From df4fb4a1540a75d032757cc12e5d2fc4bdb6b3fc Mon Sep 17 00:00:00 2001 From: Linus Baumberger Date: Mon, 1 Jun 2026 10:57:34 +0200 Subject: [PATCH] additional plot, and short script to do a nonvectorized benchmark (like they... --- analysis/fig_milestones.png | Bin 0 -> 151446 bytes analysis/plots.py | 45 ++++++++++++++++++++++-- scripts/test_novec.sh | 67 ++++++++++++++++++++++++++++++++++++ 3 files changed, 110 insertions(+), 2 deletions(-) create mode 100644 analysis/fig_milestones.png create mode 100644 scripts/test_novec.sh diff --git a/analysis/fig_milestones.png b/analysis/fig_milestones.png new file mode 100644 index 0000000000000000000000000000000000000000..eb031236df09bdeeddef1c91507a10cebfb5ea24 GIT binary patch literal 151446 zcmdSBXEIp;q2`{lWw>;3Y65He==w%1;3{eSJh!_`$4iSTLh(a_L{l$GQ)(a>-t(a<@nFgQMU%D(O3eW3t_Rp@**5%%h>Bp()GDJaJFiO2uxx zrA^m4Hznid#uBB(3D3yN64On4oq zrKT3sP0ut9{OKz9vR>^=5fOCm-?>OR@yVtq4wZv2A)&JW`G?tmJ+1`pzh6_*kXZ=& zpKpRNkzxju{Ett8&&w0ulKjtMZhj);S3iaS*TI#(O8@`!KxJ%30Y5vV8N{Bg^{1A! z3`m?9hDS%gn`v-MvT6FStBzIjZ|}ley*imo%1!g^vD5eV_I}G~J=g5B(e$*+R-xHJ z_96c47%SO=&toO`4(nujuErW=*7l1Jv8a#%M7X@W2^HflNmYcGYqMt#mu6T`?I=jU)_q>SUDtfaqS(kEDy{V@PI%R5+`< zNxTyB30ClpLW*gpRYBD)c&<>!W?=MxpQat zB%X3)a{P1D6Novzks3c$THo9L^Mz9mcJ|KWi@X0EJ=Xoq|J!>Q`(si)cIiCG{7%2-YH}|8R+9hI-#c+;?hFkth2Dfnbz#=KQsy0o!t))6vcpZ@XVroe{Z`S0A4mEI)2o8|J*^LXpF%f|5A z(^L0+?ZS74uZI)_ypFeIQ@Q{C5wZ_q_>5nJA|na)n>?#7kH$z~z z*n)6L-W8TMPgY%i{%Ehc?R9zTL?i5&L1v^XvU2Ner(rk8ZFhEm^`isjbGm;oq2;e+ zUV$-+veeXxz8Bj<`sL5UKknfPnu)pX+_6q|d3UbzCJmp0E02mP$L9NwzIPVR?;dUR z{8;Snapj456Op)F9rej@;FyeokydV@KUHkR>&J(CY;n{=_9>oz>zSd;!BobvC$nB^ z9#4~v*{st%KC7gPYB!&)($yXQd}McmsbLN_BHKGZ7ceX=ELIK%q;z3yP(jbbb*8Ep zV>+AfcnsKMB#x8!*9Tn&4Smm69?Cx-$_k#^|NSfX(Vy$9m07Rd#7De!IqG8=?f8uk zt6xqmlFr8d`})2SNJxfZ$aX0*`mi3X4V)x9MYNP%29Zd{T69GRKZ)2LFOw^&UBu7V zDgMC9#`gU?NBW(34z=SvDXU##YJ@cHT^l$a9-d~tCfo0^()1T0Rf!bbI-DJP*$<*v z`S~>pbc(sQC#&KO9GbMF=|vXHu5?X&*sN2WLY|Zu>TkE`S6KCQyB)3%`S*8xSi;P- zpMRd+(f7>Sx))q(>2bu>SfQ>O%o`wy^0$Pr1s#nFj8h#y*X||Z$R&P$egTV4!Xu$`2Jw>sWU_4f<$89^!`^p1+9uj%<_f>3YD&rQwxk)I_r6g* zTI!6_PS><;TABx|I#dG<%beEgtJu6q0JE| zXy(Jc7t8gVCGmwN^$%$-`5LwaJhrRG3@uFw8xH!#5(A(WZ%BVG2NLkAXX^G#{qc@@ z-wKtecirZi^Svm>&wO<<bwUPNYllRkTs6?M^Ei>CS6a(!NC%jbU7+HHHU zpgs1J0;EW8ou<*Tsgl#2Lo*p8lozuSzWDfVn~I%}p=@J-S8fKMyXUiQ(fJCevg`Gf z6`AdtJQ*7{>KrC~H1Ue=-GC%MQ^%0d4zLmC#${&HH?j@Z7`ZP5?;rkB^GcBUgU+9= zTWb7j%*ZYOn#_+yv9p6jYHN}h13$V{V(7IGs($su3k*picZ-~yoIHfqx|?Il;o)nN zOl%+iS1&XEOg4H{botKT+XLHNUNc2ze$lk|!H-uvb!!FJM6yDJtB}HAXJmjl_2S~< z^m(2-nk;%JUnP1cCh}a=ao&F#>_i*%#q+*_t-*VQW7H=&okU@30g;cW1wY( z;nhJrN1Ma@;_%CWe{c^vn>{YnL(C{?Xk_w(%EX ~%kHgtjMndL%z@WYJuv-!(~ z%%IKat3PLJ=`uAu|Ju1@yIFfQ=ymAH5Xt!vZx0;P)s1?W&0*`ljc+kNM3KFa6;jn! zR94hdTj0UfTDsp8F@GkxknXSHbcKz(fRwt~}wa0K|39MLNyzVCN z%NvzeZ|j?kk-FBSp{VNir}>U}DBF4pP}>OMQ#3jAi{tIYGKkCAf}W!)LT91u0lkml zTLcy}b=*zWCX7f%e`#mXpuaj!^_8G$meB3<*mI_DcOtf(U}&4$kzt$!3z(Zu)T-y^Y&h_^qK=Fz4RLPHocE`=SoX>N@&F4@W23U0!pQm zof+*gzGdB^%oax?{$}ad_1o1`)BDM-5x8S>js1Krm*o%H|8&whaFWoFPxC>4y(J(_ zdxywqrQ5O1*C!l2MDTzbjpeQOAzJct zd^J+{=vH@&Z#!N5@|eHEa0bYRG0j?wraIh1q5Ac(VDt*hs&(|9gxlHewXNeA9cef? zJbf6QMK84u(GZXYZ@2BqPgdFnGGdc75nogy$VO>)^+G3xTrJB~k`5^Qdk%@2a+JRJ z@V**iN$}4LTVqIrp{@ner4HRtv#k|xn!kVL@9%|co*5I>)nqEo9C zRh$=RzKdPMc)&oNucC%UJz@%Pf2lzf`7&EE=G{bvHFt-UY_T4Z$V|P9Ru_^A&#Jb4 z3bXSTQaL~dTM*l2oMRZ%m`WH2D;yNnnNb4_mq5kuJ2MRkI?Z>{85OX&MZcT5XP*<7ZV%#HlehY#1D%J@a0%xR}1JjLk+ zts=Lt58WY7%?}f~?9< zzKHnM47Ghq{;{Ec^{&PP{Rgd^}yEb*XDO&p;Dq0u?;SVWKj=BT|fs;ulg0?#* z0HFa@gYMuniJ@7gw^N7EbP2W+AL~#SdyC_)4KBmI0*#Pw4@pctbXlF7Ft>as8MeLnoFGGx>}Lx=4)o ziRoRtJK3I-rt9|BVrNbYg)8>QA95OhK?A$7{5oo*42hv!um9l0)|VbTecT9nZFkWUF=?IISe=*2mf41{q0GhKWHKgD+`UMK++O zZD>xty!06^joj-^3qqN6DXsYpZdL}El#UrQ=wQYl+eqs>OB~yIdT-4%jOpB!PI1d1FJZ10wz@Zv%r8e{ zufihPC=K_{;1w3~;YEEpy}sDh{%Cs4+3sn2pNp&tKxUmEqazhX{9dl#qRGr8gXzz51XSr~rvaGDvt6+{>{~lrT#`BkbKU{+T^CeLa@bcz9UuFM-IbE3(3g1w&7Q823CNVN zQrAY{Bku-M`4f|_M-50`s2ml30Dwu&V_)V{x*6Ah0PHy@-F43b>*bVWe!7N1tJM*8oNo{yK^B7V>tcu*3l#B)VrsM8N&-%A!!Nhy)++F8-T@zNwp|=Mjt&E^67e2x zh$%cmp0s8E-f5;M!Ai?CVCT})g>ok%@ zf?q6ml66&N8(C|PV3glk>mFNF`D9!WV?#Yj&Lnh74D%zu=|Fq%lYPX_W&NSPv*(Yw z&nNDE8#HY{`FBVNRk=@D;jqIqY*_T8znSExr7$y&_RIip*9Hc zp*N}xSKEBAVYhjzdK!@JCvo;+Fw{$FM#h4LI*vD;>RMOBavGxitOk~vTA_f#{0p~pMh5>lokxsss&akW@ohK>ow*K+% z>SJuD?BXF3ZW~jw@Zuf5GK=bu?CZP0VzG z+D{y&zapGOU%={$W+>c8Cc~%@ffkIYEx`aipVjx)TzhoNRSQE@Tv_jgVvD8;6>tL3 z$0j}~DwrGq@HzW~1#$xERGAh;JtbuAW0qFpj^w_fT4ckqQkcx46cVs3UTWv!^}RtX z7f=xkBWdqF^mxiF|C z_0pDWO>+V((~j7XrFKZDemA0kiHT44i{8L(D5;DC0gEXd14G=v6is%WlG+dcgvo=) z%Fbb~*=U3UMNoTiw0rGB9(} zeKS+S_Hk@8%vs*gWsG)s{DgLx0T^R+3+ZrH)2$B4N>egO?JBA^fYWSkJG1TnxD-|% zsCRiU!uFsiIWQ7_9lwk18e1<`nJ(*Pvms-V@bK^r$*;B1-rNu^s~_5dSF%OzR{^`| zP}%0|^B3A`JPD+K?>C|-jx5Kp?$yRh1VA)hKR-PhAxOt$;^0th3S<%#{Pi|1ZAVF2 z*{SGhRZp4C5c5&ACED(J1v?Pfcsd${wyMAP_q%SBq&qu18}T_yY&?@Fb=e%1A#yz2 znVBl{xp3`TNix~Vds8AHZQn zA4F0w*vvN8u>cJx)eS&W2DuPICzWIb)4CVtJiR)JiRF(?+I9Xx_WH=?YXuJz@~oZI zNEOA6bGzuJUZDcFO9rm>3tAuAwBI}i)$T8|FT}ZljNuwdFQO^2xwp4xE8ga6;&YU^ zUAFq;GDtA?8!_cjVk z3$6?SgD>Cl7~J% zKHKWKfGLXtHnv+9v$xb$xOB8VH8!%g$xpH^3MiEe;}Wd15UdZ|bT({2p+3RqGL1O3XM4qz{r;FSU2~k(=GBMrmMezdDPNbx1L?TeQ>02h3)_KR?L{ArDT{D}T3*dg zwi%W*@%Yyq;~zE_e;*5KD=|{(Q#Wp_jBoxt>eV|{?QhJ=8aMCr*gJq9%^2Y-QmlH5 zoI~}Ahd#7_16(feThSXOI(SHS-&2evH4Zu8xULzyJII>ub8(#Sw#}oc#M=5__DH0R z9KIVS&6(KN-MfNLZW)~$(s4diI;96XCeC&GbAjyh$B9qGV-JSAMi)N4=1nji>f*C$ z$V@49zMZ#jHX3e@!-Pb_*5{a9Gh!ap-u=5sS?M7It*gG$`;V7j>s8vkefXiyZP(b+ z^nv(6nuJ%6UCj);QT^*Z&QQCzjArMDzqv~8#_6-nzOJzP@r2O!>(B#Y?6??JTjHgA zgmYFf{3aC#Yuf6g`=ZZlsv?Cjo1VY!x*r_AvR&G|+Ptt}x>_>m!MBAZ{6!~QL)7y= zjZ%+N<&|^lQb%8exh}5B%8}FdU|@_3&rI@ZVSS zo7lyrUu3NtU?%QD-BO)09}-5%qJ6E_2+TA(L?w`aHGh~7+bnIj24JpimbU0vq5@3? zJocaE8#n#KU@BI7{FtY$fQZ=MK4~MR>Sw z<@A51&QKs|IRDTdbR=GdFinz@+a2&s^Yr+Vd^DORm$6XT=Q)*1H~K=RyD?;P>Z?J6 zP2Ve5KEE_}LKg)H)3MJB<>eD;7!m!&d|S}|kRqe-kKkgMsX1<&IOT3kA z$lk&jm71SpKNxY{p3GO*0eeauFsgtQ?#8AcO&c6+jl4~se`pear?E1?Ae6SU=%M)Hx`bxp&GD}>|5KG zv4!Oul~qZCxI_Aj!=%`0s>9>|X~^EXNBVnjfq*)J$sf(#(S}Q>XdO(m!;O(gwD(`; zNwREFFfD`}+u+^J_jJm3PPcLROSb+Y>D|VEn2G|0ix=qITIqE6Y;Qf8;Lx2M+b3yZ51Qm-NxLX3gm+nVy01|!zqYqmf%26h_k`*S4E1SmnUa*YYXR$PP*I-v4fI2@C>Nx%i0SgfeaMs2ZTs>X?cWl#6--1MDl;DLINu&EiMK%9tT$X4X(xKk#nP9Y@7{ZTpxI`I9Rp#UQLfKoX?A* zBU4IDTAHUk4NVNKRT4y(A_c)Onp>~XRYiZZ>MGe1?I=%wJiYQB)wixI?zqb1xC<GYp1ettDB?!-DpdYO_e4mRMLW=5Ap+7FQYhg%f`t_GoNBm+z~6Xl=I zeH;R<8GX>s>wt&SWyg@_CH^PF<6!k?k-lKf5vVY6OI0eVU4dq!tq^_4p=$R5$0VDFH`pB=0f z?xD5nJc}j(;3yUd!FdBjw0BX-s5dU-IP+*G4T+~q!BiU+SBz@;T z&amlNx|qh(t!Et_f8ANHr6!>rTvKM&(Nd1pN>5_B z-PHZ5vVMAwAcoC8r=N3rp$Baq6HzWUxRs%J=k|vSu1l=v-iKEKk@2Htyva^vCqz5x zfsroYXDGDA07ePV%C2vF*t{E{T9rsj0ViDHCrYPM+KkFq>5mQf?X8VlHpw}G2_u^X zWN&T{mX9vaw$Ya&Eb(r0VfaMjm#4>Zy)ZKQX{?;{S|i!FF|VsWi^n&Y!n_-1XnPxJ7F2Y4pV@X>BMs-UeHR9YGbGwDWx%t~!Q$}rPePE<+u!KF_ zB6UXajT70$q0p#@81Lk-l3kLVJN+Z}DR)%nc6V#_J$&ReV&Vhd@pPXA29gc6<0dE+ zt7q?J=*0kJaN~xq?Ck+Rr{Q+1tF%VrR(bD}Y`Lg<0I35@LesF#aBrzkQzv6%sxuaT zG4E&n((fwhpy{prb92jHdNXRJxTsErPV!A*kx`R(V%6*=HV@s))E~!pHp;D<9u^cG z2Zk?~>y_>{EpidGXBM@r)v)${SknUc>?rf;sICdMioQu#)sE1U-lrmOE#;hwxC@*F z#zmb|?u;i}xTOk@2G8n+>c3khH0Wa;o@?Q6_?Z&*hOx<$p}N9XsH;e~305KcV~+f^ zY`d_?!*KX}ipHDW%QpHk@ZFi9@=o;gk}krhO~e(fN1_s&gSz^Crw1;Em4!9s$ueM& z8$>NW7uLaAw!IVY#k}B&V7$QQiLf>(?I;>F?O9Aa)TR_<@VR0?)VA&`I@YEHZ=V0!b2Y5^b60 zWvX5q6witT)3FfX8jx51Tj4-Ly&ir-q4N<(jYMGX!EgzwGX%bmiKs$yQ0)P*GFLI$_52HL*iNlnn)_ln8I{;z z`YnaHv;V^Yk_V9t^8VNR>AvUrFV6N?dROvu(=-?E@Q<=o-|qB0Oakzfcew6d^{&>f zmB08E$xO=Oy`Ez{EBz{?X3lrYGHmF3?_oUwU!(fUAOE+|tkCE3ygbh=KX)-qsY z@v}`{7kz&K?fEBHiyh?9VUE0k7J>ufEJAbM6#~@1pLrva`#uV(!F&!iEd7UY$cZAq zf)Gn0sCsgMB;>RkRM`y4J|x%Ie_sA)p}{sbWz#G#pGK8 z!-Q`jV>m3c;KZBN_JC@XTm7J=sNMz`ki@nn`7x0O>Uhe5Z;>`WZte7M|A&Z;H?oIQMz*b(t{SGzU?64vvkY(YK zxp|fVXSUzhqKlu*o?Gu<)zKTAmwjAEM+v>Nkf`QXHl>dV4}VJ|XqDFj_*~9;g|w^+ zgP5xd-Z_xno{ZH3P0h9_NNK*fv=L?LwSYvh@I`;~A4B-w{m@Krm%z?gxYjC}cf|%J75@&@)7qO*bAU{!v47G>j zZmS%m?BrfEp}#0rJf*p#8jdae{Cu-Cae;{GvuU#JNI|0Lec5uos5sFQ3Bp`Yze)9A zM;__W5WHdPBcQ1kym&ofnRGTyJj)6p4HAbVs?BhO#6LIg0dwIyjde<9b(b?<2fdYl z2g26!+Z&1=o6!4mbkdD4$4XMCU8n3y)=2DP4sZ~zAM9*b_x3tTq%Jcyf+iO7NERZf|}>n39dM2OW%`;HKzjTBYMvu7)IAy@569zdvRuv?2^ zd-RSo0Knnnf~G+nn^Leq4QSkoPX$zAlHTK042_emH!;8kS+jFm5RckX0wb-Q(AQvc9*}-K%@=&2J-^jp% zNY~u@Bbe{0*_bO--O-z2Lv;+d)b!P5D;=hY71RoUkvKZ&JGM^d3b+p40XVYm$44Qr zEnH*rbraj+yv%b3Zq&Z~cne62J*GM4AC;T$5INo)QwwC`MN zCKKKjjXYaqgeNm($LIhSj)dC%6|&kt4xVY7$hUIhb-byO&z)_JIaC+wo?43Cb9gOk zrWmw_YaG1rK`cr3eysZATfWB=*1Z9kxCu;*opRK_M~e+|Wh>#t;)H>1KQrZUE#ZN= zq=fRH7Y6S_+fKvvhY+qE@Nf&JE!uZJAYsdOUvkIEE&&;!)s-`L(N^|_xYG}$O445J zewL2ZK)hp`^#u{0CVNa4)=0Z?AuC(CJ0Aor-{6x5x%F`h1xTa%#dbM6rZZ%M5;R~q zp3D5FAi_1$XPc5lc@wuQh&*0PbxXVZ{HJ`lq%eCwZl_q-(@9eSTEUn)dB-2&h zfm*|f&^>f}uEiu=1VUp)>(4L9fTLJ>?<*qg4wTt6YlMs-www!qqOAjI0uTjMyJY*vCa}Jk}e_0=@lqxJ>x|( z#F*4BPHMpfQ^v0NA#G$@WdX~dw@7TJmL7E#>cWTXoJzjxwMI-M?vMBFH0|;wr2C+0D2TvCD8EH#o)>`+1k2L@ zeyA|=S~kK#XV4mMm^?D|*|^Em*04kJ_sZYwK5Igl@B+(lK!9E-90Os4L)H&s^N0i{ zbY6K9>hT})wUekPgM(^_o{r?-z0z1rXgD%Rn9L3_L$2>|o<@&e7|l;5^{9!y&l+SP zvhjIU(n;L?}ZvEUm2()%8U>dgJ!KAzEB*T#ZWvf zD0vFiB$g~jkIb!~rq%a03IcLzkTmX|$)=Q|guTKhFL)`%98>2!H+h7HWa(TrNQ#1n z#MGB^aO_Cbgj0mXW$>97g9)OG?#7^W-eNTl405zWh}+uf72$@`jX}C-SeRO;U*5pb z1~7J<-3{g~w=eK}+Jgy3nsCt3Gpo=VYvFyFeu4Ahl5&_NSP+W!vH9XG3Ep{26bMW< zu-&V{9M}guv9w(h9TGiiJw%1t3Y;h0#XqzgMd`8q0L6TZ-7`7)ssQII^bBBD^c^A| zPqfOnlqyXDPG1dL{<;T901l}(xQ5&A==Rl*@=<^A2~L7@5cj17Gx-3CraDAwxreiV zkON`+B0GUn0xi-9@v{93c2EY5eW5T?q>t=DH;oDWlBiKjW&TsZv?wIge3i-_#9$N9 ziE;D_orrOKspq%iN~dV{=U1SSOuwjV-?<8QJr07Kudzs>6BY=Q+~n9~+r<-Gw-y91*+vMB>4% zKR=0UP*87FnfToUlvnr<@~}|?an`t%IV(bejStyLL4Lt@g)o~1e z^4FU*qb(BZMl`F{B&d<-};j_3H#R&poD(W>@97}@?;issHSk< z2-N)ZX35{I!!RLb=D1cLI|%T*N;E&c>Cr%2VrvvOjSMa$H>)wtlqP}lXV_zH{ zO7k1?*pk82`yI?Z)68rFd6fuUT5uHGG9wGOGy3t6nFBtc*#;hQsr1aFzR z?O>B2MR4N~=-)j6KK<@_PfqB1ria*RWg#-lE1K1|vT2r<7M5%fm4O6X6UkE|<%T`p zIf_F*p_qq_na|V8JnPV>G1vW?7Pci>{?;m4(4fOX-PiZ^kwvNuOkBf5L~wfO!B6Sq z^u+hf@lxx26Z-kSHBk|KEOH@#3T6pZ7i7Jdo+Ui*!xSCEe$}97v4l&;&A9IKVT@y# z=)FSJaXF$xXu`}|STJeRIUs<-98I1`;$niXdkMXRj<5niE$vKQkY>YC@nInC#OeIe z9%#seU}eUlYJc!t<1@GqT*J}*!DL$!0axao_ev<*eKJ$*wWzh4@LYA^o%7TD4Gf(o z)8v!!SQjV%82WHW$ysq**|+B>cDL2*ru&x4ms0J~gB#ww;p29(PvaZf3qY0=L=7TE ze+$c^CeTUnoW)Q#ey%ksQ%n&I7kY=u`xXUiF%X5fC9nAd_G z)r_P*6hx&3=+*mPd9u~Qb6_Px=cdR@f!$z`>#d!kLc`$MA#(6x;IR4YaNr5u#O75k zkhwDQQ%YGF$w&0*>Z%`7U&}}<_kOH~CMh#f{wOUpH7Y;U)R z-+GdQAbRgwN3})xUV$hw;`3Ulkg4!NmEo91ONRlraxW$}29^~c%O#=s1JeX~dvfG@ z+t!L{$JgyF6P}4p6yGxA)3n~c&lmBdUqh4O45<6?K*PYguMY@-1p4c zJmF7B$=-ilu!h?(Z@m}7;8)#vQCRAdN3O(ZrKlq7aeK-&jNV|Q@5OvXxgAd7b_X6q zfh~}0d%U`6ckuD*Wk4sLQSW{G>AYDNJ#KR9_3c5XF;nUqf|gYxhE9Bs_^o|x8UK$6 zvp~;Pl?6Et5k*OQyDwd3dwpJyY>6ExmId3KVo$Kzu^YeMbab#~Fz*t}ZtKe|IzV{3 z^^rL{>lW=3tuggW&8-B+b|VGaT0Y_SitZb270@x-tB-j5#qM+i-e$A^Zh2GUB%LUe zR%(4M>4JPx_?t#*8f&x6CHSeYcW(#aE$a2Wpy z>4u8e%UielAfXvS-uQ1-zon5VdGo9_trPttK_&11&jb}*H~OrR`8BwVFq8jWNgQGE>#u|9C;FV+qMI4dW9GeGo13glAf3E78j(cr;KF6 zdB1pHygSyQ0B%Yz-{3(!a|ATL5*3~glC1Y==A%7!)%v<)abeUtSuw_eJ{e1IU%V=e?S3! zBUGIq5`%$RCj{-;0KSi_L5T2y)@K!swS0>M%rHDeD^n(a9Em}Ie_%OnWooLENlp0k zZtgG*N|kiU8J+Pm7$))pk zc0Dp1FSm>krCK(>?Va2-$RR4JZ%gI)T-fmzfGHTJ__za*eE;S+~5_FDr z%aKUr04S*Lf4Vnr5tHxx5VI5~EF9JDU-Ju-L>!KZL#S@7Ix0?28-_Wb6~P;)2=kEl zFdsjPah-)h5#Hf=Ko)bGGREA)$XrAjE(K3NhH7m2w+2}gA1Q*BbC?LJ3;sIqj&rg- zwf2t$)X45|v4JjLB2>AkRQi=%;$2iohX}lgYLXlSr<2V6JfkI$(~2Dt>P95~46d|v z0LX2wq}=6~RbhOruqjlD47F5bCPXmA3oDT9KSBj!n8FENBYWyM$-^~RO>eXv0juCu z*jEmnSka>f3V~cjcQk-SzIM#xVA4j0qcCJ@*}~A2XbF}oz=ZQAPrglrIT_0&_hdZ- zFvmP~1xR|Je4Q%}Gxf02dLY8R!>H|-8$!tYc@z6mrVfKei>%#ECa5W+X< z9#J6&yl-aDf`B@PMg0qkk1yE3#NHbAoE@XRxzMcGHturf*2>C;ym0zi|1yRwZM zG4hpcGK@YO#Fu(lFkzfFYRjLbvrLJ|+B*DW8mW@oikuBwGuF6SsUvGqX>CUeMy4s> z>iXUbDvpqjX<@2C`wBYG+Ox6iFin*dW^PQ)L_Ty849AyYtV-*VU%v@+K;&zE$6>v( z5uJ<()9lBfedtA^BSZLmCY@FS>{-cfKXrA-$4$YaZ=S$ypX{9EJlXO{&-o*!`06Lg zBNcN6<(K1vttqfff^+6W4!-8oEKe&FukCw@1UNnfvQi6@LeBw(-{%a%9RW$LoUgUV z+f#*JL>KLXFR{&W8*f7&LI>D;q=kc$f*ESp$`}vru4R9kF+yFKk{4<2r|YwdjHT($ z#(l_cQP_b~Z@rysCx*yD>3gHh#-bW#qK!UavNzG{ij;D&>wN}cwg>yB{%OT^IJT~JgEYPT^C5xtlA9cy=9Sn{)@c}v^uWm0SLz; zD*Dte$nNpyzX>Zo$4g3{r@}CgWzsI-tT(0AxGcCKDQarQEmi(fb-o1oZsU^+0Q-e;i0Si=8K|h%@<6muwDV?_?AZMn&eviX zGxjRZcG(;)cwDv%^le~qU3a|JBG-D9rRVs9~r65ltJw_VPHj@4B)5 z|09`zIVCS}^E3e%oCABYnq>^jyfYpJqKOJODwNCPAIqq}i1p^J%qsS(kTPuLsy*ff z60$nMMhd2{RD@1{1!~r~jIRHyPWS)MTIT=H52O@^aNW`q`JEHb3L=T1?|&KOf}Zs5 zoq? z;-z|S;7JFkGXppLxO!yZ6tInwYuNpl$=kH_r$J80OV0qd@_2I*f&NBIfQ0j$KUi6mV;#;S3-=(RIc^QaxSICa%|vW z_%^o^s-YZHE;w>zWNdpipfx&CmX`r@R9UXLO%Oe-A(~J&@snHL&6K zhnhvbCOMh{o>Q~_yK-+V z52FuXgI{W?OxR-c7nswXCPZ)#CoA_skf zmLOEL4`R2ROs&zt<5vY$lH;bMzBik2mI62_b^DwF>l47L$v0}Kep>T#Lcn9ItSbjR zKchqx>md-#jm$bPhcaX^M@qAaL7CA>dqGX*9k7Qs%K#>Tivck@?kqRd6$jXw;(x_B z@Prfb!&5l#&{9dwp9DT@2Ul{5l+9Pe|L|cjtcXhWD;|UpGZcv5V^>SNqZk8onOX(C zk*~?`Z*_Nfs|!Z)A5gZ3;xJj8Mt0nJ`OD@Vcu)(WPFD+9a7Lb_iMY3Hwth$cU|35n{~DK>=cf4f#{XbMA>0p#6h8s~imQ)~@EGX% z+ROnAAZ?@@c<20chE;MEQV#eS%Ejy zZemhA_S<)6%gw}Ng+jy~m0{?$UG)&6_UMsTX6~Q~&|j5|3{B^*&X2UR6f>l;%7J8O zd>gvWlw4|9S047_;olwLre$0nT2~j1(K7$L%(Kveg@3f=V(EkbNq&bE1y%ArLb#4; z$Q@Z(CY3O}M)8|qP|MZv$Cp#pKU}45V4^^BDhN^8hj3D#nzADKH^D;-v=_16fwFGd z7Kr_7L|gYez@gK}*g;F!RE8Om$?OPT=KB(Zoj;^+I)JsCoah}Ms6*}md(bs_RkrD{ z&q>VDNb+stt5?zWHD%1BLf50m+hpW9j2!_Nhe2jO!)Wfl6qj6|RTQll^Z;AaGYC|cc|5m*?r7NTF{_<_|mOPoI4 zXItcm9-SVCK3i`k;@32K@@zg9PXHUiQ%`yaMCJi@U>IFAR50LB(KE4R1k!GEzcmow z?UbG)4v{>6NRL1CRm(=?&*ecbFrD7@J9q#2H#rU<4q5d)F=XcG26Mxy@ytr(WZF&3 zn2f*XV!Q51=vb==A^~y(vY5B@*IGF!`}NMYz+*~K80}mAr#(O@w#=8VL$byt=4kQ^ zws?A6*N`TH=}qs-A2whuyy_ZE(9?>`6%KqFq}v9kV$GpyO_z>ojxvEA--A$M$>SxoPw_)ea&p)ME)m?)Tp$0*aX)0x{N&aU4kYy}2C35t(wE;XcuS_U7Ugxq2)!CZgxpC3(3u*@4W zR$5&V#)V=8Lw|cmktyt>iRMV=2k6KZID=iMZUp01%G`BDMc)mg!LO$_u|SA>h`Fm9 zz~)T5!}my9G3&{KWmew{Uu>3R-wDy}#9$6Eo*6C(ycYy%vJMrQ>WVsJengUK!wW63N4lVx(22{;0Ik_lQXq~Wba&*|~;4CzmR z#qhB14SG;mA+}#UPhUpXz+}LW`ds$Q7!wRlw8Ex9&X}gB21;SuEJk$248lY@Zy8P3 zhUObG8|qYwvchjfut2i{P+bqz%78x+z%y!kSA!(=!uNv1`@pGfIa}{lsWiw^$t;(M zmjS#6=2bvAZKlIX_Yjp4J-;;B=YG!2neEtp3u}+syq6={AnRNOQiirxFJdedGn?3{ zO|6S4{`aCbgM6%}PJy%R5bFc$Wi!stM%G#Jseix(dmniCCcS-3K9=#bQR3hhg^yz) z3f@L~VPl$MQJk24ghx|zLEJ)@SW$`8sH5OLO1wu7nmBO!^>e*%@=yDNAB57uBu#A& zXw0Q_oask)bt-JNXhmFe&WU9|N|iD~=xhWb;+zwo(tAi)x=7h0r^?W z<$V0eLxwM|{mkS8K9soFkMNv$87Igl>%fzF2OkJE3bA8qCmpp;$K%><@uZP`Ebm$m zR6>Sy!eX?njIGD5-=KIs60n=N7u@m`1y}C&`kRX}fPNgux4PT5 z`$l*dBMXyw14@YQjxxIBB5rT-VeR2`y2IMBFtKo5QOx!~KvsO~zRD{Gbm)eW!Sf7w z^(nVZaLWre#tJ{xBQ|@bAz!fgp^)1US?c~XFYHV^6Y;NE8$>(w#?2$xf(7@tQGnTvn-c z0K}y#Z#}%RS|#N!qrC5owya9vQ_P*)f;}SVI*`xZ$;hibtfmYX)rP&L81yAx z`TN)>*sYJ4T`nHSe5Pk<@THX`pY0&MT}8;mg)MvQcw<24<%1T_P--H${^a0>+_?7m zT=E(=6nL1NkOynhu5R;N21*c0>XrUvH3+)qT^Ls2xHZtkBE>19R;!AXH;bnv^5{3) zIJ6%Y@g2_iM?w#5BpRZwFD|-T1+lZlT{TT+8a#3JKyHM7P}dKJ7t5<|BA^jYP$b^N zHuA>EVCiKwtrL3s0>TaPion?f|G40r5|TSU8pm8^P;vF7jAFs)nS4bEDTid{NvK_N zeEk=Z1w|;Dz(=)EUXE1DS`S222e&4fKbRA*=@~mPb^CACQ@!NL7YY3Eq3!D$jU1T? zH3zhppz{s`ujH_9d&Hik@2N9@iD?Q(kQ)(TL3-b1>TF6gIIHw?%9ju+K`*Od!~_#WqdBEVX;Mx2CipDk3%J_Tn@cvhcgReWbudI zB|abdn12FDPIXBvQ53_b#VRp6Go*Y*lM;Q6!+vmA_Dr&h#yd@yu2aL_qCFzf;nxPM zRtV$u0ew=e9YEmHJe7LutZeYk-khuK+;ukSl zAwYaZm;EC7G8`GjLBOlR{w-4n)RiW7Ds4ow)R5m6M-;5p&h&9JrDBC2C##qpwcfl&d&QkcC&S-VY%`h~l4D^rso3~y3 zJqeH=wCwIx!Kj7ZV|4oOeU(D4a$-H_K?P@=P>_yUa(^zQH1kf0S+Y*q{kQ(4%DMTBa|O zf4ZeC9tW4?12u?OND+?J@{*cY^N$e70#!I|5FzgF$4ghINCh^B^klW&GO8ssUqCqdtn(nM>`T#)%q6*6`B4}+^Qd@Z+_Fr+p~0R16y8r zxl%gShy7uA=CHQ98)`JTtO#Um9rxx;i+n(Jsue*in3{x#r(i!<>tV;?4Mg0k=2ag6 zNUIyT_n>C+C2zvs0g#8(S1oR0k>8qi410j04_vOXir|8sLmP>74$`Cp1HYlu5}x|e zDU+V9VFc0UzlZ~$=ETS8Q!-A4CI-o9ga?)#h{|x$i>X0^i3jKIBolB;w6k+4ULSHJ}-LMZn@G=MmqPdkFLI~oWRVs!DN>j^-k#ClT8)1q>B7e(CM?~QF#$u59i3a(Nu|3e2=UKzL zq?s%Ml`$*b@Q~(zx!a%QppQTsWQGnT0gVd8mt`E@xN@SwUWKK=Y82;i2GUZ6OCL&G z{*$~#ZYY3INeCW^`W49}#f3ssXd~e5H6G}Z`jwQF&h$-IolQP#k_6RX(-B9ejA^4= z>>@f78+q}hb-HWmREl7RAMt3n(=n@@+UnfC%r4Ngz3CXBFt6 zf0if!9c?p@I0DQEJq%nrsDUZjvpOp8nX_>{XsV*YFN!O~9M~}_l+cbN1$p_fEdjKN zcZ_r5#;OmHxWoW`;A(J?cmtg>HV5OUb%Wwn?N6!<3P7R3vNc91zf;^SCE$Jx5SfNtzEq^wkXzsa*dbc! zB-_w5QbS+4g{ENdR{%j|QG~JA(-0&#Dw;}0F$r|nvl;$Y2F!M)TMHzMb0=%xWQ~0H z9#X&ic#pE%?`r17Tt56hS}t50y3=KGSTDI)VzJP#lw7p*{L8{8DUJ=r z0?mAF4clXTHWy2g%J|)IbB#TU1J!W7*G zh0q<)lOIQ%{IBiVWfi+`_^e*|;e#hBd_TE=m#maoQsnN%7=7PvVWD`Rs*~lxjzV$% z6-$9KSsb^-8tDbp_D8j%EJPHdWH;|AdikCz7yJY21ciUhqD<(IA&&^QTiWzBHG?Oc zsh2|~E2KU5ll6aCGd)S>c;d^WAhfwFj3*aE!t{p|KglUcl9DkCa7On6GfR|V0PMi- z3{wTN^uO?`@H@mFTEZ~TAi0~w@v^~pC+lceC5&Nz4*m?P;rTwv_AlwkbNb2u!wYu7 zhX||^onYh@T61kl=sC)(dN|=+5$ZM*nR8ZQt@P;=>?jCz>vB-bcX;W4_I+}t=S1=5 zPVJsIR~l}PHo%(Pu3(dDgB%zW1i*FVSx!pIFYor=`+eWQQEgP$c`yM4iiOH|Zi^l; z?oX;bA+s7JLqyP_<@SHiHHzcr;k5Yll#|}LDA_K{g@&c&?%FM*w&l&#>#DESE`f4g zoiM?@8Ir~A@(YKkU!m_@$d>Ab$gunRz00Fa=Y{%)ZJsEzK_V-B26^&ds3ymi5VEkN z{tp#AhLwya;eBi_4g^B}6UugX|6!zWQ0tXbMOubK>P64pN{{Q;Q1KR5-wh+({cfa@ zAEGt2zpd+0Eg>of3Tl}DzS9L}``Ee|6aG6EK2x3YU%QVvo?2LZy9k83wnn^+wz8u{ zO#dG*n`+|}(Qm)QNY<;tsuSD#W%kRP>7w}t76?o1LrwPtxehtrSm_3Rsj1tqq9c1Q z=o6a^nz}ld{VF$wMD;@7^ch=8l+1p*@E$MA%GOe>y6@!w>AY83=VFjdz3_#YQh{#% z#8fPlg7F_rD*AdZvTh*XZKgFMzC`CJdpEpOFSmXl@dWmYo?sgh#3GmDMZ^510cG-K zYL<8bT#)?z2T(-ty~#S_t;W~K-+rCz%!T<^6njYY>JXnfPEBn+N|e3I@+E@&IC8`a zGIAuxsvr9{-SjAG*QHTS&D5jMl2P=d>mE*P*+8A;U+ z@;>TF_%^*xqb}*~8JP26`txLQHb2hS39ck|`xH?1-v6;}bLk@( z1@ACf+8G2xf@!NRk}lb1x@HTa-gsikd13^I>^Q5Q1&F!2KFVQGTmvXnUV+Fxig@U% z?~8`ifG)l3uomAD)Njnt)7Ime&S_Q`%edQ}XBY^qpRkLqUUEb*zL`%30ol)&`?HEO zUeX^8_lpiw;Oad0O53b%44_Udx_;+oR)njIDSa-UnYI+B85J7CqxuBzeU z?rNnAMH;lUo-nw?%3V|1)b$;)gyDMHOm5(783?!IUiOHF_M@o_{JyY^YfV#F;bKZaXxK~P2>WO68f0&l`Sd!1Um zdBA>^ZvgJ$Td(PaNb{l`v%y?KTa{hd2#{3KWZJtR5)#;JQU^}zZptU(EMPKW5%i`3 zphtdBRurN$3$7q8LWPuKzl4c-7NHNVf&j%wkKAS+z15}bZvYy}GoX610qr>s%%wF; zYS($HTs${^6!Uy@%_|2)lIK5)Ql@=&8uo#)o7%4RIUj}2Lwt_Ar_>Dla$&@>7S55R zURkJz?w_Zak_7N^2&hn$`&7ifuLx#;)EN=XJ|sjMqhu#CrCXOZe~)T9C_o4tV(bdM z=RDWlK%8jQXO8<#cT^_7;^ek0zeuAjj3VOVcgrEm9kwxL83~?Z`!jpY(5O80P{Wp~MJAQ%DcF*bF(xV)u zUHd#|ad?t~n5J+%8mQb*#40Q~#dqT2$O&pLb)Yi+{+{~^&HQu)nPpsqC*njeX1zWE zUb7w=%u8_Johf7$bB>((aPY09VSDDaDbZ1>YVoA&5{Xbj4YsLiv1GjlL?8Ox#l^UPVKq?+RLlkIzqy@@I>w-)F?A;3zn^_-Oo)7C{U{c(2h!8ZwzdW60@}U@Bha)8%pdpB;7LprRW!QH07p-c zxUaz?Z&KnriK#qV+01r8TFRRhprad?R1d_bl*5D&+KrcJl@Ed}$8SBd(vQF*(t|eq z%`Po%b-f28I}RfgsYy!0)-JRUb8-{dl9B=ZxV^X^RL+TO0?6I@KsmCJZ{JF?b0qm;A(?z11 z-Bu#(5`K|Au2KwGf4SQ<$+p_yFo36n0yp6kS2OITH9;1w5zys7qJtcmTlgnbC=rO9 zqMqF?D^XXL`DMRne`u$KX(BGnH0-My!B!> z2_24__1Q3-yOsWe&-wB3RfWvmDu&$#iAWu0Wp8R0U*!FXS5%F%g1`O3LWJa=lf_fM zoWmzzY0;?k_xOFXlC69xTsA`evW*m%Z8t@#$PcXWhWyjlpq1Wi$))lkwQ@$qZAY-mwb7O zkM|AqVZGHZO9>DP$~IkJ+{dG~Vr``=S@#$z^aL*f{~&)>;6N&_S%R3+dyT~lJpqIW zX`BXX_oP^-a|3rY*eXqxnk(vL7^ybOh#|J>V*TfFZm9J^b?w6+Fb1O9a5L@3M+Pf!I5^5HaA=+U3E* z4K7g-M)4C;yGO_dFw)wLq~7C?Og8;9r0?k9b5*rZ(c__m!mM9;gBHE zj>r0cI*IKu_GjUjya)z}l>D4RIYQ}s^(+*@Bn=kJaf%ReA=G|Y#L|$F853tXl!BIh zynywp5vgKjAfOywG__sEIGf=X*2E(*+bFx9K2{^Qt_Ts?!^vQXk}Fzs85u3LSe$GE zqd}0oN1N~1vCVHO+NOHn$>h(Kqyk1VpG8;)`x#T z!#=y?tYW7~MA?7cNjw0|Ib9ASC`OcAE6od7w@F|f&<89}98Yvf--<+;*YEf8GG54^ zau*3&D=+zeCJqxs<+ccz4D*71`mRoEHw`g*aG8)mRRe9;^%AG%It0B*dY=KF&Xwy_eDvKFm3^l{1wN?-iO}Uwi<`SlgoZ27u!>FPUk`J(!wr zyaFj6EiU+UxiH?3-!2+HSiiMh!WzD(GgfAWhfWvSbKG5{Y30seN%>ho7CijHD1T5} z)%GKW<}TtI-=p3jd^u+|)C$oU5oKTV>t*36GRnnc>}6uy`$V>A`+C>3Qu-@b!rQ0m zd#jgccR&0QQRl3Qs#`M++}K^yc=M?I0bj2D*vsz)eso^j9W?d+CqJv7$4|Ro@O?kb zxnX-T`Fg#NBiWdz@7l;}N?YR3cdp+P#jiAr^)-0L3OEO*D&tzT4LHkx^*@{PJ#QKs zy$ko*rjO*$*z}gTx-56RpmXhk9;H4xXRR)Ki=<$n$>zjv*XAh{Pr~9G*{m&J$*IFr zx(L6MsQSc+!%&_i*|Bu)_NPWMg!k*FC+8~OI)kUjN+Le%2d>*i$(Hl2LKegOFP7tu zn0j;n`18nKpXuB&I!ZUFK7A|_uwCdn$dtWY#FU}7pd1rXxr+bd(HkMBxLb*%HN#(1Wr-mT4B`io){_3vk69Oml6OE^$+cT&$OWR`Ds8jY`F zSbMjQn0H7%NtUJrmfw>XTMWaJdsEy7hV|q(&KxQ7S`n=MM)J2`h+!w=;XQ&mnH(B4`8RyE`PS-i1!B->h|ZhK8UVMIRI3@Fg@4JK@V^p%YJT%_`Qgc9ZH3ueN!!w4>C-M2^)| zw`gF;HKdhr0tS+b8892-1BR1ikSylG%;5?Qx)Ejyn>6Wen-hK!K>=Xg{6SK~j@6ye zlHu#OGo&GCeGvP6!IhwzpN%QS zd7&^0`Ddve18o&*KN4a&=1eIB%C#-WgICqu>(UYR}S1d^1qcLq) zFztQ>To#7GnCD`LTh)!ws&C2WzWcZK=hMR!pyx8vZ4eH;Se#bkbh;=tD;qduF|_4( zY;2(%_DaeETuR?n>2x~Q2lgooF~+}hVaR;4d`LSoc9B0*cQL*FrLgpAR>y}Rnu3en z3#NdWPw77LN!JZ3jqijz9HwZ&{)Gl9JMk zX0Y3)I&HUI0I7jE2jUeXys8J2@yT|C=dh?m-JbntX6zfvvfP|bimrD`4x->bvo&9C-bvGZ}Ebj&M9C_nO8Ot5RXl4=O!De`;p^l zFsu^@uCn;z+&u0fY}HGdeTM9c3P3u&1=++)=#9N;S(P7HQFwjB)(Zvz%7*)oC&GFm zb>1*^SPvJ|$PMZEIEG3ue2nJ~vrbzd={Uv_8MX7AfybDZ^3w;nDS*Am^W;5n>khEp zB5Y@a(A_-Dgvq){EgE%MU}6N3W?uOQxsYO|8Gb=Rn4qG;4GM|QF}JKhpnKiTQ!i{G zmb}(9L-N|azV{?(ugatFhksRuP(Y*i&U9J)(AE#93Ff{Vw>|w%yw=NZ<;;m#_mD|l zam6>jWlbhw%u33BQtdmTMZrYF@AhdZ?g!sN*Kx(hcu&5ccMnO`EIZw^5-m#FXT`e3 za&HcXB!*hryCDF_V_W76%nB#qkp4lPk*X*c-&zl_Q`~saP&rd#amj0hbyPQE~7>Gy@ zE8!>&cz;VXYMA0CEXf3?omdwJ^MFwxqu++9QAV)*pk10ELt(&p>O)5aWG+lR?^xN| zEi~h>;!4{HfOsYBQBmiU5l8_pbc7D)Xe>9?k}&vgZM40(}Z z%r?K4m$_uh@&aMRZ|*}%CPT1iEupbs2}g1Lg3A0>=qj-p5km7hAjqRqMyE*+1%TtD ziT5_yx$Pla3)T+RC`l&aw{S#EXau3mA~2ag4SwMgxch9a2@{2S+Pe|rvkbVF$Lpb4 z4~Z$iHgHF6G%_wG)kt*eAsNpX!5Wj#)Dpg#2R6*wcnH-M3kxMr?~jDsp`SH=c8#Ph zx&DE^VOC9bD|Kc(AjQSTrY3v&*9_%~9#*VZub$Tb$@lOf`TA8N)xXqT|xBIbQ zGt)*UzPvYszleXjd~oTE%y^Q@j8DoKqrl`n@%Rv41Zi zTi?_us6({BdduMC>1Dr@>*!R}G>DSxT6tZersjpfL_t2mGI0nJOIuRPG3Q>BGDxyN zuSubZPh~DcCVnfGi{yKsmlQJbMd|yWu1_mjiA$-OiN6{+R|jFmt?;y?D-E7{bs)3l zLmz*7U8hm|re=)R?Dv_S7VOh88-IM|iBVDO?TUJrz>meJ42jT{lhZ z%jnG+{YPVi13BvN!_+gq7`VqjhrJX@e_E5;%ZCxmuKAEGFjdHtR1n%Nl zG|Se?IarM}fbA=#(KGnS4f%cmvf&!S8Tk-iDGj;9VAQFdhu+MV59jyX3aMSFhbqh& zM^Mf4bv8Q6);$P62^$*@I}SX-iAsG|MzHqzfp=3VuBqN8#h2_xsBZs73#r3&=!@`~ zD2p_FJX5dD;ROq*UZ<)sYc3@+*R)dzrKkZPZI*UAp|>fcG^3YflW)9#TVD;+i423E zg!1yWKV-v0SO{Z?8|lLGi3G9Tmz|Bx7t#?STdbzHttPzIp6~ zYj=lz`A{a0BZ6r+D+I%Y5y%e2-pKq+rw|+JsH%6W-CHDLY=uqBGoDM1z+x?t#I^}r zfAv|b+Hn_4PVqK!R_B6u`c)oLr#i3aRZ}GCkWEM8ZF(#Pt4dzE#Qo)6$~fE80ij-N z@UYsjR*)z)dUp2>-Y*9I1pArF0WF#cQ>{Wxwai?{hCM57E^eXzzO)xxWQ?xfnwll* zx{)MjQ*tYQo_B;BhJGvCz{fLYOW)Kw29)aD5l|Y8#5=N>uJrL+Oa)AhmA|%T8v3MF9b}CXb#+hJf43VtSm?Gp%);%o zRIzR!JWNfCppLkimR_qjIV+{};PUX31%px|&yj5b{Y|J7dOGCH@<6~y)n~^sC7?@x ze~v%kr{lqi8zqMrpN4AfND56NltLHC{}c>XX=22h5#~nyd!x~eZ^#eMKWW}K6j5-^3_y`44&f5t6=L^`33~)x>_%nn`^KBalM`K`DM5L-& ziL8^ZY&_0)(qFE|Jze*`txA9Qm}Q-qzPJtZih<8M`Zzg6)9&sjKyn7KGe0|g2xWr3 z+ao;Gdv5Z!vq9lo$XlwM9hq%nSWN6EJR=yCcDHC=WTb|I`P~hzzbhRm;QFsmPwB#3 zBM6{SmD2mm6v3DbjQam>bZEsyR0k#B6whORDm{JQjmWg<^YMGA!R1k?_aCSvw6>J1 zC>nLdmEq7PLdwUzhA6WuzBMdfPktN@c?eUj$Gkr2dL&V2uS|g&{7cnvx z98AJ4%F&A_f`l-MuOP2*T=37LO)kehn!WUgB%XdcYIfhcstL4lVi5n+NIcQvf6{V-j|{`Zs+SZXT@2k}?KZ?+z_}vd9t%eOY&$dY z<&UsI0}5ikV>dqX@H?_v(XI80^Sc-0v2)EO@|%{Y-O@CGh5~`WCuE9UuZcYofjULI z?h&}kl*eN!>q&loZdc)#6VhHN`lA+4>bvPCoN{UrUkdSuCai+OA66@1c*nvB*`{R zP@6boltfFT$>Eo3o!!fXTyH$DENEPY?)!uWM)C@(*^!u^XKls*3DcGJY`O(nc ze{)W|ng@j)tk$_MLS;iYuNNfZ_6vv4x5&83XvPgfuKsTA=v%|XFB!RD>`fW!j=KQOPnM?3&e*Cz>>tn2nA-R%zq_^}D|fOG%KEbEQ7Kn9gT0)}6HX&xFMu-q5i~PsHbzzcqjPhJoU^bXnI(v7HT)hzeuAidcW)I^Sf^6#3I>F zQY&RF(FRA7e(Ow*EQJQA-){6@lye1HhwXPqL_f<&+|8alXuk;&*u6*4J(Z0@hbz&M zKig@AIkkx$No3=$A?}jihdCz|=sOaARB!tMYUk-B8`rQMp%VoXSplMlIr|IfoId-# z$mqzVJN%@{6FJDzCh|YDf9eQ*#w8iUsc#FX%7=vz0Dj(cgu(mg5Al)e}a&nT-mD%ZY=%o{R*qVyke>f=M4Pks%kF zorAwTJKVH`aXl`DLKGqxoVs=w+Qu$G)~7H|+z!sGm0Sa$Ml+uM8Q!W{%x?L9+Lx4nJHG zv>ASmAx9H;rkfk^u{r8_pbt9hOVN7$ITP$T3#-jnr1gN;J&$$GQoq3C)cvEViJ2<& zasjLrfCw9FEas0WhRW@U4`xWs6^o}EM$j<%pJsZWDceS`QfviU2Y?YC&tV*1Iw|~z z857#SC+(roFd*4s@Q*`Jl*-gJ5JI#=6~PEOp)Se7x4PUYQxDDP?a^Y%_q2cU>!p&i zN9qp-aC%Xsq7m%MEGW9P0qVZL9oS7ILQPFq+^PgN zkAOb!fc$qfY2-QUraze_&_EMJE&>jXX+&KYJNw37O zwOhWWQ}!w1k8VsKMK4?ZRCvXVLeYS5(aW4_VcPLOX0+uN>AojJwpE|CA$GXvHMSEa z_b~P_Bg@HOF-mnVummw}!4Jt8L`N$aqU^!8gIImXnui?Cp$fQWndn7)w!bXEo{|-? zk%VAsUf4FS9k zp{S&{HIWY#U{s^DEC%i+ScSVGyF$noWZSuNWcD=Cz|kmJ!ooh! z7<_^el>|9MT~G;b#a>Pya>?q@iqjznnY&8>f?PrY$+>H9W@GGPeW8Q6UetFR1=7eR=gK*583vtGZ z?J!RD79W8s4WF>I)1R|OOxm!)bjz6Bh=-@a?6~&;&*mGgALD*1#-Z3p7|}QEbe^>X z=i<#)wS^k8`%e4}iv*d=yJsVBy85cgW|J9bY9Gae)uBxQ&gOZxu*x)c`_gBpeu|o6 z{Y#7N@~hIO1g3y%B~ecaUA*)cjq6oSXV?0_N6X^vrtVT_aj?9; zFs@ww@$s0;kl2aA^SP3SzDKevKb~f!MK(0dB)34Ql`j>el5N6eBPAdsp`Rf<0pS_L zny0Ek8&2UzM%;wE#HQjMZ-f1_KhOC&rwPn1GHwA+;iOdWLQ31)mjaY?59e1Rdsuc= zA2J17lN-HT^Z87gUReD{AQIF3Zu1G@A^s_2D80lkSBw8%|9oys4f4R`FN|jIh@s>v zB)MQNkXIqVv~Hks=hq`u?~jMb1J5^?)~Fcx|08S;=@JyA53oP$+8aAh1j~WLMS)x` zaGN(8a1E(!r2x75>4g$-GKe1z%dYPL!>0o9M9`xb5wNkfHS&R}*DrJkh5-#mZ|~?3 z0WAErY7mp9NACxj@C5eBbr{;~Ju?ml_Y7d?YcvSDb^#B!-;Wp9muJy^ck24pfbq^_ z8tjS`1M!`uYEZf`pa=g`XuIGT(aBFRl3Xf#1Du>Vh3G zW!pqAmYF0Q+yD@M_b6JyPM6(znW`<9ZQ)WdFyLRSUruc%<*t!l9M6Y@(FBdyrjkydP zn;6d`fi6Dgf2V#I5ia%DIqG`PaayN>|>hTdhI$7c0Me4+VD8SiRImRDl7b;ehFL_;e_q zaTORJH{Jr^Uzfj-!(>jncGSqJznR0MO`16$c=|>5|GhWn;TdtM&mZfqc5iK@-$4EP zLxpFy-m&zrpvKPjJd#harnTd2`xnPe6X0}Yf{s_@V3SE4nbnTdOzqeM z`frg~rfl#KigFm3iuO_DW7jjyYu&YJ0vLvnvNhJ}+_wJqr} zYu<=7P#*Dntju`7k>z&c{&e?H`NCzCcF!npqwg1Gp6jlm!IaB8L&Qki`Jdef(@$sV zPU%@qb6Qtu!@>y~Wmzv75ck6bcOjuw1dSQ$I!jj9K<|L1{hxDUkoB>LiW#O@! zR2!Ytd(Kx(XA>Le>ofXFLu5O#)n6`2WnPj+KkiUiyGF3(Bp7?At%e%Fe$QhR+^ARe4ZyZ=ByvxPV)- zFjZ)_)jqVZ;WgYJ^4^lf=`W|0;`Zax^;?F<4Lu??onZ|JqE z0}=FwdG=KFF1vkt4zx{`TX{WWT+54gsLnEK*~-eNNb0L?p$gM}YO3S{i&BA6?CU3r zZ=30vIEdYRfh6NHN9P_LrR8%h3x?IXXu#qg{#YKq4N3KdwD=M(=*}F(jcXMZo)9?O>7+aK2ZD;RzRP??&_QN7w zSNm!toq!6vD%zHcP^KBHt4xrjlvg%5vzR){|FfmN*!AtT*gvl$^N&%qJ);`4^z|nC zj(%3M^Yb}v9ImNsL#h$o9TzsbMR|hdg>E9H-1gU};-w@Jbe8+=ukY?o4ll~5kK=Xx z^LY@{dEYZ557YJ|*fqJGrtUuXA?^9vGSs_JF*V_eLc#wr9jmXqMAGd}cK5r!q=P6W zu2#e{#qsn>uxlwr&_Q|UD>6G?TSU-Bp7BS}5i9*e^-v7TAFU0dkczX_{9>5lGM}f6 z^fx)*(K)i@-<9QO*UGxjuEi>={tqdH0+V?h-_>7JJU?j5 zTc!S;TieE$t4|Ma)jI-QyII5STOI8nm|y|WJ0(qEwH$5ydoU}?rxap;G9PG?DXaN= z=+?AY8=YbbIrR$hBkJNs4cd$pjeo4?G2i9P68FEqSZup%H}S~TB*hv;n!aBhRF=6a zpFjS-wm71k6OD@TB6nGN{k=e3^yX*#K+t1Dy87JZRAUQ)pA3)P3E*|M)0|R!&x#q$ym?pA5G8baIm&ebhd*ydYN(hL4UB`~m@*7yvo1 zF|zDU02dUIj`qCHd;*K^Nvl-=vv_Pn?qH|s4-bC$?|&)i?K{S=Vbntf)wh(PXVnGpn()>-G487KMXfv9ZC3lJLP!1Y5%C71YP#< zIMwfk*-F*lxMQ$Zxt$Skt=0#8q};l?jYFoOq_Ld>OK%Ey%}>R+xs?DO{|;~^mhl~Y zQ((%!Yn|#6=4MsSR8sTnrncdh(Z&z2L8?EkN#nAArevKqL55 zlYR5s?9G~=@{OLcZbeesm$E5Sws7VYzcaS2cwb-rVedg5-Qj&eJl2GPLrS`c4S%8>N40LZ<4 zu+Xp@1k9E_q`bqffuNBH^8lg5o;btaCfErpkComBE4L-!7oBIIF&UqJBfLAgO?AyXI z&^8PQI~%>g2G%0ey{=A+`rWq-4-|^`Uhxg!OZ> z2(YiH8{phIfHf#~5eET+^H}$f7kt$^YyAMcUi$YH(R z7~sZY5(j%aw85~J~CN3djndB=?^wmab)T)wiwm7e=Ye&#i^`9cR z+e{VV^8Y!l{yvD9(Z?Snc&eK@$f|d6-aLC?W|ped#qIs~fPo?qP}DbxmE4WopPvQ6 zuWTVZpJxZ3Gn*WtN_>c3gw3|$K5$CuSs&R{s#V(h*e z=!A=fKRJg}^NbnZ!i$D5t?QYJAv2|$5mV9_+=S?jaOhr-P$BG+{glqMky)AfavWsK zwq7tn`JDq~4iV{zV8Mh2fy^#WtHd5?Lnk=px?EboBfez67;46=XKle<*2b4WMNe;* zCc;w`=FjnRnSg!}u36K$3MEnst(7ebJdsad4dcB>jZ6Hu;6f;(g61UC(i`=>{EO&L z;m$93=@wj@HO$$Vc?iVd+DlC z*pv}e7+$yg+c$U5rB%tr(7wlH3^VT#&Ag{FM#u%+Dm!%@=Z2UMvqe6D*u0Ep^{gHP zW%S~9lk19d$^(aY=#{RHS@?l#KwyPs7cYz*o-rRLSMA#7xMM#d)Bo1yz!tu26(+4% z0Au_ARa%G$OnWVd?M6ic=GoJo13MiLUcWIc3#mH@?aSJ$>Z zxjnVo9~t8FjdVFIX#5e-nTnm|l>a}f-ZHAnwvE5`O^ z?(UQhk?s!Z?%3CQzIX32KL6+t9g7v*_jS&5&ST>8$g0`6lw+`pK#BczKoZ3sjZyvI zkxdzhVLM^bs{Un)yxk-&ocj#K&vjP;d!t2a-*d|SGQ_AiY;jffg~IXn(_!rMkl^VNJhgaApKc2 zNGvY;$7r7>aCzNUV!^sxu_Ql8ciJEdp5Av3eBiA+)zXE#z_cc%JpMZUe07ma#_ z+q}2e-8PgMo{Z$dj~DBgSq@A$tuVE4ITAt6 zAV3H>std;1^!R;`5kJN9dlgWPCRQ3Ee}L32K`fN;S~6WvRp_)6iJJiu4CfL5NxaUp zAcyoyomlx*P){|~$vaE#HvS+gUV!UNe3#t-t*X{^EI*yN7Sd+D(iTGdj2 zA6#FDNvPCdxR@TqwC^)8n3z67KPW#Oa|l_ejM|0NRZ}uEef??H7@YSl{+*>{ah_Ya zR9O68qh=y6O!!TTY5M=}S>KZTlCP7FO>C4p<`3sO+yX~hA7KZ%tOSeV(3I^!faG^r zS4O@b=Bl_ha5hsQh^UZ^i-W*Z0 zFlVLUyP?<`sP!MjFvPl8=bFTPGvFG5wM(#8~hB6musCX#pnaW{&Uy zY?u)5*q@(n45GK2+d(c2%fRVmWf@zWL35_UpaOZlQ9;Ty;2U40}8^rGUaxSa#+AMag9g1tNJ26rDuHd}bOPK`oynWo7i%|9kTg zB@2Wlz>*P*O+cgCB;02b9sf!(7+wW1PnD3+hExteH#ipO!XUT&ceAW7gA;cp=UxS5 zFX?Y6J^26}4_|Zz4$YFQ?cNYvpaUi}q`+aj$uMN{9JcX?1VuqqhXG}%H$hS9QzILgJVFUu5qM_*X#qfO z_Bba0_4?2@yrRi8*MInN-OG1%>-n}e7joCr)33uFISA$SmKy~Hw8xCUkBmdRzGvv@7(fHLuV9jM$5nEYrW|Ay!)RPQ)q$d_q7K5xPypEH;D+@g-d zmwYz*3qZQtN2efCFbJ%i73YFN34UiU;0@4t@N*4J1m}@OQFuS2RV+-|b!aF*oOgf~ zV6B52M(K}8g!YyARW?Co$DHO3LK4c;vDc7;H6m+>OLyG^0D5j$^%Guby9N!45aPIbLk`>y;GT?K zeh4fG8r@>V#8?YpYq1Sd0jf=Ac7no%{(k~5LUv4eXlK|S7YKf)8ToRU_3BPDmT+v3qBm0)b; zc8Cz&vkS=;X@8rTOGZ1y@1!oCgqXFBLrEvC`i?G)P*y-*(hUv8MCD5`A&^sRQ2!^V zQpRPj2hueR{HIfkUQ3N)mZ-%{Qt^>v>rC;kJCji*Nj6uAz6DBq&@Idg`st&e1l+kf z+6myd41qefpRM}T9ziLb5;o;q=4OyJpeYGDw}Vrjg_MoD{6rWb8i(rVVyu}16yZQ5X{M2@_>(M)%CxS6m zn?=ccId@eAe3!fvUed`>z5*Bw05vo$q!S4w<#piw~4xGjbny9@!6%Gcy{hX2%7`Hj5 ziE4{hdhj&(q+I7%gHc3AvW_gOm&goU+mdU{>F{S1PM>2%DM*?22h>jY6iGu_y|AAd zY5#{hLD74+Uu?&G2o-LcTO<}Xkq{&KX8iE{P2W&e-AWtbP~BJZBZFqL(yYzR#Ty!b z=sW(yFgf{{Orm8vc8^*C@E-j}?Qp~<0)_+tJq^h&Id^oziui+$naJcY7gS98-zjk2 zn(cQp!Rkmt?m>M>+eAXTU%2|dnUBl!tF9A_U5i~?tlblgCvIE3+(<{2mT`A8f+qLh z=TQaS=R4N9qL&^C_HJdlw6T`pf4C_78VTFj=qK_YY}G~GKR(W&+csT0_xd)?jJrEe z5k79jKwoIw0o(VC=#rJkq9KCD&`b#>c)e83^#!D(Y?l623GlLuLSh~Ng;aUkyu+tr zW9)(;?1-2@xIE`DC|5%d)%tni1G(QT)v&;&3OtGKfeTIz2i6)2PF@N8`FYyVG@sS$ z4g)Bb)N=Q0(IR&jR5K?RPW;7pWfzgPU%BnP>pw!_g?#ZOvs|GeAU7DdzjfQ^g-X#M>DiSrd&(wUfx~IT>mTwU%zG4#2c&_M&3UcUjh$ek*7=Y zf1d-8l*V8N*Z%zoVK1*i%9YUpyJjjXau`lBDmpru;M}n9-xE_(QjClB+>~^!10G-= z;Oy<~ZEldFLa*-ieCK=5l%j=%;+$(*R|Fl%HE*)V(XR|qf=~TKAe;^5YGzz0djv#A z^e#O`JI~OynEch6*3$9Vr9-RDyu-yM8~@1Y18|NfEa}4kTW2V zgn|A&L$M0*A5LRNns?0RUuNN=uWpxH*T!5SV{EFfi^qQ-8~<*Jcdt;9-dPzc_1PB_c%OMM2o8b+C-8$O#f zRWZ@4J}7!RGWOdNX%HMmo#ZmQ_m97nM%x|_%Mg?~5At%>FzOF~c;Gxpxn9-hX7)Af zOs1&U-I^N$QN-bYS^UI~<-U5?BYN9S{yikV{HOj~d1lfVmgBVHv=|sTins94rzT|p zngHQH0b*ygHeeNTXTj+@ihC*f#|ZyYYRT(7d3}`Jp4CLaw&c&yxvl z97XR<3$q&K9Ngl@N{`DeK6P_xhe^!FYi{l-x;JMIj(TSi5y(ywXxyh1MBbVA)md}_ zdAqQ#j66nI625Zq-1Y!q#DDq(ofG=JqMI!OdtLSVl|rU9>Q6 zK_9E#-nn67)rJ|y*L3MLl6g?a6gFyxM}3bioCCi_DEV&s4Dq?Kt@Y6?wziY2mhFA{ z`CHmcp@#K%;aw^;%kfvyh6Bfy8zCLh20_spdoQ)*)}zsJ0px$j&J%rZbyJp4a+^&B zA6Lp5C&ck!%_SSK;hYFA#>TI>PrS}=u&r$mUEkkcMD40ros#IrVB)ygcjcqD@S%BQ zU@~AYaKuVN-AQ|RJ4GW}*Eue*ELuYnYG1R|8!~;n4(bae~I-JZ%}O&cD*o_08eOFLyDp0s6dDlP93vIXvpj4RWtKjP9d zZ!#MQ7rTYxI!5j?GvX*E)U9dn2NB56VS?x0ffr%aGkVyQb9UF7$fC8Se%v#3*Cl+!FGJkoW;xSWQPFDZveT&I_S&fH_rYPp# zHjh_qUHPk;`?8vXIt%}0o+ETa*W>&2fHN%SHo{U?Veh(#c@A?uD4K%B-}EM#fmh9U zUomU=4~N`)N+d4)}bmDfQT6oldxB8ut7xD#L*o656Sx9kAq&Y4g011`fe|g)9NaK+b(G>jgFlq#cO< zq7eN=huFx!B{8vyz=RLZy}k%?3tf>HBz^lfDHeLMp;OeaZTJ}T=i z5YlXRDx%lfary*Y$n6UiIP#zn_CLk{>ET8OBHdk1Uc@UIK?1^M3(a5`^A~)!W}W?h z`Z+EF08X*sm}p=P&etyr9ripSK&mIy1WRsIKvT%q;e|TO z#p6vt$W*(@t?-Px1r(krn+2Lsb*os&Q8zpBMSA9}mei8RONwqbFG=<5tY&eoC3)fk zTf!}3EM`d^^}VHt61?Upj0PPbwMdn`UT^D^A*v(~YUv**OV-@lX@|_c&7d zc(L*e}d164K}HwLJ&-k zC7`-Ng5jL@Z_Flqb_7Te4c&o4!G9eJDuTTL3{!gKGw`kn9U;7a{m|=f-0@kX#Qzzr zFqNG7z$Qias2-q-DA=3<5F#V1juDL%Y`Y4Ofrs>7pp$3hYb~V47t$0x54>!}D&XQ{ zy$F*@fR;;~AcWrtS|FD92|inVe-i$Kbh$F=ER^O>7w9Qr;2I{_NHq}x0bMlNf~{lz zaTQoE=!d+;Gq)59xef9DNdQ%bht5uR1x_&4uIoJW4R#ra2ItYH1zey0H&1& z0IFZIIlYur?(k60-30EKShDD^jUrnS5RXZrU|}&j+foyLioMmzrQs8~cU55>0&5_Q z=CwP>(f5nn(OtE3p9qDMYO$UQt+P#0-_7<-bnH}Fi{2uUR+E&vz~!%6?`Mv120ZSL zDq{2W$HzL1G%ThA!P{w z$p?aB1yW)(KI8J9z3PTCz7eMOBO%o1cy$B=kzl491FD(NdwQTBIQ?-E`0$9~QuKw3 zii#LtcVP*PxIj=$=RW?otafWc6(j>**}ubcP-u)iI4P*8h5C_O2a>;7$V4sM)qGG8ubcjG*53twToH$yTHiZHt+UQ|QuEc5bw?BII;Ot^P4bTl z7b(hhw`5BL8w^AH%VScuV6<3wco(hfy*^58Kki@OkA97NMUwws;I$Y;)4$RO4MvMN z{v>#rgrMK3e!JBjFXdrs5eIu^|HH@`G1{vwAIP5S(FWDOQ-19%q{GGk)M!R!_6=!} zU~S54!-3F-KA?(vB~|GQzU8At6Db4Ymczs+ScS0sn`qB`>W??GpcVx641tjDG)`EP z#Wo=Mha*gOFSQrfAYUBm1FmgM8`3OY)#lnahEF^X?DbYTs=Q52=R1CXl!~m$%-q1# zC5hBjNjKgY;&z_R;`#25BHcKUgeC7`@MCrmq9q~1!>Ph2nn($jQ+2y=G-)elm~XAy zXe6~l=ox#u$sHr4s-H;!YVDKR6j!w|nIlQeUkf&hpdkLU#38ANr|JUw@GuoFj{ASvB1mtR4L@`dT=&#wEqA_k`GER z$;oNh-%?xvXR|Eq8&2A>a7mo|X;N!Y72dooR-WH%oT^W72O$+)T*W zq%sJKMw4%kGumwQ zi6Fq^9f?QBB$BNrm>ir_iHg8$`K;poJQ3x%Dm@Ap}$9 zZk`ku?<~1^Fn;A zBi5i%J>4(P5H7Id;?GeI=F-79yo58T?t;O_L3Zcvgj8&Z2x1Oe`QHMc z%ygZ2z=Pq$?7JHoB`9?G9F&E=#rE~@xeZqh?QHIzdB;3!mpcQ)6ZTFf?GLs}F`8{T zDqD)i5_B}Hr5u<==pv*TptT$K+5G}3E5yj}O2+0r#o*Ofx2*!^-){#;`Hiknb#ii- z_{bmKg>P|~&`^f-wmN-&yqZFABmw7V1Pipk#mj}frrTt;!xPhKdc){YmUnFxbVlUa z-);)=*Civ?E$EasD`JV}V6K3RCgPcNz<7~nF?Db%RQ1VsoU5Y<0U zT!$YI1Zm6`m9GwFHBJWT{A1+Qt6syomO{hlno^|@k0e~V@yrG@t#uhvdF?gtH{U^B z`6>GK9uFXGFpNtG3vak?wL$p8iw;{zfGN~SO{&!J%YL(Os1cQf?A^L3-jy8sr$7$z z<0zqHe_+}MXcZMxz~GZk*q^T{fC+3T9H>*8>ZF4W-;0g^jpCg}LKQ*KEPomTM4u(# zAygZn4a4`uEsak&diZwv&TL=JF}N&XPN`n_J5;DRSx`(IF_1l~qw}S&tFQ)nGHK@} zR45+YicJY*26c|T%+{aWR$SbN0}x;#W8>8~rx?G5<%g~~lWz4w=2mi9R73{-cXu?Z zq*hU^RLDCb5UFU4_=o!mU(LK1{&S}F30t#bj4_;*xD zC*BId+;vckog;MOQYQ+8F}L52>uE$tGs3V04A;^>nuO5nw`xMn2U_6pX4wbM@d<{v z1e`YMBWaup?|-9zeIx!40y6}T0RsDv!bYm%nQy{yxm?o=u6_Lc3E?bw4Qs&;ww^`& z1sJD>Han4BgUrx4Dl@(eNO-Cjt4aX_LSCFwmdAckxifqNo9nS|hqHdY)eq2i-Yci* zzX#sWLQmk7gXXyb`$igtPy^p5wPhj~l8QfYXyi}`p=JT5dypcUbO6+2WP%REIxYSq zH6m99l}X4InlF<~Ta^b&@d)qe?Yl{PB_X}8$6h9L9zfxKQ z-(WJt>jO+;Mde0-3kAi&wP(35mrjk`nCX@Ty1fMNz~*at%ohwJ<%;?%P_z;A`x07Mcj+!pnAE9`A2N)HBji zz1}~=7xfd|+|o!BXZCjiqH%gDlz7=t`slx0gZ0fZH^SGE$uR%-cA97|?%E`(MMuZ? z49~PA6&%gc`R;}jg|in+l24rGOisDh-nq6?G-+jGI-}4pl23*TFctVd|0GvGOJ|mm z%)^N7?gtx_^4{=(SI}pmX@wG$HI?7v!5O^!NAgSPm4B=c=*mW?^6I1p1H&%e>sNh_ zZi0q8e36%Eq>ynJWH9RA{$K;Af*)W5aBkzL2{Zn>65uA)2%B&#ZRrL+z0Tzmi-H95 zNno;mjn?^Ez~(9c&@5X{5rsSu>6c?-l5l-zlVm)7~fYl$#|iqG|P z3^OO}%WdeKKMUIaTAd2uEMj9IlD=Lb%B26iDI_#cSKcU6#}EYP=0l9ENxbo<9J*DY zRw81Vy^}rQo$1@V;3d*D&fS(=(!u8Ugl~6|ZSz1g0L?nQvnZYjUr!B!-Rhdh{W(0% z*NRL`DI586eEk|V1pJ{AlL?POF1OM>6f|rKY@KP9Chl}@9&JhEx&a4RFt*|}{m_bY zo}$tJT!A>*L%RAvs<6h)_mTXjcMF@hi!`U4(jY$P33ny5D;;S@Lb!3*x25qkk3Qv3;Z9POCSgZMFi1gdk zexbU{-^;p5#(fn_nnfbXm%jb89tfG7t^$-^K$Q$~;UP$%6@jvPD+7S!Gz$v(_(9wv z?Dc=OP4(iWDG0uxo{5G8s?Yu1kP(|iBbgg%r}y9O(j^^#FQ(f8k%H9vX?FE&eXpD4`awG`gS(uH97uD~a<+!Xle!s8(3MLG&CO0K;3}L53G(;|0Dv!nBNs#Ct9Q}7M4H5^9Q!PPA+upBZ zNmmcLy_;z4@@Ut|O2eWMrR|D%8?#jR=ejw9;?I-9qD|gWL1d#C<5!p>3w+MGrS3bT zK>EwKbnnXytbSaX&0F5%rD!U*h?=td<+6%Go7JDbUNP^%P4r|DDvS3BL{hG}34F;S z;vw|UhXu^tsjN_ah8ZQDv;T}k_{|e~IwOBvGq>Y%@{GiGY)y7Skukwjk=c^_d!nr1 z!mpc!WYWGB%JX*%vp52dyEFJ{HH;f}K3TL6Z}rL5C#Vw!!D%s{FW9wZ&`*cPd0F17`pkS;w{TV>V!U(JmqXr zPH(isTe6d-9&|`dM9jkrhJ|h!#m#Lk^hM8g*;zykRfH5Bo?svissh!mtP{F`T==#Y zn@*iNI#Uso-;jB!V~dEwf!J%hYdg(q(;g>bZVQIOM)hPyI=HO(Z+lg$nJj#`?rD!a z0|ZhHZ%ClKgPU5d;>55|TS%p+`C3{IZ_R(L zT3cS9h)?|Izsw5)GGC&4v_92=xHsv8Iio$pIG>$Z(rQGd26$q*3m8(W2Y+?%W#7@T zR(MFUpzcb{{K-4!BA#S)SGQKlcJ~p`7a{!)Zo`OB=g50OlgauXU!*ibV=8|E112rZ zdxs6;(qwrz1LYM?G`6xkRp|f#4WAl`@J5;$S_wYbKHc~ItrYZe|0CXesL-MDiMo7M zo+AJIH~{oz0)+Lr_*5G=gS@$|7CR3;Q>~<3ob2Q|1QMR1@O(a z0A-2_TM)|`q+jy=A@de#^l!i|)iI355Rpb2Xm9|5G8t++VBss)kcz3_jXB?%ixAsF znjMV2dcpqpj9HwdK~h5O0Nzh!$Rtk}l4tO#`st$PVfBnViP%ewf9@3D25yj@(#~(ib93Ad0 zP$d(i82YcO3-S&R%xY<$K{`0Wm=I^D^O#Gx+gEN6?yAr)d$xpHg#fx4)Y zE6WuIf(_0fUZ4=D=bsod*2EARu6XFbNl%fyak>93i7~=|eG~T5FXD zt*LK5gTSYnK9Zlq%+}$+m%s;9i0PA|i8jukY=ZamLT!<>m~DXR5f9Vb{m5p^>%)1n z2wW!hEcQzych9@>h&S!1Bb9dh``&Q^5*Fa0N;EE zaFx@$koW_@{w@vWpnfv=s)6HOacwBZ`;%Yxk83XK8;Cmw&RgK#$M3pfhq^n(zX}>c z!TbK>LnJ#WrLtSTYAn$L+OQSy&3gBF2R;-Kn`A6=K}<9y_Tx6CJs<6@4!FJ$95CbD z{G06eNq6GPa}MlNCM#;)!dHl2N?^NcCpK%?;&Px6kjR^!VH=c^N?zJ@Q;2_>#xV0O z`S4Y6`gw%}yPm*h@n*+STiQl9vKJ7+a*M_sC-H4`wXPfN>lNy-dGotFjs=zL)0agY zHcTieS#>@>DT)@4noX#rTAYShk0b?hpHmgh@?3|nF;pl&+Ir_aHdrQGrq|*f0KXs!kmBk$ z^SEb>TDuxeIOUDgyWO^}OOagC#SDT4O2CU?neG%eB}LD4m776QJ5+0(1B2>V+H;p0 zZ$46mvPxCDt`c0Z3}dhZQ~moICVPnECViTCZZ z1*iPR18F;F>YA66u8G%buV#TTc#B@O7i>HfBP^gFec_zRezGTkdQUa6`}3pkMQ}C;JVEDlF;C-GD9GnJ#W20c zO(UTLfxVE`7n7&!DeM8`l#|346Q|!+q@`*MpQ_A+pwBvT)j!htw*1>kDeU_L(sj=D zGqMM>nZu_27WcYy`@h>$0vOmDzl1sv4$7A3LZ9sx7&=!_>b5@zN@HZCQ}fI7)`|H5 zJXv$jqugAPFp`$XFmGJ@+Aqnh!#RQ?9i{=E&^Pe+AH7ac%}XD0(dt#KUoI_p8NRIseTr>JB_wj+ zBPw`@MeKq6o<&R_)XlTM`l;dz$f4Wdnw|vc8^REip!@kCRX%ms=)PRa#KC0?LL|Ef zcl(HT*Y`;8RJaYHVPk^&Dopp0YHh6Qq~C$I9}og)BHpZet+5vtbntAN%|`j-<1)28 z-P1+f8@FX}#%Ng>^k2EQw+}7&bHL|~x!m&F{4}#iP3X0MN~~KU>YCC@{_VLx<6Z6g z@55lEL;2#}g)#SK&BdFNzSwtkQ7rBTg$&7a=mgu^yJ0u2t~qq%GA=9k@FoQb(iWbsx&iCe^8N8=B>^=JD?-@Vc_nb zRww4HxU&DPY3VSRm+apf7n%tuQrH#NzkgvoBc+EEjw%%F!#`+tG>FHU*1LQdc2T(1 z`%4ccw)2x?BP;@4YB*t2X8Cu-(tdbc{2sm_!AA}gBaz6hzW!n&8+H7NiSp_u7qd+h zy@N7C&o;(i+Mj6Rbtfp~#ggUX7!YXU$eJ(`v6$Wx;_YCupU>DX*QvPdde4`#{Y;x` zfJbWrw@|GwUpB(NC2j3oA+qUXUwR4)_YZbQ;!H04k;HoTQ=NdPjhLdoDE4c zduLZvcSTiwntp@(YwVNvlHxlPq{*8%y!vfZcscMP|K=~b!xFw|}6v-|Z1uZX!r?U8_!uEMsmWfzLSeAy@Bg40Mi`_xDm-!B5i>`QkLLU|g_&^4%= z$~QlSp!M~^xdjwzns&M)U0Q*QiPz?whdF+NW=T%|tZ+s{dEhr24fXN#z>Tmc6Lr5j zdND$S{!dzE+S;>5eg2F{+wLf_*w(NgVWujU^#mYt{F}a%wIOn^?`Q`JB&N`g-Y2UwboI1D9saNzzVmcxyX0sQ8_WBkR^~_kWwI zt7@aWi;MPku942^Y+1IpCZ*S;pR^n~Xpi6fnvJ%v;vf7e?~3H!v6?dM{4#s06Zt$>92OPR02Ev=;hQdgA5bDz{jfs$|dE$Lwc&0>tS`DJMjB=*B=gelb^st6ukxzYU_~-r_JTH$N#weWyA53-n zG-}UZOT_anNm8n+u;Ihb`W>1QA(Ae|rWG0F6QQ#*-$^h7?&aVWI=|lNQ=|kG`=SEpnFkeW)%~>4hf%# z3@u)Qa8o<%F@C<(mIwAbQ$JJEQzJVk_NRO_*#hPU)hrULy>azf@uMWT2G5c-E#W`V z(McgBFs-ql6AS*202iOI>~7|Y@qNkcyJaeM3$x5(&6qt13MGloM;oSSH= z-LSV2JySCM#91b5qU2}gg-j!5kF_>A($`^xp1*V%f3&0L&EahycC(@bl5u>RyKZ%ZJnkSD zZBgjHv~f=+20@nKa7v8b>rBFS&}ISBqr~Eq8@;bL?QEikB})UvuF8q!|zFuY8mPSdHlfGD-Fs`NXv{@Po#NphNrS|l^Q7|5n3!SLkchB-ZZLqzjeRb_j z>mW{Izw|a>yyJfHz;J@wqt5+twON0X<7M~yg$eJ)cf9=;ugiIc$rEZpFTyCWWB170 z%RS0s>=x!5C_*EZJ*c-;yqL5;?spQ|sA?en*Qn#wSJv#2(DrXxBA1LoM?m85EiccL z*6;R`T?2bcF%}wWf%}OzRB_CDzEjE&fk%V9sH@`}jH5Y(K_c6 ztPkv($l_SCH^&m6Bx|!fLq!*NVhFOskwtRSiqyshx3mU}_d8s2Tzd2cV(}O;^6`su z?@3IS3<(b<3Fc9i^LgKedM>HuE8)?>*9j`?u@efcYi8XS&z+wfn&>yt!4QV$grf?J zd0T}awsS=!tkL{|GFw=MFmAVM%dovo=xJ}2B`N-jiMP!Ha@7c@ ztn!BTNyM0Hd41cJ~kAGL_VXXnh|j zqQj;G)H%G*uIfvElQ7UkeLV+%8t;GqoS~7yqkeZ=`5_f*ND__w`h{Rp@j9C9Alp%l z<)tH+VL>|u??|qZH=^SvsPE36z>42T&_9k?9>4m%j+-K#O=nSt4?U`nuEU3341^cF z(K`9~_c}x#c%p=j7+?C`IWwYN&c)a%y&Z7X_3!wK)fe$Tdsb^%-yU2y7|q~Kyu@KP zn-U=)yg~Hhs{AlVe-Jnwxmah3E6+cDle`VoB;AIK^YiX=A|ZHgmdLkdt-5MgtMs`h zRQsGKp>jWueJVA*pK3os$Jp1lIjK1)y(TZU|43q8Db(M`Yao1a{SE2KEKx*Qiz*!slsv_(MEp z=$aP1H?U8>(__-2cP}>=sozK|#|#ZrBHBrAyiXz0(QE)sg<2A;G* z{lk<9u6;fh|D|r+9qMX0&CZnV^-sLZY-Z(#gr0{CPS1M*eN|AT+uwW}e=a!(gfY;@ z1s>=jXX_=m&F}i7O({SQ4mYTwl*|?XJ;TH&(#)$8fubhE(KS^V+^&FA-G>@Tzp|`Y z&fx7#R{XLuIILb}DA98rXv9!KrV!=IMnV)6X&)HF#f57uMeQpYlNpfli5%1nj?PjWfpe%*od=vPThkGsf&YewOo zZv_F`1#C@<%%?`|Y@#j8-q-dP1ImbxD;Dgvo#s}@mpseczFy&CB&HJQKV^2uLQdQ= zW@4y>y=!k8#HjNbp2|4$obT^CFg~5$y}4*m=j~UO9DfOeix-(6zi#h&)3kD}KN+_7 zS@6^KY(|^>;}!0_0gH>yhJ~~;y+0S@TaFrZ4wJPfI|^x6=xf8P9~_Amo+s|p8NYkv zQ%rr+-m>V#a8Gj{P^DHCWA%3cDSqkl0}8{lhTV_1(Y|msV}98+FQQa&v4xoN{-`q~ zna-6rhqNcEDk_`J4Do|*1#Sf`$IVE<`zA1c+qjn#0j!)%#Js$C3=9l>#MO4|BJE2+ zTpMqh#T1E>MGcZuVCruFMCT@IN>!vC-u)g^(Q6i2;QfL}W75s8-Syt*m0`p;!O^s= z@BeMWHL>tu+?$D#{}Ouh@9|9c`C{KMsqDcKsl!Rf*gh>}iS|V3lUG_P()c0L*Cjc4 z5=sM-MkAdu>^=+qhfz+wV}u7mE+C!Dl|cwN`<-meUARKBxLaAln=r#ttTE=juuzWMW zPnD}iPe)Xk-4{2wiU>3*#;l=c7;I~u3Xx%^qBg&st5>3 zOW|{bEwj5`>1}zgi}nv%Pk&)t4W{a`+M?^<2;e_ZoX;`!BjP_CR_TWkD;3=770{k= zNvhHu?{1ASo_efYKRJKrouO0z3^PkJP8ii|V&l+SpIK3Iado<4abw94LTXXFx@tf} zHF|Y%?_R#>NOUy*DQE2T;c;@zZT{J_bkwJD))uun% zn3CSc#K7=L*#GoBk1a+=dXiI954o_cLm~uxVngg150XZsv*Z> z$Ce&QNH+eXycU*%=f;Tdm0?PcSaA0AI|Hf`-OgXr*z=;wKjke#D9hSLqK=#y&STlAh754(_7PP$7_ zLu?fTKe%Fw7{9KlIzjjQjHmh;Pu5Tv&V5IbnkB+(#%zK!=Xmy^ZFZB1+GxgeT1?~e zeP}7tA(d9$bfqz)EPG3Ur;jPatWnpixHnqa0y_$~V1 zLAvJ|yuZC26i^hV3kb?iSc-->5&74%Qsh-{oagF-5)o2(BdV8_V!i>cwR@?EV=+lkcB>e1l1iMy8Dns63w! zG32e{^jY~D38{{huK(#eo(M@k!TkvAU-is>e71dqR9W+^TsmbeF=tWYGCLkd#KBL$ zIL5u{mU&lo(WJ0EFUx`FB5;9VMTu0cAc#^G#6Mfbq&w`Hc&xLQNp)5G^qt6X=KaV0 z^@xAuiWuz1ET`z-5HKkX0aqr4*Od{6Nk8)Z+<}~&e627ys@r*1FZAVcS5U7lBIxoR z{iG=M-uj?o|KCgAtm0L5kq&$fvh&N_H>8X@x1};7L6vbT4D_88;jR!7S(c<6FYIh!ZCmVjc|~^0PS|SZJbB-DnpH zJG1a~Eh3SHG^-=KHXLZ;cen698Ig(z*$N5jDuUMg>~pL2b|3t5AL`#J!86(@=R=ZlI`LOP&bklVR*iLFz|Y< z+SKnNoN-I5`FdjbN-VC%_k)p?i?wre_WKMiEf0gj%`Gt$Tx5g^y*zT?N4Z((g z)QtDF6^f{ux0rrjkWp|L)800`b|L;eZu@JLDiLvCd`yR+G$GE?^w6Zy2we+|nxy)} z5o3Ie5ihv5u;xN>hf9E zt`HN^;wUf0!IaZD)_9XHdqe1$S$2YtDVmya;Hsm=iaS3ZWiiYfh-f`_e1pt3S26GX z{4ymc$l4gEd!&RdyOnHboNu-fDks`lH=EZ&C7(J}BXPbBPqK{qAdtwt$(nVdH#V-9 zG(T`(K`z(&20=pa{q>PWrX3rqkCpGaXhr)sPko~YW8sr8DrhouyVr#hjQ(u${znzQ zOpPP$u){_ZY0TG6B_v6|w`y6!Nt}W(M4D?8)ShOPr);_Xnnxd$I@|?QU6Q+Y_|iya z=Wr7fHlRGo&a0qfU8Y_QU``t?!-ezXWDqhupyW;~{rdKX=Q^37N?ENmL3JXY^OTSy zDCQXZvQXD4dyV|VgGqXZ)(GYN9MQjZM4!qL3>iynUVrEp;o!z+D&ZfVppkX-d#K{o z_BNC-!po00@4YL^)=YUMYB}aA)+Nd};(lhTKjsyhO%w&~z=(UL%G>85cnr z|9CM8Hp4iJ<5v#mS0u65m4Pi^T%uBcm*|#E!k7~hQ|205} ze(fBWnY%2dqAqSRcUg#{j`yFNDj96Q05N_JF|PGSR%F!tN5_3g8j%lRjVJKzM@j$^ zprFX?ulK|Rxa*M0mU*yQG1$X!9r{P@w1xH%ZrO3{N)t?v$4-1i`;vPUk&nK=gE^#a!Lq*f6LqKCx&K4fTmMz{eovrE zcX!7jM7q0??m9?=aOm!o29Yl56e&pslb+E~+&fSbv zHq4R=wZ*-w;mS}t~8M_e5i06ruPe7u1tyO|k@XWEwa z16nsYcwj9&HnK}KGX~^i2*l-x#gh*{`ePCGuRYgZ@CPyxq&Hot-lrk)^~?yg(3TEP z{;YJe3WJniGK34!bOh9up5Y?x>T{?z1Y3KHq~}x8xpir%FAtR5P|?Vplg+;<# zx8KLl5wqutkZOCBeFtL9NE0!Xe5wfMU#~u`$UeYP!G$1m61X`bvTo^h!8d$8a^=2X z`Z3Tda^1*2JsC&o!&-o!0!Jg_JeiDzvv`U4f}&q|JLN1xbiKzjcR#*p)Ix^ocMDrV z&vniwM!PeJiFpsTZr<%%co4;FZUcIxipEF1&w)_h{wb}}k8WakfH69>d#XU{X$FU4 z$;r}HTCjg2mD?z))L8hHUh_eueUjS?Glsc+A#MA*gJ7kI*1m%hp(HZX7&C^)_tCK( zVcW&a31v7K%H%}JhZGpg~5^EdIYjML0Eu53_RJmgU|hV#*7p9i#V!pnItt& zdhiQ1(RH``+xpsMj>0OVid8e!^ zm1cDghiI@OBCD~_uNWq7FTN5EA&G=D?JG1Y^ zX>ghUm{+VIcjdRiaWZ5PNu{-Wk!L7K-|jP zBb?$TE95?c^3%kL>191&$6T;ZZu0tx=^9lM3}TLk0ti@lLCB)Ei7ARS6VVDVK$vC} zd`w{5KnTU-bw-*=T}A?TfC@MmXMh&5U~k~CX1kTIS;b7K@l^M@!Fu&@H2T+?Y{w*7V9Uj1yFyIYju+Ga$hN`WFVA1r?6}cyuyFgsHp;eK4<#gI_ z6NI@j2V~&o-V8<*8?#mTu1QT*t{&cSRHPx=Hp}=Rm`l~^A|MX!nMh#fvl(Yo>kQ_z zngpTyew12n;G2RMz{ZrUzG5H~30+nBmWT?HwBs#b6@|H1}ae;3KCUx5-AIg z+VdYds6HVTqTeFEUKI=dAww4gD3YY#x+>C<==wq)c%QCF#GDzdC;d&46+rkmvJ*?B zHFr6)CKJE8Jce4|5Bh$*Y_die`w&a_3lh885vM)df>u7UyxSc$Le7$Y21oDj!>2_o zZ&(`#{P7?l$n|r~cj5l^^nnSNJkE{nQUHEjyowMRSAV5!nmU#iGH?OyDE>xhx>|tG z-f+-DF~%tZ9;cm5`m@zvr^h@_QC5q{C+y=~eXgCa@d0!(jLtK*R-IO+v0c=&M5u|= zGLQHCOk}%!hg%U&KbIARES8R2=`7nWS)n8eJ$xoGfLz?agaE+U6rC}2k}>sW;xsKC z8;$~uCI7fmMd3qH@f#s>%h|6@hVy|3H8OJU=VwEpfS2C=9I=#`C*3@1krG^}7p5rv zCaM_Y`Y$jzmde_Xp0n6Lw2X~ycQq_K zv?_GkuH&OVq<3lcON$Cw7&3G4wtU^B(uM@CTfm^63 zf`j)*fkU)Vdq=@J3!OIha63n<<)~ z|9G0ha~+P(rGoA4(&k!zjAUP)*Y^xG|bS;SnsK`+PlV`&LCeM$Z z-(Erqbj(rPa*cgIXq4P%?=?`$EVJFTmpSfT1_rl<&*#J8EewsCbcEzZeicrVK4p~= z-iR=^!<6fv5{B)jhYhN-`{k<4afN1D0G<24d)h$Nt9xg$Q zyr0~i60xED6l1>`=-r>unjtTW;=(YDCkFI!W!>$vS^l7j=T zT{w^9m(Y;)v6{8MA$FcdE+wYGC!hyFSoXIbelpD9@W7%E^x#W1l7Q?o2TL~4a~C;=F48YikSp^|cIdgQ z5&)V?+K10wMkA}i9iypHLnAKSq@KLwP;~EPUN!Ti{hdU*kNL<8_bX~Uao@PQ7fmY` zFkCN8q0hL_Fa(v(zVqKIqFaNQ1y&*10MP@#8rL~aM)$;MSDo(GoTaIMo~5pq>9&%N zOYt>(=`{*e93HB;&LG!u|E?(Kk=qR47k!R$0{!i7zQqMiRjuyPPt(7(6WdQM>Yrae zG=!!cDV=MlFcDtN?W*!Dbp+LWzI;kECrFOWM=e;Jkmz}dWsZB-g6MFGm|k1)C2ZQR zckRJaf;k3wl@9s?zSN$IGB;VVqPe#Q67Dk{oC&@4z1m-vBgtB%dyqo{fKrs?kyIEw zpRlis73Q?GTjsg+Puy`E7TKCS69W(hJm)c^+45 zPQ2t03CtRUaH~Ea&L7#_7N!ckHN%5@-JM0H`F1Q7y_P{Zs-vxVIh!Y<_;$4-yXQT@ zhjs=}G(Vccpod6{gw%GyV&G>5xiB43g~mSkLZ&Pj@7`+OC&sA&7<>w1f}@RH%-^@v zyQir8WY_n_O8!Lhn^5uXVoL8*PLAy0w11!5a*VJmBj=cLI`V&nxB6$$9+6fY*0%lBfv6o zhv*TLd%U|#KnegW3w|kU@J(^rh^ZC1SGl##`wnpM$+#5w29DFZb-@R+9YX@}&c@ZR z;R%?Le6j;FearI?e1k>A*U{uo58Gh~o+6HRDRB1ekQkJwk*m%rgpvvKLU~4=j zV&x@IdAx(my%@k5ncaKueOJ_eGKdK+Th@m5V^I>wNEEiP&>1B zf;?twq7)WUhP70D!78Ok1e!d180?(aC@(=M9=TWvT0x&(S5bY8{~aGlbfHr`jvGcL zm=B?3!LM{auFO??%7)*Ev{9rEV`{4izH4@R%e(T7bBTWGcP{`hm0*=E4=r;F>hZ)l>=XHcDcAQyDQwv84A-5ga*A4R{BF9Wxu55eD3YsqX|X#a~TpI&vnNJ-T$X&?bp zTW3tPu9e~cu-bM1TD5WAx%T?)x#ifJQ*znCB5K)@TO`QrQkpj!n~p2@2Zeuvc_iut8s(#q z3RF?q!}_WO_Urq|k!(f{T#iQpf=4g-?}$r!Sjzf0rhg2p3cOCx<9lUWt2Psgl$6_( z?{3WQEH2cV0;o(tpexj;H0M!M>|Ndq1CZb09+PP`_^ z%KDLsD;;>A$-iU{C!)Jn+?ub%1uEWY${pel6gA(3x6C&d?t7WC_2UFP!jXTsBfy20 zo0iougD#JfjLCJrEQJ zDIo3tVUkj6LG{1q7)3uBN(PE;qTX0cU|=x0b^V8rPRmeLMuad-HnXepyiQ^`ZanLS zT2Ch(eTCS>t2GnW?BJ~cgK2Zhsr~qyaO3`iBna6!=8u(E zoc?JiV?S*X8 z=f7_-^hcHZuBzI0Tm(2D`R;2XU2oxS`uv>VO}W*I_5q3Gy!NLUS0l-@KYS87c=sN^ zarK%}a9PAdfx9+REq>F{!@I6#KWBEl*}u&;>uI^|EH>@$P&@uxXlwR~ zbeV?9qi@66q>e>fC9Z+x6K!sL1((Slu+H}EiMA#Vh7wLhq<_MvBpi|Npn=TE!joS&S0O~?VSc-Htca!Z;AB}DDI3r!wGvYJ|L6=q?YVY|~ z!0ceF2}4X9SBc2~1;GJx^{iBu+`^MI-&^}@KK<>2=y;ANTsf`$v3a>oZN`B6cXq8e z?%ejyH*Mn-jD6vY#+|1SOQ{3`eOIZ!^QIO7(!iB-dWAMZ(Rrtf<}uR=Vs*DZZl+C@ z&QCCuMG$xa44tMytuv~=R9N;IRK7>_w8ktgs8X!yU9&3Uz8=6uy>M>o6@P*k7-soB zuEYHQ0}%J9Ax^6?{=nUNN*ZY*fl@AyS);V?8pr+hsa9*FQA>8_U63w91os(=8F_UOD?6!4!4^|GPeA!$)i+F2YskS!Tb~xNtEMj!N%* zR;7+oMD`|~V5smHHgcf_|fXV--4kHaHsmfbp6!2kZ_%w~)kr4jy= zTZLy}x%hUqvx3KDD}=D;(f~oAR+^WWROz>pq$Et6gAIx!@z;X`n}F<`oLCCdEynL2 zADs9VbZV$%r9wl z{_yA#0M^J11IMtGEM3x?SV@}sIIjE&8PvzdF)UcGi;6cHuTeI`CZ7$JZlFD*s3*x# zyXvuEC%a}H0V$I9tD4|4xssvHESeokITi*SdsI1F=rDzg`Es?z_N;uhrF;}Sx@%i~ zWc_nf@P_{&YKR&qdO~v?0yzJB5u<$U3VwYp8Z2i(#B|~QJysAK+PGpZ8qC3OnP#hq89=(kzs4b+l}-mlWq#jRa(|9Ogz
+z1?|{z_H0Cx5*{7f*};-JZC;@a!3m;IH_W(boQ5F;a$3i2^SM0Ei)pHq+|ZV zabGh;r9Dss>^p`_n}68HF}gn3gS?>DXt{LXBy6`2(va(m$AY_5gucbJ?$YPR8#wGui#LziawIO~et(LzCYWO5i zWm>mZ6JiSLsO-+&1@-iYh)0bYiYzJ0XSRBgXHgqnd$$Tw;i6W5Q+?G_1)nBxI!)PZaNC$x86mBrIScY~yNq`r-?9=_+s_`T`3X9gh+RT6 zDjw9U{e&oxxIz0{dD4H5S;q=f`)n8;f&kQz8Q$<_2N|E*7Q_gy_K5~Ut@(W{c{9GS zy8DMr6UK*z>{ilFJ4+E}mXu&)dc9Y)Oa6TSI}H}Yj4Q|H5~kYIRbW1w^UYTihI8%F z+#mq1if2&ynHfSJjDb!?;mGS8R;vmOC4snNkvjMW@d-m16no#F7VgzwP-(xZJ}ZR} z9wK`@a|B<~lilPFQM$MTk;>HCh*%Lq6JXseC zm8yoUTV~M%dxMn-C;yRhpFU=CmkoE=52FO7L0`wY%ow4JSiv-mPK%5}eMnxxYg62KD@vbNyRzeiN62#o7#-MK!IQgyrTRkHg2`-lG{RJ(!U$o6% zY?!(V{z9s#USop52^o%He#5s#_$kGW#BUYfk2U|`CeUEB_}e=Xwq85oTPt3f1e((jA*Nda~Nna!VaL0A05W3DxDQKsdeYy>bV5$EhfmZ z?~N)_Cn~7jwTZP1Iyg3OS^($8&Uns8)cc+JIxV-GOYFJz!qB7m>)2CDpj}6;;*RM? zgr|6M)M27OXd)Vh5>!w@@HXQn)fZ0Sy3kbr&G2_@3>Q30ZwnU?=17EaP=Lfc+UU`b zPtd@KPd&D`_QhGs_2qc|g4;xR!-CPP*9NWbFQzLYT`2>=8o#SKlNuK-=U;jN88T|? zjdtZz`gA4wrL11)-T{sRul9#dmyK08c>UphHK&$JVyIETgTra~_W#{8z+w4l6Pe-z zW)4g4p6RVT**s$E4iHjMEvXI@p-P_c^!Oaz>wX9}vc2G#HSA)x0 z3w;nUaX|hwZ71<(r3>KoCcOOgt@|O<4T>O1$yK{t7wuXv?X7zG-*`ipSSUVTljIfB z``=EuSOsO6gUfWo3kf5d_8Wy+qWBg+m9>(xq=?d$dZm|z<6MWkv%FQ_Kjb^@;ADqE z_KW=BY(!TIMu=!Dc6h8vW6!$#9})<4qf3wu|MACI`aAg3jJ>gxh@GH@iVqG=0)O)& zcGNhucOPpA#DCd?GutRr-dEgYEHi;SOKa^F*qyQR?Q;k4RfcQpwjo7#G~C#9U28D^ zu1IEVV?GG60~rbRprPr2NyfW0)THa-T+`xsKOTz zs-{NO~Knel{=%{Yol|HYFf42Z{->ta= zM@=H6v$3^An)`fDm5`zpoEKR{WE1!u!hAocP0lx2R_+;tS%S zk$K7g`~G2VM947*72gI&wuv4&z68G=3kK864D^Zp>iv#@%e(r55H8}vqY+C%;`*YR z-iOgqqle#tp9rOe#QvYHPFz>F?c2-q#`*zhk-duZ`yk z_+nBFhv{;}ba5~+(fEV}Cvbn`!b73@W^gy13~y`C8$1(SS%Gq8>zNm@tio+K*JG=L z@Ya7&eb0Rct_0PEO1r$E42m$eur~YP?aIvnaJ?Pvh_s5MnEa>Iv5H~LZ&tN|=rY^@ z|1E3SS04X;R=^#i_TKXu$=Z(qujO3?-EBhP-wH~{e;U-(5IORpH#K6VHy*J{a)G1u ziMP;jK^>Oe`?&?|arTFu_s8v0m54#~>Nk<_f!yVg?x2W&v;6s-V-)Hi zt<%0#<{6_nt+1s^8rNJGw@z1{HBW{vgmKR3Tm&@g6k8@8=#ab+L;@4rcYoN!o0 z*D3yFsF*x;`@c$n6!l{!TP%O)A(JYRDS_iyiqV&nJoReF&<$nmaqi}N)~F-S9g%m-9P+u*bT=UOB1%3BtgU2$zGon&?akw-1IH?h5tq9$nsgN6-BwJC zlN!^--u$XGGpMbx7v`rPBEK<<{x5!bX6k=hUH*<0-L~C>Z-#I-*v|?D}3U<(fonP)iG!0K!$&ApHcW*^b~Xro$YUV11$UkZ1scWL{AQKPZMQ za!Wnr_UqB%SH=e)y@rBov+Ml)S`@;VFCEAI!j^J>iPIbaz0-<_fW6D*u!fE#Vz*4MU&*>SizXsy#D_HQ588U= z6`C$%OjWJIySm!8v&G5L%WPCjg5tB3tcXE2uAFC%OPue{t>jVeFKb{7O3TcXHoq2P%)<9mqS z@gL0aby+&U4C2U-$PwpvwEI?V48aGdWCO_LH34l=ls{aWsj-|%U0xly&LwmHRl<~~ z@y2~FjGhK-(ZC5+gmlW(zWsmD42invK|%1^GO`NUBFs3C=pDVZDdeHqt@#?8F3CxQ^`|(sO74L9K8jc$vZWYTxJIfUu zo@?KO@b=}e#ryU;nm?xq>)`_V)bChqTARo+rmoaf6UB8iG0No;YKGyoZFsshP;FWl zLx7H6f;rArOl5U1>F2r~s{@xcHej?V%DpQayOzcwE|ULs%!_|RoqEoUPB0F5D5$ZK z0A!wnP>uTk-nM4%HyTOj=X3aDz0$$?L^fek_#euA%6AvxPnWmG5#nWGh z%PF-f{Eu(LGE4Ki|7M&?vwpgLSi$oGixwjNj3p5>tmgWnr=|)~{$q{LM1m#R~AR)tE+(tN* zRP+)6+zZ}#ZEu(D9i5u+MVBQmT0bKy{oI4&X?wUxKeh7cxBstOLP7?2?!CQ@N_1~q zhEn{{Q@iN0TQTPj*!yMb&GU!hbEupLPrb-Js~x?k>y^J_AbR=0=jLdYs9!HU-jZa0 zRT_Y!1%^r2{>rf3vTN0KB}fm_{&7h4;FBR}`4zmV*+*uhFhJ*CeHdaaXi)ET57#QZ zKR^6kklSv_-cg}70P)Aylx!bA10#a59TPqBsGcY47|n3^7dryljAwsJUd^?bNm#nX zQYz)ah>4`0tlx{=Y+<|XXU0}r1RK5+spH=w0crB&({XIF zJ{0Bi!GKcBn-_8Dz-l3&z5Ll+cIyqYoY~j%ck?0SpMIS3?$pm$uxs0gRDQs}{910p zf5~S@Z+QClgFhdRYfCL}*4I+dSvtp!sp|iF^=_K-iO)MJr1{IuV?6oBW2!dEG?gV- z8E0MIl#3@yntrdP&4_IXS35!|Jb0&`{SZNCdTQGd->|(0C#2LbZvi3F8X!a(QWSko zziDM`Jg@kYiJ8E-&3|&Nf4X}#>wNmH4L)uDb_yovj^k*?)%@fx={m};Vnq=N1r-$= z8OTVz1p+*<4{>mgAX$7oJYmhObvkkXxfq%UjcU$ynE!;pi*)*1itgvkEoN9aPgO0( zhPw-Sdql`AI=|s&sL_Zm+IWsF-U`7=%O#(|M63_o3CGzZ55n-@w*k8!l`Ec3brn-P zv|BgNMsVlzIcllMasOBP_YGU#hQ?Ek`+n(W60DbJ&S5cXu_hGL7p4~Bu^A;`DEfvd zVnfIhRJs&MsjBC}qybUdzwW>+c3JGkoS9P}X zr#SC4V=n6v!tnU)-zUTm&@lmN#BL+jL;=uYhnvTJAzeNUzsMf5fcDTv5=uQiJz%vN zyO|+BETu{@0lCLhBMAUsH6A{kQBY~EFkKTLlBl-@d@I!LQz5b?feEYz!;O3t{tNLi zX6mGvQK4xFii-G{PJ7_I!Vmb&$`+>j4RRE5E3;4VHNpVa18vFWvk8Ps^Z8&Vfu(V~ zK{I0nvdP)N@)Pd0i{M8yXjMDwb*UuOxiu^0Wvy`tAps00@0T?uNE&DyJ>%XwQog7W zNAj_|v=AE|K(+n8ekCaM)K5ozUa*&PR!g;nnNa`bUC>-s9Yet?`X4HsXlz?Mowv^| zH?T)fcBQKp_l7<&@5Fqp8+@KGZ=|6~=ThX zjy7coRv#xYl{9{CH-9E%@5kHVv9w{VgL0itRWj#nB%Y{cuGE3@0VS?G$cYY&XE ziXq_qpkD!j5ks{ZU+^yfMe`#oGbiIxgU0K6<~c^`wPLn^s=L;E{cz5vI?TdqsOQ3V zsFSGB5(k}SfBpdZuK&|#ZtlaczOCQr0rU%oLvvK}lj0dA*M{FF;JThsW?ScOIxcE* zaPR1`y>MQ=e)URTT0(2(fk|FXYPzjq&DBA#0aYiv!?>Njf z@Ym`tvr z0Q7F+We4^5^j08$^{(rbW*rqk2p+cd1P}csb4?~lId=BTsR(ZUrOXt;qVwA>0`w|b zM6ue~l8@DT6;>;THe-9>CRpXg>oYcjAYi~lYrQ3|TP>Bo|FF$~$6NQhcwspnf^qRH z&LZrMYn;sC4BNuUg4#7Ps>RBg+71OGV4_&rEp(X(V^6KRdEf_HB@i%;up9fo{4<6E zWV6Y$Zl1RF9ITW`c!m)>0#v(qbx^p5C!?FKvQ61B4jmWW3Js)_h+oAMJQ7DamkxER zmC6f_4VB9i4pC&`%f>HVOx^fbS6r`;ev#k6IW5KeQQ+APIhBy~)*if~Z&_4fg)Pg! zi-+7jXIoY}zPmVJ31Db_QVH!skO|=BHjh9Oy*W?~{D~;=bZomQ@7Skzzrjz(S;?>L zlf|L(MXv2ptAEn}LH@uaIqz&X5c_keJT11EW&Bv9wypS+=d<@5vZu6UY6EB zADjx)*{Vp!5hujw^>1GUmv9gWO>XOenbWAQse^-iOxjE1r?hYquSJ>Qj$W(Yo!ob# zUf4y>D0aTv`W+V6Z0|clC^wB7d5@-5SpxjqlIz zC+_Lf{?#XuqkW_~s{x9W+W9;-4&a#gyllZEQwR8r|8zXmsj{s4VSk|~DC10CDLN&M z7yq8MpT0+F8r|y26C#e=?QYB#VPis(`!$i?Hm`r^+;@hHEXmv`Y4>sA1&%*c?wU`2 zXmrow;o!dW~?Y@A^W^Ht+6_G9P-}l)-fxJ9>OM42`3` zbhZ<}P2aGTT3x0B>u@^M;)p}L zkUZ4L@$~HuT`n92rG^kp8=E!A=+9|ooqgb^ST~Qm69vFzj<$W6;5B?yeOWMmIpz*0 zW)w7VM+}p99vFCj^OD!Z8YV|0!E9Qkf0nf$U$QkPtjdpCdf6lf*b$tLZ22S$_MX!v zivX%rr<`X>n=HW{2M2vFBEC*lw(CB7T=&OI-#5Ypq_ZcVMbgANQSvSnYV}Yy`@~!e z?Y1%ey>Utd*z(p1hyZXzwQWi$*C-6x`7lku2&W)kOP@HirhB6y!IWJ3Jv-oK2^v%u zg9)bx72kw&1`4M%0OQ2TuV7>ZTX}rP^! zwVA4)Csg5}Y!4PJI!0H*v4IZ+a`3SdI8Th5A@Qs^?AA-ogja`Poj!~oNBaf})ihi^ z6niGy$GUzy50O>Z{%kg`u3hRr+9jFE#$q>Ek7Lar6|pG5IIN z2oq?2aF`B4#@%n>+6IOhQnPU%DhC3`#6Py%>xhPBE3Xous&KRD?Sfmg-BI8OKUhb} zWqJp%wa)lIAS&UzONgk>6lpV_b_^~PUAv!DxG_*@VPk1TMSG0-#C8i7TAZ^bYcIs^ zrEev8Jty!BiTp@;CntT)1Jh^i8@xPw{cLIPm^~WhkQ&rWXe&g0(v}ev`tNjsxSRLDP?9kLBx`N`Ubdvl%p^$l`BuG!LQKf51L(Hh` zc~rlpkNAklSpeUFT6b>cf zDO|OhQ=(~1(X=eO9T)ZL=m#Fhe%m${Tt?R(5Lv_e&!FLdEkkJe6JCG&irID2KOEY?APw3Vg%&_gNn8Tzf z;FthD`LlRr_(ZZP+WUE~4+aqTrmAI#7OK+62G{yh8#z&E(Aw2)J#HPv*t~0|nHa?X ztqWIz8%bu7`;mU8zq_#z!}n$L=h6Grl9X#?iz@#*vC)e&$(yK!bSH&u-T{jC^EV8e zXAAY@7meq$w|ZQrjW2x-=mv1&dhsDgncrx$z~gM2gMWmsh&+Pzwhvd~-0JyJr-}^O zc>vD)sN%vY*L#$He;&?BntrNl*jPL=-o&aGbC)66?Q%KV`u*>mz<~R=X>-eOeB&f` zF5}eidMv7mmtuA^XZ>GgPKN@D(2z)YS;?Yxg1zlE3*1KiNS*xeXpn zHr6gHB?SvKnG;h}p~s62g@G^62@B+su|%%X1b?+38HtC3M?CScUs?OtB`{`^g-c5) zL8cX4R&^Ps6?4Nw>NV%u856oRmAQ`I2o{tcKnkZw`vXQ4%%D+W{;<%>M4dU2^v0f0 zW(t6Xuq(2wxY{ji=R$BSbyT7Z^>2wD(z8W|GhZQoFX#`-hp|(I?sa;j7kmDz^t%?2 zo(~@a>9~mQ-sB}s^IEE3g|g{KrdX^W9yy8F&%7C*T8iRfRBby-R#C?KmL-(mg}f0O zMT_O|TpKOfkt5a=iu)jTGy4F-W1hovc)XRiQ_=F=u{&!t4dd`m<)WU5^{1$1e(xa} z<#8bj9eZ=V9O93$*!-Ya1I5ZPkDw-b10>wI_I@k5e*{KcWh|tkuPZEzvM#j%x5QwD z7TT^wl~L%kQ;cmhASbc=1w}{mJzA(9m2oHh1^K+4PFY^*tH*BJ5TFQL|Ihq?rS4kk z1Am7$%`}|m)|}~1K*XUr5bGTo9o^OFyjg8C%|wKDE$FTyFE8JCe^AchxFXC9u6~6n zd@2s|h=`BeaL;dmHXsVloQPjkCSH^F|D;w`{*hMca=9P>4QX}_4MC`IN~>uRdk>8M z)FIX~N)}&yiI3(NiH{r)L64|0D+GuxR5vnInNfADp=8rVF#ywcUvNc3==p;&m|u;J zW?U0$nFLmNAa>#lXmseih!5kgs~AJ5euK zgA6r!(PDt%qC%%5N>d%gN$~+EU>*0ttVTpX#MqO}z+@W&gbd(NpM@44@$C9j975}9 z8^=e}M+TUqsfNMf623pTLu7Efix_fQScg=$hp;7oJD!GEOxW}i7W({QZ8wpW^kEvS z;7py)JIPFW^v%;e3}22UoydhK$k58@Z~!_4+3j7zjxyJ@LYw&?uXv-0OTP_=0OI=g z_vs0C&^wM@i#-gT-@Wru%|PFd-j&lxG1)km`LgfcDYr6azOBu6nv}C(vtVe688F<2 zXcJUh4*D$(Iz8LTbTk8kVu`q|umYa%AY0qp)Ibu2wstF|b?ggA2%=~zvz}xSCJqlS z7vK?({TxefHTPq2qM4bU*(QhE>{a4Bbm{Ywj>w@AG+S>**FUDZ?+}~7@1G!9dy2Xb zEo{eA5Gr+ucmV6xM9${0cd(JUpv-KhfTBsx z&2D4onH*l`kU+wU=EzNqwa~P8pAqvyQzUq;mgwGl7Mb!2GGcg_i8~ zM_|MEb2Zn>atDkrLhzXVuHe_}3b@v0t)m9w?**O+wT|gQPMUE=!>$=r^diT0&Z#Zk zoFa2IlrbXdNc+~{c%!Ve4#)DzKX*TCsYpwARm7KP-`;x4J7)#A?H2Ovt%JtMJ`GQyxlP6GH? zdVfELRO4r~VHTg<2Yn2!4Zta5dj9B}KQML#2qo6B6I5@2;Fr&;Tdlx1A-p${v$0_& z2f{Hr_!NIKsP@MM`lrT0h-BtCv}QD$XM(zh2sz|p*XGl< z`@a^OF=!y%*+G%xX)V32F#fxb^(1PVrJ*JoBA&0T)^S+B2_dkG6swmzjgv@~nP~Qj z)}0Amwd}XAuGB2s<-liAd1!C=Z8 zs+z#6zlI29SW4zd>J$YI=Z)@IPjMz0Gc%fl!{vSbP&XcckL*=$B3B-0kkZ$fDDA5Q zd?R~n{(|8*5nAK}NWaj3iY=pL&hsg-gjzT;K9F_!x>e)oBzk=^!j+VhYYWqJYPY-) zHD3t{a7+i%Z8U=ifCs}{Cs~n9dnLRM)wo)%3O8L{&%5SxC~`UwL)8GowO&Txs3Fls z7uX|2-uQ$(qS)4*;V4Mz;U3rTyhv>tJ5ue>Wp>qN!|{ZV zH6dr71fY)yEfFuW_+pxF9<${GGU|BL4_>lOMIFDs+}}Nc1ux$0G5MNvJiXEcjC+fop&rKq>`E}-NfRnXoqAe7d1TB(bCW*2P6BPhA#&ISA-Hu+o9XF z=_xXMV;yzqpaBQ7E#28xp-Ac#ST)lQMOR1qRbV_lnQ>^Pq(9cbIYj~D;lTSQt2aga zQNp&o2CjUviOd3+dW6hd>6Ad+m!DFCFB(p-0r|{vb&|)Y+*WL$s*x+}FI!CMW0Lju zE*fujV9MCoCF5KqkFz0af=@R)zvYQ+os@2Tu$er60A?|WoV}Be?%YxR6@yU>Igt%3 zKB&;<3yhN{sA$`e-glh zdt5-ro-%vC)E7*3q~v1m%~I76SQJ7jeEME})*%kbQ_2SVpyweuDQ^xpt6yh@{FyFA z;yB61s&x&juUL*z+|}ClRtlLhbZY4y>822?d<&}_uhIktx=)pSM}_4SPhSQ~Mv<$Jb7`qxP`(dgV@YoPx=D5jw$a(!$xoJPb?Tje+EOt;?wA*RXv z@VD{i)rKVz+u+v6L~o*(lkfc*wEpBQ`Z3$%j&mnHb z3Z1k&wmpRdt4NppT)i~vkeqAxVyu>$5w8wCPNN}7#o~a+=m>p4FEW>r(AbzvC?|QYBTe| z?(Z4llx*u6-k}bBlhb{MbqtMalVmjn>5b%xM;sNiuqbqs$%b|clA9Pl=~%ihR3K=0c)~sWl@>*S7|_SWJPe;MFjatmn(7L~mgz2BoX@H^{y z?1UjhM@N5b1tNd)e*C~g#H82?93I+s`MbcAJhht!6fgfRRRr<)-#BGc#}heST#m;E z&|b7F>e9uKAZdHNmo~b*{~A}gzv?M?MO4E?Jh)^|t;qVhUldsJwkq2{SrPK9GAa#% z66!D%5Fjsl$X|l6gK}MH_5QbL;}ZuFeBV5rP_CUL!yl@WS|tDgKR!`lQbl)ieQXaw zi_Lwy8Z{xt%lLojI?J%CyKd_%DbgSyEg>kWAR(OsA|biyk}d&>O>Cq=8YBcsK@gCX z?k?%>*mQTtyY`*WbKY~l`N8Yj#edDY<{aZU;KA2%#`Y(Hd+Rhb<~$YAAG*dHQl14d z4WoM@M#@0Q@K6s6zCZ@i`jG$px>spf>!-BP;dr){KU-*@0PPgmEg}qFU?5;Ud|lha zmCs(#=&z;MuxD!P#l*;QXrdz%6WKzZ%nlrF!?t#(eEWIxd+l883-NJawEv|^kV@th zzle;C)8w~^t}c~L^)`2&MoAmj4T!I(unDK+CuXm|;%E!OXA2dTmIBsLZBk0?P3Okx zX|lcGHikul03urGu)b~+Q=RQ@q2!e{G2J7R&=U7CM!8;G{W%rIBcX)2eBjN%)o9ai zbOgOS73Sj9(JM$oX@v2;tSj!DGU7=&x9T$UU#ommnDL3vgEH1DV7J&=d)=YIA zx^P!_H&ibi#5#nK^MsKlM9Xt>m8KgYZw@tjQ}RPIDmfwV={g6p=TH$9GSpAf~4*jo~!7x_;XVu#X8b+KfHi)74sz8+m&Xg}(Z ztywa&3RC0QE|{A0m$VhDm;LSp#!q3Ck+m>c;_>p2S*cYY;XEs&L9aAbEO)=vqlbKGEHr`|MhbAwFRnDZxWso zZezYl-h^L{B*|ea`t27~QR06MG}l|Dr1rNgTk)5k*_syxZq<%*<1Uw&Pm+1a_x)<| zEZ zT%#3*^r|pqkKb?ferV`O@tX_#F6w(p`==Z? zZVbZBuL320N-SbXp_ZonrR^AumL?po*;2*Egbnjlw}ocLWMA4>3Z4!0Vi?YRQHe%1 zx4#>*yh9c7eZv|!&AbH9(&TZWQa(vi7;EdldHOCBbkErZst8({mj{=X0qyFBpCF(y=+bV z>(QtpKj9(YJufoD_+5Ikb+65(@V=uSi+C3_+GVcZteNT4JNes(s(QM2#V3UG?YP5L zi{{bj?E@FFt=&C2VEY@GPKUQC}omey=zs{EUh>uo*}*fV0hh^D%Y=QwgUH zkbF2H&;d3s&6lF-O0TT+G{pB;N_WxA^4?$@rxeu$pl^=Q$WlvVcVb|Om!Wm{Mr2~} znB?9ZsTY(uBAJvnPUe)OGfzg)U!Vy=%Fr+a3!_w7+T5Pg>~S-@SFVsP58wGjcq`Z0PpuV{PaaokWYBpP!g8mYsCN&gB zP;V-U8JWdE`z59T%(N6U{ARxf8B9EE%dr+n6eoxaIZHqEh>dJ96^Z4(^PSAAq@Fh>CW|R$he>k z4@e8Ch@-ROfUlsWdl?R5*SU1(FFGig#$-6i80u-9-Pco^ocg*?r%8?+W4j<8ne=2{%5b+3MfjpeDCIUu`(#Av525`^wQg%6 zW4^eOoo5SKkwnOIhXP-T9}PRWp7`1(06GayjD>8*g8A;~e4>NAuAA%2<`PEw?+hYPDTu$yrzi|JUt01MV>ja_Atf7Hk!`#FVqJ&e0E6~(x1*_QmC>S1| z>3@c{^CMBy0*20k6%N(f8W)-&^gVVk#=80VWx;-&r?x2etZB1RQ@tR|vq9Y?H6!%! z)d@1--5z4lqI)U&9;#tMTQ5O?X+bYfiQRK%sA4;b`tXgkw1OY4aB!CvU=kr@h|<16 zs`oRJh5byS@k|?MGG;7OK1nVlJrMI_VBHrV;TaRD_xxfxJq_7la(gV>g$?DmO3vSP zT-|>Y=!5C$7+P{(-*Z|QW)QB^tza0&#j?h^5h?4k(tg4N!_zjIyUHwF!+v-<%_YF; zFJU)N$IgCYQ6AaLIn14Ia4oN1*bLc}C)tVs%Af{!pbU!h6+OQqG3AZdVxsg4Qw5ze zSSV`0e`&O=2Kj&;k?me00|0@t!a04@lsY>_`28M0fE9Tznnuth8ah+h|T8tx;EA?@x81#B^>0(foyg37`#2G|!-~`fTSA;dEO*XGe{DdhW`_ z;z}3>T}G46P7seQ#|#cx9bW)Ac=UV)s3Iz@0myW8d}df$F0Pvb>23fQT|^ z4D3Y{`Z__z?SqeZR-8)8@2mH>jxM5?fO$zeN$BN@D@R}k&{SWe<E@l&SIH=j#UVD!pCrjun>Qai4kRrp=D&unlZ+u7W$o-08-z`4WEw)ZT8Cf zgDDLk2cJ{A`IOM?dtSxj78m-WK~*4*>-zmUaLaT=UA;;1M4_QOc!}(ZL;L=L>ZdJy z{0T;}D$6o|X&PX&oi!!RRSVB?uEVvsW_h-V+uiU?brgyfDEL~jv~yHin~>}!oVxZ@$Oq?obl$pcNZjL|T ze|f7}sDGEO_DJb>0vFc&tS+g9u5yx%vP${()$yPY%=U))pJ<&<%mAuVbTTtEV+AdP-SM|@m=Bq9CT{>ovsx=_Pf=v4jZtp75Ja3}_K zkCy<=1(MkS3oU0ICJEcpn7S_1IG|e>Bwe~g@4Nek|ED)lVDC}rCU1_Jh1J3Yg#bd7 zj+Ja`;w(Wg=6)*#=JSBKGs?q)?Ftn?s1odddHI3jijZ5J&{d~|Y|vL%sJle}6+9tM z&>8C>k9IcotEuA=-+e<;Nr=qWvoWr;_3$3>{FD;jeO*?AM;sDirgGJtq~|?Bc2Y-H zIB~Y?TlS#x%iUda#Oa85PzF`UeLX zqXp-9PCKmF+W-_kLQ$1>h1_%l=k_dQnraJz?QmU(Lk(vK(-t0My%S}~NpQq_BWm~9 z3lpmTXKviM&Y#nYi&u~!Eb@8w-+f2QFpoC%IB!=sF-b!JNPoK~=FM@^qMPa%TH!<|qic2HH zp>01AxVO zi7THgO=cY$AMc=N~g7hK6`p+_UC^n&zS-!w2aG-+F?CRF7w1Oxi_;0dXty9F#U5E>t8 z8lN6Ga*VN2MYm#U&uE|zue?kx*WVQbPgsHgBdSjz_7=NfY9YV4p-UD#64*aDzl+2s zKj17#`QgNqQ&)8#*!?h#cf**^P-r(Z?5-TA_m6I&$9OXU5I+9fE&y zLh6H#8`hG46rW55kUhMG3`;DDbkHS{*{{il7#1x>wwoSHCq4fX7Zm37y~-n7o0l+l)I!C>4uhlj`cBvM z-sf*!U-{4sf3yt1n<=lx4>wkUV`q)in#u5OTSa61(fSMowk{BlBLB`>5E6=T&F$~b ze9E!D1V}xxIYvwkcz`Hz!A6uvm?Zue%0zB!GPOL2mzGT>>bF;+Vxpp6^Y)h~+sz6+Q;mX5Yfr`hdp4FM7As=7G=J$zSneWek;j*wj;SRObj&Nri??Uuv}B z1*&!yZfw-<;sw$4k@X@|=G4FezY;a_Gg;K>2eoe)qftx^`ri4vxRNm9l&$awGrd0j zHk0ss_GbL5#JzeE-aI!uAM35K%|G3erRUuBK$_+G`)Kg}KznAl0nxoHSv{eXFq6ZX z>W?b?UBO>~`LTtbyc%ql^hn=|fikDAhGKoS22&O0@>)Mj;oYGtftA~q;4Hk^d@fP1 z(WLm1^NLKMB;e>8ba}fKZ7pUQWLut8>Z!jC*XwoZ&%GC>@>60V1OwqY$gq1sLdFys z+M^Ue%B=S`MVChJgxHl z=3+=u;4zN@;L3aJN}Vg@7H*#R@x_cpdTbN{OOyvkv(iD^v`ZkcFhBMb(JMw%`*}^m z@NI*i2srE5&nh-{^8=h#!y_`W=X*M!YEs~;_mzmIx9(vNGtUA0!{kQv*bzK+m3uvB z3wYg`qNbJ^Up;E{Q$j`^tNYI`CsS_-7sIJSfa1aZwADiL7+qMD!j}DID-yYqDQS)b z7yUj{*XWv8PVRO+`_NGH5Kj=E{kws`b^qz`gow4#m|X+z^8T~U`hJ^fIN_E5_jyJC?(#C2&fa7R5a7(#O<Ic zQV5kGS)8^#Mt;q~>n9H)H|Yil3x8ve2Gd2@t4HxZ))R`?+qt;zc1aaiue$#|$J$GH zbR5a({1w;{o>VHtew|zQpbV|K~#nu>nTDL{-MH>bszmJMK<}OZQ^J5F*F$K-WY54VVz1YW(4y zw7-Fy2|@__jZQr3kO1^kxi1_~;ukU-rrGag!9+bs|F``7u<)#mjJO2Kw@egEe7@@rc<> zA%ALnJh{8&W3*4kzV{;O!E&`r|K;nqMOI;utG$0puQa1Kb@Z!)WNKDVYv<5IZ$35W z!yU8F&sHo%Sj4ZR0%m;FICJW&?}FwPG(fL&x|MW0X#Pweh`2sW!uE#_NRTENbjG6FHwyqkF?kD@zii!cV!m>pG*T2#l+ zm*Cl2b6AP3*LuuR36UIPK3=D~t#J+P(AqoKBmY zYeYv8S!wq9j=h-@P@2jh=~(mSF_5-!5UTtb!INdpJ~u&sLC5Zwwxu_lC0=M1GlBvp zh>ApSjw)rpxUm4D>PL=KUYJ(8{I^@BLG!AlOi&KVPt@5A4xV)N|FJwnJdz#w-$+Rk zGiSJ3Nkr&l)13Ax1=b8q#kc#M8%&;ya=M$ilyN=_M;GRvJ-`23E)P9d2Y|W-&Yr*T zZN-zJ45X3deJQenrS9l?NqQ@%)g)(He*VPMBbV*cvG+#8 zd{+9Wyd$s*_nRA;By!ITR%y0>k+?wJc*qmR>M#>0@andYHi33|21z5T&9dg8yuQd| zN2)M^UjwI>Ji0Ykk=IB}q?=eiMI^LGoW6K}hkwDeRC6Dsyeu~33b&Nc!7yue`-U1I z1>r;T{Md1Nu$R5Oa4c!VCl(|j;5Go886JLc#0Sir6t351<8O94%$`XU^XeAA7F?nL z)EmmdD(S7_4XkHsu18DR**>jwj|ZL}Up-Y^GPwvzWZG1`_PlktW{K*4)cx9@g%kB) zO9jR%qjES$5?Ws%xml${xfAU=e1~2>GmisADl?*FWMw%Y=i`Zai~P6I{zYwowHotA zy&m@Uj<__RHN~R;5}ju0&Q;{;nSN+*W+!S#jXq7re%+y9+F-1jKKyH(L7w#ynF2oy z1#Qk5wWXMDG>0$!x29mME-y*x=E<23gQJS@o0}~gY4~TU4|9fcElAYK;~6&~y&a0T zR8W6YYzv_m)6^tmt2;B)y&r7sdnB=N&)v-VIt1ALx37@@7^6%#ZQ?@**aC;*$uUSW#s0TKc!pdFZ>!BP-Yl2G z$`Q4ABjjlf=}Ve{Ckb^mgktXh-Ea`I?ivsunVs2Tf8c+uVlP?UgI~4Ft=dsy-VVsdrWSvU0OwN z!WXMe6#MBk!3TEQoejkmI=hqNet>~P$+wiSNAcVcCBI_vzV?R!$r>JM1$@wS9DY9! z^B4DeyP_ZhGCafvHq9CtR(vbMeySz{xtFXWd!W4{n^La;+Y(7Ms_jR8@Lk4~hIjIh&z6DjOX zn5J16DH>RE_1Rz48fRZxNVYRS2!13hyQo3Y`v%8c(-19< zh(vzARb)x?woQJIE+K5w%t6Ak`PZ*s`UB~bHA^Eosyk?t$mlpNo;QcoEIL&WJa4ag zX5DrL!6KjJY`c8!nZarv|spAsi;AMieB;&Mc%K^z!^6i_pN4Bw<@P9 zl55e9wb|7UAdgYVBTIAze_#OQ!gs-bnr>--X|f5JAYiEVcF&iq9vO)IT@NE{J{=$7 z1+`}18kDNm;DsI=k2`NE@+ejCwO{!S!7sC5*YChM=8tl`Wve z4*qJ|b@L~r%!+iU0*-S785AlKpxT$@><55x9KD<~gQ4>SdhQ}z1qU6@H${SD?n=VyddHrn#RebT(n%GJ&+(5v1h z&ehi&HZ!ux7g=t?)HfIK{VuGB%)$UdV0c)721t|Om4GLvtxG=ZkN2TGHj|-p&h`H3 zj0FKIa>i-WB%iA$fwBtM$^B}-{Ru1UawCq(bcLP3xZTb9DxHw73sQ27N7wJ)zHb;X zf1s!+Jaue^glej=RpBAfi*b>r;ea#Pmt7zgGPwKF_kw!V<+$jScSrnFxG>aRXJig{Mwv%V}#r$Z3WooNpJ+1oOXn@e(j6Ju^VMINc3rOm;zf z{P?l7tZcJ&`HcTht@49pDwe$k_O%5pw0G~`rIwb$2jyDAxSpDdVxM&T#nf78&3+11 z?ni!mZD43)=kb@Xv36=igJC@s*P* z!bPE(yI|V)yK15iW3UuC@i@XsCSe~s#+xgxd^&YqI8lQv*cioV`Rr;U5r3{A{M5im zofcN2fR=q%oRDD1?J$`N*rTf;n!k3GRKtQ*P3KR|8L$FOw(uHtsg~J2b{x>|(uFCH zcdHnG2iDuB0*&(=Gx4|Y34+%u80f41$7#I1YXF?N;EIG)#=YDDZ^vF>%=Bj#UzFxl zu@W0e57y^$>9cMl(fjy0I@w$LLGs~_T#u$z-Kr|p-d+aVmLKRC7w<-yJ=kt{499dA zIA4mcxH{;LjE*MUQEmS!jUx2Wbw~m?SZ(*d4KFg~s9Mt8at!k2qvbp}>Td4M5=s1K z!d7UzMyk*0vb2{3AxSB9YBG4Ae-df_$Nj7bqzF;uiOs}ydoVc_!l*F_r5ER;+*`{JjhhUtp7nD(=oK%<{F7R7sEVD5I2(d$lMJ0rX&?+KC+(Hd$q~A zX~Xl*&;6%#mmU{Els|~kj>4M_i}w6i0&v}UlJJ{i4Z1adF8sKBCGBj$mEgi1fEW1& z={nyh>Aq`V1`r+&rfyAPatrU06ulM|1=$pTUE(5aUJvk7{up8u&xqJhl^R@!r;@GB z)YFo64x#VQ2S{uuRi@6|uv)<4f!*jq>^5i+p13Z$0^H6TS3bXrA9i`|9goagLVuY) zg2<3?R7~ReL0R@zAQ0LE+0?(Px4_vPCK*g@0D1`!SdC_=qoMIdT_h0IeQoP%tzGGX zoGSJ+wPGdJQUT^>?J1Pw?7Pxm`6f-FL7J`I3K|KeO`rmSL+oIqlSWR~SDGRc^7!xj zr`WxhVoNX0!63{pjyatCD>Y|9wSe^<4t7XjmmjBr`Hv5wmj9v9m7qFsqGv+&7lg3_ zv^mbk?ZgV%78m8^_liJ9B&>%l(RrzAGauf4`ndre6GiZ# zgHG4T9=c}hV!t%bLL8q%PU-Q|0;-4OAV>G8pDkc!6?e0?5gGinxE39h*Su$sS%XYn z{+Z(WMvOPFc#S_E?NGX)J@l3Yi{6sUCEJB%Lv#BIi5@mjjdFAgwZ&iy3v%; zZkkh%$yh~QIx)Gen^#<|(s9>4@CIEaGb*7#1lVU`W^L^!F?h4|bHd7B^XID+A&)}S z@M>-?h0e2h0Vqe`nVF3Z&ZblLbNRFJ-^6QW)bF{dcvN}r#5TMxDVmoY?HNMh4+Ohmk~q>? z9twR)KtRBU<@!wN$7l9#sv*LojS)*v*AHeGPEft9F|Nc_#PzA|6&ja)jy|5PJ3J{k9*iSJV1jSs5>Q*DYcV1AW z2~7OPJ6n8qQ~Zu(W;0hpOG9fGpqn>gZi><44gzdHB`G^D;P0{&_<* z^o8d+-{-~-tZ-k|Z$8?nzeMgdr6P%WJdlY|>oSp>KyCX9WMPQKQhb3i0K$;ZZe@s` z`prqX<@9iW2=H9`E<$-|fKD#ZD)FeWp}jv%yvTm}wfpV$DKFUIP3oLf@7BSW^U-jr zD1vloTBw%HM)_Rr$Jz5RD&=gCTpj5{E$R!1b1T#GBXXDAbKfn6wwH`;0p z&$9J45wVdt^*Z|4(EiJOsL-(W{q9P!2lwyaM~RyPoq$d4u^Mb11TwEIb%4C1 ztwwC(rR-lkkIF5uDTVWY5E1{RisGHS<6rD)8~E8?9ob&SUEB90`S0J82HY#G_^ z#L{uzRpST3j>rW5_xhBh#|a}>R`T45FkP&s%CN~o(Z=*V1?68ZKUi9s{AK}aJ*39v z`K${Zdv@5ZBZ3A}Zle=mTx5v9Y1{MyU{xGz1uLJ+FKf*;4Q60(6ajOEmw%q|AqfH${0ALGvYk6f@`E-Z!HnymTYS=2t!8g(Y*t1lsZkPZp?OT;{gJuY6~sV(sIDlUjSM~MYJB2JLxb-&J02Aq!piTZb=54zpOdKO|W z2m9t~H6$r1SwkPo`DAbi@TK0X`3%H#8gM2=JcCut+p}DUkBDpqN;CMea8As`(J>Q6 zWw=;y&xH;I-2LmV{r6R4(|p%JHaON41`23x+j8wtq&*cTtOKtHtgBSm5-^lUxNk~W zjP8N_n)@=^uOXv-D@mud*IYOrH`Qajo9$YFV}qcI%!n%R=Z9wm`k`MQt@|K^^|rOg z#6s6c%6WSA$)^YN#xy)b5y~K#O`X=wVTxg=lN$i><{kq7KJzp>K`|P@IY-Ruhd^G~2&jYt z(GiW~q(mUmfR6wm@i z7}H;dkiTXg_+?eg+(6U!#_I*^+h@{Z>6ns@GAw@##s9}ONWlZQ1olhd>@B#8_O8?@ zWhtzXVhwayn7tZ_Q*Qv7=3^BsrPLfI?r7%jCICJ5y-rr>ob)mE^_nt<$y)QRb zJNvw`sI(H1i9tuQ3Zg&{pUSq=-L3Jq|8FS*XaXe2N8@O>ufWH0jr(ZGh*P2jQA@fz zAf4C$$Y@eZ@rZPl3#jpZx==|PrnT{7w+nxVU&+dgH|CYpv{^HNjF2O43pH!3ZYSvw zG$E6|u|xrX~>Tkbo`yF$&h_-NC7gcDhm0d#(0n>Mp>@jz|1)y#ZdfLPj^C_xAHti7a9 zC^(3aF+DBqF15!IJ}_Q%GOjQxB!`$LL(#O#Z6uxbiy(+jSAQ@=Mp{nJ?+t@EI6&IM zsl$QD#1GxE%57;(Qweo5pJUC5a!DAyYcOZE_N8w;xt0O1;=qs80O_Xzw8EHC5~X|B zwD_okfA{5}B4R{9*g`8)(dquw2L+P5_>Wa&W)ct`_5~D~sDnR!$FAoOKa6Dx3^li! zGy^=N_(VA~fDjY-kWz1(+t{=LUA{N9=M{c13HvKaNz{}(ruGgF(2q-Cmo2Uiyk#}? zB;9IuhNMqf=$g-!LctQL{^o)?DmuDawGBP^1YAx#N;nXdIcVgYPZjB62$OpKL!ItT ztY-%tsyo4%8o}UX@nRV|tt5TTq*!hCV{SWmiKC-93d)WHRbyh;0PE1+TP-m$$^YX5 z`D%Beq42yrw!U1PD-}1RlT3mxaU^6i#YSrL#8%tL(3k*3I^BV`%@^9_T1;pnqG(fl zg62I6_;G9d61}Cr!K)H^cy?Jv&%UB^e{BpcwH!NmbdNc>)u!Zkc>aBNfs3_o0&9&7 zn<=mhb8WZnQg_c|S3yL5ns$MQx>N7gp6b@@w~?>0fnCy{3qg+^Bhd)3A$6G-o;#->JdmWaCv=7eo?_x7Xsx-w#zC@z1Cti{sRgCzL!!&|zu*QN@bJS|t!OMJA z!RtjUY|!xqeo&^g;5Jl*R(vzIj|PF`Z(}sTb$td@ONaieQ&gVR+$F7Cb*G{123%SZ zZZ|;&a|}TXA>k(~s;X&4Mflg3r@K+xtINx2z@<`R($nO&Tf6FTOQ;~=b-7zl{pHIS z0p-lSAxjFas(Ut|LASK5V=M6H*#Exp|UEUc;Edd-xLn_iqr!RWREGKx&4i z1b?V0h?A~ktht#t;)HOH=SzU!fNH>cWmko4?$P5vrk!d23ZIMm`K^=8avZy{@?k$jy z_HXwQgr!y{y#CA1J-IJh)v^#>m}%2+C$pR^!61A5LD_L;2&uP$f;M`Q(hgW@cJ__m z?vy{c3giGfL>BD|JkRT65?l+H$qGBVow`e#_#TtlmKwc!SRsU^Vl~;V5VZOq(80m+ zxc+9|2iGOSpUcn`5{|2Ov9aGy9RN-G#%6j+@jQ+W21D0-u5P{`h*k@jorsZXio6j};r}thIilK`wlu!B zWX$8ofzHuHi`Xwp2XaQ?^?+OjtomO6(m~xX=me+_lv4ueO|8bu(q>dY4OXT!<#4)$ zGN$mNX~da{((I#IWOiU5c(LQ;3EXf#)PoF*wii|C9R4V|P z$VKRK{QUfQUG^RcUG0erTyB-r2#kTnR+wc$E%(y)%Mww@E14&tGX!M9YCi3-m|uq1 z0{4Pmjf{*K1YZyg>hvS_5C47R2Q$~C_U|5vv9=vB&r|5RpkAY;Ez zeW37w6sS8Wfc@F40>nVXIsspgKC+^}G#sp7S7S_Q!@_a=)J!5jY-J zb~#%JIA;%i>9A6P^Ls}G*b&}M`~WTRjwxV0{QGzs3LnxLEZ%DgC*R-#Y*)q8W&1VU z&vcrP!>aLR2zQUEem#79z0K9XbMew@YT%D($r&sSrJ6C9Wp+=4_95y?5_i+9$664cY;BaA{l&SO~lSN(F6!UE+jyRRO?~_j{Yg zxEyhTk#)pr>PX1Ou8qiM*lu%K(pi%(BHA$`%jMKAU-JOOnd}3E$bHxcDf};}^#EtE z-_2e>e==pe>LCbG2tky;D7CzxN=DPvwCs+{o-rbbxKoz5H&UZ91cP18BmmV4hl2Ox zjxQ<~gp~Pz2=g%wEAw)l!~eaE;|-#|XvaZrp#>nHB`SWCCmGfpr0H@^YZ`b#nc0`y zcTZD$yc4KRnoXY5An3FcVSMc5%_;S$*fFWLbFJD9$-Yj+MC*M$MRc=HwZ*ch>W9MUaDlNZxu8v zNk7S&>MveCEVO3KcVcUHNc?>q2cN;*?iM3WnBAQTqrNgS>?rbfj;yn#6 ztZ)jn*;Qj44AB@_$*xSgE(@q%Jx(UpESdwVFZBvXo%KL z@+!VjItl8nu%2s{^)xwXSUKew2iD*}nX;M+gTQH;#2KSgxusH|$2X zZA$0y2Y-AoXvr-bM78Dl*6FXnnkYh=9#I=y6vBV~dI9DV3qH6)4YjAUn1In_2X8X~ z{1=*fdkl<|$@f;*3rkityF%wB0fC?gqA z)amQiUGK`NX(J2(;m7bXv2-Q0UsQbg-=4wgG>Znc!2WH?xQfd2%8rUxzY#+%eKS_e zWRyV5m=vpiciz`%=Gj7dYW;Q@u_r@7C zr#_CGqYIU*$<21{lnmk`Vh- zs(G<~pvq2RxGo3y7U-_?#_kqj(f%MHU4`8--hFN`7e>p4-<(p7x^YEOu>YOat!RB` zOy6d}-y<=D9BjIZjL;E9&T66<^@f{J- zFf8iBGvR#p8Ih26P<@{pG@%R+4~zUzIk?l&5=02)_B*^GVpiMx*#2EE@yvszy9p}% z&({xrhzL6IyeMQte0|51hFRcf8_!c~q2_wRbW6T?k@Q}oj7~O03JkuB&Ue%YYI29U zW{YzlkgwMGE*zR18cSn+u5z9CLU-x+F}4Hqvrrz?da#;-!rwa?l+StIdcdf){3Xk% zT-Va1x93jy+$B`3T6KF`Ke9`JS!=&$q92QG zkIZ&P%OAVE{+^MCGPw0t@$T&dxbY!}8sfTjaCmsl)_(D>&}4Dz&gFVm3T+Ydzf(-` zFTT``Ir68gA?Wn8%56Q&-09Hc*m&qQ;8X(@7FDV6T$ul|f***baTv%G?_ ziW8BSAm@`7iwoOe0%yIcLCV8J@C6xm7%+z8#2I5ZPZV!G|F2i6@-Kdd4k&GRG6)Lx zSHPP8sQr5(Dn`|(9z(I?Qy#JMQ|B9pAz|Az*!s5xOjyg)w^zg1(qs!WF!85OYp)93JlL(N9=4|>xf zn_wmtANC*UrmduH0u}&9w+^olpHwBUZEJm9c@3)_U{3Uu}3Z?ateJv3IO$tu^?cPE&q|*NJ$@Wx0ON)dyu!_KZsDL=+ks&DvOU9t^=%o1{ z&w7Gd62`4oEoF};p{r@8;dG&{V(vSgS}os*I|FVNmZaU5Z!gc4#<6A_!E9^wVnmgsmJb7>XAJ8>0j4LwAM z;~Ot^Ihj96diRKDCy2GVjTMYc|9nr^cjf<#ulti(9W6^AyN1P3b9JuiUTw(p%eBN( zK>lg#1mT6z$Dy4i83L~jAA z;!!LjFS%i0iQqqeO$<4(>Jdb`&l zT6-uNc3p*5)d(w#4@wva{zeI7h?D+zBFk)MAJmebC45eJ=s7XFU{CV(*~4-@mtXCH zZV4?8Z7mKLEe^D;ZfdP_MuKs8y5G0CYucMjsVRlaYRzd2+T8@R-V34&Gh3Th_U=kC zQg4<}r(IJ!*HFW#$k$*fdjevvIIviZ<9)IAcJ*#&gJpm5wT|D>Xz={tcE<_|3|v`d z=9YwtcnnwGFB`Iom1YcpISxKkoiaicj3*<$TiHk!Z|k;{^f8Y5px-l62qw`nwf&<> zIXmQ!vKm1J!7*F@ZZB1Prj|pZkWR*oIy|efk5!$*IyS=)H;zJ@NLO-TNuH;6sgiJA zc3KhBmsx3B-M+m!FU&u-O6JVISt9RbU8*pu2f zb-7Tv%N=g46YdaNeHy$=H>IA~Aml3Oyt_JnQhMylilQr?atsxcYQGJ2tLbqNO&sfo zSGsIVC9bYj3a&c*g8Y1@g~Z?I&}ch#?uSQ^RHs#h&XdfOaB)IG6NTbfeab&YB0;WU zPX$(VfuHiZUn^=pudch1iW7{+)`gHQ z!jfJL&63ux_HmCb?%Rn{it0YJk`a$Y;a)4h2?x?u>oOe9%ZYv7_W0GRt*KHm)57^x z;Zw9)oKuFvedVj7#hB^u7_vd8)Qe zDOz369N)mycVCBR%@k8#%%DfQuh@YoqPM56(u9|fHoYZlwqh#NT7;g&($uY86{0v~ zkU2`kF-kq#Yb1;I1e&C)V%W87fzlmtjc7SqAF`W;u8PtI)$t(xaon#%Cz;V(5>|?% zn6yqu6>HBP6?X3QBi%W9-ly+v`Lg5`?uUFQY#XH53Y;{$c?yi~R`g9fy_D)t+jix5 zAa-@W_SCE{Db96944?J~$1Q9tF=syX-2mPeD&&Zon3#Bet>}iB?Jqyf5ZcXo6ed|HH7Q(H+#BZ?d@8t&Uy5p}%6Ha%!f7L2H@VdUYvJd;- zJkG&|&A0XBhh!?j$bz|$ocFgmWq*I_+Yelp&$rm6w$+&<>~~NCzdc9nHjN9gViNJk zoGs2q$+ILzpSGuNZ5mUuB|0APT3At~2U0-66g{5Lk?Hm8*JtdxVD?KM&8YASFi+}J zLfL`nYz}tG+J|D$Z8KijII_kcTYK2c@3IsrRnxX)f3f@q@ud)iaSq6t1Y0g9>j-$3 z%{jf$a2PF*oVSwzEpU<$!fnS%~SD+FvmyR5pQIrk7lh=r-+eI~7)a z+FdFaZnt`P0Hc~MNF3E~(r|Xi_}MtUVE0X}Yp+{&RoU~7Sd|8QDWR=y1E&Q)ZA_ru zQN&leVm*m?7EV&IV1#TW>KL^Rz8?0doTj>p=uY3sjBYV~#3tk}iks!FVVY(xg^^Ic zds-c0^8T(~nD481hi_W%MFX%bUbyfLZ{Ok>phZ3Vu%_6!TxK=lUDC@Jj4rlQe+x_b zC<5+^`gdtg9)}t?`bL{-JQp)WMJN;Mf8W|3J4qQWsaS-(sd{kvdX4m1Av!XO4S)W2 z6Q~qZfLWO>{lbD=Nb9S z;~qOxz3nmrRI8c+mPyH*&LJhwiyU4)_oS}9IM;mGGm3Mn@icC}(~?mv^YaB7D&AIx z^Qt#ezT^EjuFBkk`$tENo(BZJlwY8O^AROS_h@uZsZ4smj8mWL*|FT#(CIV}ri&wh zRb$-H&~CR(n&lc9Jmz%vvxRVwxC@M;X{3&*^f?*w!pSjJleag{*^rvH+$|zz+g1)i zNWV`^3+>Fay|*eVzSdJ^24IQuP#ET3-OZ*~_f_GhWWHmiCvjkiw?rEf`-XP_jsW+rdH&O7^iaE&Zpt z=45%n?|9)lg2|pMQTYbuBU3)qT%o$~;w_a7U;--QxcGl;y@g+tZPYFN7@%}_3?WE& zr!)f6ol?@>Ej@H2NP~3O&>-C)(hSnwT|=CkC*Jp*-}hbrz}$1ijCB!|%>^?lhs@aE8ZiHgm*IERE70lbDSAZj3xzE!4np5# zLs?lQPr~Oh-aNnnQ_T;4UmKQ(v-3WP{KUE!B|yyZN&k?Y-R5HmQ;^m$fpeF?YWRlp zvr=pT(cF$=nH2j3nfhi~;|ccOHGNf~`K6CgT&8Om0==EfOptGipbv*Ct1~Vex!|T? znX>e4m=t_MuhlJ9-^Ob3KD8)yl5^)0W?wF6_SHERiw38A8(GZ=_7C~2*ACcbY*pD( zf0(bcO($Q@rZCu`vzd7#hVd~Lx%}4ENQ4stkPJhvw26g5QAOW*;vR`4%OHl-_*Ks)?q3;dLCHF7~XU!{YECnlgv?f;I6FA$`jfU1^d@Dk`X z01j=+cOd1I;KyldhW`6e7YVHuV<3Y7C=n#b$Imo`hL!`MMjJeRNZV$6O8EFZsTS@q!mP4G$;6@2mf`9I=3 z2#QD_w1vvjr`eA#_R>^d3f+1h{3333AI2Wq*%MU{#Hi0=4lHh+vC{pXY>wtzlvn#B zVR|mSr1DFr{fPqbw;jpZ0JyrCx>RL9Z@hp8$@{q$0KkmgY;0^NK&#$*ig7fCu5E8P z4$ss5xssY%@G}@Rmd?9l@!!cgzdu;7EuIE1NRsS*zr3g3tt-fws-n@AyjD!t->75QUo3$zKfGujlb%`JiG3~rfdPN}!=W|T)cm7~> zF6iA@0H-moH=@9C&SCkPTEFQ~JkwvcIb{0tGh5J*;rwWl;?pOf)Uc+ely z@F%_3iW(bJmepx;*+*%yfw{Tw>;aZDMU<%mM->@7k|xKV;xVG`Tp+$nH1y!{j+$fy zcW)QnwyaE{P!_{Qv8zaB|D?9vb#^x{>Zc5L+?>?rS80V0%Ps#z*>eETp+;j?=t1~^ z`P#NbZ;G3w@{a=r=9Hk_SanMk;U|Dl4j1{Rw6zc5iHdaHtb)~n;e6A}`X~>NoBHeV zJxc@Wte~17i(hBNvOX!{-q=4D>H)<2XL|Pmk)=x7T+{qBJot}yFYWB z1FZ(yQ=EJ?ti=9N&0Hc;A-J!Y8F5CtFlgSI#~WndE0XP_YcF|>2Eb3vrHEtEy#a~cRN-3j- zIt##h3wW~qZPV^p$dF-kmeXm(`T4|J_@w^GW{QDuJeqxy5o1#T%o@*u*zV`=eMYy5 z2|Q(N^RO313|VDqLGCUdc$5yX8gKw$CF0b^N# zV&n_tS@9Ts@W^^3BF2{^;Rfy;Hc$${RFnRsNI@kMJS7fukqN*o_SWq^ zHWPkdf+LXTPe_S{sk2iX_RoZa1>;6#!>x1vqi#kD>l?(aF2fz%;$z zW9|f;MznR%4i{jiZ>duKj_8JNJ+Tol++s8baGIiTcU8pA2D!(7*(av15fFaj z7^fD!~A&4pqbD0$3*RGtiZw~kv@Wv5h$Gb`_@jIx6b_b(8zv9d2cbrTTjIa{`y3Q%g zQPu#Gxm_a;veEGAs&g%Q0_GT&rRWgU zh)Nx-_jkq{xX}jzCHSoAKUyAe~e8<)F0V3jr0D< zI;{98{Qpxx+)X_;OqdVwTGI4ie&hujgUXavqWBg1vRkLBj^6JQtGK)>5q<;#uOuvy z;f9sqtSqqz#TOs-;T52wMZ)xa1F;+hW1c4?e4)+)QkoVcv*N~=1Qm|TWAQ3Szf}&} zLvRH}BPBvntae6U; zgw0n@7%_8HZ-ZB!W#`2tJN9Z9Dj2p*2|~x4>W^$fC%42I@&%ZnmOYUZ;~JE{LvME` zv0hmU7TN!)eY?-|vU$VFkgpZ7h)&W&gin+oIamg7cV7h=e-u@yCo*PkPO}vNq%(Ob zDJX>1^z;IAYv>5nv8U9{rnvuV9h&1?fbG`r@g4qH)G!Alq9%o_`HKI&HVk^6hJ{?u zKL_ni-MD)|Y+4#=9JY{#S*|lD@PDyS7jEN^tV&%JA@y)0mY3T zFiGce=(5lOXhG2+;iE7oWb^b>k*Vg;4@94)Y0%HvOuic0z2BTND&ZPHhozS4NW~Nn zu#~It(?Um(PuuH_@~*1Eii|qAcjzz=%vhStF)IG2D9RiqbkDPMzk08ni8%+*JE+xz59O@=!4j%N_+%cpsQahp#8nj9| z)OSj@9{SQ4<%w=S{&P#jr|#jdQWIc95RFP7$REfblZw8F%F4dU1{ATaYW+M z9g5a(mgPgeET7JU5f_*If+0UY|CwO`NUZ~DvAdH(DEK9~=t2=ukT|TLIrEfU`(r3= z&@QLT!pC3=p^__`!xcNLISiZ%;|N-ce-^0ewnnJNxa<50Y6PX$))W@7%Sa#gxcyae zzjPx#CDFF=^L(xTs)RVDH125{zULEhWR>mV{gIc7hq+IlC|XXRBHcCGG1t=mHcruZ z67TzcgQu?VoK`0Q!N?e>h(ZocO-*n5g&!x1jKL61ic#Ye5$x6;HJpBhZ!4eWF;FvU zdX^~R1{NHvltBB3zr>I)l5q&w8mlzE^zaAa&y+;f+O$agyRq#~4|AE0?fohMJFni! z&*c*esX>)U2uLGluhT9jMjVw#3erZWf0^K8?7~Us%OCWsV%OJ=wYaI~S1BwZG%$uq zubB)OqVOCCKDTU!haP{|pV=4UwspNCd9l*6G9-{5?$CBW2tkDbs zF^ZHUis&Yu>mp;A^h}Qp+gl4#Em?Bz;qo&7yN{M08c_$RZR%0)ajj!>LZ^XG6iw=k zBJcx6nRn35E?h|t zNeG2Fkw2kvx0Nw@vvia2EzeESKC|B~l96$$GzJ`>lMAQ(M)Hih{S-WLy`hwY*19LI z=a5rF%ulKZ{<@v*cmMqT+@Ep0Rg}(zIHc}QD3R1&8sW1*1&uE7BdYjyzf9l<^oc_D zuJOZ-+3^k;ys!bMN|8YY6g(vHtM>1KqdLYX6h2*{1qO}3quGNHI z7W`3Cn1F+lr?Xs?L}()Z4=Tykj7rymQaVCRjFMi7wn+h3(tj@pcDm%1Rm|*`Za|BH z&Tbv`>DX*X_V3SqfBc$%RpKo_X!(q{G}XP_8(^t(tri1)P#Z(Vcl32_iDAmGT#V5+ zJP{FpEYALc87dF9@78WJ^hit4up~N})?KqxwM>&Huy>XVt8P1tC8XT8<>6CNjgI+d z%I!Wf9O@z>jvpG1h4J@NI!8H52;n{=37oGi`yi1t2zls`b`FcNw^$IVk?@(r$@83@0f;(4 z$aHi<+nhGWjFWJ2i9%*8bK+(wFBa#NB1e=d5xC+AYfm{$$U9t>EZMY?ROaZqh=NVC z!}fgV+MbYIkH%eE6tc#`9EJbAt`rKp%j|IHr1%k9%uG@i!4r^&NgOYe>xhm&0{E6m z;R=m01kqV>IZ{y*L2J{(uckS{#P+D#>=>3kF^~L4p-Z7E{2gyf!Z8w3n9MxEu9_PJ z=!ewfi~rZDI9l3K(Fuz0 zU=*0uzqw_8Y^Of6yC*34&^yZoN6}spcAr-18{!7y2~1@+X&PZ8@l$$#?{ueVK7}mo zoxkw8YZq=gyLs_ebg3u;Mz)u$fAZ!Yx*=%oGTnvCp!wDBejOwab>`EP&4P!EU8|v+ z|336PcZk%Hc$`t9zVJ@vh4e>o)#!38xs=Tu`GSf^ZA1QBPH}|YGTMjOdR8K;P01hc z-+xv-=72Q(x8Id})5R!DKJEfv1in$}1nDr&JO3q_KrlW+j9M-^dK`dOfTgw!h2Ml6QE)rBFo%1mA@8PB$UgtZ=$bd zqf;UZjdgGk?wEU&YG~?FL#z=@GM7!lq~EsHr04b4QzQT4j(nIvaa$ZqY&d{rkf{WwkFXxwE1X{3pJ+Azx_WgK6fH%`q>Lhu4pF8n6-!3ci zrc{#5FUNEyRBbnT*<@4d0(?&3`#R^#8&Ii6We9iG0~TCOyrY=SbV$BL66XewYxC-bKV-66 z4=_vbIQVbyg}fWh#)4@6f~sUN(Nvbt(Kvta zSk=Ux*Clj$yHH}UPo9t+Uae=@OwmNGPr8DCBw7urM5wcO9!S;5i2 z&Uvq2_;^xaR*;6ZGS6fe44FgquO{`iZZX)mL_SY`9%;#W}ypL+d) zdM#JX1j*=yjr!3{ZZKZsd!tWV zC?sj98X|C6LY1|&RdLo-eVh6->D8p){)S3wEhtZ;;^UojFT9tkCH~LJ4WRW%1{*yF zrlwr}c09PJoP|8Z7zd}^U0}AJ|Kiai5oJ_>a-kxy-D?K#IeOg~GSP`e6%&&4xhfzy zBMZ^cq>fDUWa_M8+k3%uMmOXm4;w13Lq0>OuRsGpP1O##MKjIyag2Q4Rtv1$iLK@d8vR-^NTc#@UAqvK zB{}ft$QD#^5>@$7a2rC1dCg=5uRMC(qb_=AVE0j~UIQ3d#n*G&fak_dK3uv_9wG(`&I()Lz%i(KHV%yY{C6p9tNgY&S<9e2J!y5(tUipjfu-gm zF5X=jjd+n^2`;=pX|ghn^pH@LlKPOpsq8_v>Xx9LArtuVN<=`F$a>(Gh*!cqGuh9?}H|kU??-DLV3zjeK%dPja8UOgP=>>b{X#DwyJ6DA@r%mHNc8TX3 zZb^s2Ld+X=A8ds#ED;1se}(zBmGD{P0OWo-t?}HENi67zos^Wsk}3!3M?ykkbvx1x z3JO}u2_+3sAI4M5F0QB$k=HLSn~Sw6c0{xZ?CaGQVyg4%}JA%(Lr?D^(50cS68gsCEHc!r(a-C48G2S;CdM-%~@}aFG07f%V zY&3iyg>@CXt|(t^t+z?5w8}?d?p#w}6fO}u^&FmwmMeSw@2kP!X<{n2slXE$~JnwQ_VpZzE9N%h|z0t zUF{>X3z{(R8A)Y#c(|N32AX9ChKHTz-2e)dW{WFh`@@wEJcv|T-LU5_gO`Sun?kS& zInc9^oMME1nxofLZS1gk<3W^ISTEcX?W#~FIwtmoR45<0l(%z{>{rSE4tR<%%%!ZQ zq6yuz9R9px!4S%{H8=MErkM0D?lcR!{4(ku_zIg)2$8}T|_ARF$5PggRc$f0FDy7rmuxL_2?e;$qn>22Dsv=cY0@myE!yC^(LWvp+r3_tS zoQ+1B8YAt^psov)H)Oe@+p4}=HjS%1etB;_BydO%-BN%EV;YiQGq!?GF6B-G&HT?w zD18nBvA@4gvZ>UES-04<4C+R~3=E5W+Mam0-ORK;(#6Iw3-LErH_!K>2z*W1kk)S|IK zoNIjj$e!|~SipGC@_mHIvqT)82r!$^@!5cq(q_|@YMh}q!55yfCG=^c;xHvgt~dYl zk=ZRkg86Ho!~M}u#~L~^&FSvG#HaPb5y&uw1Uo)cX={hgsI%SkIP^jOybH5ds- zdEU+VmG!A&6>xaCsF4u>WZ;R74i62rI?#!Tsd~}`lScQfKifmdDTd?R&4fzt*|*Zd zcYVQmD&hHpNpE@i2KS;g-}Qx53*!9uC2(!~{Z~Q2`~5q6v}!d6J>3MLu-!L$s>Wpd zMSF|n&r+=JVGI~Fs-yBYux;Y3kG!Whm1S^I<>}z=B=r`TlFF;9QiQZ%=1BVV_^u_# z$FD`HAbd|H&23XNzIUZjSo$slq=_v*b{1w-lfQN=k75K4u%O=mkFhNoSEFnZt5gH* z6jAz@EuqUtYE^=fMnhd@A%CIl-xe6crmxTN$^%yiXrZo7B4NnFm=z>&pPXL>;Qm+Q;oru;r%>xiJ4%Z#>sk1G={K`ZKUVwt1J@8yI8s{NRE9^+-T}dH|vk@KziZBos*{oBS;G1K86P9*5jkrO6)gbiIgT zE6MAh`GNeyv6OtGs;n-5^g zs2h4F$<78MrKV$i4upwh^6gb!*-Jcf&fM`tJZzvXD1^xNCs6+@yy>=hsC#a?c|3l4 zM8m-7oCkdx5vvw57)?E8-KtO^oIawXP>nFH)QbSK6eMi;IXW?R=L1zDJ+F^w0`A>pMXF`@C&7eHoZ+)i z0Ru>0A4mwcPS@Yu?Js;&UE-_K{PnbzW*3{36ue*2f(rCgB{Ehz^N}pnTZLLxG{FNc ze0_i-89`l6XdxJVJ={=_sQ!4fyP4&J>~ANXo2~qXpf>J3udv2wMDB4-Kx<+(gBmt$}hF)#u zQRpAo_~&h3S(&0A3ftmMpntBO5=#*aA*&k_3RlDVFnInUge>x5 zAxyjcGmPK}%7}0dA`S(TwwyV`g5%tJmN(Qqcu^j#P?}{Ug5OiQz5ipL~$WFN797tkk@=#!n(_;_F3_ zII_&}hoGy2Ekw-vWVlHJEu?Dp>mN{`yLZ&azFUc3wRxxzu{-bC?_qJ?i&wh1h%$5; z5QELO>LcpeNI%B`kRVgdmJ01oYih*+991f`fB_ zLAaMk^jBCgG<=p1kS;{7Ok^QqGhY*%5y_8D7`uZA_*48*hvhV6CowPn_funEL)GfB zZ!)2+@F25ebNi0{FRoeiEQ*H_3 z*{f4dP88DNJ6>Z^u^hGHz(=#2pQoZD?zXg!Nc8EMP{ZwpZlqet50&Shl%SH(;znc- zP-Re4qg*>EcambY1mjnJJ#XoD)RXY4S!X~0acf{IyV-L&+kH3x+uk2H;H;m?xtoW; zos+COl{_Io2@QFMl(E4#&D3WGt#p|$Ke8C8K?$|+-uB`{W6@^~A@H>bYF}y>E43GU zmN={ad;>8rRkj)Ec?mcO3o#HY@wE-J4oATgGtkAt!UG452d7`|`wagUamiQ@gN3bP z?8N<2Kef_wFwfGx$L_E3)~g2{+xwpJIJTH>sw~bHb2gU1n!@{aea%6r*jr5xguOn2 z^O56zz_1re&$Wo~0z66ipC#R}eTK1xc5)^p$eNSRam?W_6fvlaGq0_PDV+XX&CDa~ z44Sj9oa^~*b5DJzjn5m}%;U*4^;KuB;&X?M^A*qN8No7G8|#)#5w^ZcmdR7Vbm&u+ zV5m#XVWYgBTijjdqu4~DP53aYpO6bNvz^Ydvq10m)ULzugDihWVA`0A%`~IFtl!-o zWnr*W;daB=bzl3MT43akW-G62{F>9<&%NVQtD}$C1|8iY%~{8j!%vZ1s};3YPj=S| z?$_VSQG~KwvR`seB;^?TylZ~af-8^B+~?~X;7wfC;#7K5P7jnf zHnebO%i%BOd+FVxBvUd0ct6p4DJuSwKLZkM&I#_YsxiG-uc5QG_mWR`#Z1wml%4?xc)6C8^5!Y)(>1OSHGiajnj25Vt()+Gx_Nj zX`2V_!-&0PGi#>*DYz3yGf`)$&*_R8zK^GLiWZcf7%ac@rUOZVTaxi75; zdG{uqaG(+?zp!5^Gjv8r5Dr__(~75T$?Kc)Iu6Nvch)5kphNFa2`@>9Vsj?9{H*BH z&X~Z~-*G-JU%FjuSlL>aBE<33^b6^I%;R?!$sUvr@AHb0|9N5dZEem1X61Zdft7N( z#x~MshTPJ6Bfar6v#6LY*VzhUqXU3@_slb7zGwD3?D5_%mK&oh&zSwM{mW;`7{bNt z03@bZ*yAJYc!>w+*;(Y`Hqq(dk2jeY*T6;wvzzFaTAO-qR>^PVXAaYxC8Ij?^hk`qgh)sM3#wg=EKk&WN z8R$FRV24O3W_hw@utzArlM`?%iczqvYvsTf!Jl;Rog3tffb#qnLO5IGmO=TEn_wGUv$lT8WWatkExK(jvA(&b9g-#);-Q9a{J1sc~wY+ z)WX_4ATU_M6jz-4aolOjsV*++CiXnU?&$&hi%?cD_YqOx&f8fTp);maCoIkbfe+=P zyVS6bJj=*08;rUUH}s(tb$M2t#J3(N4trCy;t~>^cM_Nw82$dUmXF4dAC7 zJPked)K8B757QuSj=d6hhs##u4tEEaEpC`^snexTJroYsjPxXfwA^)1lEzqW(X-Z~ z>FunY?WT9)hD^Fd%8xMNIZNR61bx7Iw3}5J+b%%Yx9oT=&qo?nl+fe(Ys_Dj7AhDB*(h z>qF~`lJXdLJ$lAW&TZX4jMJRkDMuA!wqq7E9Vcka=~m!=JioN_bWh{c$v?A8_p^yL z_RK-koXoYF!nFY`d;H#eU4J4uEL*nDklaAl$iQU zosjd#i%}6oB99KX{>nOhe59ro0zk9|!K`2(sY4tCAd?xgjP*b>pZWtc z2S3}imvhze6!Y76*dYkv7G^WP4=vjsmE&3lR+xfvx1 z$wV=zN@5EPvh=hdk%IA2-ZI~}vSO~;$aqy21s zvtK*f@Xyv6ujMk{In5$L+yns*b>8AQ;0j|Z|Ag>mG50)pXvd@y5*#{`o)P!9#iFN_ zjNV+2*|2aq_VsV-c@8D3jUiPdBGtLz1&N9NDvfgFPr&z~$!v8mJFB*4j%e<$J)qR~ zX>xk{i2=!;K3n7!*1vY*X+J)4@pXw2!e6KeOmnK~2-h12?d)yA{PdyN_hwz3Oa@u| z4!Xhy-sUN5teoU@-k!Z#8P{&t>3rT5vGBON686lGQHt0560bzQ&M|a3Q_W^L303SY zOj`K$OZd5w2cnlK=~rM0=cU;;c5iCRZ*Mi~t)A05a2MwBK02IgdRUdXPE@n;Sje$d zYLv3lFuw9?}Pe@mOyxQFoPdGn8?{eHy(a zojf=2b9!t$wp}%-!^RRbl_+{Qrsa)#I#a__9-wX7#GFYvtOM(+cX4Pa))+*Uwg{~& zO5sDAKSGfi{g5KLUPWeSZ~|dcjzAuUd^oP6Sz_(0A5G#!zlX)LIw~n_R&^X2XT1C? zbQ}*eU}^w=bDKjv_`1(v^NjUM;&x#?2c3FnPfO9qa3lZhI%U0I+mG7XFyL^%!pWPv zA6qOd30|06s&LNT+qDQCJdfA&~3+H^{$*$C^o89s8r#BTCRWK)Katvsa*?uX_>b zuF>0pR+g(PVnO)8#xu=S8pIfOhZqhe(&BU560@-}n3{#6f%*UisngAG23;m>hJXe| z<8DD3I`V&ov#ZB}I7+Qk5pnU2(4Og*5KF6p&j?sOqRpDw$Ipp|@eD{1EQ~nTsLDGh zymUa!m2z;sOzf1u_I2Cz&Gi~cxXk?b>@R8tQPvyu{jxXVXMzhtgUvU8R3&S*cyEf# zUbK+sUM68?bg_y}uUWbbNC5t-HC&%TU*W(pdY_`TE1=Crr0weT4)@cO=TUIVTz+A9 zKUl&!IM^ka?5Ca;suBWwfid^ySJ6znKX9JIuuBXZ`(y)tl+3HSSXlvIIgBNdMFHs% zWu@d{)E8uDR1WnI_an59N55xbuKdAXGgsS3An;>8mq`0eCclvn>s=B&EWB$Jm}>UvXt%H0&^h#w8sVL}o;@!;@s z8d7tZZyAkt`)GT00X*EYT|89lc6GZm^ahj-2z(RH>U%LJGaE#Y3&G@;5H80&$7{a(0_o&`vJWDTW_Drt3E(bt_mJ) zZSO#iyPR#S>>l0&XY=YquDlmDhCNN#)Na-4cmur<AH z1!IpQVlApF4XktJ#fy4_5^)QDQ{-(mOP%!Vw2EOJ zBtZU6zRhH6`eb?QrXfo4^hW~wFX3*eWAxhNbcA6Uupq|LdCwV%_j$J1g?mI zqoR@yE1rSvdqB~m8}KXkcNZ47n##)Y)_yMQQQSsdK?qBHaDX3CFYYo|ZMFPZM}VQR zc(qkWvfL01L4i6Cl z_Et+Y1^{z#U{m41ybl5lA8Uz^*YhDDqrWPQ_um!Ly-~{l?3i(ztyXL@m%Fjd-(dKh z0mJ|8R-q&Cv@MNL8D9ALC;fUDcp&RS!6LMwPrj>c z(_nDshbU}^M|WwH_%%|LcCep32r)xFO2X=T0rD-8h-H1AffwzEo!e$a=0Hp07f)3p zIU21eq#-}SuY`G>H+}XY9T!KTNb!g48Lv-cPAZ>n%9X~i+XDnVoUqGhTmEzuQ!VE5^^mZ> z&nYIB9c>fj7bRww%d@Ha6fbY6<5>sGY=}W?5{H~PmL=QUp8iM{%N!3eKYwStvFxrU z@a*9Ce{<8~oU^}QzcP(5k+|Srr*3Jpr%^0cC3ipA>ilIjePbd4vGLN%$6zsZ6GZBfRUW|FfBSR|hY^tYP=^5;#)^NTX9eajxo>lc7ReU%Oe zD+?6R7%n@nlbqBE*{A^C29W`{v_RTZbh(p}5(&3nDf&Zw`|61#fc)P5r0==3ck}s_ z33??Hh~U;<_mX*(G&o{h_L-E)ue6(k?a6}~6Y*dqd2LmFjwnuO$H?->WmeC9zr10? z$H7WE8;uCCV+B|mePCi~S4~+3|D#sb3@a&Cc+jG?EN&S$NY_aCn zm|c;R@JJZb3ZinsA)uQez6_?G;l(@BX6Drpnxm%>oj!tv>QA?!G07kAI5XUye&_2~ zvdUH~#WB;Ka?yvXdH|$fV4c++SOIBpdeUfVfIfNQme9B#@D3 z&AZ>nGG^0QWSb_s(}(yXQKV}gd`b4_*=o*vljbb6=Jf2%zB>!J^+!%*{8{cSZN8Mu zf)qpcz&-YxzoayIc9|U&Z|5QUCF4zDgJ=H~C^wGf6LHrwNOVqqWyg(v$J$|D?H?KR zF@=^kW!W{@aHp0!JnfgBUf6WU@)jiki0unNb(Xx17-$zC+7^ z?#%5g*Kxt?m0&#mlfFVS0Mb#`Q=u$n+(V+?3&C6CV&QyM3qw&7*zzfDZwMwZ6C++G zndq-CULD8TQHO_8Ep&I3O_f6D215+ebl^3|h={oUXqbp4k|` zz7t;jr$+sKPgRSyfLRZ0OeMjiuN*YX)I_`*b??XM=Q`XYRC73u1hRG6vpxX`0yQr; z&T{m8JbgP0nt!iMKMba7sDFICSw|!A7C7y}TH*oT8>b;ngVARtA``H>f{e!1@gRTH ze*5jfXkEx1)wD_mS(iUG97rB?<5C7X+994jZ{h7OA{jxO$E@`u{bmh z4%@+?e+k}FR{2d8ELI?hQaTgCbjTaYuM< z!0RzIiZd9gr%7g~FEQ~dIzkA0JJ~p93LsQ}35`BVpdLdsj8q3>?4)(gQ;Yy$<*S9v zjv)%|BF0mrfS$gmdOwyyZBZGzfkMj6mn~(S5M87!O zqlQ_XhKEnOPrJ)K`-0V;5}i%N`{^LynuhoqVceWak5(_TPQLnSzt>-c1G))f+S_ocYke|Sdt)E~Fgn+^Zz{h!ZFNoP)wPlp~_0 z7OXdE4Sg%?)%~R1YrPStzr@g*uBoCd1Nyc`V&0sh7Lj

dX%urdLZIArEY#L|Ae{pSwmYS6Ns{O;MK*htI*oJyy#$|&%3FewBsf3d# zqFWO7B}uKVqG5Rfx)W;;6e(T>M_9g8-FP^vHhX);x)Pnd|5qZihcGMa1bGCT9WNW*N>*{)!@@eiQF0i!DmBRuo#r=qqJZlE z`MY529w$>M(#4slSo4UN_~iMs_%O-*A8IK1Ro>R=5POk26dDKAsb8%3$Jm`1_jF|! zWBBZZ(YS+UV(zxc-mW=RXEl00s%nMZzlr4BKvzSK%1~fs;p_&`%>e&`*PvX9q!tfs zim&En&0-JbrCgV^?=2&J5aP$YUZ!; z*{05-|L3|XWn(?X2wlh1+aH%41J6?opz3^D+gcck0g5GWogcgkR?1=hYh&M%^Xj^m zwC@43@Mo6qrwwUuxc4b!EK}a{svbgzV1@@TS3#ZqfB<=$gC+$c8Bq+V&#S|_H>}1e zor&IsV8sU#IL-|c4v3iK=eWfO(q#TYjJSbPu&V`DK1VFHI4V&-2H&S>jWyKFIiCA( zPfbB#sg*;BqEFyMK&n}bZxu~kWrK%j8a{+Jq1+;?EBez<=gw8O>;6r@;TDn>4HNqu zgju^q0n+K|xbQdQcR<*K>c$+XG;yQKikByLT8qkCgthWf6qbpr+h`u)t^2>Aw3jE6 z^*k&ZGU>Wf=@)cGl?aiUkN=3gTEPbOQr(-f4AsKr+caF%Cc)ezFuJ-QkQH>z{Fl|R z;guV8fkesNyF6n`zMtK;F0L=ZOS)Wz4AQ?U%uaEcC{-b1aCaB5^t^bmqEnflpZM_pe;vXw_Mh?r8;}K+cE$rtI2dqS*q4aW!>Uupz)A{whnJ>S0txf9v=e}CmxCFC~pDur*^BVVo0Bf^i;_ajpZR&mKtU)gBoCiH5wMgH?l#B(nfD}ajJT@Z(PlX~CZtjGLKeQ~R7lgj*z zB1Amg+rtG963?tY+Ie9ucbneQbbTe3VOu{qypGh$cxht&I7CMMGnFFZRQ?1?n2eq1yjn zwWv*DJZ=Ce%0DZ*xgKa@!;L;pTaToUhE=-ITpNu>L`(|99vO5^<^0%s(Ra~kge^1ALzKXAz#v@Lp!BMB zA2SE6e3CPjEOT#&yZJr3yoi{ddqGm14wcjHllTBDM=#sYbbr!+FOWxC^+F`{8)JM< z=;xB+zHX~;KRo7|RU*kBK#{cOA*tx`^NGl#^o9EfBXg~)St8E5_($MQYlXGim2epkaspmm zeS`cHg5c{@-n+U_4)aTbLKtorZ37lFl1A?0iWfQm5&h4w9pZL=RJ2vWMrfgsz3+qq z?Y^nH<4pi#JE{q(`NZ^OJGb)&~n&U!AKZi}~*JxYfeu2S@{%&HpOYrpAz$Xu!$QeSX~ z$S33EiOID>A*vME4#fDjZCTpTXgVQ|MVl6ef1Mx2S>|xdRU%%#P>n6^2BZ!a{m(6@ zsWX?WxR{Mt2$z^}Js&yhgA`xXi1(d;^q%?rMjtr{il^PaNE8mVVBEQ@N~F5vdbMaH zpxI47)ER4rU1vP0*(mGX0Tks0prlle1_2s+q(Czoo+#v!2AtKOK7IPw+q((6vk%-i zHzHJ0@7~i>ffx0*mJ-Nm=RG7|j=0n;ZLT+1I;_kL9sNNZ9HecdBfZe zpQt4{92#LUi&h*S2lLSIx#i#XWz%!JL;&%qF_2#Wq0Q7Q#i#l^FTqd_z@ z2DOhzUkDnUt~3v}qF28;+}qRI;W8h(=XthSZC@0uW@t#KUZ@oaG?k^)y%PkCYVAcC z7|=Kx4+uKnQul6SJYarEVWmcqX5Xq+IY`Th-&ldB2q=&ezZS_?0Jm- z%eMg~7_kVjt)#8pNVA<)>6V`6-XH%Ptp}PVpSeIcq`|wJxW;ms&ps=Eq}k^}sj9Kg z=kv}RTrnOC;-my`E=Mh1lEP_Aq@Iq+=Wx^VolY;Kfokpds0hN+5-gwH2Atm3$}XlH z`a7zi$R!;($dBm-1t~;4j<8Pj(N&ul@?^=CVFvT|W;Gc6OI~taN~&tPCw5*0QN;eZ z;sN-kgq|>R3d5wJ6aMsepPQ%2`{$U%4qfpRGhd;Jtc>n!SKt|D! z=Wb&GhW`-v66w6_meI2Y4+*P@%+j8^~qr}x8TmFu7h;43GqgPGn%!; z#$`TfdW%1~o0?WmYYKV=o`%3A>?NZYM1QYN$rn!6hL|Mb@qWm%CP@Re%!F%aM>XBz z`0kn^@}dq!jd-bo*x!9B+o~FS%sO=eb85d_`ju+)5oj%9%IoQ4lRyhmJw%|fOBT`T zetglZf9W^63WT$&0%;0g1`fh%kv^Zns3?8vwNFtSua?eWC8-I>QaGXCSWrQIxwNqS z(b7~znPIkf&=%}s`of+_jr0tY^`U-r4w&^nq8kEl-Jo!?MAZ`Z`sK6!M;r7{f8YJg z2z@Hs47CsMmhK^S62*s*t=$&BaqWWbuL)BcRgH0Hr_M;{s9K8S<|Yb-*+*EP`~^=B zs2-fSvYnt%zNpA}e!kxyartqS%#&5Wi3->-JV3`Hdjs4R(|Chv9+r`yQmI&kB*vcI z5zdCF1Ht~oZ2myV2rq9J8;1iKjb3=uv)t9#gd*33v8tpdQ3wJ1@J->Fz6pHqn3=hkO@=oddn*a*)6%9z8`O#cZlXgh+b#A~#!ldeF`kIQPDvjRoud~jfU zk0v>(5>MBV(25q(U8YQy|5g5MdMLZua3_+8=C+c)lEa6UEVbNJrFvX;Ju0^cx2FCf zmEuRv=543xaxJPCz}tkf{PU*{Q>~8 zA3@{sJcx#l=>#NF!3U04REGON_5Iaslh+=!-g$FCD+JVEXaKk#=b=2aMt>cjL90?r zT|a@D!)dZeBR`Ru2jm>>RgVnt6$6>7GYBO4|Bxk!%-ZXwK`S4CzKpgQV(FE$Wm4)b zUb{>jtpQ~F>s5op;$yy4K)uCYbU!^fXX1BdI02bPu+Epu)pYo~xHwFod)MKBcS15< z=hP;0JmpV#Up}RB((@el?K%8=UNPH9vd3Xeb4dZMjMi(O1&KB?z27`6d;z?|X;Y4? z$G>+L?q? zmRt(Q@+KtvOrI%_PUoZj_x1knYTBQrFF$+m{Z-{qCsyMjPX$W}AkNrm+P2gPHe(OdZPtsaxK0|Nh+g zl^LJBINp!YfYF>W^2o!R-CB1K?YpVGbo>tN%~eqN#u!a;A9;j_o;CxENWskMPg3yi zx5RY2cKjRYGO{{T2jhZKV$&$a0KlTy1z6qIWPn{yM;&3z%o5JdkAQmB(h&%zsYZym zdzZkofXlEQCJlKgC^)%k1RT!FB))(4z41cSbnyF{LT|HV;KcA;(>w*XXwz%%R$gDR z=ONeOhhxOW=qZm||6eHk`Jt)imlN05>lWwgww>l4?vg}F5XajDZLRoN&gXXM@W$#F zLDX;AAwx7SIun%4F+N`U{ufT0P>|1m6%E4F%R9l_7eQGPgj4e2>Y0l!Qf26gi|HQOD1G`rU;A6PY`(fwi5D&r19pwB6=srDX(D<>mtN zA7arvj_1$Wp*vp=d@;s^`0oDv9^B@-yr0Oa;c-6ciD|EwdxF>Q8IJOE1-=xX=>#mL z@a|#T4nIDCXjLHNeD$VaW4zKbHbKR3Bq0>usp=1tjrxwlw$odtLN(vN7Y*tD2wIi~ zTIwF}e0siqJ=9#28`j!Ef%{J$KKBhRhGI&3>Jpyv`CO5c`1ftUJY{>7$iGk_B0wiw z)o1}B41QIz{+Qj`$ACPv7fT*_A8RY%Z~S}A`hhl^kB@G(2_PI06A{e;Z}-kS91VA8 zNhf5VRIgc_y`j{v1wP-zLCEDr`+w4j_gCGoGzPaKV z8;TRj8n%fg@;gYvwDdkohoO4&ZAd5kN$;`($-eV({g0$XvmXG3u5@mG7ZzrpB+%fx zcun}=1DW5}6lPeCnwsYn&{F@%XOmQ5;tDjsftfN>1r$kQQCT+wx14Pf@yrEljNkLb zHvPC6pfGj-mb5xF6kgYO{(##ZtV4)%t}i=HQ@AY?9{>}Vu2D6V>I1M> z+Kx~VKSZ@5iF!Q=E(iV`ER{G~l@$Fr5cvIJz#{a40~Vn%S{B>s^?mO9=^B(PZg+ii z9RB7kXNi>)0iL84a%_`7v|dj)L}QC0qC{~2G0byjjaf_#VqjokUs5ZE?;t!?xghAe zlL8gvT6|(k$iola&EQn7IULnidigR0s0$2H27{^e zKi8fms$0TicGLRDH%PIby}(a~Y`j2EH0*SE$;6s_Fi{(MwI{p7 zWjV^K0o7V=?Rtj_uY7AQJ5Mp@>Pdw!9AZCJOw0qJ)eMf&}3(fNACU{#Wh!1Ek9 z6&-gP{NaDXuFojkhZ}81-l#g3(obx@Dxm_^;iY4r8-}BSJGNf@Lkd)Uvh)$PKzegG zV}VNRri~asK%p3VxxXa}X#0vXC3~QfH8Ei;G;Y5wTK=oFW;d3i{vo`P-K;z`%X;Xh+gdfidN|&|7@rSbG#`xfW7Zj$MVHU!H zp7C+Iy1;jx(=`(kLuPR~tfDXvjz^hl z>*<}?=5sUvF$CO4x?zizGFBPjX|vz?Khk_1HqQ&5wUCpI`XLhXd|G- zs?*3{rnd+7n1q19PhdX5t(9zNY8Xd-?!NI{jsGVJ@3_L#Gl6-@{l`-vc%NXy!{3ONQ$`^l*>iXHfgw`*{ zVT!71KMtr~tWDlg&=E#&S(u&OLg_#WK~?f4cK)7C6P{nwAM;kuFso|#DVFF}zt5#VF#M&go_3~8^0{;i z2tvQa{fCYR7Hnkor~Lfg@t>@$0y{#Fs6=1@og-morukWHm;S60AnK(T0VJ^dkp|#L zR^CuUC;Sd@5^eCi^D%Sjb#)XPI(BI41)8*NZ!0gTdvKPq4SPdhvP{&KxuzrXtTxf*`(M zSXvNU)AhzByDMT>wJlyY4ZG5{+eNzdfa3h0A7+rqZ=*CSZU^m@>`fWDP}|=3{dN^K zcr7U|*^;QK(gGMN%W=%O{)OAf5R`&kd87DB$<4B)mQ1~9kVjZTas$;c&C6r9Nx=N` zMwA9_e>3B9Ianr(n;A6s0MjrmF&yG$dNRj;7@{5?E@N1*Z+lFP#95rF&0ijHz!U~= zWa!&BB^@1B7BLDsW|7d)&?Usbhf$>IDlbKY@EUix^=yZ^hqW7d7W?USAEJcYq1ko+ zkm2pQhWpBp2Bz`U+jZH0RT`hN@7rQMA3}$HC zJ39>luYGke{nq7Su@8U>W23yzjy5Lzje9@LN6OHM1GkY<<6e^X_Vzj8K5@{Q`|oq1 z@q!dBJIG`qv`7R5D0MYMtx-}`w$XBzjSF*Igqwz1*)ZV`r)Pottq}$hAPV!e-FXC^ z40smBI1gCcWob`BPKKX7d!|`ohL4U-5%7wLni`t#y_+#LrE~fSOv2L<40{YsMgP!% z|F=@O#PW~^LT5=64HU`S6F(|MWU~>+8q?usjr({zkAZNCFEXjWwJ9A<9@+on-5WPR z*tJSDSe>+_cX-{XAHB=Ek-jzFz5p2}aWa@6vG3=@8Hxf&pLH54ZmVW*BIIM|KKQV8Myezwetqsu;0cbO=nr*_ z`fS7EVSkQqnDEnrP0@05-loZFA*Q4;&PMd&ujCQ)UPy2YpY(%r71%m27Xwkrywc8K zsgX={Ow2s6+q2$E{r5Mz5UGeT?Xmf9BF%H#lphxNMTGnp&QiyI38~mUyE>9bI^1Eg zUH>MxbB5o0Zn1|O_nl_0ZoQ}th#dQZ{sKKM?KKc$t6EqS1)T)*hw^|CDBrQ;zyFXE zGIMTDD0;qWiab+*Y6UWv-{w20yE~VxQYal^Y6I~_kQN{oB5qkB@5nNvNHDJJmw=@C zU@&{-DI1X|DlzA`U&270lHm18&)h7Z2nV4!QSCnwQL^b9TN5@9E%QfHeMd-wdv6z0-LEJy9#-OoJn+bkYjoV2&bkxZ}C@&&99#;MZ$qwi@x_ z2I=K@-e)O;BIQ`ZYc2wfKYAQ9tj<2{0FR@GBU+G_o<7*@j}b*4!gzFuY#xWylB;_iSS-Cy-f`YTD~~ zS}}iw-)%1g3S>BcUrI(HEbA*i$r0PtRMJv0m20oWS`RFA1WQCrblh=T5A9YHu{WVLOXQ-Cp>4YDQZtNGS5fcZ;d3P77gP zBQow=PGDN6d`Ha_oS$8z8nSg6adFc~t_x-z!x5=xRUN!Oqr%N-RA;Rw7MTr1~0$ZfvN63h;8I1 z(!1Zu+-6zcE#}#l*m;90hY#94$G3oUy;$6Nka@>0uR+z?T=eyDNZrbFlHUhJyktR0ga@KL7%Ko+eq|M7=;Z383 zo$cEnb{6xtRu+CHdHL@>AinX{NsISy3CObqLax6Whs-*^JX`7IwZTl8GXi#l08&z= z;c>JP$>(xH_j{m4XF;8pZ>gxMzD#5YtET&0;}N-2K*R_ zuyA4Md$OUxR@^j@o|T0j!${a#;R}(){t@+dY`gKMOJf-Uu^J=t2yFlN&|;bzgS)EC z>fSfMgySkZgNz@g;Ctll%b@ks0;cvGS`zJt99G#iS1OQ;fDQV< z7e96A$ZjiyJ5D6w>H6&8ljg?G!y2TtXBdZ@HseT)kQ~CQVRE;s5TxrkJg)5AZw!P| z)lC6Yz4ZI4HyCn}@22*(4cr(65OdU-4Vd5d(Q1?0#a?A}+UkDio8QAy)N@hVK%Fct zw`!|jwOj{chgY_fS>Jw~ME`zEk;rQ^PTKM>O-=c&9jq$pGb%%DDLr|r1=ABHb_N;P zCs>{I$;v2i0kAy@2feWdJSR!yw!$wm@H?3&CAU;^;F4UfF1P+|xB(j2 z{O$)#J-xlCVam<&I%1T?YBVtfbg5}BgllVS_X^3F6o{Bk>arfU|KGjn!bl9}0=6s( zCksb8xYL9T>vV+ooDf;~(R_CVkS!}+IF%!=k7zjP;Lxm?S8Rkp@bgMQMxxBbkx zE6{hQu^Uz;zTe#6d8~~iRM|+NFF#HERWxy7ci}+1Oe?_C^oQ^4?!Y92JaSU1!?301 z!PB?l5}cqTBKkMr>*xsD3baz^K7DFS8Oebn0V>3!fx_P#*wVUw|77|uF_CSSwE1;M zibFn_)aiH~j_i@1pftHoPF!!+fuzT+T)DLUcRXTB`S@kTUb+*AsAcD2z090fOjXjc zwh5tc4al}3pR;EzO=4^fCUjeVfvGNemd_M8KbxqMX6L zgzgo?p8+(QrO@Vct)ce|gN3@RG;TI5N7Ni;oAvvTMYj^c_Y3L44T6Y11XM-9`Uw67 zX?*(&(wN-4^8`x@*Kzvc!tNIRq8-vfE>c_50NDh1J7h0RgnbYgt4;;-d&p2YaNeB* z4id4cL3+i(gJ#jkUrkot*HhXw;G>KhQ3V^S#A;y_6x3>BV`o2FwfjV(jKbagty3K# z)<%?bGWqMvy7`eE=_)FtMF`$3jV$s{>?qkW=O}z4Za(r7Qg3?3-{4SfpB;@{DT=*w zhCP_4#y&#MXX-5TJb-=9J1DFNtHxtSdPBqnS1iCmsB>`{$^Jg|_Gu8Ah4(Mequokq zTGf0c_qiE_5VXDH=(9t)EAs4OJmv(TVzL9otq$?kH15|whBC#;J%4A~kv1V{U1|3I z(6>RA7tuyeL9X%O@L!|o;xt%0pcD3S2U1E4o0+eCgKel?`_7`Z1ES}A|#y^HB8aVfq&!M^`WjH_!zCWJ{QNf`9O7Hu543V0kC zj?Z@SE9Vi)=XM1pEf+3Z{T(QU^cG6=%C1v1W&n0D)C>Hmi%&x{lXKBAg->Jtk21UVSSUxwu7iQc(1&h^r{&hc|VU}Th!5p zM{ef=h=qV7>wyI?$=0+nQqM4_75Y+t0c4gbHp&#&btRsY>D8YRJa5>(Gr?X=J6mve zqdeSOm-WXP zm3F#vf{_|;myvMZANzH8L>mAapOERU#qELB%&qtz%%-Nx*~w`NiAq70=|6@OL3QdBR;*f>!RxKGA9QO+9w*QkNaH+jnYjj zhKcnd&q-ou37?Wz*68O&|MPJ}CQ|wiQL4AbqNO=1}K@ z;mJJxg6X=iZ`<nXAm}G~YzZ`6{#*xSuo~d__MfKF@Xe7CUiOjEFxjib6xBo}Q*G6nv;6ZjXY+3v`}eLeMcU_n&f<{HZMjkI?m_+6 zy;N$=dc$wQ93C>@=Hz4H3!tesQ=mjBi%ZvU_O3Y? zk~2oK%!Ba+0yxZ+7|vU zj*IR`LW3tNwUiV|GmO`9^*owXN@z*Y)R@QS0-xsO=C;V>A9WA3F`qr9-ExZuDne~= zHBUgW1+WOPu$_e|7EUE=z1*Q~05|qjPVQGF3v8nRYZkaO zzi)QE$#u1;fAy1et8Sg$Ch_+`MM)8Foo!i-F?NESj;hA`HE9R@)77-ixZB<4XUPgw z+FU0&*=%Z78AUVX6uFqtqMKat1`AS~@s3GE4R<#B6)5lJ3ro%!bnK)%)nqF8oC>jg zoa~hfFt_U{DLQd|>Fj@|Ct7d^kU~c1o}jF>Ii1#2Jprm?yuv)HU7ZmoMr=e zQDGa5_;zxm^%HW&Ni4R~^mivFZ&-_|W1SaiC(^E1 zNCq#Qv)|qmRkFMyXV2$ZNOFrWLDHV%)m4Xq#!wr4bUA9)d2WKua%b){eofKJDFzR* zn)H_oPoXBg>i&O88u(c&RB`IMC@wzgy3A}Cg1zwAQ`9n$(0Y%5QGcIKIQnY;#pPGh zVoLxPI%Pl|IIwC%*P8Sek*Fzj2%QyEKC8&O1HOY``$|aIP`&VIxfhl6@rx*gye&CF z(MrD<+Rf4w);ystFAqXz>at)+GlZ=*q59E+8osyfJIDN;Q&uLO&JHTvOh@sr;?5HE-Srh=ZtZl0N zUD2eWtEztDygIY;Y+mMM&MPRiKcatL+?ja;Y1Emya`$<^!K5zL_n*uTncRw zfxV8vwBjRv3eLnhn#kJ3N$3NmXa5j;>wub9AG}4BA=D zM6$Pf?ei^;`5)Cj@_-W?^a%$+3R`~cDGOJ-Req})^Pc+4e-nqKpfMAJTS5;FpI9MGVuXD;j z4+f1VYEDoYXgdYxTz}c@ErLTM3_IOl0l*e&&2kfLM?oCIUoC^H&(4pDp0*S39Cd(v;Jy+GI_C^F8ZVA2 z@Pa(n$Gi+yyTbF`3@~IUDK~;jSxoIH)l0kb&pcp~e}P-@hh608*bs z>4$Ku3o!X6QQ|?Y~T6rwX zJwZCPugB{6qKHJYQC^oF|ABbk5$l5c{X$P^S6PXxszzfyx;)4hd$4spVVZ0JtitT| zce#KaNDZI-FPdDJ(Krq)PL9NC6^%R(+r-IUj11&GNgzoorW(4IsGO#IH0zT_mRyY7 zE~(k9vDI^-opww08W4bTc|Q*7kYaN2m zxEsDjIAL9*>L00_h3zZvR*UJUoE++3jw??zbvq|W6ZqG}3X6#EmYRx9_!5gz%cwMX z^m86`!5k)iZ9)NBXW+{Vw9sN@FnxZLqLh$|C_v?{>2RUo!C!kaKTNtr8Ff)uJgP4HzA;o ziF`h@c1I)t=xs_@wbX%#zYEaI+$X;dgl1?wojby(bnCA&T+*AmLU-4%m)4Imn}#yK z;zp956^0!y6iyfnHr4gDHm=HSTYug@YOLjV&iXOJ ztY#k#Z5o|9geHdj`L0J`MW9NGZ{Phy~Fq|H~%ZSea+I@c>hn~l0fiqB`qL7I{>wr*T9_%6S= ziK2SSKJ1(fprK#2J`#{Dyb3+93;Vv`bXNFm^UV>}gLj+qRB+=m_JaDC&#SlSi!yLE zFqEn;yeZ;+grF}sim@>Z?ySorlrYeWAR}lO_0?((f>$9|ml)->TI_EG)v$&|nx53$ zB@sm&$RP;%j#ND5tzAusWm#fK?bhih+dYqmT{{r%3uk%M_Xmj5LLY+{`AMI>n9&Ba z^mC!4PWbq^Vk-M?qrJ>@_~pey4fD8IQ_U2H&rre<$st=7U$%KrV`thHSG--3wS1KT zX^s2xdhv?WWWja}DM)K!ZKK0go3g4OJf`+!2>&V>kPGwGZTf@c6cxUt<)^i=0 z8TY+--ie}!YLCV;6_ja=d+j4^?B`C!f{i8e4Hc!>$UFfBD5au;C{H@W+VFF&dVUPF z6lBMK*N{u^IL1jnTaxB=T!+_(1`xU#=WxeO>+NnG$^ML^2p8s1vrDx^Ts|E4sOYL1 zx3TO{p(i=EEcSEJ(R9(wXm-~$b(D8%e1BfuhUV(hO~W_uYncy0+?^Zp-Q;re#Emry zB@s>Ex~iJc;N+OGzxnO{!Mm%6Yz@1I)*Iu=V;M#fwRd0G`LcoRP*k_R`5B@?GS%zt zU3Vlz@a0g3QRvDjwG&~nD@ie_OWebnG2N7b1kM)0)taL36$W_4<}Ps#f$97jh_ILG zZEVHg)LopK;fAl%KhJ1p*vNkz`s_>DYzZ@V**$A&O14Rq4&+SK+G6cP{dWqKhnxy$`B9k4=G!M_7`dTS0 zPSPQE$3L(vY=&)oSPWC=Td)|YYoBXp(1s6tI5mIUrLNNDs`1weSE9&qN9L~+A-9IH zao36PCTc58L1t{YafKR$S8ff zrhS}XJ;Wu)9BxheO=Petv!Ul6@)oujN9F0AHMW|k#nydvjVIS^({sbF4uc-dU_6K; z%&PH_Ul+)7)oNc{*biNqan{fD>*7tLpSne`U`nT&T{Jy=S-Mb5!q&R9JN)5zeM{vS zIoRw$*Ltuft(FB7xamWU#1<@^G;gVU@_sMSidrSjc6P+eDu2yBanb;Ps_N^!T`v-^ zLP6PDj^W5{ub5P8ONc#7h`ngc+Ez!Cbgf=i|I09FR|xtP98M9Du5KcTA5ug=Cwu4X zyHerw)1A86k@M5Ht!d40CqaemmBAMu@6u@eys)a=2`Ob?F%co{ z-R*1gd-6raj!z{sw>^Qt&hokOCb7b6-ZdvSJyOu*EDs!!lzi(<-6NwFkI^p0d{uOR zdz~QmjSsw;;@b!I_8<0VSJ?%Ez$&ERCk`NzU=+s1K!&fkAOPsv1w{)%DNmvBP_JLt z;A9X2DR|~%;Fcco>*RWTe{z;5>qTGu>_%s}oX2EQ5h)AK)@7;}Pc=~{v2=CVs_dq9 zfkq2lQ0&ES-j(jH{ZcReA~q&7omtN_x<*aa;`Odv0^#Ey9DV-I)Njo#&s6T$;3a#Q zZ4(LGH}17|XWTD~8_tr_nQs{X$~mf_zK!Tf29jcjX-QCGe|UPf-0s(`wim)C@8e}G zY|Bzw7w`0ZeR*E!!Qi&uD5&oi*+d@fIDb-SrLLX!K_{cwRH-7@!0#PiVKrN;HtBL< z*sgro9uA0J7mA5zSGoel4t{cquWsY2_8^@3z28g3v!p5@Zk}IoT=YzYS!?v<$RV z#nYngi_PD1cPA0;^Rt9SzosT>72{Qnx~i-^35Vir#Gb&v2BTki9}DFijuLf4DOsV2 z@x!XUYUHRqzs_lW=SOyO&m#?vhMnsmuVk`u!lr!mg)$ou9aK4@YPIz6+4F8=p+C$E zAK7a0n|w6TMvmcW#QB5`E8<98_nXm@gSGY>mzNtF z-TnC$C0j)d6Q_xUoDPNx9cbQXevKj+wmLPW8uKjA&G66sr8_K>L=UQ}avcsm zrUMV#$(E1k4U@X2Rr;K2uFvi@5~hlKHJ)^64>C)KXf|9e4GvbRi!C79Mvr8YvfIuu z@0@PII9t92CB@U(BoR^OYG9Fz3`$GiMrJ8;vJ!;dxt^u4>Prk9050oUlCHMsnmbW% zC&tX@bk2`$d`nT6qZKY>yo`9&E>l}oo%taW7#$0-lYPmK_x!dN3hPqwPth$Fp5nM= z8=BPEus4u4^h(0}S&RyUzudby#vHsGe8C5@>R2~T8p`@IwbHnV?=19exw$;J1zC4l zezjei#@I;H?#6@$0ddVyk3Y)@8Q+N)c4~M{omEq2^r4js)+C`ulTdYr9Td9gnAwzf zd3ieh(9rH8hy74TKp*)b`$*OYv3UGNaVs*3h?KFIQ5}JjB^5PL9k% zwZza~p4hEFoDN_-qsm(01xFyI^lSfPCT8(78avmY!pl zKuJk!lt>4<6(&lg!>l)jhcs&dDLGX(Bjq5Iowr`VvD4Z0423)JscK^V zptjS?lf$F6sWb>+D9OQQr}D#6VoS}?c4z${>hVDMSpXR!hXu!z`XHFzn$?Q*uwW?^ zg{D*5352BWwLLiJR|C~bZ8@2DMV2gFW|S@FAptHi@vF7>{aj)W+(T*nZR})RCwJ4- zg}yzhsJ002(0)4?+Olcv1RK(U1;JPbrqLjjK0+bswWj)qcO~$Yt}UEaJ=eo{Fr^AH zd%aG}r8?nOKW>7HtBOMlloDA%1VRR*9LM4HcsgK4YFh|dh(x-J8?olljFtD^E8U~ zL=!dTiaB9SuID=E^!e6j42jA@S%TXxFT&J?v&i0@&)$-$-Qc($*@-3Nys|KpL~Xrc zGtT(8f=`!N8{9M-r@d_(+A>-BeF4(b8&p7AH8&-Oh)7abE4G27SOLrPX zthogd?p28oE3JXLd`<`TSGJCSOjGxlx5f&Ku z4;BccHONS_GGdvT=11pHvNBa!<`ov$^6_Q3AY45U;m=*Qf|r=!kf=X5r4Me(ns^?e zZZ+*NS#{C%LwV}76TLxn-B8{8WbZ6}aIPaVwuc;of~GOpU#dls=^p(F|i#4o!b?#k20)U|+Eq zCY2uFvK&?n5mm&-D`#qtfPwG#>pBn9yy0rH_LuP9jJlN_hFJUgfUVazA>ntXD0a1w zr*M*D{_e%4NYy4<4DrXRr8{4G6T#uz?U2dar_c>L;(|&UzMjl~C;g^5#3Dl6*e+y*A0Hb0_1guRz#mts_`Mgvt{MHoTutm5RbdI2e)RP$l z^mMB9SD$MfRx)O=X+T%F1tbfd=iBAG7a!Vka=3*ms|jLg=nnAyh=Wuz`Xn$(IM(0* z%U4e?W^tB#_inoAyK+g4P&DlKk|2+m%gJ2|PtYMc?%3}3-(?;zSkNl{1;(HY1G&mn zRef_g*aG%@y@`|0Z{P5^_W&J|wyf%v)>>JWhh18H=pFx2@f49+E1AP(x>x&AH1(Fc z6%sy#Nr*xOfU>O@u#$gWIck$G4Hzzsr#I4Coj!UX@a}bRo$nBriaMR4k&0)lFGeIk znyi9b&yr6s5_&o7E$M={aJ_5BD6nhN`HOmoU0q4q1T=Rc{eXK4&p&nPJYwl7xmDL2 zdI3x@4Tj&O!p6VR%DxtPcl$o$9vsNr|GFw?28{Z&DFMPEx>{&<{LPrD?w6f5gtdsx z8!L~)p;0HYm_hO@st*rLeHC9B?uakRV9MsdJ`BR3F{D3ahp#NfEPkszi+8lbk7mM8 z?IeZ6#U+_;1^=d5@-FRHo++uClr;L#73%~+989sr?REH*A4BR&$I!Z9p&e4@zJE0#nIEzlbN5<@~ZN z;V<&~o>~%Kix6yo6t3f#BKrcClh|xvqZAWK#1QQN`{pA}&3T#6_lqxfPtK4fGqmSj zr9luEEOC2b7BQ{#N*SEFr*^c~8(zM}3W0GUEXk6hdlw(*U5}!uU;NZ`X$h7tY~74K ze(%61*@fDO?$o_UFfEq!R4f6R(Ka(C@s~=1L)_@%`C&VU=6`>U$Xl)O`&W|?h4W*X z0_3Mf3U9!J07HkK&c$H6*|lwhf=4K)i;DeQKYvE&kb|A)2J6;g>m|V*%boe?B*mdK zFycg3jltOWA?G`ufwY$oSuy#{X#reLlC9SaxGF-v8_sSO8*qO>R#{feuTHLG9#C>q zYC*}G*?x_OBrj>aryOZ%u2SSrB5iJqfnLYW2e%8(&9JMMsX9bhnqvT|;Cp|(qVc1} zw|Cgz@7r`=ah}{2l#^EBeVh28BQ+{h9-8+yfjw|gXS3`Iaz7ME8E|R0Q75Vg9zmr% z@|YZ-hDO^6F-p;@Rh234dPpy=q{@u8l6Q&Jep}|k_j|p4LS`zzCH+166ie*yjd7l! ziNK#n5JJvjmF)9~Ur_?QlQ+4OPA|5n6Sb9$AI$?_7+@_$3zkqs$^K&+QQdNVbqA`i zYyhgq{UlugnhW-$Su7dttzhlzIC2BDCbqCpoXSvhZl$~6G>}aVrU&Ron*rD@?Tv=N z|Fz3w9wBC3hv##(4cFWc6FCQnHbBp)Ef4A{nLc|v=*=fqX}7{5 zwsi2Ts})O9#%v=1*pRevl1GXm%Lx@OORk#)=HXd10+hITdcn}@KwRGNXqs#^iI#}F zmwq_p-QbcN6&Jps_Ht06lv>#t+!+2i?X#+iO2l57PBamXl-(fLX;sE5Szp5BCeOEY zQMv=ola?5m+^S#Ks;Z=P_Hfe+DOE@2R=UZ%_X5T^{+`I5YMcz>UY&@&I($o5wHcYJ z74W0>Ig%n_>=E%ckXQh~gVdb7p{k2~FW@PJ5DPYuNME=LJG*fysr30lF;7n|#ptUx z3g-m&imNg~B&VmbYRp9E3~NbBGW6oLQ@|vpC$__0NoFeZol*VsdCS3y z;ydy;vu(0K+;)@=Y0Y=R`W~muGF1M80Hp{){!%|Jr3{$%0;NF%9zgir*&WC`y+RgJ z`{V9u^YZeB5))E7C$~mjRW|}hj+nc$s(E-5Kv|}Tz*SO)Kehp1=@mCck8z0sE)Ot@ zvzzCNj#=vJ!AVBvSV+KxGm91}o4@8H_(2pto-f@>kK`u%+r(~9>16jL;sVHpSjsq> ztPWy2g(_9jRE^#=*Ylz&jV@I_gdb{L|1XH?o#PFNtPcc=h z*$R8=>I)F2vkw}sS!Lb}=zYA{(6?)SoQw32gk4{Bd9Ehqn@JrbH`2+a8okn@uci@i z;U8xd3J-?8y2ss}8~DM9p8!ARUfbU@J-R*l6FX#klBb1sseI|KtBoJSdDnw-mynmh z`(;b(6zIl@;2TgB0wng-VyN_A1YYwFZwrD475&Q695alu{M1Q(N1IMu^GaHCd1DT} z%`>0v8nqh%;WcUGQ<%iNIKhWqYP63n;xQZ@&0a9H;*^S=F%h7#E5#_O+xMhuE#?$j zJh1{TNS4MpxpZt9M=K%84w$xJn$b6W;&|VSiP`R!W$YiL9+-8>LTH&C_Z79?8@a99 zT5iql$5{}{hQWK|-@n7-rK3aAr8zgjDlQ9lThL~0V!+T6}Ie-31heJ+5`0S2n zw*#P=0sCUF9}-k756Ymko(mY4<@+*I-Yrs|b=n}lUu*yOC`}An3GJvZYAkx(Ok18h z5|qk2adc+hunGtddEE&|JBUBi0^T1T_=n35(@;z8Fs zq+~YKDD87jxT1+5QP9)|S{~sU0t=WeeO2NzG#rC}l9q>6zLZ+uaIcoBM=W3}N@$vf zkE<3J9jjU4vd=nd$sO(838FYPublzQu7Ny`e06yEBb%?>GaUH`ujvg->da!*ssleb z;dw~D<{qY~Li<}c%0hP4ZiSL^NvaV9E?rhDJCKCt1YRrH*!r@B^Mp8^s-^!a! z5|t@FvisjEnMX+eWcbx*H^=L+S36?iLWGk(M^-6p@hb4nc-ykS>u1$)S7b&bNdP0DBZBzhc*OoWrJjVk=Da)h>kbK;rQL?MqAEQij|b93V<6%2>Z%iJB> z5*D5rJ5KU^iZ`VDNslI8N{-eBCPN{&WS)to4DEJDWi-lx6%~{wie>L%}z(&MAR_PFMJ%z+)4v_ih)O{RJaQ@VQ5X zUiXm(RtyceY|QgU=Om@xYG?+El@^Fv{qS+cIC^yJ^#{!Bpk%tP+^9BY?u0Vk$DFJ#6VZWH9k2301Q+oem=pX(5H6TyE$$v4Cv77Bz^8tsL#LPEa?xF`!$OZ&yh*m`)#(p)!Ku?b_Bd z3fpmh%dA-Rn|#%ZBc>sxTT;KYO#kTEWbSdu=P_zC=3}nnB5&%O*{VAACjAA7kD8rl zyE@4`X7`LzT{v1WC_>SSudgLQCO%Eg!c&nYvPlMs*XQ+517=Pw>s_-Z+P~Tp1ntBP za0gpiyjtn2Fq8!?q?{*Sr!b}^S8oec@fI9ReEhfWBvBtQ74J4v&tu{wKP5<#ygvJ} z^S-9K;#}oU%0(kwkzdAbpI7qwoFE57-1H^kM0)_^QOh%`Yt!eN85OGlps*b)7x)0L zSer5IF-Ptl6`*a1Iw<_5^nvXj_lys$H)F;1OU+C{HW;0dC2UwAR)w;R-TMibLUC$VR z7tzF48V)68h>G2PxF~=seD_0oxoiNrg3`3#RDmmNWGLoh)mO1jt}GL;!AJcCVeA?k z4z=u0{A)Pq+3C{yJRp7 zm6;%#l_n*o0Di&K zD}R9&l4qN0p33sow61h$pONv#mDw{q*#$KmlpdMPsvs2cJMsva-guyK^al8Tm2&Z0 z?BC|dh_d?GNo{b7KU7x|m>OFy=!JayPNGCCwG@c0Da%zWb%h$<{ed?yO`^2KdAuqI zyVGfUQ~Y3LEU-1X0w<7O?R(bUYYR^0Tv!jY4YP3PNpylpXl>d*P4#Y z>qcAsf4W&gmofq!C^g0Shv^O$k}D~*Q^MK+DP`VAIzh60qI;^UMjyKO1jnVba&q*9 zeH;?)=j7(AW0p?$MhQ)$x*U#z%%$bv`qnOTwmQu-TavMSsH37S&qb%m9fSNA6NrCm zr{wH(R{nwKkp_fpNQ|$1C8qndwfYy;UEP$MMAgWnTUfu9`)w=sm!OU!-@1fu70pi< zQ?Mn)U@d|*e*IQT`Z*h-+kKKe*_};2>(;Dm0~zD*rzZIqn6}GZZWUHsDI|P%B8z*P z2S0n-PVO`HIBX2E?Hv8>;>}gm_X*V_{2Ym-Vqhn@5vl5rWNAya$R_Qup(7AVooP!W z?lN!g5N!)vxB8hxt)`k{Pr}Lc>B%k>S(=g23N|XtT0(Vek44nDJ%(S(B4c$sB-`p2r4uLYiZjs(O* zq9|d~?O9!^B2@Njg%C)(9stppw^!9&vy216dTvgen?QC!gqBUu`xBVaL8m&S+H9 zsWq~irKdHT^d_a8xs-5N!1MQ^T^g49vsS;U>~!MItc!W|mx3U*tsWwr%;=1GzRr0| zL4~7j^`GaPsnLN5yK2z-%e-R$=3y)S8I`*=2~D@gq;w)ENPfQW4#dioJS?7o+D^Wp zP_f)FcF+r}XEHi3pPOrgwAHJqxn5*ZF&G(n1KqF+Hn<2QsT{lwG@M@Z0-OLng_GUs zH=ZYyqsQVdNvV^>d76wDm-8I`)|@9^eV_#%@Elf|dj}&BVtl%~3AUqF91gjW4z^Q* z*c*uPG|`M}h)c#^&8LL{ApExq%>6;G8uQB~_I1?JWzG1X{z^nmylQ0-?25Z*)gZ-e z7ZbPCt=}SUweodXE1bS!+|j0u_UtbXmt+Mz>L*Ik3vMe3bcaTb-;?b64_~_{RL=`e zlv%a7iby~sYF6bx%HRJx`sL2*%3gJzE3Pk2x7BAXeT8D|9`76?huCnmrvpRkYh3Dc|YlwEDUWfzoj%SK=vALgsF{L{ni0U-vY zhCku%3_L^*9p$Av>$GuZDg}-TZ}*sio&5CQja1(Vlt>i`<0+5rS(vrI)iqL8*-c_| z*tc@vI@tU)pVab%>HkD&WuGnxx$Ay!QzCQt5LoiZ&q~! zMP#dSS+G@Vjl)63Gl0DKOSLE*5M!okTkp*Lv8{vy2pGUCL(CRYkJ>WfasbFUK7Sz| zNDT6#fkEQ9Kju9dFhj|42bv4s3~ZKC4DLWQ9r$!_**Eu$ne zOQjW)EETrR_GF;~b5pQ|*yu!%DCPMWGa(wStn5n}z4oU>58rQi8t8eE()t5&eZKfZ z!!F2QZosvdq;i944$-8f>9ri+)IL^Zv6JWf)tD3mXsI|K`&qRF?7WS?i)TD}%YJQtL1gE(>Tpt#tuOb|551J*!h#D5 z`kU=-uJ4@2pc%KiPV=oSG>K8`E!N)!H8}hT0(;QXZaPw+c>?(A-T|gpz$KGmJywE1 z#eUP55)Rq`BfaktdVN`-iUsGifYiau8cn6%JKNqYSc+xx$5E}s6q)`z|27EVn!wCi8zNWi+$%+IRmX#pcCx5?Sa>sE$jZ zmp#ox|0E^KFL2Qz;J$4yU)C~vxDXqw2iXoimu9Q7!!;?jh+ER3oqvxb_U`G0(&B$% ztv`7&_2Zfq7U~A=bDf}T#^BhmvLWOTPZ zw{L-1Q42ojSPl52zQ04Uy~v~)Lq(`c47GEIo%;%iFK+*?WvL*AXKiIR*Jj!UFm$tj1hyrWlp?&m`cj0DG2ZGE1FL*4EhZGchPGwR zO=4?X+4{jXw^H9FpjulCH!Y_f`@lVcw6 zcLsmDtnC9ixTsr)JdQou*%9|Zq7iFa7XUXN?))(oXPZB$xAegcFr(5GOwQx96(`Ow zm<9wD$7snV>r%JzJ(smF2`M*l@99;wbEhwO81t}Hrd?;t^W3fGJ-Xw63+T;_^vNMC z`(c$6hvRQflo^r50X)ULYID<#4K;?*|O`Un2u|Vte^o%Gt<)0bk4TeaPur!K6{cRk~JUl${{q^ z8a8`Hr=IQfAb2PYd&Oky?W8y@!=V>V?r~{y)qv7NQj$1nmz@vz7 z(a>`o%=V8x)Kc}y8DDu?pwtTgoj)BCxgo_q|NOmB+o+mCzK4V#xh~4vr^i{=cp=DQ zt$;@0nH#lJw^slKV)Ykamu__;=IkCd_E1b;6NfRdjJuuXIAmBw|MqMh;wBRnSP+wDsay*^A?>N$)cR zcWIuxxRqonvDG&Ku!(^H^roVwc9{KjhlY-hdwl`GhfE7=si~O?q&(AYEUuqOz8Ei| zfVHN>8m-MZSU8BhecQh*h$Bi@NbexJ8 zxC0+0&4pv7TU}h%8m)dM9^c%?;4<>>^7Gvu|5%iHu4=+PUKwc3Ntif8RCT~hVUhrF zwq$JbIci#)n^AY;f_`u)2F>~i-<)pXiWD@l;HC4te z)!k1)d7SR*YPQ@N8G>W@ej49WD(Yj7mD4lkQB~C8kp03EZWCC^H5dG|goa9?Gdg83 z7h&0b+SsRUhVQ9n_`Q<6ijK^ZkE$qS>hWGc5djr?_F$AuduY~Y()U-r_?{=A$2M)O zz{|s~N!E|p?Es3&bIgk|sl1Zbs^d?eOn!;2zKDvshpOep*$nkQXMf#^xwyP+I#unU zQ~$oKqonz#)@J~B+Y;Sc^90qR6IMg=lxafWWzC)MQRi3K0$_N6VK&JEpE9?G>S%5Q z^t$r-CnU^%U!yB{$w`Gdu$qn~7ECwnXl#c95qdNJ#{H!q-4XoAyC{-LX!(SLlJX*T zb2Q91l^%2V7Tb06dv_#H<9IkIvXwE&A_qZh>5kXO$yS}`C$&f9V3@N20GUw0wa5$W zXd6b6>U+hfkAVrj!Tj9V9)JMaQI`xA`^wY ziMMuF%v)NJcZRfvp>zB;m?{bjAld2q#G!;2v?XE` zy5(Jh9XHY?27jY&4%ZJnUuKMd83UPY_3kli;>?wrQqdd~PvvMOFB;bFrMgGt&n~@d zMtYBMtfOs%9+T0QYvP?V+~on2EpY7aX2VCSx1hpkRHgf+zQI*#021N#n>VK5vRoa` z$3d{n`uW{APQ^z=SWnsg2tpgj1%&P18Dn{XY<*4z1*UEF>!+rb52<3`wc36#MNu`V z(idr8T98_Og=Q#uf{81M4BCdfwT8rBYLr)(I;xhu!DCzxP#06C z*7o9oLfg3d-8J2r^xRl$5mY3ozG7tHp?cPcIz4FS?ae6J+dL~FrmIUt_cHzinSkq4 z78W!n?Gj1QE4`m$iEzpHJb@yQ4Q-SUZP5zu@?P{&Y`EJuI4TzytER3F#|#@T7SBgh zw33KFYx!229{N}2J~L#}R!k|zrWg-ZPZNcsZS>U+eaN^~sJdQiRkp3)*DPGv8PjbV1@9&`?;>98|YrD|r+p ze(FNx=egV zvVPG!gR#KwLk4?ccFHfQOf;A81M}fWCgA?LdflenVUr%HVr1Sdw9h?fu6jBU6+^M; zOX$T5z&9vdptij${!1knl$-}t~P}v_R;F~`G^_=8Y9;0PhNZy%v?AhHoY44<>4`th# zYSvg`aFBMYwk~D*oAM>7b51;J4d;&-viJ^c$N_}E8qiUw>Z z=`cddp4r=~po=PhofBQ-$G)5W7)qhdhnoC`o*U0kwJsW?Aq8#TG4jcyChgtQ6{t>E z?>pp)RON71B|n(6f4e(BdRJV0xbnz2Rvy=_NpAW{%#SlBqjj$^u6I~s3JSfJSpTW) zV%MW@W|!kn(p30whJAAq3DENO%tu5yvHxBH=Io_8h`%@N^USpo5zGPmV(}R$JGn`} zJmA1G4Pt_|QN5F>J*c1JPLyJf&?!JYK+4d6qZL|Y<-oH89i-$`O=(c$c~^Fy!zDs{ z(($ED;p0z7CR|)^hM<`9ct&nlfaOfcTmNmdcy;9 zT1(sK!@EL@lh>~=w{U%?j*sZ--;=ap>|uZcsGGk}1|a#m6tjKEg8hu{IO_b=Su0eJ z$)4X^Bh*Vtp?{t*o>x1KzSqzJ-GGr8{T1omIIEvnAC)xV@nLv-bP3szhmF^@m=3nJ zRL>cS&VKOvb?Xo55); zWn!ctv9BA3Ufh}_JX3D}3gx3PXO5Dr>0@adN;!+7mLpz^3KJIYeZNlFF3b?Rzn$&5 zvz>jkBY_N>JuVK!Rww=EWSn+f;6g>W{g+f!Bv_7Fh@SVI%PTVJ&)UE14^@N7#*N{xr+FPJ*lp~ z6T9_jhU!zKGJcqY)#P#nGWH-p>c{kg`!RU_c}4W1no{Yg&+8R6+JRm8wW=Nah216| z?QZOkEN+^|E>Gl`kEP(RNEg5Yny@MA;aZjollqw$W${ETiX0kwwaJ)6cW7h_n&y#93*sV_mL?1On5wTCX5kYe zG_BaUUF=yOzqES52KT~(?#g91`F(z-@J>lO2^7c$flAfezXx~K!mRXFsnAzsGI zxr(r+{PnKLzFP6sy?_c-xht;nEH&A^?$zih=@?Nm{Yo#*vu2Df*<+!rzJu^ccx+C+ z&&y(rV52`l7)VG+Y5i1-f8P%^?7=zAh^t<(TG^wLanrGlL@)-6Z}Tx*a!hNvf0O(9 zWzqO!_ntY5nzBxfshl2ePjjQT%XPfG_3Ug^Z}V5}94e+q)T*nOF=<(X-89lMs9Jx? zJm?R2*B({n)?J--fAdIf+^KY4j;hN^t|HyIP=E0W@%9gQLsV&1eW_y)r6WqMQVA)` zZPq?jICr5GOGniY+e|m!jrR4YE!1M!I2u!9EdFyxk$KYd?2u%bnTCPD-j|k! zVeFl|%j>R(?gxsvpC66(roIsw!}ai6V$xc9DtRKta%znZUL}f8b}bQL_a)A%Sf?zj zxk8_f6Xm6m4VToI0+zY+IZ>qO@{)hwQnuc`N8uLS@X3XZRyzrPerpubDE z+I!@=P|g^5F zBwhaPxS#rd6vhB?QFiW;kn+wQ#0(}vea9`1i0`j{ zEoynjK$<1EL&|*8NFiR2v68RvdTfR1Y4gF}#jfR4PTkTO<8Us9%oj54TJr*$Sc{Z#t1y7*sSkWSITFTo7Vf*R^*%Yc9U*dU7kMA$Kukj>U~pL z_WDNWItYAs%kl ze+;!+f4Em}qoh+$S?%4Jfyc4UPS)X5o4aLZ- zyodZS>XGkvx^0L01PYhU1}vY0wP>j4$ff10Yv|er#WWYZT+>CpTTJFwgwmdx^5;7$ zMttK2DnqbIe(#f{n_pQ|d-O(UjW?+tC z6~0IR(=EbT!rdj;)vy8_v@l>~F;ZTc{k^H1x zrC2eBKgdraevdR=V0``2a&@Q7J^#&FK@aPcNU=fL`{H9V_IEnORcm&J&fkU^4|w6e zZ*%mwu07AXu>^7(Dq(*~#BvYe7ZNwma1KX)VN?YdD5%}evYjdU;eJOva_v|!QLBV8 zo9%MvkMq8_Z|R|lD$|CCShfg2zF(}R~oE-FDHYza1vc1gg2UoGI&gbGpJ) zT3uy+vYS~qXc?$1cfR>U4lOc5+Pw94fkAyN;x-!0iAI-CRGd&=Rqfwd*xxpGTI^sD zsb!kBSbRkG^yFq8(sE{?=Wo`sj<*gk%B#WyswtqTG0}g?ri&CnCrP zuNvZg76QS(T^*INIhku8?;(9RV&jdLbg^5li4;I z7`!8(oOhV6`Y7z5fu~=X|4~?r1DIjre&ojI<3$IP0x1P+4yqKlX90=xTQLt=jMCL{ zSH6AfFx3U`PH0uDx#+jG^01!)hh zV|_ru$zjiyQX}-TD}kH@@~@>f0qanGyVULG$5|V8I6eo`|134}gpWOGoYH9|S4-pz zHiG~3j~S?d7P?5-#p*w*1qqk#f)~CM%OxW2N70yIGEq1qeyiw2O*VhF(5*Ex`B5-w z6_<>24E+3OR=C|WSU#k?Rwuh_ZuY6@-b2d}VP+56>l6>Fo7G!o@NArm*)f~B$X=WF zY#0sRmipH(xi8X=IY#hqzSf|WuOW{id}>;Z@!9TQ(l_Q$PH=g|wwAX&l?2NF%D}D| zzWirErH;FY7`X~|C)Uu*WTtHbAKcs92{ws_?8IhnG5R(O?*n@m8^ z+jfH0QnV3j4cbE**9H>E2n=QZ^~Ca(N|NkS#YuNycWf3?$Z8{t5Z_uI;Gu6LZF%H# zeVu!wD6VnlI>M!WIG_I`JPm_elQueh7uCxjoojY7O&$wBu^2BmUjvZ$au|X;q6tEt zu2*C?n_1Zs`SDWUH7?bu_ug9hS|qPITApt)#)p!hUZ;D`fU-90`-`{Bljipxp}&lN zrmO@2`+KYICJg?EEOQzX?~D?qsSW3qPTf_Rx4Dln@G!GxD%Zcy2DgK3QcSnys8F zY<)3PYTOvIp}#%p;XM^llJPk{14{$Qt?1>1%SPE+7`2-sFtE(p3gz`N0D2j5#DLpRHz;0JDRB z8#4yrgPIRUuq-GXJ1K=6H^H!f6}paF+3@do8V<>cyr;c5>71;5Nx}C@AvfWT zKzpO1%+U-pdyw*VPq&@ML)XNqb>_amp5IaAN~5k%)*8c~JXTp!?{m05LN-&{0N*Hw z3LNQA3JbZH)UI=t!U;Y044kv$Gj;&ijuJq2x7V9@8Xet^v8#gm>Q7G88eR$EBep@& zb!HF9_z@0U4)qM(fd%KM$h#ms?of>J5j`kk!tohj^7d0GfG*sFZ*2wzq~J^SZHV2E z8VO(;xz9MVIW%*rScnW(P1&EKtpELeiU;h@tNkvu*K~f7cv>*6`5jFG~FV}yoO!(mg&eIdb z1A*XhzMK73kW)v@X`#Zu*GawKSE7Y3&iH`J8bxu`-23ej%QboOA{m++|IgA7$R2@? z&)(OhD7yzY-UGqbqQg0^`aSoeT&MA2 zY(F%SLIKvWe&syeq@R2J_xcbbOsa?Fg)4gT$a8P8%e^)gGH#ihTniUjT(X}Xgj#({ zvbr1Rg7%SrKi<$?aD?2+t)j1zKa;80+TL5{2&Ff7MK|uUcAb#lX>;j}$yxdsk zkAr7&*4rcpX-zSg`x6}$zFt>##Hk%>xPfZytBGz>i;2qALWVtV7((LCYVpTYGN=;)0`%0@Y$OGLCFAxY)7Tj$mT`#tl z;T*PBAv-1!@^CJIIQHu@(C5>s=#KU0By^a==M6^GE%2_7T%@W8HPvHW=z@ZM<5;05 z^C4pfWh}xl2SvbX!8r%+E8PD2Q-z_^MvotDwJ5&(akx@Q5tu&1Xy6b@cGzD$svE4r z$joGs_Bc7B41eAEg>qw9tbWF0E|27j$|cp)S- z%FDr4O)-8Nhw5b2f-L@IQyAo!;le&sD}xGbit0HpyUt@|8aS_Yq0^&h%aiH3-`mlU z(rinK_;|e+%<8iHjNj|))n1ISC0)+)_{v3r3xJziWL+%v>vi$ia1a*tUf%;0eCIV^ zjW@js=1@ywBTra??Tpx_J_Of1fmF<8fkAnwiuI%XTbZUJxP##Yo`PTGNC1uPgJ&Z% zRTJmVi|-RkbA7(Ihi4=TxY=Ftz4;xlNAaZpj&RFxVjaczIN{^V*g2Va*I%)g6L<7A z4+$q+j)91=pCAi!;`*bThP+f!bkm7j>)^*O;Vh+4?_GFeYEfeFq99Z3C5w0>gB0&h={x8}Q6bPx9nAVYen*OF7_GQQJ>G_dfUq38c7r>Tvw*y@E`j*&L%J1|TU3 zMTOE$&d!oA!}>p_AUoFb|6TiSks`mL4_i6gC{+e5K$CjL`#@o&pz|$ah6e>K)}jz6 z_OTzX&&XVV7xrulL-$8KI6v}n-JMaY9HazJOEsvi1;6M5z1t6Ip>huu@DA#a^1~~^ z4C@7uF1o}lkTqXk3F~0Ew(+TJNR{pxZd`T=^aw?kN%7k2;(Yb%13snve)iy*OU-tz zu#&ssebs(^h&9qGtAGs$zxT%K^cb>;&q-ZiVh+?Xd2k} z`f5r|Q2!9QQ40|TbflI{vJ5bzxbu+ zJjpXpa}*P`c&KsiSQrS@yE>m84bL*?FAl_yvb7U#g$~WqzP4SF*dEn38uzE>!?`GTJNteO?}zms6c@sf11ATmT7T z9t!p8;X7t?^X=z6&;h&!UvPK#-EQ%Nmh=72EWW~q%PwEuN)#*7uZg-*>mhl8Gk2qWE-scUv|p=lT6tij($GG5(GC z=^@4AOChrJBU?XmE`&k$0o-K8$O6sr9A-%p#Cp`q3;3{lHf0A~SgSqFh#y!>$6D(H zMSF5foKo-I`8M}8i$s<{YO=>Frrs59Nb8fXiS}RODw&OHsd`U(M20eGnTD#-w6j30 zDmnn&uE_ek2OYwcUR`>*phY5uX1i{3py-EF*L2ntV=0?ftb{ zq`Yw29<3Y{pG%dqk+5e&<#rGA0^#&%U^d9 zZ&1Cqbly!UBr{iI5DlJ{O2+X>*kBF8_DFg+lRC8d%-CjMcv6Wp2I{#<-W;ifO$Ne9 z{jHpK2bB|C0^9XY6XtP-1s+o;TNb#ErMN+@wa5k&6IxKRI|{{Z9L#zZ^lW5UT=JtX z2_?&Swu!7ne@xd0J;6ytOQlM;y91^L%|4vSb*;7W^v6M zI5NtaU%_(3V@S{+z2)`ZPOrS)U?|f&G_LsfG0ZbivG%e$ME=H-##Qqp4kUGyo$$TB zL{YEH0T{@ZtNrQjYpWLF$RGKiD{8w3?_`gfF1}65z$pJ83lK6R^v0k|iJaah!eLZzsx#Kn#vdWJP zTQ{{|WynS9nGbWObohF|ML6P-s!S044v;3zsCPaPtmHD(=DH)lIXUg3H1Aytl+xhu z?=SY@<;b>l$|*@XO34ZK5}CXR371fY#=j9cHBCGocb(7k65+pfW<*O>OZu>S0FjTt z0ikMcmYRy1?T5j7oJK9vVFglkW-?85r3n-jMq8%RNL5e{;N%RDmU97pfW{QJS$o(4 z;BL$X;AxLVEC?kY9xB6xTqB*EN-5+KZYTbbQQLtQLit5jQzS2--UU+hi=Tdsk4V_- zePC#zTjd|QFoS#uZ^WNrgJ7q>TC&*b?cnN|+`7UFX$|@!fzFrJ(t#wzA|4LJTbRtH zUu*5yO*jFcMfZEVZM9elNVb{`aNRnI{h!YcH{t@&$r9osB1ZE#4YeV6b<)5=LZ{SApb>p?fdg5;r_98Ld(yayOB{00UMFI<%PUr1?LgF4Br@{YS9Vz*9W zk$$e}^_4pjw~bEVAA^^W5v}BCV0#KGn`jnCC=orxjk|r?>h4-?#us`V z!d^$RXh`sX#b8XCG&GB#h!ujCw!hWWn)BEhedCbr)8z{#Yy-9p8 zSag0owP%WvhX@Pa3?q%~Q>2#9UUX`fvhUdtJo&}#r%I27^#C!oGO>t{7s3ZM0u1$E zl=#=OCh7%lzVVA6%d5iiVz(n#*?V1GvGICM*;lXX#gm(V4u{Pz7awelm2z+2zxklw z^8Y=f1BMv+Y&{A|p-^H9P@

ogPr<0#x1HRV)V8>}V9ifO^(UbTwC z1Q+l+`5__AK z;af=%>isA5C2B&rJJ9_m(KZ%%;I&7|P|?-y$TQQ7v) z8#v7Hlox1;!SpF(KUjN)8}|77-aqK|Kn z{*38ugcHdb3;YbwV;UHBpB-twd2sWC+7KhR+h6{#7WMz)VfbII(W>#ry;a*3_vP;g zn?L)wFQMRa&|r)i1p2A=zmN4ntHyk>Oc)SH$ z*uq-B(_GQRTF1$<)IL2zr4pR2+UBlXX`@?}oJvJz%o3TMn_4$8$)%BD$P?jlHVH%a z=sC4I=zB+9uYBknR#KN%#&rhUoXJSJ+T!^%;|wLfd||M?ttmv7YRy_Jo~kBPv1}wb zPi<4)MP~_W0}amvm#}D1@R?=9S3w>2@1}k-x2Y)C8TS`J;{|BrU2Zve@hcR{Y1^Ynx8;(_Zo$M}Z_ZjD$6Ir}54sdFB_rQo*)P6K!^ zT}E1{W>?q0+=NJx-uvg5+-&WCQATO3Qq$4uN_@1}MKXuZUJ$`p4}J`!>0X%NN?{Oj zy5ZOmNA1>K`Xktc^r9D6#D6>;mxnD+n(gF%%>UO3ccY-b4M=}zX1|Tn0#*6%kN!9M z@c&l?EY!jN?(G3CNnQoqcEkysJPhZV(E&FW|7;L-L}%)py0Xy7Y3A5F#Y(&T6ljZI z6<95;W^Gv}ZL16u&#(7WuV1EKZoVA?kokjvZ+a+z#4dj3^p9H(kPC>6@uP+wpdkhU zdF{UQpxm=;z*oV8&=mO%S_?q&s@vrb7-ddFw_Hkl;3xhBMysRVCbkH7(|J_)Z8o^X zX~4}y2{NJVz`&wXOcCTW_9`t-o(4wWngqp}%EaqvMaOf%$puXD)yyFJR*W~PFPn= zTI3Eyq=G2aREhCv9n9rioJ*_3;JYvM5^k@I;0^Lv%Z}UI+v{P=?O|&a3?~!dz63;` zeUk)iMpLFR3tx(h*+)a=<~@S~GrJK8)v|na+DRRmg)k;W{-g(zC&V)AmbdS_zA;Wa z8q+N4vKZcYPCw5@)c<$vbw9~@osP@~;Ww2>4Da<}!Ztm4+6Ga_;9fOe1B|XVWwt

2^Su#+6D~oBd(fD< z^$WnpXW+y*aSbXWQ$SLFWU23tp|@fsH%9^6Rl7{x3^+RB_#Yo4QUMp?rzfZ~Lal_9 z7~wN82zN=>C=HlKx5Qo8*=Uv46cpxjzJxImg2&`&LY4=y2;{I4nlP{ElkbMR15r1u zWOL3Q$dp-0?G^YiFa8=B94r$i`fw2H{B8+IoDIv_R45ReOP{bR3r<C(eglx}M~|7rUhK7fWouUFxra6uKaMxS9JFm>h8XmqN}cxcXr0sr{w@eselp&yaux;xhZ*?pjQ53+8bEUdvG|g*u#&A z2>6N{8D?s|+v!J7Fx<2^QHHN-ySa#@oHmN9au8a~SlN5|MXKBisQe~|>G^py&{_Ai zV2C6gO<0#607CifA+?4OO=|mvGOB~W&O?gH2J6yp z2f8(M*1%-C)0@b{=4R1WrIaB$39O|=l+{+>U!{##XZXkA_Qo-`^}Fr1!f)L5al=39 zF;z`kP1tO>PJZ`JFH8bQwFc>QXRc)*b7K_#g7w|RnexHJgsaTa11n#{rGzl5(-w-W zFS#Z`;z`C=dvQZm(8FRq3hbgGE?wH=X*XkX;13yiFH%!tg| z^VdxM;7S7UZ+5k7Ia4*LhgpT^MPN3{I|HJoTT|Cp+t*4M!Y8lvYMm{wj^tmOV>>~W zfzrP2SeV}SaSOF4fL`qNC{_ic5)Ce!#RYCj^P@ww?5aj8#z*0mFV4laPXJ+IJoJ2e zdwFtzh!dE#td^-0+?+=)G1kvR=7E~hL>OOAiC67B&?qpH3dF$oxpb}FrW|A@0JYxU zYW+f_h_E4`GRwC&o~BhP9eZ8eRy7aXi>=CKOeYkTkL70BGH%8?8v~P{8)Ll`j?Q-Q_8ut}Az1bLEv-jN5*XX@2 z#`}Cm_3yZJyWkboF_lzPxd}@R`~^%W;JMf{&4KM?|NgMX`fVGkbP^A6~?)1x0I zEqb``trRY(u}zWLhxKZvwT9m4S55xeL`mKSe)CG`(Mjb1xI&T|(}z7uoNP%vwr`ee zHY-|59^`9eQ%_o-4I)$pNM|~qBox&kY!u%*!6)B+FE@+Z1zTf~e6^Bcg`QT^#Wy6q?^`DN4T4YT!O^92@7IC0m z_4g^IpG^S1o>cpee(^krqd=I*k!o7eS4YnXlhQKhHfTTAz@Lm?*0}SYaBJg4Afi{L zy{E5x;6F7Om(HukgclNnfle`x`}eti*G}|yF^Zhyk*Ak{aL&_@()D!KtP{?-DiQWy zDFCk6L(8D;>5OGW$HIqjvTaiXX*)8sA4ru}Vxiw|$g)`ayi3>vNd))Ha6i ziNuy{XbmpxAcyC$e?WXPgABBbh*b4hq{e)kbi!rdDDY0F_V1b}kp@dx?XcjOXlxTWfQ+~H00>C&sUg0 zG&12S2)65xGu$0MMy%$-!g^t;5+c(J17?|HFJ_*M;W*f08#plMsDv@$!KO+Bvn?MV zk;k7Mc^?*sqg1`SJRB?CWtn?F1p+E{mLd<*@*aT@LpN;n$$+qa)wM-OBRH&j7273$ z2}Y$}@*MtggTCmE=b-kD7GTxm1{azu$Qt%8t>OL=0mY^{MIkkLJ?hLAcB#qZ1bLAN zYX?^>jIn+-BXkcJWq+lw4}wene)gjt1%88$3{ddF&0VVZy-)X+*7_wd6oEUw9Sc?- z92UsxqiUc`oO1UN#>++cdmyif$rL@IC2j^Pz-Yp@YFZv}9ywV4N#ax70Op86?Or#N zLZWS@u9up;L;xy-(9W-WEJubAE6ufVdoQyY=!lkn%vQ}xO8wRU)7!bnLz(`4oUOKg z+eRuXVm2yDSX;=sEt<+AsjVdxwN8y`48|}sI{4*OrX#J>e8ar2JY?H z6x({rdLDI$+WmV2*<8boHiDT}wZ!Kz?@^?41aoVQK0X#s*2=R#DYkL~hyRv|Ou!Z8r^Dc& zx8WH=b07?rpjwAzE(F^k*b~9SWheO`jhR6$^;~>^4VeQ5c>KI$&Y~{+JpT|>@TE=n zR7eu~;z(CC^+8r$tN@4W$+Ux@EUB<$Y^8adIDJWV;WkAa9g9Wgr zNe<-bpz$C@gIam2GQTbCNo`xEjSWg8a9|V8r@83sl{wkXsN< z=3VVe-@`tSTY=en_1-M=`0kCa!RO?wl|vGpgrtfc&PG|4K5JF{o}E+sPO&}7>SfQ% zYb$xFT#)sLq1gDE%yc*srxG{KojS6C^jzE*O1zz|Q`V&}zcRK$p?@ltlz}R^YG8+h z`C`Jugag-*Ow>);JZ{i~E9v*DZ%yH-yz2W4E;eoULN~}o|E+^%akI|7P9=>9H_5y7 zdZpi-_P7YQLV_ohu;7JNaZtGbQ4qg)y?+?cY{1SiVoI9PF!g3iMK*A10dTSy*Nms^ z^Y2I8+D#j0?=*-;tgXoY_m-+zb8 z{-ZsFcFcd|ZevZzHi8j(0rBXKuCtmNQo~GZ028rc-y{gt@#% z)nqT-DN_CY1?0?N-S-O_ROx>JIg2>{?-USPN0w&mEj#DtzBN~IJ>SeH>e314*i4J$ zkg;5E2;+=@-B>@BuZ_ij-;I)GwPGp^2ZVC3$W3J&;&7GL)Q%}ym zyt)uFKqD-9@mobf{Zw(l^gB(XQr_%lUWQro2L#dvKE7%D-I)#>uomZe#I<~n%KTDA zBgP(2I}<>0?T~^XUYXk`ZlwY4qzAMZ^D?-N@uw)}Q%(uxS7LN4waVjzam7orE4SS8 zgDGOj`V5YkNPS>y*u9O3M+;Irf%<6~=5V}A&>v&FxPm_{@GzV4A*|58yKjI-U;lCQ zoiea6LeQb`o)KA@oZ@vdGJ79Kt=Ehjcp?IEMDTtU{x69Lbh8cQHQttcpvcJ4#yA~k zkN#;9Aor>P4*-SccskFEPu7F%L>mGec;xUqvh5jJ_2zIXHt>XXt9j-V@0jw+dvj2` zHESGXC(avoUE(Z6$O*JTffbC;bUN!zxb>0XAMXU(d+8>1P+|vJj;#5*UjP9sF~bJd zGfsOjF^iKCWDWuob1+C!@W}g?z#(Kjb^wU=Q!_MlFsbdt!QHjj*J!U%GkZ2F2J%%b zq=zk}k1nG7VG+jlxFOb|>FJgCh4`LiImZx{5T45to6+7#P_$}M%IRMWYA0Ab`-}sY zZ4&EQVw1A3EL#Z_5G{!a3M$Pbw@ju=ET+_uX|jH9y0jn=P#G{hDRPZ)5_`-r&oJ&N z&b$XFnR)F|&##yp%VT?K7F2^m@SAdS?;qw}Vo*i7v&LrJdydm0ut-$_uNAOE90)qG z7=zO_Qx<*xjXM9VC&977tiH`R67cfk z#&SpYrzsnqa16g`?#cF>|^2L~2gUm%f z(_eEA)_EtV8VcDPB3qeo2r1iEl@B%|=sCTb8|NGc4&*kw=yY+~H(i>0a2D{1lSlu^ zMLG_VlOoGlO{<8o@b9?1o4DrtrX_>L>FM(z%JmR!!N)vIqdYe!v}iO%)pxtc=p03j ze^*SA1m3IQ{lhjnlaYr8B3#kIYUR>>o>M9D%gR=jr%*-RRkXe;a;8VD@eaI-Nq|?~ zr$I0+jdT^&Va=pV2mG!nyg-T~0L~za4+1Gt)emHe+*~MO{xX zuV&M#L=q*=dZnMUYN?9?1sQgDIw84rWg|i=7?pnEERZMRM4p`p~- zrFO+$V!XJ(vn1I}w%+A^0atvUM&p;!!Z~&Sm77F3_ zR6(ASU2fdV?W|mmDPEXoE`=tF`6KfiG)N7fk2}A_?$*DWRk{gxV)UspFVpOoEX}?0 z79tSp(c^_FlHuK4VX%#VeNLGyUESJd2KcC%Sc*OBYM{eYt`e$Tk+UIgK*6pe$xp4O| zB)`R5{@Edk3{izQZ3GlX!RJOIdyERK6Qh)O6jfRp9o!`B#uMCpYyS=k1!4*6XzEyNbFCF(Sh}) z*OrgwWf&r2M^tbn4vF)HFhz4W%|P+`=Hc>aKB!B(M1dwv+c4GLdBagW?W0R> zc1yPh-8?SlMm(nc4g{xkR;okR@M19yIF)2d{e1K*KJJeaFNbzwoOS910-6!K&}i`| zj0dM^74|9)5PIfzpZo@_=U_38XZeQju>pWNXi;3VP;pWBhpKwx+-+YmsYe7Xo01P& zX^SK2^x;=u>s3i-bl=1VZ>6W*Xe}r6e$NCjRWru>F#46Z;;s1WhQEJbTep+dH7%kr^e%?jZqK1iX zBtC={EUGT9f*Usq1{HQ&1PZ0lgP(7Ir^!gdV*uKY0_L={iPyD-4_gu^*V`EH4$iEy zV|N9zUD`G1W_M@{gP3f2>c~Owc3Y$7mu+;KFx_lUGj@f{(EWPo}+0& z`*qCczdZHr?WBaiLCbuY1vrIVrH1;pK7plV=&sIJP7W_$5^%Nv8*op@t){B(?X6Ch z1TDI?TOEEY6+*Gx-b)cQk0Qi->I}iU@Z36$!|oke`{!ei^86pJKUWK`FEM-4$HITx zp>nHLZK^1AV6pI7J{!D}W(8FWB=iUdl%b#u@P?)ID~ZXEgL?UphU(==X;gLO>zbz?eE@Umg{(wnVe27z^xB0{XkIii!-VM=TaW;FeQ6s45ERofOA2HN znv$g#9IECK3Y{+5-}<@#gT>?(`3%tEh7mF-=~W5BFVUn1#&wSnvowW~h*23Hht)8* zmDRnGIa{|tA@z|x=U@_a?d5)0tygs`7WB3dB$}ap?TL4rJ(F%9x~Y6W#vd#D6-jp6 z&qtDqx}SRT275qbBt)l1Afh`8?&R%?mPFDB3ksns+;!XZ(+$5`MT)nbfoQvqTAube zuygCj9&?Rtw^G@bJZ42YrQ~12b2(Avu0#g!(r?(LM8^M$(KoyqQIY9z|y+ zYc-_q*TXvY-q%_u{6T`I$*pup+U(?K31=1s(Gmca%%LZfpyn3P_l964%Nuzc>tXuk zajk#-S7?yjK|Q3RV*7yTFiE3Zi}hm`NVcq7A6B^(wwky?w&(=u)Vo`Q5kW3Oog}x~-6;oRK0B#kIo}5ARpvb= z>$Ln4P>EHE{-myEDvD{{tssM3`na0!ji$)l)EZG~5%=MatUseibJX*raIIuaI(>&- zQdf!nZ%n23L*wAvkyjdpm!P%G98lMany){6dwPT41%-W9xcd)WwOgpm59+I)&fNLZ zWS500`wY?61POjg?9RG@XX-yjDeS?j2A&x6fzBIVEmtx1Le=7`8}8wD;Yaibv|@Ro z{qwHzmU=QWGe!2frrIAN-zdDisd}xdr1d2x6*$NH(9Kh5?<`E-|0_7O!RYV(S3lJL kSK*fbhaASO=z*nWo=n+br<#o4&~+TKwzDccaQ5o|0N-Q)H2?qr literal 0 HcmV?d00001 diff --git a/analysis/plots.py b/analysis/plots.py index 0669f1f..9895710 100644 --- a/analysis/plots.py +++ b/analysis/plots.py @@ -59,7 +59,7 @@ plt.savefig("analysis/fig_tracks.png", dpi=170, bbox_inches="tight") bars = [ ("baseline", "variant_baseline"), ("AVX2 (double)", "variant_inlining_7_SoA_AVX2"), - ("AVX-512 (double)", "variant_avx512_1"), + ("AVX-512 (double)", "variant_AVX512_1"), ("+ polyexp", "variant_inlining_8_SoA_AVX512_polyexp_moreavx"), ("+ float", "variant_float_inlining_SoA_AVX512_polyexp_moreavx"), ("+ rsqrt & ILP", "variant_float_inlining_SoA_AVX512_polyexp_moreavx_ilp_2_rsqrt_morersqrt"), @@ -101,7 +101,7 @@ for pk,t in [(SCALAR,"scalar (4)"),(PEAK_D,"double (16)"),(PEAK_F,"float (32)")] I5000 = df[(df.variant=="variant_baseline") & (df.n==5000)]["I"].values[0] pts = [ ("variant_baseline", "#7a7a7a"), - ("variant_avx512_1", "#2f9e8f"), + ("variant_AVX512_1", "#2f9e8f"), ("variant_inlining_8_SoA_AVX512_polyexp_moreavx", "#e08a1e"), ("variant_float_inlining_SoA_AVX512_polyexp_moreavx", "#c0436a"), ("variant_float_inlining_SoA_AVX512_polyexp_moreavx_ilp_2_rsqrt_morersqrt", maroon), @@ -140,5 +140,46 @@ ax.legend(frameon=False, fontsize=10) plt.tight_layout() plt.savefig("analysis/fig_exp.png", dpi=170, bbox_inches="tight") +# plot 5: the milestone ladder as lines (this is plot0 + line1, line2, ... for the doc). +# one line per relevant optimization step across n, baseline at the bottom. +# unlike fig_tracks this includes the scalar steps so you can see where each jump comes from. +milestones = [ + ("variant_baseline", "baseline", "#7a7a7a", "-"), + ("variant_cutoff_callsite", "+ cutoff (best scalar)", "#9e8f2f", "-"), + ("variant_inlining_7_SoA_AVX2", "AVX2 (double)", "#3b6fb0", "--"), + ("variant_inlining_7_SoA_AVX2_polyexp", "+ polyexp (double)", "#2f9e8f", "--"), + ("variant_inlining_8_SoA_AVX512_polyexp_moreavx", "AVX-512 (double)", "#2f5d9e", "-"), + ("variant_float_inlining_SoA_AVX2_polyexp", "float AVX2 + polyexp", "#e58aa6", "--"), + ("variant_float_inlining_SoA_AVX2_polyexp_rsqrt_loopopt", "float AVX2 + rsqrt", "#e08a1e", "--"), + ("variant_float_inlining_SoA_AVX512_polyexp_moreavx", "float AVX-512", "#c0436a", "-"), + ("variant_float_inlining_SoA_AVX512_polyexp_moreavx_ilp_2_rsqrt_morersqrt","float AVX-512 + rsqrt + ILP (best)", maroon, "-"), +] + +fig, ax = plt.subplots(figsize=(9.5,5.2)) +for v,lab,c,ls in milestones: + x,y = getline(v) + if len(x) == 0: # variant not in results.csv -> skip instead of crashing + print("skip (not in csv):", v) + continue + ax.plot(x, y, ls, color=c, marker="o", ms=4, lw=2.4 if c==maroon else 1.7, label=lab) + +for yv,t in [(PEAK_D,"double peak (16)"), (PEAK_F,"float peak (32)")]: + ax.axhline(yv, ls=":", color="#999", lw=1.2) + ax.text(52, yv*1.03, t, fontsize=9.5, color="#888") + +ax.set_xscale("log"); ax.set_yscale("log") +ax.set_xticks([50,100,200,500,1000,2000,5000,10000]) +ax.set_xticklabels(["50","100","200","500","1k","2k","5k","10k"]) +ax.set_yticks([1,2,4,8,16,32]); ax.set_yticklabels(["1","2","4","8","16","32"]) +ax.set_xlim(46,13000); ax.set_ylim(0.8,40) +ax.set_xlabel("number of pedestrians n") +ax.set_ylabel("performance [flops/cycle]") +ax.grid(color="#e9e9e9") +ax.spines["top"].set_visible(False); ax.spines["right"].set_visible(False) +ax.legend(fontsize=8.5, loc="upper left", ncol=2, framealpha=.95) +plt.tight_layout() +plt.savefig("analysis/fig_milestones.png", dpi=170, bbox_inches="tight") + + #plt.show() print("done") \ No newline at end of file diff --git a/scripts/test_novec.sh b/scripts/test_novec.sh new file mode 100644 index 0000000..746a49f --- /dev/null +++ b/scripts/test_novec.sh @@ -0,0 +1,67 @@ +#!/bin/bash +# milestone 10: find the best NON-vectorized scalar variant. +# we compile each scalar (double, no-intrinsics) variant with vectorization +# turned off (-fno-tree-vectorize -fno-tree-slp-vectorize) so -march=native +# can't sneak SIMD in, then time them on a small input. +# +# small on purpose: N=500, 200 iters -> each build+run is a couple seconds. +# compare T(n) [cycles] to pick the fastest. flops/cycle is printed too but +# don't rank by it: the symmetry variants do half the work, so their +# flops/cycle looks low even when the runtime is good. +# +# run from the repo root: bash scripts/test_novec.sh + +set -e + +CXX="${CXX:-$(command -v g++ || command -v clang++)}" +N=500 +ITER=200 +NOVEC="-fno-tree-vectorize -fno-tree-slp-vectorize" +FLAGS="-O3 -march=native -std=c++23 -flto $NOVEC -DBENCHMARK=1 -DFLOPCOUNT=0 -DRANDOM_SEED=0 -DROOFLINE=0" + +# variant:main_file . symmetry variants need main-symmetry.cpp (halved flop formula), +# everything else uses main.cpp. only double, no-AVX variants here. +CANDIDATES=( + "baseline:main.cpp" + "inlining_7:main.cpp" + "inlining_8:main.cpp" + "cutoff:main.cpp" + "cutoff_callsite:main.cpp" + "branchless:main.cpp" + "branchless_sqrtfree:main.cpp" + "lut_exp:main.cpp" + "inlining_7_SoA:main.cpp" + "inlining_7_symmetry_2:main-symmetry.cpp" + "inlining_7_symmetry_2_ilp_2:main-symmetry.cpp" +) + +echo "compiler: $CXX" +echo "flags: $FLAGS" +echo "input: N=$N ITER=$ITER" +echo "" +printf "%-34s %18s %14s\n" "variant" "cycles" "flops/cycle" +printf "%-34s %18s %14s\n" "-------" "------" "-----------" + +for entry in "${CANDIDATES[@]}"; do + v="${entry%%:*}" + main="${entry##*:}" + src="variants/variant_${v}.cpp" + + if [ ! -f "$src" ]; then + printf "%-34s %18s\n" "$v" "(no source, skipped)" + continue + fi + + bin="novec_${v}" + $CXX "$main" "$src" -o "$bin" $FLAGS 2>/dev/null + + out="$(./"$bin" "$N" "$ITER")" + cyc="$(echo "$out" | grep 'T(n):' | grep -oE '[0-9.]+')" + fpc="$(echo "$out" | grep 'P(n):' | grep -oE '[0-9.]+')" + + printf "%-34s %18s %14s\n" "$v" "$cyc" "$fpc" + rm -f "$bin" +done + +echo "" +echo "lowest cycles = best non-vectorized variant. report that number for milestone 10."