRjBd#@JM8LXGp`zTQq5$aYtr=7 zaPFK_@2u4{@*Q3d-)~IMnfA`Eyp5lzUY!Vve)B@p*6Ec$ng8*Vsy3Ivrtqq^d`;CR z`0d7c(a^LZf%r+NC*@{p)p@+F9|2G`@_tY1A66TnCff49zdo?ZH5&PMXjPkQV3X%G z;n$^*J6gG8xP^aR9KBWV$HnFR%#XyyN%@gzC|nIuT$=X!c$#g{%KK>^m)xPZPz0|; zt-KzE+|*W-Ec`9p{>sh%xD?#crXRQPuZ#bW;mY;$$(mZY#hnwQ`4F6k%4;+ z^@^)|6({XS`u>wX`{IhBn!b_FJ#jOP7|YX zelI#}xC_V}XxD2yUZ~wSlF59?Ehx}CViE7e^Yb~rHK>#0{()n!Y9V0}?4~NhzGyub zD&v#lAyX2nM=?KKSdQz3j-Twa@8sAU4=QS_mKUI$$#5%S zNS_Zdf0`%5xF71=RzBA}zKq_OVUfkP$HlZNj+_9V_2{#*C%3O{Q&YFHvYP)pMNXv$ ztXPADeZU%^tlOPp2I}Y_{pj#dz^X*u#rJhJ3SD_OL%+1Q6X$PVF*34;jZ&KPfSv`- zrcJWhppmy*US?V~Y;5CGAl3!jCyl_l2iO+!pd!l5%@^D+J%Dy<0yyrxOdBRY*rDDF zGP2ipKJn&BdHjBwfvupRU@uWhR#rzmm=JCas;733pFMqg-@P7>E{||`$a(padYfin z{^`?a$?{ll^rvWXti@xy67k7;)ra(~w{O?utVScb&UReIhxGRTRA%T1>a*6Y++1B!1n0t-vM&S z!S)y0>gwuD7|GmPzloc5k@E~c?}&Qtr{|yw-7ZVv5r&F~Fm93LG`HwQwbylDCl8f3 z(A!ve_|NQu?>X)i`|}d!4|4Z*e?8KXOv-p?ekJJ+Jw8>;wfPtff#iWsEFiBcucdAb0exf5(RJ?+N&5%P7W zalv7N8r0u3%qrqzLgFrjKU*@NV>=^$-7mvlfn16Ql&OQrl02SURn4b(xgF*%KVqNX*Z^ZpH zxtjJ2qs=`>HEC~SpWRu*AH;3-eM6G|b2N=>UUWMV(0+uf8L+Un=NEI+AMS4}#5kVc z!@FJrWRI!cCRm#!rK$J#_$4LsB=_+&#IeSJ|~4&YZkgcZ%Wb(eJNp*Nngdk>pGO9)`yezL@~+j8WOGM ze$!Pseu3hpNNp4Vi94vaJyF#K8QbM-?hAXCFizrWw4Uer;o>!&`4%})c~xLvG*O$J zdv7qdgS~0MwKigZuT&j%)8_6%q84pHWtTIW*`hci)o4G_7JHkA*@d6~Fs1sDh93cB z0%8&{YYRIdgpNefmd)p0ynA4J<=Nmva$4iEuQEJkjhOnoWUBpwKttPc`E02rHRz#U zTT=aErSqQbI-J`&Yu1DlSo){2*XX`@E!|1sGyjqDXuILIekCCZifZ}%JIt=>yc>8G z6A9hT(kc|(z-Xl2O#71~r`R!B+0UOb@F0-Ld5x8K5Y_6^Lf;r5>N%E&8_@l51R>+7 zA`3@2c?usEw9A@EkYls;6f>C@y><@uqtN;BbvQOSj@hr5^%dLgs z_OOwwzM?l$B-@SSO?j=fMYRQnA1=>6GrWR!LV~>z%`;`8#K^khG8Pg`aV~5f>@53R z;ViQ@wE!i6?f2^%vSqn;a@`gcz2U5w_x;o@3!6nG@{Td>oHy6ZOibG3&ug^tCij@2 zMd|V3v+Sp>a5#CLAjhV|Vfrflge@EuvZy6|NVhs$EkK`5V?TvE6sQIZuFzA#kM}F={kQu&bmSpPN-ZU_lY!f7sOPGzDTsL6$ympD}DlY(oEa^Gxlfx}deJI?zymb;4NhC+bBEqfO> zq?(^$x*x?cuT-|1|D}*kBB2OjO#&^){qXhJv6wZ^5@C+Uj)eMoIL_G8nVHG^Bz8ug z9pP~bx3&rgMH61ljTQAMn#9+aw#_-=hd|dHn8%I$=;nR&F;vt@XWM+7_R(+c1H^qX& z@Cu5RmN9*?soa{dRu?;_=uI~rOZz^KpT1~4@r`lGrZ>(_V=mFbo`MGTN*nGqA}XXE z&cAPMDlRcpnpW>v?p~NIL*~b+cT)@9W6H2uOoQ(;a9}j~W4UfI1#8QhSA2`Dk9vmT zeU{9}9Wjy69D{{2Ga^>3%U~o=F*}~LD=oXqZpWN%qm}6PC{Z|X!`pY8MLl<6Ui{XR z+BH@vhx3d1tTb5niHIMSbLu!sgK|8Ej$>oQw~D4w8k&&FE^(}3bQmUf0mk7bGmmwV zK++AIW~X?UENZ=y669Udj^_EPd89BKmb-M$nl#T5Z$+}1%*K_exFKNTl>cPOt7swA zXu&xU$QzkOQ0L*|wH8O+Q-e{%z>?TwDtytlH56rfQo>NejCKk0MN48v1YcfXFKS87 zl%QUbz-CXAaNHnoV-F&?^>}$XyM_7JetIZw=AxYa)1?ewxv6Oz1lBgETk>Y&S~ zo#;&7`gRX*)ZtUwi1RE<{N>t=L$TkBLkwK>6(QWoLCHhNCvV(Y28f&h#I& z5+Bm;T_ir=P7hXRGms51$-Qa3-#fw-cRb!#peYh9exXo7%{6Ar0`ZWXp1^X;cv1O0 zfu+h`*$;nS&1K*@S<(W%6gTfn?J<8+tZR&>rWbvUoKaMp!5)stl};=KAEvH~5zr|u6U#-D7>izof@j%#0hD?)J=1xd`3--|=AxSv~^U7DWv(A1=w7tozc_t9_| z3w+%)1LIki?SwlX)lJ30#@&V6@=}x@rRRu^x6XKL@uI7qrrjm^+*@U0ZzqS*QA2a@ zQY>h%sp{`hw2*i>S$C7A6O+Qo>kj``n*E$zNjDhGGbzm;XGfNXtIzgvXY3h_$VUpy z4UsY4Di66Ij$>67-ndP{M|HIyUMm3#nal<-}4FqfmN>gb9(p%^X1BwWU^b)Fo0Rn{H zQE5t*-a({91nGnhN)hQ8dT55wA@myBb7GsBd++;xem*>Fxn|9BndD#2*?XV8f2A`C*OQ zQ+#`wifE^yrF(0mnr(Y*?RBhPC1oaatEx}ElNs=MT4H<4y)$f!a9lwuUajloXf07R zoNn3Wp3Ci$nmg{c{!(sC-o<^11UT~KrD2}# zj*TsISf?tk^`~`twG>Qgew^@{gG-zmE^8jnzzy3V8CX;iiS3fBaAd8dVp}`dD_nF&@;E)wv`?0C z*a;YkO(LiUntCQs*XC;vTwf102Y~bJ$V`=$C%W6ye4J$!wpw(63Ue>VmkExHDa*iB z&D>uho3^8mz*|`xrXOo=#trkP#`t64Hp`yX$w9#H8G{a}LzZ}su-4*n^wxWDva;=- z*LBG9t}UTLd=F||Q*?5fO_#wB{9Cx-1^y8tsB?7(H?(WMtyq-9x z^+1dyIGNya;C30dZHH|v%WG0WqjLG|v1eKYd6HS9{f2O=!{qT$qzA4rwGV zRjh2eZl{3aw9;>Lif?-$^)hR_4p)uej`k{0Z0hmUn;2eo*bG57ucOBMA29^$cD4z& z_jkhUM%TO?#X`yzMd`~d;rh8#4yD6mV)Py=l;nnZQ$8BjPa6pzLCeg=I_zpmlDDbT&l+X@}-TMO`X7B@WhhG))Z z$oruO;5`cwVWz+@pnm!F&fny#*8x;|l$EFwF9$(#?$$?1Y_vZpJQkJrG_eag#E5jgAF*wY9ao*Hah@a3AUZCXhV(+GMi3HU;!tZt7OM zAna!Ym^>x_At(W)jHcQLGzZo}3%`cw%3;-0hg2*EYF4+cVjEA&0HNN~)BD1r6Dud2 zXv-S_c|0f$?!53m&50X|m|VgPs`^Q(uhX1MvH)_ZM7DXfBRuV!d)(>!{=V|!O9#Y3dN2};@-1))hB=V@+ z@*bQ#s@WbJ{!Ay@`I(mQ^VnYPHs&gDCnfea;>M%PKCrGBAAuNTM68vhP`O&wE~{LA zF@;ZBE&`a4O(p9w36=awS$}1w*$W%b?=!gl|7$Xcx=HycEN-SNL-xhPn6T$Yus4`FBD*aEt&z%UBeJL5+U(tOieSH@gAojuUYTmLTou zSo&Rw<=JC1a7draN+b@L!BoZ?z|qnm<0>LO%*lWQgSRx;(}~TqpXL4Pl=NSgW?0^y zGAGe_-r>l7k#sC`te$b%n49Hb=V=CyZYAJR&K1v1q}mfN_t<3GABwdy%>WLFPl~G|N z2PAb)M|r;7GN;c^>>cm6N60g5P#^Z);+p$Dnwljq&rohgO{{=2H#K#X)hJqG+v-!&JlG~yp=8Nqc`Jx1Rot=P^u7scqEiad&=&ic zUNYmGhRZLuWg0-mmE^1d!Y*hT3)u8n=I0j;7#P54gyAT{XSl|Acbr@ip7Un>^zd*r zswzjd_VTLBy#Q{SV}Dawp7s@d1)Vb4@6c2rkVCqrf_+=Yg+xDO`pR?QOj7T>$4pn!Vp7i+i4=<~u-MFk>WYqQc- zTg&VCkd8Tf;6(zOP(O%NVH>w~xCuzvf%cbOC9*T?9#7iTuUSM+f5=&Zw~pjhe*S!m z&*t8zt61irCH3rHyZZRkinvKuQnel#)oS zOiMEgSoz~NNf1$85S^3-ulmD46CUf8c-=lxpu-Ww?PCtKzZO@xekZGhSY=TW8i+g$ z+;mWMq1x`3;m*&1UGf#UJ5thO{#H8&yg zZZv%P+JHdEg2nL3W3!OoG|H|&2Oh~jfr`pvanj+X1&zBe?Wb@ErK&)O z^J8+{F7eR>?t+0)bGE|`)OQ0 z^<74ELhn0|z9+AKKy$d%ZPUX2aCfFbh)p052Cnpt`ETh9_P1^~96?+_5oJ{efiR1p zkdRQ>-S2*dttv_UQ{AL9P&V`0+DebG+ROqV0#N`b39(Etz#uu`RL9=nev$;=gj5ge z=;@8nu9o(wXjQ*U#<)fzWYsTex290S76YJXCqM81F@+Bv+TEO5;usPfF2rDKB~py`Bl7 ze?HE4kVRgzc51PSmyA{ujjx<`umQuqXD>+?s-M*801k{VYQd&v(`=2mL(+a0!LxgK zItm?q`{aXvmmW$ooYh^P1=H6Y=33NWJ${{GJRZ#dZ|VKM9@2M#0O~RP@%af|UjwOR zP-?7r+!7|fFHbM52tBaTA{q+-?W0Rx+cz{f76!OWdTjpM0OkQ3K$hgPn-C90-3}wc`2*K$U#vv15pOQZAN_4^Yn>bp*Ho#}Q)5LtUVxyz|oDLJI zj#UCpb>gEqHVF(|$p8US`o=>b$Z^dd_Po^eD`j#Uptmo947RqFThE z@%K#lr6K5DNXT$~m}VzX7}f{ovFCw)b0G$Ud8CyEQT?F=@Y7b~ot~S16^VfXrJ-iN z{w1$x>i<|>+HTf63(=ihHt<<|q5Cb0N{0yY`q?)b{v?Xqf0J{8X2>Nyzx-$pP0ZR< z8yu7<9V!L}3_#|>{Fl|;2+>6&;@ zbzRVJz1-weAyEw_FSCCqlg>Z5xVde{SU?z%qNqYUrPMvpHLwGDr{^Efrr zIS(p(twq`%Q{GS{{muRER$@mtKCkbGuJ=L9NN3p`9!>p!6RJgDo(2>I@9*z>?PbvW z%D)~0F$ogk%TOXa6nNVZ_f9EPbX}O3-^xVntM;?HEIF?w`j63nTuQ4O_)me0b5cp- zKth=(mEqy%&Trb^>!dsM?5(%{+gdF9ZT&l7(#yMG5-Mra8gG1D&Ixw?qOnPK0cci;$>SW}OT)REQD+)a?6@C24K{KFcJ& zJEQXifU?7YQNxHo8O;@cV$lkObV&G5-WO4^j!K7^x2D-;CppPt@>*MKg^U|teh|mU_o={40lKNF2zqA-~Z=vJWU#bh#fr{&<^q z*Djp?qddqavIOz=y4oR3_F+B@VE=%l&E~9X0=eT*Iy&MlkCotCpL6gKhvdr7pRRa| z+si6nwsGIrT71~pcC29GcOurwIA_vvvh61hsYo`VEibwlzc7YzDz&2O5r|e(*X*Dq z3o)BwZW6MYV%h5}(TvnW3$)XhNfi##$89F`2@B~!0i|U+sQioWmx;~w7Y=!|Fuqii zA^J#^Z`)?l$!@QoA^X_*cc*fSx61m31_3=M;+^$1Gl~P2k0S%Zn2xa9C8_)C(STkq ze2Am0n))i+f1c8fR2y<9A~z=wnFoRoITj54)zk#a7UU;h)S$*0(zpDnc5ze32L*rS zgoYrM-*&N;fi9l7%`nE4GJZ90_3??f`WhOKql8-{ZvnC%C=r=Zf@Hd3E)t~LF0_F` zaFDx&z^TU_NG8kdlvDKOA(NBy;9L9f!GcfpK+$K#rG&Njo+qoQR19zLm^{e>eolEPh6oSonYca`(CmzI0%*Pt%~3D9eY= zRA?y3%j3G7Bf#Kyw*n|H|B@H^QQ*(D&oV2-_`)AQ)$7@JEk~kqswiOx2+OBW3x1SN zg@7z=JC|am0)TZRN?(CE5n-E2bWi|@OB1pGFUM-!%{_B3C(Pi%wH*Jg<1`5>D9Uv; zo)jtXT4D>K5$M8Q3~U9!-B0#uBe(vePGvCwyBNri30ndAyo71eyGgjY1Qx72vxqn@P z_q6E8v=d4IPNCo5d_T?A>k-MvrC)$Rrxj^^+FMqmoaSCEZm2h}E7$jVFH3}q(Ol%t zL9WcC-rMI)aMAnPLr-I<{9D^dKjR{09v>sulkeqiOmVp)vHjtvUgsMqjawBzi9s?l zl%*v2pf0bmZJnt49hDzFe~_l2a_%Z$#%|?UATT`CmY0|R&r{S!wG(A+E&Ixz;IwBI zs6rD4`cOHK8p9I9mLE1AxWC;g{Bq@((=TbJ$qQ6DVAx!@@BRBYr@}~G*k!tWox<81JC37 zZ^C-I6j4;pqZYK-Oa@4C%K=&p*gZ+xI7Q{T{}@gslg%5dz% z&ms)SQTk?KYHId@NA=90J zbDlsS1AZ&Z*$Jz+oxiD7XzWJ>r?}El5*uegvIPyaBZ<`&R#^D**y%e9I~?Cjons&A z)84|t{a$7_5KhJ#40Jzr3~@CUPQm8CsOtw$J5h6RI?={j|6UW2gSD?ZBrL!I&)unsQge{Fih>|!T;p!*1aG7g7;xF-b%CY8v3h5>%vYOG9$%X7R6q578 z_S_jP?^7$Q+CPaD4p+2iT=#{30mG>(qkEI0R~!M0=nE z#oI=x?)a5jx?N-E%U?;8>F@bHO^o)Ykf5;hlhUkCUN^;ai52Hr=7lU$+afub!RJtorf~Lb^!XE%vWwP> zOZ}E6WdoKArByZkrJJqh&d!D$?C-9>y#C_Z+v~~8WvPyxM~;KFj^wAs3scq;i?_v! zvj*}?&CSI6PFx+Br6JrukRAUTu#rh9&3dyY^z@NbFmQ$20H(e3{w54k_3tff9D>_R zvpmU#O}3J{A=%Bt;|CX)JhlUDmB$&Z65B=(#wf5^1E&L=FKKrZc3{2qR=g##^Aj$8 zXE7H~2S=G-XO!D|Ot(h8cSFh2D{X`KDaVmRyspgEzQD(+(&aX%!z?*H3EV9skfVH#RhUBVnt8Rsg0o zF1I9X83jRA=w0lumiOs?w=a9TKv8V>MEbmfqeb(4f6APjdVkaE4C`F=nuuIQvo0q2 z0}hgjJLUcRr<>W%276CcDTN?&xh*XMuJAq6Fu*;P4W2feRYVQC6%Xrioi$`TE4(o4^!IjCq6$SU2@hCMqKFE^3H|Rq5`=I#%189#- zWqA0Gs#!aE-NU3Sa>{XL!zDC(_lCA+&Z;)NTkWa;vT8+ImFksx&207f@iwH{d>{_u zNb#@Vxd4pCv!j5%qaO-B>@RyoyHO9Et*u0&`K}6+Xi)VsY>;_o9KKziZ77O8E@)YC zzVFpC#me(uCp<=b)OHc4d8tm3hr3<={ZOt-!^&u!JSxk(cJpxAE#J!BX58qNQg3nQ zvunb+2Hk}jul3*bmQt}vyKNwsrko-Wv@^@iWQV`+IaKw}U{AX??m9g!(`a?+t`vy| zfM2B5(19`U?J$4NtF*YB8`@2^an@6Y;j8AxRnL12pFMR{AGuy_83)wB0*pn@_e(;m z913RZum91PkxJ8>9}Dd{;$GNq<~kc7!c2`E^*ES8FeOijT_}u9O+BJT62ATGJxj+I z=Cr@*dvmv;y8t_qce{FtTHEpuL~6!fkmPOB9BsJ=0Fi=M9LQ;3A(+=Jki6#*@(A8Q zb<8|m>w+j5@l2*`61_x0FP;<>rpZXN}iegXIn+A!L(ug>b6`;W82k@{7-rGx~4L}+` zmQz8o7apC62MVKsU8?Q9OVw#*S}j;y(Ihr^f0U&ZB!d3=ZZNg91QjE z#J&NiXQO!2n6to|(O;b<~)~n3aNK`+dV4m!?M| zcBNrS`Zw=)B9h)W{X1Y>t>aND%-SR(aX}ljC{$%K0`dOzJOzPeiGvU-nZa$TlbT%( zk=tx``y%O87_930RMNqBa|@=x86V~3;WB`l;?{{6wFnAcu+r9es$pjpHQ|u^RQJo= z$-6f+zs8;k#i^b9*B!qyOqxg!hXvFH!<07fo@({*)KE>+r+%Z&0o^n*NZ(6#4KQou zk#L&WSZQm787(sOSS328vqr(2m6MGW=6ijoj~vk(w)mWJKi%hp zIazU#+5^$;=8|}$hbc~hbbMc4Eac$SB&=7Qf2P1@MAAhBP7R;NvYn}~(dgLirRWt7 zR9r+71uV{|EDH0D>@HDY^R~ST;F!^#GON9%Zw4~!pUE1M>h6BXICVRkpOx*7Q(_l0 zmfyVVEdNZ@bcXJ3X#9|T!pf3!oo}K(1MO00j|QaP+Ren)#k`waBSyQ}J}Q5NvTXp7 zG*bR){8ut=Mg%_lbXN0A+=DoptoIa|TbhdV{Ly8P;uXRXfj;xy{)#k0XF9G?*@mM)bEMaosuxC}fJ8jhX@`4dAM3@{{mRLOn zkT#)emb8Z0pm8b#j|=qRY}s7`yF{bXU9dNuCOh0DZPsa32NC^|a5}{=N{K2b3U#C~ zJmCR}6Q=5((rq)de9!Z)!B=xaM@;S8uD=xL_*==NoB{b_C`|T*5m0s^54k3opwO93 z!_!);UM!aeOFz}ZO_0(YkKOH33Vnr$G=CDZyL%@O;d2V>%UQ`>7r21791kXEAg80c zVvTwC?cr&;Ws{YATu==$$*;@W#SLAlb=S-ew^ZYV?47g_ew6hfs+hNF-cY^ds5@om z-m7xYkLX+*IzaTuvnmCoU^Lg1nzCNd?=?Y-JVOne)G2v-;R@*47IaIKnwD8F=6ii9 zkQ;CGY>JT#-YWqW++*(Gz4wvxeyJM;EPZY9!Vz3$UspWt8TRgEze?1oRjlIku2p!Z zlI-I5I`2U5F!_b?IBy)EiIZJ5rBW=p?;v7BF>$(y3J7dJJBj5W8`-aH(q`_B^T0uO}JKEnR}X+-K} zdqKbQYQ(My$a0PWfm_aOYkXj)7-@j@&Z{s0Kf(T3W5A?28}iSsM0|ecTu-dbKYFq3 z#tuXW_|VMK{YOdiBXFyd+WOS}BZfaWWe*hj5x)Z~5~TIU%J&OF$_Bf$GT`4S{AlO~$3n*7!+l<#!ygQYt55|#43dt*~$(E06h@XAm@bB0b{La)`iD*DQ zJFpzI0-8yFKoXK~WBEuu4p@uzpI=a;c(RjaGs{Q_luTcql_5MnAXY=Xi(zzPLLOii zCO=9@1cmz5ga7>lzI-Pv&e%^ssV_(1>f?CRF9~Ojgpd`Rb+opM^qtr|3CgU4A%pY} z6mtrHSv*dSo->O73@9)v%Hq* z&?z+yOyuFxl$3EiO`}W~qu?vX$ZM8ohd_CVK*cbGe;3N4#-ZM*-lHHz-k9bLV zkYh^ELkD>?h7){W8OUS-1Ob&ln&!_19sYRqyc0qoV$LC+lxm3kTApJIc?>B^^w_|Bl|{A*;hE7u@*18qswD7`wHcU zrA*7s5!DO?@g$v;?Hq$J@}Aqvgsplb{WYgwK_xzQR)ll_l-1opC#M?}Mcvt|tiwV8 zue0|Mr$({iArC?e@pyz{>RYQLjAQWPoAY<=$SPRzD%Ha3H4*=K1Nl5}runc3A_h;Jlz(z9^tKpt`% zal-4`Q7jet?|0C5R$}2B_1)w)Ncs%#_d>g}ZdPW03e;TOo2{7v*G3I`=BFTzl%bmX zy{ljGL@he0k0EvSbjY{mpXy>(XPTsZ3%wtb-jmwVc3Ek_8m(;%8Ljp!HeeJ`XWc&x ziEQZ9dTLdx_dMd>buT=6%1`j#TmLf={ceY{LZkpPtK<9@nk|Mmi&#^5enZYz>|? zwIN*n;C;w{qTYQxjI@JB_*}A%FsU%UO2=g`BcuU;q{S%iwL!q9jV<`o(@~LkBnq67 z+7}hsU;oP85H(kPn=^#u7Uh!}reUUS9jg%)5vm4=h<`AjC=tf5%1xcA{oikK13 zw)wfGFKZZ7YCnHlG|hY_CJoU*Flt;@ZD^rjb?u5XoqN){@a^v-3wT$hlvb{wU-zIK zbcPy;mh3>&xz?6QnPc$Y|5{(zC88vY@bTuX51xwWli95TeTI~SwVCd>@(tbZ?$+4i z^>h5;8am|12(;oycGtb1+?Jn-74;k_}kcSs@Bn)-E{@+vHhw(U%z zK$qosD0#joKZ^i-@VbD_$j7y@Jo9^`j5Z_Jpj2m%By2mnvmI6UT$VM#Nn&q|K|?>F zXyex_LA)n*lVqR#-|vKO5gcjG0U07_`4+~q0mN=P>)Ktjy)(iE)nPy1NO@c_xg=}Q zQLR|-KFh=S3tL+0_Jf8)PDWcvBG1F-%pz>{N!ybI#cuamrxlEgLPZ*w>SlanPX&|L zDW`-(RqLX{w<^O8HI5^Qh2O(CA^wL7=;2!P<^rr8zTu(&0b}f!>tY%(cd zFR>`6nj&^lcbuZUT@(J^AjeZwCrMOV`J;*rZ)N5`nCqGUD|_k#?8p9{yL+1MvXbar zhAo)A1gI)Y2-3PQ7N%Ja`Mz~YgV2mgH7%9Jur=Hio81>VZYD+;@>w<+o# zk{E>TGlG{$1^WtVsq&eEbG6dkcRw)2_?r%w6$~9WVO1h!I9kyi3Odp9yIG=kV&bkm zwIRAQCFtf=P{1AB9iN;p*2)4U&vcGvZUCei@m`n~2_S~<^^PYejrU>tQtx=;nNf0&Tp2lOK$EVJ;y%Aod*hth zhB8yftN}?z)2o;GH@ue`z7UfST1;d9lpy_5WQWLd-8_GUsy^_yt`^QJg&~T5z{K$q3Sn=Y? zV+;%U-bz;{RkOd$4eAioqn8+HrldSZF7uZss?_S$o^RB2OaH8_u$BVjzIX*TcFW=E zP`li6EVFuyM!ZLXsaJxK1+{4DU4LeOKBLKH)nZt5LYZOR%{)E?K;+DHCW|>Q5&vgt zZ@G@*#Hn*<#y!?UDgfSA$a1BNd3kBs{(G0^dtT#-^-x6QE*tU0t}Q-Sr^|-Q;)r)MGnSECX3O$5b!OFi8yYRKP^$pLf-#r-l?&478BPo*J)gaqW_if3pcYRfA!;6xh*y@}g*;3WU=xc-$fWAmcE@*D%aXba zt?w;^9)ejbr~%W%q&l}ch@|X#QqIf$I+plH`TOz3SsU>i=W&NXnxz52h-4yJ6x+i# z>j3_fK1Sbdj>oe9_PRaP!Qz_J2#cGT$#gEyRHCpaBiy-h%Jr+z& z50exf0Xmc@kFNDDDF)Ptor2gs7#l-#JQXN|6yDIx$>&W4jPA+1Y~`eO9PM;e`mH-H zh9}*c@%1N8m!?I_GL&c$qb8Y*8?RjGW(DZlsirb8S1Q?($YZr*f^kd6?NI0M4I#GQl?5!=M15h_f_>`Jho8V-uF2S}9Op9rO zu$`Fu?6d3-u_PfnB@doNBx2U$X@3P`wb02|ZA&>bOxpvDUbIG^)g|0l9->PvHQmQv zC#`R%*BZ(*obt-f=Xr0$v|RL8?4+ykT*I|q^C-$|z1+HJ^F?kGnTAuQ{0~8;N-0{h zd>&J387scfB_suuuCmf_i2lW)G^~w`3@$#hp?xU6;LA;TeIQ33WWcp7E6uLh^y4%@ z_8M*yA-aRWPNSWRIWZL1PD%_fTEb@Yenas?*w^loXSvC#lShvAQn1<-T0u;zDBH_B z?IeJd*EvF$rwBXkQTL3IoE@$wQ*nJ|=j%d%QVUAWM{2If>4;bU8aLUFhyZNxI_*G? zF2r+~axJtsRWOmSk0Q)l=w{NP%MlNP(B5sb8e_JyjIq9vc>E(;((mQC7jfNUiO{Ws z$KCS%zv}q!+xQAo(O0NrpE?%Uf0f3Iw2vW@T$^TI_1@&$Y|Y{@o}I~fUYPQA^GeL_ z`d=3r?S(%(_qTUFX_Xvl98LF&otc@cy(^$o><>VWeoD!rexMkS3g~YSI^)>H%e*;E=*6_yaA)+*nm%gr}1Q4H~ww6DqcJ=3sA|f=<-o4AFU8vFogTvXcc#UY8QQ z9^5bdzPYx=Jh2&V(i}=A;l6e59xcN6>ZKq5s#HBSo64}vSbLgi(DT?90HgG@V42a= zI!*P6>663=KPxBKTWrn{88&PkjmK zi^#R1NS*0QG@kZVBU%&)FN;%V8LZvSpFSNczdLB!7mA%e(4Z)eT+y@KS%3abPCg#= ztnNo_ml?@Dj?-@|754E4jju=tk+WC2hHZ2XCxLRpIid=$XXG~^LQeu5BRD7!NeKZ9 z#j3-DK(3z~(dIZVSSK{nwo<8eWHjkwiVQ(+P}(E~a>_wXB_Q&UOVW zKxt}aK(6%9;4!``?y*YPP?7kiG_{neoDIqz_UK4OJN#LL1k^jO;hC`QFgp1$}b zp^BdIe2r^5Hs=T%uC{W0Gr9eaNs<3EYy1igtE+tr1D06lsG4^cUO0eLSwu{Ze$l_E z)p%2jF!h?nMn(a_JG9pO=$@xbLq~1a^Fk?5NLZCW8Lh}!>f9WH!tG~o^Q)Gm_QU)t z>@_bXEfiN_CiPNB`-E7NqsdQHe&E4Zfxp*-el<@!80`A_ZXj&EIhtm742;9C7^Sh0 zSvl;_p6#iRlgjdUqu%HD4qfR=(Yvi*!{gHa7e7WhRgl#IK3pGz!8)_C(oC4--b0z> zn1MRKDAUI)S%7h$7Z^U8`mC9?Ez4~#47VNE7h19Vqq&U)eM6#!>LyfjB5L9#EAdqO z_aD-WWeOteq{M~7V?01%>c7}mSwari5fGBu+Xkhf)IQ(PxjmzWtA zQ)j|}yTrPm$HBnLC^A0sCFAM+6cKl&exuj1b-}acrkJub3Z<4t#Ux&-e2g9<#?>u1 zLUZ-BF*kyD;18%pogz4eOYR4;Xly}hj2rn7)s>6YoFjcKGla!Fl*j@Qh8G2whbfERzQlwq-K6YP*1zsxkZY=iSoP!l zPcQ1bacOV2KL^AO3 zZt`Rm=Ti8uo#@v_%Y7}g>c6$IJKGEG{@t=OeNky!~yoN|s?6Ct)XVi{R{ z8#%zb6Q?a)MNggDE^>IX(yTSUSF7A`W8356A)+||o4nj=M%H-B+w8L8#<*i?r%^~A zyneAgiN|8U#MUCBd4Q31kn~iW7+XV})XEW`hvdGquG`a9jgI=lno83iJClF(`G{*% zsmYdj?mV}VW(D_>TQ@-Ib`><<>}Y>^*itY~{MpN)Zr^%rhe*f$RT&O%F1ilyVVjPp zH!Lz$gVr#10;)k0RBGW*IUc;iSIYsHoUVFObtO$<5A3omvf{&-{1%qF$cqA&BiHp3 zCP%X!?G+Y^8JYupmUkhv>)*_=XwVB`Jpwp_0X&1RdENd{>kv5bX5@1CZIKEq8b`_v z1^tPf=%(6SD4vX9z$kSz6C-uGl33~40du4fmay0>l+iVd!u2}nrP3iMcIXs2eR>!| z!?!qYkFk$u1$Lc*HBPT=i?hB1oa<3q2wq*g zfXG|i9cjs*j=MefMv4tex9-DA%5C30FOEwa)LgiR~$ z)YDP~UcL4CH@01S4fV(dFIH3sd%5d)UxS9k74Ej-$DCDjP7m%K2moM+S(9Whuja4WQjfiY2eBGPKGyhpdP@hABaGYb%B;#l0N%|> zz_lMQY~sFqR?XizWJ23B_EWvoWQ<&H4>*020BoPG*3&dU=~ynPw9hFrJ!JAV zzh4iV20a8M9RmRN&ld>#`T>Xllf&X5g3Hr6DdE{dF|M5kl!#5Uf3`UFCk1<|X#zoa z0;?DGcqYlJJin63^rDoyA4F${0gW)st8QCA4?EJE`#b9Y$N&IraipVUb>BQSb;nSH zyZFPp&EeJImf}ZaR?IlH(DE?t0j0WlLKbR!%kf7+(%^{sQGgMjA?il5X^_&1y03Fu z<8(-tZ-hn2`oEwfKMs7zE8iIKj{gyel60Q^vt|GLU;cBF`Xgp#pZwRz?%E;Dl_Fl!ldGdAz8PX5G7;A|qAjTs-9u>je9xhe3$ znTNZQbqF#V7nn5zDLo6ul1hR%YYnkrJhdJhqzPV}G?=O?RN6Mpg%n8Bk~`RE2}i_9=8->%4vv5`8&CVa)gW0!sCQ@o0Sqw`b@&HmSWf zH9z@1OFzG!`aD1O&Bj;tZxuYBHwUvHWQfg1Z^Vz!I_MzT-@E%hN3&XEI=b8>0L*Fno@57+iLmn}(R1I?VkPLUDmz+)*v08g z%mXKtVK2a(n?cJ@Zi*?fvTWVc#0B7i1eDe_L?x{c0)-}ExdZ{@(gt&0tv(@ddDNqYpX#vs>Lp^A08d2Tm(ock=w6(x^U|kZ@OjWpJ z3<30-?lPP4ZlZczkFt~>2#Ilbvx#GWKT3@=3%SKgTEM|eQ3xDE8W4dO78ryrLD8By zM^El~c(6UrnG3LHX}V?BMpMz68?QOZMXYDRQ9N@6D06FL zfO9xG5HurcO^fFLk(M5(f~j5|A=L z-f&nRlgO={fA7RKbywVz%TJnstTrBEP4z%KB$@cQhX@Yn^{jyi&)%?)p4qTzd0U)c zcj&eQT3`*r;~pjh$G%@Ccyy2173_k@nr@ zd5;Jm%1X4pR_QQjEULT@;cRB3oI6LzbvJj2=R}2qP!>M|js#YfWfOrM)73K}DhXC! zl{dVAG$|HXCluQAJCQF94VPM)H=k`jvwiLSFoYJV^qTfoC~iN5iHd%hMOY^uTonI$ zzV`t~F@OV__XEkccF+N6jke|jT5a3$`#_!@o)|XyxeL{DlG`3wf0)H+o5j~B1ooz^Vnb=} zL4G7nW&0Ift8jh^Jus=`1N}E|GcW~bSq6*!@*Hj6`;BAI-X3SP*998#252epot(iA(EQ}Ug6kXcJV3K~3!gY-U4`c(&a&b`ho+4)_9~Cz zvnCb2X134!Xmc-|gVzB-$nt@nj(Zk3mx}a6EesVSNB5qgyK8Y#fs2%&Ddm|3*0zWv zC%$~91{j!6qerz)-#uIbj=xX(_3S&6VAukrZ9cDQYgF}|h!VW%-i}!3_(QwGLg5ag za37JR?XvOpUYpFJZ}`qNZ7>6&@SBwD7}IN3xPOKmMr%_WE(Od%8t`S~`t;Z8r9rzY zf)qA8SZET*WAq|~Yl^H&>16eB^FQgacSPre7eXUR=j_&=Su&1L3;sDvk?tR(Wqg*V z<~bLTL)xAepreP@f>~F?Rr4gH^r#Hya;;SPI>7G-sBEV*Aek1GKZKh_soKfJ(lK|e z9tSgwlsS9wsPJWAjT^U9c*bzy+_snKma5m4B2UL?F7#$cX13gCmAezpT3iV5-Lw}X zPOmHqn0NOh0-tle%_q`jR2-jrsHk-7<3LQAf=|UkjmNDRZ}y=e8cIt$A~9$r@y2WWO)d# z07+EneqJt?k0eng_X|JTp@B@eWZ`rj9g-S+AX=!4$f7EqI{t+dHE8S<=A&dk{;8eP ztUIu{OHxb^bQgyl4ruXee{RItPx3a?Ub3#))JP1empJBz+=Fh!T{xO$-a7vrItk`E zTt|Z27e83-9su!2pWm?W{I^gj4b&V>|yu0D{L`d zcHt$EmJVZ(NTnh{U{yAOi9MdY3MX>q{PQ2l7#qBe0VS<8QZgXlT@>0`8##DP4$Tm`nNDODsuXKFI>>_X?GFGn?OTW*1s{!j{74 zHeuwwdQLm&iBrNA_ zJab}S@hD}Mi1!OhcpeW9!D>OsM5dGk(nd5SRgYE-mtLt2!Iaq14~M{ z8P<;qWiQM}rDyv*^DczgS0kcfJIBvaaejN-7(qr{veQI`d1i(3Gm1$NL>^70@hR`j zZJ@RK#Aea#y2M)bRhz7K<^4`C(I9-rZ zZVA(PdIx$3nSjVz1K_5oErCa821!ug)lmkS)YKi3=kFQ8RNWzCy21?o*MUUt4d%uh4c%Lc|wc4%HLd;ua9(C>Dcb zrbJQPpJ`DzL6%^ood)LjozVa~U`B*$c=K1@nyQ>VPaNX&Tg|`FX#dvb7vWNkoo0Eo zN*zs7xhiuiKs+@3sPK7|3Yx?@>G2(d3C>yU9RdrI$1o~lgFO8_qtNT{r9x&hImib9 z^#j@nfz%Rj9l}*p+SS4rg@&z6ihS9?I`Z9M>W_8pGjI7kqmEY9!nC9cOvLMpN?jU2 zJUE&Bs_eBgGBef|WNUNBd@xQL+6#lw-H^&`Sd>jJi%)J+C=3z8+)7NL*-vi0xRCIU z-LrppAM|%STCG9ukMY+NrAS&c8Yd<)mj2}T-R7f={9=#n+I99pWp$fu?PX8@H=bI? z>$|1>I&Djz?(T{z$-eHKMw^Sw%>!%IIH=U@aIeJ1DqIJ0_T?+q46_+Y#7YR zr%)Yl{}?Tq3e105a`tJFLb%j-PDyp~Zc~=ch2&7X3+Gz=TKo4OT7PU$Eu~>rC5d1r z^W3Gc1AA1mYK%^Ie{#hHFV~-Or6mL^1Zs|xbELWsSLvQ~Jlaq=v_m&d%5hi~wXh5c zT1O`4^H`6RTj_kc;j;)zpo;)MX>*u6PzU5;w5VP0>%)qPD#FEwxw@^Gj4v0LAWbhF z-@o6`eobDKG;!c4L*cEb->X}_ujs~BcS+y7vTr%7z zUa?|aQ>tGZaWvap*BdyqVqc=lUYMd0ElK)h^Whl}?-w?@P1^#}+kDU}r;f3<^Uk24 zh{;b4a@PHfA%kq8~Ttvw2_yA z&Fd#F|7isZ4lsT2+DV%eAbeN@S>AMszZwT2rG-8nv2Bet+(T`i1)eF4QZa zo=sHrq2QT&{%0M;py}&rn?Zvo;j%@CU@I0XrM0;|dZy>*n>smRYrXVWu8+r}3U|GW zNRz_t(Ghtim^47{;(gpclIDV%t*hR#coyOpXF$m16mOD-plNS^pK@S>cfpCUCeK=Ixv8glRb?I7^F%tk>^%o6m6*ZMlpl zzl2}02@&i+vyfMnH|iq*LpOFd7cwd?aoV;Tm?DVVs^kN^=anx&kAQ`v&6PT!ZtYkm zsqaEXIK>-dUuN-S6z=lP{tqq&m8_mJ0~uA-CH2R*FVcxQwSVqAXaMZ>m_AV5x?=)z zUMZJ5=;%&DyiImaOHPXcK42vCLsQ!%%*$~E2%o`RhE`M4C!vGX6@>shZpNKuQ?nT} zI*Z`#J^7eQgv$lE>ImQSsC`ohYEE@|*Q81x2j>1nJwiGS4{G+hzlVfjdU~)K%emJL zVF9y1&^M7Gw*>vbzU3A}CRwnO4p>g`)bRdBR`D1_lE?jf#s{sL!e~}h=4>&_jzGsK z5smv~4iM~9X`eQ9V4_Od8Jo&`uncFCJwS%GBBc(og&jnS&sZ1=%*F$~9maKPMK@rm zXNH@7K8l$3(+a>H2vB}Chle-4$+&y!+;zkAWZTUn3gVy?#UAc0Q&0fg@YG|L0vZ@0yt}^JTuBwK#;^oqg|pUB7mHzaGi`vw};e5cC7lUShvA!!(pz zKTHsrvLAcL@S+96IFDvDshC9u_rCow8HuQps{;*^$U{|9UCbvctSWlhbnWXC())QH zuYUO!6VEq(>7cl8Z6h{QQVi7L_noX=F9dXN&h%EDr@Fu{?dDq5gdY<*j$Ie4 zqvA6%;Q{Fs3`nUxgV*>gCXzA-ze!#j%ymSu81rRG#-joc2^^RRDC2uCxSTQ<|Ll5W z)$@TNW(gl~ciQbbf=&&+;1{33G7Txu!J+-0syCjWDc46bS%4yr%(K1oT{M6qZ4v^j zd7q%%3iE2+py|*DyFbjGP~Qrg{dP-SLGeIQ^-H<+t9|F)`j=_) zATeNt?*LYKrz02&=YtfI`Sej5|JB^KyJw%J^fTHhUDDTG4EUHjs2{Ffg-Rw@(3?yS zrhw^s-;N=ZqOr7=1fSH8?{16NJwM$(q?$?FFzG!ZKYS~*Psj5mGN%|t+3?D?AsK4r za8}_^7&ULs)~l@kTR$xad_}x@sydthfV#$6_0#!AAMgi;3SX_Afi#-Mb0=${0$yjA zuh(MPLA`dfEjfpP9pi;>7NchYsJ;7E&iv16mSNM`W8RWSz zo^GSg(l?hu1yXm=>q^(#O;a3`iwBSeCmJ^I%jFAfxQ+!ZG)%5-=gHC&a$NgxwG530 zj#b^&jTx$n--2*;4&x;=oD-@f)_pMofL#8X+rR7~n9LVXO>>vg%*RsX6f||$C0_lJ zOaoqvOIU6+)-ZM6@=73K2UPsFr;@U&XYpykjcLeN_Jalyu43jZHhiqm*n@r+ppYs+ z+F?O|N#TjdS^KN7=#dwJJ6RzQUPLFrV86qGGFUX`HMkWfzr5*9J7Pg2b(nla!axRgILLV9 zD{EMMZ~3|Id-a2ZN$^(Wc+(6uq=ZDB9nGFqH%9R}3~Xn$D2KG8GHMS7x;HZY#qGYl z_?9;#Iw8(V{t7UC58i}6MCx2o=F>o*0KO2R%2Rbw|F%b*|l&&@kD zq3XL82W4Jy_;U3ZO#-XPAiyJP{7h8dL%W{O4So(>9+tKVPZ;`saY9Mw-hXpFUa%hxq~3Z++if3Z9B_T6CDSZ5HsA}`vu5Aw?W;TF5~x}G8=gDU*tPVg9`v1K@^|* zw4U5d?aflG7tb;}DLUTQJ@Cs`=pG@2jJ5I$L2deCk?U5-F94puXQ@Qr)LGfkxgmzh z&@WJRUuHZ^oB2Aaq_vZ5p9&S|pK0G}AP&jJ6C?}Le^Ii93?5W>gVy$G{GX}?mN(^hX{P6(N$c7< z%gk`uv;EdHr$*Q+3Q59Z3D6P`AJFIV{sduToIu{n{`!|!fEUBX?Yt598JFdpFs4ZV zq)?_Xo;cqD-Y*k_6AP)vd}YmhQ*)t|e3je6LKRAJySd7ltB?Hs!Eu<*7=XlI*uM=G z4gs%1wXw4AC696|mL&v)vX&kNh@}YEdV#7aW+$4K2-=*2cgvWn#x_!B$E#q$*_az< zi#1WMpa+_IdvSsfD}mW&q5f(=De6urI_`ZK$PtU;z6t6-=n#6cte{2%tpCGCKA?v( zI#|w+Tf_A>=9fibgte%i0v`Oa0jNOM7US%5rk(%!95DEXlFPnNT*D^XrFP=S5Ubxl zIDKtS{?_BEjYHp(U1znO=f^Qibl9c_DQObAy8>%$QvxKfE9v`X-_OC*=a=k=zr!X{ zjV@Ny<0y>XuLKPfU}yUP+FE;d`W)P(+)7asc@?l&Xt2FEI1n}fx?u$4FK6{z&aE7K zs+z%qScWUfh<^zL18BX2&Pz6dMVg!R5ZHXqi9Mwl{qA<}QJKv3al5_isBIByF?c8N zFWK~PUt!f^g(({*Ug(suZwG(wrZjP$PE~$?9;u^U5QnXMyHbPhT3~s{GElaObpXKA zUg8QcJyD9zxP}p{=%@9JooogSH)DIR=|a;=^@5ZY!P7pGBZDM^woyJn7Bg5COEdc} zo;Q?H3ud%-BJmSp+ z8d%aDMJ4`RZ~+(DVZT6jisNtg)?kMNml-PPRD3jFktPXq0ygVVWU*WzK%UVyE6q4p z$zZUv-(Fo+v)L7Aq+nOic1eo*tF|SOq@GmxNr~oXidrtXsOX>n9Bc4|5H)qtpTe(y zSsUhntv=d;+y0DOF|g=A)_AyX?FM->20`m+dzuyVMp4YTXsM!RSYmRAziHzUWs;6B zOL3kOXD;H9>Yz%-bNTC9BIoYPc+J9?fyjk`xRLc>c;i68tEQdbP)m+Td<8w0fz58l z=i$=7&HHBF_V;oqX~cd94}yROb-qR55bTA9Lym%K!ciJ(tp7bSD891o=xXfOwf%*1 zEsFA&SyicNKwX4$Jv+x^H(qY~kaB6}7;0B#4l^i++uNRIVhP~9>pjL2f$XIdfNvVS z;a|r4!jwTYG^b;MqI=mi<~7r&_9)lHn9O(aJ+wX7Xw`IVRk*fdu~r0ftTJCE2k-=5 zI+1&o$jm*;jt1?G;{g~N`;vW;-0q^s-(St@oDYmh$VVA4N>oLolmTiq?u25Tdb&U^ zxR??5??Hmu9ecA~@hb#wQ>-;TU4G8N3s(EzuK?;dz5H+?Bo+r=v;^w8uQuf;JezHb zxk*tV3e&1Ewq@FLRDC^Au90ySEBitGZsI^GtMJzvs4 z)TddX=_PvlFM>#pYN7|Ljs5ez!q*cBpCS_6GD#D57xvS*W;`lTZY23236QsXPy=5_ z&gX7YJJGV$e}56v?FO|N(~dRoOvhYJ)OKC3%*+D`P+!qEHX2Q--DLBN*($lr2%@Zz;ys=kqWY=QZq6CI(y5{`-ftWc0%&cT%UaIT_V;9}~epmP)bqovS9Sikgp?kkxyZrM? zHpmxdt0Fb;#&<^c~(d>2v} z0>QLtn;)?pP5^%@!P;4%ws}=e`5Kq=7Fyc>$hn5&3s6%((4b*oq@fbi@^uAQK0wt9 z+D`;to(iQ?lG`cY`c7Dy8FInl>rvlMdSp&FXv>@L;+2$&F)h|2#zjpNzVESP)OCx0pbsk>43a( zplx);2}Hlu)iYe+XOvs78GnKh`MC9Us5>F1fG--U6ML|zEP;{l0(DbP_JfYFE&vFy z0^#(X=_L*tPN~>AQ5v{pWf%KW3y6s*qsD9|^KS%)k@U;@cUUoDxE~u;Obo|JQx+Dw zVy!QZf?0Jghe#Qk>DZDa7W?WrkF5UN*;X;-x%&QPn;*icDM0y>M_|lf`U775qaqrK z&ry!Jf?XP!!po9nR%x`Vy7?&2`+#^b? z!k0JsV7C}UR-v({=^Xs^V(xSMKp32I}1AA)T31O6uZY!tZK4;CF>9!10_6z=7mprG9I1A4-dFupVdi|1Y$?Lz8iABre2i) z1cY#P{`6^|S$;FppxbXfF#-nri0IvqB|A(TOAB<=@#6t?EL?$E)C*VV)nUNqUwjoT zKDN+c>0;}s-*x`Je${&sLiv}P<4~8GF7})VNw5}or}|F@0_(V8n2ahD{!SQ(L3j%o z>f#$8C|RccHRdTgFR$0|1wj8aUS6njhemD9J5IGc$ zQAyH5%{PC(2G6}NN^4%?AbBS!wiPF73zIQ!6x!p5WdZXO)g~$cqvGKuz3Lh_NK8K_kK4we z&XdXN@N~-`g?t!#vgD(YZ7TlhrRA=-1!cvMTyw+jjwT0Rhw` zpOiEw@?0d7y8ZfE0&AXB_*Ql8->Z$Ksaz94RQ(d_jA*~G(Z`7j*OWOKv;L}C*e4|% z{};4lj;C!;F;o{vRfRC0hUy~$<1Wi6jh>2AJ|cu(a)X^Be4GKCXDI&N$saua`jF_H zi9p>#M=$w9R@+lhPh?11m|Vj4>T+O|!^(SeUzYU&(uC0%=GT*W1*Y~*%Jbe2b%s-{ zsMD@i$Fe4CTgYr|a8Fwoxuk;JT$DzVXug!d`wI(moyAz2!c_oN!4G3&M*R;7#hq+X zEQtY310SV|R_GL1{VLyR`(6F}P($$R!yO7!o9qDFluBx03pE_c*dU)=@wet$4NPO! zue_Rqgpth)F}z`yah}&T=LognK-iW?Ekt(?fYNq~`}MHxn+L<=GeWDUhD*-a7QjHR zbzk>f{m$!H*-pw3*OU^4pSKEJ7D6oFYb-l2bO6APFmx9UAyNO>gdAoH5T@^ITQ7S* z1E46VuhWepM1!QUCx)YZAFJ$nGdt;*8{b`)pSFE!SM(k;zM8NkQ;iZ}ar+K~5m-dg24E5d^VHwefUXhO{Zvwr5GM@=rolhfUzURIW5I+vq z+K(doBJP2qC6#JG!czbI{px6OTpyTWF*zTv$(OjOC{b{pj#Fc>3`7_+a5ejbbmMDU_km74_Yju$CnKj~eAz$;LLu=^egrUrPK~jD>Oi!S2e=M1)V8#oB~mr_ClX1O z&I+a@vXGp^-4OS`X8pQfRVd|Wl_5%_2SAl9fsUZ=C8`1W1g|>wmt)Nk0y<9mdOnOm4dG9e zu;av6YbfyfKI37T6%ZPP{ApL^Z%!tRm+CKqf@dfeCfIT8E@<5wKM3vxls&dUxd=44 zMXx27lq(8fHIf0a;)}Wh^0mjGKC7=sfDy5^0qByzHs_U_>`0x=Png!nMDS%YD?5K! z`z$g#1R`&qy*|n|310gwWa-cKhId2PH+4#x?-|1|TN80HGm6={zP*E}Zt}}02q-8l zK|xZ-z0+p=2e9>%(zt;g4e8KPAesR21LrbB`47(Bg?}3*g!r=*!|V@ z2T(NO$`z9;U!KzsBe(%snz>G5kE7rJRGdTcdc976FC7wNbVf2e!xE#m;%9(~)`i#rF}sD4XK++)%#!Qhy~LUjy!v{D0P}V}?YOScBJ0{)!de z3YcqbT`4KG^@=-+vq>}k-cbnBFGVw?>OfM7&2B4wGM}#iNy4_UtA7@t8z!wjYW+ge z3AOGRHuk2@&d9F;!+rQjVdwcoxx^i-AC z#t-A0Y~w|4hu(vP%|N!cbV%LrxB8h8N?1K&RcYDYzOHX#2|s3>5R1lq2^UMn)g2L2 zrz!cHt{T-j*tEU@HEGVg1qgC+iPUCt1wsMW>!p>`0NdvY1brIvskr zPa4y)Q}Ek41i()Y*H>AIv?(w^<19^fa1i4d`yxk(G?i7QIZd5-TSq{Td-+)!rMo9`X* zoynCuy%Y+eEMTr7I=Ef|3LsNNW_Wf?1JPe*U0&E!u zZ8M#0Ukan4$<7Y_5O-F7Z`aU1ue2<#G)`7;Cu?A;5I8_w_gMb3ccp_9cCk`ix@Ym? zz%k(HY4&7Cvr&^pAsvxOlm5Bmuqj;r6DAlBG*Sxun@g;ryF_A7KlpxJYREY?vR>rp zWt{IhTn2{#>K)Ie!n@6{fcgOl#YUP{mcak@#p{^q{7{rHC!j7z^88gJw10p^lY$}E zrOfkgCbZxplP(CGkqH9KI2tKklbf#G(SJdwNKKGwI6t;=3Eu=HE#y!wvX{T4!p^uX zf^?PM8dzh%o`G*p4VCd=U~LjYuZKsLKg-ZbcmZiN=v*I1dHE+5WeTMx9)Mlx-{wNQpH$|#%30S+bA9$f zea5DkP!VxH=dUs=o;+H97H%+`uKU#RtGx4!JHc`dGsNuoP6LBjMpzc)Z*_qVl>!`5 zlZvmtjrPm>6|6P_g$9Ark8#A{6IYgpSA|x|sj|rDqbj~INEt%;2xZlL2hNllA2)X+ zM26bEZ~+t=vxiyVZH7CmhI`^=+{3Hh;Q@W4L^he{A-3nM{hsnCv#X}oTdCXBX}s*& zBKD8U2FfuSrX3)`Kxg0$f8^T0<>Q6thL}&oU5zEoN+&?d0qG@+OMVAF+P}6oAa~f( z`Byw^MXl_My(uY>aF+BHdT1&Ao!6)6#n@vu@xrR=BW@0K|9f5oF#a3K+M7?g|8FWz zmSUs-OJ3Lit77y2?nD1Sia`H=_mN`*cas19FN^GagklsJS{VTec@1l9Gt7ZbR33VRK0J$8N@}>EK`kc>->SefGfSk0%#<%po!+rG1>#2BjY-e@}yYsei z)!8hs&UJfPuSDge>q&jrse!CaON>4#;Vd-KlCs;HBBFTTsw7EGx8VG^GRL~U8i&5v zGyRN5b6RQ&r<5v@yj=*wffq0Y{paZhNg5lngzS*wzePzO{j~UAm^onb@e1}!cGYZC zt#-Ne)q{b9PqX&8%KoCc<2Q%$>(|+XTsnQ(zjvFg6P!%knr@y+7mVE2mnrx}kzo>G ztQ08_IPy{=o;vC|qHr~?gwOIxEimIL)a{wMjGv2K=S9g-{ABkxM8c6mTppdkjsI<%l>dd)< zBn=8ct~?fLlE^&;avlB--Y+xPYzNb6sU?;_d@a@IXWp!!UD2={`_g)P__7`f282eX zLwZJPvES!JZwzw2%}yKtL+qeubT8B~%rK!>k*81m_V;an!KZsnT4Dt@?uBeJ+Pa9m zJcK5K{ZVsUKm5{;WgH#YdG4YrFQU+#JDep1XM`{+lALsRVxVcokV6j8Nm z<-+rvB`ONfo^iax6?|#v<)l06JWi%f4Ds|~X)XV6U|N>%xiHRw42xS$ppYJN$@cnw z8Ni-3M14i}xljesMcA#nHFAai5+hOtg^^6>M(!EVrZ2SE9OL0<+EWm~#(01_)AOa%w&3wBL_144k)dgj1x=}t` z6-Xzpn@pgI{MYjeL|%gy!vm0pv}OwS)xOndK-@M?YL6VWbhXVN4gg48&Cj((Xc7{w zz5byBOsiBnXgxb>h4OMDfIm|b>Tyat$8}%5yxl0G0d&HW02;6an!2J2PH|a3z^{KxI{RFC<)mM6iQ<%m~nx%0ukWUJGahMe5AUM=c= zjcl_(;sUV!jsnkTOgI=&jIq9~i1cgP>|x$}di4w{O{X-8=T5<58NePmB#&DGM&SzZ zYoD6f%Mm0R%N!mp%)W3$?Y!MW zyUYgiF%94S+j`bQ^jiMPwpKf;F)2Yy4OD07T{?+JtOfGv)=H?CygxXm-c;wkc9Ra2 zByP@QbS5`f(Qxj}zLti>E zH?}vP!G>&sooV;H`?9nWX}k{nRG49yc$KqlV)@tniA>D?)f$0;c z?oKuuLrKp~SxN`hzDnJoZ2{&Z{Z|64ANc*gmT7!^=SwRm11YK(;}ZP9de;c-pgC$i zyh0i8?Cb*}G@~~_Hny$i=QCYe>@Blu#`ZME5Ps#Y#BS6uzuoiJlk{q35R+1SPQYA(hWYp z${B&bH?3)(VWP#^N59Hx!tK?6SN`UmP7(d)vvP?Atkf2AHMz9Oo=GO>^bVg(ZeXHX zi^QjZ?G#3wbng#M3Jh^`hqGa&089wA=()iE29})HPUE$C+T7ks*T4Ut(A6x84s}k^ zq!|;0S4QR#h#8c4SeG#y;f%PRvl_{Ot9b5vwo`Ip>$#DrPGR3`fc;PcNy?&oJuv8r@w@`NrT*NKTeKI-LoiLQZD-T0tD|1$?q zX=;q1O03rcfoy8KjfAE)iocKd1x_Spm02Dp(TP2$hOy%yS*;hsqQv|%=ye<#!*!oD zh*SMcz7zD=|Q?OCC;3uIMybEKPAok?RL91 z=akukjjbLJ$(UR~Fi-0!;i{%r9?FLno~D2DSj=k$bdTd~8ey|LR}f=w@PaL+Lm?8!PjU@8UGCFGDOz^G9){<5&_eqpb@o8s zU*~fG8urXfHHt^Hxd75Geyqo9%13>#YGtVH}WEFQm zPRvy5Sv!k!e5vxdDfiQ0!W_eTJ)@b9ZqQMNZ3Rw~uj9SUziwdk6@>1*GS_?Z? zHa}rg3Tyf%RTRH{JB;y}Bn(PHoqQ0FN537_Z5VG6TyEXcVUk@aC4Wmf-}h7*c!jE% zB%}|Q*@e!13cw%MRN$|2u_JnMW3%zj?A>I?#O&{VVpmcGHE8HLe6bo|uAe&CEnHE# z&q1w+`AL7J@@hnQcL0h% zTg=4GU7L&Q?E=a6y?jKn5koI0<5CiTvjGR3(kRl^$piebq?$)dt;j%}vQJhw_0qlj z`R)v=oYeYRCiE0x&xvhK{U50cQ!j1xbra`R`BVEap{Z;p)6fq~cqr$S=A>mUCBp=l z!$TfY3E(b;cTg^9Pp2RCul&ar_)NU9!8%4x8#xP$7x3;q=z8%~0p?*91CQji_LR?V znX`$>!rtL6{3NNARL8@X%2qZeyns>&Ox6L5+c7_a`7)1D;yCu<4o#w>c3;q?g@x2X zT!b|I!E0d0;86#4+#9zz-U07QJ(<(k#Klgx@P!M$DRE@vi=aVvyp)OGyEhm@RHi93eJfc-uiDUCg*>Iv> z37mSwf+Q)-^~7zM5G#2(lK2LWlizfXBBmB8qTbHe+_HXbq+qF=GIE@n5X1($4@*b9 z>q5T3`ck5{gg`4WX=@rsce;HLPS#+_xerHoTZ3Z@g>dsRQkXWG(@O9MeM!f}R<60N z5gh1OM3Q7ry{^FL{*!7fMDxr#T;_;}t{qb@;9faM1qb;Y`T%Oo3b?aZj0&t4&d6y5 zsk75cRz=It9dA<;xZqP=;-0FbphvVXY}#TZA`*faH>g zwPz9tund{Ff*iBXTMK>^yz!o9rUPWBCpcM)=ljDx4{!w(QQvpk>iihJ`4=eJDhsujh0Lf0uxH6S z8dbFv?=~PKt-(*SD>vv{Kp@poG_1$BNXcr)3`AvgG_IDvJh@yVR4^_5YpJuH=lXbS zP|%UVje$9yhWSJhx{xTQ6}2;*#n6KvwF%2AVY~|`pm`h=psK}yRA{H89Wt+*2w) z{)9l2>Wve-1)oaP9+x%!MyHe}-zuJJ5P7*%XdTF%k30KieQtCwO+XzROwy-vmrmyg z(@8|mc3xCmw|%(G3C4{+ZbSc<<0r~MSh_ehfzmU0uM1_BAX2REyZl(XT(QZVVqRJN zBRfqs#JUop{%#J)354<`EkD$b|MH(n^SH8**P4zS_6@Z%UAi2*P=g&V5oa-cqy-`Du+c5J|9?eBWBC9FxSdJ*hxSXydLHIlc z7vH_VKH{rApbe#`rgBsdPUTi8CE57Z4uD zC=&1X^v;!q|2f(c|CKn#3Jw4MGdctL_;yiJuhHUd6#$hnYyd(|YoKk-1c6I+HG%eD zfY8IvEMQkR1`G@x9Ly5;a18ohW{5rk*rgE2F!9qn1-rDj2}mk4#)0yx-1GUD#rH35 z&3qTG$7oJs?KMD@d-(x0HTggKO~Kv{VA4uTv4akTzxNMhlLV}ep=mls*HdYJ??TQZs7Ax*EnvYAul z5wIX7{j2e;CeDCenL`9ZK^vz$;oyK=&q*^NDh7YUsQ#z-H19UJhHZwy)+?KZ_g=OPU{|+0vHAkV*$zwXo5WPqKGWD807AE%lvzMn4Z476 zb&gk{(H>4Q6WoXFtp1QDsrnQ$y*9WQWqW%x{ zO$qCAU_%`QUEO;_aPnB>>jqA(vvB)nFVc}IZ!Ck5=}R}?v%UynfBYBS&i&L;yY_dYBcGz0|w zZeBJ((6S?Z5JVUmX;mzIH+}VU5G;bzCcgG!>v#o#+WH|VL435`Yi&Z%1E`jbrXg1x zG~FjCrouD)ko2olUn^+XC;dkk+*B0Tk3hpbA?OCM2W!y2HVpzPoy95E4YIFuryQ8c z9W@-UTr0ei`9DDEy>|-Pl{N)J`OldQ`?+2yWK@%izRYw%Puhw!X4AGC<=~)99N?vl zfA@A=Nw4ryuK-1cF!Ad5*MFPs>=75zyqcMO{{fBWG`TJIqQYw-hwOxbF3mrehq@P@ zy^l>C|EL;)>5Xej&=;4r9DDbT;P0p*;0}`!S4g8{FxbdMx(($z1;sV*1&}C2(xvSvrO}S> zFuNI)EI=WdK+2n+a`TyVp>mL*5z3Qbu9Xuzrq>EmX@ZU?uAu?~!ZieN=DXUBAN(T% zM;RoFaCh^cF{~)f3fu?)`wUI{OV$@QH@tS?FeYxC&11^GI0A5C0!OqB_2$9Cn@N8* zOet(j1avNZq=O3;sVirC_Mr@Eb_n35+fEZ!dE&TlQ2+ z2D|^`jO~m0-mcTuqZGyt!Z8X&M=Pr9bs%r_5C3*-rCsk){o^mlU+Nw@L>?JX=i|&)cW+~ZxBeVb4s!d zCjv2>&}`6Ia|6&kPBDmUWu}Do-;CSf48TGbN(4x(s`Y2emh|1SPAY5(*XaSi=24u$ z5e^_-B4?*`zz=4Hv&5&t*}6iU2O^R57F?}yr3 z2BcMiOyGwtWkA*aK0j(Y4_$5B?6Lk#0n*SgY&j&79rF4Og7@1oVECi|uBiKb zMFe-V@QTpTYJ77qmV#)P1pA-9nIjBDo=hDfTz?m^lqu*%dKKv&(>|Kaf44P)?=Eo_lC7=ogD|b< z?(^!*P}eo->9(^94n`Y4&DN*<^Pi@n!-0_SimLUED(j&0BUVgoQau&4IX#Bt8To+! zHh>#2WKjCjsI@#x~6KqARr-idVptOVE0X> zNZ^SSjxB5(Dy6y&gKYfUj((27=%7S7a4AwR_66b^8~~e(aoSq;Pxnd$4(_X2Xmu|~ z4ssV~J^l0W@3O6Qb3t7HeY}*HZN}B9Gyyd1K+ut{1-LM5@fN{PjqJl(52I!Y5=GjX z*b&5SD>0y0PK@Y2lr!StF7SU1)E=jTiG{O;=PGV?V-nbu|l%c}Zt{-rQy? zPD#ZrAP(5`4=)_{tCCtPB`sJ27^tp<>a@4C49Y}6uXB$;aKx#b;S-c}z*=E&e=w~f zX%JQirJV*@nMbX;KbU-+;Tb4QbK9vhEBN@U5MXFuI;kJ>7%QZ{y{*PSf&F;XfR)M@ zNb^;9y5b}IUjwu`lPA(2?KD-J@se;?>nL}?2up4{fA_-2G8LVL-l%yceN{JY4XO@c zBscDubT>;J1bAA5YQaBl`o8O*-3}VxQ+2Q1#7WP-Dp+a!n2Qb`dPjL7VkuJ{F z+K|;6Tp)TVldt8y*byESiGQVMTk!cw5l)tUaMfC;G33FC%K~!__gQ?mGZ$V$2Sn17 zB6==P_(v$fz)_rTN6xE#Gqcd!;E~EkyG;b6{DMxllIG?_qRe!?w0l>nijvNHY24uj z)#eSsDbJq?opDx)8z#5ns0bW1i4aS)I8tp04uB?J<|j9mRgtw&4g(x+OSthN&hSFC zK;0AWTT#RRzF-Y5Hj(S?2oL-_5_61$PSHk(_BN|7|tQHJinKa4OhtZshYNv+=>Hd*c>T zaDjINrO9=CwikzLRBeFw`rDKg^{acxDe3@=H+QA44PjN6nSG9+sS4Ncws?aPd0l^M z4Bb6u>fIJGQgWvMp#K*xd;T^%eI@BXvHGC_)&kB|BYwZP?ABjKV7fLTp^@<`I1|;q z#1yI?0jlHyo|@Q`o{15^Nd!{wZhw-~nme&uV{ZGxrp+yD)05rr#v{iv#QCI+pRZ;O zVUY&S=h}YP0%dJlvW)$;VFs()vkG5hE>IzxWMNW%wV(NsM}U0!{MTRv9taF50`Bul zG5m^tAdc2S#GI!tlSJ|9T)1!T55Z>bx(6Qer~Dp1wkPPvCwBQXlick<1k;uW2x67|_k z79ymMeun+)VbEiV3SjZ#i1mQ;Q}x8b;R>-Z%UQBEXs9Y~W9zb*w~~%ixA)4}r#%6h z!A=?!`yGMnCRFoVu@b@Yyv0C<7iLFZ#*A}VKkIsdalFiWPM~(1O{+to z((1VQS8N-m4SBvA=Ab#1K}JE9TJT2BEk#$a%2Ob?9B2m@^-R5VL5@O*`Fx1CzJ$ZR zOAC?XpV=Ba&7^TkHXXKzbgV+p%UeJ_*6jf>0~i1#a_ zg8CNZ-PoMXk<1Iqjl)gs%^zR9R>|S*K_D-i_&d{0DRSP$NMB_b&?75&?f6aKGd`fd zFIA$*{K7M@n>a+g%tG|ZDfKhOahX4>&v)Z&qN9dgsmB|Hom|z68IK50?ji$}29_Qn z9JzzCf*Sek4Hwb|1j;`5UoQspL!j^Yr5UoqfaYt6Nn`e3gEv9<%RS%KA8<<|8R?>u zG|Q&DcLb5DW(0S9@rKFf=vQwCnLl?y>tf0btC@HnlVQ$crvKl$7{eDHi)P*k$YcKM zFPhtX*|~s?w{#X(w{wjxjS89hVrx9+qDA9s@gclmYn$`W9B-^=qxg1jy+NBh=v1aRWSAezzXlYoOnHY=CZhgj@CPp7N`a}ODBqo@MMXz@Z$G_XQ@ z{c$O0l0Lk_UbG=1KJ~mpCO)_pG{|Z~T7Ll$A%c}$-^j&z=cv3bb4H9CLKBx{&X^!28na*p zo?Y4u*3SPk>HIk*GR32TI1fX~0Xg5${;t&1A6t@J{G|5X_F~%_GdaueOxDcHK3f?Q zgs5-opp^A%N4zxM*Y3AqOZc?(e!~DX^bfddn=CM)D{?oz{+`>;r*>od1$->7p!19b zStRMG4hG?p{FM=gx8tZSmB_=ZG}&{P?l!jRk^V5y+f_TtEyc3$g;e@qRRo^Xe)y7R zhUakXc1O3LsyLg5rg2J4?fl2o~BM-}$YrZq6O&)ngyv zaGXp|qg`|JbgSqc?YY~-C|(=(3eSd3l6l+#F?u0ArMLM9=yM%ND1)n$6G3$Bf2W#I zUUha3$<$b1T@+R4A!*cBA6OBco8ck}Brt>6gnDj9*qE$kVQATw(vq&}Z&Fkg6BVA> zsWyRFRYud}%X_)wql>}?LT>(52l&cBuQMx$!LLiv12JJxDm_HS+0Hb9+iVbWan&U# z_}M2>n)O5<$Z;~>Q>@xr3>C(=kPy#L*XIOrHf-rnhFd=mBKEzYf|cVXdb)O(Cba(P zabLsx2vn?fiYqwucRe+_XZ*?jmZG>#Fxk#!yx2#7qL#r-5kYJ!?qqb%&3_%Ubuf45 zK09-d>i0#v@0T_%AZ>=AUfdPjFw^gkS?uv7dg2D2S3iAWd|Ey<~F*$}auE4csM@6A%6fq!%>;$1e3E4yW zt_1ir5G=(gVz{yEMt?TW4TFe&&pgu)HzDXhxQAl(q!ypQy1mqXYJPU8|J|aEOjmH8(B5!0 zytEwl-lwfS&PM6r>V29m$&Uh|#B?j9p!{WO{JDYSc?ZsgKE%CHMCg>LGymRo#eBZ| zD&>CtaZcqMzHFvZ!W60l^Ka?W-nrJ1h`e`yuk5xa1fAfL{ak9-^v1*nC;GQgLbX9%?|8S6-6%T{9Q2EF2Jiv zmIwajvfu4|6*k<#a)_;m?6K*UVt1u8v0(w*>aj@>>0`)7;+>@c`isHfnA}xJ)X<{c zs)}5PtR(LBpbVNl{&u;;mBkqLUA$<1BW6^|<#Jk?*`qmnefL}9fvO4`3+D(7#;J^W ztG{dP^6xbzH^ZB`@RE;AJf9J8&&UcngS1*4*{H2b>m79iZ66B8%kmFk*Ns#%7jCEK zN_J!CM3FAlkcN2=D_>nJ$HUy|!m^YLnKaBcJOUd)sKwfG=YYbWD+bisvwCli=eifp6&=>18NXK9yhMHNYGvEY6uJX)7#5N$y`8WNiYvqBR>XIOkH! zqX79#HVox51iMIAkBFo}|Qes@i zqgOAu`IJ|4pM5+mcByj<~LR1n0Oa{n0c4r+DP+3=6>jwE{Ip_2#=D{sE%{AK?FK`IPThkRY=!t`6q|_$HCQ`S|Rw5 z$OpTE^jp8xA6BB50KS_OaKNR<5y5^2EX;;1Q!!*IAP4GeY;t%vO{h^$cnkOA<0=!@ z#9meQp-*JLF)b{r6uK7+b$)6!JSUNIN-dSyNXpN~C$tM5_lQ-*l|SFGOLkx}k8ee0 zg0VujiZw+xuE07rRP-kIO+d?N8(G36gS$UIgcm-fvF{`ppWm{a^?fX=zRb;cJJ&B+ z<;jB8vOMnjjGY42Lg(+E<#xz*dC1IklOLS8Zh}pOBU*y=Z_yf(9c;v3_phWos6#Ec zJ8@?~AGYWx7#}AlEzv0|5u8Sq#gB6>#wn$}kk4kf3gewi?2GCUk2JtuHvL`i5BMQR z;rnwEG&Lg)H>Bo_X-%e=RkbAMKd-V%a7URR9u|uo(D51KR*drNZ~68mL|V@usQb!o z6<}2D6_)R@f&f%;1%n)lAl?u;$*h$Rp7S*QX}nx&zW4bEpZ=`Cb46}ZYq-tRYq~p9 z=I(Lby?MO+aF{NcRvcY>9`V5mR4gHkZ+ZT~klRY<#09$Yhg&9jQ1^JQP|h=^Wj8^y za{fWqNQ*6~uWCz^W3t_PnC3vqB9hOwB)^4=5L{}Mr;!>fUrJn%=xV$8$55=*t+g67 z5)r`D{Zqkg)V7h;1W47r1M%HV7?RC#3{jReK4v=e^P#N$vx15`_2LNjKoh>cL~pRy znaTRi?XQ|s;~ImHw^J_lKGcwRFL=`8mW|&bkL!FUn(g7*Wq04VFRx-ge>KNb<0?(S zf>^Qt*8Pk8YDA4IVH!T|8ac~XB;E~gCtl9hZ*VObiU|z@u@shokD-JI>}aFa1{ok= zx0?S~jNA$Apd*G;fw;XDvW?ic_<+`FIaVkZ=g6?E0XO30D`YRq4|0I)J*QSO-lPnP zou9bIk7SPeah(En=|8&QECBGI zf}}yQ;#G{Xb%Qt@Bp>!MK3ce@!oDs$T_Q_(s;BU9Q=n7+63t`D`DJtrVy)D9X+gzU<5=5{rTbA}D>b~X3d53{|z6KM? zfe?`}6L*Iw5ctsN`OICg*WzNA#f2Sl3|W_b@A*LgXL|XKc;UWVYGE<69a(Y-uU5{t2lTk`I{;*LJ?i?cnZ34Hp ze|RXHzfK^r)mT1wVrHC$bW%vHp>ca}k2~1(eV6tCarir{AIuZi^l^*Gm$5g#)ueS+ zAO{yf-t_z`_pbmiVRnZGlW|BP6IDhYku@MO+hD@xfunPK_#kC7Uvlc6rt&KY2F|H)V2dmHz}Jf zZ;#;~iPw^3dyHY~x4EfcnVMRd_Fz=2VEuODlK?p}LV~E!J-+6hr_9YWrTP_Rf!E~; zuBLMQ0&f%HaCtIP77$~(3L~(`SnZv2^QCRuZ1<(@uns#&qw+Vq)Eub_agBvj4Ll$PEAk^(zi#bNRj-9%IgYD6P!*fn_w(d zIuEH;;b+efNkM9>`X1ClKaHaAx68I6!Nkr3J>!q_^qTzDTqHn0&6UNZ z)9AN!Q=4B^0TlC?Hj&C?WLF zn*jkukSZVo(gL9eL@7!QO;Myt=e@JfIsbF!onf4Df7k+f%5|@6t>4NB1@xf%d{e;7 zs%rA&bze_}pX}QO3c_KxW&khbZ3cP!*Onapx{sWuS~+jM$D;@s<;ez|T~a-i#sCiq z=o1kwdvD^o15Wi_gWMhuN~U($NW_h^<0BwUMGjcGV|JM^fGgH;2MD%q$ zLCR~URTl`I!i?_fSI(t1ZG``0^kk-V= z_TDVjfMO%|{fhw;&sC@*X$iFKd zM?$d!itz@{!#`O-VDGX4KDX*&jLoUf}T>34p^DfVD5dEL%;qWQVAdGp8|4a zu$O+ElyFkJ+Ri4fYI zz;pdQIVDIYK5ZI9*Cs3NH5H?c#0 zB+aE5AA&$}x@y2{&nQNYhkp&HbPQz|$oGD73mA8GImtalo4DY_f|H?8U?W@^E-x&V z9g&UO+SpsldoO(gtR42c(jnCf<9hrm-&tuapw+o~QyC?@pEizrhqaM>spR$|Lxl z|IFALb9s(j7yPI{jj>c@&KLe3)fWsRvm_NCT%%g$A&;mhIO6DrmVexN@If`2ygz~+ z{_BDE5Z%R+k=pj)Q&QeuV3hzWaoNhFXFxvUK?hnqtuWwfXTP*eURP# zZm^pRaYizeUbP5Ma}6ONv6g)yaChmcG(QaY^4@&}GcROp9QYWD3aaj&E#$>NC=Gg+ zP>VtVUz(MyE>h@>cMoNRUY1jeBnkOY1t(66)4K~sgLxLk#?yP{4SBEKb6=BR3b)Ow+@k_(VioCC@iVsc+MNyCewpD%u`KR7bdmW> zUhp9_5?`Wz;V;+h{ztG1a?tdVe33Go@Doq6;ZhxI{u~V*N#OK$Gt znaLvJA@C>Xuw-qS4Wq-pM7u>nBUT%1FF(M+o|Y}eN)e|rY+|tq|Gpc>dj#2ajkVtr zgK4vd_wqX;_9TW)w4$qRE+!v>J}TeXH=K; z_S00ZT9ZOSuJdb*$9~j?vB{i~0TE_BFe&%VH(A8^hN^mbV3B%MP0e>Q1EG2;I5m!R zxa{<6dWiRsRf3_<%0`wexR>99o52BEdJLRlV%zrBDZi_XUtAF=eD(Wu z_fIkz2O8xcyCqk%?4NsnGz?9>tXvc_o?tu&_?Ewreeo_{Wg8q+6VZXILFyljG_eDp;~mY`e)l`p&LUsxVZ6Yu;!N{<1^zJ?Hpua?NDT| zbLK+S7YC?W$`s9@%<3(Y9%qRAnWPPJ#s!Q#^+k9sUqr7m*iwNs^JE)qT-wy~WJut% z7NS1qj9Z8F9-rJs#zMi>WF<5bJP#ZC$nx$a8F=7ux%iUw1A%FplX~UPkKE=TT@v(Z zzHr=O6mmu0;N!|58OVgVI--J3(C7T==G%bi69Hn8yyos3b~u9AiQ{FhfM0|_cPM%Enahf*tjWLl}qWZm1If)Vyf@^h-F7u8ncO?7cfn{wB zOI>yaobUWVWm}BN4(lzBC4)dgzNLI}d+$h5ANvO&3f9LxD4dq5%JX?S5Wj3+zF9$Z z?3GWjrw<_JtE$feAHihlTaw+0-CC@YmtKMO3T%LZ{moCQMreJrJD8px1y%>2WTT?bi7(mnQ6Wv=eqSf5MPGU?yAKbC7LKcoxg zuv_@IFEf21JfM77WG{if{F0W=#zG<;xI24fuX+L`BprE8{1y14G&Wk#1IHX2n@ATw z3~`_LZ~Zo@^DG5UtfAGUxAp9luo zcU5!H3tcotZ|f!muR#=Ly`TH}v1WABG=Ww9*lLakYzI}?)7Xrz8GZ1&gCw_B1G+rE zmfS(SmpGT0==nqQ$MMLCVTmZJ87yZ|4KYaK8W?&u)Le0TE?kJ79ADyXTkvS8I{pr3 zP4~AZi272C8VK$Kxp9;26W$XM#0QBS3n|Od{Xl-O$(~Lz@>>=p86Jgid94bmV7r%Z z63>j)BCoOH>OPyG*^zg}@#l}UGUIwRIp~O2EeW?WOk?E&)MQRTAp(P0J!cg!?k3@QKS&>v}rT6kZ;_SYrVJ} zt%7`OgU~t+(~|$riqdJRD(Z*xi4#+sm&s@Z&Ag6;S42{}O`XnH(>0Imx_EXmVRp--I^9xNUbeqT~P!nB{q&; z>L;v4gJ{@5u>=w3i}e9u8fYZCe8$u`JHrA!gJfoFj8Tzzn#L+iCbE+ZzISLs{1|ld zSmafn8gk*o9yX5 zpx*X#o}jF}|NMr2&hgv`8&FR&hA(Luo(Ot^@-^*fu8?|A8YVgrYhjS?-YQIk==5o} zU!;*5gipKNKUdg$DT01`&MNAFcIA@!M7odU(63e3ZMiS1D*5`y7GJdJg6-D(bdtg){)qCQii zTbPzxgndTyxbUrHb^Ldq?{+DQc&$p=u2^)I(b&|TLV_Pr$~UpO9rcsQnEfNY zvOQpnTqN*Bc;l65#~VR^=7P5?FhZL${UFm8*tiXRu;|VB^prjDr7VGZHfi`{C#c1A zu71MJSRr*SXYt>Ui;HnFBg;1IIOIa!RH370iukHb!|VV-;x#nkd7=_K(9_HU-jcNI z9iTO>;J`J;|6$M=qG4p@LGPL{vc5h&>^6L?btbve6$ z+qsj8)>i>2rs^seyfZH%n9^0D*V=XDB~u|asuBI&UN6M)zIa;-d`rv~&IdUePt5OW zw~*Cy^a`6WUu$b@N-Bs`vz2)0gZQqa5@0B+8tIayWZ{GaqW3`<;ZzVGh4OWg)qH=r zBkeT^{<=|h)*te z;VwS96x+s`f?{By3CWNeR2mt3tY6Hkh)5*f@1d-DJEGfgx9$#)b!zzGFofuMlM_a9 zPqZg&AH8E@wrsD(<%Bx;VbQs~>`7>$OB!SA{8D0Wv46;tma!A3xnInI^JF#ZrO}L& z)Lp8m`TF_@`U(GF9>q2E9sL?9Ef;()Q>OL3K9uK5F~#A1wjq=5mtuhAi`g@>cDPHm z^jkfcIez^Mjqlsk0cWQ%Pmj@(#JKB4gTFvhn{I?AbfBeGqTJV89#P<3&d1>RQrdZl zyBav|k$&MDT5`U}4$K#p)6IZrqn8Ht%f_@j`^`B!o<0vzMf^0@Unv?BaC&qp0W%Tt z`w#cv@LXm;V&;pM zG4z)Jy=fVnE!j&1>m{vP)+Ox(D=li-31=8xC@{(YlsjH|#MGBy+@KZxL~Q~R>KGz^ zCv)@Fz>@}|(Q)58_uF=e>eNPOspqn5|D5omw5y(!NJeR^XKhP%2;~<&hf?a0WqaY! z?*U6@yC6s4yb&hqS~|WGO<6>zL?gkQnZ{WYIY%ftpH>V_BF)}jS*Ot0Gr1;`nn6-bVWzU=&VlRo z5cO+hx+q>jM#i9Cri;%cZ%6s2I8LSgVIKVzHk&MKo2i5_U`2&dm+W>9fLOoXaSC0r zbig~~Wn_E;ES}rv>6WM1 zJezD02sCHV-3+DO5}ro2O!kVaqQqA9Zo`Tn6C4^Y4`e(mwbCaQ1c%T61Pleah}a`a|K<7B z=$cP?{?IcLW!3bMt{Mi}uiS4`o7@ohfd%%{P!#>K#kA>_XEj6i=o#p5)14bj`ULb( z@F-6gp*CM(^yA4sR1f50JEZuSjMAYB{m4!=H_I2%LhM1Vr!kIjJ|Jp-IoF1I=6ajU z>g#EI2DW&1R|DZf5nKpKTYb=~OdE9*?Z=*%-7f$AD`ADbVzY+GB*=tMwSp%=mJB9x zi)_3A@S^l%Q){}gp#3`a$COdc_8zv6hM>Z_SCqM&v;$8Y!U#{_RJ2uE3e-JVMoKR| z+D9OW7D%K0WjfT5xo;iEP2d4u9uDB>q;~qF^HQLewM_~06rD{O z=_~~7NbFL?0&g}zweqWUsOuqf5mmyL(cj;Ajs(a3Dyfh$y(*h7WEt~U#_&vp*zu@A zWBB}8~m{FYjMUqRx6#BJE zGv6$f_sb`kG;xc)TvfOzni2oE7e4c#Tj%7G7h`Uijzej&8NV%rDzs$VkM!e5Delgx_i#^~lwl;2+ zs*tbPpKJyGk7-Ee{I}Lu4993+5z;FqY|mp#bZBJ_zh))d^6vEyDbjBgQNcRyKkiIw zt+i{oH`loMa0W@70{xW3`?=9iIHfPQn1*b!kt#M)Ud*LlEWWyOdhONxb*?~u5yVt; z3eL1q0(H`{l5!5^J7s$~JTcUF+`4>6Tls{M-%}v?zBX3^mVF~~t~(}tmRX|lON1(Db}6_DJ47ZF zPA%vt2vXuz*FMFHphI?l9CqA?jmd!8zzI&vQ1G_ZLu|kiI-Vd0!mR1~e8hA2f~J_d z;5ipcF<$Z4)gj6OMYg`uv*1_#I<&w(>Cv_9;qOpxGr1gv)mx(OvGbD}*c5A^3|&7IrJ^(!H#OG8 zaBXml$WNrCQDo~#&x9RnWz{8M)Cvx1jQ8Y!$!r>kg?9_(Ft+%yZ!%Cij2{2QgS)wm z8?qno%|odjFM{!^15#5%?d1p#yHIwoa=R!BF%ECm!{?gEO;bFK$FDV1=C*j_lgVbr z^e49R|L*_1aqX{hou0>4_c$H)gAFIP-+1rJP~F21mjc37MFZdmI`Uz`dpxkcg{T&b zm*}sm4Yu#$s0VJOXnIU=YI1N-xPx~QE57&g`%Bl@iaVPR-&_^prY~-s8O5MNxK-J= z_1-5s)bd)G6CIB3wOtcSQ@WI4{}wq`$_el*owjRMW35PQeHZ**735s(^WGGL=5%yh zs;c?wpo%xj?2-wpCem(=Ad58$Owz-D>O4vqFbP?a9`U}h-F|^D$Ag`^SUj5$t~&Vw zShq+zoLF}er?ELbPQuy;#)rS_>D9hRPSDzg_EhJv1jrL~$7u$6VXDE=+}45lvaLJ@ zTwWF>A>L9>12ykJnda9AC)%-oO<8iD9+F{P2Q{!CoT?zFw}`*82wWQCD^vjrseB%) z+f1V0-e10jS}rD!r@mm}Q3mQL>K5M<$L_B`0js;ZK{<6Bz^hpd^DDx~v87o)<}giT zm$PXN6Zc&<9C6u-75Vk{{ddU*3%_oY_jgux%uvgU2`p<--*I1B{lYzM40C}>)b2pT z7d&yx_4gYNnlEx%rjzWf+>EwmIfGXwe+udMVny1?`P~+BJ<6s=t}M)&aLu<#z=J+S zkZ)Rp+cLyJ#2R-3u82xc-sPZEZUS_Md?Crydw5BShvs8virv_!N0WU8qz<;kj&46F z%VP}ECWS8J`^ClM(iba;0 z#vh0#YA!EaS&p1@O{A21OM00u>egC7>s`sX%#^FhA&!1zxCuxx1p9fUh^ zoX!2}4;sZLfE4gE%P{D%EhyWm8&k$#o5o%he4^}h z-^_tbkPn^m?BuOclzp-G!i@h{SDW z<7u7%enEkjRb7jawc?yM!5a!56P?GGc}x!NJgf|ZFepTu#2t+1m3-fHfc3R-YIbWvg zB#bGF3GH!RiT8h|3foz6 z#c&|j&tVsB^}H6$un|UIpCToPE?~25<`mbxcYAoiEbT_xm=lQ5&< zg=Egz_-Qh;F;KuPI9hEfs6Zi!Y8D+hcG0e|Q}XYRDOWD(TTk1$A1*@K{-$mjttX(H5t3R7Y=So&a zg(|h>{ebz|VD$y~J$=Ii#b2i%f2r)l76sIY&SetrM0DCvokuQ@6dN=cn3=Z$qiEU+ zkP=0VsS4w9?EBv@;{dM1~ zmNYHgw%qEcRkH%HY26#!GPnphqQ7svy+9xX=~JVRQ|m>AKWnfK<<*O3D{gbZ2KvG2 zv>T#L@BNx?|2Ah(dzihIcw=5OiA_5w`E+4?B)5BNMDvVAuishai2u!`U5W8Xr(-?L z$&BEf@Cq`04*)AWLj&!+BRLZH*VQ^Q*MbgNC{yWmgrBswUquBZym5s{`(0Rh!8s*i z@s9HtL?}~bHc~diEQ}L#?H86o@{*O>Op+3J_6J|}clgo`v>LQcoZY)@Mm*>u*L?aw zvVx4}h+Z6nPvk#ktm6Qn$UO9$#IwZ{3zp$>VymppL7AfMfU^<=SQ%zqY*>*ANQ--JJ zDN<5_1=qRGb+MReE`$~Ro9+=&=sZ7DK>lBH3u@}wcIMd>Ce=A_4%>$FDqr>XOi!N; z4R*WVJ7Hrp68ODryga^ngTjOU@vbXFXpV{L#!Vf9k=)$7EhE5mF3Yt@ODNI>=DrZ7 zE^Ji-70UmQnz>!rHS5)I3S+L)Vg_;H>cVp<|K~SOnD~yoH31Y{&L$=rmz|PUwaGUB za_j{k1N$1M;#QoT%Z}h*Y|q|J zHPPRX#SAh3*~K8(|pm9I_?T_{?JJOZF3q)s4B> z5F?dkcu2SX@?sWblr32OaX=4`>EGOto6O3*?kktwyLBv6ZBK?~Tla$t4 zC2pJfyQHeLoI->wpqdiSa6EQds7Mormj{&1#@ln@C9ZPd^gD0^^qlI{!=VI(^`Fxi zUw@b9Au!0O<`N}_*H95>z+SP;eNw0xc}iHE$>F5B|qib&AipK{N5?| zf>R(1cR2^Po4(=(z;OVW?1FA{{WBzGU(w%aMUI4`di1;-DvU?8e)YdSF$EKDccLsq z4(}P+uQrrftAmo)fJws|JUrs{C=EC*-1ZNF^UpfVJ4cCryvF%U_yi;vjcXZZ+nNE3 zN(K-Fd$U3p^6azYC>0s5UnD9D$QSR($>)pb$jF1QAo<_sQk>)1d%Z*%1CTggK!O;T z4h^a1rT+>F^}4VEwtK+rFpkFv%;N8T&VS@ES!PyUmfZZ>ny$cWjtnrsrn``vyDuQD zy+b;N@kvWc&)t>=a@OQ*LG$=IawTy+5b4(7F9*#y*MOtH26=mk*Y}(}kyoD_R;JA+ z!wf-{^*8J%Qy}`ZgCsu(05@_cn}ae@5lCvZG(6fT2irpEth$^M8+6uomkdKU3ocR_ zO=~i%i>a!*MBmGpNR29i>D`IWF$frR!?AT4kq7yMtz z9LZ#yyMSVE)4S|GG9W|;cM6FVNCQSZF|sXu3_F@fvL^GvC2KT9`8R=Uf=%V%r_^MX zQg2^|l)KIY;fS_vtP(#prbx#w8dF(RQKWe|*6<9jBT}0p!mD8&u^%b2)gJ=XdHo;O9#C5Ud@(`JxcW^BnBV9_TpgXI5y154Dgzq@2B7P-K0kkhzF{DONx0y`JS} zho@Iy*rGiU?rFa$onno@_(c-CMcy?Q=~&*q&aR--z<)q)HCik8#v_YEQXs(q4&xQy zS=p7Ow@i7Qa@JS)B4lnWruPpD7{i|df@0eSDH9Y;UmDRNM11%8R?tU00hK48_C3iy zBgx9UL@?QLa0acbE4IvNvBcmj>wsG-8l)ur%e@yO;58g8hC6@e@zEfS^OdOobAE`2 z@LbrCg-|u3uQ)EVL3ZlQ(|((qAfu$sr(aGJvSeq1!a~HrCBDd_5wwtqvlgJ!kxXPc zuA$z0qc^TuJpJUivZ5RXs$uX5n1k9-cn&9IN)sV5-qaBQ*YAf;P#iIJ5=-1ib*{+& zWgY%E_O@=_t4&W@ZbM1DYCv>doSX`GY|qK0c)t*MzRmgBg}ho9vouS{%hM4wt`o%H zKvhm+6`ni3ub{t%h(~StS^n^0rSMO0A*WeCPLq2d|A;ZTp0`hL3yW8Wj9Nubh2TTpZJ)-xPUXvCIdk%00Glcd=mJys<%HS+`D{9$n)M8K9<+Uw>EEAa}xx$ z1$=~!$Aiup@%P^$P_Ib8C^8#Y;P)scy(rac?sO0`#+cS!MGD+R5-9Gao*ce3-J1(E z@l$?Li)6RbKAvJZwe-O1K6#>T9&derZcF4GvE;Q6O0V^Qz1Vv721xR{mYV0&~Y2 z%+ZW9m#DOLv<$Y|WJ1C*Crk!Pwqi+GtH2fSX`AXQeR)s< z_W8(p?W_>nJUG1Q7Sv__Yq4&EsD{Ex(AwqRg^{!2!YfY~=A?-$^A%o29BFbGAtEWt z0?E?-S~tw%=Uj~-@%qGS`rKm+Yj^uy5xz?X>sj728!JzA8~eKPqKx*c9(1WDeug1o zZWCOpfa$@t2XC?9)(mV|cv0Iz;FfPg{S?wg4rsFTMNNCF1$tloKB&o_2f;`&MQ(U= zI$lToPbv^If7tJ(QyzW()m=O!bk8PJ(pyPQUf=Qtp3WS@A`+bd>8UIXoBLc8eY|?J zvW}1awf#xA4IWe)3qjQhMBye2yE zPaIC&uQ&EFwcYgxGVqk9}B_ z6B9F&%N*DF+z`*t#%O7$w+;{neORmZuY*?>%PIyMXM`J=Ti6YAfE^@zPa|k8<~Ox3 zUfgoxPdMYT^su7@fe#-q2-b^&b;-52+WG?Fpr^*NlcueTRTF%;* zy=EjAv%cW6-lVQ|DyaJ$V)c$hU5b!8A}~pp(Bl0ITsoD>*0*8~*wV({)(mtUBnd4fBnF8RS9%0QMX}FEZXcvw z5#w5Ugtq)?lC}<5_5b&M&G$VPSGDmqJFm0PFXrxg8kMoPD=o#ry!D=MPICDc0#r!+ z7~QyuVzUWyXy||*qB6n~R zpbq^~R_c2^df~1$VL;x)>iG!yh*;*{lNG?jR>T9L_8tlVQ@GPHmJR`_kaW-x>s^BAlbL?1#Ipqd) zsp#rK#Wcx%*|yN0MNN>RWe23rS?~`tlDoJ~9W#)9VLOkZjQ6g8&Wnd_Rxa3Wn<&*q zP($ii^cv`KHDdc3-{#=jf5DW%0N5;9pYwjp`2Lz2KTK6!5Tev#WF>wwVp$!obv2=b zt-%>~_Eb7RSEfh^z=mlY?5tIL!w*paW6KEG84P3uwDZWTxV=sn`OnlG8q1^PvdR#E zcW4Yg)$|f?GBx<~1i(`ssbs4JH-5b7JYH4wQR|+6AMgk{;r%D_rc)^S$#_O>K^8o( zPOV;sWT$VI{R?|!WhZmB7l|p2MYB=(N7r7)eDXBeh#GQUnL~_AQ0mVKs7*BuEc^gW zu~FnKJvdAnCGNak8O_Ng2l@Z~wfWwt&soF2G>U`XoSNNBjSSsvd;O;T3b}P^lP_D^ zp}wuv2heHK>8qd-rzjK9`jPAl6U;tIBX#M?*{xm(j?4Nvxq+*tAX=;V4A>|Hf8-6S zmmk^LR@$cscWKl%9L^tE=+ExOAkWG7lvIFm4)+dtJ)_CgBvJWn2m7t8U2;dqiW=Z5 zp3F4@W-vm#=vMIf++*-cjwbiflUbTO>W&Ve^X#rv`Dt(BdueS0Nf0hM>Fe(8jReNi z;b!wse}xbjc9*~_y<}&#Eht~8IqZH6tfsVpe0yl&P5eC{ulgOG3I0;OSK6|nZsATR zpD3iOKfB`21M;q$4e2$Zw?dYDDlMAw2A^Bl*28rVCKkP+^{AgZl`t5&h2A8Rsossg zD@mW->i~-CJ{(w**GN<)^xn(A$OT0B#Uve3m%ss39q4r&M^Pv+$Etty3TwhpcE+{; zIOnnc_`fWCr)JnZ-DFMd5giYXq3b2^7Q;VG^?|rWip**PRTt-BG(GD@a;`8L=_`kO z&EtNG`1@u zLXQ$$Rgbb7JGPAicPqur5{2}C&WYC*CFpCQQZcK8&VR`cwu$g*)KRKFIt12UVvA6; z?*PM%X4}cp^a=7kncWwsg;2pnRGyUJFjd}DU@DviwWZ?ii@=7?2D)%^ER!NPNH@0m zL^fv6UWUb2eE8M44*X(Kz?LjE1*VI-&$^e{SLXf#2`KX?c`C#egYWZ1oZNstdy9Vm z5YWD($aC%#7?~WMc?~v%o~@P~dOiH{mEyRe%?oAP)Tu5U8~YqN;*BybuhHHU@$SS6 zxF6~FcG!9+h$$!JKAkHj$+Vvd-9f#81rUdIM2CPy`qvAgavCzbuAin6OjSQSFD^0C zZvz*z{+NIHmVB|ej}~4nNGU%au)phu_W*qZZ-Laud6PK}*nXZ05Dy;lB_r+LnF#<( zRRDawmGZ4Hfh!twXOUdt8w8@C|CF8j?{a`X5ZMoBM`b$=8(U=xfU>waw{zb=ho|)2 z|J|XW6uQ=F=jV9c5x9OOK@T)R`r#;lbtkjA!vrWvUjd*#V8fNq05%iHR|a_=-T)a* zaX+^YI3V06{{f>qf$6_WqA+L2BxGa6GoeY%5v)(KEg_W1PpVP=EAJ%>vop$2(d3T`09bcB(z?jDCYFAm`@nUb!7B6cZo{Cpy48^)D7_>H93*oT{K#d! zt%qTv$#P5n(AdxPQeJU)J~#&cQ){M%W5ZT${k`aO>Gsv9RLvrllK<~*RIBsNsn@_$Pc;GXwr+!5y&~J=t;?K<#ha@olWclIR zX21JZHcnkOM_*wLE3U*^J|0Zq9a^u0(=;$}%|1wS%*r zEABgM0U^eaXx}00n$-dX3*||6>-aJGUEizgahIkz{^Hh)eP9Ep2%6b4)>l1 zhbd`BHLd*KB)qdV_9R~yjX^qyxdurIa!M1hTcgavu(pjGL2}{#g?g&uxTmsrtOY&L z8^{_(SeOgf##N3n4%OxSh#M!zN7cc%GN9W!4KYu~%$&@Q{y0s7APngE+%w#>AIc+R z7@G;bJK&0t_*N(^9D3tP<#jkNimbqA9)g?6;|RuaJA%vQPxwRZsRBTGi3kFDhtLIkz38IypsH?IZj>iytRvjU{0ga z<2Ez9D0oK^msWgHT{`O1hE3ru`1E_5G3sjZLOLS#en!UCQ7*HI1JFNEhxBkZsHJ>& zi)+u3>PX$fkYgl)WqsI(Sgh2cX(GV4B)zKLC>(uDfp~irUA8dno_bl;@!fd?WN&0! zy38#uCWvKG{J6L1T$84J##y!IpWr{_>#eX6a-&$O2rY)JH-$C1BtL}xKDGQowCI&_ z)_-6j{~9kgIatfZg>AzeS!uDbPwRAm=?<-=h^~F}1t3PG%Ivh-X>_3oQTi9qui{#r zHrY3#c!fc)V2ISJ-BjmLBx;)=R3S~N(A%xWDLzq6f3{0~tf9;11AqXTb3!Y`?QE4O zKc9`bf)F1Y?-GwGIE;Z|-a*Q8LFlONdXNRzoNYSHpq94Rt_-yBG7m)a_keO{j8wZ& zls>)xg2tqvb>~@hR*GJiUWh$+;gK0j-tW`o=8AXw_HM|PE9f5XdEWEUNDUe;kQIE} z5)9sN6Lgo+k#4m=b+be1k*#?oXHifx{^U<32)CFiKsy2iKJ_xv?-gn&x&eo)EvTTX z*=2Kk7tR{#5&_&cN(Z)gYOSwqyqp^4;;?n$#D=xa=s~F-vs$H6*|zr5e5R1!8J6)y z@9dF#IM?dq&Qult1rL+2zd_@LPkBv@#(q=Hr*2i?O-jax=~{ypsxJ%TQ6u-aSP`DB z-00>bFcZ~n6BGHAM5zM=TA+Kkow_x}t}-fb8A`R#fXDPQp81CVAz5zsK*T#H0C+*5I)sSP;T^uBXd@Do;)G zUy(;35lCz!_w2}%QjFbbp;)XxD2x<21b&d}bykwjEIm7X$RZQC_4^lUM+u{)NSzJx z19veL4A>4wGk{JHR~7I(gvwHgylY+WH{?0f;pN5MfD>$f^!j zS6XlH|O)5bF=Kp^c2VbRz#G{G|RcuW|@gW+s?;o2Zp1(!>{E>go)V%pOl zJS-*S~%oq)5iALf>MyDLMRs$6-wlxCBt3TljZhK{RJ3P;FganZNfK z=Y0;u<%mA=ruQh9jyM>-am$HK=Apx0HYhw?PgyLFFGKakcm^Uq6k-?N8 z8OST;LcFHq14>;oz^FM%`~Z-uC&cT*-y}Vz;FC@bspQb-202~cZ$Q?vuw6j^%~tLj zN+tIMR|7$8!dpbG<&OTuv*wq2LzXrl#vQZFxX9%#i+oyi9PZzn_AKy3a>el;aZI=% zWf2UbbzTEJ#M}9*;8bcyHxIom{PA<)Z6@eI`KGLP32~N|ouI(`zXv?2>7JV~Vb)op z;tPe(@RFSg!hcu=2qi?a5OPSy@9KDpE2LdmxZ+pQ1a;94!s>nM&sCmufco`zJ0Y@} zeuI5|6-fe0(YqXi$d`P&L;hiTB=B$=l)?6)Lmrg2fN^s4%I9G|jV2*f4xz|-vrMCr%A2AfwD7>Dd(g2jUNs0 z1=X_xCWEFJO}j)@j(to~D^Mki+>}inW0atzL82@nugGIrF~%=EsDw`{IUUtbPdQ`S zA35hjR~WA3K5$2`PfdRI8Iv1T@`O&w_ikfV#|N$8wsf~mil1M&f#*630NL9Kw1A_8 zR}*nSIG(u}A8-kJG#C&yuCT>Yt+gyR(9lCB(u}UfuMcy14(IW%?dF z1by*)}Ili)zA|lYb#buGvLqLEZn!AclMdMD|V&^-A@K*ng_dv2XgBK z78)qu6&3l?fdW#N8E9UQg;~8g0vm_x26^*%EV3lwQzEs_r+h^M%MjO0=OyH=3V2=O zyxbDU+#N?Eg}c1i1w@WtkZmF2uSCZPRbj#A*#qI)XPg%>-|fCGMP7Cp3Mtf7ocX$R z_SBN_00SYdkqLup203XTk#=L6+Kg4kCW}H#f7&(`+iue7Q0(V|78iSL%xjtyR?|ly z>rju)CBw?sITAo>o?sQx}$AfkS@pT!LeB)zVXynIc-T zOYmroDcS#4#r>m8Nlhoto@?i%lB36>3qO}wxA7WZ5U2S>Cdo$epmAlXEubweN>6sY zKtSkXea>;S{?$~-ss zU~|YD#s=;X-STN~6q~mG@dWkifF@!uZq~@JwbFpg_8E2OY-hAp$ohqQ^g+-~FKEWN zq+m`hA;30YX{1C6dQD=-K3fA~DwZ?cUDiKHZ7q>W#1gCvLzgu6Ty>O)IMwabG0k`= z8kI2owR_H)DQ@O|K&se5->FuAw9)-pmunR)51{Yqi_r~nY$#cHkcZokx3X%Ec+`%A8nPv%nFJC_TrOe&Hy1Ho16rXFf z@|wEvAUBwubRA-IQ$Aog>Rfy;L4vAA)$p;S#5xhpBGcr+{TATEhY-=#h$ciORsV(%17F?Kuu@FMTiNDY>7$n0x|xt;uAXULBHqXbP&XH`t_D(8Djg!cq(a0g_R zDur+Cpx)AM9e=^VFMkRoQRX|r{CgbCMPN?*RA<@`h7&GcQaYt5nLS<@biTYwTSF148OjNvi2+W7E9UMFd7_&4T4y-?ePPVVmRE%LBO zKL!ZG(ZTO7+sk&D$DO->EFtJ5z^$2eiuB0{a=2?FiZGktv$_*)c51iB3oT6I7MX~Q z|9LSj@tYu*ZD7HvBop&@P3KBNyQ$m7qx|Tnn-*ez#L{EDha8vrdyB*$W~Nc1_3`Wd zN$`bOdl#WL(*eYv&4PC|^m`*JO*9l%eG99u2pe+6LR}5h5QaNg`-{dlRnKZ??80Ry zFuT@~{9$POSQf*kYYV)m_MZwzSrTV%B@-QEhp+gfG|gP(QaPe??>w@y=sYTV%kDBe z6g<=Ubb`kNf}x&>;C;BPGdBcDN!_~lSbqP-CXGVtZ$iFglB_w=j+M*tjT*=t8UXieS#=2nY z!;a&{{gv3a8?}2*M_&UibZ~2f_di%HqZFH0LAWg3CX*EwqbsH32sI($wUBoG>@< zynNVIsdWBFrPS#x7MYIDQ`*N1{oU@Xg}W#P!8a4!X}a{=iNl5{XSPEqg>G}xVT|>< zxYU`NEqZ6FQ){=bKt&~pOwlzo?Or`9>uh*8W;M@UJ$WrUc_NpTBbwEbRk{2S6()R; zlDORu1l7k<>m$wGPdC~PQ1`}y+)ooIYbxOAb4w)F;8+Q$|L`YIU_p_bsMcjzcc)2x z{^(`@ZDWL`O`(cc_H4AVb=3*bSh5mx>@m~CvltiOv^1Y(1+krFMMoZfjwx`Ec3Y|L zU?CNums5T3A@65}PiUJP1};-oGx~q}2eCVeUom3lR-ThmjFH(bW$FzZ=B%N_Y^57@ zNLmFJP`J@*$a)C5k8sCpaI!i+w)y$R`yO;1DQ(hlX5+OYY<FTt>JTw=z~rJ<5A?BcjHE+df4lWB~^+?1^#Ck24#|mYpY^GpDbpVbCc{ z2x;t(B*fY>;#6^@=e?eUC&RZ`#=ZF^Hv}=Ouj4y5%tMl%8#PEM5FJzU_Ge1K83)#d zQ2B)xN&pmy4#>k)MYDw73uxmY9 z`cDffoM^kYsp+pTh@E!Zm@%cwg|Rngqg%kLM}x|2VHYm(|Jr*K zcPRTle7Gn}wn~L;iA*9wjh#YCF^Wn;5)(pp*(D-ni$NG9Tgq)uDNCWj*mpzOjXfFb zjP3Wip69vm=Xu}bc>jX;H^*@wx4S#cT-W#dem|e{JU{2jtLkI?WPPoPd29U2>!YI; zOW{m|dqz(4_lVe{>cYf_WWVL;ct|a$rCKTVo}%6ME|YxoOYtqMuU-BAYDPvie`7~V zJngkXrQG>ke?lbnTL615*SOJ=NDuGQWq)EBS+2!d^;mOAs7r29IcJz!iyt{OoMZ6! zHxftR#i2sREz;dQm;N!fy+rCs=ZL+yQl}pWT50662IYP-^&-c-1yaPc z^=zlkb*p$&_Z)v}qgfABu&x!uPg#24x;v;qIp3r7`?Ezo0`2yjS-!eB10gJBi20-#UfV8ASI4Xmo75O17WBdg?(cd@ZI)hBtZ@CS+jW5Afe)mUgN0|>e|8}EFj ziv&3TY))3;{3a8vd4@{G(7I`#TwgSR%x)H|Pb~E6d0ys-(@%J!qAvvV8aK9^%5UD#$%z$*=sc(i6 z>vp-G>v>u|g0uV-1>z!NC2L_?#2!@vwwZS(GJgtg{|VvdumqCgLjnCp!UlYcM9R%M z-L^)LGm_u9-$brbw*V*Z0aqjEsdOoXl+8UsD};-F@fTQC3D4+>fDSuYlDnj~n8UP~S*>7`=ob5sPBNQCrPHpxJI$L8pH`M8qPJ-T%P9U(=5} zJeT3ok>&d-KNulD`kV$n883W@23efb{XE~zhzbmS4mKiLcZVVM-;rO)Ad1nygL>E}8@LB|KirLhd!UkMZ0St}r6K)95vC#!} zBIVQAr+X0T6w(@2bM~d?b;+Eu&H3rDk`^oWd<0jWP zr?k{wG`AF~bb!OwbwQs$-wTC;d?K(BYk>6{F2I5=9EoxR&i+fEbupjuu6oOd{Dj<)$m|1(&-Tj% zNeS_3#+}Git-iMZ{(Z2bUo5;yyd3o6SXeFmKCTflrqdTp+$qcx)v=#@f_7aHNJ66H z=Gl4C64fsIdjdVyfna(BKAOfCUq{=QlCrQIBU){`Cl6Me;@l53CY?D}dny&gpu(xn z_mk4&oxU^lPwZO`^q7G_ntflblN?Wy1QccG2s*OOhr~8o<(SsjZEWcO{Gum6tCYSJ zBrc@MY;H_k)P1MLbD%${lxcEzGx|zL4_=G#O0^B0X2B$+!F`C3;!TTG4lR3Y zPr!K-o_k(R)*f`hR=$&k-I80b|GrOXBYURbNw>x8rnFF2H>L%;dXf5r0>Ni4*K(wS zH0OAgSfIdoL9*Wjql41N$iIR-%$sGPV~FhLbK#ALf=lW?_?ytu?zX58z$|0Q84WVw-qhMR#n@ZiT6ih0-Oq?qzidA z-u+Jn2q7!A4n0>09*pDfQd^I=a?VzDF?Q*0Fz44UJ#AL*tnaMCJ?mo0bs{`xtSS9sDwOZtQ{HFV?VuOz>rzEp={;$^uR6`Y7RCiN@&JicW6s{Ci*aeFFtGyPV zv-;U6({pY%bmhCs(&eQ3-CGyXD{&SzL)W(%=*Q}P=)9tHd%1{SXV7k6nfbT>t`Zh9 zVi@c87j~A_T_^zsvLSL#|J3L-?@q;G%A-4k_D(B)_Y875Xl2FRa^}7kr#JrdsC+~F zb;UBm;r>fnHX2GNQRnLN4FuCVU$5N=LBH$G!GD>uwX!0GkhxLG{lB}a*67i1WCz6O z#~y$6i+IVO?0SJ@HtzhBI25&J5->DRc%NN1D~>g`knOFHiD#b^&5`qe+|eA&M77cA z2_XB%6!EDf+ojo0*$cEYPR;$rK7q?*^Bl@B*scp7BtQLl-gEUM&Wd&YS8gP$jU9o} zbIS6n!^E%W|Fio#str4iSW0Fam(>ZCKs6Gv*xsCim&pmV73I@NFzlHSD3VCF^GqFI z$W2vDTnV80=tLWQ1GdZr-$52G@>!<<(eME#S|ZnvSt;_o$~L|HOSdA^G|E#f)!DOo zPbRDDsSx+A)}aLb(x!zRb{w^tM*W(RETCU3nPc}=EcGll`ayCAZY)v8lVg77!QEo^ zao-kR^aY}&=b($OiV?$Ru!Pj?o8l%$zeyUgNGDTAJ10H4Ld=Z#N`|9euMB6i-QtyL za#vOj`$o)|c%c|G_&EAmmJfO2V{YBYPFcE4lQ^sZuD9qBG24z9D}%k8g+UgL9r>}| zvG`e(*sS|Q@rAMn4~Y-_h#E7)@IHn%lf{<$yQjl_7z*ZLZ+W4M9gMpTrV45$&Ep)r z|E!SXDp3*A7=9?BTDoC;``12=-9fQbvRoApHYoGFYVuWIr`w^=>px$A#Lnl|b^Snf z=%+gLkk8UXQ1fi%%Ux%nQ{23$`L9>T(D$t+bt_iGfm$4 za=gBAvwTNhUon}GDK)WP@alu;fC9u~@1UnmvF`BQ<}G z(Sk8-2qNf@2y&4frhwAXNAd_4ABPnMoUQ!l-HuyaQ2g(m4_dCkOtvA1Zxa^`n9Jbk|3x3{e)(}|x~)fzc}%kExbYVYdm%w?Q7N@sahsh`xw zrIM2_;ucp#x~rsLy18zzl~xWRUqff?RvA-*G6wnaYu3q0K)kod*w!@k$hKCjRAVz&LN0P;o>X{Jj}?YeY;k>XvT66M7RQI5r=lF1v*kt@&G0zf5=5>(t&O zR38mAh$dU}4*oCCeeStqdsA(L)Y_l-On(hDUItMA*mQ%y=AgOygG8IG=PWIXiC}zX zY|$g)=9sw&WL%h=Ke+#EZG=sKs@j?_py$VK*uCHfU&wB#1~^>`p~k%h@++-#HLS8F z{f$l+$hDk$tiMueUD?31X_%RU zKlb9U5=qL$yMCPt(=h?qu zr+K1bT{O)!pi)`+Q>jf>qYLxE4BweYQFZQZNI@$$17U>kfv~-$t2mv}O~)c}&3Eyo zS#IU#gw&^$mmMwcxYe_1kK)#{vXiEM|7G-_!j*bCs^th?%I8m9(3pVL{;+V15Jh>S ze80k{d1_8%djw5t2h~>UKXzgLEY+xVomj%Vk(DyH!~gi_^{rt>wdYRf(VP=v#`=Ru z7uF4p2xr8G35%WOE@!N|S^p0)JNy*rU&B|3+{%l!oZZYQ{58|Zzuc~?)s^s1rL#k6 zc>}TR?*@h1Aqy{v(=fEnuW)z!wwp0*gcW3%$&d2@CH^!61PJREq?KBKgjCzQC3S_; z>miXbNZXiChG2$=0KBjbh%GSN(OL3T@hv#3y6B`C_1NS!ilgHxeOK=)ky2byT~hOJ zl{s;~0Y&8{&w}!@1kOti9K$Ac>GGUxEW&@eHq$6hA^AnnyM)A~;#`IX%Fi{RcP9O} zvuSfyYR1X1DhpqIV;DiILw;!63*8&6Dq>3)UpWn)x@YmER>hFA4RtAD>ANo~iRiOU zcm$SWg{q#y&#QQHjr+~OM)f@qA0N6^9Wz^zF5n~dF0}*_J%{psMQYM2Jp4jE-q9;w zProGew;LFJdRt@m?;Tu|mhAd-*h46Y!{&upmbF6p$%W>!7!2=>jw*HB={W8aJ<^iQ z0BIKK<2t;q5oeGM5=;%wmO8m?S#AD^3gR)$l$Ki@JQFGiS}fg*wtU> z6+*o&iC)d_Ps(lc%CZy@Q56@quWtGg1phjAwQd_k2I&lHkm(i0#`YNnKe8i!$*_x& zmPpRGu^5!AJ2o5ZEM^>y-o1LZt}RGUv)hs?JyKYjJLg>E-u%E%b>N#tIlQmU&mJ9evSWtNx2yIzQumcT>`ASj6f= zi@J8#V|n2dej%~D5sM_UALU5d>rm}dS6)c8(8x=BHy^G2{3tw+sEfwtIrt{ZO69Ts zpgq0#)s9ISybaA6zZ4`-J_*+!^bjgcxTFXtM$L4q*amW(p7Yaf(-15e0kSS%^7HW1 zbzW~+;ic%#+cAjq+(*EAZh@}G{ey2_`LhDhcGenSEypfF%#8}#5$3M9`yB5T?;`QF z4xUFFD0!Wly~R2${GXC?i~TnvUQWK4lA*$Wg0D~BtW%{uCJ@DMjX!o`oHe2kPzVuB z<(LO;aIKOHW#hCt@~$5y?2bz`BU5A}C!&6YzGR#BsL}oryc<38IuSaI(V#6jr4QO? z{qo$4&*w?R=9Q86WgpEpKm@o<*u{_ezNcL~8A>ZaTG0*u-kcF~d=2<-Kb*pSoBy2c z8ta+`%?Dq0c|#3#2l{D6Oe3TPeUX091x2AfMz;Cvh`jeqPWEW6N3dU-IRfkdC?Mi^3y2~b0cq7#Lf`VQPWiVvBGk-#i)q@NU_@3t{EWnRv^?uFLUn7ah z)o3wLB0AM3G~af9D4^u=;mI`-h!nbx6TVul%C{0EX#_}|FyB7Klj%D=2jAPp6p0Mb z^Cd&KsFRxtNjD;d{<$b2Tz5~uRf*ZQtmZ9%T7eIY>N+EA9KMuLxocz-3t8uh_2R*)R%Esi^N1W`^$;}uyc%&|0L?Q} z_MalxDtUPZA9E|-_Ehz(33NI+YtV9Zg4$X+-WTI&y_8$DSl8z=!_SkF%qQ!*NM@Q1 z&^uKfSY(9GW2*sM-m!vA>UAdeobx~z`q|GYkX>%UbK2olkzq7E^ z(n}RZ`X1SY*0+##JYKN3z#Ks{VPl^10`JEU(0zBkmxDvF zm+P*Fc|CUMofZlF>uyGJOCP5g-m%HNl?=z(ndL=qV47A6%xl!ydF#F5N2u%dvmwA7 zE*T~-ol>_D@3a}HdrLEuG>702p7nwjCu{@qR7EU{cf!Qo3et1sNR~0(fTQ|ufeNV$ z6c%?&nm=ksG=gf?s8xO}Y(pkYv2BQN zVfVE$Q@YLB_XChHhj6bX$QQ(2mzvj2Y6UTR6bW_~bogS{v zu@pI2!rV{Vqp%HnX1A%Iu%FCG`7ORI%vw@_eVSLD3~skM@t{kS?vV&B8#E8$zpo>- z@q!IOqg6m17a^o~2Z5uJP^s}@c-BA2{dBC^=?LcsMVEo?-Fr}lMiv=B?APyUjh4ff zR3yi0EsTEUF%$(bZIUgZp~h_d2*z`wuyeyGHL5lap)VFCCTL`y=1DB*YE}@{XK)^F zgj6liFZvy(M6Uk}MXJYu$MOoO)vqH%nJY+XRt2HHLRWu5C7Xk&ie><6`O6OkV!~>5 zr6}%5=knKFgplpdNI0+yu*S@uT^g%U`Q?Jr{(HgVg8z;;F0)e9rV|jwLt6J9y&5CCrD`OoBI|UQx83j#ZL>A zJ=Vmw`b!x1qW>aM;hc_O0Y{R&Z?f-2y_xY0MMZ_1?DdWZ;|;3HN4_QPDS!3^gHb@t z=EKCD$4`WzP;NOjA<>~)t*@P`y?{@MFlZ0cAh~l=ra99z*592JI&aOZf-nOs-T8j! zFiD+emW45&gh69F`mVJ+3`mUe!f?)ks4a|hUYR~&fF23&i`q@i>X{{4o2jHGli06 zGOM{pgXH>3r?*FwZf``{pVc;==9nEdtfJj4H~*f*nk!6pg_`c=0s@;==bhO`%x7%# z6fz-RVyAqi-Qu82wW1<`^<&G5sM!XqzhoGO)(LWVEcBGhbH0T<@Kg%u+-N#sZn}Qt zJF=3O@P8O|`(Ln4^rffDoj7vGI;|&3$Pu=SU|*06Uzo}ia7e!=H)|Kd@BUo%EsF!Ia>`kv98gRjfawT|D8#f)D4sJ z_88ZPReKV2JW~yqm(Y9WV{Y4qF{2i!-qk~FgxyJ=aS4J1p^fT~a>Uh~7_s>$l(i?r zL;Oen2Hp(^#W8khgM=YYz|(j1*7M;R^l%&vQbJv%`a*H9Nd)UD8_$^6w|a7UC_VwMRwd9S-`8u$VnJm_%+`*M#P_Ahf zS+-ZzK`G4z$j(O#e{18;FlVomhDa}ie^6uJ%A~HfO*X!sH%*qbm>p! zxa6!DUoL8t8dHw{Hj$x1!9OH-Nl)NACNfT=+!eO2=s4Ve?(!D6yzK>%bMr3haR#kz zbM*EuPgmd(_xaEQ1Ak+3*_8pE{Wf~q5zJVlc=5G`?McgXRmHk~pE_eaGx<=T0y;aV zbbL3-A`02|g)x=8w?4zL&8VE6{C)BU6TXi;E?L-DtkzsuzcI&BRJ%S1<5Xi` z_lBvUrW8gRwOuN;zxAbmAo=G}c_}o%%M}3PzwpFXQdf67cp;7s2L$mkV|e#T`tn>h z8m=_f(yW~xe~+R67*+u_AAk;!Mu{q;DtMA0y8RZQCJq*1@9G95@DUH@6x_B+t$t{7 z)FNtC#X%(FcM3sdo}9$4tVVi#EJAIFX_sAnndBt?lg#s9ExeLlCkSfUgQ4`T1H4nm zuU~p=mMevLW{eRB_>@zZRVK*5TR((iA=2u#!Jjj5rW0OYOTE28Qp@w#kPFUTh+|x<&(~h@{8Y%Sto8st(WeilvBTR zx23{bQCPMI-tDw0)n`$Z?#t)a%Ba>gIuDKD*BfE<8K%kKR9!Qgb7cn~jSdKvpQs%| z_g^Us@;>;doRUmGcxiO(Yfe5+N+`ATHCN@z_aTPLjc-FHWKLd>uTLG+cDb~=Ji(Ap z3_Tf6V)uy;TwwU~Daoy6V6PS439PUKDh)ox@H0<{)o7JchtJKzwI{z+US7^hA7~qq z`n&1ED8@T(?jNO}qsXu9in9!*7>4=Gdn$5og5Y8J#H74nD(&wA98T#!?lhPHn`kVf~C$^DR$hAHiLBtd{G-x@QvG<2@9I1~4H`M^n3FoUAtO==KOE-U(=ZEQ+bB_md4Tlujc&iiU-1?f?uSvz>im{v{F+oS zi)5G9&x<4WJ@TI4VpngYlv5RgZ48wCF_+Oi*Kk{G$ti&3Z?lp?nv_66M zygeJl&=~$)zcOgkWKEt%>bgho1QE{fRH+Smgv8@Fjz&D*{@t$HdT524bLM)gRp@Hp zo?+^JdfXX{`ogkczVVNoxNO$aPJtZ0nn71r-v5D;wL@51Brwm%>`;72|SuO7R){~HoVcG=XVgJjyY~s z?s_mnZS;9$b6=!XLF7u1hM?mYdh~F{#EY%kgt|)QUnvnkqCt^g*b*g-RWfP+?p3>} z%}>#mm*g=Z1Uh{uH5u<6qV;?lwLdaiTx=6ub2vn<#RaodlMlu(ZMrj>aqYKU!pgGk zN4q&)R3_1r3iJ1&Fk+jU7ALtE|H7QJwsD0)B;ERooyc4}ch~M%DF|vrmzvXCIN_p#8s)26tRMMVIJB$i3ktp8-dGkh!h}=zmt|Ix7U0TjW=S;IH zp(aL4etcCBlX(lb9Iav9u{o&tV4X*{lU@?@NA>zdkinq%cKV{(74ziXsHXilt9=t> z@-vKXWx0D|N7Fw(5k7py7;f`ko`?`<0-GlRwe+q=%Ok*GJ?v`f1qF*%MGLznOJ!m8Xa6B4)ipdSbbF8T8Ps+V>z(KaPBGS2nk|AcHd$JP!=+Z`{+atfRLiJnX>jW*FE z>D5<8cU(Fz_ow}*ovi&ENe9fXR?F1@XH1yOL|||Ifk8$l`e%Gt6ImP!YAZpw$I`}| z+#aIuAJbJg?P|$GX=F4>HD2vN zFQ+kDsqqTR_emj8Su*c#1wrke69?Wuw@Pk4)N^XfmME+RD5_N53-PsjPW@2#!azBO zKIP%D-Y#?DUHtX3a=DMu=55S2EaO9GXgFGN1?F0c4E3w&;Q9MaJcs_SRT(?d0$r?O zA~rlogCpb+4wG6a#IMkGVv`xQ5t`kq-P_fRkwTfJxjxF2RHqHg*OWF1-}nL0lgSng z3BG#-6MnZ;_yXiJpD(e`_s@(wK8)|(<15nN;5{?4hrsaL>Fnse+OoKoyTlGcSY~qR z^-9oE5ge*(kHxb;@N=Q0M4kTGDfg}HrNMp}&};kb{#4QCvG!`bGv;DE%^*&GaQfZp z`R2-D5s8g>#ic|?v$*yny(SJua{O;a`h_F?WU}x$EBhzPvQzLcL`_(EZ`z%dKGKz@yb+;#f5qi~Qh~Po%B$}=VXR3E z^=~*(GVBk~Sw&J7^pr5EFI0hD`yb_?z_=0)&r7>UQkX)Xsff5n6AK&U&dc*e1j;3U z6&YOp49w4cgL|PT;y}j3!^^k5%$6Yf=j>!C>^~ujwOJs|a-og+ps|VsO>Y&aZsn#te4jIez*Bc0=48$Q!Xz~F4e3>S z-=%;=Vg_-t6+kqEpxEsi+Ft!Mi(pMecL18BGR;bgr{2EoL9nqc=oc=j&WG_S$oN6L zYP)$a3<_|somZjsK!NU6`~1LZ5@-vgmOF3Fh+?S-nmPei6Fysr#ezM;(9IygG!h)4 zfm)^anx2KhE&(@$bLW4fyukj@>!)LxdB4T4LA?_#vh#xxGMGSTp)wo4MMy8&D~Yuo`H!_|~5I zw6r4(5TYGSi!Ad4--ow&8baqlsJeGIWUOo0O1@Te6{;eh`cV5*NN*d_X9_}4#9tq4 zX%-Suh%?$OB&1yY3gDJmt{DYE)1xx|`u8FtTo^7j_%z-EkY7(=7(cwF=aRaApJ5-#Wk(j@bNi(ICM zu(_`!TE)i?CvQH$SV2?n1#>)kh{UK~eBi3*+%{5N%qA7?S*EjHfQy%x3W(e-K_2n# z-_qM^Fki31PAz%nnF6%#=)xR~TOPHSQ3FF3ldcgGf{AW7reHE2aVxr7`$9@lH^T1u z!d`Xpu951s|CZQ-EFILqVtasHSSGJcM@fn$D`%&8J**!sq2s&%#DYnS2b;kx`ua@@ z1S8J^=$4%VG}h>2#c@Z=-7QXdH=~fCu?R&(YKzR|MP1cWZaHh20s_U)dXq=^Jca|V z$MGIGU(uBip>#0f9A6Ge6x{^VRx2>ocpyR=-z%S8j1O{ghJ4HS917!6pIgKC;&I=y z>L6rA0%2(dCF4*6vJ3rMsQkjv&gd@HEpx42mJ7@3U?du8es`JVW~#q>qC^X+M)@TtVRU> zY?lc0yi7z=NmN@(XsuOgQ}xAa1h55@Ul)$Jf@CsMC@FNi&C2dgev?K5hr9vl%w=Es zcm&@*sZpx19py$Ef6MNYoZ%C3!X9XxME=RdFS%b!5}G;CyRRh4oGz+AUU(q3Angy> zB5YT=%2wJXn$xdl=qjk%m1Ih|)MOb%TotQx17tcc8|0nR%P}639+mB}G+4w#Akuqd zr`B5wE;QUpQo6o&huYX99O@^NbdRAeuNd_lO}f}zCH3v7P8mSlDwLvmQH4mmCs=+$ zM3s3iz1{IwJIxM$vX)Dv#xFx)Fqpn+YqoLcrKq@xpksF;1YXShUC}Z8QR5WceH@#2e)ih)I7((m3r^~+1&#+ zglZJeiY<&31bqcTj_+Gl!PR8g#MPzTp8Syr;ui{HNOP@(PFstcZ}gU+Q|*Cn zc$#{O4y#NJf;L(>=m0e%R5bDAvI$s6b_1l?eT(U^-2g!1$1{GcRjyS;2|IwN^MT(% zXHFu!N!V^$o8D_qZa4(QBhagq_WQ1j0llC^R#3OypU2?4%)jw`uRp+AwQ_7syg~dy zn)l1OKRNpd)jeqw#Vz^ns&?JKy60EWjfZj^%v6QAlF$mN@;~Z9_ly9z`2ZmcYSqDSHbwEgEaPhDvJvHgSa9oF7u=aG#OvW7I zjc6VWdviGVBq9|j^Sn!%mmwoW|N0I>VgP?h5*RU!682M=4faGyTq|zw()LIZ+?vwr zhUbRgC4Tmpo3KA@Wt!HixP-p@?==bkZ`=m1-^?!wPNh76A+viX0g5r2_)GBT(Q?gZL zHg2W)wuOO>gBaX`HAC>CxmlYd2u3tbLTOJ6LOfd+hrM?pXM^(Bpx+Ny#a5Q2jqJ!u z^toEwXo-SvbcLcG4~p&c>X%gZrI29MOD4roJ$$hpTWPv``B{NneKBGEQce9UVT<|V zOGLledvequ&-;=&dOOGLF|R)WotxKi9Ohl}f!WDr)cC z$b!^t#AHC*1)rvhO>epX-7mT4f9|hPaHYL;y>sq6!5!^J3<0@Dp&~#t$4lig3mwcW ze)VYYhrEOzWDGW$u=gFk%5>16-EpQPO5+R%9sN zUCp{9YthD-wByW|mR)GqGuxb^FUR}Lhl>uS#v5QKaCSg|Y3dKxziaVVe%W$$x@L$% zP&^ys#Om}#Zi)CMQx&h~d4-ShUfgc%R09n+W=HHS!r#?9sWu*^F?vW&kR{Vzwbl#9 zs0{%pzx@%i;OZC^6#h!Ve9+hHXP%#cih?Jn49BJ-i~ha zPXopT_pv0mb<+rA@?_t+iK|2(*QoljN)p;vSgNrsZYwZLr^7D9EBSoZugyPS=TM$D z76#~nH+-gTNs?q?dp(7E=e%4&zx02J2tA@gOy}*ywfVa)$Wi*P$Hi8a#ktc{yJ}W( z4L*LtSChLgsF&heZ5_rM4-*ypnh%r6ve8A~d}mPDyZ!1!uX^dY39l=jm&=MA5)5a? z9~*IbE@#RC=2SOTZ1mmZauh(e!PbMYK-#b ziU}3BBFSSzIVt~d8QW6u{{2W0_Lud9&xs=a?K- zFb{-Z=;xiGPR1Cu*OT0=xT zM_RS8)cP?k(#ViuQRJIq5WlFhs#fm2eDUw?yS^^i)sJ)L0n{hmQ1;%1QY|A9xKH6! zO62=MNFq*&7qQ$^m>*iK=W#rbhlSV5pExtebzs_`;vgCNDeo?n@$04gc!^l*`D)Jp zN^yt%zA+EFR%WEDExF=eKEG_%@Tq3KY7D7p?!rZJ{MSC%4YpI6*@IBoPR|3?fhod#s85_dOlUtTaV9ag2g^9KC#0eWQ2%6 zj)x1VC{h?kcTNW{|ED8`f4z$2&$QhDJ&%L00XCTD!Mm)42Z`${Z5Zn8e;*dcHH~1C zlm6MlqQ5xl8^k~evJgq$LCsI)7lTJS6hHj^0FDk`CGbnv6-BTtW&lsp_ig6`AJpLCgNwnmXMFK2uLPG_tat zr*uV^)K2o`!C%&!XdXHtcp~A!T?d(YV!&p`CrUuj0Qnz{G_K_}oS5$t0q*_)QREl> z5)#=H9~j*=$dk|`QgSP=!_e}g^QY726mz(pIDWzo*0WR-?*>m_>$H$~^?boJsi9PBeI zG4mH36z}=eyPj$-8eGOrBrmUI(W_eX5SRKRQi%6_`spefmLFK@$(&KO4{(arRzf~s zo3U|DzJYfGAfm?MAWKlMJ#Z>w$9U5^|L=lFExK?M>0@W0ecNZ%4D(HQPJ_dU6D8G| zBEPi*V^4;NvQ_@!gV*N457V97d5cI|mfuDaURBR}x~RTan@OXE=D8G?x(FV=)2z2(QRE*`O233Yzs12aj|a`Jsq zX%blO$Nio#fH&#~&R~C$Q~kH4`@aVxVgq&6G%L`{Zs)5O8ZCoEPOS;us!VVu>+C+2 zvP*Hm5IzK<9k&J6)rb znyFLbtCNab14G+K+>1*Q$oLi*iVCFj((+cc4zn7LBc!*^*Wj6d|sH0OD%TftQ9t~mk?%`F&3HoOjHnx&>HveH- zxg2|jUB6T5cLOK}n&jwPvx&iO_EZrXb+D9&5Q895EHUTkI zH)tyP*e~I2<+*kzbe#iFK1Y2-57G^wdUcv1ad=ph!Dp_Ob8{Kn74A4Ub)Z!5=orgSM12on>Z3C>ak{vYt+plB z|5i1kWe*SEd!*cQLp(hzKmlfO4whe7dkg#w6I0l1M|2*9IjtiTZ5H*z5*Ilvv{D_{ zGm8_P``^wXG<@GvVK%V6xN_Os0Xn4~<&iLBX!(t?CJBLvdhrX0PO7CZ3v5Xar0F60 zDL0VX1PRcBiWPcUoaJvo1zgQ-W%)YW=t05>OMQ+l#0RO`^RjW@Q;WkVQPP2Ka&EvVjS(RX!J_b@re?Z@i^QRn$0(WtsOP}RuV5dvEJ#pki* zfFqa%=_+%+l&bWQue)mOXq^h3wsd4)G0bN@>pa{c+Vd0Ey%J#wH+#yS;z{v*D|xKf zzLj%gIaGJw8`UJfD0|jJ3@tsu|9N(OtZ^U$mc`#9*o4wY7^Jni)*q{}nb6N-rs9O- zBPvDZBcp^q#-#nyXJ9nov}AEQ&Y>NRViH!Ev@A?p`kRD5Yv|4L5Dr%t|gWvX&) z*u3&9nvCB3$zCf|g7bWM<5JLHo^REL=ysu57>@qKZH&_k^Iwv;XR13dzYmj|<-$6t zL)=dbFeu3Y>&(2Hw}?8R>r10I#qVbzb~Xg^WxsrNfg|GhNvz{-r=r6=`idl?dwrwx za%OQT1vfHoTUsMF@A@WIW?2k7WkAk8ZPK8ZFvpp}YVpjE_{uir^WM1{jOCQEBIybb z<)j7!$+hTuioNt*8yw(TyOJVm%Y>FrN8iF}70JCw|#~O`Yn!OFSb*&5d$4#VQRi zjW69OmEE6;%A@i*7Nw#a;jEJWd&C0y{IZ@vHJogWuB<FmtF ziRI5v-MH2B%-xHok<}z+Lv)QkA*dLOHJ$pPLq0Kfm7$0)5v%Q>IJ`w1-|8ctoqov* zM-<8?+rq>$T0cu$Nk#Wc0;N9!gTbWlc=Gy|iaXO%?DyE2uQ#~Ra& z;+C`Muc)-;BxCGdh5zUFWXqx0N@9faar}lVCz_qP1!czWv-m(-o&$U#1&5N^-(QMo z@T>u?_&@>vu-Cm_99wr&PrI0p5YqIyk4`YIqAdx&V1dIZ{y$%;G+ZNW_08BAs_s9N z5&8Gxy?2%$txa~B*A`7yO}2a^u^<8`p+}WW!jK{IK~jiMDBE!jn<=hmv0feBF#_wy zEM=65LxFGP>Hi5-`i)l2y^LuIv{4|M_>dUTwCMuA+!}Q5N^$${pN&a{41-|z(*MEyv_|^=T|DsgztsQ&+ vX=MKIuigEBFYNwbIf; literal 0 HcmV?d00001 diff --git a/pipelines/injectedCoaddQualityCore.yaml b/pipelines/injectedCoaddQualityCore.yaml new file mode 100644 index 000000000..779029704 --- /dev/null +++ b/pipelines/injectedCoaddQualityCore.yaml @@ -0,0 +1,15 @@ +description: | + Tier1 plots and metrics to assess injected coadd quality +tasks: + injectedObjectAnalysis: + class: lsst.analysis.tools.tasks.injectedObjectAnalysis.InjectedObjectAnalysisTask + config: + atools.completenessHist: CompletenessPurityTool + atools.targetInjectedCatDeltaRAScatterPlot: TargetInjectedCatDeltaRAScatterPlot + atools.targetInjectedCatDeltaDecScatterPlot: TargetInjectedCatDeltaDecScatterPlot + atools.targetInjectedCatDeltaPsfScatterPlot: TargetInjectedCatDeltaPsfScatterPlot + atools.injectedMatchDiffMetrics: TargetInjectedCatDeltaMetrics + atools.injectedMatchDiffMetrics.applyContext: CoaddContext + python: | + from lsst.analysis.tools.atools import * + from lsst.analysis.tools.contexts import * diff --git a/python/lsst/analysis/tools/actions/keyedData/__init__.py b/python/lsst/analysis/tools/actions/keyedData/__init__.py index 50450b7e6..2ba32241d 100644 --- a/python/lsst/analysis/tools/actions/keyedData/__init__.py +++ b/python/lsst/analysis/tools/actions/keyedData/__init__.py @@ -1,3 +1,4 @@ from .calcDistances import * from .keyedDataActions import * +from .magPercentiles import * from .stellarLocusFit import * diff --git a/python/lsst/analysis/tools/actions/keyedData/magPercentiles.py b/python/lsst/analysis/tools/actions/keyedData/magPercentiles.py new file mode 100644 index 000000000..9f3435632 --- /dev/null +++ b/python/lsst/analysis/tools/actions/keyedData/magPercentiles.py @@ -0,0 +1,86 @@ +# This file is part of analysis_tools. +# +# Developed for the LSST Data Management System. +# This product includes software developed by the LSST Project +# (https://www.lsst.org). +# See the COPYRIGHT file at the top-level directory of this distribution +# for details of code ownership. +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the GNU General Public License as published by +# the Free Software Foundation, either version 3 of the License, or +# (at your option) any later version. +# +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU General Public License for more details. +# +# You should have received a copy of the GNU General Public License +# along with this program. If not, see . +from __future__ import annotations + +__all__ = ("MagPercentileAction",) + +import logging + +import numpy as np +from astropy import units as u +from lsst.pex.config import Field, ListField + +from ...interfaces import KeyedData, KeyedDataSchema, Scalar, Vector, VectorAction +from ...math import fluxToMag, isPercent + +_LOG = logging.getLogger(__name__) + + +class MagPercentileAction(VectorAction): + """Calculates the magnitude at the given percentile for completeness""" + + matchDistanceKey = Field[str]("Match distance Vector") + vectorKey = Field[str](doc="Key of vector which should be loaded") + fluxUnits = Field[str](doc="Units for the column.", default="nanojansky") + percentiles = ListField[float]( + doc="The percentiles to find the magnitude at.", default=[16.0, 50.0, 84.0], itemCheck=isPercent + ) + + def getInputSchema(self) -> KeyedDataSchema: + return ( + (self.matchDistanceKey, Vector), + (self.vectorKey, Vector), + ) + + def getOutputSchema(self) -> KeyedDataSchema: + result = [] + for pct in self.percentiles: + name = self.getPercentileName(pct) + result.append((name, Scalar)) + return result + + def getPercentileName(self, percentile: float) -> str: + return f"mag_{percentile:.2f}" + + def __call__(self, data: KeyedData, **kwargs) -> KeyedData: + matched = np.isfinite(data[self.matchDistanceKey]) + fluxValues = data[self.vectorKey.format(**kwargs)] + values = fluxToMag(fluxValues, flux_unit=u.Unit(self.fluxUnits)) + nInput, bins = np.histogram( + values, + range=(np.nanmin(values), np.nanmax(values)), + bins=100, + ) + nOutput, _ = np.histogram( + values[matched], + range=(np.nanmin(values[matched]), np.nanmax(values[matched])), + bins=bins, + ) + # Find bin where the fraction recovered first falls below a percentile. + mags: KeyedData = {} + for pct in self.percentiles: + name = self.getPercentileName(pct) + belowPercentile = np.where((nOutput / nInput < pct / 100))[0] + if len(belowPercentile) == 0: + mags[name] = np.nan + else: + mags[name] = np.min(bins[belowPercentile]) + return mags diff --git a/python/lsst/analysis/tools/actions/plot/__init__.py b/python/lsst/analysis/tools/actions/plot/__init__.py index 4eee8fd60..af77f1712 100644 --- a/python/lsst/analysis/tools/actions/plot/__init__.py +++ b/python/lsst/analysis/tools/actions/plot/__init__.py @@ -1,6 +1,7 @@ from .barPlots import * from .calculateRange import * from .colorColorFitPlot import * +from .completenessPlot import * from .diaSkyPlot import * from .focalPlanePlot import * from .gridPlot import * diff --git a/python/lsst/analysis/tools/actions/plot/completenessPlot.py b/python/lsst/analysis/tools/actions/plot/completenessPlot.py new file mode 100644 index 000000000..231cecc9f --- /dev/null +++ b/python/lsst/analysis/tools/actions/plot/completenessPlot.py @@ -0,0 +1,193 @@ +# This file is part of analysis_tools. +# +# Developed for the LSST Data Management System. +# This product includes software developed by the LSST Project +# (https://www.lsst.org). +# See the COPYRIGHT file at the top-level directory of this distribution +# for details of code ownership. +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the GNU General Public License as published by +# the Free Software Foundation, either version 3 of the License, or +# (at your option) any later version. +# +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU General Public License for more details. +# +# You should have received a copy of the GNU General Public License +# along with this program. If not, see . + + +from typing import Mapping + +import matplotlib.pyplot as plt +import numpy as np +from lsst.pex.config import Field, ListField +from matplotlib.figure import Figure + +from ...interfaces import KeyedData, KeyedDataSchema, PlotAction, Scalar, ScalarType, Vector +from .plotUtils import addPlotInfo + +__all__ = ("CompletenessHist",) + + +class CompletenessHist(PlotAction): + """Makes a scatter plot of the data with a marginal + histogram for each axis. + """ + + magKey = Field[str](doc="Name of the magnitude column.", default="mag") + matchDistanceKey = Field[str](doc="Name of the match distance column.", default="matchDistance") + xAxisLabel = Field[str](doc="Label for the x axis.", default="Input Magnitude (mag)") + inputLabel = Field[str](doc="Label for the input source histogram.", default="Synthetic Inputs") + outputLabel = Field[str](doc="Label for the recovered source histogram.", default="Synthetic Recovered") + numBins = Field[int](doc="Number of bins to use for the histograms.", default=100) + completenessPercentiles = ListField[float]( + doc="Record the magnitudes at these percentiles", default=[84.0, 50.0, 16.0] + ) + + def getInputSchema(self) -> KeyedDataSchema: + base: list[tuple[str, type[Vector] | ScalarType]] = [] + base.append((self.magKey, Vector)) + base.append((self.matchDistanceKey, Vector)) + return base + + def __call__(self, data: KeyedData, **kwargs) -> Mapping[str, Figure] | Figure: + self._validateInput(data, **kwargs) + return self.makePlot(data, **kwargs) + + def _validateInput(self, data: KeyedData, **kwargs) -> None: + """NOTE currently can only check that something is not a Scalar, not + check that the data is consistent with Vector + """ + needed = self.getFormattedInputSchema(**kwargs) + if remainder := {key.format(**kwargs) for key, _ in needed} - { + key.format(**kwargs) for key in data.keys() + }: + raise ValueError(f"Task needs keys {remainder} but they were not found in input") + for name, typ in needed: + isScalar = issubclass((colType := type(data[name.format(**kwargs)])), Scalar) + if isScalar and typ != Scalar: + raise ValueError(f"Data keyed by {name} has type {colType} but action requires type {typ}") + + def makePlot(self, data, plotInfo, **kwargs): + """Makes a plot showing the fraction of injected sources recovered by + input magnitude. + + Parameters + ---------- + data : `KeyedData` + All the data + plotInfo : `dict` + A dictionary of information about the data being plotted with keys: + ``camera`` + The camera used to take the data (`lsst.afw.cameraGeom.Camera`) + ``"cameraName"`` + The name of camera used to take the data (`str`). + ``"filter"`` + The filter used for this data (`str`). + ``"ccdKey"`` + The ccd/dectector key associated with this camera (`str`). + ``"visit"`` + The visit of the data; only included if the data is from a + single epoch dataset (`str`). + ``"patch"`` + The patch that the data is from; only included if the data is + from a coadd dataset (`str`). + ``"tract"`` + The tract that the data comes from (`str`). + ``"photoCalibDataset"`` + The dataset used for the calibration, e.g. "jointcal" or "fgcm" + (`str`). + ``"skyWcsDataset"`` + The sky Wcs dataset used (`str`). + ``"rerun"`` + The rerun the data is stored in (`str`). + + Returns + ------ + ``fig`` + The figure to be saved (`matplotlib.figure.Figure`). + + Notes + ----- + Makes a histogram showing the fraction recovered in each magnitude + bin with the number input and recovered overplotted. + + Examples + -------- + An example of the plot produced from this code is here: + + .. image:: /_static/analysis_tools/completenessPlotExample.png + + For a detailed example of how to make a plot from the command line + please see the + :ref:`getting started guide`. + """ + + # Make plot showing the fraction recovered in magnitude bins + fig, axLeft = plt.subplots(dpi=300) + axLeft.tick_params(axis="y", labelcolor="C0") + axLeft.set_xlabel(self.xAxisLabel) + axLeft.set_ylabel("Fraction Recovered", color="C0") + axRight = axLeft.twinx() + axRight.set_ylabel("Number of Sources") + matched = np.isfinite(data[self.matchDistanceKey]) + nInput, bins, _ = axRight.hist( + data[self.magKey], + range=(np.nanmin(data[self.magKey]), np.nanmax(data[self.magKey])), + bins=self.numBins, + log=True, + histtype="step", + label=self.inputLabel, + color="black", + ) + nOutput, _, _ = axRight.hist( + data[self.magKey][matched], + range=(np.nanmin(data[self.magKey][matched]), np.nanmax(data[self.magKey][matched])), + bins=bins, + log=True, + histtype="step", + label=self.outputLabel, + color="grey", + ) + + # Find bin where the fraction recovered falls below a given percentile. + percentileInfo = [] + xlims = plt.gca().get_xlim() + for pct in self.completenessPercentiles: + pct /= 100 + magArray = np.where((nOutput / nInput < pct))[0] + if len(magArray) == 0: + mag = np.nan + else: + mag = np.min(bins[magArray]) + axLeft.plot([xlims[0], mag], [pct, pct], ls=":", color="grey") + axLeft.plot([mag, mag], [0, pct], ls=":", color="grey") + percentileInfo.append("Magnitude at {}% recovered: {:0.2f}".format(pct * 100, mag)) + plt.xlim(xlims) + axLeft.set_ylim(0, 1.05) + axLeft.axhline(1, color="grey", ls="--") + axLeft.bar( + bins[:-1], + nOutput / nInput, + width=np.diff(bins), + align="edge", + color="C0", + alpha=0.5, + zorder=10, + ) + + # Add useful information to the plot + fig = plt.gcf() + addPlotInfo(fig, plotInfo) + fig.legend() + statsText = "" + for info in percentileInfo: + statsText += f"{info}\n" + bbox = dict(edgecolor="grey", linestyle=":", facecolor="none") + fig.text(0.7, 0.075, statsText[:-1], bbox=bbox, transform=fig.transFigure, fontsize=6) + fig.subplots_adjust(bottom=0.2) + return fig diff --git a/python/lsst/analysis/tools/atools/__init__.py b/python/lsst/analysis/tools/atools/__init__.py index 0ec8bc027..a1aeab570 100644 --- a/python/lsst/analysis/tools/atools/__init__.py +++ b/python/lsst/analysis/tools/atools/__init__.py @@ -33,6 +33,7 @@ from .skyFluxStatisticMetrics import * from .skyObject import * from .skySource import * +from .sourceInjectionPlots import * from .sources import * from .stellarLocus import * from .wholeSkyPlotTool import * diff --git a/python/lsst/analysis/tools/atools/sourceInjectionPlots.py b/python/lsst/analysis/tools/atools/sourceInjectionPlots.py new file mode 100644 index 000000000..092512c4d --- /dev/null +++ b/python/lsst/analysis/tools/atools/sourceInjectionPlots.py @@ -0,0 +1,281 @@ +# This file is part of analysis_tools. +# +# Developed for the LSST Data Management System. +# This product includes software developed by the LSST Project +# (https://www.lsst.org). +# See the COPYRIGHT file at the top-level directory of this distribution +# for details of code ownership. +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the GNU General Public License as published by +# the Free Software Foundation, either version 3 of the License, or +# (at your option) any later version. +# +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU General Public License for more details. +# +# You should have received a copy of the GNU General Public License +# along with this program. If not, see . +from __future__ import annotations + +__all__ = ( + "CompletenessPurityTool", + "TargetInjectedCatDelta", + "TargetInjectedCatDeltaScatterAstrom", + "TargetInjectedCatDeltaRAScatterPlot", + "TargetInjectedCatDeltaDecScatterPlot", + "TargetInjectedCatDeltaScatterPhotom", + "TargetInjectedCatDeltaPsfScatterPlot", + "TargetInjectedCatDeltaCModelScatterPlot", + "TargetInjectedCatDeltaMetrics", +) + +from lsst.pex.config import Field, ListField + +from ..actions.keyedData import MagPercentileAction +from ..actions.plot.completenessPlot import CompletenessHist +from ..actions.plot.scatterplotWithTwoHists import ScatterPlotStatsAction, ScatterPlotWithTwoHists +from ..actions.scalar.scalarActions import MedianAction, SigmaMadAction +from ..actions.vector import ( + ConvertFluxToMag, + ConvertUnits, + DownselectVector, + LoadVector, + MagDiff, + RAcosDec, + RangeSelector, + SnSelector, + SubtractVector, +) +from ..contexts import CoaddContext +from ..interfaces import AnalysisTool + + +class CompletenessPurityTool(AnalysisTool): + """Plot the completeness or purity of injected sources by magnitude.""" + + completenessPercentiles = ListField[float](doc="tmp", default=[84.0, 50.0, 16.0]) + + def setDefaults(self): + super().setDefaults() + + self.process.buildActions.mag = ConvertFluxToMag(vectorKey="ref_{band}_flux") + self.process.buildActions.matchDistance = LoadVector(vectorKey="match_distance") + self.process.calculateActions.magPercentiles = MagPercentileAction( + matchDistanceKey="match_distance", + vectorKey="ref_{band}_flux", + percentiles=self.completenessPercentiles, + ) + + self.produce.plot = CompletenessHist() + self.produce.metric.units = {} + self.produce.metric.newNames = {} + + def finalize(self): + super().finalize() + units = {} + newNames = {} + for percentile in self.completenessPercentiles: + name = self.process.calculateActions.magPercentiles.getPercentileName(percentile) + units[name] = "mag" + newNames[name] = "{band}_" + name + self.produce.metric.units = units + self.produce.metric.newNames = newNames + + +class TargetInjectedCatDelta(AnalysisTool): + """Plot the difference between a target catalog and an + injected catalog for the quantity set in `setDefaults`. + """ + + parameterizedBand = Field[bool]( + doc="Does this AnalysisTool support band as a name parameter", default=True + ) + + def coaddContext(self) -> None: + """Apply coadd options for the ref cat plots. + Applies the coadd plot flag selector and sets + flux types. + """ + self.prep.selectors.snSelector = SnSelector(fluxType="{band}_psfFlux", threshold=200) + self.process.calculateActions.stars = ScatterPlotStatsAction( + vectorKey="yStars", + fluxType="{band}_psfFlux", + lowSNSelector=SnSelector(fluxType="{band}_psfFlux", threshold=300), + highSNSelector=SnSelector(fluxType="{band}_psfFlux", threshold=2700), + ) + self.process.buildActions.starStatMask = SnSelector(fluxType="{band}_psfFlux") + self.process.buildActions.patch = LoadVector(vectorKey="patch") + + +class TargetInjectedCatDeltaScatterAstrom(TargetInjectedCatDelta): + """Plot the difference in milliseconds between a target catalog and an + injected catalog for the coordinate set in `setDefaults`. Plot it on + a scatter plot. + """ + + def setDefaults(self): + super().setDefaults() + + self.process.buildActions.yStars = ConvertUnits( + buildAction=SubtractVector, inUnit="degree", outUnit="milliarcsecond" + ) + self.process.buildActions.xStars = ConvertFluxToMag(vectorKey="{band}_psfFlux") + self.process.calculateActions.stars = ScatterPlotStatsAction( + vectorKey="yStars", fluxType="{band}_psfFlux" + ) + self.produce = ScatterPlotWithTwoHists( + plotTypes=["stars"], magLabel="PSF Magnitude (mag)", xAxisLabel="PSF Magnitude (mag)" + ) + self.applyContext(CoaddContext) + + +class TargetInjectedCatDeltaRAScatterPlot(TargetInjectedCatDeltaScatterAstrom): + """Plot the difference in milliseconds between the RA of a target catalog + and an injected catalog + """ + + def setDefaults(self): + super().setDefaults() + self.process.buildActions.yStars.buildAction.actionA = RAcosDec(raKey="coord_ra", decKey="coord_dec") + self.process.buildActions.yStars.buildAction.actionB = RAcosDec(raKey="ref_ra", decKey="ref_dec") + + self.produce.yAxisLabel = "RA$_{{output}}$ - RA$_{{input}}$ (marcsec)" + + +class TargetInjectedCatDeltaDecScatterPlot(TargetInjectedCatDeltaScatterAstrom): + """Plot the difference in milliseconds between the Dec of a target catalog + and an injected catalog + """ + + def setDefaults(self): + super().setDefaults() + self.process.buildActions.yStars.buildAction.actionA = LoadVector(vectorKey="coord_dec") + self.process.buildActions.yStars.buildAction.actionB = LoadVector(vectorKey="ref_dec") + + self.produce.yAxisLabel = "Dec$_{{output}}$ - Dec$_{{input}}$ (marcsec)" + + +class TargetInjectedCatDeltaScatterPhotom(TargetInjectedCatDelta): + """Plot the difference in millimags between a target catalog and an + injected catalog for the flux type set in `setDefaults`. + """ + + def setDefaults(self): + super().setDefaults() + + self.process.buildActions.yStars = MagDiff(col2="ref_{band}_flux") + self.process.buildActions.xStars = ConvertFluxToMag(vectorKey="{band}_psfFlux") + self.produce = ScatterPlotWithTwoHists( + plotTypes=["stars"], + magLabel="PSF Magnitude (mag)", + xAxisLabel="PSF Magnitude (mag)", + yAxisLabel="Output Mag - Input Mag (mmag)", + ) + self.applyContext(CoaddContext) + + +class TargetInjectedCatDeltaPsfScatterPlot(TargetInjectedCatDeltaScatterPhotom): + """Plot the difference in millimags between the PSF flux + of a target catalog and an injected catalog + """ + + def setDefaults(self): + super().setDefaults() + + self.process.buildActions.yStars.col1 = "{band}_psfFlux" + + +class TargetInjectedCatDeltaCModelScatterPlot(TargetInjectedCatDeltaScatterPhotom): + """Plot the difference in millimags between the CModel flux + of a target catalog and an injected catalog. + """ + + def setDefaults(self): + super().setDefaults() + + self.process.buildActions.yStars.col1 = "{band}_cModelFlux" + + +class TargetInjectedCatDeltaMetrics(AnalysisTool): + """Calculate the diff metric and the sigma MAD from the difference between + the target and injected catalog coordinates and photometry. + """ + + def coaddContext(self) -> None: + """Apply coadd options for the metrics. Applies the coadd plot flag + selector and sets flux types. + """ + + self.process.buildActions.mags.vectorKey = "{band}_psfFlux" + + self.produce.metric.newNames = { + "injected_RA_diff_median": "injected_{band}_RA_diff_median_coadd", + "injected_RA_diff_sigmaMad": "injected_{band}_RA_diff_sigmaMad_coadd", + "injected_Dec_diff_median": "injected_{band}_Dec_diff_median_coadd", + "injected_Dec_diff_sigmaMad": "injected_{band}_Dec_diff_sigmaMad_coadd", + "injected_phot_diff_median": "injected_{band}_mag_diff_median_coadd", + "injected_phot_diff_sigmaMad": "injected_{band}_mag_diff_sigmaMad_coadd", + } + + def setDefaults(self): + super().setDefaults() + + # Calculate difference in RA + self.process.buildActions.astromDiffRA = ConvertUnits( + buildAction=SubtractVector, inUnit="degree", outUnit="milliarcsecond" + ) + self.process.buildActions.astromDiffRA.buildAction.actionA = RAcosDec( + raKey="coord_ra", decKey="coord_dec" + ) + self.process.buildActions.astromDiffRA.buildAction.actionB = RAcosDec( + raKey="ref_ra", decKey="ref_dec" + ) + + # Calculate difference in Dec + self.process.buildActions.astromDiffDec = ConvertUnits( + buildAction=SubtractVector, inUnit="degree", outUnit="milliarcsecond" + ) + self.process.buildActions.astromDiffDec.buildAction.actionA = LoadVector(vectorKey="coord_dec") + self.process.buildActions.astromDiffDec.buildAction.actionB = LoadVector(vectorKey="ref_dec") + + # Calculate difference in photometry + self.process.buildActions.photDiff = MagDiff(col1="{band}_psfFlux", col2="ref_{band}_flux") + + # Filter down to only objects with mag 17-21.5 + self.process.buildActions.mags = ConvertFluxToMag() + self.process.filterActions.brightStarsRA = DownselectVector(vectorKey="astromDiffRA") + self.process.filterActions.brightStarsRA.selector = RangeSelector( + vectorKey="mags", minimum=17, maximum=21.5 + ) + self.process.filterActions.brightStarsDec = DownselectVector(vectorKey="astromDiffDec") + self.process.filterActions.brightStarsDec.selector = RangeSelector( + vectorKey="mags", minimum=17, maximum=21.5 + ) + self.process.filterActions.brightStarsPhot = DownselectVector(vectorKey="photDiff") + self.process.filterActions.brightStarsPhot.selector = RangeSelector( + vectorKey="mags", minimum=17, maximum=21.5 + ) + + # Calculate median and sigmaMad + self.process.calculateActions.injected_RA_diff_median = MedianAction(vectorKey="brightStarsRA") + self.process.calculateActions.injected_RA_diff_sigmaMad = SigmaMadAction(vectorKey="brightStarsRA") + + self.process.calculateActions.injected_Dec_diff_median = MedianAction(vectorKey="brightStarsDec") + self.process.calculateActions.injected_Dec_diff_sigmaMad = SigmaMadAction(vectorKey="brightStarsDec") + + self.process.calculateActions.injected_phot_diff_median = MedianAction(vectorKey="brightStarsPhot") + self.process.calculateActions.injected_phot_diff_sigmaMad = SigmaMadAction( + vectorKey="brightStarsPhot" + ) + + self.produce.metric.units = { + "injected_RA_diff_median": "mas", + "injected_RA_diff_sigmaMad": "mas", + "injected_Dec_diff_median": "mas", + "injected_Dec_diff_sigmaMad": "mas", + "injected_phot_diff_median": "mmag", + "injected_phot_diff_sigmaMad": "mmag", + } diff --git a/python/lsst/analysis/tools/math.py b/python/lsst/analysis/tools/math.py index f7aadedc0..c6bf748d4 100644 --- a/python/lsst/analysis/tools/math.py +++ b/python/lsst/analysis/tools/math.py @@ -22,6 +22,7 @@ __all__ = ( "cos", "divide", + "isPercent", "fluxToMag", "nanMax", "nanMean", @@ -110,6 +111,12 @@ def fluxToMag( return mag +def isPercent(value: Scalar) -> bool: + """Return true if the value is between 0-100""" + result = 0.0 <= value <= 100.0 + return result + + def log(values: Scalar | Vector) -> Scalar | Vector: """Return the natural logarithm of values.""" with warnings.catch_warnings(): diff --git a/python/lsst/analysis/tools/tasks/__init__.py b/python/lsst/analysis/tools/tasks/__init__.py index 5da8e2395..978923aa2 100644 --- a/python/lsst/analysis/tools/tasks/__init__.py +++ b/python/lsst/analysis/tools/tasks/__init__.py @@ -13,6 +13,7 @@ from .diffimTaskDetectorVisitSpatiallySampledAnalysis import * from .diffMatchedAnalysis import * from .gatherResourceUsage import * +from .injectedObjectAnalysis import * from .makeMetricTable import * from .metricAnalysis import * from .objectTableSurveyAnalysis import * diff --git a/python/lsst/analysis/tools/tasks/injectedObjectAnalysis.py b/python/lsst/analysis/tools/tasks/injectedObjectAnalysis.py new file mode 100644 index 000000000..e0c299ccc --- /dev/null +++ b/python/lsst/analysis/tools/tasks/injectedObjectAnalysis.py @@ -0,0 +1,64 @@ +# This file is part of analysis_tools. +# +# Developed for the LSST Data Management System. +# This product includes software developed by the LSST Project +# (https://www.lsst.org). +# See the COPYRIGHT file at the top-level directory of this distribution +# for details of code ownership. +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the GNU General Public License as published by +# the Free Software Foundation, either version 3 of the License, or +# (at your option) any later version. +# +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU General Public License for more details. +# +# You should have received a copy of the GNU General Public License +# along with this program. If not, see . +from __future__ import annotations + +__all__ = ("InjectedObjectAnalysisConfig", "InjectedObjectAnalysisTask") + +from lsst.pipe.base import connectionTypes as ct +from lsst.skymap import BaseSkyMap + +from ..interfaces import AnalysisBaseConfig, AnalysisBaseConnections, AnalysisPipelineTask + + +class InjectedObjectAnalysisConnections( + AnalysisBaseConnections, + dimensions=("skymap", "tract"), + defaultTemplates={ + "outputName": "matched_injected_deepCoadd_catalog_tract_injected_objectTable_tract", + }, +): + data = ct.Input( + doc="Tract based object table to load from the butler", + name="{outputName}", + storageClass="ArrowAstropy", + deferLoad=True, + dimensions=("skymap", "tract"), + ) + + skymap = ct.Input( + doc="The skymap that covers the tract that the data is from.", + name=BaseSkyMap.SKYMAP_DATASET_TYPE_NAME, + storageClass="SkyMap", + dimensions=("skymap",), + ) + + +class InjectedObjectAnalysisConfig(AnalysisBaseConfig, pipelineConnections=InjectedObjectAnalysisConnections): + pass + + +class InjectedObjectAnalysisTask(AnalysisPipelineTask): + """Make plots and metrics using a table of objects matched to reference + catalog sources. + """ + + ConfigClass = InjectedObjectAnalysisConfig + _DefaultName = "injectedObjectAnalysisTask"