From 34b2738b9affa6acc0c681d202fc592321104a13 Mon Sep 17 00:00:00 2001 From: Lucia Ferrer Date: Mon, 2 Mar 2026 14:23:40 +0100 Subject: [PATCH 01/12] first initial propose non parametric layer --- docs/assets/images/_black_logo_illia.png | Bin 0 -> 115750 bytes docs/assets/images/_white_logo_illia.png | Bin 0 -> 125658 bytes docs/assets/images/black_logo_illia.png | Bin 115750 -> 30663 bytes docs/assets/images/logo_black_small.png | Bin 9897 -> 0 bytes docs/assets/images/white_logo_illia.png | Bin 125658 -> 29922 bytes illia/__init__.py | 16 +++ illia/nn/__init__.py | 36 ++--- illia/support.py | 160 ++++++++++++++++++++--- 8 files changed, 182 insertions(+), 30 deletions(-) create mode 100644 docs/assets/images/_black_logo_illia.png create mode 100644 docs/assets/images/_white_logo_illia.png delete mode 100644 docs/assets/images/logo_black_small.png diff --git a/docs/assets/images/_black_logo_illia.png b/docs/assets/images/_black_logo_illia.png new file mode 100644 index 0000000000000000000000000000000000000000..28d30bbd9a39a3aa8706558cf64dc86a5da183a3 GIT binary patch literal 115750 zcmZU52|SeB`}m8BO0?RtlsloajD1Ncsiv$68QYZ5#Mq^&FkM9#rN+L5vTtJ>ONc3< z$$E_~gb-zkY}x(K`;NZ9@9+P6Kc9Q2-t(O2Jm=ZYvz)ho4D~PU*(I3hMykl6JI)3SRNo(l%c^{kzNyUdjr8brG^=myhEZ@$!OvH=h+emf}`lrmHpQe3q( zw#pki;l19#c4wor^4>)KCrfxxFusrn{&lgiYLv@;UR)Xdrh8QHh2!C4((r4wlpJ_n zw9N$dM(6ZwT1su6Rf6%_uOYW6)9BGDT`hS7kGSz>k}3pXXIZzY3C#SE$3CY7}57v z*-1SZFYSngBMcSNbs{%{@qMn7tixFRrxY)bTiPDoL24IZvqxFx;LF%ZA4B3e+39p7cf{k)?3^^)O zW>3rtG1j#2KLcuj!jbsYD#4ops(Fk{53>KvfVxH-U%jELgmL_NV@CZ)3Ol;!@rK~Y z|L5J{G!I6&o=3_fTJ>@v*PpkI-Evdy*S%uu8*Q!A2+r`H;D_}2T79Orv2q?m>5bHX zC^%63j2y||EJ66Q0kmqI1U}~Lvo=JC@WkX&7^LODK-4Ax$glqb@h=S`N5(W;MwY-6 z;0K3}#ONE_P-I8<&dJfmm@k3)-Fi_%{O&crTd_{?UUQrNgFl35m8NV!7$BDPD!=D4MNzHwk$o|n#JwAPar{fGR zDd89~`lgN0HZY89{AtP#&z7L-o+2(O1Yu{6*5fTogiYB0Y#aAL_!#l!io8c%2%)(x z=ot)c$#^>s|3arN(gWM!4`uj1p!ecElhRgN%Xy@k#blLw?+8zR>{lj27`3 z(eTE1awYh8M3KJNf45G3>~9N>?SHz z;Qi8YOjS27xab}`Ql`c+s3orF%6lZX; zhOhcy@pD8sczIGYQxMv(GPbX^o!DgoV|%pqE-7PsW$1gD321)AacL>)NDbN^gl&n0 zF+`l8W2~_;$m&=pS_XLRR_PktIgcur*A(B?A*9Wm$OlMRBGvXOEqMG0m_l1q@rO0kvg-uB`WU=fSM5a0#yRF-B~zig z7JSHdUK}I~?6KwJbU#zX$Bot?K4ef$zik&6FnNJ*#sE*!g)PY?7a)91vh782XK8~G zXl{^G6#Tdz3Px?d7|BrM(5jEbZyHaOD8Zo&nw{x$%zh~VJLe#=ttikbYOt?G6TGt# zW$^bF)RDri=rjMu7(>v_91TV}xNYo>t}+-BMDXL7Vh|ZxJBn6rJ_<92eV7TW(JaF1 zF~S5xGr^`|Fth&+CY_E^0=lqkU5QRav<`=jKLeBEix<+7g2oV+)U1jyZmrF{hyNT& z)k2IIanmdwCNz34Q{zfc>z|Z>p2wdf9s+N_KWFM_s$I|LyyPK4NZZX*RufnR7)$%g z44H7~1Tj?#7YkY|u}&5C&`E4eDlvu6Uh~jacy-;)eEmQwEWXZEij=K(X|}7I0(*?U)|bdRrWM0L#f|TU{+jPajUm=U`c;7F z=O{jA1mm`YRDeYht%YD2@Fi9-^?LsR*acsK9`*;!mO(6Hhooh5c#YmdE7Vgqa=!m^UN7;e5--DPNEAB?z(%g+~9xZRB0_N-;%-I@|1tzBZhG zudDHFxKA6gH!YYu+oE$)mTQxzEChRsP&U9-fF}Th2rg|xVTw~!@O@F`afg>tVs8?>ux=A7 zCC+Xt)lFsnaJB(IG$~1PrT(n4ty(-UemgDGDIJ>{A@J5rw`)#?2?5cZ)Gzs%ztgp~ z7FVUuml_hTcwV+bQ-Fr(k)l%IX*WIg}hgy zr(>%03-g}Jsr90&^=1ic{lDBAP}zt`V0>D?c`^q?Z39l{4NF=?MPiz-Y*xlzZ$V-? zX{L5E+$@DiXL?f!j1`L7$4Bwv#OEciIQ#1zHZCGRNU|WfX#)`}4(e&Z*y=z~jcUe?^ErN+)>iEw5+{Y=0iW9B|4w@|* zb-y+jGdDq$>h_mxBv|U}+05e7%Jd;`#*X-zv44H*t3Nx9(fFsZxo=%{>KyED(8f%6 zQ>L1&=u)Eev|ghm@%jPSqc<|+laSu^aVUI6Gze=uhfXL`wK!(Z)ZB5VmY03bQMBP6 zj_TxBG0&6-NOvU9UpbKFz-j6~Zaff3qz0^nSd4#FDe8=SIz zlgD*-x|8Xq)V2T;&DfK?TgVTrg#K=hPbYNWu#Uu-GJT!E|KOOv9d&2pIsR8=Gou`d z9t@d*LLENhrjgL!{gaGcr}anm7-1>|RpsBz6HJjwTs&Ctdq)j*kFIXi*j?+b<+pI_ zmlQVEdt(wz0+V=cJ}gq-TuUKbgpVToQENm;2G4I?03Lm>U>}jZ896dGBsg!IIFg6a z$mTjLv*AM4WC~)%4sm}WEpmjDyBQ9QwzcjQC6Q{Tbmk2ZMX7VJ5+YeYh`VVf^!I-5 z

Fgz#Q;sZ88ac;A9(9HAmfZxsjofn^RAfvb~Im=NS?{hO~f+A2{~eG;nax zl*vY4rqfzla`)>=(7^du&>7NO_T!Avk(sni6;?MdOI6@=2 z6__~oROz`}3;lg&Sxx_jeoTuepemYKI^c@}$H^dW5mS}T^=@!7Y^^|T8+%b1AArD# zG3mB+x*kK(tlM#{f2!gxK{uuaW?b~X|62RKsg%ZtJGpoZGsN|*Fw>FYf*dZ|yY8&o z`fiG%RdX*Oh8DuqwY!qpY_5AtZo3^San$Q7L?qrS!o(N~?`Fu{Nq6XW0wC?kmOwYQ zW~xLe>J6B(;}n{c^A$}Rm>kw*QmP&aRH08Pm&9hakk`SY^2832agqpA(S))1k(o6Xi5 zV+II|U#~^`GA&^XKQv!&FU9q4Vi(xRpVHAv^3|H7cdcN58S)4*2rbR{>|w)=D@eLR z%0^Nh($@+bA(DQ#?}t}TFn*va;2F$E_5}YCg6<_TX$lp|W<#3;YT?K7DS{IDvlcfK zdZi!_VJ_5;*a`H#9_%XY&o=6jZ6Fh%c_u%Rza+6Ey2Knf&D4*tTY3)-F8*IaYD$?- z0-{ZAab}9?z9858{|6Nl?e~XU3;;eLn#$ZGq@mB$8j)b;mb9c0{X=Gugb^)<=7)W~ zATdX)|7O|$LdiK03M}LUa35jC6sF>UaZ=3|2U=c(fq4VO^FU<+$O5E|9H96ZYcm+p zUrfDj6-gEN-}1vP0Ui9_=mJ1h8&vXC4>1}4AA!TJkq*L1fCG1Ki~q^jw7V+PV6^9% zCvAX>84xZ|9Q1ME!dhd11mV#@rk2%|<^f~s1S|>PVhM%GlDae39o3x9zCH<*%=6Qj zI+)T(V)|5n<0p&){X!7Dp&kIE(qE2;&6*z(8}xku=0iTy#ApjlN1y`Ri~i>)9|%%m zAOmR41ZD-E!I>?hy+J7Q@0^r2rV7}X z$F3J~*t(r?N&H%kd5uh~ z2!XZqrE&S!@=mMT$fz*cnczJaoK$RzYWF0S#^Y2V^@jc7}-5+1>2H58hiUXu~7Ac2TqZ2?(1RgCv zge^GrX5i1!Hnn%8G$xHI&!>$u{mGwUO9Z!$Q`gWsj~lDor#sBEZOf&XEnV>|2V*`? z9kEJ@6YzfiV(v$}*-o!Zl&;)ylrJ7+EwP1js8u9z{10L$TujLY{5Qd}c|9;Lm-qvo zEx$FpsynfY0b;j0HF}x~TcDiY6<%)~Wfcz{+t& ze`x+o-|0(*SzPb_|Ka5VFuhcFR?my$ljQJnB3mt7LWc1IxH;JqHmahn^P>PRgn>HWJ#X^jn!HuQFi~~O%K@Oufn=1Qd{IIa zzBejbczT-H9NbNYs~7O&?@nCIFTaWlkaf6zyED_zDyB#EA5l26gr9JWRDyAq^#17U zP59^_6LMFkpB^Zk^IO0*G5ASp6kGVlBHu?mSm(UYPIqpCDDXdH%E8noOvhsu`L)lF z;EeXgO4oD#(Mo-HIOB$&!6Z|oL3CG~9^YXdDUXfvNZe|A>rrd=D{~5jRW7e*$r*NBnxTm60;6l6M5iXN zFYvC~Ys`u2Pn!_qSH=b!9V)xvqYgZSQWM?zwzo&UdIH2(3NH5EHeIibTW*>_g~C1t ze&kCr>rqQ}@gK}TXj_OAV^+p`8t=zzA`KqqJKIho@ty2Fa z_ttEhB&Zz9cGz?uo}&;2%L{{km-GLOha+J45p#|x=}1|*e9u-xLFUF>GePo3TqJ*e zcLoy2fvw*pT-mIxl1%JdB=~~jVGS6rKsgGHvV)9NOTp<-%aau!arAf zR`R{bMeUk4b$y=t!#>O-7L-+_Uem6p$;#NSHdjb8E=hN^gvweqZWXryCA5nm$-cNA zHC^YaDw9l&0R0SnOEN+v7<`h$Xs$Q$`|8~I%APW|ud6_+rO`IQ-gnvsKuCC}BjHF$ zs~BOJtFbl=wFycKhlg=I`00tfHl^F|EaSzOMd{3vcw+!!X_hVc_$Rhi&0%Y@^rB#q z&@XP}mf_QTY{ZwDRkKFs8En}kI(4(XT!o#pR+`Y;869L1O#MAGhS!l29~^w@fDsn^ zYzCL0NXLzlU^^7pNjuhr{ozA3gHtb-)`r|J+J&0*AEb7sVsJ~%!;-KI5)4O3c+h=< zZtgVra6-l4Bw;<=bftT7e!wd2t%Din=LOZ>&NmY8@chCczz<>-C(M8eCk& z*XGWl@}z}ZWPE>4iTHh75z?$mG)IDxltgESE;gt1db74e9;F7L^HDT@1fI41H&Q&NktE4$7sxH3f=bg8Jhm)1<+t{w z^E|xSUqwhP5^K_PKGy`4qWLliJ?0;L5K{S=amlUixkc0_EJRy%e4n%T9oGx;}L}xR)cd?9wNos#wL)^Lah-dB#-da&&zb}3qMrk!7F+h{NkfWOr@Kyjqty>mK+J$P}`1}RPM7;{FfUIncq z1%2;Qn`*J{l>{6a3{tRhoGv;ARuo^R2^UWjqW0wLH>O3gbUFGQQj9eG$*gOB?*_-Q6ok8W2P2HyQn(Y|$a$r8fd^jj zsKqg&+b`Ic7u`fMRpb1N?mRXdtTevKFm>J89HjX&KgD!_Wyb*dd{GEnE|WD6Ilw|? z_IuFw4XA+&M!TW9??qJ2hD4-lPU=T$CA4d~TTFpU3-xAodWdj96Rm*gX5B?FDa|g* zv|CN48Q_E1k&Xwg8y2;~RG9k3lg{8Z4Yk$(>2d|tXec^MrzdeP4%w|MdQ0&R5y)#6 zWVpsl`zn|kQMCDoSxFvkOdJ)beN%@|tBl z>?GCPnEv4b4HWMow08xlkIBSjX0=oMk_FfCKX(B0s&}i>-~=Zf(TkU@@p;s_M_4P=e1U^jU;_&c^`W z)ujGEO^K}rJB|YepTO!|hfU$d8)G;!AbmD&XN8%InSH_?=Mm$q0+NJ$R4;*spb63o{Na*2NJ}$X8llVi_5mGWiCBaIDiX|hH;{L+%y-eu zIz8V@y@SPNpeGuLw|T@y+Y3UHW9CSE8+Q*Wn-7A@sg3n}y~#GEh)G5jqmdtO3>k!_guRjJ>ky?ms2JFOMzF}5-*IvVF= z0(zGWjV8!le2{iJ!c%cXEKARI$h?@yT2;RE?1RP9VA2-Oz8*G9eQt0M%N0hLC3B6{s=iJOfof9Q!TC>nib#3payq6HMDnQ=eg1^{y8Tdq9-?=L-FARtJE;_Dy5YjhPuzan z#QPO(P(f`Wo5Y{9TZ%si!j-K)$6#Bs#BDeEK#AMmhPqZ2=wZ+NtZ>oNmt_*I)iwMC+HvqwuT7+P-X`5Ou*EF6+~YzM94Ua z6c}(olFn&)uRBxqDow8kQC7_hL5v?>!Y7RAk_N(jT)!zk{XV$U!1uB$7#r1zNvLz= zNgKj|(=hH@dPGU5kljOR3E1Li&M-C2@VrrQT-J%($LLB`+X6F})RbjzA9K;*uDa;n ze@6KGd(o+Bvuxz_5r>CK3;+qZ-BbS1iGx}wRQsYQ>kcgpu&UDhKH z)IWmFuC4ANh}+S=+0;y|tB5wfeI<36I(jatQ|*gB<6dGibu8(}`K#r+)#4_Ag{>^e z=7+t*M|8aQaW)$sE_Rk`6Oh;a{I`GsgCaT^X5KUBYHrESNP|@jH)IL7JkidGd)aQe*i>lUes`{9ktQs6!p z_w6HoM5pT|WN)12<#(rq2|B2o;y3j=s`KQUasc1phqKLXoLkWDuDM<8vt(86k)y;H zo%1S6!6>uL&GiVp{UIh8&hXh4zgCHw27DSJvh(hh^|2#zk1W$qJJvbzg#AvD&Sru^ z{`pUKo^jud53sl(Yjk16hZx!UQQ=U_mCgIoj7Cu=kXByPYop6Q6B#p?i%{a3n??J6 z7)z5S<@K`LH#ZvQ-G%nRDLi;uEsCiA^W*+H{HE5Ae#g`+-V*J?JoBeVT-o;@5aaYr zO~df(-$WVZpPYCp=fg8c6*R=Hl|$=p{m@A0+Cn5Ro~d~;{Ce%X>GdzxPj3}I(>*#S z+cainFY9Jd9y+GP1e^bGVuAgMT#m}jmnKQE&-A+<5lWb6+^6)`6Qgub@&Z2sKbNF# zd5`Rluo=Zzr);!by(#kMlHBaFMIT#)z4zY z_>sc$=P$a&mM@d183LuF5w$cnLfG1GlmU6IWe6Ma-A`;;7KEJX#i{6h!PK!P@7k@* zmX^||blb$h`}x-o=W=T-#8eH|6N^7uxxXAi3Hbi5O}YF-?GOK7s_LyDeZ_e)yEVd2 zfq?N##!R^K;JYxUoBR!)g}Y$-K}X!RK2uXL{JPzt6OzgJ%PR-;uwT&2SIVDd#%uv- zUC7it2m@qE*$O1Ie>*Ydp%rH8ZU1k^@h`QC^;=L!f~jn8#+5SLHZnGJ*G@-D zyYFj??EtB;#}URyFNK>-HKSR-F~$6hW3-wTQ767ru55aU4maR?6qHxKDlBLokb7!* z4!JY}5KlG*w~MfTa&;FD7?Pk|4*TNqvJ+C__VJ8gN!%B6-g+x#?*3fVF0w&)y-`?) zZenauDnyNbhRv0YyGod5ZW3SMN8rvOcxe8)SNy(<*Zgxn*X>%Z!fB#6rA=UU^!hCT zwhX|w+Pt*4K&sFBPIuuoRu^889IcYd6JIox_*!~|{~(>7fq zm5$-9E!k`G^=4J*c3wvX8%60Nj99PH;?&kxQJAWVWiJcM-K#|xE8e%E&T-Luz%(4B z0C&{q>w}|{-hc6l=xltaaH~&1c@LJ6bUj$wDNOxR;c*JEfB3mKg<3Eh`{-J@%NX2t zkRvH*XiqRvfO>y_^G(t(OtslJV^l>gTW|J#1X`doi4Vn5X$v89Kz>d^xg8 zo!FxsQQLZ|h&onXoi5mBo^u#XymtXkXtadbi~H);K>t*fFWelj|B7A4E^+0Sfm^B^`dZ@hbj##EC-X;KF+v*%w%0uj+)z%Q&Vheqrj7kdY z*YH>^oglmy0pO>T;HWC8&W-HQp@Zg#LxsLJ3a+`Gz6P4OA-zApIKe13J=_me~ zcMoX$E9L&MFb1iC7WXYU@BiK}N{5etziUiRG`fJ0p|@*;xJyZSd863R+U!tG%B}99 zR;7Q}_5k{JBlMLkUUv7IJNe*a@~!sQn)djosJXbc#bUpNuJHLI6LB^&VQa&qoBeeI zisN`NSDMiYbNpZ%+}vo*ozrzVyQhLk9?2=^C=2Yhr;If1p!j{ti!+G4zcSF*H`1vz zmG$0YqHE)=y=1_U0zIpooXdlHkBO=qG)~FUHbzI^ejBeL;-P0wux6^ zB}KE0;rCd~Xn-VFm2S}S7-~H{keYjxr`8Ltkthc0Fg7=)U^yK}4$r^^NxG5OzWM$s z&){k^URJGXz$!!Eun}*71Yq+#2TLF1fyao}R@>fs_hu}Vf>ZH3Xv4=A`h!{Lj(dc-&I~VeD-I|b_ns$k)}$vK4oVg$hsR+m&kvylikI^9UK{Nu zt^d2N@m2i!14jU9XQE-H$gi;Lxw`vqqBy2GD;UCs+he5LC^rLq-n=a*S^$&~Et&}z zXHMqr&}qHjk__bfZxNmT$6f;}FTCjfa>XGr9E19;nK*G23T-f_85w@ z@8eSQbSpm&$j4o<>BD4;5C%CgRct(T5gt9)D%rku_W+Z!D6x3xC#8tDU|Nb{R zH8&WLa+kzBSoxj|qc&54upEJ~ieb0e|E&TwhYB82;|m-BK4`tT98QYC%&f+qUx@>!;w6ahHIY2gu4!N= zNQ71X=Lf|n;KxPzvSVEgZ`T>kH?!;{*=s3Q|70vj`z)QHH-N1|(271{Wxa1Nx?crK zz92yfWyJ~d;P;H@pKO{00Nyihh&)bv9(;|dKl>K-x+b`lmkE^XZnjQ;-yHVm%%)?UvWZ&?dC*blm@&wA1yuLw#0rpb3 z+s?ejrNN(N=Ip~vMZQR%^ZS^sGhUt}0P*F`O_s{W{kn_zaOiuhB!SRAw!S~$>jbI= zcvlij%r_I;PPtB7%qiXqUB^LeeS;^B1DrN>PBBVHhvzCkCn@rjx*S|{otr490)$F1 z3mx#ltD+U>qSZeA1e#R;>I78TB1$&`nXX5tl@p`+gMtf-e=4{o9!#|U(&TfB>rRk! zT!}Mp2E}L_i94?T49dkj=1$oyz3sHCQf*>R=Hdmx4b+pVEF?4MxS~k>ePi`L!d$1f za<%g=5LECL>-203;l)tG)+Ak;bb7*{fAjZ^V!;VC8*es7ZhTWyy3BF}&;CzGiygnO zZozg^2}SLxN3QnRqElnI97Gao3d^~%ui`R=5!-9}>%1h?r>4Iyk6nqegGd(H?V53R zOXfSEG>3#v70-wjhhGOhyyjN@<{xT`Ly)s1gU66J)28vM>=>TCU7!?H6Nw5B8+tti zp}{B+3Wh{pA5&X=1w{v#V~Z;0a(%z45%e5~cp#b#AB)9-17O1IxpqzeR6pWAXwV9T z)aFt(&x&~6V?3Z=bY2%IgkJU6EX*eWS@?&DAM z?NFT^|CptAvrgYRHc0o;PV9P%j&3h2E`GFN#|xV=HGxi+L23JfNb(o=mnCBCq*tec z=u@^0c1Z1jNZ8jwj}|RfFTWuS0av`(`QVSO+*p+<9uf zFn5(JDm%Ial+d~*3IEhnl)Aw$UDJ#KmEy>MQxuCW(_cPq zVuR37aM`G9qiU#ZKE&Cg-YGUaVYv;uEAe!u(6RC$2W_vU?Uf3Z!)(w!r$ffnw1c~i zp@0$fg%s=O^uEnb zfL>I0lzGo}lZ82}fH*rSN#xlLtG|9XnDhj{Zmx$&{@A*1GY~xw&m1867C67K8C8d9 zRZ_3dSPLg)s|;>S>QrBRezVlFK1B)|gd*|m79GJt{O2h{xfh{vz>pY;^-m^(+gNF@ zuHC0g1E-kbCa5=7SZ%4p;DPel8*a6c1IKiF4j+eF6}v<}^%inKt{3Yw{rVeRi#Q=q z2jMXr_c8={25PvL^2rxS5yXmC_aavulIBl#{spx@1-A-++eN<#I-UV}+8&Zw#wdd$ z&l4Kt8vQrrSRe=#KC>nrZU8_jHbB#oF7sykZ8V^V)y_d&_{fqAhU=AKKWg<9Aeu$f zaMK0V2Qd6@vrNBHjGz0V0|HQzBPAu$s*n?!91vX$Nzo85FxU>INO9=jVACsa3ceP? z>dGgc>DP>@2Gko~-?yqan{QcLwGUeL0^P>Aj|55^WoR2DcKcAA{gtSRyT)4cy zWwG_3e-a==$B2~$5~n;xdmB!~^1g&mGtu%XN7y_#fwf}ndLjbrF&ep2k9V#r5EzTe zsEIak$^`p`?%}c~#*9n=-;W!TW^iGuGo&BA1L56oj1ov7(UxY8_5V;`~K?6%WUdIHZ)jeU(ozQ*;bDQT9>=L+Hdpr{PVB1UQeLDt`iF_GA{y0 z%@wlQXcCRXQ#$m~1Y(8gkqMeFctl;k?Ta zwH!5mcJN^&-uP=(wiFwQMI}^kcdQ=SPk+|f4On-DRa)+sD!`XBpu`jkz7(2(k`nFl z4mU1zJfKpgT7Uc{m3o>A_{QkMU(+J}!XX-37ek5l~!^ z6mw;z8Rov;nF!Y$!fzT|vO``9x6imoj!bkP@ISKxqGOzR18UQNJaDLs#cElBUX5CI zBvMz4g{TARg2Aglb9R_p{1JH2lXgAj~==M_!e~n z`O#wu^&aasD=yOVfJFbP*dWHQ+ymN4Ddq7JU7=s>M84sOEGw1;4++&kQ@ z&cDB^{KGD})&^Qdm1SH|xm$Q=C6|G1xfm4kZv%Bqy|2Sfu#Zjm9o}+ohj&59I}tPo z<;?Ekm>KIvC%DnX$!cp|C40cB$X78PtKD*W*9rqu7?D-DZI z;rQ)!Dq;ha0cgE3IosDuF80Q^Wo)1JUiGdWQ6>FS1G2OP0k82dlgj6{U!>ZqWFWLg z_O1561EY@-_c@}zgZv|@Iug%q)FkfeEk=Ms80vHrkdD0{M!}X%(wAgdH~w7#3pjQS zs=N6@$xf)d$-HunXJ1Hi2RdDGFP_s5hQ{1r{yM_wAEREUG1J%>pD!S`JEh znZq)U4Y(s3dcC|Wm%WZcleLn$Mh&X`lg@5o)ndz;WjuocbZo0;%MH}A$?*v)n-vr= zEs<*;jIYq0%>da|(uZKG;?cgxm>j4^`EnfPO@{Qg^P_Tv+?)H4&y(z>zK5D)lRLA@ zxcGwe+9*2PaNU#}S)J_!h7wsCSOs*cProyox9c6+sSS2=W%|Q8oLt}JrY@aZbuxsr zD-tTNfB!W=ysf){OFzW<1ta+Bh5FMyC@8v+(6igzm3NLh4YEGQiRMp(&v|6uaNT=% zQz}E*;PBYbR~)MjDJN;JO$;%K#-IsME1ojvf?VU3B7`+=#@%_mm{Oz=v2M3;FjU9q^Kr`iI7;95dwP<`@z>T|QkN4k0a_;M2 z83_>x0!pP;YAYsm_WgCC)VDsnX|9sCBd6(M(a&~5mGl)-h1#W6YZe+hK26V@z1*WW zzxV`&O^mMi#85k#$8*{!#A7>O(45M(nDQcO%{7Q*gH6lj{i>}5ZaPb|lDM(8d-x5f zFg?D4tuH{LL)rElpyAc6D_Ab|JWW9sS${_>SV_=uXyFhx&gr6uk^Uk_dcr z-fNaX?zm$_Q>$%|i`V|A*jD9qyaS&05UBr`YdXn1^R*zYqdFddzK0Tfu1cBd7w2x>)~<&d*gA0j_!R0ox;m66 z)b-wjXf+RnCO9;l_y<&>l_3?1=A$Y`{&x0JfpaSHIz8Hrk2t=I1CKsmPjqV2i<#hN zAz6J69F{J@XjCj8A_>e+%1-??!!jO^T23qH_>{v?0=G#P zYx@Pg-6Fvknfssv!~A<{ym=fYx(|09dB4%vCU(0CoNYhr0hNmOm<^Ca+LaW5uOlWC z6@h;X%I;<-lXOvmsBP&ffj1)E-|N3ZMFXMT}eDNwO;ngv8%6ZfQHX zhXl^uEz`kv&E%Bt#pNZ4FPE2dkoKK2SQTxV&lz6PhLY}gCRTzHg@f$lJ%f8A@hx9p zT^m>{2idRVrf*!J)o-PSI5W9ThU4aM_1JE{z@q5a+}y9tcMID`j)?MHL7OHX`wUJg z^w|bZ$FOJX;7mT)Vg|4lq0D~0KQ=vDdzw^JcB#7g-%eu3lj3Ea6H+#-3ni}{6MWbE z->p6nQa(<5i|_n9@Yi|akY4l3oscVsPj5={DJ23#x^w|!eHGMXh;H1tYE!(~5!3Dz zz4t3eL2e!P)wfQDvDl_z;5dZk>13Urli-fiVh;lu=g(<#GN|4r(d>R|?)QE1wd&1^ zN?x5XTYiPfxYCb|Vnk&3WZGg&1_{kWfIgq`*~f3aK+~cb-O0b%Q4$>YAjYi8(y*zc z&D9{bc+j`Ou`b3`c&0Ox8YSor(8LrZ&mep^Uy{jv$-}b0+MY1f?ujb<2 z*N;N2yhSM90qC17HyF-!?reCuPG(vS3G~ZGLuI=iyT3Gk7bvK<@jmh%r zOf*E2lN5XR29nPWGRt9SS+c#aW>5d3NJn zm)iz%SZUho^XgM-Q>l~0u|o!3>V)Z05T;x4JLt1Pr=sgwlG{g5OkEE8Mg8p^zOLvj zRUsvWQvjK}WW-O8eGq9w9%IuVkqyo49ecAmHkI|-u-`RYNg`=w`Q&hLksc&GslLE1 z7h_FnQ{vQX=}9!Xvs&oZPpkz|g2B4H$!(A^(a@GDzEi06MmMM|)b8g7|NTRHSRVz0 zQ*m-1&MrnwlyU7Nv4fJPwr*NjuWYpdmCG?fspt1m8>LYz-rZ=|^i031OTR(dNcws$ z#djUG9#W%2T2*Zd)U?QZjdA3#CoZW5eUzCKgDd9VLtjLF;!-$$n(1bflet%V;$57;%p_m zjf$RMTl{=NWTVjS%GJZP=h230O?-GRh%-hpr}CsY%b@n?^1|4dmo9@pt~V`r+@Xk5 zKAna1J74y%z>h@TSiT^0vIFsV;x{iVJml||u;P&CdDsOMer;XJD_#-vGM(j+chRTp zs8W;e~o_<@0A1IzbRQ2hx@?FCqI z5A5AiLn}{%PSvyrd1b74UQ>n@lHGpxP6MV#On6wiAzN9SGTb6G=mqk4FvqgC2;6&w z72Tq(I(`SV^xUq`9wpK&2kG{kjEh{9tBkKVxobRsuckArz&9^N-D&BIfwu{u31kAB>S`pI!v%k7+yF5PIn%ciZm zkquOmjN(=|}6;eRaHt8?F%lC~YygMGZo-9HQz)1+(uTrW<_`n5QE*J2XxnG_2Uk4V9yjTox z3VVNbSB^v39D5^4@%Oz4S|}`N6Sy0sTVqGQ03Yg}P6;ETT)aev1Aa9CqJ3#>TipNU z+WUzT{KSbGxoE+#;^-`1SxPMT{g{zN+u_IFtD9|A*Vb~u8Oz!bou#O_DKG&F4);p% zE^C`r<$Lb|i-5`!;r7Z@XEKp+eEws)vRm*T+BQjJKlZ$N&H9HG=BB)mAzaUL{2|@K z3ciO2HN!AW^^G0@NWBrH^}}s>jcf;O3wew^1w@uAdzA>Wotsux9R39$227&KrQOz} zD^2wbBxZqBLSnv}ycPwTml2z~2!D2bub>uT%|zWB+OLpaSfo|SUjwE1YkaIUtN8Sd zH&S2hz*PqF;`_4;J-RDl6Vc!U@Cp^Z^*PIxFe2`(Zs(2L`osPSr6AK$Nkg&F0wry; zI>U3q9$0}0SIfXsY&q&y>#JpjG)ESiv~Ks1SDK^jakv{SgiX_XNU~A8eCkmjPZzis z=bBJLxgj8&Ds+hzYL&DNePIRy%3vQIsQdByd1oIUf5qr0q1n4hTs|O}ed`G#Ij0Pu zN|Lt2H!n4Vo)V~;cEZ`m8J9+~AY6K9`)x9L=HDEU3{awTYOhKTKUMaf0+}0#!w z(F@!O`VZ4e2JZX1j<#Jp#YX#SkDtgUx(T%xQf|nBjh)c#7>YtL|Fqo)GMrfjC7=QQ zc3~yff2RmZgH3=nO7-IM?KE%q=t|kab9P0_nglDq1c5xL=-@+MB?N)e2B@+_e57D% zlmISFX*(;_-DCu}uncb>m^dLe7&gwD#MVMyqkx{wu%tjSs1c3gTMW~_+A!et?pALq zTi;5G0SU=eEju*$bt6*A)gD~R@yf}D&f^k5hb9ixSnoaoMZEgdIAF@8)qK;)Uf`a( zqkwj->({Stc6D9aA5ob^sf%wSgJ@-IX!tr)S zg$`mlh>yil5;St8&co^DAjuy8TcAb>Chk>LrZlPf!QrP^2>M;DH%kR%*ZdZTxmkwh zQgyneQkYpUr$`o>wopCq5V&F%+sgvo`Q_!sGG8Z>y&E(pi2`AR>7Rl>Kx|aq*&N)l60@}#4-0JzygvF(90hEl@~9z|puuW^QFFb~3hEJkaE)d$$D=(uBlVp?sSL@UJN77&?cI6v0)=o0As$ z3^Tj~4J{z%D615FSIgkD5`6Ih!VNyVaawVE9MWll_%gjL74=rFLBh-e)zzsEDy+XM zhq{%Uupv)RIi@%Hbb#inrU|c>ctTzIPH6DCAd0-?yB%6Bd6u?xTn%&>7xjvGY=`~t zm3LyAgB(HG&Z7U3TSbW10q{?%5ZVMrVoG!#)U%R&it1t$%;#Cqa%60}Q#90zAQ z3u3l|WQCycY515eq_T}soK}BR>ijog3%Jl`@&l~ZwwEALJc0DzX|&UqD_;A%-4|ql z8^z_GF^g9|^oT7Mra33vG`D1fLYmA0 zHO}T%(4;@mDIEC2G2ISU()yCI7mHvYg9=}(z3n43QJ5*;!3Qlm9^PYNJZI;{lFto$ z)BCQ%;O|8k@WH@72+i6+Ej~D0{0|VIR$}}Iue-*-%`J_%pjA)grl04f#NGZ5g*@8I z!5|@D@c{OK-k)~+X(B!ag4So%1-#OnflfmqjSbgq^qLBRGDX-+1;E6;>`fzpOUxB9 z>2JO2?hPRXx)$1NXoK&!t2tXgr7G;}A`JouG|_|$x*ZZEiweFq#0OGrtA zRH_#IgWFgs6j2lBZ!tWlSveCb)cMPUVSasYPe#FYP#O)iVZW?>QppWdhfi^mHx@}w zEvKGr>pjM4l2&}7$dFnU}Y;BCTk z#&8e*03CGTAqFM-2Zc`s`a)1m{xh-F;}(G9&|kKNozw@`KwxK!c(fORC_KmQKr{mL zzrSC&)Jt%Q1>ywu$|@lr45ZhsyvKr30Q2URdGJvSQ(mp~Dg--D*fFEPqnjNF9j{_F&^;`0~N|QCOzQ4y1Q59Y4q~BY{f>Tcl_SDjS2# z9|450kzP=;xV}qni+?dhFP0fY;3BeMo{Y++or7qU$X~Tyjm4+k1{3vlx#7QS8a7jD?E59mLrZWDC7VzZLFe*;0f?HQsr0zn1>3*6fT zYT3r;BUow9qZrd#MOPIE#O>+=aA~untTbOI+iIsvqaE96+Cc74V7X@^q`PL1v#LnI zwAa;o=Kfd#1_q%;ygY41F9@oJai!a-lI&V1NY5**yCK*+62NiVr}OF(zaOe}>?n@+@m zJ5hUJY~bhug6}kBT$hP|2dIPrpCM;63w%-vhGc@6fN=vbX<45gs^|r6rWt9V2eAWy zK2S%0z_ z$%DZ~4qzV~2(LVmigLdXEKb?0l7jWwLM9I5vwzHkv6P{$Aq0_d(2m@}Gk+1}9TRMO zUIJCZQG*Vkbl82+Ra&DYQq5(E)Kb; z3S-}^6f|2W*bv~9|JNAKmLsuzrez|=(sAy$5dzrF-^PQx4nwv#9t3k15w9 z5F}C$DTXw16F;9D>@R3;J|4PafltuXZZ&M`7+{7WPD0I2rdZnf^+ESQ z05+nkKbtNtLu`S0n6zDkn!>p@9E_nEmB3W*JBgB&FWFBG(ZFW?;?6_3l<2-5>T^Q= zMFZ$S^VNn$kdd4$6w`{aWkD`5NPtWIU0C1#c;aprY{|QeG*fS>Hce5K*1) zcf0t4g7d$TtCdzkul_!}H1%7raH1H&E4b^t_!BT)z$xWSg*02KLijlH2{5?N1XGHC zha!CwMq4Zn*~Cw;f|aLl1+ajtr0|NGSv&6wpKGX=jP_m;2LI<2h~89B8AwSU{O^ww zVCx1LFUYZoHU~ZLBc-~MZ+Ho9W?)Y|q6<3C_lV|%L$!3^Q?N=ob%a$&|5Ad=_8ru8 zM9M-S!ms8#;1^)e7$UE)AyPamxb?Au)nHw|Cvu<$Tup@1KpsCMjM3P|;+w%5hYEL- z=h9G5j%Mz>{au++&Jd+yHf1Vgicw9&iG$d0ahC{di@`}Kw61!z!au^u^ z@q?5`ax<{GV(4|}x3e&OuGw_&m4{lRye@y~cxogHxiRsVd0i(HdG^d=tn3YfxGCV< zt(tweTWxT>ShiE!#^gNIU2F*aQY+%lLRXGrSPM}D*U31Q{iCu<^b|IJxA19gtrwJ1 zdwv1yqE_Tr_M0E8m;%R$jlmk@k)j1f9Xu11-xl$>`{V5m1uz6(_9x*6x6{2qwy*EN z5^CGcRk_9Dw*hmjQQHS@u5Sw%yTi!ey#m%^JBIjQP3#ZWh15<-VQ9<>I*L89DfCR; z{*3?>TLo{K2WPE5frfv|0LI{N4lS^#X&|mz5x6#tmIS^Cwn`BlAOg7!s^0vMeJL(h z-F$Ocy&N5?6i+!y23gn--;~Cju3Cbu|AIA&?+)N@M20=x7JX9W5^w(;6y{+m55Exy zRKh9A*k*lE=xIaeW~H-WHf5wsT5T1fu#4QbQJT*l!%Pl<$q$533dFI`-(7ub6#=z- zj)Dq1P$*0U#HGlprUn*#(<(W5$pgLHU`(OJ)|^mE`33@tf57Fc+v@PLL?FcSM{YJ{ zPdNj6C8AzmCny*N#jNIrgYCjdbh)$T*_dB5j5vk4Rd;*#TyQ_Oip2~-8vLsqg5{ea zHOJGwD}zJBXgpaA@tFEpe&Fym=O?z5@6m|wTMX-4A6e6MS|O%lAa^HfiW%J5y}Gt` z-(DboD5a#fK|mX-o4LW4MKEf3?-!PIiz^>nLWu+R5Qbv`lSijwg~ z4Ycd1ExF_2E$&!_{FYs|lDGj1XMS#%cp-ZK6yk8=`|Yeg;MJRQFeFCYp$f%i?!)&Y z2a1i^Fw|W@L9rAT3J^C0K#&fzGN}Eo{Lan;MJ@8)E63$HL=%kLk<47RDC*tvUr)Fzxgy z5_hm4d5y5i9~!@^hGHR!VMeU!>TiVg(eF=n*a=F=8Prx}EW=o9iY6&mJ;%TXG#7o{ zcWw{*zlaY+f&$>Rxb1jL4AJqKw)s6oc7?(g`3n=>Dk?7EmTjC2f+Y7OtK!5Ds8$)( z%6-aHl7Y52gY8;vOQ5pQ?(l4p^8jQkU`1gpNqgcJxEiw`_V-dZ2y`&HpD!-Jxj-L~ zAH4^eh`wY%WZA*D0{q{D+1!ErOd+VY$qiY5+t|)m;K^fHM2oi{l+1IgTSkzo2UM{8 z%b-~Q*4rx|CN7_bS%tmgfA#Ifd)oWc9d-sP&{dpII}S?Z41y(M@T1Kjq_>>JhBNG! z`n4&lX8yL4M8Lhlii*##s1Lcrntl8wKzQj;5gq_*?|y5^G{2r5%UN?pYrKgD*Bv}z zyz6?OrhVx}9mnK%Yjwkb zm$P%3FfV5FwWMgZidit6U3Sy1SF=o9yLWfF<{z)I@x5>A1QV4{I@kGK?jB)WYBfv>%TDHT5pi3IGUcmIw>( z6pR@};5-^Sf~(j4skuVgz)*~x7YisxH7=6&Ytx+KR7BTf^Mgn&o>_xBf#eLp!;_e(|%(BB1;j>01P+zu&vj1?0siW;~^lI@!I zVQGc`zgf7mNCcvJ7_Wh26>IeR(??oXWWh;&isHUu#eZzyUeLb^5WB3W?*>wAov&tt zvH54cK8(v;d|x;2~eRWk>!o%GYJAok%R)miT5z>cI}E(yj$p zeWGpsqvcqwQpIJ0R0RUXqCu_$Fc@dS=*4E9bPsSDF=)5@39X;w>q^v?O~aJ$3~6Gu zT=+wf0gPqhw?{)0AGz$*XPHLBv_=yJkfPQLC8Bq#M6udQBsPUy{nGO$tFn}&0Ky=l zyB1-j-d|X4oUd&Wtk1D45p9qG004=kz%lo4{jf5nkwH@XQZBel@w2{VMwX=u=@jGX z7j@P;C=f`&2jRTB5LwiLk@F21CGDJEL{7~@9yk6B=5$bBw}usn%}9yw>Ar56Px4Se zjAWn(P!nN++*JTW0t5n94x_(&lcAVpcHiF}6rD}^PN}P|I8M;l(1x!dRq?Rp$7t!3 zNxuHh8?e4uGxvs2ifhI)?PO@Y`yvSajdK>;eu)IF$21a4qiSn!!ihP$ix{V}wkGrl zCQ-lZF42lDTbwC`3-}2jYG3bIL~1=ws2(oRzZz0U!8AVoeU1iw0EcOpR!(FBGG*(w zUylGKSF*-Fx=r@&ToCX;|7HzKG4t!fDOKxTy5b$jA2e?s#3{%AP`3eWa>&sR!_af*9DEN zZa(^!IKIC%zo=x=O88-n3g}H8(x)Sx}FTLHT zG1?vl#OYEs6Oh#S5~SE=;0gkn$9G>Wc7MQj?!SDX=Y)lT%d86it$PJJW9E7YSM&|d z2_zH4=6bksN9!rfH^f44Umx2!_lE1KjvMUJmLq$s0-_Z^t*13{zX2?Rpfe8ak@{G;JZiIJ|^CE2g{iAvNEX@E( zDSJatt+t5oW(S3$ePJ z>4Ji%Ox{_xtc94Pjap+1-B}^n13Ohsau^tN1MZj8U+lvp=P=a*a+Q_z*-}LxpP|b- zwS!Vw_%bxuQ=>Qyfsf#fxrUGbWb1J1? zes_Jy#svlzxLBdy$=b9GWXldtL&zaC0y2bMu2xn^>Q7TUaq}n$SkV5Hn?9}#&pEc+ z`6XbTuqGNFXYM<~r5Hpg*ZsPO#9NuZnN%x*n@5eI`4vlm*1H_zEmj5B7+|$ep6xSQ zB5yh(??s4aXi9m^$Dy3F8V{y}#+QRky0Om&y=iS|{c)`5_JOrnjT6Y%les)#Ha67; z5{8XCXD|WWxnDxCGl)s~%GwGX87K=ElSp!WFjF&Y2tp~uSpW&qGl#GWyZm;;w>hx7 zn43~PlVZ9;a9pB8x@s>_Yhc5dHy#a<{vi>$5W%kMSM%a(S1m+IG+PTg_4==E)UARV zL6o6!K^T}X7tLJ!re9XCNa-74f^&Izxbe~_-gz?IK|irRr|9BxseF0EsSZfZL*oHC8`rlJS!kpx=ttxIuH!_Br0F0x48EXTDx3XWm!O_uHMTMt zwN*qbPmKN*{Ha7+Fz{UBm3*?bE79zht*3X+pVdNuxtin>uVO18L|vb%K-=;QU>T3* zaILP}p*(m&qh4dQB$9JNA_~5-8NQ)0Ho$vlz#{c!`X3P=O>8QzjtCKl$bK=&7y#+R zq^MeYoI)l?KVwJlC5?E5-)x%%>uJGr77y()EpQ*KbD)ahE@TZ`k@mIf#6ru>(|6|=NVST5#( zJt$9^{@bFGo7umhk~XRSX`xaFm};Al7JBtxE$0`At$0Ky`M{%>`u+DCv!qI8IkH-{IvZF!k!mZSI|&Me zsXeghwiu|-aO5SqxVo+eW8^g3*Ld;+qaneZU7*#CgRJR`C6v4vTR2=(85~E!QLNr$ngir>u#;{I$Xy zxEcn)L_)67-p3x{PWFCp(R?-*Y)P^erRB_7LyR;u=6+Na`U9w=5bK!g_YTEtcweAsAAtLS5YA zb{MbCn#gPs+HJFA#z)|zysOuP>)2(NIJ3qJ3I1k~QgpqNJV*i@E4j}m>zZbwa%}E; zll2$?Qy20H!dupDM(d1G_CqhV^6?)}(cCWk}wO<K{EuR`fzTZYe{e%9NrR7**_S3450#cH1EW2>S(=X ze3d+`FbohrRCSI~{BvHBGf+}5MotBvN4Je{60ic%LD^FW*ub-e6Ay}`M~qYM<%+h= zD^L|6x!Ky9DtYhsL(aatFn49t&tlp$-h<$S@-L8YGPoDZ%-cqBes<86P<|U;#k4C% z;o=q-(VI!&K`%pu@^pP6h!NdTGr9arBS_~w!q!Tu5Xnyox}TpS4SV;`;hF>OG3w;6 zDTOaEwC4ysX{s{=1@5$_ofMsGW%?+T2bcc13}VZj3O|3{qUj}&p^~$m1E)4tvpS(C zYdrS?3yg5~EgYlQ==ePnAzPm@JO*ME!wcQcpFAya8SX-vAC9q-h6%AeoG+1jx=mK# z0Lt@c@NkTI)A6%Vtmc_CNcCFT=kgZLXXJq+f2K@5xGv zakv9mHMxkgQ?a?CQ*e^R)!h;H5^50x7KcZQcfW(ph{X$JhsK?vDSFP!Os^JJ>!-bYr#>Bf%JZ8s``j8`q`>kEL0Z7Rh{ zB@PZUfDWMWu>O;+Iu_cF(1kjc__U zi2@gqh)Xyqh~HAx*E9=)P-!=tnQj@Q=mm99^gSmm=ngOzc@7M3GZ}K-Mgv-6e$*PVH=HX0cd$EAfUR1aNB6*d!dE+6AR)7O2nXp0n9k1QT;BF;PjSA z&`6FXrUAV7T!Hp$oRA@dypF_Vn}s7FI$ z1jvYRdBVf|OrQ(qa~3{%LBG*R%Aw-Osn_f};JR%aFHI?D{g<-;t#PS9fSn?r? z^D4`h&>*1(jsdhZ zrVr(x2BRkC4d_aEKo?Ad^%J`9&KZG7V%kkRTyQM+?`e(}uJCR$C$jALffyb+$mr1R zqX9FKdjr@(ued=i^QKaO)*>jwalf>f)6F1trOseO8k20QfNqyRZTB+=(FR9i-9rR) zMw%vDj5)K831U^6xZMw~RC$KJ3?*JWf4D6NC-dRUv%Wd^kvWWDG2n#9SyNeHBc|mlk_HTd=#T3Ca-uh0BoE%xLtp(QX z3i@oW3d(DC;5#X6Re^AQr=#`%JTPm!v=`7=G)Q6;;p?#G;3=QdL@P0n3^&9UL&&o1 zJNa{rd84BYF(xE1KZq3wEB8VRy5Wb1=!z-Y=@)WqXypLfp!(Z9QjaPEj$=La#s~PU zKj4In;wUBzBP@pzCfkW@lSgl*qpl-q_77lT%#w+={H0Jbe=)#r}^*iCb@up=^GB5;#4s(qe zG)?$|okY!Q;$_GBT@1j%+`?14JJf%?S>ER!U7Yk7G()1vp}SkxQI!=1H4|5>u*E27HH-WN86?DrIVa;12OR=F9mUt9<_?#?IT7)kY z3t(D%&Ee@$%P{Q+B%(frl&~yT9C{T2KN?bf6nc1ZXZ;;4KrtNI-DbXFINf6?$7ck< z@oMWc*1%ZIVqgFD=_$(&5Q)mKjj!T=+(XdA8i0m?`s9z-@e=L^ou2iwtAp@uuCL6Mj@dFn497 z?p2iGb{!1v37}of0GkC%e=wIHR62LB#rZz8h*Tv+MeVQlPV6N>?oVB> z2Eq9ngzrpM;EThA_nth^diHfO$iq~nI`yHM`KD!k-fxN80ET6@Jo6%=(BSBpCaJbk zjzt=B4+BvO$PJ4WCBWKATN)~G)tS7tX-C#G$y``d(`a`iZa?~^mCi8TK6jYIma{dsJ75&A<%AAhCtK7M0~@FAY1|enZd`pt=~F8TcN|0nOf`W( zxOo&zXUKc`x_H^Y&e4Rx%?t2*uf((*c zL{Cwr))j+5370VU-tbC*LvoKRQ_qjd9ReqfrLT|1k2KHfK7>Q3WO4;@UY#2~1t5{c(HIp63P_?_qy=a; z*L~I4MVU2spKMaf-iWZo?6CcFj00QTyX$ODGyw3@OkI*_{H|Mb@m@r{m)Q*$wHFdRTpvGG%AEKs%pVvV_#Le>~tVJl@^Af9H?oy@WB zZ&Ja+Rk_`Fc3IeK9=Gu2~=WY)=4qKNNOXFeL!mcMgS{ha%B$uJcYsR?13|^<}b$3^rA}b9` z#-%$|)il?Ie2r2i^HwbZL(|gXVgPtP)dqVKP=^J{4RjlDY*GMu9D%Dx^=$+n)l+pI z*g4mY*!e`|Wc1kI60F zBbL&rR3~lT#=0H*%)o<#e6gb)*a`_GQ(20gC{Kc9?0&=P7+i6xZ;`O ziTD@OTgv1|-i6>qQ8t-FN7|A7Ng+u&}zvA-dqF8<+#}m>(lKhCh3mooS1&nGR!mWn@c)jxvMAH7y={FHQShfH}`{_UPIdB(FZkJZLk$6LkZ z&RF}Hf)T~&Tm`jt7kA8RMcE<6_!3;!}p6e7_OiC8#^lJzk~NY3f3%Bb{upu3y9eyj0L)q|f+?5F$Ks#9Vk#iJI8vqT zbsEwJ0NsxCfcA$CI`1M{G(_gj5-Y}E!VS#gN5>X9MFcHVN7y|{CB=prW|?nr>0i(S z>ZYI%VS>gn=NDgxD@^)bufORpo(A#zPzH01*Ps?|VwNJDBN4Z7hT7!Ccd6cocNDlB zsj>H%?y?-5{MqsQl^<=uLiU#e<3)aYXw^S}HOIAALM~UP=k|>*_?d55A@r^R=_+hK z!5AmHt$(u-Rn8sp6R5F?9*ki=xXtO_A@N=VbkB&#{(b6$+&}AfuR-nD4pzv!lH1OQVl?mKTv6>~8UN{ZIdEw?2=w9Ji2j44}r%91L@x+yG9cyw6Yx zT+8S+v@cLmJ9T40zQxRWaj#qvYc&aSLjK8{f=s(dbZva`9;C+ZPk*zGx|QA%jmPaX zoguf;bQZxc8`R0*MS2`7R3-wtMPeL??vxF!LpCcLTmEGI5x>cJv=BQ8clz{ImRN}~ z@suZmZ;>uz+Pr9@m`mP?(ypS4KBo~;!D<<5;#jz1!;z*y2!S_a`iFH)9ByBL3@%ub zKDJAAUPcnaJh&?#u{(nv>nk(XKQKSdwqsf@OaSUEM>g}=Qbc8`*0^k)7( z4RGC83A#qx{_6zFXM%x@IiF~@{MU~WKS?o#M<-`qCqwU27a|4=cU;uz_0(@{rLX^U zu#N)@v{{XDw{vW;+yYQ-0pe=4;B_Z^^4BYdg~N```j;YRd?w1&SHeM%Un0GGA3OsXYxKbH)_i1?Kzhff;`+QVq2|wrslSMNaJixT7s~Y=ps& zxyd4hz$AkEMW<@v_UwR3%|BY#kCRYR0NVla1xVFSe~X@y%+O^~%)2{{0^B1|syjA? zMD+VzyThq6{Wk;Ab&7j28(|wi|DszQq#&*kuh;9HQA>0XDcIG}@@D}yR9S63@}U(* zxjPM)wZcta@KONRgCwK@t|olq>=9)j#BCSCQ^_zY%h}Ex4J~uwe=jkw`SfRnk`+tM$7qn z>7~s3n={K$|{Umn?(JlBo*5cLQuG=MwC9 z;9EMRc~0itX@}ekpx+_mjM*0$?WVpwUbhC5mif6YPE5n|A zU2F&BZ&bP7n!p?5t|*>l7olQ%!j|KG7q<5}%$>w@F=?=gMT?ry1Y_vJ_4qc&RZe%` zs6Ep)-+k3^5O$gc8`L`~cMH)90!vxC*vFW8r$tobR#iuS0QZ9LTZ2lS+qjuXNaS&^ zUbA_tQjDj1rRt~r6-CM49R+*PO)o5M=azH!)~`A8(3vcX0%&_i!Pjq7QJh#NWrubX z4zJNu@GUYlcma_U&5~=K6}R7iK;`=BcOqs2-hv=LtsX5iqXG%TVK|o6A9e# zmQ!svDAM4zs3;i&FpFGXb)ssBcChDBFM@Yk8n87OFWP;eEQD7-o<1GUtbnWtlznow z%NS}pSWjbfU*A_~HItcvcnH#v&CB58CkB;!8%8V-*CD87E#7BzLhSs_FKRGT{gr|l znImiqyMtPCewGP=P~3K(h^wUgTEUM+t!gN1^C6;wFGDdC z{9=9cBpVxOiVV|?A8v!%rT(`vcZmjUJhf#YBX$P-7q*QXom22uxY`*_SOqVvGKOVs z4&R2W`n$s`MX0UkuE5$48rrlhwXA?K$k|2>2A$P;?OCR8sdLs=R8Ilc{bp_5qQlUT zR=0F{m3ryf;5SSw*|_AnS(7%qw-A|H*D4={7GIa#-?LfGx{RWGjj(Luw@mxJcvau> z`by*0*WJ3PjU=Lo%|)0^pAbL^tl9lsyuyK~Ga;f0w_lLEUr~?@O+_LZ@^3gF?;dZ? zN4o;EJq76qR?f@%i4!Jb`esM}983vsY(00PEDdCcCWTa%mK~?fO^zJ?eM)k9*mq+{ z5oGWSlOGh!yLt6li{0w;iY(;b7ey;wijgt5j9Ex1;9(K@{#|Q_$W?=Qx!Gi9JN4tb ztBDSgG5U>{=6;F^R^q7-qvM6d@5cNe7HD5%wBpPDuH_Y}8T~#I!EC9U8JXzKkY+z! zlHqjhHeWRV(@?BONE71_+GjTX zfg7%dwF+457KkLGCkv)Cek?De_9Wy-eG8JKM6Cr5XVWzA%Pe|{T$&lny!=HbXCMGvTlOik3gFt9Cx!$96F&hyE z;9BMCpk@&~)XD#Dvqk@l+3<7K)8)UKAgFNWUU~ha!;}x6(r|3_n^wNG9EGS(e5rbJ zDfsbO;4TGGKLbm5vZB9YZal~$x)pMls_$JmP=!4EBP zDWf6CLMw2X2CHZVJTK&CFv=U?G!|sb)RLb-hDeC(7pQDBD2%XK^C)CeB)QaP_pE`1 z1SZ_ML|m>&yDq$3;?o->yI4y0QcHCD4MO%jbUV=xE(v<+T(|bWm*Fyc=xPe~e`M-@ zk4*fm>4bl>s+aOAb5LLd;dD;GPS^)t*ks+bOBecP9a}09|LZvB@@Q*mi}L9TlHOgz z*!3Lyj?D8anN^u*>oWQF3vSxqK#zFvHS0*+k=b*y8$KR*qclRkZ>u72nrV?_=MnMb z?7rs$ntDO^&FFt*?2?m*Ehu|ZNm=ija{GUOU;N=J9QOir%D5op6tXN5#=Rx*OI*no zXhct`$A^5GI|TpXG~C2M%aSb~7t|nX%X>HKVo@Lc8lGT)SVi3vuczH|!= zcyq7DkcLroWYYzebO_OYem*;UV+U{}a0`%zbxM9KY>C5%JFLSq+T8D$cj}6PN?p)B z3)|G91+`-QP^*Dq`d)n_##^#RvlqblFML15l{?{_Fe597Z*HSc zFBH7XqI4+LJx0UFSW{D-18F9{85MuPp9F44-}UhP;MG8^alZx6wGVJioH!@bvCb0I z-fcVjQ_B8I$mf}3)maXT&;*<9l1iLQ<79K_?I0gls^FXc@01FwEy9!`F2QPyXfWOj z|ALY1A`W^FXFAl|q1VEk64|({4DL%7=%va0H={Nk`b$q&oR8vnUc675Wf<1qfPDW7 z_%Q9)>PCZ`O_0C+jivz^&AL&yj>k)r=*g|iTIf&@Gg^+t9^^i?klo*aPiW7VheSI@ zJNf~J&hSEmQ`1DxKU>QE8kp{kqCbGg2xDR;WP0D-0ur;vfq+fwR7>Qcv7-fHB6l*zKhe($=hJ-_95zSBH_p^ zni)3Z7)2Up)XN5-Q4}SkXP-UOX&qzP6^JaXEz`x4pSqbaV4C$>(6_E^2k(!0Mi0%n zPkTsTynTTaHHctIju9kn&eVK1`liioym2MNYu6iKegqn)#yPRtP3R?pOTaGX^uVHO(q3t7p9wAH`>=hr$Uf7ipBv4612HCvZi0j%c@_! z{W{2z3VJ1H2r3+Y-hy^ELH*}#pbJM zx)AYN8B#D%LhIy_f^ASVVQ?4C?C{deSZ30d&{76{Wy^;ZOtVl9YK+}V5ATCkb}(6O z3V_zqZxDkEQn`<|wj6bX+L#USg_N67-+726HYCx34*z`J3f+g$pnErY(yoMQhh0Dp z_yNqp<%LjofJ8%x4E(2jD1a<0@c-8QN{C68$v``aDsrTjoW(x0F%M5NPW~kADr;9| zfLbV^$yghmkz|^shjAH#>3Tg_nvKK*_}sVz>3MKRCz?6@ARJ|_bJsp914dJ<8ob-L z(=6Ry=;WqO#4hZ`NnmCV2y`u`pX`$P=ZngFf(bb!1z zpG4E~L~A-w6#Zy4%B}C2*KGHL$ARc^QZy*kb1KSmz?srZ5BRC1SBiJQ;h~3`CErV& zyc7hu6NtTDZ{k*uo?Qcq(!L!qQ-kx2hUekZRb zQN?U1iKIe>T3H^JAWVYA%sfM4MpNt2n^@mgl@BnHi&g@d+hG_b;VL5PuDZudN(IGd zNWAns**vs5)b#{WPYhXdxHPx;7;j+*>PAQph*pz&;wG~^48Jr{^ z>QyKW$dJZZno8d@{A0E#W`L}hpn1&4(?O*ALzoR+ML&xuHh~M4-OdO`Lwh#=6#(;} zATLp!XTZxegOAZFzh>7O#>-wS8AyJ)$HuF3Y~S{JzTbO=|GBaFXX{_KzC3toiR5#!-X{4RiFOEsN&rvQw6Xi$fS3VoWU_#ziQ)HMOF@~|CFt={wPSCj`QK$9Y*;@tC+R^S$`@P zZv!uyIOlQ-xS~6^0|dg!{(<_4+XuMhq^MQpcKh~U9xi;@9SZz6wiaj9cP?Dd>U}xe zN%A}bx^l|_@dvZ90jBr)mVg^Y^w_-5y;T2a+V`rns-+INldWH7@;(LFW`C*N4Ll!u ze)4BPWamV=@RIiqD*TT=pj?~@WACFP{O2p(UiNmm>yEIWjca3c*vZ;amQ6X+;%P2)8fTX3zeepH;p3QLjsY_PP7KSU1<= z?nM@SAt&UC5Kb*YGv8(bx+y2^WZh1H8)@*CFN9UAO~!&4^F8IN9G5!Mr?DGFi_;DE zE~P7daLqM(5)mu0qo|9fyt~jvSB2rO`_uOS=Fx^Np7L0NAYR9P%PTFM`5-CnJ2~cR zmlIhK-DzF=oyUruMUqy3y9TNZ;ZiF#nKhWuaS#J3*9dj9q57@~e%2pns3hSb#)MLE z^kIz>mJ*c%2&Sdyz#G0DS=QR}Qni3o;^O^-hnDu$_z|P?y`l&F;0JwsF0&w6-&pFzips(~VyXqX%7eZ1*n_I-(CHv>H&Rl1dQ#Y`dS$+H) zju8M1zj)FoeSer<>qWo>0f|oO@vr=?a*hB@@RC2ZthzbPyQ*68+t7-E{=EXMfRZ+= zc{mVYH?SAeh_zphi!E(6q5O3iP{(4+sg4S?N4{bLyCjX1>8`tAxrug!h@nN7N$ zF`tmyl6z8bp^C9sU7JQ$=#s=908Xu@DQ zZHz?q8zX-wsQ-LHu@J=aJiALU+9o_vjP+gKQVi30lj{YrG@q2#cU_L>hm$C(YAe>z z_J57^k0)-nW-9Q~;ygrT2+H1N9tHuCCoRQrJ@qefv;a<2nZczvb*W9*1w%&#jP4va zk}{3YzjE}H0Ifsf=1RealMDeHvl2D_HMd;W=qO+_+4U}2f8>WoaIyQrT+p53x_Rg2 zi1Nz_8rFpX$FZWcd%w!8j(C9shX;#g>WzqmP@OW+keT2(S@$!~?D6ZKUPd^d(ZP%L zxV4vH7iuS_2+kF*B)CV~Z7X8C=0R)GZV=3#mW{(#ZQY*t_$#PrS;O5NsQL~8! z_W>3l)9$J?Ep81^CQ~$BrEV;;>~4%2paZQr#X6P1#M3P1fg-F#BfG1-G;g!?Uw@?g z2L&-XkZ4-Yw=)NvKc#lda+X6~Y2vF_TM2^KV7YQ3Js2NFI9v}S(|%q*5YNeRhR{U< z*?ar<4q`1ty<-BjiB{9)Q0K$piDkILKz`pChMP;yZ-7C|jf@c?Y@R(!mlH5YHa~Dq zS--brrA>iRWEqvTJa5J{GPpwz)4v$iQwqOXM>C_!P{8wqo(HE-^WV92zC!`6n_9_T zOd;SS45%q!^{oLWaMmr{A#(#pSffsXGp+S)|1Rc&^L0~Bmi@rQ^Ta0VJrBG)@S1Gs z1I5LK>0!Z8fgA9=wL_1sg!N5$0*&CNz}GUvP0I+Xdti+3S~6B%R1_?s=v*N!&&R}* z@pXO|Nw)3GwV1CgaFuA8dXC;`yvH0Ps9GPj;Ze(qI{VH>twh!_ltL@^ST2Lvcj!3@ z&?12RDGyBlWn!DtQ=)$mSvm4&n)(Q`H|m=^VnE_)2fxZNd0EFGV01HJzjoRJxS0(y z``qNS`=9N;b<}M`_qYCX!aj3-6;KkVXZ3hy>J?cmP!Z9jm3z9SQ1NJek!kf4<{M7aAI&A?`r1Y6F9TXI^uKdXY!WndX zf3_%GjTQCE)urVKNOfi7*Wa+nS6C(md-UdvU|O7?m`>f!4^IyfrE`yYoq_cV1SF+_ z=1{J}F`;>V1W&lSgQt%Glk6j(qnDiK(de9s`_1mS$=VtqCE(;HUvE;lhHjr&5~f+x zfOU>#U!!UY$L4zdTYxzkfV2gyZQ-E}zb6TF1yPUH@7-_DY#az&!D>x7I{Z4_FL5yb z;BQTm_s7EMbWDuZmbsP5tGyL$-uJ+JqO4YGq}8@x-{vXF4+XEaXUT4CB?cr zFBC{qWz3E*RNY@m#%UNOUoM|B9x3kM<>PZoUH|8dlc}O|3DkmmMK0Ovh5mCZg9?v( zb=VO#>-P*Zg;RrnShAQ_PgR)@kkO@A35oT2p+JcMtoeK!#BhtC5NfwL=IIG`f9afb)JRCIiGu*osxT-27&9#YFJ zT$2?CcbS~r_~#dU|Dr==ucNrf9Cp$@Vua~1fZZQG_-AN-ajbWtmuP8y?c>v-0oOk- zg{iT(=>O(Bk*`er$f_ONn;?!4!ZmP5?==+-x{eg7fjdPa*YGfNX{`xklwHa3N_ zf)ZbQ>~9^0={<@XQ)Wc@e=4~>D{rjj${vp%7PXOA(JzP6l|xeRs=Y(6ZhHH0z9b;| z<4$qS0p%^3uXCLD{2-0=muE)@!KTwk>`%g?!bsI4AnA7rnOLtFQ;8EwK4SXi7fH(r zYH8^%MACqIpLoZHbK@ADRdbKLQTJ#Sb(k^w{tjB=N*!_v-btkYsJoWT#xaV!Rji8l z50Bl}6EZp*tlM?2?OM#odNE;-$s;eqHsMBLE*_m}Kk9;nE_`%|7#!aE$4@XSOor8= zzw2qfvlX8NTTCAh#(iDxG09?=B*)8|O>-*CeToB|?K-nWXyGHqkGg^j99U023Lbau z9QTX$T3)2K*;Zl3HjZ6tTlRIVQ@uURU6LWbKPwL=G}$s7^XOa0?8m|ho`XJOAj3m0 z5rgbDIsVuunstukzg8=ZCuG+Dakxx>@u^kMS3tZ#vraW9j`o>2H1qQQ;)nBvIad-V zZVqmU-KkOL;lDlIUd(Ec-Q_(!r|7~XQL`&wybV;budgFrd&=9~pf@*GSnUKUDy~rR z$34Co`v=5Rh1YKsZ>oNOjvzW_*XVc`Z=AR?jUGHMN-*HG?HwthZrGgA-ld*jS<>xC6Pt1@6fJvJO)O5c@6J@NS*_{|UGFW3PW>J{NyF zTzfP9Athy6wy^XLBtjTgPY+qzCk37_a=DdPQjj{nlHHnH-sGzi?g49>p20&}3h^d3 zl=x56v^NXUIhN9~x2T<&@kcir)%nSH8*6nY=i_6oNrmEZ^91Pf%dGkpMtpG{2mpW6f)+3Rw4)=#^REkVNrl7^`rfe0lsJW@mVOKF{ z1xqP^CDYk*1uKe?CvbtWcd<_R=z|vy*EiD18{&8LJyJ>6u4+sE+qc@8CoZcq-39-< z#XE3bDJh>e@GYt=WWR(|Q^}%6k8_dT$E%P;86sbK^+<>~Ik}r^p=l9s4boaq68V!28Sg>y^Gi_9Fi#&7nT{=}p$t5^{pG68i9hP!vvE_SDv(yc$-A`J2SLRJC z)mcFN?&tyE3Af?VXtWq9ubzTPw58;Bgu1@My}ybog*-v|MpTur?C46G=LZJcM*%L% zo^N}&=wP+yg3ehATvd2tpbFwkpJi?dEM?C%Ej+he*$R|RjhBQ=;-9SkaOwBD5Vlg7 z#=ikypRi@&P;y=A%9SVE^*lHA#EeGVF_OgzeUWJ=*C#akGtO{k>I)nQJZu+Bqq>I# zTLyVVCbYhl8m{lZA^l?x@u~O7HOY1Etno~bg=4x=>x74Q94_$eyfFck`kuV7MdMv? z+riu9c^T0Op-1(j6WNk&^l5D8+BfAfUioW9-Txu!Oe)tm?}w!X%Tb)Rc*SBk$dz1YgvI;Ec9+~n@{ z-b*=vM&6M!ZLmE>KAi!BU_ zvnLmXPw#Fl~v)_-T!zgGy`q6jjnM z{NotP>HA#LM*IkAl6O5b-CLOZl&XjW?^E$JX=_^S&f@$1d+bO0D}~jv;y-74X?!pA zjvS*>b}wTgGQjzg?4Brm@&xFSe3g{pnq-oT*~T#u4^|D!#LxpXr+3ZMqcp zu&01qbBEabU+W9Z-kVZJH19N+*ykB|^<1)&89xQNY{=QIQ1#4lX;QN~>_i#=H~$tT zqNMA<(5;+e1K6M3)Ty{l^cqdKd(c~r^V~sE<4v&1tZ3Ke4GKRW-Hd8GG^fuwM3W8E z{WsouJXYo7^4jd+fwk9zu574{&+pJX7VKVfjKMCwDtPZj$GCIpu)k!bV9lt^+R`Sk zhs2Pvjh#4yCeui1V<1cGao@Z6{5c*=(X`J+o-c2HzMS~*_O1PvdghGuR(&^OLG3n| zK+BGsa9-(5Q?XbmCpI2`h!_IFp3j4+d%A}0Gn%gV}n+ ze6Prd-$^Q2%feDmZu^t}t=#aCbXQPD&;Q5No5w@_eevTjMHG=1OSY1T>r_RyBOl>kz7^gN5=l zy9f*P6r?*Xe{a_If+;pJA2QN?4_fJFITFl3@|d%l1kMzo1a zEo$6CXj%q}{&0;0rFA$v%@tJCD>HMzvLP1yWodT1(mr_@5E5vC}I0NPYmsUQnT)-T^>^n)?19gUGe4TpGDe!FeYi(?D z%&I(~cUnK|+-dzPb;KXZi5m#>w(p9OUJ@|;e0x&-SQ)xj$$fW?382$}<%*~jx5&g%`n zu^EvLq!|W92bCON_j=I{?m1+gxaWWdt+Ml{vFBovhzJJTuKpHcIQ%G>^r?1uoo~hVSoK2KmA==_2 zQA63ql$MDgT{H20ltD^HP1ac}^-9mJ8_iO*>LqceAl;buV7_MuMS^X(M)#x@D9thd zFyhAKN*h?G^!Pz~kg(@p#cGh>vdDUhksWvgclAXR=89(?>!JzEZE|aq^loJUb$Kex zKk5}!|Neu1FsYVECuxY57mVKheK_i4OF!;;cC3`Ms=T_YyIHMEP7*fqt+ZGFfxG`X zbh#v*>B87@nD+{M%g*9;8T0?x&54RYx8sH0ysXXFEIq5`znLqHyyRI08db6`xS&g0ZD z19v%dhyP7h*x-@Qm~o@#dagi#c6WYKZXoin9?ja(kJZ^vW?95VlV=uQ{z>qvqa*$j zlteOid0WI|=DVRu&d(Z3Vprc|mYl*!X1LaX(bsaOQJZK5y|zCr`sqn*t0obu&qcYt zm08&P4bXp$vJ(0C*Y>VUimU#ODF+6%7#L1i7nxA{-Z!v>7;uni8`HFL)e@bM^YR{J44JJ zgYp?X%@K!k4?nnMSy-Fg`pHhxHi>X-dgk0=V<+K_ZWaC&h$}GUW-#~;MT47%c_geM zQ`PK0BNfr&Z<-E=);d3m=_N_A6*5ju!o}aHf&@*m{#a!VNYJqS%IG9YW1Uxw7;qR} zy2>uK#s`LEFhdz_EWRV@KanM9!q-unE6H;V-UZ%=CK1&n?ZM`BC1qJ%ll zWUad17E%BF3qig?oU>pu%OOrM`%S>JQ-T7KK02A7+s_hf5Es~e;}g-N0bP-FeDM*T z1lADVolD+a+p@~b`GoSbVQoh4;PvW*M{h2}ae`sr`V1I5_%96YNuy5F2IuQ`ixsl` zqd1j70~oxG;so1N`Zc3|1pVU@fMmat>$Mg&RL{98MI)wit ze=qotsKUdZpol8hMjP&E234Y+ifJVqrYPh4f+PaiV_bpU^)97?nKvvOWg4iV;S<<8 zLUZ*$41M(qDAux|*cf4>E9FlZ*n(SeB54bW+xs6C~C_XNquxS-b4sbgS2p(@LF}3yVy1WXT z!?bJeaG>uoHS+@mpe;?ys`ghIhlN5QRfNU0#ZFL##nsX>wS!#1re7@bB6HX8 zt>*>5=_+SAh-V3)QBci8x(ab=Qf00yWE$lO?APiZ0r|eDv7$^XNV68WH~YET3*$o| z#`HGIN*U`m?QNO!HW_4{^hYn&AZ{7a57!nu^@!XAInxo*LW7$s?^={U5#jvll^O85n~@B!?jsEiD{PusbuUYRfv5sA}kR;SQ(`+C;xf+Y|Q)yX%ziB|dA}@V+O6yN4eomS|w? zX7R5`&(bzYM?U5mQee~M9|p=JpRA|~rPflPM6g(X$0GOGSgA{{wH_gGjZJxKk zi`Ak6!d;t83a9|0;AmF}n!jgHH#y!qbRf>LSwE z!ZcDx+)|Yrp}rpPg#!n@9HJ3f;3li+3^NphWHqg@SY*@icQ&QXTvLnc1e{VpYq_7L zn@pr!>CGlB)xFR&bwbU&MJj5bMij!ya^SKEw$CLz3Vij@QVa-CK1})7hdF*hHcOEn z{lfhzWwuz*i!O@q&lq=nrS^h+c>|IMypUvdOo`Uu9XTdbsost8O77L*u}(0En`j_Xa&rOIRT_c?(y>qx*Eg*Ism^2E+U$TxHOifK(mDUh z12M+4O(rL;RykbsObz4dc^oZMo?@JhsgX=mR=9G>&8-q53#PIkY9aw)RDg^a;n*zR ziZyc0V4;CVBdFX=Ekrr6U-yjL4GFz%o!NBVpj)O~77aRj$(2;RNgxJp*UA-!=O(^< z!3e>+4Llz39NPduwaUrMvKq?abV82(Qz1`6lp*)tDSsghi6tRYBE#p_Bevf>pN4J% zgh3cswK)Hd$R`ZTi)Y0c*7$ui*kmh7`2GaVW5!INrjLnqB z^}us6amL`WtzXoNzG6MFeoT>J;Wzzv16|RV4X|IvIqgP3m>P$C|ucq{sNE3oniB8wCo_ zVpUxKTx*F9X>H#(dRUU4n%dv~BSG?G1T6=nr#Hgvqu1gi?u=HVmw}@Ksd{`;SXece z&Y(Y=_N`H17Y~l}#l~)RW6cc#J5Wv1)`zw!A=MAcK>Ni(g4EBh76V6}6O-wOiNo#` z(AS#kY@*(+2NMSR@fP9R1-azZj@g~Y1A);GX z&s1VB7z>fMK{+w3gMTvxJcZS#=>hQ;bl-u?!)CmPKkufT#Fad{MZChzIf}!Ap+ORL ztVb+od)+37f>Sb%mL3|d(9u2yPBM+wN5FsL98x7Q5lptL6hCHh%q*t})72}DdPuv` zpIhU2@(I8*s26_r=W>$;PhZWmbp$RJq=N*do@7z8yzCRu{}6mX!=RX%(qN2wapYe@(%+6|yruBA{1t$KhFWQJyU>%K5Kup8b zTlm9s9n^X!uN?LY1lXI>LN|Wq3Q`V*+mE!?2LVvgZ9VRZkDpgww7}7o<9>f<%KkP1d_KahkjPmQRWU`nAMeHnr71Pt*;QDm0`Z-x-73Ca4}E|VB{8%S=11$dBFG6bQy{j_CsSKUT|d$bWPRZ z38DG`E%R2&J`vmj3{2qhMOEoZ76>@E;cU+e8NWHaw=Ar}e6WV%-+~CAnjdSDm@jIx z-oymi<1aIhpb1ji5ci+~b$9W-DXGdSKCh<~wNb-xkdT0aEnHWo8=Xy?e9W@JgeveF zNaGN^>5f{le#yd-)7V;m3nUWOK?ew8&6(v2_4T7HPyytgaM9%rWV?VWAH=!Pz4yE(w#m>IgUIYKyam2?|aT`0h6@w5OiELLOP^s7NbAe-cg z8mG1MsWuj3+3gxY({C_I(xyJJa1wcnbl>5=b$Es&UmOMdL%jig1dH+Zkh4U1*07o< zRn@7U`FRZIc!BW|Y+PaUXQw0pU=^^3lL7Y5Bod@RyY%_+x!TPdj><{ie@PpRpy8bY zFY?052dE3+9&$OGWDbhq?5;}&S|4dZ6(XuwPwt?cX%fe>s?Lsa;)LO(BZj%&sENGr z<~_Iikx;&)wlM!yH-qugk~?cKU#;3#>#G|ZAe#-526Gi?{S&8cOa_4@m%cc-sm>Rm zE=p8ETAHb^`s?k1Fw6?1KgO}&w~Yj z=Vp@Iug$nekeZJB)~GtIA>uV9(^3lT$M_x&wJKkn@phiuG+VhC(yw~Bj_9JHk@V}9 zwur1r?E=*4Yl_7DH2=z#%k2TgqCEdFxkA`tMB2`vCwW=69~@=;~$=a>=K zGAzC$0YYgp6PrOb@~zkT2HX@)E(v{0<6v#}hTU~ey4e?>fpDm}F8O#{K#T#QD-Wn7=KTV=#t4V#M0JYz1>$g=!6@0Dv>^bBW2<-21RUL+!d;_W zbC`xup9N)ij5UiGw+xDE zC2P5i-MJKWQN?eq_XIa(dL`@Blg~8ogPE8a;No2=3DW^f1g0o@vY%VAV1|x8P-^~4 z7TxOQ&LI25yNeJohe~9nq=&XI>`4C3@ir5+n~^Cf3YJtN1y7!pU53 zY7qm){-zxs)bU?ZKrIWbSm|*FPAyQ$odJ@4!j54!hNX1tYK^Hytw@1)#PQb{_WbUoeh9Cyxi7kN zs)%A^JR{7z=E z|7lp6%%t%;@B4H^jW+JX$1Hr6J6UDV^X8Yw@-%^_X_e7LBjC!V-1QVoSr9-S&5&X- z+PZ9E2~jAKKR_l+wEPJnPuQ)#6|zd-*Sc2U%-G~VHxI?8HsB)0Tf zK0}|YiA3g=ne@UxZc29StT;OPN*nG-hNhBD%q$=M23hrR7Q;UF>-7;6fa9VZe=ga$ z|2#HSr7co2Q_Yc*p}7uXjEf7DwPKCKzG`N#BJHRE4IZIQ73q4r)qH_~54|Gza;*1~oVq>fXNHTHWnO{=1M8!AWSM*&Tj6@gb>yT~&F z-DdQQa*-alehT3-(7>pV31U?p94#a8@Eo?#dKDSlB!P*m-pSs+Ilb0z`SAlnyP_LA zFL(wtxD{b`Nl)UQanVD=#`kl@py0VQx51Fbg3Sr*xXYkXm&ST8Ci&CRcr{z#t)VR0 z*C1`zEDsznm+1YWnvcOxF=<2>;MD2<%9YjF*N-|%*mW1$m8#Kv2}27UeO!2o_ZJ1) z1_U_=ZZB4kbA&4Yav=9&=A5?epx{Y4jl(Ob(1CHDujR2taHwKcdgFIHi=;rxk#|wA zTUy-s>w$z2DYAa=1h`H1j-M7fu9UQu`bNK+oALJb_@>1($k-%V2>kOJs*^ue<8)}YMj6{_6+3^TWa&iPz1#~>E5 zG{V5K^frxHw~3)}KrN_GuO@axP-7**XkAT0oQVYMm`qhD0c+vZqRdf<-Z_k z_Nv#SE6!aOKrLE=Jik|gvVw!(`)`sFe?=~wt$6&`!5uqY&hYzKSUdkOfoZbW_=&V+ z-SRnT?XrT?->-B{>6;kSn{G4L$=dfQA3ou&L8TGS>aqvB^i`dW8$U{CRYe&p`$n;D2()ujfAh1m|WWSc&e< zXKg-thUA;}>bY|1=n=q|btjW$0Oa$JA6=mAmO^7~Zx6i2k;avQOo%w7dSYJh1w zVQv3GB!{BK+gTD0*CMo3`I0NPY%VmPi6Dt!F&|hIwa3s2#Y>N|5h}FtIW~@KzEmS- zYY}~laU~n`Ls{`ZHYy`LfB5oJ8RHGWllPaBh;)nXTk<#VfDxF{d!xS-8dTWV>Zj#( z^zaa}Dw;t@Z(APx_g{D}@eHjSjeLdLmX}Ct!~bNWT(2YcPjUH-MO}}6vf8ASncYQ@ zP7!66@dXzsTiG+EmZhcsqxJ58j5{$a@N4Op?`EB8>skopR{jt*yZ~xyP4|`xYl#it zfzo|{Vse*=(Wn4$Q)ux{+;ATa3+j`DXij|xucu)%4TA$u9J3F1i&>;qJak74fK=AK zeZ`^K1=04wH5iy->KC2(%qP|_2s^HJmoqSztS=|4_?jk1%|0juAo=My%heX_sCDz5 zc=Qwc5%4YLW$HoqX)EO`P$Kctp2}_l7y9-@mpy^ORw`Nmz%>AF_j7C^lqMlO| zJ1HQecue~dqs1$3hfY-!n|&T^C1VRfS~rD&SmTp>sZxWsyT_D#EQa~4n_ymBEQJTs zPML;B-^-=n-)L-HBS+hZp9-neK@9+`K0OqI zVpHVUEfMC{CFNZWevy2t2gF2oOs>nP^vd-1)}^r-OI)dDXc~*f-1-V4EDI0WZ}n_D zLnz9OS^n#T>W4S4c$duuV*#GhZ+3+S;0BZqza+kYb!2s9GSUa0YXy8eB+u{$1jJ`* zi)5kt0cJS@U;1~{<`jMaghG6$%q4I5ea-&?u5TS4b`f8qfr{jCJF{0xiyeaFk!jHA z%8gC&3E=+Z*d`}N%HwJdCd`kpo&au4w8elg?jgm~N7zO0Ssn?aEY0N#Y<$*^{1$@y zZWhqtrui=r5(l!RpqnSRsOhMfrBVy)<&s_go8K5!t*l#D3-vY}T-D<=8thG5S#RyW z&SE>Eg1#jL0M=?>2VzefQcEd?hq{C2#yx9dZa!nReWIkoN;|y7^d7`x4|y-*x{)bs4Jy6Ay@!t$IR^Oj z&Ew^DDJ!MmpH4wAu)@?Ae!4PY>EV2Oy>RQLr&!affM`I_I*}xLy3XfrdhlBMn)v41 zQ5!fL#v+rB$2x+fowJ>AV$!>3;PCKy1y6q1payJ^tL37L^uZ+@AvyP;_mkApnmEby z$+uqb;edc}OQz&gG()*I1+TeqBZR#z!uZu1LgQd<#St&p0O!if=bcLD5gY-U*~qz< zFD5m#1UNT1R33C%K+DAJ<#UBA2KSSYv1C8Wh$MK|Y#cw(2iv`phq13hV2t`#N^H0t_rExJOeg|o6-tGziO;4%@&y3H zYfbh^vE+XFV(wy1mp=On2W|t;ax1Fs(_v7UL&Qecw$)LC+PliIzhSA?o+=Pa`TM5> zZd`Mm#pM-8hn%HnZ2U;%Zjd2@K95Gp^T66uB9(+_2 zPk$ptE@Iv2RsXzs568BA7FUn`9W4!uVRu z+T8l<LVJxsF1|n z@_#=o!t$$aKW(jgO_rW`deZzS2i}YQazrlt{)GH3DeBFIb z)VYGsj&p7<&SZ9Q>XR&TB~Co_*5u_zwGxV8wAY5zmPluOBkO zGE}k?Y^)Ip!yHbJ$T$4i!aYc)FWyhafv>U~;OI59c?Eu=I5OFVZE~IisnoW*H&O*_ zvMH%s2u^QK5{YEWJpCLxdWmzzd%u%s{wun4#KpD21NiHzZs!nCEVCtt+vzHKNLfje znn1Fx{2WEFCRK%n{J-Uv;5bsHXyW-0e$p6dL5}Y@f6Zv#a)P>un?nBQQp4fKcIw_7cx0rC{O!zk5+ho=FCry+5v}?po zNUTnS;*+*kf%L}*^j+i$t(#tmM5KNpq%v_Qd{+q*9`@kQ*VMRtpJTAK$JT~8g3 z+$@3i=}eJ7*1uzHvKpdg(do79b*}aT4LHs39B|U(wkEwSDGA}$k$ieQ$1Nwo0h$|; zKa98XYAbEUh2YF0nE-hH<%`6%QK`1=w-`x!hZp$z)PD1^ZI;$f)^<=G&>#XJlk+po zkupegS;m;<`1{L(2XBFdgLzPkaV=ijm@`b_d&;Ua=LGP@lR4be zsqHXs$3*~1uD4UWf<;J3YeI0- z5#~D|OW*Xd9*8b`ZOZPwR6QTyu#at*U0vv-OZcgS0A=eJ+hZZC8&1CVU+AG(aMo8^ zaPqhzg|XfQW@FsQC~0MRcY+3s<@rwTq}cgJm(Fu&1sg?eY>6EfvW3Pbk}+{2d|C}(C1cRr#P=6JxvG)=m=I7FvK6E%sC ztv^bwrvyb`sa?N!MBWPIt@zgULhnUFeggZgwz~PxLmUXUq&woJe(F~%TpnZkmoqx< zY@EP^dC&_dbzd?lH+teQ8xqq3`@v$8Z4k8(pf(*|y>{TQJU4*wta6X}oWP1)`8F5U ze#f1XT4VPu`|Tf7>oeiEzZ9{tzss?Zd)X3{n8e}3(8TdVugHk06CF0UJ1Ke!I}|x6 z%qT(b@Rn4nMRE0dARLjV&Q*`oAE6~ovqtTJABNCdK8pCmn_BFB$R%`z)d)7DqO5ta zWs#vH`aRyE@LB^C$eMB_nc_bV4?cQqj><1$UHcD6;14oLv558wi-xM7ENf32wj8m zb?GhpI5wJP9LS$!>XhD8Vb4giM_##~9$PI2_h~$SJB|(c@o}}eW1IBmgr?Qe+U3Zs zKI=r}S$LV&!FEg@mz@+NC#c&e?F|kHed!}7 z)*$$wSwk=~u26p&{jjz;en>%T(F zYXe|!UC#(Jww zfp}h}ZpliAEb!0lS{N&SQsmBpExvNjW*HGEj;_NbGr;;pZLZ)wN%AHFw;mchy%f?g z`=#@y8J-K|4sFY6{;smS2<~U^>fnr5o%fBO35ibRvWEI8bLIDP_?U{yYptM%kr_ef zO+B2T1Ey|nm3bUHClw2}FY4HrijE0-90U*RU%oxw*NESB??yOiFM|_T{adX-_gIs) zsH0GmS^fLDZ$yONf=qlw8|r9IyA3{g*m=X@^K_lZ*~K=s7cX_%B^-qyh{yQB)V&E0 zxEfEWRycO~Z|jH&Y54bhVU|Z? zVi#TO=Y)Aq#m9ON8*@y*I#SjVJ=T}fGP>&8678Ehl{%`3j^O!6LPbRnYuwiL^<>s` z;=#@eZ`+(gR(EqO%g|Wl*$Pv(DiB_*zN2c?HH=L;`5^4xoNcUd-=q6Io; zY{Lgu6;5Gu9C=7*axG%@LN*h~p;+I)RW4j@3i`Q*E*IIb=fL>hIxR)6WGv5BqhC6I zm``EnTase*^MQ6~Qm%V%^=8UOZi4)M1}(GXt~ll+AWk>le~5 z3&*Av&KB|$#U~f*>QS(*W#58PmM!?#M3gm-xfqSC!#YN zCGp&WL?A};k|Al4wRl^(Tkrn$U;fGWjMrpC8RIM85{|fa#Cn!DqdCEy4$y8}C5b|} zp8)|6i;v2c@~!9{DGBePJ$Jv$nIH1;9jOg(`c*W{MH_X5r<_K6D4~f7P=!;9ULVP9 z*0M)mf${V&(V3~uG!On8)=59Zdktx>nSOe~u!tAQ&U|{kCu8KQXRW$XzzHbDnJr}9 zxKjIfi&OS-30*ne-&MJ$slV*}Zk_12@)~*i7z}U&&A;-JY3tYPnQwQ>A|*B+v2$+W zO7Du*czl}nKJVDvBcjYgSru$)7*}px9GQj5zuq z>DtUq=VsWRUj*03|ftM;kXscbke?~=`Eg_Dfu@0_~rkXPWMSla~T zn$|cXqqT><+a2jk-7fQBmp}lV%9&{ zm%7S1N&h4&y`+i_-}X5wPiN5qJGn}N-w$DEE3su+&6k{Lq}VIoWYAC{c&wUNne$~F zOAy@MCi>^)AGT7k9_eiPkPxm{kN>GAXV>vfD*unJU3k9sNQ|FP8+_CzrOZXw=g=e* zg)Jvq9eJ0~ldlo}_*a%T{rvjB6^E(rkA9TvV*|31>jCP*nAxJ5whyeCm*^ek|B_u++JOuGjPT1xM`aMIIqf}t7vw$ zkI^j_oXuz1@goSrezA*p@?e?}w0S4EWVm=Z>sT5azF%qo0k6MbX7W(SdZp0veqFeVAOn(xIP6u_qK6Iz5&- z`6^xJtZw@ETBTDjY2v?bRMh{j(_ZIqsq-`jid1()y2US`<$PV(-S*6w@7Pk~oG^Ha zY?G=mjjz7UPP>gr(#yks{qlfaN58236xQqg<;bBEfkZJ!q1(BORqIbinA{HH zgoZCT{cd$ZKMi%C!ViNcneNZ4evc+*GHu-P;|zj>@^5=N(?5j(DY}Y zH@vetG13Y>}>y9nb()iIQ{^!3v4@-R)!WRb`t7O z2PFLw|B*}@;tswHdTTh%BV;+92RlOK)z_74q*q-5v9tzodINP%BM&0hj0SZAmzP4Z zhhH7p+%>phHGk@9p^8}n1Z=3GOS0CF`$0NeWI5S?yUc^XDO~60p`dH zv&ZM3e)je~QD2BUZypaLn5xWZkBMcDG)=8V8<1op+Ci$M_<5L32*ATht>|+WRoBF7;yhb?QBg09M1k1FRU# zfHV~HHdXvUU-SO1*zmf7Y_Me*=!*K|XB_A3=H_MQC=)@WCp~YG!}q6dK)20Dt^2R8 z_^9rQl|?w7Elo0&7`l*GATqahzC6YW*iT+fDy3)#!=)i0ZozK> zEmpFy~n5hR3BSD( z3=oJBRjrI=|0hG?BOYb-dy@;y#rjV%PY zJ{GIY4dL{MPrW8VTdmw$_2lkZgY1cI+5a|WX6vcn^$0`Jgd$7w27&{gf$_T>A2t@NCZA6f$+VKVcLp6(8iKBI=nF(MS+~l8Ntp-`fH0+6iA^dWVgc3fL&i{bqrsNGmtKDK zAR-oca|cVfkd#3kT8?*!1(QKpVV-wSFZiz%eQ6z1tx10b8Ul5uQ)KrWJdQQ33KJbe zLO`GDd1B|k+P{je;T1r^A_LepQq+XZCf(SDc`CPNU?kp6+r`VK7ylf9)(rv7W5+!? z$>kE}j|zT8q*B8n=(NH^6*}YEQl#pzx?uz;ki|m8&oQO`4d#GCaqg@z^D?6@Kkn=>2D)lZbJ7{S z@)npU`UTP{{j2zhsy_A?^WI{O@)tn=7B}3Iv5_!Ws-`gpUw>fM4dd{mG^g z$LYYlL+2W&!U64mcd_yqWQ!egEL$=E8o0C&$JI7?lb`(BNockG@x$DYAzsmz2+8Y& zKMm9aSEBHphE(=YxbjsPqGSHo+}|SA!3Lfz_W}6Rp0}02VuHp_f&F@*YYw#PT6?;T z5@rea+ushcik(J)@2^6~9Q#lj!F4>CBsGS8D%_UABKDCtDmvzFq4(Gg`z~u{X0Uk4 zOQG1|H8j=uHMJJ#oicJJ%U5)i)bMuc0V@L33n<^*j{qvBrljXU(YjE-sCZi}lsCh> zV{;3z282f~T=}OV08nVmPlm>T^qF)2&_EVP;(DjxMP!bbpQccRSL|1czKw{qh)B~8 zueR_U`6laSZNeh?lH_SagvTn_K5wLn0fmJ7`jQt+adcKZ!|>5?1QAS?3(#fF+F&B= zoPf=ffd$eL@9>U%5PWp-F_7JX;S721CqfzZmD}eNnBrp;b}`4N_O2LN0qScACP%veoVMf&K`+P!o@_ieSCG&oSNB+wP-n_E*z%M`D~~=!MCK zBNh6-W$NFEJ>;A_Z-c2K4y*G8J;1DDO?*lYsMB8-SmmYl{8U+8) zOSgKXQ(y%sB>zR+*%8b4&dtT=C=y#OLX2OYDwf8>n<*PrjGOiRBf^_8ENRUA`Xu&^)=%8$g{KZ$10l z0)h$m+3y@O(dIM%7Yoo@Y3Q26GX8AI-cKL&aa!y|x~yg!JWPK|j{R0!J36vc09B2k z2G;%Vq?!qNvywsMI3Wc@Wy_(6pCK^K%Zs5{*qKV}$G|R2qfd>+QV)-8H(SCP6HVe0uzKmcc#ynW$Zx^ekXNjg{g&QE%X<7;{KGm`Bo?D9&< zTl3=_xh?ZKYDYlIsSYM_G=a{*V&m_)|I6VT*F@|J?>;G*(QFi>QhP@Y>j}Vt0r|NB zwb!SX67QxHMYGFC%QDSZZYV4?#Vj_cj^pf7{R^!YF9T(#0wO;h9wP9aK!Wb}wnrPB zmt$l-6*!{j4vVR(Z1pqMV$~yZ`oCGnN*5J$w&{@0SSm0_o8W>^9t`7#KqtXab3jFK zsLG{N0jx#MxS~0ekxhIg;~G1JbK#`BYT}aQ;J!Qra#a6Tog|{Z{97d-YjMRU#omro*!WY*7Mj{c2mU{?!6~u-PIV%B7!*^!Q*xC?rZ=n#QOU6Rc7B`3r+8I^ zoP9tOq(J0wIHIh*EAG7G<~F5%cwmL@AK(h{pI=yLS^!y~H|oo?o=hjaaO!2y`m?9u zdgRT>ZC$6sx>z5OVY%<`Jz8; zjtEh9eu5lBMrx85%45W%bA<<|qQCxzn%oP)zH)7adqq|s5p#z(=H~GEZEzI>^>_Z9 zHh61}^xrA5Y^P}~9*)}vjJ@LkSqq9KH-A_sf3|w3U7X)gmI+#S0myO;>*+mn% z0ZKbTQCKQH>afn+w(pIsZTto=!2S;4{r7^GWdPO%6LB}r;sAo26J4I!9e#2O8;dc{ z`|Nx1&MBsmqUw7>4}k*%00qS(ZI;fwiUka3p{?Eq9Ur!}uJ0|Pf0PC?x|dzfJ7IOP zS6ND_$wA<#gU+%aqpKxIPWmE*iyb+u{5AsolCavxh?UIhgaa^)D`8q~nCy;B)JyXn zz3GO8qZyajgu@Vl85SYLgp^TQVNT0<8^-4)kZo@F7ej*NZK3 zx(D0&^Fq%1%+=htUuIC`8AlNbdn*S0x}aON>&LzA(^g*TkMjNNBHNyDylFA4Jx_@& zukb!C|D#1kH_l-Lv=mMM>c=Orcao>>TjT&Cpg44yr0Trp44n-1|Ni!d=QmKHz|1R) zABV!4@3^02HOB*P;z}UY@JK3eb?2P|qtF9(#dd;%&-Y>^cj^OZC{7#bi#C{zIh*rKZgOkk-izdI zkh1GOT({`;=W3H5T?CqPzFU{7P@HdS-g+!k3{sQQ*&yk^B)~f1`Nn6eT+PUH0m*U2E&z zjIeG=w`mxpu^7^k377H&ok=PJ_~a_@7EbFwIGd(|j^QtS_L%9r|I(>!T|hcS?O{kw z(ekai(jF!N*en9)DIvF;qLb27?mDt;vQns&`}iN%Mw5{3cqJb&XR4^gz3o$0UZq+i zw!&OEtodAStHz+jsnxk66|BmHRpOfXlJom7S&f5;(kd0uEOr34xe|RZVD0kK_}g{) z4MKoanRrqSK7<~`3<pXD<`lq>epVGgeB+OE-ez2V}FW2zOV{fbT z=t{fp;C?{Gj40b@;g#dVTh<`v4J_uqcjunVY-BA&nean0g>mGQ(R(zWb+vx1V57pFj zj$rtO_b|6lwff71y&(JI6CaO574}K8E0#N>&WP84*W6Nrof`2jBE-E?{5_6{xAAWk zZ{jtWorIdrs=et0rwntJJ}JURMG(NJqIzdMy~I`Q*pHU&#|2tSBj6!PomLY4aD+?& zxiDN1n#TjBzu3l)yR6gg!0itwUb9kJyBzA7WA$lo zMXt2baQd~Qkmwfs>|~`&Y?-1lz^KnX6*YGa_U~^T^xg=*eK}jbQ?Qx6wXo5o&Sg4 zeKHyWRBd?3nUunW45Nogt)<@7Gkia{hPqqAto8BOGf<6Z!rq`)X`?)&Sh+2%&?}D1 z*JnUQeZAKBkaOwQdx^uRJb3vC%zvKpkCAziCZQyO-sl(C=lTKQI%V{K-s@1NTF2du zd{CSMslUwIqja~w)joWq{8D2_#{{Q6pMD3g-N$G5@9ljZ+8VJJXU zRg+o&Na?C?1dWBGj{cGVZ6+b*tR=Pha_Xu%LUg?!Thh)72VKFcINjYBMz}ohmhL&p zasT-7+f|F(+A;-V6*j;Q2$voiPJhDnJvDOYYuFiaJ(D_x!Exvq9lMC-(dvDolGu+U_`+W3D)IdQbUNTdV6V@;9AGlv zC&@(y4PbB-z|VOd(T1>CmhaS5wcNz41Y;iZNIhiSy)+A(hd!?_+CIXqpqpMMgyYb=2jcN(WP57`_f*42S1PZg=9gRwCh_- zxelHI_7k38nDvNZ2m3jH@wxl>4MMT(xy`%T%R5~eW&R7L4A7&uK9b0r@Fo5!ZxXWq zWysB8&v;~{zhUP&ai9C#d0n0}TU+e7Pr`CLk%XAx1U7az z=kI0W8T2;ZoGMeIkZa1^35m1&?LkIh=S=&qI}N~oJydJTx_ix;`7~B_n7Nn;QgmmY znLM18vAl=0lX)f6>FCN8+~nMroIFh)Xo?lx-n0Z7Acl*_#{XWM{_yz@*w{hR?{Ln& z=K8LWT>9=?80)Ot=d>(kf%dFCqe_>rECHBbU^kp&rXJ>GFi}l=rsPO?PufwPlo>wG zKhvi%XV~a*vuZFFd9^m+X_Dl01JuR}?-eX1`<2MC`gFMVUaMSOz3U~3mJiNkV@rm; zu=bh4}k7~AzqL{Wqer*@C?E z_%0^IHqb1}MHXvYPu5tXxxG4LVu<=~V?sLrgqa)+E&m~I?9E>g_g5cXXJvDfx`^-p zq2Y5QFZ3ApV+_3Y3DvOYhx~+fe#{x?C=&{vD4QpE0_Z|T5HSs8V=icK7=uAs#d-!*ELnKR_`$55Sbbp?Dp zSW( z3V`6wbB#;N?K@mLAf!pA`Fl@7V z9OCQkSgtx${_5=WubSA0GmPtH%R3D6s%N(ML_#ZqIZ|4N1r~eHZ+vooujCFb4uA*h zz#IllDuMs-ijD74?C5#QThc!oY7}C>|N4pF=Tu>1g;NtuIs-i|CD=@}@pt@te+_>! zHmbsZ_gr%4B`wv*@;~NVH7|KHhV3poetAsa&!Z(klS+T+gm3ZE+qCO1*QQVJI8nb7 zyiH4^7)N5O-#iT7?&z;Oiov)dk zmrH(Zdb+hKaTV&0*5~*5s8ytH_*?rzjLxJbNMiNZ%u@QTKt?2tP81_}q;-|^4VWn{ z1{2gAG+18S$-lqWG-EEr^3DoB-sx2PgP2_KZ7(uA~(~xIfIo=3qQ`1N_M>E z?p>-3Y!u8^eQLHwGj}Y2G6MMEJH54m7-t}I(y@oMpGtlqE#hU1oY~{AA%%v&r#*f4 zJpH`uL9jTeU0K99HURzdmomU$=3_CFU*P7gv65epXB5+)coYK}!KGDnxDH?lCX42u z7;(hYM;E>Fzm~wcRWfLoG1(Y@PHpbx9JS<1`aL7|_O7K64p0K3^98go7=;391W*#% znPN41&kx?czvJ3-O)&&iiKnjcE0Z74Wl$YTLUp}yzwW+S6qHLH#dO}iO6sg7gu_&` zJ;SZuc4j}1{PDS1T^h@-D}dCT9qD7S3G>!0PVfSXX&iyCvwbF8^Em+(=G7xxGT2geOe(>4%eFBf+&g$7XHQ zS)Fo4VW4Ddv7xfJHXmd5YcN5@jdJ?ii;gXJ2UhFpEqZ4UZHl|;qWh0kD$jnMoSZ8_ zrsgkso3=^|`pl(3$yTlR>cMfP@5yjMhV@-d?fTO<2=c8M53KeF(XPTZKIbm;Kgzuy zBLD@QbNKPVYms0HO(t5~QW|(J!oKZ;SxcpQO5rZop2-StQ>(AvZAh5?Q?t_AAf2PY z-P4l`&qwjEz_q`=)*=(O+i7vp81_3k<;qDh!X+LMd9Q?BR7UByee5^!J=iO6H6ZHW;xC=DN{*sq7jkeSY=mMO7{9w6KTkHLe zr84HU(UrRb|H{M&^NTd}KR*Y-jaQ_+1HGPeGU>K)F0U>@NYu41qTrT!3!|}e6Zcc^ z)%}$Pwi#Wvi*hkxThDl&s;&fs+^>;Qr`gwUd^i5n4^O*3;CsfAP}9x8vOs+Dw@sN7 zT5YVX*hq<6zuF#oy}V@UB+}b=SUjv}hhhL!edX+l1zENoK4Fqa@jkm``iY*mi)aUD zqhQs~c5yuDdt&^Bo&pr17H6Ci8q?YdSct$(tp&B|OYG+%kRXX*9sogNkH5T`Z}ggr zJy*(jF$#GMs_J8AZC3hk$Q17d6a^uUCC@&z*N?otf#URb4=dmOKbQrXV=fY>J(okl$lCDtq@Ze0D?X7zHi<=C^#h_5;N0 zh3^$}fv{Em&0Nv*2YEBMd%uUjJM=7Hycs_R%ioFQ_=B30IWAL`{G9vP&Lc{Mo*wNc zpdC;0Tq%jZPVcn4N$9VRRi1uZV=jiQPPiJe#7F=|hF-=DBOZ?_J!1GP64ob@Zi9;- zwT-KnKn%saVYf{>ne}DPa4oZ_fb-5!6C~0}tq=wytx|^l_jirLx%}0)ql=~pgrC-` zABCP9x48p%qYuIV{t0WkNvi#6$kzvXHqz?b7R_g@@i@;%(Jhu^_a+Unk#FZgMaZs0 z)a(ZGQz@)WzpZ`;OdU$R(!$$CSeqM122t(HYwwRFnCdbS;`dOxu_9x2Pu(x?4QtC&{E04RV<1$<~m|icmo(zV3729_*if=+u z0dfwI%yGFO5Plvf8{sq3B((j9+hCK3VoU}A&ghF@g$672+p?5ABDUyl*T!3bi6l%> zdGPLSg0o~u0#oCjXj=A^A2z%m<3u#EV)j}g%kx@i0@No zLFxdfaiZDmDw^JPc&WVow*f%*g)CfRXMNk!0a?+i1bOLg;|I+K-JsBGggM%bvVxAPls|E(OcVs1ETPgVerbhjzX=L*xjI$9j%84YL?62i{$*YtL&I(^$ zN)rz~9uZAjnW=JQgm!23y#}Q>Qi`8xUpq_6FkwQUuQqdl6h1IqQLur#ZN*DKxk}v& z=tRZ8jQZP&`0`jbgEtOyMgjW{{G6@ZYbI**e}){%!A{u|C}hwl_)=CY z!X&OV{Ksw74Ga>pK*ihePlK{fPuJtLL%Fn-2Wn9w;}Mm4f1f2y!&b@Xf|Fl-5Y(=@ zZcxenT*a!=W+;7h0|dbU+05ePW#OyUZiO2;_-XbVUoowsM8a_l_|*sfxUZs(dt6$< zTm9%qek@UAx%!ZdsXRR|DLtL7$ip12uAX_ZEj1o6M_V`S9E6Xu9h|p=w0QN zx363O@Xz4>Fv#M7+p_UG6u8dSnuEXTp5Y9o5sQCha4pXAD!c)Vy9*NJB(QXcw%4a1 zCwL;P#@jCsZeX8Gn7JEtjEZrYkOv_>KsbU}nwDNR&$A4+hOFx&o4FxjO;TPGes#lw zwJg$EF7oR?6X;vsP`;U_4zz#NwLuE9jq@Pen6KeAu1a9~gHrnwKKlrn)_Tc9LkqB9 zaXPWK1lIMAM5n1hw>ib>w<)t!{dW((tSK6z;Ss-X9K5hHe7|ia`!R;yz*5SBDw;Q; z38YhDXwOF(iqK-)x>NHB$n65ywbdlGJ-JUnkoMyJ*r4MBzBz)XKq^Ran-9KxyDNTW z7_s_Aq;IsvF`|C3!;x8;fVr_mL-NQw(uP(bp~;;oVMhj3f@%Wx652o_VOeke*Jnd= zei4!IUpspL5n4BOMVxB1NsOV!odeCGIJueF*1F8pdKZ7P zItSpfJu0x}A*?gC50@EPcvS&fdZjOThMS2>Y@@bW5p#)l}RtN z&htwpOw4lS-=*kzVsw%()ml=Cah7KBAgEXtw(Od|x4uJgI0^v8mHS}tVj?k85c%Vyd#Rm!PYXAD`_-HgJ)?so59A1v~kVaCM~&PGuJ_l67s`Yik}I=lXR@Jan{J z6@oC4VyQ}F_aIoN1IRd5vwh0e0ag3qC`0?jbSFP%~K3wM934qgc=1?-6xyGujEuMg_`;N;1t8W9|6503>`Ytitb9}Yh(;OWT%Z*c*)>?7 z%FLZ@Qz6dvB%=+$o5m1eK+)MACeqh6@0*A0XP(z7HvLd@0=v+Yrh)cfM$Oi8ANkLm zv!X}xB2Fht{dT^`m0kk|MS5GSDa1O%h2ws_RnqfcRak%x>%7d|j+huJFH32zh6opE zQaOCQv&i4tSrgWEU18-VA~fO@zD^2NjKJq4&5(EAys|rMW^+KoR|sOF8Y9ieK-d5h zX2jPx^Kw7QM9IgOdS*6qS(Qc%7B}ARHTU?PQaCFDM?A;NoD`^BfT|7BX&q`md3!_a z3n)IVx7m`HoLeLwqHT@^El1l#l{pEWD)sHtk?VBl$l$lQ0(oFc;6=$Yw8>ts5z1*Am5ocxO7Ii(V4foyBFycd8FpJQ=dEA47mP;bt#<@ zRT@7N5(dXTCCI#2o z*raKX1>ItJ>*y6YsvB+KfzS_k7fB{So5zVV7NuR~fY!SX6~kvwDi}arXq###UK?gS zlY2*A3JV8WT9NT`tsU^Cy?$N`6#`g|e%o+2-f9L&-IgIa$A^t^z;@mYaA>m;g;d)R zg9p4!cj)y9(k(%&Ph=>k0PV-#d3|h#_0;3I2LgdF;%4EcV? z6iT5PX(qH|)qiO6(r~ko`=dvSc%ar5yvV^w5$D{kCh7Krj5Gw@@EIyZo7jbTX@vEE z+;eyL@D`=qL|QQKMN9B2`(Az^Ftb#Oo7{85^WWU$gB54F!OsQdFp%P1wQUpa^(p_j zZGJ)kEhyRwZeY#55|IzO)fz5((wCu2RuL{zZaTnd^?Gs2j*w0n2>d1SFy0(13b*A? zXxATJBv)o~W1%E1myjX&we$ZWa}fH|n-po*E=&V&?@v{I*!a`m7Hy$ON}{^x_$I6CiDj0wHU!;a z8f|YT?}x~b-f$^;rcK{B-qgwiIhJWkCjHZQES_xG6{P!@ZE6jF*Mb>dP^MIN>1Q_` z&=u``bDm$1$J1!}8+BG9?HHkx@?Z`D=vZvA_3A{w<|JihJ}=}Hp%mWEWwm8WD(uEn z^fOdr&DVn^U|nXso2oyqsr3D^n+26|PvFe$Mgh^ZcqQ5`g4Gd@InM?!ImlP44Sl6F ze2T&D)*SJ0whJXFC=yL$YDWZCIuqA*Qfg~H6?G`MyBV~oy!wf3vMA612eZKSlQ0LmnS4=nhW6s%OE`$9&d!l+=lDLh?A1X)TC2RScJZ_WKqub`6xR3w!27 z+6|>UGLB9rX!ldhgAA$ZOGFLg#z!)R1A5+rWgh3NmlFLe#pc;_bpYAs@MW1ge#?%& zZcPV5VIyp0L@~aK(+Lrz92>balgRM>M!R%85@B$-(0sx`fmZ3=39pSs8O>bd)?zs zi&J*X*M>>`=Qn~>8EnHI%7i`;SRPKL^}OB77^DFt*RI%un_#hxqnU;9aZBd%$7X;s zYIWoFEP+QXsx2AtY%oGbW?P{eZQKXetf@?{-?cXhwVtFj_KWs^$OK$+N=A*%i@uMF zc#ZaC`hy`>yZCK;Pd!O0D1GTRC${8XIxqopB+iKIX85O{Qq_HCZaxs1yFbkBZd_oo zN~Kl4L1~BqgyeX_01t`NOxCO|aO& zC-n$g9nq%^R3C%47T^BP3Ld|uHh9|1V>awqapYd2Csi$cbdJMvbt>J3)wShV)Wju> z+^G@_*#LZI=qAGr=av^mo!Et&NLsDthEV#mz!qUab0Rzx~a8i!YcQ@+O zco$#Y`X9s5Qj-nHMDt+*P8JksrOQ^5726U~+O2Q5aMP0DagYFnEBge1u#96e__swI zgphEh8)XMeR_|GQP?0SRReC!~fjh7v>020J8w|u}(EcD&Z{#0vb0@2lxTl->wM6XFR<=&CJ(TF* z4hti5V#|1vDTW$}B(!Q?xDDr78W&BY-Ym0gbUbBWZRBg+x!ublc>ycDi=nJnFr*h* zr$%pC|9E`Ird;pNlR}cZbN&?TE0f%q$PGmLnkDUNaGw(G@Sm`Ekyn$kQsun6mL{Re z!e6^QS-|6>a+3N#whG z!6P#6VR`RBq)v;(Ao>ZjYHdH_`7Z({$BZ2^6E9Xf8GKdc-J8%%uTRo5(Kz$GhxPQ( zUM{kkG!IzMg}TL&oo)dvJ^NCvh&8Uo4zsq8_KWR&X^O`=ARJL9{%7mU$+wKru7=-I zX{J~3eVn8VeoQMOP;d_yP)7SLH=l!=CaAOn`6-ZrcOY4#`YE(OU&{kbD`0L%Y&)H` zfN|pd5jRdw*+3IqF=aC5>KQQ7Mz}8W+&F@p;d6yM_+(9sjHR*4fS#%KOT@Wac&*lr znG@qNSHQ;2jm-S2o>Sca+w4)00Nota`vb9b??*QFlEN!`UJHwuGK8#=)`xu0I+z2f zgXAlm6bXJgm#xtj^UC7s8}^tC*EHE+t9wwh9riDQw~l03^>LXSAzf@n3E#djiGsjR zWW!W@WT+vOCkbrmzP!6dK`WPs(rIO&;3m&UW&xn}VkOg!kfKe-@)t}&W5=haCKnJs z77eHOZh-!bB6lQz|D(3);I{&hEjB~uslTerHL5-Zrch+F9=PtHh^?R>?`acGvVyXq z7z3hN-hSt?nb)-;V$6x5O5x?sWH2;*mAsVOv%>b11$DvqjM3gfbwX1z&`PPA#X9k{ zlX%iOScQ`p`wf&`i>uvmU-o2#B|AJ4PX$#@-4q8ueQfBA2heBwsln1ly&6Q2)ax%U z^0KWD@*WmFGk}kGI{^^^oxaFhX@%AB{$Of^QxfOeqj)piCYnF;nle*@5Z>P>c7Lgc zuD_-+?nRqPcD+}*-Cem8`Q<|)KCYOEDCTP6wQIzOn-mN|bLiKHR(V2k>7x() zcff|O6DZ?lnk_)W`JnwZuDMyBo_+p&#mJsXU@k!sMVh?5E*=4l^t^U0pCeBuflCJ| zTYQ_9R|#@~hJl?qS_9sYn`c1F5bd`BP`KFzyv}m+jdqEXIzJq^5OVZFpM6u|VR=-) z35;skd$x#ElxxbQdlfW8D3dH=oGmDt_$`@} zIV`UoG}Z0R^Lhu@hOCf4JzF3gN>|>kzv3qtek#~n04jOWQ`ihzEq)|<@x?98SfVjQ zt|Nb2p8F_&>?~;Us82j)pF6jB0vdoo-Ozjm)ke0EzR*ZV1jK1cpuxS$^^MVrUZ z-b<_V`LfMI0D&}dIkv%xO3F^QgFme?iqr{eeu4cVyr~$hN{rhP{3Md@81YvY%Ab)Y zT>PsPzVN3g(9EUN0)!S$^t|8j0%BCU0TL+P3fN~d>*w_g}@i=-Gb}Wofsf*|&?>zEPDK+j1K}Is>mjh%P>a+9ILq z>2dV=2Y?U1R8au3B@c83))!nkYQh0RuAilCnx8|(VgfpBAc zyU+6MYtW!uoBxeky<`1##^aSQuKml+W=~fLh5d3O9St3G(bx_o&i3afNUa<^(2aAm2 zXX3w+222GYE-f&ODtgVqb`0XY>b?hC8w548ziy92{-)WaR^i=XL01~3<`(hxng{>3 z@Qu*|zzophFUQ^~%SZRulWpO3*iqlY84cHyH#NCPITP|ysYJaT=}M%(kOd7RZd)qB zG4pwPN7dfZ+j9YJDdp$QA0AFdc+$FPO9?vy=~`S}Um$QSZp#qi7Jh~c`%(NMnG#m) z`N%51JgBxaLcgGnv=~+Wok<12jXQ%_q<$@;$Pih?*_v>fn5*c5yA%LrNVJd zm+3Rj=s2&LEsrD_3OUXjrtO>f_GS)O^J$Co}ayTHhG8_I;e73V?_!#c%P*m_Js^t23iu^ ze7~Ov#ZOz(`VpB(f5NvYa>GS$Q<`5TX*P}8)~{CAKY5x-(pb1MyVIK`jkB+xSxoP{ z8&`TPu9nr0dQDnxxG<&jGkYp2UL(9#P5*tFGu4_m+rUWHNUCe!+YBkyBTa%qmS*i= z2n;1sspVy62W7~+**Eq;atw%iD>L13a09xJe zN{{ZZS%w2ieVa6-F*yWk;a{0c(T~0a;_YdxBE5d!D(_4hk=5(IL)ywW7IGKNA-F^O zuoT?_+VB+HteC7@ER9Su9IuZ-i{m4U3RjV(cY1$ps;vM_iNA#(Pi!(BqP9=B`1&PG zGX=FjW$vRAEuyyLoT>mjNZ>k3y=Ul7TR~qACl?&_R9;q?i`~sw$VNR%@?BtYN z3PPSsG9-ZN+<$+4AD8voj$!j`-TD008u@^uIroUAni6KXm^YhhZL1}~~ zcN8k$Em>L& zGn-uPlcjk96|6z`qiC<^N4MbKiV4+fd0Q;SJL~Yi$I~{h4=snEWrdJfZRww7f{K1S z8u1|Y_Vs2f&&h<>;a;znOi9;_xsIsWEn&&}%Vy~-OC@>Qm}Muj9j*kxUCP`kN?4~J z=56a%mZc(@3uwkE}V%Yr0n)u)*FY}if%Vo z@B_G(c zs>0Jp(|3^O(wlRDk@ot1%2^Q^a|=Jpr2Dw5s&Q&?W6Rx0&D1J>e*>W+A6g876p^g% zu4Ka$tbYsMXh5|%EtzG(+~Rp$?AUb++<_c56p@sJ;ib_LzCHwCg$y=a`ayD5q7fqC zo4^=ET+)|@vlVg3S2amcnAH3SaUU z&tub1{Vj_Dl(N+VJ#K{b6b1|*ja!66wQe+PJYp~|V-A&LOPHP#D{+h8Um#RDv0#;` z=_$D=-f)s&^*?19psDEO-#fQHV?~w7|0WzAu#p*Xmk9Kt$iw!B@lPAg!kV2~<4R0l z;q)Y4@9rE%n!PWn*%w{A7?ETS-C*<2ko$!q2+dMEIjBuJb7r+(a2T#7Wu|Ot4C}hl z^?-u;?ZT7L3k}&Fr~LN`E80`a_jQ9TVp^g>&-yF-~5UHW<+8EO56b z;!K~9`10-u97XAs;2ifZQHVZ^#Y}xfv=tD93wsv#J}B$L2{QwJFLzAEM*8n)t?8=E z(#D{j{eY~b;j@Ew*H=JvDuEOHp6BE<((5%O+TU>rp=Wpa@+Y|iO5=`MN4nFGgbd|; zet^n5+R2A=sIT$;v~m+?`-csq_g`QVb?@7g*Bct(K)G<%^)c#cV81)GEega8r#{1f z8k8q&pEv;8$L2XM)V9gJ{C8V=8JhbH-+s5ATk@T)bCU<&FBcdLQ+m(Qt%EuD{5JfU zU^hCEUPe87nWMF2DZl9{>W>m&1&W*1NgvQyvC>4Y?C&(AgjsWp@<8Baeu z8T@lDaYela5gul9QS(}Y`9%76Lsti~3!Xb7&FXR*cf8XR@aK=d-Ki$B@;W^L^@8Ak zM7Qj~Gb6lIMsiU6A>UvzTgksud*Qb9lOz+@cW+v-X*fI2^?MG#GlGp70MANrf7XKP zN`C;wfBd@0A2KtOR_PLFwl42W(^J&qPPL{3WA2RfBF+^{c+TPlr9$dI=V>og0L0S7 z0l6krsKL!)K$}pLf}xb_<{1H^a^>!(hw^zi*Q?~amuFswlUv6D+QGpbhh^MeK8l@4 zTq}-KYet_`7Y-P=Ldduu=-GYO3_o={S|$|MU_hJ)Z#MYG02;5g4tu3_ymG~ERN_OqaY@XMUuofM4`QDv11)UaEK&UuxO<%9R7 z5}i6u80SjA-$uDlw z^y4a4P`V9`v2CXDmoC80c;FOoKtUL)_4o>93pY7PR`ub?Do8o2Oc}@12%Gw0VQNlx zK4n=8h5c(s7w=0C>xU0yjh)qPI%p^5S;k6#qrCEfi>}uIuph6R zMM?R00ved>#lc^GI;sA9LhiqQP_#QHD6^?D8rC@IpgoYLGa{-Q=gshw-0|{%;Pc`G zYg3oZ1lG;tb1-$uHn&D!#^qc;%eJ}IQ=%GTzBNVLY;i-pD|mtfXPcBm-zcWGeT(&R zLs9Ou7ePy+Hy5_|gUcdTDH{{@8B%}ur|JyerPD)a7jahH*7v>oqu}Z1Li&SJwT*MH zqh$^!A8haC^MdvPjY{o`dH&Lr|AKU2VH!ZOZ1$&HvO7UI+b=-f7Iq>RL=PsM^j3QJ z9vtXPR0+~4zZ`ZQNEX5wq5j|rNSWLDP%OhG0`I&l#!+@O3oG<)8ai$(`*PB+tr`G> z$7cUjo)Fbk?)i##9F)Cz~S z?e(!z>y>-DDP?Gz!Sn|P+!_=n(O&x}YPln9pPcBuIdhxX`CU-#F)E)9j8!cj6hP6S2(yA!)YEUu}Cv(D+TCVjz$r?}Fjwzd1 ze^cA>v}RTV40DG5GIQ;JI_P%K^K~HZi5IDIOa+Yn4P=+?oGAu`h%ahR4Z;uRFZ&J1 z+VvE&?%PEf-18d3QBRt}vjD`eT!$z#W-&Wp>^Qi~)7I?rV1jN|0Mq2*Z;lT#sGP;O z?NgoF2LQv&>#F)6DO6W2Kpk!wn0rZ@FPKl%+GlX)pOQqb!jY?_R+(?O^Ynw=!QSAt z>YUzIABMK!=FYB2JWe?i3#<~;8}m@wWJ%h%R5iQw46ub1sucGgb;^pbwuqwgpy8uy zJ>=<{?uwLi09{#ho;uwIyPRriaml2z#_>XJS-(BmOg5+x>r{#e_~B-PO@45_!C<#< zdK<+sJ{<5f|DsxMFrdKAEO&NUad$b&q|3EheeDyoA&jQN25T^SOf7!6+x0*3n*rh{ zNnbVvXiv~+mS5fdHrcPadQe{&gUC)yJJ>(>zFyIFF6cTFsPP&L`03VDdTfq5!XW~R z+@^9@{HeSY^)N|>MkmKA4DZL3X1w!*@@mRjJGb5svu-~&&Tfw~RujGoD1Ys43|u{~ zj}gYJfpSm2NLvDO)|c2>8%H@Jg5jfBKLI~yAFb)wjz-ka<>Wad!k(A2>@AynQfEp1 zYqifaOvZ}j7Fo;$&@+aq^c{F+HI*0Y9C@g$Cw%H7@X|?6g|?VZBxa=UOg8L9XE8#_ zwK)!F8JsqEt{HJk&lE_&Nk!nb#+G*lib>S5P1@C%kwVXaR&tTni7ZNQw|g%31%?a? zLRDdj^fTq5N*W#?#A$lp*61r`ptGbyLX$>2IZ7oDH`;aY3z&X02m<79i@b5A(D1T0 zTO$54FbZ>ju~>&)b>)T2*clT$|66;Kkqu`yIGXHRcAqVjW$n6-KDnbalM#9hmK zw=H(%W!A~aM2elXQ^c1bh=?Q~2RO%g17KvvJ z;~Rm)q73JW%f8}T+dok>_x3pUa?wjt8rz1!;>3>S>ZqP;t0XXLu(#(++Qwx*hk-UD zT%HNbWu-O-mlfUU*-e*awyS^z@;Q{tsZzIShc)oQp~o;htCIoLuH_RNz)cCt_0!gu z9BLrgP5dwhsjST?uqj@X9IXk_1#YU&x;WdS9sWItD&01U-2Mg~kuI^PnI5jUTDE5{ z-j8uUizbL?OC5GtqhUKc1&9qHnZQDNg^RdbN1XH{Z^&(psT}LWs?<@oFNXWGXmo{9 zgoaL*5jglDG1Qn`*m zeZ>;oyqn4NeW6y&pv`4zLc_=L&1akxPZ-7k|1e@%AKxtr2;^ngHQrSIR1J|C1vD>c z*&~$|LZ~9b!L~@J{k3U^8cOrn$FnNflu}o7ri*9~dNovWX)(fK+0Q^VfY+ODg8-JT zF*>3#2E=Xh3E+AK@oG(n4!T}Kzn5{x%qKE$4WN|dV){DaxOBO0rVuipwd0tFYlRsr zuVr@A3}zC*!{e2y7RNKDc2`W$Ez0WDz1n-qjdAC9UN!ZSg%= zk_|xq*BaO0CWzNpG{W7THzQd_)ApG5K%0#az?70J4T z%l0C-v}WX}{}DhS%QWM9me|0S7exVvhIDXj%j2| zjCo&*$7rA%{_*b0;Wt$NTf<@7uy;yK;a(L7z%UlRS^P9e;Eh1DHQfL)EJYA*qdp{x zTP)*BBw20eru%CE7`f4a_!4TiiJG+xm**%U8SPXGm!Fxc``j6RI))?jn(|zhy*e6K zM{iN0fij?N3v&MP!~z#P5vHYZWiZ3RmS{~MFnd|6>RmA%#c>tPOtCn*j~J1Zzn2Z1 z<466r0(Swt5$D8ZFs3PESh*n1PGbl&XpgccG^k?->_9!&DoA4R(rBZXO23I$7nfdQ zy$(;<#YDgOok-(&wW&^lav&heKwh@k6l~4uSAs|vzKa>JaA_Gbh&%wpBpIcycZmba zghU>&l=L~S))9|EXcVB~KA!TGdAgX=)BE7+=^fBpBv+*oLKnpT15MRaq>2i7@jbq| zIop@In~>7x>#$xqo@UDzXboWvA!J;ct0@7idE7Dpu&vLlIb^n|%+&M{!gF1_Fy7Y- z1o1$9{_)00pHG_0$TZA!<7I1tpfW^UO2{qJ$!9=Vdc@QM%FaJ@({DPhJT1?|EYA0| zak%v$S962Tuo=IL)}wEH(#>k}HkG2^@-)pZ%leHQ4MEd8QH=D;9{q4;fp%jH=^^k+ z^xFV_X_^YvZ7bsP&^4LgQ!r1GpnGZpZ&yrJCyco~0S#H=>k*dw9Z@H#4t&TX0kM&6Z1xR)kkkZ@1x1&7=VC`?>!ZTmcCcB7Z@0MY(dc|NS4r29&{y0`PCP@AuelE;Aa%4w_; zP~-Fs#n^nGwptyD7mHPXd_^J@)0-}7cN>z4`E3B5cGzUwsR1+C^acDUvHNpvNemF zxg>SQ9iR^t<+RmJ1z2Q=%UP#i^WCm10dOJ#Hx`SPf@v~B9F`d;&o2)Sp%~1)nsINy z1w}`7)hgV{A+sSU1ePH*8q`hiWQ`?r9BY!H>wn9TCGtVR+jv>-2+-lhgzAcfU$4kg zLk)mmyJ|=vwpZrt2Fhqnr{P(j`|+AS_zO5Vsy}Hs(pYd)VLvqh7hH#gJDGeS%MMrH zlR1+-3{Y186V|}ez*=GMSOm8ZDuAtbA$8m z0>V!V<%ca7Aejtw;7b*Ya{d8PpuvhxN>l+kTZsTs%xB(9<@{BjDZD!_tJhD6Gz2wv z>(EqSihFl%q^G^&bg{~^dSBb*p_rIZh8WLSFGA&!OlE>hF7Y0K@uO$351j12%p&nC zsoD4*lyyRT(6Blo1?Y1hT-&^B?CKet?Vq-WO2%vjDqLI!l{xq;6;uK)Wp}gQJHrKp zrXj=q*CSk7({DI-zwL+xnVt$bv9WRT-&N{DCcF!?`I57)Kla5RUgrx=w43R|+8BaT z${wwq`nes6)fEAW(pclZh@G_zyy*6zzj6_Y@yI0eJ(vKLPf`Vdu4S|<2nh18S1N}$ zjF*d-T6z~3v~ILmIht01^`ydU;+pQ#L0$@00#K+8OqwKI`TnFu2G~$z1;uCYFQUu%5bC>d^;cU;sgmq`c;r zXGEhw4RnH{Hxt;mz%u$*00KZ^^;bx&Tuc;?=P4?sy%QbP%_hwCzyR8f7x@5{6spTg zc+p@e6{O2U9<8oWPAL(W-rg`|fa;zcbr8!0KKan&y8Xf5@!-ahTKG=;2B1$>G#h1y z-m&MBD5$jq$vP{%;^?a>8|jDjBPsWLWein2GXP&O4;q?-Tn#F&!bvAqh0{_*OYcXi?TtzJ>sd8*_RxrX9I<-_`FD#$w^>+|GaA8tKNNSV30XXRKvNw_-^tw%jKHJ;jB4y|HV{_fgOUq}keVSB5$ z@ppF91N<8BCWBx5vxrt$GRR1`KeZA_ya+Cs6Y0+aL^UTbXgMIovX7tXA!{g#tu4LNr!DQZ@oQ5D=N448q%)gID1y2;0Rx6QQwPqNE6mLaz*a|- z4yLY$B|HSl<1c^oub|ltQVA(|z$7_~8lAC@7_v9#SlMv@PS-3!S-#&&revZ%dYXOpI+M$c8l0w$-%Q z5e8W*5>PqQ+!vTEe1`vaf?m^mP$BgI2ySzt+O`y(Jp_A;T2AT-YA<-TBSL@5tECMR zZ|B&IhM!JsBfUS**^MO#)|V}_PXHoAr)cYm&&3U(-$KECwD_AwXz2e?oY7PQp5@5s zKbQSZJ9<_v#cMGd6`lb!-1@2voZ891D+R;hPchr4I*_#=&uBtN0ATXE@tJ%(|+$kEt~E}8IZLdb~(8;80`CXZlK>|)*2`a zkjA#4(>GY*{gi~-n0teYZTK4HjEKPeLyz&BZO-UDQw+bY5fe!*2*-*hGfJp@nYl3uzTwVaxO zACba@FHj*)RzfKecMf*ATX8_DXC*cuC;pt?`S(0oRy$CgSo2LnVI4r=`mP7OvUTof zcidtds5`=ae)SZ*u5i*a+v;wMcNZ7W$cfJ?|SfIoSpax=afP4mA#cm;nES5~* zA+%I;xtD8@l)`~jq_6nnuk)fkvP)$Am#-i+`Vm}w^)c>N@TG9^KlQ|Dzr$j@obhu2 zq`s<8B>ag2U9te_#9{f{aYXOkeT^QlQwn%6AM8tnrZ!-bFH3`j&6ICGxaibQNyUK} zBQuVh(07xU4t@z8G@Sat;2-s`(-MG(6L&zei6*4dYd;gf5SWGw0^O+S#Cl&~-4VMC zhr0hFj4C0I3Y~DE@E6*F16Wsg*^Z#@z&KUTM-D@k05ONreCYNULS7kn((U5>aHYgK zoE!$?m=<8&6}6UpiF^ETaiY5Cuy#NIYRGNar80jE0GiWd6!Ry+9@1B#xo!7t=>e#WV|0_g0X7D*}b!OxukiJ`KC zpXcd!a$0x%3N}FzMoa2tNa8k-K#$l6;Kbu8kD8~HWT*pbzTY}x#!QZO_4K}FsFUl^ zuFqBCixmrlL_oWUI_fVzT>+&7V+z{G+w>m+ZavsV`A$I4JP(K<9zRcOZU!X*d#3$D z(I)O!R|rf&bnbKiNiV>Rnp6cVHm!Y$c+Pz!%bHB+B#-~;W!o)k(E9?cQ;KGeJ&Ghu zs6NCz&fSXbeND#H3?&kPSxUtA;AaW0&7}sihl_0Y1z63ovj~140`WB|OVm$t%e9(I zXp0I})E@&t!vt|_feBJ}eRv41K z@>Id@MhYcCqBxk{qz6c)PkMtp<)_be1Otcs>f3T8S@3}4!>RSX==K4n#_!Oi-HK5_ z34l@uMgRz$|uDvVbebUKunBBnu)NR$y#b(~i4()yi8l$9? z>5IoTDqn*14luEx9hh-vqpSu>7&^9Ns8|*Z^MCFqRP+s$4h*Lf8f;7t5keGi!OwOZ z`AdZlRlww8zH4L`_e-&6Ke%ITyE=8sQ%hO1pb=i&uT=LQ_4Am&y29t|VD7-pxCk<} z7u06Y!;}9)2f#Ie&Wiuj0letx4tsqjfP!y1S4gRD*yz#t6dTEQO$c(H3$z&QIB5hHB#=cx9BvY)=O0|$Oo zi#hAtda1bF4$j!7b9>|r74U4(NsBIfNBhSE14Mc|b|yrS+ zTYbg!Y;mBmNFbsLa1gH|qOotXn@S5VeAhNEHxSlM$I2jR^7A;C zB#16m@9cT>kG$12Ask^&gk}fG zQdWEbdDQ70_=b89g0BSi7e@_H+0d5Z40)Krh=|c@&OS{BCOHW5dl|v_x*}N60IH+H zpHfLDP{8LOniwFcqLW+f+-amD)E9UVMSv+4;w%P!7D!S-P~Zb_hX=o9JTT-D@dB8> zZt>ju<$~r^^9Z@7YB_-AkQ-5@6(Y^7n8^l7aDa(V!ZWf&KH}XwNC8<8US((eixoUQ zp^o5P3o8N~?c*&mKnc-+YmR1Ha-kbtHlPP6qAF#Nwn4nXdt0(kAD9OxhTKPYK}-ko zxQ8DzA0#KDL_PwXQ&8m_5p0p#>1j)J34+|MI@lp6VQ{>4zMa}{@+JgL0Bomye43Qq z)vEOA3dq2mWr8}v6g6G@=m_h7P4{P@Xw^Rp5_-9qh8_3RdZr&J0+b#U;P(ejcO?S{$~+EGTr!pfbfTvdD)QwD%|1k)3?jSJ$-D~ z58h|=$>2k<@JWz?f=u~{%OPMF{nPt04g9Scz)XkGH6#E2qY^LSyw^qv!CltL&guW` z`{)OraJ`NSRJQ#;s@^-0%C~$LJipJ^KgxYy*Y&zyd)?O+yU!8QJ;){+%u3?&e}3tZ zD6z|6gcC>MYg`?iH)q^j>f+#GCkIVAzMQ7zK8c(gMeygbS z5cq7}_GLP=c^t|Dj4xnL;!0!G=9_)4IP7IAWbn-{t7}5qQh*vM@Oqw(Cl`6Z$-DQD z0wUezmn?C8ujRAoKq4)`Jp^1F`uXGcA;jT&9K0!t;=>QZB2a2pq9uQ(ew{#&t=wI= z(C4F>=tsNz!257vvHDatqhA;tT0V!OSGh?{{=P-20D=_!5o@Qi{iyok!oSoAZ?~e! z2vf&Xcq4`p-OyGke=pp+31=mpc8iQJlo)1hii$6ifE^Z2_2tWqn8JEP{Y~LwFy1fVv3D*I5*}8)B>O(M#Y);)cgL1EW7BQC`8Gv9}q497wz?B8YVHBpex$s zpewFthN6=dL&o;?kk@ksy<6R-dl5oM(Wle>?jKiF5X2H?Zb`9H;Jp_qT&|jrUupHD z*qHc$b1E3p2=>dS*;U~Pqsglq&qs^vJItzqLgBxSBfU}h+KfzKKkrK)W*Jar8sBaP zM5>_ZTQD6JEthpO{|D~b6+;d0SDHppXwOu@i5E2)66?!{$m0U2dz<*1pSp1A&hSrS zWk!^8y`+*ZsPM-i&`_5<)UbX+7WRYx2a-Z?ONYb-5o)Bm2-qRGGr%@_^5ch%<8aHi z+@bI5Cl3ASE)au5#RE}sj7j!&4F-W(pY;vyc|5FK=Qt&V;P036H*wpR@FJA#5b|#- zkt|e~&Du|mtdCnonxGrX7tTf%`E;LRU1F*`8A`pt2a;o2P#KuSN(>{Bv8!;<~ z;Q(x?`+|pdq?``nt#32p2z?9rO;m@$85i#^5B5qOTkUB%2omT+m_2vK|j_?pgTxoO-d{LRJvv{i7Qd@=M zc@v^e$9=OYPW!zefGA?|w*npve>NP-)F``!*!+aA_zK|Fu~b5|L;@-lvX%Oh zu(??+bc=!0r%1e1L{;zwF6UvbzNs`CoT1n*!ds5i7FjTA>XhsrvfP`D1F(hQBV?I! z!c_=Vk;l#7;JE|35iq>M3H;Q~3)Q6oKg~N)hkojm{fvt1PGj`G_?kB*>v8WwoEyFf^e z&f?}G&O!CaZ;0~X0dW=ORUpUSlLm+Phm0x9QiJOU9A6aWGPnLzY6-!3rorn|skooFfB<$bujWW<8#F3rX297nj(31T>Rcg*h;i)N*O z8~z85%I>1dUq!*MeH7>jIal~;LmhlrDF7(wX7%-OxmF(3FDOq?m5V-cF@(#LGZ}mz zU{TG3KC-!kiWS)52>a9~^K;%FzUcpmt^Yxt$w}#O0=X%aGX!`FA+n*zeB1`rMc_5HM*>lI=%Huq*ZuhWNn^ zO~n$!7q7i134xQ05UVy5A>9Y+?^~JhQhjz=J&jEU_%C*fRLQtVdDKwQ5>m*i&R=E~ zu;xHBqB;d4sL45Lld87=_N8f-raa0S2cd1J=a#ZU_ZK^*LJHnhp7kk|#7o{aYZ+AIz2WHQhUvb?wO7 z^0xsPX9Jy9FgnmRHeDmL*0gV-LtMhTY%h+gc10+{nkbNm70vkj2`7jQ;AiRH*YNd_$&}C?7)gSzezVE=+Tv2-#F5@ThIx-++-g!(;^oLTxDEV;i_imEw)9>0p-2^R=4vZ8S?@uqO_0}_ObA={Oc+lpzw={MZjv(@ zC%~~Ae)TK8Ax!m(hu%%0nO>wNh{DLl8&l(-AMlsDeVkgEh^$^Ne?lOio4KGF7(RHk zw|2Jt@B>-b^pb4g*wxga0twhIAq4;%BzV1*=<|qq&7l>Y8Om9rlP1IE?)~|E$B*MV zT`>C~Gi58T#ZFcTeet6l_BNr9g=$kjgY*Vnb>H#yu}yS?l)2MWU>L}2ImHBi0iszD zMj%&0CIN(*@vB%?nc*NmD2V?|R%!Rv5n2fo3T^g9x6)1OHwn?wd;gJEG}o<411*gp z0jLX%%xCTtNZ{{JMxy>CZ=Li#^N_znXDi)J#sTcXcoujw5RHV9K@0X+(u}ff_&+39 zzB8E^U-k~>l2BjTrW=_Fj=|w+mfBy(VP!AIgMrC<6c0h1$jS zY1-g!={pBX4)yW>w-;a*PJ%F`Eh2sUL;t^tIm>)$3uDkrD|7YxyESNw1|_`iW|~c% z?NsWc2&g(`L&=|^EO4z6BNzisWQtB$?v68NBED^qg2IER+j`yEsItWER`C$=Hl1fu3bVm@6r%@DDf2vPg_H@?-Qh09TMn3%r>x<%H1fSd(LED_j!(%Rygr}7rz3_0&<9FDEdp1y)2721=3iU{Xe;* z#}{_?&0dZyegYX~N zp!X2(rxZ$OmHbO1(r!wqMEfwF4wgdKc{b%(Z)bUki8=o8jzFXJ~y%N0NvCxvcE@Ox-cxWmII z7sGxg)59!9(d8ePsyxI!ErKhumCc0 zz?^7;13c6|EvMyH=xbG{xo18C0I|qi#&xc<3C^mT7yqCAO{8l$vHrz4EwgGrC6G_; zb*ZWrza`6^>uml{$LU0Xj1qMM=eKDTGw%QSn*FZ04`g;Zn(~c0#G$JCf2RtSIP_yZ z(){+r)B`_Xi=Z!>Io()%1vLUt1{exh1!Rqj3|_Q_$vQR+{CWC&3h?+8#SRm5A@%TL)bl~X zpyC;E*TXq<8&GYQKGdzK_plb$9h}%@F@V(OM%Kx&z_6XldD%1KfzYx1``3vawUpHP z)s(%@z!bUPpn%Bx<d^lehc^c7W>MHjd#v~XG&fS$bT~5 z5|`HbR54yQgMQs9Zr^}qfy9HV&aGJ1&U@7pk>yRsM_Zzj+Zhu#)KIH|#)!yZF8im+ zOCJ1vY=fE)Tz!rOc?~M)8r&7{I|BeK?A?`M_DlxOM-s9U6PF|Ppu>9hY-e!okC#m0 zDX=?S_R`v-^NOPPQZq$EFUL~+9`E)K?4oKZ>=M?R#s8F?I3xZSK05G?gyO%=rLj~A zi=dQJ*Mtl1Q<}HUK$=$3EIo+o4G3k+Rhhq0^Y%82+%umZ2;J*)hT&*xZu32eJrU(^ zI~12ly?L{{6wg0l!0`O@wMuH1VqH4a`+<9;h1cBD+63MGkAB+c248zDEy6v^n_2%y zZq*I?^4OtezR4`-ZS8vBbuowooDY*RQD_&e}ZzQ1(57Q|ZL@N;AU{{H7k1$q>RgyOwGp7)_oj`wtQ( zRGAuL6V-3U3`c$sc8;ZPu#bCBr075@D{G3(NmCKJx_Qd0*&ry83W}OPAb$vI+KMET zHzr({o%&E_glT9#n)TI;Q16eI~Kov$^P#Fqv0)X|dzil)k2j#O?;YDH|M^H0N+<3H>QF zkew=FuFiAPz^ahIQk2SUG46o{SL;K6cG=1_8aE<{zs9Z|v6`X|v|&xiC+GoJ)~<@K z+ppL!DVrSbzz=ac`Al`}vOxmM2E^j+zEb>UtE|$S;pRfN?C6gOA;#zz0&Hu*`;hqN03YiRL_*N_86D?BinFpA1h9vsFTF+mXyT>Le z5?Vj<=a+T%$%vizRx9Fhs15tCsS7>48MgMTdF|JtGlPXBZ@n;dB-G@H8CE^j16jx| zoq2QXWjfL!(SSSFM->E@ZQ)xf(ooVTw!vU4X24+o`8|6syWe`i-4O^TAiq1W4qaCu z7lPMgf;B2DRxE!>Qf0a7eP)48e%y6cUEi30D~&MAQoOmPqKF&AR1IZspc3^ikrg!eNdy4Dg2sbLN#AGB_T%Yg%7GPsWzo)B zeP?UTmA87=K9o+BKP5`dXG#=D%wHQ%W9S%LG_6sQ2C(6ag8##@)OZm}7)c#&^QLrw zwUc_#{>`uL5x7kX?@Vb~g0wD2nqB-1PFFh!{cO8-j3FsCg1wp_A&V z+6FxOZ=j?vVQ~FW-@_Pbt6%6}nW0|}e*KFcq@Px{U%OBGkmYh9`lNH$9NIunV{V8& zAgqdC;u3OqOfE?%V}=&HvF3NuJP2ONy3qoA*2^!7_(R zFGHsXVAsSmr%h*9Quxru(}S^O1aLPriAT?S7a~);gFmQ z-%(AYUY{kS+t$r7jwhGbtqzcL6~G@th-t?taarcN)OTUY4?WWFF{~i>$n3@4DI2Bg zis4Fb5?(@q9rf=A`Cp(85 z{hp78Z2pmvLfX2Hu6g73;xF*JWvwI(ue#yKU=L!=8ye|7Lgayg4f`jiK+yK%b$VP! z2atyAQKQ(%`pJJGZ*mvYf2cIv*Ca-zck>QkR0h>mO)~}p>6!Nj7#e*5kmy|0te{gb zB&C1-n`w79nFP=ss9nhl8n=2prGIEIUJuwIrU?t*s*JFjb8vAyEyg_u2A*ctdh;t= zQyyu+MtN%<2K*)UBprftlH5qm3nI6u*bKoZo_zTjup+;QcYL2Gbwi9VBG+ofYXvbfXby zG4GIL?o`?!r-Svu@tBe>t27-zjk_tR}OE`qdw5yq`Xq+DHEM<*YiUdgw1l}m?IT>3lfiE5!4Yc)s~-di!G(wZzoQ$it{&Z zkyb%ho`JiO;k|&;2A@;IMW}*V9u%E>Vv#Z|h8%fOh>v!WmdNR6F91?CE8U2HkNfzP zDravtg!oL>Ky!{7al+;A=EUyfPyixs@x6ObH!l?zW?1A^a~dR7{)vUUJj_y9D()}? ze1;HT^TI3c92{JiEzWs>%uTdnJ)EuMX>1O_EUzu0kdRCGbrDEhQg-e|0m5&4aZ#?W zNDj)Qw|~FLE&1b_;fOGSj6}Oe<;MRxg+T?jq%2)nt>&Hx5i=vL+nwhNZ12P?6J7LI z{xiL)xShC7YH)cR6vdI=W>pYg43-g}>=IdiaZ&jaaEAVGuWqt2Za+Q*C=xyD^@O~n za18{9-&Wv=I6f6Ct=rWNq6^o*@xh$^HG z>_cY#FfVMgL~hYD5(E%`5?ET435Y_GM$-?#5w)Lf*C_hJ#;7u>m|L1-LQBx`1~BI1l(BX zgz7kW{rpbjWYW}ZRaEU_`7-R^G9BBr8r_kQU2vt znB0%|RuSzS`Qsm$Nn`iNKo270dSn}W{NJ4GdSD*mc|#+xgY&*uD z3JEhT2JT&(k>P*pfDxG2fc2kwye3nGO6-Re=1l!XKZHCe4G@4a1qCqi!s9zC5jI^f z3JGr6wy!~T`!}d2J5c3ZLj|`CW$~7z05D~$=gb(^Z$F3WG;q+XVfqXM8c*V*nKli9 zE>8HQG<&gJjTtC{qhQI4z(V7X7?AI6gXoniLQ+ud>+unXJB9_|2T1_ej6uOLrWw^9 z$Tq06WlYp)qE;}vSPpFmSBisG4I3Q(CoSyDttkvFV+r0-S7{bAwb*@l8BEGg=~;eo zNE4*_Jyt!%!l{TetdI4gT%41DPD@~%DRg2WWYEp{C3p-mLB~DLuVDx_ikN<^57QK8 zrsyo(M%V}OsQ$N@@8&HMwfxjbOa4?CU1oq-AQjOH3o5`%>MgWKBoCXOpNP+6FK~Q> z0a8vxV3?@}{k^y%F7i?sBMQ7JK11@ozvbV2mIVQ;wuz&!6vp-=$vIC^gCzM<9#E;S z2`J`^3pF3Ze4ROo_72?n;g*iPnZkj=jKLX|nJC%oW zR7UUdy8JNb>*{b`xlJE{u4)8LDug2`VW9?}zYen@88sqv;aaD*V7vUYc9HV!g81LZ zoU86sTv|Mbg9#Lp0@w-=0v&}ZI&Z*VSaO>c>=+!L<*{e9^@N2&ts=*3POpXHs5H$< z*LmkggC1JJy#%+ak&zp8)l^=c>CaM%-y1<7Ks~H$)XJm28(6Nl5f|x(VPbj>qB@le zTPH~^!hCZ3pqn8ROZq}?Glf_MfAUk40&H1vuRH&D^Bm?Upwcp)--Gs;BWTSky0{2X zgxGvS>3`hi3=M2`O+uQzP!4s(2blqWd`Rgx1?*)HP<7jvt}}3hr&XT}buJ?JF)(W5 z$UjX*3<|*MgvIM; zri@-g6;%=Jd~e?N9z;F8^0C%h&c5&F`g)XicxBl01IyM9Aq35Hk#nwrI7@Il#7`et zlY`}a;5Fx{QEM(uxcG?piBDR$S@Ek76GBYHj+B5K)BP@o?gWStPLAuSQ&$zV%6*Do z99kBuh4z8ozKxnpES3%RN*{`wD%gpCe2e1plcjz98{8oVNdy_sdzuQIoza0KeTi<2 z&ryfvMiO(s!CKWZZ=hY^Gq^GGpS$r;+vh&!Qgs#(xY;j)daQ_zF|)5p6Y9DU$Rcye zu1p>`0PuR;%h8R={lpL;?zNMVX-l0xt680xj#xVA=B>aGTK&S~vZidNyE!n}aJt zjTRyBg@n-3B;|ewJK^3iX?{NY4eCC(e zQQ2^E~PYif0>Se*e*Fn9TibjxxC-m-uss}UrOGxtvL2p{=R?Mg| zIwGcZ=4U1(`?cggIKuyWc40jUuPXolu=Wd%+y)_=Xq^f>3S(L#{tG0>wlxlM_}YU? zUBU1>Meyd>)+^9o`8_xM$Cw(_%^3LS7RNy9nBtB>+|`neK@;?s7`3h)vd2q+jvH}F zx(*l5ynBm|0=wT3_~>bd>+-ZT!!I4UI3|^JXlKLQEC`4+V6(IzC2hj!_m92a*K*Jz>qHyE3rCMi&VR|40RA8aOxVRBZ>r_x*D&ULCOq=VN6_ksXx5 zo!p8~pf-;3lb}(gvbdd!Ap0E-?|3B-plwkG!klcSk4E;x2l}5Uk(>iyaG{6#pRB0( zv~#xyi)8{5vXka3Zt6u&rvsZ3!?v&S;kEc~RW_IDH7(;-3v{&0Xl%FwFW!1NY8p@T z8We%|l2ADD?h4=1P-7<)+QhYPsfA1;d2y{W|%*Y8S@N44s#&j)=m5N{IbKPDWO4@Nl zDn~!JQ~A8ewygzG-CC8M@*_0$`AX2v`xMt?&NSjIrn$c#sPeCTI{t9p!S(x4y_jxG z=~Ud*N}M$da8mbZpl#oqnk$dM9*?L=oqliJp;ej6Ox04-GjjQ)baaVp5KE@Q&EDR9 z%J(q)hn6Hpszhf_LtE8Y$2q(G_;AZwm73QokJ0SJmi|wtj$B1VonCisb?KEL#&N2y zajs$@?<(cS#^X&?={NJ({rd$xbWcxtCyc%VaW?8c;%mWok6wx73b~4PxG2ZET`;C0 zLhBmnwtwqZ-zc5;4aF(iS)NoeroUS#ZN{KFW6V})nw?&L!h!E{6!I*r#*FOj=gD{3 z5Gb>(e9W~6Wze1R^|8_f-BZGA5+kWoJAWk< zSJKpJzLO|CVDJAZ<0D;;cCvG3k2i&^d&uW|a8E)~5oeDE1&^t?FuNFm5!raVI~IHh zW&Lz4te<0)64sU<_=J83afX;KOOckv>$_<Gr(1hy~f_w*zZDCB2U< zR$J`xQ@S^<&V1fP&4?bar*Jd=-5+C8QVd%mLjE;?GJ;N60zC*2|7KCWxe#%kPg+%= zG(h)u1|yBUvPB3zSZo$7W|*$t^PA7tArr3Je#NoiK2rBKb?Aj_(+t( zXkYM7fa8HXV_ZtTQF-j;GUumW*(r=#X-(sj2Nlx8NmnBvZ!9xlis&C#WW?b2vm~B>$MYTKJXjcfs~E?kr$P zxNW8GDb_;BzC64#3AY^TgL8(6EJjQs+GD1$k1oEXf|~LoDJzCqZ8L@ouPcodj`+qd zTv&s&6h5}Iu{=-@)gHw25@|G&Ts$Fgc}Ih3_qxa%4Jno8-l6apg+wE9r}8?}A9oD- zXz^ypoihiXEhvE5cX*n2wG2>)9P>_Cc<^ctGc45BMY=6sa?nov;+w1VgcBWH-Y3f& z6yWo#O5Tw_pXp!&;3UduWEOQP&=ND#!X8HWM zh85rMD`2XoDF_btYb@;C^NG$m#DC(&s4?lF4f6*rhgJ<2uZJfMU|3V59dk(75phj^ z>Sw~Ajp+wlCDPG7#l~i|OYj7Pxx$c=SQGYCfAZbKVok`2m<}JWH`fWaM_T7Bh#e@%^Y*l+o98uLZOJ~~M z%;BiQ?q4#;5O0r$vf~!+%zEiG#K^5oMT8B$jv5&=Q7D%8kYON>Zxt&d5ndFx1e|zq z=$tSBHvGRuJ)muH}|sVC<;VV1sN5 zb>X02JT<>P2aVBS(u=~0*8OEQ3fTc9zCE>&bIACH!y!$>dBDa6@{=g2QfW={NSIj-4jOBP1{DV z$NSI;yv@*XD{AfkrL3z}*<6wYiRmd$jRAJcubgfWkz;vQ3dEOSlb)yTl$KU_c zMau1&=KzG0jKrIU{su39kt|#KZ!bU^1S;t_Tg#c`ASaY_Guf%Iaa|AQnZ) zxFaBh8xWG8&P<%NvR97lIZKa3{DGWj(=f$?`q0{Cdhr29TQcnBIeObAl0SW+hh5c4 z^wavpPlX*U42QVS;r_52k2d69Z5mxv9bPrZBifDv55;HgP56-L^JbxM{DB*cm2QYR zB|xU6B^=P-WP7j;+z!)h6yZ{hT=>+Pq@0>Qm276@^1BR;lSNX0@F6{#R~Yb1N;L(f zt0m3QsQ=VO(E&6XBu>%UZ}RZa4elIsZVd&DUUe3bk43a=hkbdp-Ra=fV3Z_d{~}`r z5%!L~jcuTc*#J#n7}QvDBjPT@xBaG1tuodudZSCyM*1p$aNO0PCb!s9MNiu@xp(X3<~_NIdZ z{GH7n5uJ(JH08Tj!)@D!z~+?4`)>(=q1CyS#!RhlBKEHM`aza*z+6N&aCj^x!;M;h z&Y1Lr-9PMU_H8}0P%>B2H>-qqaI)>wfixO-xdCJFsPIbMps`|6F)UdSlS^Clcr( zFyv)=190;DjS;<#fvPoi&Z!QqYga>TJa`{oMBjaRc>kx+twuVeJrLNjs}nqO;t$aN zF%77-@&5w%U{3BAdy=&O_v<|NOoN}pmzlXzoT!Kgc+qX1BRvHzmUBKXjD_S7^;8`Z z>#C1I>Oz#;QY--Q@5kI!$72@!T@ceJQ^F~e`{SQ#KwdQ32?+3B8KJlNT^WJX?+2sa z2TIbI|JlN6S6V7lq0q^h91pO|HltOX0-j;HX^0qV`RwhULxSrA7tk?v05mpHC0?4nh?pNx z`aVO$Io`QG#b1Ca0EwOhV&ubHfW1V8=L9UueeQZD3)?jpuZPY8N4RB)4$3DJ0&TiP()2<|+yL8*|tI10r^pWDw`Sq9W)2y7KTaOoZjJ zi^GaJ3TmWAK4i)hDADDDK{sjVWAI;wI?Ppx2fo%Y3yn5)9}Eal*xrxFHNT<~*vdv1 z*aE&8^ws1qo9q0tJVjI+^gO0)ME^M7ekB-dw64A z27I|sK*W34X=cnaYJTGDQ05pH1biIQKI+gj2Tq0!b;>c}6_=09h$naobR6werVj*U z!Y|O_uTmzb=mf%LIi`Zf`*6M7uVY^WQH(GHMu@YLx?Gy?sMRkArh;y=BBB0%!{saK z*xJtWed=Z5T7PS}J}!Xui-F9cIDoA`o1#$0jsJ_z?8Ohwfs#ktta`j)apa(kRk|LE z4D?lZM%#h^VD7l3Cf6rf%DX85ebhSm0EqT9=dV$I?C_czpFY`k2K3>JwlsPIsy^di zChdoBKk79i!O0Z?rHLRitEq};k;UOn9=o%=5k29jR8#sM0`@b|WSaLO#KXM3-bFJ$ zo>b~nS;H#Xn&7z+f4(R*Ed#x&KRFIkA(;!HH8oK-SQTL31LTK@O_^mnqR#x(oLf89 z;PdTA9{m-HN7g3COc00IjfB6OdcD;!G673!W-XZ7fcUp10^8fOeDT%8AQJG>_SLDj|n}&@g%HUJ`P?; ze8OQgVE=)-6O;SnOz-~E-+xmg{Ooju1fpX|wrwm|UvW;%)nGAPli=PU-lAaqm6lw) zAUK#mMEK*2n}Ydmjt2`jr=M$KN?}32V@3Ze?3)Z@ttv7fW|Y#U%IA3VuRmbEm_$t!bV*-~ZT_Uw$m0x{FmMaxt|7NOCAC^FGUquZ%iV$p?6&a3aMdADSGXK3Q8t=&+wZ^o3e=P;VIQzyy%!84Kf?l;T+9lRrqV?%x7T@E@8E^!e! zIU0y)#iK$-Cy;Q-6H$c@(ZF(rnE1>7|9ri9$5pa$%l;-*??F{u;dX4Fecuhv!k;- zPC)}qQ(4V_Dcm>lW`#Q%JY?ulg94mv$@daJ#NWr2&44ijsiF$z%qUZqUk0T2bN0Yr=iiLCQ-S)GDy};PX)pdSxkfWG*SS94Ok=-%qx7m;Wfn7H2m=3f z`wE~cVK_L{4h@V5(ZD5(&zK;?tiSG-czFNaOXsxPZDRwonTakLu|I?Xp$-->0*FG? zjDdX^b~;6%YN8}t$K}}6-R2#9zA8mhwowp>4a2oMr#ouH;=Q*KqZqIx!u?_DQ88hkbqYBl<9#= z;9G)ovQzF2*dG${Hlv0ci((4?y!ybZoSzD(d&R-^16 zCZT{nT%9(Jk!!$tc75leXs{}h{vo5L+oAFAFJOpSA`OlZnLx&NqpqS&EAQP-`otBy zD7oA$bO+{`*N3WCBwspBOXkM3F5j&cs|(2ZUr(^;xsTz@d&K{BQffD3X^i-&CnDQ~ z@kgXv9*#l%?Xp(}vwHEYUt4jU5G|3wbI_Q*K&en(^P|(gS$Air!=|oQp!BMQ8 z8GuuzaP{f?&ED{SJb$i=_g-WIDxFAttw{J;+R0AeK8dzM1i6@@v^*TMzw%_XyJYO-=rV& z#Gq!BIvQJYu>{Cl4)6VXZPStunIL1x{27mFh$_%wLiF_|FdKQW*_J8C&>#~%8rtH& ztEA*|sAc)f{^{~#GiIZ^+YTjZJPTG}ZBA()>&M|^U%i-oH#Z;&I`yG^fW9sAu4sf+ z+jgy)0ded2K5AeOIz*sbb#cI(O-R3PIIxU@C<2P$e0N$Q{a?8$8ZOPO)W{tuFd^gP z|JhC}awXA#8!-o)fN321BXNn^C%G!IWox)=FxjycHxQ@#sZosgHYsE(}+uQOLa61p|B zNMwe&U*)Qj8DMJTN~MtwgV)zxlbxv2lR=zf4zxyq$t=Cy6t{uhSd4ydWgcYzoF`a!3hR^Sc zR$rL;()7O4*zsbLs(=)@9lBc*Dj!D=`s@7S8e0a_ z*6^Kl<295B#a_nU5slvnTN-MxW*JlsOoMo5m+7TNQvVL2IKl=0Q#r;)C%MYj%(^lB z<}oU}0N1wUr^hUe>IqX}p*sbR5XvKXElUzx`?XFR8lzaJzHV~`Pp}Dah9t;Wl59@| z7z(S`!_}jbRUNb?C;mrc_Sm#`mc$OcX!Ut(Z=Q#kvA3LiGf=N>M7g^%e&eFzYP?SJ zTCB`E*T-d4sr)*_kEmM|L6=yoYSgp4mkhJaSPlkaOMofRVL3Nki(=Z0)ZAb?jzNhm zjI?8YaEUd1o?Ews;(^3X_#rvevF-XLo2l3(axOyFm4b&ZQ0P`%BI~7bt7dzgeD}7< zu`EM5E*C`4D)3cQhqrr#Ezk3waC#Lv{CBiHVH$yU)`Erd%W(!gUa z4NFR*Ldv8j78^PyL_Ggh(YfIDTh&X2@Oz$*Gu8 z{rJ1TU2Lgo5OoG^?U`E8Soka^8UKiSu1fl?#ie$EKIAp@wu!~|aWvRXChgl2qiF{o zl4JP`If@w}GV>jeC%9Mz&@g`6Y5D=ao$|zw{C{R1ypN2cxE=> zPf*exyY8jNR)}}14jZVy@+dye@x8hsswsO&Oe$^MH`i4~VA&k7{O=`XBrKsC%v@%= zGFhhw2%O!*jLm`iX{u{B{0#oet}}$eAve*Wz|r$*qcPaf!ErRZ!VF(>Yrud2^TZ{U=xr*;j+DNtLG9= z6>T${N7krXd9Tw`;x^d@V^H^~Q1L(5d|g;qF2EijNf%8#cdrPG5mSboN(^)Bs{pY1 zem(EzrnbU8JB=Y=`F}>n`AmE}HMae!yJ>R^QN3x+hpz+Y49Rin@tNq13g8`}`PsuB zFkscX@52U;K&(Zb`%=MvPe??dSy;0z13u(m z+|d}9;ed$RF1yXs@ASYDQe59jr~||#)R}8vk6GIYP+3}`S!H8k=w1P)fc7@0gKdI$ zZfV~#=A$OWtf=r;H|q_+ayFuXs&)#h*o4NtV%NMeom*65HO9Sqg{~ZPO3*50l*@mH zPea`1_#3vsxzL|Fe{K7M!_?H4>k*FE;CPsWF9A19KoZu#qhL&bUWH1v=G^_i6=+;X zw2r}dze)tXBKBZhN%_Hs2uf6=?W=qUzeCihTD#z}1vM?*c0q?PK?eCz?S3b7*x>qP z$XFSqgstd8HmX{pu4i(8!`QP?_=U)CTk!o`XCf7Lw~Qxp)12?#t$~~6Dfh-=0E~op zIc@1+1zzj>j^dwJ5Dj=o?z>LOdCbuwIl{?LmVW`)APksG2Udp0AAVhzWkO@HFqP>x zP&B9Bf+@BzJ|cyWSePdSuonTkua|t9s6HP4hCUi|oad1@*HO4Hj?rV_ftLR%T@X=2 z@?@Lbh>@_*M;)i2VBqf~U9|;2$k>tof1rfuqCQ=3><_$((Q^JF_tJv{;?$hID5cN< zZW<_c4C4`6`%#%%%B)F31aARxl6F(YK}0tbEG+*J|0)!>M zhlmtnm~25(;-WihM#aLw=aBy@#DRcwe182FpK}K>4_w~uuNy*%d5;rW`cGe_#~(lL zoO@Gs{;$qZa7btJ_Wj=jp`Xv3dXGoaYxQaN|H}bI1$$4ccF!OpQMzsq$E@>`@|vD(cM{8bHXe zeRm=*PHq-+kl{U&ccc|cBbzV#1_I`k&d3(r+ z;!^=NUaFhYy_WN*%f#$gS^x~w46LCDJD@Pr1_!THoApWFgKuNF2$k}7?U9$90*~#!|dY_WwEAF%HQwrP9 zA|Oyk7j3-l;sAla^y@G}C7_t%>8q4EAGvtIfm-8W&Pmk{LC!$Fk zO2#N;5)u0%;yS&WE(m1q?Ep<1^N=1gL2aEiMw$J*(9R%(6cC^L1e654u}5eUZS@(f z&{PvTko2pOuJ{@_)~0WvM_SpTN6ssQ8kFSmN;L?15Qhf`^aT1Z9FJ&5_jVeRSx;bZ z?A1?|i@iLmS?2Zm<(7w_R0F-?jG(OLQxq=o55`N_9`vg3C$-S2&T$^R{QCi<%u2GD ziM9&N&u?s=&WSoSIFvPf&Vxl_xWoq9J@VLF1!}+1#1FtRzr&31E4h3L%_K>3KoV~O z3LNY;9*@c&C1fBGzuuk`P}ZkK6e0wl%&T;x5dLJjGVNF=u}9op{>@t3Q^*M5WuQc* zhuh2k>&0kX%)TE<*hsasbN+W%tZkTjt^bVlbQbP`!)!iZFiV%;5N=L8hxAsx9!SbC z%NUS&V&24e;T+b62-J5$N1|NNZltP<6~6k)yhMt z5#@&cH7opGoz#*74>SLCXj zTEu7Xhm~ywX@1i<_I>;JSxn`IzGG+cG=?-VnvsV1%{0SWM)%q~9cP8@`DlaVIdU7q zwZn`J)%PzzQ!7{An?HM-YK_G4-1{u*SLB|UD>vYj)skd@YsVnVBt{mgQ^PD8gi4@2 zNgga9eTWYN=i*C#twzV|d(E{~LJL7HAoHciorCor8;q_dP!d}VOGMM$+#{@O@u6X5 z5^P1?9vhHVcC2`upi?nVWJLyDgO8Q2I0!_A-2DUkE{50>cGOjW?r&F*9d7^CMw!6U zB-ns1SFP}u6wC9UQjWOgSB{9kIxYq(*Wz5KhPw^PXwEqM}NZXn&)gog04uzP+H%uo!d z&#gCQhlc)%CJ~I;Y~q#Zkp-6ndmO&X)dg8)DOtKzo6i{REG@M-D{Lh0A^HdEY)yTv z-#CP*7pfTqeI9$g(@kenk!F1^rE)t8=Q?{WDO7mp($>JI^aSUB8I$^&C5PZ6*1(B70)YiGe-R{1rpu0Z zLh>icq3PK|b9=!4@v*(g75Y#KxXKr0X%b>%?AqMvmH$aw zoUJg@!-K_U=I_ECa;Tu!J8Gm{FSbH&W0jFMW5BJQYTvXpKc+1GX|DN6>FqV}GS23Q zOW_})^&4qT!CTfnVGjw=dG7!5Cj7AL zw%Cgs`KMqMJ85lVwPg7j+T+}^4TAK>(mn+v1xf3&IIWKC1@0hcjw9k7n;imF1jn+U zpSw!P0b561J5Nj-?0Boy(6vPFj<-4o9Wyu5u72*wrgEqkNDabTb^mcDjk8vC-4ILK zh;=u%I!UeGCYD^%ggYJQr|M?7v!YV-C);ydkV@=)dUjXV=W9XG4X2k4*WK-c@GB9W zW%7?EY4OM3yFo?H9$ZttS$38^NK1KfYEZRDp~n_$=qbbQn_{PocU1In6)HW6Y{XlP zsX+m_M(-IYw!?9tb5)kI0K7wU`p?gmSwrjgB-v+I<>sw#h$ZekUstnuHT9Wmhlhqh z!;u=)=23`?&BF!0atzwnKWiCeiZCoWPg-LDJt%A^-3)_R05&g}?HL?zSZL)e?rL@6 zOnqVRl(ahPKi*u-hVEpASB8>A}Ulpn&A?-mK{1O=97xj7mFZ)&z!kd_d^ z9W_7iDUptVOs4f*9sd@i7_&=aV&Y?GB&6syZ2wVgpQhDVXXrgEb0)I2;f&RpPs|29 z6-PhTi=9c!;r(fMGg*3xz_^P0>{Oq5HOQ#FTVN%?YRai5dgf4>-<*}7nxA;bCrqL4 zBBAsjJYUTFic^h!8IfX9{+`=YI*#&cvX}js*EL8Bu$K6?rBrwC>rwZzH}8mB8p@i`FFnu%c%cf&7*}9R+sjk#EA!Dpz0te+G^m`iz9zpKnEo#ZzwYihHS8|S3 znYhR~iLE(?sq&rEKTfFya4r5j^J(nl$*oV0gaQ7q`9}Cw-{3befljVBvidixpUF|B>#PFF}0h!s~JaNLGKf?Z4G7|U&F!faUw;no5 zt|z0E)6qX(OUdk{>3n4usoAch{t7~f&X}y4%EljO?{OG@NPgKkU3aGYMy|Y8^`35#u(A)1P%^B@<%^7(|+nTNGHn&bDR!H4c+n^Vap zuduQ2buu?F<#RNZw7)4=^X_#e)|S^{O;(DhzlT^>a=AQa(GwUF zR(k!ZkaZG6!pL9A8GdFW=O=HP>Bv-bcQ|;H)YQmnW0IjxOLFCID=c`YL1c#=aq zjpuDcQm_9d6{3E{V^6`HfDp&2d#{5D}N+kBZTzLY8Yo zeH2t~)|Z@Qe74sR=_wA!F!;mCWIm7fx(p-&15G@_`AZ7K`9|IcCP7qf*bmy&HmO|4 zlPX+ndMxd$m`v~QZFKC`;l^*6ANAGmqg4;lZX?%A^4Ax~x&bjBD1E0MaSvF@#j@lLUNWvKD z$)XsyY@+)b$MGY@t~5V8?KIDuduw855w9o>@2mV{uHt;BdaCr&JQ3~wal+Dec1qKI zq%8jqc=cHQ_e!83qEY4{p{>TSrdJO^_AFGKO>c$_p(p$htKWs1M!f!ogsFw;9MS_C8l*Ef}M~y3-CsggGJx8peHrJ|oe95IrHu-U<9;V*#|6Lvl%` z#?99gtzVaEsbqQZ4L)}s=@l$`@WZ-qn$mVN>tgz59^}~6uCd?uk*}+kjJyGOuy*H!;H;T zQR^K6B!F;tP0<>GqPxDdBi>>Vf&mx<)r|gOMi^Y_1(86q^qdE^UF+_Elb5`l+q)(? z3MW7LV+gX?lf^@&)2nRaoP2N^!93JW%CrMnp4U%>Gl$I(J@-xU86BbrdM#}z+7X%G zbAkQ~5$pI25o?gbHxKG-ab?GX!1_r}6qQXqGF4j41KRfLkj*_VqT5pi{2}PdcwvO^ z9ah-euR>ly590gw5vDAB*FjwGGohbkm98MHFK;jM1%F}(@c5rwEo)n+eYi)vhPmMm z($R%+kCDzwdqcXyS%<;q^|MjUBj(!WofFyeFtcN$z^9XhnkkYm6D8+(d}?Ib zEoh}yG#kAVuI`F)WUwThm8hNbp}qE7Mh#!w6+`^Xc}I(u!B$cwsWW+skVK zA0NC)Y}=IL>n($Xxc0u&+!!T_j5H`F_eUNuy>uE#qK?>*aGw~yfD}8%&$@rs)osN- zUP|cqC+KB)@+-`x;3iixRs+}Lqzufo48h665Q5+54aq6w11d7>Hp8urhZN46P^(Vi z`V|k)-r;fo0$Y^9!%P~wXDAdt(AdXQ@WZ+E{{Ew;P8XCAMu?I3eZwi=;3}jwIuZ|i zGWAkjLqZgv&Dqtmf2Y~ou0gzH z*~xzr0$W55$&t@z8s2PQP-j0?HIc3wbfzt5!gfVnik7%NNA|GQJ27>rEi@DkO#r%8 z6Y=Djn0Lquh6kO=vo)_*kGg0h|C^Zk^mf)hlE|3Lri(-GTCeO|M=tzMS!cXaa=;29 zZ~pGBLFV)Hkjs1tAv4+X-5dLkrL*ylB%<|a+Bl@ zNKqmovoSfq9yVrHz#hTADaGs7jD5{p-*+zV^YEy73e>MNw-;OD2$p_BvaHIUisLr> z%Td-jm{RfKi5ShfjqeEJH?VLfOxS61FFO&)aa*3C_}IASmR;{3K?t`9Al8LTn=}@y z&Pxy2AU(4#l$M7R3Q7zC))*;FxU#^wq=47&)272k6_q%i6^CZ=Tcr3#BAa&fsS&4` z#Ve2`t4#Cn?@_{8=ugmE)v{~URjO6hQK|KT5k$Ax7Pv*f9a$(a&Q%z@w#nfm{VkA2 zNR-5{+rTN2qb}0b_P7_so2rf%VG%~Pj%_Xh_Qv0O&p9GMAayUcOgk(o!(f@t-WNU- zrWP)|3hpAA?9K7yZM{caC4a4K{#7v#?$LPUpZ)A{TCjD8h?hPczwAnr$=J+;OCwq% zOVdL~TTAL_e;)N;gc(EPXLpSjU-NFq{|+$@MN+3cXv%%hRvnt47s&_(Ij@#=Z`sw= ze|_7P^&0a?y6!`#$ulGhKVmzeU@6ZDjxV?;LfvGU{7ywG*@MnA`{|rgYk8>L?>+3k zp`%nCE#s+fAh<`6xZS4h-sY-r9HtN>G}{xxQ9rwZ4^8vDZc-GJ?z~IeAPcfOS8E?0 z%&27MH?R^`xV`htlw}BnFptsuc?~o&8!U}Y(>FVgCli()&&q=Ia%*`*M)dimH5q|O z@!9zPFlN*pgHYiMhTCAOrLQRsK6P&UcLk+SV#Ca^ zaKxv&yTQIRHytn^aNrF7`|2<1dI$9VPRSR7Rw*IUh3m zZXCGwV1yAxxs#_}HwU5!*%jXD(Rs42`TAmv5m^Kzm43%In^?q$qo~CAsHsa3@!+Xc z)y)wRdK>s{RJr?i2y9JR#Ik>;;=2or36~Az114&2Ia@<+B)Za)b z08?Gq_mCyw^F?k{FfmLW>73iuyzN1g9Q#HLbw!AZZVsVK@7eF(c>NZEr#Eaem{BFe z(`$#Wk7*r8d9P2^jVoV8lZNF8wU=f@HX6iN0*f>d5_Wrc^$QC2l**P5$j^^zqeo@> z&PmJqR3BM0e0Ec_i1u# zWFU*sduLAo&IbgLMz3ot^KD~ze@3d#_kHJ)9%)u%E3$JqdU>@ggMPeh3J3}M(E?Ye zkDN>_On6Of=1p=qAa+BW&Kz*Gzj{-2ZS!?)A%gwu&NV`_Mkhs*y1&1%4E&sV=;r8K z;d3G0OHGxLqiy{jSKKyo3VRBm|6E_|^D@+{fzM_StZGdp(u^i$#eJdyj<{E4X5?o& zBVkF9;_Xb>K2I1(r?6|2&Cx3&o@Z%(Wg1FjH^#24uO?E<>D4v<4CM^wg6lBwJ2zoB z!!iO*k|LST8WX<2v#MHAX`)sWc!kD3f{y*t?4MyKLlSZVN*wqFQh6~$au6cbC0J@0 zy2fO#RFQhf;kB`sy4Fcbw$pigQBYbwQ=rrPNk43cMOG zig^7CeM^c))3TJ?E?gn$=G5;rA@TD9INA;7-1(*DmVlx<+1H zGKGe2G0xJmYC-{<>vLuOaLttJ!tgX36^TgZu+H4aqKN~e0#?ZFBV>_+x;&M^jgCr# z2{)LmX!;1sJs$RE`B1m%++)9Ta*>vGQYTJTGaofGnd|&KBK;~mKPXkP`cLn%kq^MN z1R{q3LE7J#1U>(E;0V@GGQpZ$vwBz2WacMLv2+VGaDO>+FS_m(8&`;(n!Gwg%-N=wWmc+U!^oF=CgU| zm|6ae8l2~tLbxV0()yPLjgiy}_GkLITzrDwHVbBsy3 zC6OMQd|H24G1=o^eWSGH|I9kmC3(o14^D+{Ih9^BvrBKB$KY);Jv2wsE zG~Eh}lsL;zC3Ji?w^aC7IWHzD)6XGgGWISo6ylAHrH#;U09+0(hFDhir_x1y<7R1+ zNWFNnd)k|p;UWWpo|Nxt`ub^Y+ToN{KHYt1d{bu~T*a>^**q{`zWlt{B87)qC^z|* zaKEJMgXKnKP|>`g@yxL1mJhsM`JBeYl+%m8ygvUP=n}P>nUV7tO|COP9r$cMQJ|?T zw|E0Jqx9IK*73BEmJFOFT$xh|r!QTQa#q$rWG=yEMWrk6t{9{R1lyZ;?tZS6ZtQfb zbUr{@0O_hr-nc(nJ3Po5sXt-l{Vx5sO-`TE3Bg7C<{d8fCQBp!`%D)DjGJ1_ z$f4iG8%{0eK-@X^cEy?Q?(`r)vZ69l@GShA#~gP?$VuP5|4pAKrA%6CAaj@F=BH!R zb4cVu7w=ND$_&tvtN;lxAwA=twhPFZ6RqI!%lY8sMvq}4nCqzjg7#+Pa8=CEp)$gh z8bn5i>1{b3Qg#>7EK$9`;pc^4Guj7pIue~;7pFhqMds!-6GGCiK53dpRL&l>Ngwvz zbkTyBVP}-4Uy(Miz1qF*<3Re*xZCSlQciE)CjV)*neK}8pc!q1p&Kb2mN6Fn2(D*W ztnf(7j(U@WjQoSQJeXlA=byWJ`j^z}Dm$aeN7v{&#}?-@hg=|vO1nmQkU_f64!A*D z`m{cJ=%94<$6ZLt{u7J8O?+R9^7>zXr2af>KIlx^o<>qz@y4PDtkOV-GGSz-7C&lh z9#U@Jr?d_7E>y`;A_Z$tg^ItdGSBHF9!F-YHG^kzn8S7&HASm6=A!~beP>&t-$eYa1^q=yTw z_4<#~7q~DQ!naNJGlOr$d1zoe*${P19FS z_iR+0xNO=dSbl0Q?d26i*U!d#Eygo6yd8w8fsw)(M06lE-D)Ft8LvVXDLf(#$XiuAn z3=8Z~&HF3Xx$TKkqQ=6&RyL)h^6Q0R5WTJz@ZfSGQ+Ci&(|$7z_Xa(uVEFT=ViM2mCWL~A(5XojpDJBI_O^)?URW+1*mW0UJDeuO!n3nC~*=fi+z7uhTq#G zV-PNU@a2u^`I*-aLBf~!4gc|3HBy|t0U4AUUh~#HN`2#d=D$m^T!}gVi1qpKv0TgO z;Y>KSBev>a1$WiLD+-U)Bv9ldRB_}HEt@iVw5mj0B z#3{}X8;57hlO&5nI=SrjLXlFSIDc1Z+3~=H{?y_Xdgo~caW!!(1}l7N@{_RzCo-eI z9m>?_rN)6n?R_(tFVh}Z3{>|WWI#}K>h>+Nqs zM2kg+=wpA62Fryax#2AwdvdEN$FkwnfLbNpq}ES2!VQnKrck={QsV69`zk&+@htqe zA#^0yH#_0d%xKWnx`nIy;Btd>)b!z(PYs=lKe9E|?R(mC`N`v><@PssRi`bF=M>u+ zfkSssGkVhwDT?#GQ|cC_u6sRjnz@EYMKqkb(`KaZz=J&7Iy5vjOB!Yda!7p9KAfF< zhh>o8ht}FtgEwukg8P!{e)WE>fb=8WcUyy<78E7?|zF z$XNs2o)Y0TpqIfx+}EC698Goi_Hf|~la6(ux&nYN!h#@(Oo8!KZt)6jSDN~*4~_Yq zYZ`g8`*3e`u>mAaM|LQt zq4J(G5T$!FXf5YW26>CZO(Xy8VLLRw#IASFkZ|l9WI8kEJ=`o4)F@Id^e$2P1s_k@$aGQ z)+}|+=#J0ce{_0X5D}4k%`Ze9wRtTaMidBiOYr-AON^Af_y>l^ zfI|tq{53#z$AQxfoMVMo+QPA|b;q@=LQycxdtSG1#e;Rit^@q2S!6E6{&YMj_UcKI z%pY#=gROM#B}p)Bgj5N;D9c++GU!Pfs0I>RH%~l`;oaqBW0AgK`%dBbpCp=c*vhA$!h)~`ELLD9@3qs(*Z7=HWp5IVIjzRYxRwj*;6Fz znDM%%`#v8O*>D)6nrR)IIz+3m(8zU_G|Y0a&^V}^N&BPs{u_L&1BW)4hEV-vfr6!% z#p2p-ao(nWZ@nJ%hwk{zEEXsGlp9akS#Nb#T%t)lx<&s*1pf2CV9(UiUwR%FszG~I zPZHYbPj;jA&-}Kcu6)RO@UGiRBUcDE4XaN6vPnfY0aU68;xy@v+JF$gsl8i#yvqXG z_oO3LnidpVn9dgwOG7X_{o(mL9yx|&niCH zt_k`N&~V`CLr49{3EsD_zoq-q!Zv<~#4d<|Yb-h-h8?7RN~b4HC%7E=`dW1{RABz= z*2-0CU-o@ob{MI3#AtYS40Nmjjo|rsb@mm@c0uVmO}0N}o&D`06cs$@E!y4&k~*pj zr0~BXLUG3C=Nbv}q|+Jzlgd$yoJMLX`~|-lm8+&5e?Yc{Gb>j5v`6CQn}{78!?yil zeM%bn#x?>g0W2&KF|{-H=$Tvejn*(z5>lF}p8P$0>Vz%H#E&B{DYkB2I&{3)S=fFM zgILg;17tXcueGp{UcV;0wD_)4AY=2$>;pCv~ol8J3!8 zrEzdT*JR3$X5qViP7U-J?55}@%iP-g?OUM+nfl-^;S zXeGPl)h!|80G|0&a2&3r(VI@n<`J^jG^gvad{?SYyz7LzH*c z{sMg;yv2XJw(<4U!SqUQk^jA?GjW2(>|vRCiy`e3BpR@g{Nl&Eg)ewZ*3q6}lh3l@ zPJZ`rjKPO5z9Bn$)hvT~E2r_DD~r&2@|5lx0Ko?W=EL}wh}%2fj~+1fm$!$Q`mymTC1)5V4!0^qAS_)g8STF!mF!KcKwb0!$% zqNt`4Ab)I~LexoUDlmK~^@`}ckX-aoM2N6-s*|53y0{C)qBC=1h+EhC}{f5@6I$=pmzwW$4wQIFGqR)6i)p= zYxa6Xxikg7e93HzK%5xHQ|BKpm%?sTM7OXmS_9ySu0wakRR2d3t=HSnyuKwgE8RM^ zxH95j$F_5oc612zT>^HJN5xxFZli&1N%gBuBTG{~uXmAN6I-pvCle`)+fT}TzP!h_>%Z5J5oP} z90-RDL5RUcFigQ#CLPHX%73rY(Jbe&qj!%?qY3A_<8^*kj4t6)?zf7RB#F5<$80z& z-~&?($$V@Tkety*U=YKPr03DPbL=4xo&NYKhcr#)qI6tT-;R^}D-uBCBd5JM_*d!6!-$wWCn;Cz`7aF(?d3tqJjH;1#IR`I8S8`mPHaNaY)o zsUC@nZmswQu&12?GdRc<(_GTG9bUjMNA~*zBeqFQ&N>1J*X=pk@`d)NTW3&+tN^yx z$~_k+f&^e7MC+5o)nLGZeO?CJH^vrR+bVlVfMM-VDQ>GPzI@s8v;6qfe|t9b;;1+9 z%dx``Gp<{Aw8(){nS!FgPc-K@VxX_cxvnk*d;Vo1%JZy>WZhpOi2=0bR-;3R?i|IM zF+-pG6JV%R@KubkR08G&1S#lyi80)wH-t7mhigh>5Ft#3&E62|N$dBu)?7oS2RuqN z)eU^suL&L2P2-I)LSX1}1vA!tNDIQAS@#$tmsa24N!6ong6+`+*Z_EGgaQ2j>AUzQ5Dh(KbgY zKVg%@KQ}|NX7q$Ml&6#{jtVAKBvX{D0skE6Ak}g4h!Fz5_%IbM-qxSMj_C-DCkwTk zB4jjQE4Uers;=f9IW}`W-QbJW?%>F-J0HZE*gtna;^mTHc3vI&CmFg~{b|^fM6q5$siDA9c#L%!{1sD?vv;rOrfM zD>(1%sgodytwH%T0+v|Vs^zLF5Dn7rhwPIX;!q_?22Pptb7vBTN2=sJUNol{gAj@o zqp5=tvaP+*R-V>!Us_J&vvUi(SI;@q`n_rTRo-h`6T+~~7WFRy$h|=%xxbayE0oUk zYHrzRzs506{q97!lZ7nA{3S?WXj`v@twP^EBAu~+=NR8$iZ5+|Vwgqr*d64p>fvVD zAyf~!0-$$WET0znnP`I?B*WkVp+SVA_W=!wfY$zLJE+G6oP?TYCzitg;?7Y zh0GPILSUPpv6l;=`PufkG!vHgDgBym`(4j_?>6hhw0P^P{E`=MoO39HdHF!okrMt2wSf95w@iK$KJ+F!91G!x-Yc(pT}Vs&TYF6TTSxn)u%(<6Dkbu#+-$Hjga~ zbx!M;&0Pgsq>{YWSjo-B5yx*2Ko?26fiV-gl4xPga5C={_PUsX7n4o3_#vxUs4&J? zq=QW~X2^%82ASiLe{|WUMPfZ;CJmN;E9{#WRM{GUntIA(0!7kT?oy&(ANi9&1;1_7|;OWE`6cL)~Eh zW^h70k28>YCvn3pJull^o;DxetcO7>VN}i{mu0`JEl&vS1uPCxpCgfApl=Crg582Az5htW7Ykaqe-J z`tFx18_qv_*{&bUSoK*A$rn`JmyPL}Gr&w$3^1B~!az^2RFAy1;(oA=InuzpVkFFI zmwO`02N7os@yYF(hi`TUZZXVK{qKYJ;Z`{eisRVvkhSN`UEvaMT0hBm-ALygW!;qP z#}I>VEc@HZ+D(Vig<#L`Y27j`79d@1j^;XnpS0ioEjfM|Em5^tJ%*jcskJH?Mu(_4 zij28NsauFVi2Mu#+k$beBy(&vS|uT`Pl*vB8cwAvFqVF880)WI3zMiB%9gV4JJD?Q zHgvoLNUXYGE(NNW$Cx^+9A>(3dMmpalmY{aY+%8I3S6LS(CrqP{c=;O=`f6q8`PnQ%6@?dLS-P>`hD2eUB5wcU4aBldARX*2|)sDuvI7?!tk~=57V4{RkyF+M5;1GH+8B#m%(IDsYI)4gG-yglkDb0 zuJb5u-XNo~{}4OZ_YzK1cyP}s+)tQFE?&|47_7Pk;Ezzq3JE!dZO6eZ4Z_u9Q_jBI z8BUVsPCa|B8r$6Xl>vlSgG~}{J;sCvZ#)%0>-fvKvA4V&G%^Lo7!dEUd|64#65_3A zTlqbTl&|UEJ{Q$*$o(>gE1Xho;xHYkA1h>2!B^il@MOrdXgi!mMCAsA;lZ6Ojc~kJ zAJ3l3v$AX3&mP*yH8j8~$H-oVU-DWO$WJ|@{BEu4UoGZ)dOOO14?_)Z zmJjN45DXy4{STRUn+m?nt+(?RZ?u*`Rc=TSrUhZuOC2SLUnN;-uzE7VZ_N$ZPsGV> zP`-T!#(vgFCrJLh#^Nnuz$mjB$LXp0sDloI{KJLdG^7>!Hw5wv{Zm}bbER5VDK#JV zeJDSUZJR3R!kHE)wyfe7~P|?5%8!g7L2vMq^P`SRE#SrGpJprBv(**EW zgRXaDUDvxeY|&P}w}4Qy*Ig2XsnWr6uuu!t38Imunc$bBec`c0C%+V4@n8n4($t@2sz)m&gB!r77X81)%+V+;=&FFbBD z!%X+Q`A$346Y1e=CTziQ65;OCNOs|autp?;v-e;PG|8~Q0G)7zanUe{X3ssAuq;U5 z0EGqI^faDhB-BF;_k;pi+?-j=6F90;i_!{X9rm%8PB=5_q}+XQa)YzNp8sCO_W_H7 za&EeCgf*Jgu*D?@PLgv=4`G5cp`D+#yVy503jvQ=CK#TvIw42#y&u~<>I~6dn9z%} zxcPRdKvu@~fu1pR(!fFdW>*|w0C^G6HL!1@6#Aj+V&q0$&^bPZm!o+F0UWqYIA!{D z$$7*z1Li;_T-0CI!J~ETl2pcMQG6KiEuxAhP&U=X=5^N8hP~(#>0(R}DH!PeItTRs z^PZPX`}d%G!==U|cUPjUn5z~;TC<65$3G0f>2-4jik7jK8V2$nG%2|N%T7?zA`#r& zUn5n3eKq}S^**e}7mR}c=-@Now*KlP7>1&W!$C_`OK7W{1kIOE8%(aC5%Q?Uq@j6> zwj|maco3nJSij(a_f(nJkQ$6TO2&u>N^CAp~8fMsFMz7vr zGzqxhx>fH1qT?$BfFBrCbJuAJ&a)9Sr~fpfh;T8kAKVI$yVDNb^({f03BcevIY4Tw z^j&xISY}S&5-7h7?pjzQpgBWn8hr+D+`#8V{yA~KxQlu3>J{LjD&1tTv`zcMU8K^A)oVKvf5ajjuHy~r~UmYCN_fBP40e)p|<4Jm^t@=<4iC66;!T|5K+2O{{u?ooDME>SzZD zx!|oGuWA=Q7i$C(BFaerK2{Lt*5Lxfcg?Rf0!<@rx$AUE8V4=A;fyi3pWXWDo5?Bm zr!@=)4iH7$RgE*SBR{nh+li@5)8x=rmjMBSO~|im5KnjV*uuv+6^!rxT5c~nG*B?5 zD8i~S!GJ*{;Smx5$V3w8w&D?;`Yo#`|yQ|%lV&L{6JOvPz z30_t2(w8HwPorpL9RyK# z*+}=dp42=pofU%*kQpDf{G-RlvN?cvhdKt?6%?|4)jy6Oi0JlSpKtx<4jLpJiGau# z=&KrHeT;m*O0#O()>`Ze!sH>wKIju3)+~2uSOexpl9ie}`}2*yqF-%dpwT-(;z)IV zX6*K*&u4&xdq^mr%Qb)M@jK)hs+pz!o5vlQGX$)T*9pJg6=U2`mVD3JgLD{z-b0vD z2vrTQzA3oytOJ%)xqoz>CU=PlhIg?z z$7l`6>=BUIufge;3VR+HHQy~`j_ybX+uc#^Ep^g+K0XH_4WQ9hX)N~>E~OB#HAhHAw$PQnzkd}4*a9b3ohf}har9g_hI=F%`1pitAe5_B}`u&o%wljK;>_l!Md(j z<*DS``U3>}SG$o1op?J#kJ$Odl8sA>*a|{DwLX;@XMug$0g>LGE8|}4@B}2xC%)NO zSBmbk^`&K83NlgRR2{|pxyARZvD?E3){M&ke(3WpkK(cZ=#UwhmC(vb5c~~ZOh_23 z50_9I_k`Pw?@1VL({%8O>2Fs!|0X1bkZ?K-svtucK^oY|{V*wcm#s+q%!w+LNNZPA zBNXboMQ11N-~EpvU9_PLl`Q_|K{E(?5Ge)0G)cogue1Dr+_RCXle3M^O_rRlepnv1 zGQ&q6#S;WeN|$7~KSX+daqsQME^FT#uY zL$Q{{YD|F-B(4jz$2$Jüp~ucmmb^H z3AquY)(G9_(K&mJ1_xy@#7^=UZp{{85T?1+6CE)q$R!f2@2%-5`2PM_ z9d&tpE4x%16--nVxr0cY1`9_d#8c)^ay0=T(( zE=dRt0torH&>%KRM)q7Fine3?h6-H37zIw2EynHt>m{uJqWf6?Nfttc@Bd$c@3TYv zZL>~r?-^PR%EfrauT8GtOt1~{bC2rxF7Dk0MXdP$FpLSlpJHZ-v`rt-TR=ZpeFeg- z!-IR`ORJFoovkg*dhkpRV(p_ih7;mKRpKQoe*T>{`z3ef-S6x}IUvhUGfbGtaz(#q znAL7YzwrMmC9C46FBf3PZ9tOSz`_-9;DF`44JW(@St#1DZez5F%&8J`ORw-od^Cjn zk0?2lga1;2phrAJfflB&4%~=g4f(_tOKi^;ycp$~*Q^0yuE*RGAZ`ctRVl_v5%q5& zv_)W2{(wK4c0A~LhrIiLMTFv9KGquD`xvf5B18<1VwHvip&Uiw6zvy=v_!Z0{?-$Z3?#&&Ld>c%uhWw80pXtE)Y zEfmy0_`Bj})^Gz#lxIS~l#8e%F&HCYD24kt3scLr-a--xgc=|CcR})x6r11aJ}tyk z1iI7^E~_JQ`zTm+pe^E;Ev5O-gOf=jEf^AE!nbM{a%VycMX|oayAk>K0_c0 zXwD$2LM~SBKjm7Uh&n)Xf*uSJe*VRsjgvn-))!E}SmU*hZ{nhC@Oi$4_vUZ}E#}EcqD1 zB4P}iS`MiRJWpV30Jomo%|qy(t{H+N)vDSX7%CtwXMlkFU%}Lv{%uwlqCKIo30#ac zcB+){;tCcx2r3G{CXGWIC%83}xS$>aP(Mco%WyH7^%up9UZ+U%F$eJK7)Rbt##pQh zKK$>bj(jGp-w)tZAGe}W{6J?Ql!w2F3QkD-jG7&`IOO$Q?7n?IVGQ4vt}e*fG0f%I z+s|>EI|u4j!feJ3WOJU0RTTuWL?@(`8OEKjv9I8dga6&4;QkJ$h!ST2l(LTfg?erq zyWMB=2iJTvYLF&j>QFJpT9KC!6Ah|Gd_2H51vBMTNt*)8DloP`pm=Hr`uX|4(se6i z5nt^sA%2?-xteL5p{-DelyK$Nh=1{Rj>8OX;RzC?0HkHYpx_ya;IbB6$g!!X_=;qm zaN(ad1ey%(&nb+3l2f>hwaQbUO)B=VF@T%x13&&ju>$!LfQIx1g0GQ)BO#D8?|mD* z7FSxYSK%@u3C(cf{Hw-OYV340IUHiJllyz~h`d($72fuI6RU>Y|Io?a%B7pp-#a>^ zv$}WuPSzBOfOBMGLp_~msr z1!VK@gmTlV3N#}d_Zb8ol{2k7Le)WcfRG^I*C4(hjK3;`!-l7!0#%vI#*^~yDcN{Q zPPZnb(~UkX=`XZW)5QW=r}+b507dD8mBnT36Lpq^B^|asZPBN_fVx}$M*(Fq9~&h0 z<@UYkjSicLh#!@uriB3*KA{B#F45;==W`=eH(XBW$AB;5GHt}uHLBnD+0j?Jz|Lvs z?6LVrzn}_&=y`mxV7pU+mg|pNDhdSp7`&yxNmRKBm&evR;XjLdSz%A0Yjk$cDZ5;Xa$-GT|k( z8#%ty^ZrFhzy{AzcP{%zHmedYf#@2Zayg*VI}S3^2GA@hYtbqN+(gUdXS1BBf~Cb? zw|S?i?4+5oUQ~T;upMJ+NYzE!x#)~68_qu}tF2$R$Ia|1a7Fu5BVrsQNmu4+q05^9 zH;$!QEjp<^o4E9Yx1+d4_dopcj}7O&;-OrV++$XstzYeS&Dza}eqQgut!C>=%VzFB zF%{K-)cG`@2wz^B!KMha~QPJeq3%*auzGt&c%TTiAyf{Gjd%M#us(;{N zxqagiv{$ks7uwb*Kjb6v-B+jlqb%RH-2}VnB9EFG{k}$W4T2!Q z6AvFejv%YO;6Kw_?yU)#T zsAzFyPGzxIHS>zWI?fROVujQ`f?TN3_afQ|}7& zQK@7%`Wvw>rhO!6BrOiiexH-2x@J`A&V9+#>XPpW`QEm4WI}o2V~omZ&^dHFX6j!8 z=+fTrANX>F_qUcbk2$9;E!o_$p9*g?poW=+Rr-9u-f&v$g)ZQF$lAAP)-OJ2-M3Vl zTVyHRoR_A0-67W>dzgIC4&Fg_T9Sr3jBLW*=yrYF*LdQK27!Te!F|paS zVq)lDS+?4FbKjhDIir7~3$>Y9_}=!QfKZIZ9lyhmQyU`Fu~76(>|V)^|0S# z9&T1n=#5j!EssEtOx}U7S31!mSI7C5X0~!_v@ou8v4R4;~*mi#2u58uT zQEQiKjoMd$9Io~N&2=($8=}zdnhs;^Wjl~U0yMpvEBQn}E7oPHunaI+QVelfXOT$G z#9V5!uSfXxIj`vPj39J7=5b8N6cUZ5*5TO8n_3$(WmP(g)2R@HiNShfTM3(O_X)M7 z00KrFT{73>F2YcRp<#__zCfrr2E7kxegFU zQJL|CcXU2S2HjEF3SUkjwaCo{a0&v~(5v45@Q(Is(?JO&$71?q);*&Y62_>mNtwvf zNTv#Fx_b*eMLr+Gcu&6bb@p}Es5H~L+d1qm=OKQwU2wAw`Vw2?L`w!OcQgA+sh07? z3tA)2Uc+^qy$V>{Nx1*cf}&JN^tL5=;Cg5X9})p$pcrP+qQ2#MxRsS4=HBsxE#gi% zW$97IXwYGvHnj@wF=X-?``un3b%kLVDqvaDjMB>dz% z+u3EN{TGFkGpwAVIiu@PVry}y6?MAoKC&;>{F;To4lAHV2a7${FTTp4?{K%$hIjKS zT1VB>%2E`^P?Js8zK=!@N=FiJE-Hu*-SUAdtae{v^r1SgHDwo)@7=+IApZB~?uWeb z?ZpJlK8g$2bv1($c?%7>>KA%13Bzw><_YcNiI(zJ3`(UbwUbu%1yh*kDn%?56&@!g z5lV=SAeX}L7o)wpaT+ynb$6`www`e zvOmP+`~Hy-XhllG4J2(~JxYn^T9R+-U~v#Xb1*b|ycRcsw0`Uv_Zw|kp{{&X8j;n= zqGc^V+luD3OcfwxETB#PO%cPP>mFC{9l`Gg*6;e)Jm*U_v zWQK|J(P3hK7i3&o{vb63RZapP%eV>|@^2N({gL2sQ>uUSWFER^1SdbZh^A@o-3j~M z9%YFul^LPW7?@0h@6tZX1-8MX)s0!hZqq2Y2yTdZ$4O)H$-ZOA%o?RyaW%|cDL=d; zQ40$w_<9AjVO^H>mG%exTVDWEBbPw(O&s){7NR)Qi4(cBeccA|km5U$ycvFT&o|dR znC^%WMl$;^M~~C6_(j*nHTi)y9HRYrRdU9Cr|2Y1Qp~adGt{91?$9o8;t}&K%gu1P z3jaooaLIFPXv5ldZgAL&@=Z<^Ut~~iXGh>ZEe1)I>ffz}#Ih@BJ-7s0t8ocNflCm? z&}U!boTBIO!@l}pjLn#merWP4l0$k-tyZBM3LU}ZG*1IL%{~m`*T3o(yof$9Vrv+} zFSZq_#f>@%I*viD3YTqWJ$_PQhO zYGT{zQ~#zp$ZK$Vc<5_AvfefqqWcu$&YyVTnrxXrqVNXw98^=x3;2UNUAFhJ-`HON zp@2MlXd0d)>1`r^%s&QSIba{B;^2$f^}TnvtY|?{bJ<(A1Y$Nw?!b#)Q?gRVxr{`_8uE+eCvN7@1l`)V)GTn528y3KgutJYnR?(=djIcdl_{3lyBZzNQp9Y%DX3EtW z;(Ti0e69z_InxP@?)t@O1WviZQN&Zbb9*XE;*2R~KGr-|48-OyXJDA3gj3FI=2xHV0_jb&BF$)o4!(ySVrETpi%(W-LaeoL z796*tF^basd5xHURsD7vb~v7blAofc_oatNp9+Zx_CS;!F{;$XLzTHenc7S{N&@Ru<695xsmUjs~(xXP5l#6 zlmFLF6VjIOZPowM^B1N#GSWg9ROj?Lr=rKXT}xXmn2eOrkWF431d zjD_Lk1R!~Ksmz~#d78L*54r|D$g96YJp#qBN4(v^e+~1}SmM3@m_2?r#Oy#m1MEJq zv+`<7$JSEfgby{T@jR!*_Rqw2<|4Wq-miQ9*861-!hBKN#yDWQZO|4J-U>+L7 z{xm;Ef~urLZ-3cH*DG3u-SD&^yzMEDi|fzk>kp^9wbTQJiHp?1%Z*|sGFh}ns3H}E z?$deIoTBgJmOYF46m#`6S_#p?e~f*md+V$h6jv1k>9mXS3)3I`iTmF9sM|0399c(z z{kgu&HHLOp{U}fJ-yA}ftW$;h56Vs=^b9JjBo)>YA@J_PCzSyA`^%<*9})SK7R8W! zJz3VM+jDs@E8u+3Kc}O;bXYSXukEy}K3hf1*RSM$gYDDlA{B zp4_ZTq&zo3$eC0$f(7G-tGId98crjkV}I6V6=^5USj(oKY|#B&HfmoT$u0dIwj|&N zOXS|!+{Df#ge5DQjqhZM3p+(y5glG{hzgcA-+{`Rh`EaA4(%szEOgE+UFx595^P$j z`|488x3~^|Pp(Mn2{fKk|3cl6eIkGwl{w=X!pRMKbKKNiAyn3?G(a=07oJftvhFon z+|+)lSZCZ;lGygl?CU1DnS_3mSg(S|d z`3Lq?F(<)w$Kq93?$P7B>wKq0Kj+Y{p;3T-8s81|R*2p&T|-tew1?DIG+W$j>()vr zTFxgSc=WN$E#_+Q=1Q#h9^Vw40j|Tmi4|ewQaiUkic6SUQy;^^^LN~mcum`Eir=Xw$nvxuSXDX`t>=r`&Sgw9!ydF_G*qOcsTr(DZ(?HRG#B1Lw0uLp4qldj=PfcGwpgrb4iuy=VWW;Iswby{&Fq z_I9YXS>kD<-Ukf9Pp$croY|X8q!H4z(7C>BEYNw{;graPF{<1Tq;1$|Z#9=6#6J?; zh|2jbE|UGU;fkOYBMzowN$SU(qSeN;`#*+2LWUo8MO@)g90iV_DvR+|=H)R)ak0BD z2jV~ZEKZ*S(5IhdPaP{a@|0>Wys76qmi{h-R*Z*`0o=g~7>xxEVG>T-m*Ut@LmPB^ zoKk{&FlFOJoSc8SsHqdJ0_75$!4l8S%SmcNS+HJ*Q*e-!;_s3EF0OmU7Zn!6Y~sE4 zRheEtOtZ0ggQE7_W-FoubPL{_j-PU%&_O z!w$fikVl!fNYop^*e z>lt%aM}{R1?QTL*m9H@SY49Q{^EJ54CG1Y06t=oIv+Kp7)|w$~=jG`1a_hYxGcMD} zXSeA5s9P?k|GfZ{^;*gF`Og8+Z}gu`mp?$jqga- zwX^DvGBMxL12sMTumf=t7VS=*j0E6j`Zv)}Lm-LkX}~^0=f#wkP-O}{_vZ#7Q9f-t zl*e3Ebg892mIRcAb9anyQ!GK>PZq+Aq@h=~jNelPq+SZTxNcvlv%4|l<8O5Ll%11hT1Fh z6&Bu*pQV4lZsYzyH>G>x{N~d>Uh-gbS>lS@$M-I_=uocC!8-V1)A3V1&{G)^qdW>d z2GfX8V-uR1)V;9P6bE5oyaFDgE0&Qt^iM>83r56$|E-_*YZLU-7dRT1-lkX1Pj_{S zju=H#*p&2*~jYjgTs0`yb+=E&#V8 zy{7Xy2TAsqJjllu{{^=Rz`GYI95g5EYCn5}b*N~o0zcZqxbvhL+o3+|__pos<@qi= z{A=Tnx&XDR41e5Vc^7XO%D&lIk@*m1_ebsIXr-+6>?F)0gAmz}hpE!lSY zFQ5NMglWebu5<5-ihajtQP=ntwq~q=t0R9`%L6D_7dR;xdp`PqM3Z|EpL|QRLG`Q7 zeMNQAvg{_yAz4r{KfCGdG;;1MbO}bE3NeZfU{)cZ%wlkQm>)_Rufv|v>IsU^bLxBl zN5K9B@?suy%RJAoI|G6>ntqSV0*^5YwcvQMX3t^D;Mn(ZUlV&q1`mSE;r`Q1DXbZi z6q8-`)AEf)8E{3H!SrGs3oiG3?O1m5PP?oh%bVgIoI#&iBywb5^wAK%y1ZU$g_q`g~ z;k-6~v?_jiY~j{xzTzJfftalE=I!iwMeAiZs-15fTOFDr$h#d-&b`Om^JVIy>LL4M z-LCr0lI|7fKNX_BVu^#N0=rRx>X&B$j?}X{i>3ycp8xw{un2f(c_Kj$94+I2|F-a^ zd^W9-I{&`%svkHkJf{pSmq7vNqN32Y_sY;-d+VUK%Bv^28W@#Zuxg7hakFq!_HBZm ziB*!iv`4&axzYR4P!t44Pm#Kh#dp!uYy5iTH9S&ZX}ePGOi#%QSOI9PnB=T1{OdG4 zs`HwJ*Sgt#?W;=JS~@KAvMrItk6kiDHE4WW>6k%tk5Bf83f;XRuG9}luBy4oXtCeW@O@9}(1yU9 z{>^-9=iD#L{iq1ykMg=bC`3xVbH4dabV88V2BU zbZh99$}qe=vj#&v(5a63gf6e*iypbUoG80V0=r)#8AZPzVOw&8u|V@ao7O`pje*m3 z4?uQLoe-TE^YoBs=W<340V3@!pk|*`nD75Fo0{y?e-NuS@<<*!EL3T6bqXr zm|}ws_E&sQa@nm*8=K_4rEod5o?pXo9|%gRE;pN4_yvy#Xg8rzhItz>m4nh!Z7ttj z<&E~#Jb2Njaj%{*mNi@vh{kp9N}Tg`q?S%X9x!Ut=Jjl7TgI)=_EghJk=Cy;6j}!K z?&G>&XJSsPH1_V%=7XZ#Vf;nVn`aMlQy0J_TP7>fl0X3Wixo+!CxY$+D#EAR4lQ@r zC1H)N7TJM!2Ok9qnEcm(g3G~}^3+GcM>p+fEN%PR$(v2DCL+&+oflXm>q9ZjGcg*Lf55-ITX_=b$k4ZVa}BlxKE3tgc%wV~Q==}#`QN>Uw$8*CF`4W8@^c69ZShiX{sxLsz0>98N&Woi zoczZ{-GxPNmwAzCZtW*IfWW{SK4t zx1!K9($FPW=SHf;b(6`&VB=eV!+^@Yuu72^2`=RjdV?^jrD6k9<}jMPVf=%zpN+;> zNIG@-qh>|fibZ_-MUwBm1-@Le(g97yt37>aRZZfqJ>1Q zhoXnRzWke#clRZX9t|um(AS{TT}3E1L=fx8W3}RX7(h%Z#i;e1$e?icMarij=}o>< zDs8z~jBLOLoD>*M!f13eo0p=&FrPSp&6<`>(PD#H_kcIIlaMsJ3t?7`6bLU*Mw!1R zi$V`+jW8~vXuxR4k#rx6`ea2+eaXpRg|GA3A<7dYJR@xz+>p`KJnYZBsG6@R+^ z#xim()_;<{U`M(ngn;N}GTFD5@xeHl!cj;X#xO7q9feB3^B?>$l?***rD?&}9$o~x z;<+fhX^aE*TKw@kbi<2DXaXp}bRcyFRd{Z< z0iUC6DK!TbFHgzSuqulE1!WqaSSIYn@~h_wUPUDRY!H1UD@^7POM>=Jn}Qc(44 z(5s8hE!Z&gM3^S4(4lLBG`@u=Y(YK*bwN%*2j-@_IPX_cvQ?-4Guu6gLW5G#z@jzs zrx^T==M1T9=qGEjPjaw#w6#E*bp8LR%~~Fd*G)&5e278Dca{VAVN zvqt+Pe(!sO#mloqbvLZq;1Xo{>=uu1K-7H|y}?mDk7Crwm;!y-w=nvyVqGM68yrop zxrQ;0VKx*cOBj2P#iJJykW1^()!c8mOE7nv@U%f%Mwn$#mZmIrqtnpT>zJzNGvavR zZon=CQSIA|imnN(y_tEah=cE8M>_XmBf-%6PEbFhTholwFNK6sfT5BV!b zQ1D(%s%cR8t%7?$x^tON7sIATmuRs&jW=q1s2gQI7t?V5Oyp%o>3i<8aPB*hSzGw#(yf=os!6;Tf%xkQOvV z{t#--E_?EZk9lPqCTMciceKFM4|59V6!;5?j%4!X5+sDngjJ=2S1^-Dww6i>yoDD$ zmC!Up*=0p4msn#bB;Ij{e@t^m-yu%S3Pj25HfpG8$I7=wni;ceBDKzxiS5Fa0) z=p?;Op~cH(Wd6^k^g6qSuBhN{c%3YRDZ2PI=d(stowc=Y)ZMIxD2(+Z zsH}|Dav%I$&!@QW@!ZQv>yI-cOPeA}p=O&Z1%~`B6<*lZj`1t~J=bOdFaN}3Z%rTn zV{Uhy!>E}%vdb0bOKOz{T^Dn5s8Z(=zN|3m-BGugvBr-0k4?E*LE7LYizOlJLVuF) zznIiQ5-_P9MZ?Qeki%Eay1p{Yw4BZWWKpGc=c^O;TLUMlX@A17-ypwZh}VanzZ&fl zOzsm=9tBR2QjU zE+M?oczK9?Th5VPmPPZURv3H#qa|>QbmOaScl}+b53^2VQe0%tVn!7O7wV6qa<{%k z`)KSf!Fgm|brOuI;Lz`7p(<`*9v z`)CcvKmL^D8=C*EOvy~|kR#sjHP*PsClNeqH)h7GhAJj+4eZtu=rTZ^fNVVfj}{P% zH2G(yKVsIDb<4=)UFHvrZT)EKGNN49DY&G^ljM8%;e23^My+s6nt;ddU`6JM5kjd{ z+7DP~t&BP3S#{%rHm#LWg^aJVIYrHcIf*rL%%9z6y$?)hedg`dqp!#}gS-ES)^oWu zUDl3mtsY)r963dIpV`sZSxIDgq)Z7-SmzXF3Gy}7gnZ5y4?2d1DeFDhA<*$bSAt~u-OU%jrAYcf<*8>^*2tcv9-_kL^=E(A_}3>0osih1My27ojYJa327EH@G|Uu4Z;8cuPyK8)9Qz|__q`{2HElK-U!NCcxPm#-|Byo?TSG(2qez3Zt!^#?nCV@}sU&(Q zJWS^e?!5qtj@sq9wNCvuSGn$yRsC*T`2ia@I8XEd7F|Lcso#DGz3fkR_X+3ZwtfUp zAW?<$Pp=y-dwaC!a;Ht_O}$MyMI1rH+^oi9?4U*wG{xVm)-(jt;gV<^(G2X%tI^h_ zw$i}l7->W<@c!UakM&evaZ&V9R&rJkAX5wEk840@a|=A_6$ zmv3<6tGu$mm4vRC&_+h6yPfUyj_RT9CN&OJ^GX9$je9Van4ptYjp3B5hWYLn-mxwO z$`eDQUTvN9xqHg3pEM*@xMy*;s^MsA_%n5n9O-ExIFUJkg$Lzh17*c%1izD%z%261 zDN1VnIG4~+Q(^asGnkXrc=DXf{A3koag2edw4VR5c0bAY)~N#i?0UEG`r*9aRTHBk z%Wu}%ZaQ^YZo{Q68?7;E5F{l63$F<%0rs<6{+*N z6-6gWzIO&ePYfr=a6qk>!?@fTg%CTr4o=E-LzT$Kh57B{if`>IDkcTvODt1-Tz@xI zlw%Rh;Fv@#nk1~vN@%B)fM53fDIT45Jj{5a%tz#&+ugx9LMCw6c(VAP8RrEHla@1* zxvC1CjCR+(qub!=|q{osN7lLNwE2nWyoW$_)R;LhJ4;_z{Gbf$6h)?a+b&#WomX20-rF8 zq@2bFe6wx4&XsW1hk4}KPYYEyZ}(RDQ%zz`uP&OStp#wm24=x zqknItnDL_t)tPd3ll9=wJA>&yA`D`I2MzG-<(z)$C@DxH!|U7k##g7m?euhu)4HA; zc2MHXc1vRJBSz6ilm0WCv&kTVgtb_-65D6iH^+AhI-#8nGl3HgkuJJtB|baF{+EG#W!ZMWx_$hahZ@EPYx_ZjQk zGkFB747YI|5azXKsc>Qn7C$O((KHWxcR)FKYGGZRU*^9>_w#BLTb=JdeEwr>o7?y* zc%KQuBh40;EMVfVpyaEMZ>=+fWdF+d##PI#_JCrqh5r52sEV|6k zzD*;h8r+Ur%^*&^b(R2C%VPC~QaVl1ssDFQ{*i()%3V{*DElBH6fNIA*8AN*nx{J7 zG3S4SXq(mgk>(^LN~8722exVP+m8G)N#;Jh+*9T+$i7W7y0kanw1r9IgrpGu+UAh488Af$p680yXF3U--{)fRn`%- zkMG(Zwb}E>&F5GS#OYngvDcZH4zD{lc$!xzBo%aAA%&?5t|irLzqp0;PA*qM4p3gF zbe~D!EgP0bE4)p3CTFfEwajhv%$FHjV~2EJNM;6fff!um>oUE{6hIl9&S8H2fYh>| zin``CPV2`|aIEiVVY`%));p_#-hB;N?Xp)=eq%5iK^bP=?I4SV#5ab{MkL>VFuDAL zSwePOreKycTf?0yRnqEynV*L&$=cl3*`v{JBU^g`y%y+-wFS%vCtBtR{3%X!!3aoZ zJ%2(=(faWMbrO9ujdrmFE$%2!@Jy`mQazE4)~S5~$;G@#FM7j07Lwdf`;ykFAhheZ z-W-p1E~(EzqRBrRUv3UQ%I0M|LuOaG9i=6Q#AiT2Y&xA@Rm%k9}_!5cM$ydgg?MWz&z#uP1m&`M`ZZ`X`7JuP%agpCg z5PZFg*_z7eM;c0F^di3&OcTkNCbVA#sQ=vBx@|&xXkd6JV!hK)Q4?;cy}fxJ1e;li z-kD{4=|U$nRBFlQC0nr8zdMy}Ie2#D_1`w|hBId70qM|)c)y49ir;$Dg^*3EqNP1& z5@J^>eM+b4V#cg&)r#W(+WMrCt+QZUg?{ma^rCaS*C0x#gF{QBw?C@LR?8`h0u`gz z_|YKBh8n{MnAJ$w%l`nWPzTB&SoYf3{y=*mWqEAF`PU55LqOe3I+IUdcwpt>tl&VR z7E$*H>OsnCSP+y@)$0EW^I1R$L@0e6Wt0{E>!iWD_gh7J1XmYs!37RV2 z3qeicgOM0)M5>JC6>IW&%H(7I`@GdGK6$$FWotWe;u&VX8p;^An@B}Tr(*iehPE}d z;eL+H+=j2}c!M5o2bMD#{T*$XJRes+5J#BJBLwx%)(XFvoPJRx8P??+KiKQP_;Yw_ ztfVzpmK((Dx)+N99w%DP%1jlkc`>vcoaUpQWgOa1xs1@@cx$+dTzB-%$9hkd@v(uW zujy79vJApnZ70cPlUDxm4)k5A|kx~e=?Vv{AZktZD zI*~c8{iVENI#Y>RmP7r9J2jui$z;`9&+;WGzZKJ29gnH5U42KKIo!^DA+D zaI&WJVc*Q=q!fOtG%8Vq}kpb`uK zYOg$vz{OVymaOU*d@e$i<{_=IETujfjukFD?|fx;^ChgW?qu_uka5 zUUr0bLer6oTT!halRze9d)AMCt7?4y?Xvsi^3eFD)E8)p5?0pa5N)^4>eQ7+SR(gO z`{`S@ch`@MpF_Ka{^+Q{t67*|u!b_?1)c4oWTyW%L|mj#Nd#OtVyCY*KzrS(Qc!MR z%{@9a{(cRU7v;qcPal-~yI)kzO6{byXD1QnTE%&k)%+XFV*3LxL|RH@_@o4x@i<&r zFUEbuN?HY1cE5GmJ6jh8^k}U@w6C}5Ykx4MT4luZ(%o3R^Jk?@3QoSAKpI%qJ(ur4 ztf=u*kK51Bys-dnHC>uEoQ@9FJ*b81ds50P2~e~?p_#F~Wsrtfj6)v^SDB9=3KyWb z{R?2l>AT8F#cH})E0||UEsX&^Ken#1>-@Z}?o+@%zd={Q_LcDrN{oc8L+oyo?vEpq zH%!Zk6G2o9{v^Z%lW!+vQ_$;s3zGC%MlyfWb3IW=#=BXnc_1H$w^{_pCRVo1%2o)- z*5%`#-~E=#AD8#};x8*fGauRiU5hAN@1FGWlS%QX&WA~7RYx!>$Ro>dpw+B*% z-`X*Kz(QOsNO`JvN`y3x9#$m@3TI`I5M>Ey#DM`0Nij`eucm!H`T=4)H_T>{ZtQLg9Fjs@OQ9g5ANmkOlo^mS z2(Q1j1+7=*KsOJ{6W znt#tI^7{a((d0H&TZz2UWg}0(sR6>Y|9EuuWxJYLaqg-kcFf1yJjP9ih&`8Qe`6XK zfDj5^@gt#+Xj8jIO34;@JB`qTo%Sy%DDo6Yh)FcoT2@{~nxUxB{%bP zE$%g4Tb24{xzKFb5As*%UNcpZ-bjhr9TFvWDfQIuHkywR`4NPVpzR*{`>lwvI!}4& zMADD#bsR{FccD=>5#pmnWYMN2gmh1B&`#r_ugmcG@F7Cbg00hwgiRQaL0b`{#D4L5 zWW~OLKkA0YZwMgS_EBX96K{c#iGvd?V8f)tTb3z zG{s>mx{Mdb1)XZEZ3lN`c=ON?4ea@#bnM`emu_^#dxW_qrpfU>aq6=3sr+oxN_Gd! z`Cc3`R?{flHcQa?j8%#cvLXF7-@Fm3P0t?%F#t$OC8tga@iOO0EwzF>AND;|v~lr( zx{9K)$!dK_>}H*$Q#qTFrsHTQq@~I4bW@R9v6qV!C#@GF52;!B-0owAi+Lm3b=D?T zP<)*{xwT_@o(E}ClZg!-O}Scgyn>%iWbN7```ESdc{gFU`|p5uha+}?>)y_nm#~z7 zbtijw^qZCN)V~V43ZD8 z*kobSU;#~gnt4wpQlL1xC9>gt;Eie$CkA1(%_L7gfdo*aDTB19)5@a#kGiq~T}Bv? z3^H8o#^<*y&Z&f{No05@9$aG!al819dg80WU7x>bRzIC5jr{>2qrm~03wKY&JbI*# zxV}-}%U;GtA8s^2g3Uqd+dLD=uc>xtw)q6!=Mw-!v?T{yFNiBOB$OlxDh*|8@v@ar zK=}EwfTtl%8xeZofJk(``oXgcmdD=mvp4mu%lFLie)$TEP8tKbV{u*sx6eZP5;*^x zAhPI`%;f?GeeP2ZuNYDhJ?@fQBqw&a|h0<+bpnpzw17<6baEua5Sf^X;EB588acF+B0 zP=b<1py1R_TQ8>YnlUuzv)(biL(Yh(xUm!|Zl0MR=!l2_xXtIhAR--ec6fkrq$Rsk zi~l~-X%sH7=%iE~*l}#^59XwG<|*zx1 z8v*4yS{$*Vi#4PQLm*b?A9(J7h?<29jQZZ`Yj7>`5n``4>A#XlJN4W$<=0&R+BC7} zMxT-P=x@2&U((l;d9-&jZS0)4l>sKr6WX9@ zm=Nxzoy{wz-PkkZ%uo3=BhIHN^SNDMJCXodC6GGVsA7Gu8yW-ygd05Yui4nozS${i zu*{MP&xW(>#Q+ibu+Ca8JOavSKdF8Dbh?H#>mC+qAj;;g&V@WyIYreV^8oFu zLgazul$R?{X0FZpn@^=|HhI(Tr#qaoLiC$l-Ode~a6No-o$wh`Aw&VbxXS9= z#qoh*9?EIjrU>Z-p_NJ;;AT?wi+QAg+$)}~72?8=5Y=NOehEvH>X19ndC1|c3y9-s z8y$|1y4mFwH{w(waHR)TaArS`G`MBTHqVy?XjyV0Jg}Rx z8~ehe1NbSsj*-%+6_8F0={Gl#udwQaohyBiC9n9t$|Ti20jK1=_VYUh%^Hg^(o4*p zjvY70@`< z!3yU#BI*8o!(E8Iu4&`!FK%N}3OB~I5V>?TGYMog98^SUeJKEPBl^T6WL^O7t0&jb zzcIb>Y;{)8euScn-jLW2>t5m2HpT7iTe*gtK6?WGJYvV?g|kF+ZC&QTJzP}>CIbQp=fp4@5=85X6yEugbSQ=@{sBl)aNJp ziYSdTdanbW$}*CbUqPymwd#w8&OP+~K;v%=w~agMg*2ipXPO?tQT`-!aOMY7+u+@bq8-nI*O{> zj!Bt(yx=nO2;wQ38Vf+-wV?oe50%y^%};G9%*`zaz`A~LB!HpgF-Ptlt9@pqnm zt`#Gp|7!f!d=AXVGtcYv&;@`NdK^g7fMd`-Wg!$8`wU8~X@&dE)?4BUWG_H%D^~s1 zev4Ly`ER`MN1LEdC|;FAj#Ks=#j3p5mK2 z!LPifV;-mSSjUfl>UJLzH)-RCkjCC_bU&)>H(^&LSm z0Hy^n@~D35MlM}$Zxvq7OpF?9>y3x}N*%Kk6?G2)v&n@@G6Alb$$qkK-?y)ei5_jf z=f&EeB1+fDo1~&GoREMQ@d2UzwH0h0B=xLaZ-3&Iq2uaEK!(@aS03QxN~3QQCACx5 zi)nYCM8P(S*uW=grfSUA0Hv{+buJ=2l%n%F_5_U)2&-C{KIcWNrP3p1>@TzAFfxZ z-%%Z;-(lhfw&(+WH^b&q@9%0u+yVzyVe15jvfthq)%k=ENSGaiB ziw4&(XwK;oPidV8+Vk#nTpyTtIMgRV%Jq`8+cMzNeHVy%KbPZ&Mz|ngKr2L3A?u{&aCEy zwI8<{Xv!iiO{P?ZwY`gL{i9ogFSyP9MW}(7mgG!ll^%bF7tj1blJr&$$jz8l1bC5( z;`=;1&YGsa0@(+hXsIR0r!4-kk~m^(<&!`!avxA_gt$X z7(Iq#QY-e6_bxITkN#8EsB<>^{+^!Jj(2U9V_{8~1RUVFuE(?&XC9>We*YCJ=qa>e zUl@M^mx^1EV55jf-*?m*Qo|C5C#?oF>i1K_qV;ytRkz~x37G~)$*4}(=V2dpXYH67rc;jv)Mgp+PuRdUpVGCZ3!C?TcE8(b^!yP@^jZSD&XkItz( zMJ~unq=t!ExXNW?A3yA-m3{2YA@|)TAAdUE z_@|ZT@?f=i70+zY4G(=kN48_>#hl8^;bFo|*X0qVvIdwE5)Tb$6IoJ>DZS|dEA;NE z{?^$CVUDBXOXcOeF1<9KG~w%on=`%iL$@VBz#q#zCkI0Z(uN!hXAiXHd&u$pmLbVq zVYzk%5^q70jZX#-Q%Gd-DP!Q5%g>QUr{UJ9EGYGtq!&fUz6YH2umP~mfO%(|*Gn~^ z_YvIJy8Vz*G@N|)-l#}fY{8<(0W{^hEb8!_t2<~B$`p`5$lff0RcTJYtH(KeuVg-j zE3;DClO-DF6EA0t!Uito_V#Drx!>0>A3OjPaPkqBfsyc5lNw)YiG+*;%p)>iga?*E zq;`R*F;W#TycI>@s^NA?;iy=+Z*@bgh`0mIc|pTUSa&3_&jHI)#n{`FD6vZsq-IT0G{l$GiI)*_pEi%jMS3b;7)oDYrCD}qt`WQm2Np2 zB7BJ4I~#!f+UK;%ojMboFQzyA`G%4jUjK~Qn&j_w@9jCexD9MFC-F7kY*Xma)kc+e zvmuELcj=!QPtpLsFY-$sB&GU49z4G*9Qj-)qWHr13ABR^;b3o9FW50#H&w;Hs5|<; ztjX}kYyH|b@%hs14$gviacx&q+eY&xCrnm1Db&`LP+LmOzLRs4B!jBTD zIqnF!tcM#o>W#`LrDZObU_BDW0m{$;$%<-0i;sQJgjiqQ>36d&&bW|T?u&Eke&*~p zNn;ErUq$~<4fDZObG|NaOMLyvB@$_DfTiKseP&y}7I!6b&O>1^ftTr&ZR3)MLQ*}f zs5EDsJ|uSfFYV+DaI@QpG;&tmd|bQ6 zDKPi+PS|aqW+Xpf>yUwqn`5|3d9=l$*szJXg*M|eJYQadMOVK&f{?wSI3u9&iY2I$ zqQ#mlw37I3Gt&tO+6f9ENvRhcY9mgW+I(~vP?PC>@y0$TY>edc?$kc|nIq#}zBCwY zDFC*zM@TwQYAlV19Xoz{{uDK;=VXF((jV=bt=kJo*$byk8{;daWi>la`?nT4Y@K~v z^m)@-@_2T}=S^x7Z|hT|fEUR&1Z{9m!mUPobXsR&u{^J}jD=f#5FL$=^`CY*(c*q% zg;4-4N$^w7By=n3Vow5I^le>(&^OYCoo+-v=dNAupUF2X90zaXB^AE*yx*jWnuPm% zi8Ntm>+b7O9_k6aNHJ?hVP2!o9mZ@CAVuzq<;ybXstu19vjFE~8jCv?pp9QgStDKU zFp9MM!wtn3mpkFk8`D^#%_wNGPsK!>haxL3pizsWCRNZ|C>cgZx%Dw`XKFTix{PK3 z!u#cd0$fUj>e`FO7D8On%Q_$@0IHyqK>N~+Be$cBxOO$INBd8YOQ}x?!gLbt?+-r` zX|hry>OxhlcB{hXXs>xZ!!1kvT0uAr{qcLdUA58 zFg(Zs^{SsA?2E-`;|T>Qyqo03*3Hwg%7+PZ`)@*0f!PE3@a;^vR{NMxp5mnZyH#pD zLUC)e(K0<zu+D!vV(Oi+)h2!Yu@=B6 zWj~5Wpq&ou81!w*zD_Db$_B^yUpULBW?8GpGprR#`T_{>=8TX9L%j6UZwNQW%jWfc z!3d(KY*RDB)kp8%`2d-%w4y19M(rZ7sK7CZpS({OJ<1Vgd)qu!X4uTt(Au+x9+!Z+ z1hnAp8;UlI%fAd_^&9!so>HVAmh;L#3=`NsQK|WcWtb=7(Q4E~nV&onyAi(5cZORXOw}7imx{M)ochJQ)_cE_I zn6tSvc$jf97N&TV%+1At2;@HQpc zykJ=B>V;0}D&ZA~%;A%%W9>ORI?JpDw;iZ6t~?a{=+Aj^RqBZMtO@?C4eDDF1B;q@K9r%H4g*<43L zA&c-jFiG_cuW{*{;|e!G-s5r5@)0-`gnbIUZF-zf96>l|CB^h6{|{Mj0uJT+#*e>9 zDjm{BWhqINm^derQYUgq8`;UIP{|fTS*F#l#WqT*M1?_RtYIoD%%PG|mWV3&=eh6Cz2DFC+7Lm(&a!RMhZ&5$_t)f$P;TDkY`zh{F!KWFN z_<>oHa>fWz-`>q%t9*L&8tKp1IG8H$J6_^TS&FPsjpvA{w`$9|uNS0-q})%+4c2V2 zXkf7i2&LnXs&F?P{J4o|Q_8E(+Ga%|Le5Is@Hu^G$e9642Uy}L!*GlXzD0dbr6{$I zKc6mk8NS|<{^R-*N_N+t>oyzA*k~x$Nti47a9z-xJ~$e;lP>&wl4|P;>XBh&A$LIH zZRB!17bir7G(R75roR8vQOq(!BI5a$KI*%zkuCRHlVL!0HI4E^=SR5uSl&SMH0t~5 zXMgc5pe*e~%-AH)!hI=MB1Bsh+$Td_-yRlGIIx9lXORY#bEfc9NlOih)4Tt^bbWMq z(;t*<-y>kYj`MR|p0_&*46%dpaUngc)z~8)751MI(+C)U^S)J^;_JT>Zjyj2l~FtaK2yKyX=rW zZ>1g<@orJs@ZbB%L*Kxfct143o-L+uUBU2moT*50l5%iY3Q~lB@Ke-S~oN0V*;EG+aWQI!dJ-DuAAi*(%*iGaSkFQM(OS` zGw2`7MgO3~Qi>X&yUMn9n26yV-(_J~^a>C|{&S%RM z43Du8+YLcu`yFpIC-C7i58IA0h&$*}BT-l)E$|SLWwZ28P_DppI;GnsJbB!j&8y)f z`Q7}1-#os!I!ES8(hShV1~-)*Q~vGix1T3n zzL9Dl3YoaH0sZaR={Kkqz1mRd(EF%yT`AEw4;WISZy#*FC@i>U z&LIIq(SNKNX~Jh!HrEOMz3}ey)1TQ(hYS{+Z@Wq@jvLfkd3uXchGT$4@u{rR!4~7Y zb-Ox>?$$g$RPa`avd?3QQ64r}YV26CHbq57)-S5=I0ua>5k4N!b`qAGdzO&NxIwO7 zK&rVX=m**}MS0du`sHa_(>uuQ0}^Wu=*LI{EB&;(*8(y5_(P@`fbq)DREF^?2VC6b zyBDIA$G_x?@dxYcJ9NpGlUwY(s8CnW+0PyuVdDx@V1+9FRSfxAJy3+HP$>r%OG*%C zaa2gVIH&wzr?$L##abyI`d-ZlR6Gx}T;=y$NT2Z}PoYQ|nWEC3e;E70%z=zHFy9*K zmGj5)(1n~)v}K9@^Ual2|IJFq_musEu+TuC8C5dQo$1=>6!q{mvNaAHTuV`Qr+V&c zPdlRyJHp65!upo7`q(K^UF!SeT_A$6jF2Kgru@6?3kF&K-NlERK9tU%v2&`tghZJI zSSVp-CURq6@CO0Ktz=S)x9p=nI1N5HD*Y!~M>n$Ac6zpZyKXdlI$ddoWXyxKkPUns zwvOT|T#%x(VeW^M%R%;dKJi29rK*qBTNkGzYUKQx%gd9vzdCwLiG2nP$3K}FLc858 zWGFYdD$4Kh*yfZkVPAbV{;wB+qIRd+r~27mJF_M6Hpt@Yf4&^e+>DwmZK@gLn?A@8 z+gzA}#q93B@P(Rvq}94(*95r5Ht5qY^Le;f`iWX~8d-5& zopqBzxxSBBmDRl&oY(ITZ9cnft?@-N=}22AS%dO)ZILq%rh_2GKU69SD>yR<(8zOR zURgJpJKty~f1UrkM4LL(n8!O_56Cgo&=96~G{bB6k$U^-f{avakhDOQ;6q9`V}8P? z9b^ZdVy(uCQUgJ1dpK6n|#x|42h1oS*?h$Hj zzG+a8u1DB6{ew@;haHQ&-tjQN4aTWCdV0u= zE5Mxm)%1mm9lZx4&3^GE;?r9~Zm1roF8N0s>jx>^pYlr>sX!Zj{?Xz6;16@Lh*%~F z!I_h3Vw)7fyW(tzlY`TPpLtu+-`R=@(hr*x5IeKT6k=XmKP+CT`JA$x1-e#T!Hy!? zsvbP>M+?^HZ!5#t^Kv!)vb7IYz~YW=`15W;Z?YoV`+O6BC)2`Ql#jF6$r;dPH2a#p zlC}P;sE7}RA=kU)6j6>$J46VA;snhFG8av}1f4(Y3gTVupdF^?rUP^(f|90S-26p> zP=J(|b4$g8qlAaFlUK$^_gD9B0?qfpmV>KF&0LjgTD39w-#MDBExDal~Y^h=t<3bN=7y- z{zAQZP`8+|$SbE*`f3mhr?AbgSaJH(30tzh8|C`BJa9v0g=$)r_&%Mp0<;YvLrpR! zNLeN|0B8@hpxnhPsTn80Vh`+TF^=1qSFnCMNBVbwO>|&c4R!`huiLc(J&iZY_c#?v ziE@&DCoO+MlY*v;xYuY7Q76KqLxFc&PeE6$x~`w#LdYxo67n2*+JR<#1p=PBCF1G< zifc4kn3rDjnEsxR_4}E7ZB^@%1(*+ge5h>>HZoK%LIXo+yQgp6bs`05YEWc!S~0IN zk0{6LH`Yz(wm;bJIHEy4j7`k&*b?8{>|-G#NbXW@B6G>c(%Kl(X=)*Ze^Jz4jYY?A zs(aa86QE={m}W}bEy0*ONyu+$=GU(ouBB27((_565>l=WNp;z{)2|% zrEyChS>}h?4CR6KdD3oY1Sr}%#R}EB4(L{o8L&N7mEL%C+Z-ZK+1#;RdeUHRGrF@! z0Y?v;#KihVQrt3Q?5w04j|}z(TXfMqMtP085HU{RVAF{jsKj1m!?M53@jyX$t%%~{ zITD`MV7S|Aja}&)G$tg9q7EELZQn2B*y#yHp+(t}&oC`Su|)8xgTZ z@lPutYR{^SDjeaC(O-{*-BPWbE79-lLut)ND8><8D=#0d;bjL?>vkA|_gL#62t;O5 z_J1qdHOp4dd&!)<`ekjqf%Heb#!Zo9X|UQ<%&Y7yOS3NeoKfBt$pf$jCS@j`u+ty- z!nJXH5A=#hZ&fBdBT2<2Si%*)%54)VRL+xzFu(-L>V7}{ zL!Ek-HJPcM1^7!VK*1at|NW&DwrQYbKBMw;t@*ADFWM|g)?c+b#4Yq{|0E?LVc@WF z0oBp<@W}cs{yh>k771ORFg*oAHvR=pLV^!d$}5uI`c|`@3Boo&--@|l8wqok+T(a< zB8I(fFsPB|x6j~4BWr=|-;CvDpEK15av@OxPXV7Z@62I$7;?ERG0u1OI`~0~DZ!Jz zd#|0@lVfzr3afR?buDxPNmF7Idpus|%!fRh5&b_bF}^*=)kkbPAIJG^<8lqgmmEpV zwL~|Qf5!pGxb|a^4~W5<_4anxq3ozOgP(ol#D@}pYR6mw3RM{CZ|Yaq*r6>zKMLI` z6)8!F$&5;Hs6K!I%+z6)WWzdhWpxV@F~Uftc+Qt_hH-4OwpTsAxpazG9@vX)r}s7d z04?)?q=SIe2GmH-RzKvz#(VuFH~k3NI)mEw@ix|5cx=gRiV+6gMfXr$B0#eqKe@@Y zpdha=-|MjoVYd)FGz5VOWb!+h_-4x{#sqTRAhv*E%!QT;FKz#e1dnuPM9&P4C|)#5fjJR z=!%=Q>Ix{SB{s(k4$DbMLXK{N1U4-84sTuVhsHg6Nfse^krCkw7peuPPlOD%ML_RS zRD=3}zmn9z{fMA%nq263ul##robF7P*);m0@ox8c2Q(}aZ;=wo0km$&5|bGk8kAA< z5QM0S_(IX9LBwnJ*_M`D>r>~Q{tr}6jakVswy-e8&9&w-o7k?bZ|Pe(b3kbJM9A+v z`1}XZzrEFlXu_$5oC3yZN~<#{rH1T1wvx~30khp4)*^*^8Zs%B>NB|%$-`9|7oIo_ zU!H>FGRt|TI*El@H5BIJ?%^TI;y5Egt+JTsG;o?&ae%IK%0gX^mg+l@c$C%M{L2)3@|kDpma>BK_W|3@rorq74!AEtoA!X8JZ zc>{%kdPlJoV8$}s0#~t8LjAyWh82G;!JrV%mVqIo@7{M^h*rSWi3%lLtV?6(Ws3=H zJyI_~96MQAYPblg)H}c%Ga;z4BRJiQ#zSHGjc<<9=5}!+WE^2ux zJp85>BH}Yc>N1k^m7soPqgCrqs55PF%>&6k96ARWosWTEGMiG_8Z7Y3Rmr2@afz^M z{6Aq472Uxv?Duxj-|YJp6-;UUKWo&vm_bPLTZ!80zeEB~O=P^l8WlKp+er+Sa(uo- zLLiR#6muZz+wZB2_X}358G9jDZJ1S%fXh`vs*<<-CHgk6J`{{Ut&D|8ikWo>7BOLmSWiD z=r<>^FnUJc`(ar;2S+``SBVD)mEV(>q=xu#c=Qq$vNu!Q{vwG@+HQ>0F0}FBU#x=+ z{5^KwOdw)yxGmLe?Ie4ysd{_+xrInOceOuxKwM**T;Qo5b@}M@hqM#Z@8|d#*{URp z3k1bt{CxNzoE!Y{dB%E{(g~L-tr^0qZm6-&z|h=3Rox6Pi87k}FzGEMF36d7{bWMN z9-u63*Qp2_b%roDECon;EWy*ql=9;f4j`O@t3xpalswlwCvjq38mD3nNl3_G#DD)( z?cIzKp~;jIsH(fF)1&EITnK<^HrV~ z6H7^(BPq2|LBpbc5yiaD)%gRHbv{rh5P;Nw`(Vl<=qu*+I_@K`vG`3Y;0SQA#s3m; zVB+`7F5Zkxdxb`={F6D;+z!Y|s6jrMN}gMuhY0!JkDj5gN^Kg14n5Pz7mj7Qyk8%F z`x-(YQOxL|Gyhh9kv6VzF)e62fVrXSp!Qs%-`7dj0{!HF5~T$(_!CMs{vZN@$73m2 zdPhQ{L8AX6V91J@6sY$ID(V2X4an(04i3ubYhLQPtv!QckC}k$BjA;8 zYc1S%b>!j8YL9zy#r}=EP6)g0Za=+GH{H`z`pjqT@X-9k-;Z!-s`N3n2oim6?^xuw zp5RZ4;4h2wNhh}WEt|Klei=OyjYJ1_r7UTg;XA0J(dv|@tU^`)B+DG}CALHAEdt{+ zh^Q!flKOz7UQ$TZwB~DnSbbk$Wb3h2_d&mp4|;hOiUz~o^Ga7@O{{>Kp?^#KL>iRj*q zlFbdOMNyURUdvm0P{dm{o?>bq~s7K8k1PNygiUvTH#># z^J)&G4@`7FDUqh);g>;+6Q!GvBzI+ek)Bz*gPYuR>;te^Qa3sNvRqSxPluJ@f5TfBP)F#_Pd!XDi#kg_-$FGUlm0 zU128s46V9Z+S81Yat$zWah)fDaGcu!1MA%B=(LKYw+I`X_%Q#QSea*uD>$!#Q7zXizll=(4Dmnz>6a8(;=H)wm{!I#=B3g{ zgE~b&c!ymVFXU`EUI1TfSYUj6kz_qK*w=NNt8B996lBiVj7e}r>V~4i`5YN86{QI! z$L3!@cUe^&of+SdmokpR6K@2)>B!QWUhOfzMd;@!S7%L)AjkJ-YLgipK%f8vQ~-L> z!HDeIdeyyr4!GX>v2g3Va{|g9D}mY#+cv4+HY2NTt+J(3I?aFl;O9yDU4B+#vWJaCj-TUEL+`(jS!29ez!5i;M<}69l99Xw@`Bx$9 z6GADftx0`g_}LrQ08Rgrc5%)&iC+CMQMY??L#SJ2>H_5M)=tm_zBTA4KJig_Z zqmS76dh3CWKvhLGw>syDyK+#!$wIo{c<~D#y|Kp0(p8Z{t;o%dTKLRh3dIz(MQ55F zyd8b3*dMB}w3e&Uvrs_x4L?1&St6z&{(zYbMW3lYpro;D{p*TYDj8Kr zzstN&e0plk-G?Hr9qTmg^)0TPy1%|RxP;4%2p!gt&r|dkkS1fDX#({q#-(ATAZK@4 zIZXsH%ADmSf@RwJ3O}zB8{O#IYHhlE+Vo3_4Sk-n`kIG(3jUna{I6;9H4iNwgR^lk z#aQj>nFV#83nbict@if6D_9`XvvuL&ChO5u6727-<~|Jdv$`gv*!EKYp`G5?C?nWj zulyG$xV6S{|FES~R!Z@l5v3yE@SZ1H9!fPvA2`rA)JWRc=oe`Zk>c*s8)c$6PTOsb z#-tchKF=Ow(DGpWZT99})ItZj5c>}&7KB_=^7|giVt-pUxk=Vs_vZ&K`K;hcgMhcp zV|%6kkgeJzALPb*XG@9PE*BQLOcaNek66JSy8tC0yTmub-(C5xR8(rrr_Lm%DZG^8!QT0bxB1@Aw<>%3(C-Sv%pi@k@m};cHqiXc6)rwi!llr>e zog?eGH{IVww%l|V`1cjdecj`;#B&A#;o>aXIh)GSvcT3C4-ki8?NZDQm@DC)@sK05 zp*Psx;ygV`y6t^co;GJ%)IFV%0^;D~Gy9;NL>U5(^*EnFcC%AyWGGyA@3*^#GLgu`3!%xQ z%M>|6=%*HmPwYa*f&X_OyRRoC?e13}!O>Mt*dRpFe@%SKoOd1uU0g-uf_yt%tPGs@ zLA&c3VEeT(E=>Rqb~U$4qCZm`@D*=2ba6G65sb&FI@2#EW`z35Nf=b@p{TnLBQ9*W zYkG}TxyLRd!VlSpSsU+(32YxIgA+dU|56fMcdDP%4hwz34ZU#3#}$c`D~I@Nlz4T` zbd|>zftUjNW;Zu_$kS#4viR`g z<65z02pvPamug&C-mYE*EeX%KY4;aF>c(a#yg00h@UponhS!(|24EY){7P$Bk! zOg``Eo@K48U!Fec+fzHKiK$2kt4c|%P*sXgbYI?nn-DzWepIM#%4#3G1$ZG?+o{17 zte($SlcD0Kxjg+#z*R^_=x{0tb_Bh#^~zE=d`x|lG*0;8?Ecm7VA7!P;%Wh+Fl>tN zfAOfFJTc$yu#4S7D8~DyZKown+D}Wo;F^Ity&kA#qh4zxgX#k+^827@ zC`R8~{c?TpRMiYg0jl(7a+c3VtDccs#UBU(Znwfas$a&)2B;;fxC5bDEYOt7&*9U^ zyYOETO2r&{ZuQ~uHJbC%8`4W_MI2Pu~=z`B?IqOf7?XSYf5Pj zE_RC{p_}e-gy#WN%i)%h0Pur2JdAgPjTLYOv$RAh&b5P`t2Sl+9Uwgmry)fq3rZRz z{~c**|8ZmkiAq57Q??Z$%63hSN+?tL9$3@fF)?K3h{qMI5LRVMtx%OJ3{n_%Bu8b^ zbVrB%j2cR{#HpO!-wa6#fz&d6rv&0Ngu0UkRWF2Xd& zPJg{5K9eL0LPK?zx1$=EEha?GUa8UWYC(QbRA|R*8sr=M+?)_mDH@T(2{)zSeaITT z?0&C zQ`&PjDv?gBG?ER<`38kHui;!4+Osmg&?uTBDpqpgHU2 zUtRh-AhYaS`_`K-7E6SwBT8=g{meUq@;ai(X3z+&3b}YsbhQT)dQ<$vD*5+%<>&rJ zQRfbsgSZ=v8tV7eu;ro`6AfN1DCC<4PNbb)d9s_KAZ_Ki@MGP-J;7vI)c(dgZ!J{; z!BqYs4)|do=v!tXL6jzppyxuWfL&TJc+$IqW#$TeTAtnEy?Xu-w1hTJ0-z=OFP7-4 zUyqe6JN}Ag(_ElGlf!iETvha%CwG&~X6uPp)+hJL2;RMe*}Q2@3s@rd5m*1y)IG~i z(#=eeHl08=+~zr-9EX1q!9Tu7W||b5+$`@-T!(LM99O@_2Qlwv32&o!B_^UN#wVO;mv5fjn zdgZ3hTR3;naRQC*ZCWUeEo_^wMTGhtIJ=1odA)1DZdBGIM>~W@Z%$%IAWGm;D_5v4 zmCv+5ONGQc{qn2bXTArX3xA+?l{M3)BY0N7g+`5y+e5y5qdMQ zCzs~NS_O4O$rXl%uH>y0Yz4~$6g4iST&-fSibm}2{Y&D0SZG6SF2DbPwj@WLSpd|xHM&oX%isS1C$8~=tYEgKXerKRoiMW1b(5Zp#iABF>XQC|9+E!W?=PC@3x(wlw5qGvqZm&G2U3sxZkK>-UAX8ew#^iKmsYNz{mP3 z9M53^$yW;slAcq(h^L#4P?pw=>nYF%)V`aIc8iJITe4@+))3SLpM3~h#Ka5TyVSDN zak2*h(roCo>4MuT{GI036zYe9_xvuZZ8fOZQqIzSGR+$|gu7y?$1B$Jk5}x?Os*PK zm*){2F#6CaaW&M>F;|zPWtj-u5OZ*3;rFGO`APWL-D$@Pm1iL%lmi+QQCv!GKj;WX z8S~Z|w+hO_DtOEpe>*vV;25Un;1avUo?F^8IL(Mm^^){8{awtiLfi^c1HC`3aaQ7- z0jI^%%M3@<`2uuJ&k!J^DH3J z(5e!Me>GlP&EXHYzKK^P)YvV%r@leaau)`;ROPF=aG&jtx zz8y`h4CT+YTd(Vv7pPTPJv>jM{|U>K;a<(H z>#nlNXoP>t*=VbmukC3eGtE+Vg(@9kTew?AyP@ZNJlO5{tGL2-73-;O`u?DXlY^xB zO2G&<2V7hgshu9#XL{hz}(i^BmRSFPS^1ZG-Mpx|Hbrs>Q_TC8kxE zdjY|zQKG2jtWQw;%(xxi8S}2WP$}@RVn2&-O4j!s#%0EJc<1mf8+HM#1elhOS)1p* zV(n~R(1kbC&z0P*s$ubpWogR?YwzKCRkk?4iCEW6Tf!V0nQ3k4rDwc?JnKD*4DD!# zIp>TYm2dYUq5TYw-PFZjZxwszDc1;m-+@M)ZWv^5mxUH=L%`=`<2K)aiq_z(ty53` z^=ilaMu_jQ1TH<~*lFeMs2Y+6Y`Qk>?iAc+%%_Z_oJ98Wb~9`hk(u6R0LG?t&RGD8 zIWEBjL$!P{u+^UTf{KWknA1YiarbI+_pJ5K|9#`M1>ejMLAX8j&GacLOInTTzxgKL zuCHf{nR|g)#+TJ08QiLMv4sr826vDMF#m7n`o7UQSd_Q;1Txx@flL%Ct0nl&>Sg*bH9>G=uB zG&5?4w_}!_rx^WjB8eYaF?`y#d`sCN>G#bR{S1Il-iXi4;Im7>Hk!{>EU+{s`SrNE z{7#~~DPQ0PFTh0;ilnoER4m#tPA2+GL%?#iAdw!r*|%1EtuGgz$WU{?ra#m&c~=WY z$V2mLj=F@U76xBC;xp^chuv6x+EG5eY_$Eu>rM#(fcfq=xhlAGbd?eW&n(v@#7;7{=+(Zfyc(j1}gvixNIp^}yr zDj?W-v>fS`lRVhES)5^jBH&h8{mG5jT+9{|6~c<>=Be~T=Y?DX7k9K;*AoRC#M!iI zetuT^Q;H8bjeKpL&>oHaN#jN*KR;X-U^lO!}8 z9puwq9je8*MFG95CSMKk6Kh#}l;lbv6L0Zj6s7KrZMWqA#1ASL%gZ}HD$iTi_r zi`yKqOz9UZ&t>@({DlDRz~HK)zamDzEY0zT>VSbfy1d=aJC)_?I-lVP!uu_Sq7$E2 zWS;5(LD=MnNgz6{-vYIPtJfX=KI)w)z&G$O4~A z?JirM98wjR_0Z%twA~Hp-ODCm-hmR;%>#GcITcf zFC*AV5vm4c5)YB1vf58jW4c+Z~yu!kn)EJW<$ov?y5SEYZ&n ztzGFizC5;s%FGgOOG63a*AIzJ4Z&qP7eaktpSB&Xvp#7;O1aOldm0{uyv9RqAu7dt zLCfAO*jM7(EtIJJ`?n0ky(y0ugm8}FLYE{p(Nfl_CI8;Jvzoit+Tp&sS6pI(L!dmR z`^*{0CJAo*yT!>`S(G!B1b(9{?bOY|y8QPcgJIN|R_jAV)k{c&Tw8VX94OvQ`F5nw z*xrbq)I~RTXa?I|oRf<~dvh=AC4c>*83l@f?b_jilo!W-9VHuZc%2 zs0o)_zUJwb)s!qcHh*pB=dPCX4{4>&dr7yPsOYNS(q@gUh-RP*UwNR`O~^-4=Z91@ z)J8uW>;~;f3FcAMjEqeJQcw74)W|rWaNscv;fC8{VM-@A(7R`WTKbtBmGOZZfA6{v z6rINUs}Dx8O_a3KFlrO^1US1Y0*0f%V!~$g}y+Xjvu@G{*+f8{ru1O zr6Yr3U9WbunJk`m<7^ky)-bmHHYyeP!M`ROo5$y#Bd+j|!LzRnF;B;o!vb{_St zx~;5KGrg4`zyIABu&qA7o;60Qv|oBo?M51j;`_C6`|-2_`9i7*P&gu0GJ0fhlh&`XlJ{GrxOmD>F#Iz(J`vF_2DvvmaDsV|^W>UyX9}+oWh0%; ziHDu)nYRSbdv4saeGiD+c8b4z>3=5Gdsb~y_G_`M^Rw$Mns_MrowMxPpm1{QNabm+ zvD5W!<^Dcm^mwG4eH(&HJ^cm5R5dQd34mva;IRzxug|VL`}S{ea7r^f`a-oG<;zBZ z98_{kGDYKZqT2Fyq(Nz-P2H-pW5tu>M!ypTRdX@*m3%0j4>~=w`eF30S>{`Zw-xpj zaoORa&mE3PdTe-(;5kS`-*IH*NncaWb;*K~9<$KC_N`Vf7FVDc7}-#j6yt(&)$ZPB z*3TxZxMl&&H-lP_xFV(Blr|ZEY}_02!EMB(&!72vMnLO)QJV`>M2CUL)2IDZ`*2*s z({sGf&G;*FeD|ui2ep}YCH}rka>g_AV~AVkq0AJre-O1Kl{IsIUYlu;67xJUuL!RI ztv&XMZ`skk=U({SudWVm%e1c?%C+yPdf^Dac3uG`UnD>I?-O3$pMMY%@ih#6+epHR zrk>#5J3g$At@m913Rp#-wsU#AmPYWNkBjpOyq)XUGmwHD_m#N+mm`=&U&PlGPG9Q| z+aXARGp`j}L_Zvjq^m}-=?tmlAnV5J?peN^2e8af%2ZvIn;uM?ybGy8GKfqwXKA44 zfx5|&+&4aRd1_CZVgE*hwx0`Pp!Pz%4t zm^8#J>5TR5?2-_(bZ?DG#pU&4~req+;BdI7yZe7k_VA18d_Sirf8j3VPWA?sB zR$m0u`gAn5UUKpKFU`R~8fJ)lP@hPyFMmG*NBpzJ{*NB8}Z|Di)G>P zpTym3=;o=eisbku>6Ne22u4_$@zi(+at9V|KfL~UhH4wa`Z`?_oorsuH)={~(C==@ z8<&>YCBNV1>Wl&uv{ZL|ERsPYo`w1yi~S4l2OxW+;hgZ_B*3|nvF8x$8yeMljcTtJ z6zx0f6G59EZkzuy`@Bip>HfF+`KtYJrb(*0!XLM_MesrK=#bns`0*%6vwwN%jV)~X zIQvGle1rH4Zr$#-(`yU%B@Act8f&pY-jnEv+Id(P(&x~JXnQQGXno?XdiOY7_KdBO zX7+8`s6B}0N4WhpfE!lwRzzPhEYMThh$d(Q{==AO)r`9u7aE*iq5ZG1e(EkIk1d5e z^u}KAYH39BCgvs=sYmn-kkQwVduQ3-x>~~yb90?b!#h8gpc=wO2LD=vX@1_+3ieG6 znmOs*=a!vP@R}{qdXo2B_t>=M@;RX#dBKPo7v(AZH%D)&gutCS#$4#r(os9N{RHn50;f zpwBD4v#dn`CB_c^i!bOujg)&#sz!tA+YK|V&)PA4E@e!X1?Ei-Z55LIY_7OzO=?oU z7_mWD`O1uQJJzIT)GVU*walf11%%f6qhY*v~pVlFfhKCIDdJ<8I^kx7j;Q~sn- zWt+3Z*-Pmd&PU_fskxV!y+2(!>f3{%X$t(yuZ{Br-e$QtX4$`%nUlT5;PgE-tjp$# z-Cr}yHpi?rA>TH|L00i(EA9}V63EP06JBa;{%1umWv|DbUswFrsgO?)lst+;f547j zYjBKg5ySOd1o217+fvxP65f_|`lm$m{`QZkv|Wks*6|$;r?btSw?kO#mVZr8g@Rs$a z)Q+b6h%p)Zm+z#;#+X#4BN+@=mhV|p!>3HDZpHpks5G2APp@sF<_JrKwY6Cv7a(agv{{-b{pdk?2pMq$0HO#4aHhn1?4ecENDY%b;{H|a*& zLFkA0V$ycXNLkYG`m=ETf{YI9o($eH)p~1jz+2q2P`m$LeVES6Ed(OeR=!Q6E_k?B zwAWeQpW%z6KsFwgxuxb2=!T_t%Ol>s$`{oJzNm7h$C|{ChgURwR*a?cNB6q4xD1Ba zulD$>np&P~^y5+NkLE9W^sTlbaAp?s)%DvOLF$!t-Z4gut2pHUO}ls&yBD>Y-k!kA zcg7bxkU3BJz&2^Ks0-#sR&gfRSNh8)ulBh5)Vk-h>Le#FzvpV(BxP{fKs?nqL!*-)^vVqnH9 z{8+DOy7~3EuSfIbKV_f&;(}#=^%^*c_PQiyaU4ffUN-)}H%T!}svhu06zneb+`vO` zj4K^|d;pMd*>xHY0X6-jJ&Pz&>Y7PaQS6UDTb6C0j=qNC#VMNj>ulsU$cmG3(SW(p zdYl!B0#;1UP6E7AA2f4NZO5mS-cz1HTaihX|7GXTVyyyg%ghb0$C;>Fi-2KNkTE|z zot_^1;2(>R*6X4LIm0S3I%`r3&f{AoPl!?CFa|^V!qEx(+#i+XwDsy*M9D3}1?O>) z9ZsJ-3h!NS2#pxah%=4qic)IkcIDc-9TozNtB+Ju zlX6MkfNE}?WD}Q?YPM7UbenfY;dvCQFDffjV+VN4$n7C~uVSL|%Od*A5#`lgEH8=% zjmVMu-3#}ZFN+*sBjsvLC@4+sSP6uc(K)|>aepLZibZIK1wt-a_k36$^n1(Y5{2rC zE{a>LUKzw1G@Bdg&!*3q?TrMjeb)NJ;1fDaL`HLtx z){ID-n#~Q8-L!0-Vf4CrXJ)F)fXZ3FE%=z4ZE#?5p#kB<|2IOOy$Ah~!d zcY%$^E9$bL7&njyc@&$GSy8kt)jV)wN^!Rx&mg~$4|5Y=%J6^3E4B3zoMR^l@X}k$ zzkq&v;s{@d@L!6;zk#~3jNDPs@_-KFPs(ZqiiPALE{-rky;?Hod*w(0+4!PlxHK8|lq%?n)v|IKT+k>@%x z+;AD6YDzHGhQDH@6@LF!x$pAR^OwjIjL6n@h7A#8+6K*7wrVg?Kpm~+6GmzknXO_5 zuP8a|hL4mZsyNgkaufsQMo`RAcw;SI7nd8f!{UwhKlx&$LM3&6vVlKkzBx`YacS9Z z@lxCPN3!jLJbcY?(BR*`htK||0E@RpNjdCR8j4;xI-pu10&Y*dA#8(L^=9xJCo}*& zr=Ji@!{w=0uBx;jx3@@*)qkpk=+cXP`{y2)jm8#lM*gz%bSZO?#)Wi0^YIJ1Db1K* zIe})54;+nv4GujyQ(re{?dr8ww6d;7ukBm@1)k%vtf#g+-Zi>N0hJUpL?8KG`?YK| z3SA;GTic!yWg8L0pzRiKwGSndOWLkDW`)}&m=^O~mjnE|WEc-MHm}+zG{H3Q*OF%h znFZNqxF|yDIA}|exsF||55?a(vol{WD4H;`_+p(q8!^Bbq5k(MmsD2uAo(6i=fd#* zTJMT1#}2HM|4uj#R~bzp0QEchzoDA(1QImC@$m8# zguYMn4wFmXKG4rn^jXum4K*1_GK1+a!cmccqOsDuCrZ&@^Z#~>cY^tG$omuPOqv7v zQtE;JW!=|tMe$Lno976SnMK)N&GWHpR(A#Xu%*$utI5#L$PP0`vjdg0mCZY&ptiq} z;Dl!|2Onyvh1p0%Gd;;W+p0c0GBX;1bbIob!V& zb1xiYD-sM-=l5UAdgk1f06_ZohP zPI=fvf)wPoD_1|WLQ@#pbtxu`G;tKQ^Y(RUkr~j0djdA3y0oB^iK9g3_wW|!)}W{j zK9@e?U3a93shMQQnYq?I`--0M`V7TVrmkSA)a~dl$~lgnFdSxp3Q~YYv-S~bA`aB> z9W(SRrN%~(2VWsJMsW-2Gr=reu4TO(G`Oq}Hr=OTIGs^DMgzGIAbK;ZnjCd>%4O94}u$-wvfnoD8W< z>z*x_6Zkm|B=}R&#AHkkpP(rPg1jI=&=lt3vY?ohLWuh((7wx}@x-F3@!CG1*2UOE zoRKSc0rd0&pO>WA2cm66BN68iA=d^tdpm!eEaLlE6i1Z|c80{IN9}--$_POJxs1T6 z|MdctOtFoTXruW1V%AHxo6K}-DN!kTx1m(s%-Z){9-qQI<%T!eULeCo5eh9ah2}h# zgpPnMQ}d>Vj$QhAK>5=xxNh_yLMVd_w(O@Pc6{7%n5?>8-6kN$aS}`VT?8?*cq@AU zisrkBIe%o>?&!8&SA(WA@`gzdXQ)IJS^w$#!zq!q_gB zj~b-r|6rTi<`@SoJTB6w+Dgd^-dJCF&DyTxMv9scj#=@Bo65{2Dhm2N)fwN zosT2V*=x_qcO*YZcRIp){uzgl{uNDB9A0IXVVOUJY9_MobR)TFP#wkUlK<#xsqkB> zXQ2QCy96m?OZ3<1Uw)crNN%GF9&20F6~>bpe*<$l<@`<=jAw)+9xo?dtr4aMNYFQr z-)sZLeK2X|Z%ZSqKheebmF%XEWTKo*J~4SlKi0N*XPGrAQJi&PAZJD*>AJyK8zeuc zdD)S;>L{5)B&k4?Pq{bVM4$k*Dpg?Jv#02ujR6a^#fPTUg*(W$8{&i;LWp6EA&zdO7Y7RR5?%p)GxotznQ2r3dFkY#%;X}x z({u-E?!kwy5l<$?!~&lZNr-x5JrwiESkuQP`>+(bfJ!@ZE#tFoMjp=PZz80Lt_QE; z^2L@I@Zmz=x9~F>kyvNo_CR15GTj!6vUgUyf7ASf4>(RU>ov<-C;x~9bskLzRNh@; zc;dn+&aX9ftgwR0WZ&Vzh(8WmZgkqH&l>a)T9j2>+c(s7J{WHXrp_ZDAYZv5W1+we zoL5D?J#F3Nd0Eo)#Y|-P3w{m2p$+<8wz9G)_Cd4L(%x)HQq!GiS%r7SACf1FCtFL0 zQd)r-#=kb@>H5?mqBGXrwoe>hW#{iwhF-QqN9rg4DXO%bEcrE1t!#DSig`sqi~7B< zX{X-?|EN9rpeg(yCShw;fxF+X#{~Rt2ep@9RWR^Wn!(9s)h)PxIivn;LWN4qeW}zX zMh>ID^TvGYZs+s`Bi`W5w_?wrHW0HUj_}gxhq_olc5+o;=6%wBIyqi)dSP=GZ)E&z zcHiVgL*K-Nhsb?AY~A5YSzPv^Bq2(XMC-jb?GycC-KIGHosQIn#Kf1$q91b>HvV>7 z{5Ghxr1sH1s;OG{&S|jY>+4m>20!u?qnOf|ZNZr!$M$N4=l9hm82y%mx)a9s&FXtZ z(^AR|TFQQ15X&APYw%XXwkitFO4La8=eyU1ERQLu5+dTd<8m#s? zyfNdCuEdg{#Y02MH#Nr}ww8{LK6P~zWSr98rFqSzUQ2|E#C}@jpP*r~9{IdQ7gO_* zxZXKKwF;u*MyHzISl70vPJ5fzx6+Jtd918&BFJaFRa3@GHc0)i{(PH>^;BfNJSy3* z$Vk|UN&OtrJbIyywWHY`jTRG!0Usk9j?hmv1WR4pAW)W5&Cl*6@uxE#5b}V5m~Ikwx>!A#0KEmf^PC zw}U2dLW4(>)l?^i>*S@b_Eqf@`F!0OTU2~>!}n3MpF%Dbx~gz46!A^D=2OPK0IgL8 zZVM{b(6{6DyBB**@4KyXVi~gz_GYn;JsR`0`cb43D8R|e^fK$T{tG(#4Adv*E1c_? zM~24;aRLrpLZjV#EfJb0n^%YTMRYOb3X+o8M)_6WuRe)a7Ry;QK5(hpq#^kAf)cT& z6@ti{#ym3Z6l4TLI_c|1?g_c?Po=1*16i>@@_c5{HyvTwA7h^vwLY2rQGE3u4pK*0 z?sXe=1sJZ{yN1-8ZUIYDk-;SHZbIHFgI&sE2kppT=TzpY09BujXyxGmqK*Qm)(p}J)P^k1k6(=S7Te=eO?YMj3qBHb(5bCY40&c2>n?0kNi-~Lpw z*<1OM3P)v4On?$e2@6sz#6O(dP)4Iq?`D7AHo4kEfVR+p|1^UhgrPl4XEO|ys6V|g ze$3>Juz4q%kuS`p0{}5Ebq@wC5}y!|%63%#bhu{@=g}MM$!JMAsq@JE8urYg`Tj>a zilH#2-EGA~@-!nPOs#tw;JH41=1I{__mK<#C=~k}4(YgeMke}Qe_ehQrY=co zKudG(+OBrLmU?oY2$lBnEew&$(T8(Bzm2^|Y}NeOF|nu5y2nb_a4w~IGZ&A{|J-`pKdyIKY5oz48G%%4 z0&f}PbC39j(!3f0O+OPOE4G+`*K6G~zl+i4>vv;7p|5!>>eM*Ci-ugyxOLCrBB4~x zJ#B*YeZOE^SzD=x9&d4kQ2UM^9CjH34se!B-?4dk2un%93s|T#uYwCt#Po_vQrvgx zu|IADQ;onB4m5a*Q!>9I2cmNQIYpD{T8o$6N#NB>jLwlt8|Tl8?lMT)Q(JS~7fa^s z7E7NSU~+{y6plgX z@a(QWB5&Qn=93Vdz;hMA$zlgZ2}*W&@wCw?zNZK2OO7YHeB4L>)<77GsoA6;nZM+w zhk%Y{@UDp!b`p>%X}?e~z!MO4z_BMZXZKrp0t2tW;5@UsI)hr`95{cy1-_l=I~ zPd4}{JNjQ}l~a8BaSinrTfZ4{U&I&h>ul&|VqXWDibj8o=NZy_Y(*WmjyP*4+jP2GM~kOWRD9`%>Hq*ln@;gdPOgq=d#jTia%$}8;8Xd}?t9scq+cAdKf$2JYC$+(4 zfxq`#FI3fprB=$*+)c0U6R*-NQ`gxc=*=XW}s)z%kI?LDkdPk-#NsX=9gF+-Y<+I z-+1sjv$K!6MWEQ@&z}s0%T6&<@eU2p4r)k=Fk{mM?T@vfnSGdb17uuYXBZ`G2TXRk z%*+=sbyW!jdB#zy%q0WKXcrR1)?u|0YC;#;4b~31Jl$MWO=eV@88JdXwuNonPy&q2 zfq4ygiqk$>>Yfk_x_~9x>Ucs=iV#XA%|oVT$+fZ*h1DOqe5xy-M)yhmprItPtUuZQ zT{bkEi7(;1`b->|X|!2@2=nXh{-s)m#r9wXgYbJn1f*Mv0l5cL?7<-q_~FnJvT#$#(XhT&aqFhY)oa;bkHSa7*ckE?T4!|0WRX=Zl?I4BKW8LR0YH9YMkqE0eIqd!Z zGFq|l8v66ti8z26R zdb8gsEQoEhOv1Lrquc}J8sb4xQ?ZaV1&IN9+SD(Z_{Ep;%FAW^9SK@V!>udqc3A9rGlME8$N)3sO zAyWIDjPuU9$0Z&E9fCTiCb}DVTu&37dB=U0n6@-8?v1b1eaj}D8I}6sQ}1yKB2mZm zE8}kt%zv3H`zCjbWH`KeUJ|xGx8=1%IpBS3(b}-^JM)tpgf|8PAIrzID^Db0@)O2O z6k7&HjO4pT7A1|6v_IBRR5*>Rnl@tsJ+D(l_x;c3HXflg@xEsJLS~K~#Ju}mk`q@r zOC#3jQT~a}e-}ZNs`f5vo8<3GiNvleMM|xnve2_lfs@+GrmA19Jcc(2@kdz&K6c7V zZM|Aga8XCXIC!Ai3 zi?e&wa=k4x8nhPE!q3@vxReFIN+%c5foOD~?oiToM*NZjO;oh&&oR?cqh>JHF4Gv~ zNx^IR6#*unRWzO-wUn?C_8~%l89TWd$?tJ+pL!ussjD3kU#}()3w6$L7I~}P6@D=O z5$)E6^LNU4%|&bEG9dpzws&-+6C3IV1w2hee>?=H z5*P9vv43(M{>464`S#RiXXf*Ra5M zX>K}gAUv7hLP#yk5;$+RZn9}bPfE2L%bHLihCEobl(8lZwSA8k@t*{>Wt%<5E;&rS zuKaO+2xoZ>Rg)V_>@6hp2le<^+g5uSL(puQ>hj3AlpA-vus;EVTPDTpum2ffBjFH- zL)s^-S($k+CG&eWlq??p8cwW};bx{+rTsv>WX1K5rHLli^81by4_jJL$Dz=D^Sii!5IgsDm*IU0DBS8A3c1zEUrE)ZPi(1_#80xE1kzt zh`9*KGh=))@JGE-@>29Ph#ncWfE-dr)iv0jgP9k?oN(nO;1@P}l1y;wAZ@ncG^MpY z2?7?^1%|GA8I-(M%h;m>;4kL5!jAb32)Y>PhhL-w>(xiKDQ#X?9Fr&UPF#K_142w& z>im+DazI-nV9kJ6t}{Ge1bl%z(LX%;*-}Ws*^k|-VLJ6ep<^m?96n_&4L;Z&Z|}f;ve+_T;vvM#&6VA@ibK}a=l605 zqkDk;A~x;~zG+ffP&H*3IOdT8ux)xwOp9}|RZv^k-^>+TVMNIBoyT6z&Cfr)=5Z6V zouWYUm<*wam7k`9h3pjVFMxHpIm_7O3NPY#jP<%4y95(Zd$lgA28L`_*7D}d*fYO! zIS_=Il$y@Cq!XnCE7ikK^kY1t<9arL+2BS~JA_QX~%8|0KSg=Qgz9IMg z36t7n`WVb^!+H}s)4AAM_B1c|OXT!Ab(;n1BGsv41HrOxBFntU8=sgA4E={=2>4`bN*1m-eFXf{6fUJfmD>byUk?u~p~dE$27%e}`c4)Szw|LGKxOzwhY){6w$9uneG#hd| zs&8P)kL+js+D%J_O{wN;DZZ-s=U%8c_EA>V0xw;e>aA^BpS&#w)m^F(-BD&XU@XiAotnJ2= z8HrX!Q$WRC)0a`_qf#vip!&ZF>}zKM`?r$=GJfzJ#GIFbNcDwF>auA){uguAo1hlJ zgRu0+(Eu37V)nc81lxIHFm=JQMPXq2ptBqKRn;V!gVY=`(&i} zCw+@@aeN~v%5hSLZ)B$F5919Y;~C z_sa*gnYS>*wQ36?f1VVap4|bzs|tSRzCHd6=XW}FC%f-m7Nc&L%YJg&mB%Vh0k=X( zY7;>`2EqZ0anMZRywjAhSMN!JEIUs-RHq0l?z`sJex?0EmWS&-blKz)xibzQ*Vzh-Zb2E7Bi4_hc`B)`M`l@6Tl9lL+jT z`BFAN#tX2@oD{)U+>gl?O2eY>s1*LYGs7OlScVEXNbR6)5=+A?>^>~Do~Yy(?9Q^j zaLPdMFXec?tI%0|nFkDRV=HONtvDH%LG+*bmohPW`Yo%bdB*X`9sOJKi#wqYTrK+e zQ$CQ-wDOMe-e$*E|8Zc__?2<$gI3BWMTQNkkAg#q+N(AnXfM9Z3Lsl5NU6tH1fJ@$ z(bfj#$SSe8V`6E-Ntnb{WbApb?0m2!pjOF&4FrJyP88R+KBt zy8R}x>kd5@b6DveMC#b(f!QTfzlh#=WU{&Xi&h{FwOuPnYWnMEkXOkk_k;Yy;UoT6 z6;BHIf=^1ZG^!@@zlF%Se#=nO52LP=APYby-Z-j8D<$__bIn1fWxJKK{67@ZTw@^GO`hFd_?c9=%8Lw9x5v>*n7}Pj7 z0=ED4XA+=JzqEX39kW_r261_B%$0Gk6Vlc-dKjtBVJtBVpnaz1jFl+U&d$TGCn9!O zFF^41%M;`dSM5tP-S-PUDbhqjq6Sf!)vN{S11n9;tIu+Q{y5F5yi*%ic(M*9Nop_F z1GMggb4U&;Ol|&xf`^#^RtpYIIPsmT1Uy*HEr+4c!BJSy4BCpTjuah+vo&??KL^7l z^G-a=yFo;JdaDwWuKY>#$=#>xQe}k(09w#jIZHp1!g_~%;+lsNC16)NZ*k>}ortl# z-E)o7{#iN3wh)&LngqQ~aaEuM`#KJ?F@?KeaOwTOm;*sjK#-tgdBP%-SOh8&(Uo{9 zl=BU~swQr1P*AGQjFr1uktIGT7Zd<2i*rviZ7F<$k^s7P($pew@GMLaXhf2J7U@2M z&`;*?4}CxMwT_gy#}=AkX@`c79E0j`h)os6;MCS56MzB=J&H6|GrDM5+6EUEb2%N> zZGN%B|HE>c1G=!*<^+jj>=hlJ-O2WjgMPucL+U6g$8@5JoJ@_C4S7nrZY*W*tWSNR z3FhOX#MR1MZgpTG@K$l02?s9W2okr(YtIP97XYm0v`N+b_(K2u3DD7@-7kq>NOo?N<~2aRu5vH+>fQL%1c3B+Bl#e;?GzFeOnTW<38m1CV?vF8Jkq+SM$Z_2wT0yp=H7#73s(SDFZ6{ z$R^s|I!_Aa{>$(hkdjVY*4t!)FcvF9#)D5CrwuM>%{@P9NPK7OV*^!xv60kT>M|H?3<)9k!^=SNh^LkdVoG%CU*Ucl`pSfzx@;6Ba;#VArF(NE-+*44pt&newp z@!6z`HV9O3`bi=r*6(lrTew(jSsM6Ipq|oV>tvgyxquI}#10D|vyVUhkF||JRmpH7 zVWZDw#sO9`?5q@V{7!MgS3BlcZtL=|=Qw;urAS-oQqtOUffC}Bd=7^D8va8MU^+vA za7ln(IMDH>Ko&$?rpswhBOZY{>dLl>Af@H32X}k`wCkM0$}VusxB-)}U@`lZcZ6V{ z`l?h}IvA9imO?H~c&If+xIN^ zDz31CX{~!Dzj0X5Z|QAr$G20c|9FD_lXL4sAWK}6E?@(*kkixE6Hm>8-B76( z&v+mFls+6OB9D9=Px@k*>4KxfN~luUZE; ztv3{vm*74p)u9;uwPRFX=$z@sBbY_9J}|iH_0`WA3BCCRmC7wC3T=Vq;RVBkpa1|6 z4ZSVw6agAeeGha>5LqWK7xojSgyPIR`*@W16ADm5mH|2;KpVt&{}{ll&DDR!fC?$+ z1H~ZDk{`k@xtaHcmMmU>K6KI_UCDtf{fO@UPc*B56;s^pike*TY7UOd8Y5x+I0 zJ}c$&0e=EEjGTB?V9lh}_XkXwnFt>&bz5-5DS8G{17%6vYQ*!p9=EvU3Q*`_B>B%C zx*6oA0z%%A19jFA*M`jO>keDc1I7wogz%>vjh4ggCgn%$1?|GFfWgr18vwP@T39sR z2K{Sh|Md-N|BUD8k4xzwh8nzP0_7P)v~Z%p^2r#tNc|Tm;#g`FbO&4U7~saPIaD&v zSg)POyLC{x{kG~&7vnICQL z6!@oB9VEYnA`e!rdEER}+y_8aee{gfEYdmmG&m4t{^1DN;`qJ)VkdN|yuuN!Lnc(? zl!(r*__}}pU^AQ&q^vY&81dzCKzeEzuLRBpj8X`A5S)^93RLJ?v=Zdg+2qh zHvk)hP8(3n)gLFLg7LE{C+>lS+=*2*jKhxJw`weI7_Vg-t$`{bBb;|32_BjrWb`Ip z{g*jEGX!PtMCTwEoTK4qo}Sdyat_QdQTJuNg}D=zA7yck;d)U}Ir(d>hTQin27y6; zIe(Zf@qpn(YbtV}lpfV;( zFD@QINjQHFwmltwdCy@yy;JG%?Sj&&m70#sP^j${jFjlfKnNiroq}-?7(qcgU>MYe zCrVfKmhcoyoh|Ssjne<=>f7(gvT7SogR6w6ACeMMsUL6k5lIFquJph6alJ;Ld_(w4 z8IOjwrL%d#wr*(uC$t}wTTyt#Wv)eP z>vETVU=NHe1>+#wZY3yl$tlC}Ec{SiAs;`aPO{gBC#?uSuC;o~3nheaKFy!OniMv0 z?o3%z7(ogydm?iNDi^e22+;a@U#ow)^9^#ZkEkFR26@k$3~h7HK7{DGy_(^7DG?6& zqWbUS+hBV~9lnEL7=mi`mGK`N%bT0=+G|=CuZ1HaqBV4KTvLRsJ_H?VjmY|`EYWUv z_JL|PmsGx4nO<-$`tRxp7=1>>&?QSUe!*4w2nY@(IObG|N2)I4|G==fgfv@4vj?@N zPR{hc<;=LL4(e>7>1mnytJ&ciCRG_k(1PGtTtGacdyzGW1hI7Q@!LMftETt)X0ZBi z)}Smd5s~x<@Zf&8vS=?MWoiX#_uB8~oz>7+6Q3-k@xEploVYXA+xxaJ8f^@>To;1^*WjpL6@>F-|-qusQt>!_EN>lV~jhNP$$PId#$+!3OP! z)VpPKBW|K18qE1Jz7jzrf4X{0bE8^f_w2rKyIsE)DAvz*3F0yO_!d$6cjit+377+E zWtuu^IzmZF>L#pA4GkbehT6{9krdF;yN3Bk_0gsHx$VjZVSD=r--fJYAPc5n-e&v{ zn#SZJG?I^s5{JHDrQm@+tD@u7Q$Q_y^JUpLOp+S!!6ygN-AbTadh(7~Gb$a0C#0GT z#>-Ir{lZ5A6R_|qI+M@3Pbqol&Fz^e2tLG}n6N!eFnE~KWS zU0yyW!VZ((JATWe|UzPU>Cv_D6d8_FX0$ghYfT9AS) zT+nh_3?USV|0wqPeZ#!!34urPb+Z!-xvX za`LiyA+}7(B-+t=DF9NyUuAD3w0MI|eh@33%eZq%JU+Oj_~6^-m{oG~cV9BX+@<~& zce@iMKb8e2L_FaDSsN%JC-V(j>d}O6Gtxm?I)^f>!-5ER^u-3;L9Y5Irq7(zP4JJ#Tc%nMb+{H8MTW@E$MaSS~nbu z8Opu{K}PP<%an}8GzMk~f%F?|peNy79jcKqiyDYu?3ijRDc$S&mODBNiXMLkJvVPi zivGBJKLOR&%aR*KFJ0Pj1m(8CLE*yH%lEQL-u;dCHTAP9 zk70y(m;nnYSnI3yFMVUZ$HLp;dCMpOAL_FFcUlsB-K+zT`NVDPnM6if-Dw2<3c;Bp z+j?!b6gBm#LN=XE*F--H)m#TROWziIJqg4^jyq1#Ih4L+&Nns9h5g*ed6uoZi`qUJ`I&wG#|K=_Q5eq4N|>K-2e4O+7qCQ- zF?%l|L|<2z+IMmW`xc7a!{719ln1)~BY%SUdw8oS7~ctWI}5pcPNAqz_NmH{3gVVR zc?c0xDw2FIlV?N~K_o>VMpGX0iIN^_X(9o`y_Ac`6%4kYdMA(NYp)zJdWw+QMqKR*y@2p7oFZ!D__`Gi)1Wl_GV z1FaJyn;!RE*aW;Xd1XQ5q4_#7uP9FA3}0b=2CF^fk6;EJ^>n2@$NmUDy2`;%)lIQ# zCWPaAH}QITMiNtJmEc-8yaL}LSWJl{N1u8bLMT!|^_K5{$6|{5so)Hsm!-%`Me=%*9W5-;*3ujp|l0Cx1T|2$K4$f7ykZW&tng^~`;E(4ds| zhNhSlIv}ATkZR$cgMOUNG0Rzf4V28Wl0}wVtr>Si1>>VgYwU_~pk8R}M&m5Be6ORE z&3N3~#Ib}gzFeT~cu3`A`9PhSl$#p^E2N2J)brk8g;ZD2{c##On=N(+V`)Jc6gf5FpR6apa=P!MWy2YP}mVY9G7X%wf1x!WMqb)+~uqF1K<>*V7y3BL_e8bQ=v7rk3Q8-c(1wIp&b^Td=NV8X|-U+%OS& zE>?eqp)86FucZy3&2mJcEFr#pLZlMldZCwPQe-fH$r7=5f6y2!7=u#^UxIyXw6lQe!KQn-J|A@Mu}=87xHWQXL2UUH2epu>^cZUoI&uC<%G`nxpF| zOAu)PC;=-tI)G#SE~2pgsBhH5ds9qGJ4eXNrVHtSt%IHMyXxpC&TGPU^gpQ2@ z1ku$nXl0{{aXh)SNlVV>aS$m)Wq)g3c}N&00FkuXu$_o{VxB7}ecLz@CKn(?4V$db z`Hr~<@il0Il@6RoY2(k+4|&zpgGgDQ@MV192HP44Z&&Kc4R~_dQ=5P)M37l349P$h z)4;hw3u^1?^RvJ5P(sjqZPcWZeeoi&60yrM9^x^=HXd%(uHg>-t!h6^g=#kn zX>QspEaC=Sd8bclt;B1kyjLwGP$Tc3$Or$l79}O5>YxJW^rHQdfkNkQLNA5jze`F| zCbjKH9#v%O+5H@uEz6A}QShR0w7%KZimy=J>*#FLy+{RCz%k9&A8`@K>L375B)2~T z<&q8(acI@K4#J?M6*RG64h?mErT#`^9Zts_i(Ooo(zW(mwQ^iE1Dodu))5dCQ@IO)G-P;50JDg2Cfp1lG6N^n%b8e<=s;R!TUStqe8UTN&s8u zzJD<323_Iw7Ojjzv7Z3`l}3t)P<((|!dGr;&v$%-LD#zk!$faLR?&>-8x|8me{D;u zA`rdGS0LR83XVIvKVYSgRQeZF>6glNHyTHKzgK53zlHV}ZbK?kUYN2$rN6DSE}dMr zYAQLvEthQn^A>faK7;Xi?>J_(4djL+^zk6O zj-S16G1wkouSIu^hg$_cgmB3pAzXL`T=i%??%9f1c6<|{DZ9m}7w-KTQ_VoXz2r)6 z^J!$4Ec|c*or_{u0hFk}4!+pwcBRssTINkz03Ht%sQl9Tv+~X@@42 zc*0!1u`~!ezJ@YfPYoA>YqA{v5$0+}pTaQ=1t>I)is0$FW|nQyS#y5g#W2QayvVfv zWO@9Uy6JjqguJtiCj4K72{l z5BofAVo%fX8DrqExAr3*$;CeR&wN!-;+afny=OLqK^1#OqY`eKq^N1$i|zU2@ud#n+VJj&2loxGsNDMyQOHgqASHkr^U!MjE-G*b+@K( zbp7h*Jbi;iclue7S+lKs>4D#ROo71aaQFu^iZr|xz=No|XEPJ0jPV(5^Ftay7B?S+ zkvh*u%??Bmk3jG^G>(!QV8Sz@mmbT6Am5(gSeHdPX74{*L)+B^wR7?F^XdMl_TXk6 zznIItF1xM34_KuW2|%1O;<;HHXC&}~GuEV07nJ|8JHUu)-ib0Uoiae>j9!_lFF|D9 znUXkii${K6E+UICHMSeA;ZvxUUfa_b8N&1HzkU~aep#MxC2`6I5+)_p#pO;E#v4KlB{85ZklDf>{}s_Pv)jY&#*iYu653F_50WJ#iUJQ`%spoI2W z*85@F3Gjt9z`!tpk!SyVN8%hEPNJ_#2%{b%GKawlMLjkpNP&4TxWl(1Gweli!WhFU zu*QpeUIK@I29q#MaD;lZ`bT2alB7`iT7wt6s)WA0u1ZNWj$>mxJ0 zHiJrz$kPaIVgZfWY&t%%bADNI1YQR;rusYS8G>#4dP|6`?g0ZaG}1j=mUy^tDBWUM zGIC^uuWmRHpP!oHeA;OohMcgw+dURnYSct>79EAB{IrC2?#oL7aVX2&=l7;Df|*3i zD9GW-h_WxPq%eW4^;gwAkiz`l?SxSQ6!1JBs{Aupais}#<3S9vyx*Fih~h(js~R)= zRj7(`XgnX)67td!U0rs`HAcs*SDI%00RqIdMy{Pkw2%dfP0g=O23ytPhe2s2iEYMP z(-#~U7fXgW$6G|C>dQUno+oRV^ylPDQ&dvrj@I0ZW4)SlN(WikIu4217FI==bhHuA zE@-|_9Qt+$qH?m1+5SW+0=zKb$I;P_u3Uu%=;{x$tUU6s`%!NqID1Shw>j0V`R=aN zuoNQo!lSez?@;}IE4wl%fU)Xe|5>B?{7HWd3pgKr&cPC7tZ5XqX~vYIa13}{q;eB= zPe`VX9|ge#sn%Q|9Oqh4hAywEOi*^ zG5v11TxvqeJ{xtLzr$M>Qh0!h6n)<5$i5a|@py5P?wN4}O@()e1IM9eZ?zX=v_uz7 z!@&oj#8Yt%2Q!g3rFptngI3t<-&I&7@E%rydpuS&iPr95Nm7maC3D}4-$h0?{Jmnh zr{V+PrYG;o{)+NOG3T<2kI!K57q%0_1QH?#BfQ~Zd=;;!@J!y&R+L=}3j-dXbqD+9 zubOPkd)-`Xb}SwHQZM$`0g<|HYDnKCEJ-QK>CBm0PAayw+M=@J?|cXc9`qhN9!6qG zr=#^P(?SkDT(t{z-)~iI-G}T5KqOU*Z-EufLPQ(hXG8Z!?+(ifSL&g^h{l!@>K!BU z7RA|00}+}eQ?Ac!L<9)1JrV(MRZ>I?61yK+N7-c>X&GLe17OF{9WU*ECeF>btfw$E|Q%o3je4)zJAra~F znC8Gk!s%$8zs}EF!<_^OVh2O2R`m>E;`sycxp^>Zt?}|qma`Wp|CPGa{2>yhtovT7 z);}+;SU42J7MKZ;1CjYd4jB#rY*CFi>`?gfQjR{pu?BnnEOx>JCfS;{-)qZ3V}VbJJHF{@o&Ksxy(RR@YrdDdtxvuQaR)2iLN^#_4R zlXp5F8~bG2^XYxn6t(f$T~s5e8z^C1eTomgGKnCbHR|&?-O;T3_u4kM)_Lcx_qRg7 zt!Pyf)LqxB5=d^)kWrC}C?y<~vi>UsS@8Edras`meVf^I3USL+2|o1o%tr4GEZm!NJ&5V=AJAsAyR)Z z#6sq%(ZP&*eAcPlEQF%hJ?JXvSpR`htzDdB2`gMZ&blf?{F{bPL^@!ba-Q4`V3I?R zSg&TkG$Fa%NeCl;scS^P^o<-M=?;$j@YXaM`rxL(5_kqQZ{@6za+Lby+pJ9Rt{_TfjvsWyGPZ8 zB(l>^iD}_yuYk7;K6LqtToR@6lcH#7Jl;E0=?R(xM9TO2Z5EH4#YP5;xn%nWzOZ z5#xtx#L2<2iL?ug_Zd|yv|pN=>~2LjeS3MnRy`K_T-?r``x2hXosOa2J0md2PJ==y zQ`M+L|J7yPeZPUPXY*_KWNMen=K8GtMKyLQce7%)#Ti8jUh}?}s50v~rQcp6qJ%U> z(YBFv=YH>`{ba%`(s{Zwh9x(se)TSaN((h%ei9Nqj=UiAKM zW%UqGjUIw+f};PAcl%UtfX^o7+*U`T`TfSAovCQZ!1T`hsK>p1TM2~1kiw5W&ke46 zipKRXL4Z_1{gFM&@6@SxVY`1W^U1o;TaU&LL|_!fiDTJOf#2|<0SOV`1O)%Oa6KLE zGmmojtEMD1$(hrFIhzVvZ}%85=8X~>Zd2yBJ`dE2{N5>TQDwX5xs2xU)!zNCYrKhY_jQZlm}kqM_<-lL_`8P5pcMor zK#^P%pRFwgVYm3++P(~u3{mh28vmA8Ht3o4QtcI(W#Tl9!qbdqJUrUy@{kVLvk~Z- zJ5l$#P~?xy&FN(K`}JSQ5zKzp27DpS^qJY)|i333VWqa5$R`4q%|Dt@nu%7KrZWWieLy9_MHitd^&BwsHqUESz0(n05 zl|%5T^7vG{y2v-_0I7{}?)aw0foB5E)@sJ4(kq!%hHPANl?8bQif#^|66d-DDDtXY z0;x?2>fdJ`2qc_0#raQR2!`9k@!1lJ)(_Tk`vHIPvwMOh2 zBU*!TtEPmLIewK{!Yh!jfYbPJ)ej5=dH$}uSw1SJovk>bjgPILNV3KA+HPg=mPR2y zyubT1-I86A)}x?J?Z%G-F^PEFB4A}@NW%r&Sc_536^vSLQuj!6IL4<3z-T8Y67&V( znWk=RcK3EkU!z9T_d&tO=ey2g>b8UDC08fDWI*s&B^(*4*TBJMa+5vbp;=v*W)cq;#dhEPS~%aRWH!_OJ#|uhT~~6db4?b? zGV=M0VXuEnZOlh#n51}N;U({mAqIR2q8XjiDAc{6(&f!n86bd#Nf3M~W-zh*R1Jc7 zJLEK`>2oJYM0{x-X4O3~>zn2mGZ9fycc&xGMeh|jC(vmOd}>w#a7s%s((6w@KW_`? zy2{Y;fIQ;>rt~_3sFi0Wiz++ft4Siu!q49uw$!D{UZnu?gUZDY|4diY#giE6{H


y2Re=79b@3kBBs~r!-_Q$+@}<3R_)zMt_aA(G zX&nZ5q<7^ETZy5M75=yl!oG_Zu;q(A3<{5GH4@*($+D!uM}E0#>p&2IaYKmj&o$pv z54{qDzb0CtN#y@tZR=#yd>;;G2W2CZ*LA;lF~9@}8hB+N!Vv3vLTfzrNugI+pZ@lI z#WIt6EldRlO$39tM0Xoi-L70hu?saeDxa{=VQv|vOir%C<-HcuD2z!jyD0`0+4E;r zt$&~89#jJDr!XURFKdk;(wHZzQk*RzW6Q!eCelkIR15V9fBD5J1~Mc8WCp#6AAf{o zb)e~Yh_Q;)AO2JpxN938)pur7Vp!#zjD2-F~OE4oTj?q@I(ZwDX}u=GLBQIElTp#qZ(bJlvixK^jxozyc_?? ziJgdWxb1h72VyjP=gnO8oB{ARWGYnYkY6e_F$*vX1`y>aOHeKJhx`WFkCF+$Lm6fG z9t)0jd{xYI9a=y0D{+I_2Zx<6RnjNQLOM3H^y2%P8!6n>i3RZo_46~K4k1+6Xz@i1 zxL^=P#oelg{Jf~_KomfKtYJcVA$issRe19&RNH_x-%k@DBgxa78JzsCnOyFAR`_?y z`~e*3q5O$vdrDK}^$2GZa^FfCIQ;eD8H*_tdGAZ@e*{6Pnk`$X9Ua~i9|Jn&dtz$E zd$Ptq_xLF=`JvEwL>_!_9X4x(%a1}~i|56%z-Hr^Z@;#$d1BQZum)o3`46LY+S`=F zNAV5K;TDf|dVA$Acp+%xH@e>{dsBoh{U-sE%7Sw}XBi^Y#FNYP)$)V0do?HgqjAB} z4m$waT`}?sfk{;v}!mD0Gf{=yo-Y05I{WfDGAJFAwj<@V>Y%1gMX%*}NXb09U zFyGKb1oh0u&S39?@Z3m93g>j7!W$mvI^irTB(Pi z=6P)P)DI*$U#Hy%v{M-G-7>PLxhkKQI%)Nt^~^Jeg^z1^U1|m$ z)54TVd_Q0gp1yxKxHhIabzAV@8eWC_M{8;mqEJtEz<8v8u2)CI?wr{5aMS~?d)a3A znYAyJq6PpnEvq^BBm*IQ)NkgxXL=*QVO)Vn;c$BvIT-c?y$U8B)wjwT8wbP+KuSvo zgGt*N$iL5<*wb1R#pV(vWc3Flu%Hdc;$EEo}LJJ|p;&a*vGr!39 zk?OzigH_HWy^i_f64}J_e%vh~!QjsH4=L<=U-$3~8WDQI5P+5dc|Aq-{5#05SF|1? zv+8RVb&T+PU@gujz_Kx2Zt)BJ9g*LEE^v)evv=$om zy{pYD9U2FbVl8me^N0sM8L_F9v+GyEWScyaRSQ0!nB?(CjGu-uRB*~er>s$y7p3J8*dXqe=;LLH-rw z>sBfz?C?*^CkQ2DL;c*mK%jg*JHnJd2aK43P^uJSruWAOE7iT;jcUrjgWyE&);6z0 zX<&ZI^S-v=#ikK;CQ9(V%Emzq|GEr#8=&aHIE>aNe`z|v`@B)$<;lD<{it(kjayAj zw>Sic_R{R}DG8wnB0&+sDHZP18CvInXO7;%^yxUrIrJWBg=Z3NUr?OGE zI(hVfGL}2zt_RThxH=9rn+aKYrQcpgXWH(mFPNhR zk==@AX^bpgQt%LIVA%)*DFxu$gE(|IVjm#2e*9%uqdCd2mDSp=&j5DOKZ7+Iick3x zbWXj12VMVl0ervn6;BllgGOhDyWvIT4qciHkO>%~*}}6z!MKl-IuvF7YODo3I`V`4 zfe-n4)^x(bFHfvRH9D!aY7jwhZ9QCV4M-C-~x~C1)f8*z%TZf|4aO) zhbNgR_JM{Rx=c-GGcf(gqPJ9c9{VfHv;#;Z>MU3e7pC-CWy#esF0&(}OZgLC@qwa< zfOp;8O%Kz$^j|4cf$xP-^SpqlB{iOoTWA+^j*R;T!E+$Rr!Wc@HUP#5YFbwRlDZ+; zDT-PJ9QfB!{OJQp=o?Z~c651*iuGw$fc`s}EL;NcsgT z@WBJpIR5#xQlTP7pfU!On%hKU(i+gfchs7=fDE_=Ew<%FKfVwBcLv*=*NOvv`LH+0 zsq#pWoE)4;0Tb8yds#SV?~m`o07M&=pQj^Yd>@XN#dwT0*%SMFODR<4T4p$e<2#-n zz;}P&o(eF%qO!mzajUkx3RtkK6MUX%Yi}uM-|HUl9-CaBcc-`UOi+WlLk>P53=48z zaXr!2_aDSX2xZ2vlWz3=6 z7ukF81PRL_tI`8-5vqR|f!&!1#do`ygYKD-^Za?r20lRZOXGXbPwp(?wmu`)+kmGY zh=?>q3g9U;?};JkOuLCAN#k$JQQyVcAP_|Gt}9%5DS~CUzhX)lwCHvh{9PXp&v(yf zHv4P=?;2QDa1bxT;nq6h^SE%3x1_fp+_d}g7_X4p2D+AACg!(O{h-qP8hGQXa9<%P zlf8q`f^kL{yy>T99rgFK_krMk=kmry7Pg8Ahe8mKE07F)WK=0av42(X&h|mDG5&uc zyz8-=@0p7a=6I4ha6odMcYv1&CPpfvxvo$zr=?F`m&fP@Z9Wap46|{p_bUdWzEI<< zE?#H3sK`kkHw-S%RUh@6{6!$BC;=%)RyLr_!2f@Mo)KOS9glbC7F^HByygTv!8Wgt?956?|__tKvmf z`vixlL0iP=fSeKkO<;Sf{y9*PkN}Pk1@GaQ6fCD{JQmyDeNddBEJr>nyle*0tc>cs zC?;Q;Prb8*Rj@ZWMpfJ2A{G{l`@j1vA{eW``)%EHg3 z55K~Wp4hb+-3&US2b{FGToLIXC|8^)1xpf@b6Z3|j%!jHe`V8$D`^3)KDdDM|1Of` z{%-SAyGtE7Xh@8M7%A}YAnhSH6;l_8c3pM-<#PjpQe&0RY(4?Rw_!69`eVz{iFkNOecOaJJZF9 zrJ0?G`8aJM-J$qA71x_~<5^2}xC?iok+Z*`Q`#gw$nh>bj917Yd2t&M(evkKGsyi9$lo*hVygJP`s zV${&<>s>A&Uj5R6Ge%kekESb+hjM-2@7Rk-%E(%llrl)j-l~wa*-c1Mjok>@CMwES zB1)F5m9=bRY-3M$Vw5#YOrsI9Z@+sw-{0r_aXzPW&O7h>Joj@i*L^+rC`Ot^;n-<{iS_dL+)^y6eT4`GCTvVcJ<=ZTmM$eMR%$)(8J9^Qm9@cLMtH|c7H8zzjJG}p zi&AS1kBAsZ*oVHS1pgQ`a!ndRVw$RB`WY;V@647~Jyw)#AYD?aKFkLh7+i8uTKDU` zR(O%VFHg$cLs%@DRe7!}I-2^um2$rdpOq}?t-uHW`cc!;oiLx;{keF67Ft{U&9L_m7g9ON@-5Ttu1_s@e*Y5*iP0XNL&`NR z{GIULgx}*=O<0I7Aw_8gyevcv`|@RJy1yp59VP#4pnAp(mdFfJ&M!7NSjObCL(~1X z=;?lyI?1NNq%-&P_EhEXBRCS*Leq5dB2!7P%$BK82u;X-1lvuJ<-r7OeIR}(~XWcy`b5TL2ufDnBdEYT7akiQQ z@Dkfz#Vt{*d)imVc_)J#w$Hc|!V00ibnSW9Petfwf_zVGnHVc8QIfj9iXC-r%4jJE zI4xwHzEQ_sMXLa)GhX~{9n7qjf_gjfEKtGfBxf3##N0gRM8dy4Bz~~0tG|A`HN??H z;dUcrFc9@V3X6J2)zxq>8u=0QshTc(uhpEnGcS1J?10}dpr|>W zdwoi?+78~RZCw%4p9j9@)QzDgqHNXoJa~{WpBygh(%lgO3^Z7ks|?omMz|Dt&xYvo zm!@;c+>D$-I%f78s=W9m-o_3b-Z}I$G=s!UhHQp{R99!u^5TI`cpZ{At-U3z#`4K^E z;;Qiy0NLhXF){4LkeBQEVM>n{lud~v>)sXX2h^UXUWlK40x74~3w4+uSc02Lc!gcK z3f}Pd7s^B?FtOr_x+?u*aL1=2%M7Er55E9aSB16q}Li2)}v zBY+izejtv8BW2^*>u%*adOzw|xC}>-L{DhdXW8y=VYfqGeVeob`+R&wm%ut9PF8yJ zVJl$ASDBxL`lDA!8I_E#{8Y^}Vy%g-)0ICt1GFzS}(_<6o;( zm6`Z;(B@);3=`5(F*yrD`MUnM&yCHUYCcBf;)?tO z0cL`@2YdNrk^&16=yJ!&exfsM$+mQVNdEMacwdaT5tg#0AOTEyjQdzNEK`w5;yyDp zc^XpTWT7oI7GYD765ye>7k$zN!uC+o4{XDsz}?c4*V%K-|3Mm?0~g8w(lQb!@0mHj zur-YAmWsSsZt|;AX$QEr&p*{PA~EBND}D=-RGgvq4e?&Uho`z=X&;XGZ{L*{WSpbC zHD@2v++ytPC#4hVWEq~yY0~}A>2#2M<%TGBf(v%rNx#=R43u7QoLG&HZ1 z&I&y`x3)e~&25PG*3u5El$GhKho+8Gi zb(^ENTm^=fejim_Th9U)Yc-eBauo<(SAL^%eZm!!UCnFlv@WIi8r*aczni}|2{Px; z%5L&=_sC+UyJ#(tXw(dDU0RZOcDeE&KluTiEb+upi$dUvw#rqmuLm=ugN|OPqi!82 zT`T2qDY^?l1A@pli|~plTJloF~ovJs{!a6}UKLDR6&3`@{$! z`-FWfTGJ=rWYj@f5aXCK8y3QHKNkHiNh*OomdRnPq2(guLds|RIl-A1qq(J!Br^6m z0)yC8x}MLLU8w?IpU1wIfa_a<7cKktb#y1@iMRHD+Vb6$0&9@Q3sq}Ds(F{oWx{FS z^Z2IIYLj(G{wR2Aw@ZjuJ~^TIrNnsqC4iVeg%5aanRP*SyyT$4gt*89Hmt;Zwb0yM zE-}(#v39azV?C2juk8tB!hY@8B^=x|=938bh~8aQ90RXSc%anrgkz)6VV{ZT)=L$a zq}^4oG}7*F`Jnv13_hSU$R?=b#e;W@^$BX8C5P`s{{Xji7Od(-&fLblK2UP%uU}_& zL-&J++S%CR|Jku(gH15%CDG|!2;}16eXf?Jo62cB`xIIG}zTw%!7AUyG#qpZv z>aM9Pn@5&Ee5#Qm+vm1SV@M&6<$^t$J1`)VZU?{;=t`KEu8F0n8!~!Mf>@T-7c&z{ z^Srg@FSXxJsFYj$ze~vD(!8B9$PSAA(}5SI)JAvxArFQjQ*`5 z_sQnwTn#s8=CUUv$Q4Qs2f1EiD*FJfvy@|VZ+jr^lWOn19aClq;PiX-4oRZ0wS~LU zu}=+yaxqNZfU9X8U-ZX-|`w9nr_m2nkjIo+Z&Fg0C>q3jYCJI*Qz3%tUNy^bJbtuq+z0#Z_ zi6BMpOZJ`N9A*Edd|2L*`)K%#Q`~n3vZixSklSDCQ3hoKyHx>RUZu;K{Obz9|J8Id zQX7sH?|;`M@U??U*XZZ*T#Q!K`g**x$7s~~1##7;YO!mW5|b(}4D&71T_eCd5LmfR zD&C=7CqY)yg8WMe%hG}N)c%snr!PihTc2)gxht4-+~}8^$=Jq(q$d^3Mg8-ds?k7J zvgahdZK{IzGww_`q?Qj=w1jI~GobGN?kf4sWsrwHZxfA*iBSKj-_ z;Ek|O0?4GvH~c>rpk-POj!wm|Tm~jnWjiVLX%LnVu;&j#> z#4#L2ULD8L-Y#*l#vrgZAfPUlY!w;9Mx>uzTRQFAY9o-movzh1HXs_^`J0i*j_{($+5w)EF3?ykfZDcx|7RnVVBQGx*8Lftsk%p4*OLb=hc3Nh*fTFopih?e zE(pKGcJE{KH5{W5ir^(?a&Ei(tcAGP=~3bNatFp)1arPASLYrXBgQU9DjfILbrjI_W0^|L0v7~V-6{k>=Tp?Q!vU95_|dYp!pwhY zAGxRE#XvpJ!KZNV&tn)6Tc+t-xx2YO90E_~Mft8qdw!e)`oI`bs1QG5>MQ*efG)); z=ARhAKYHJjTO#>y_52%^+@0e+kE{VV`qD6|iXbA*OEx@roojcjSseBlF+U5-ZqhCk zTb&-(W8!IlLFDNOy?Y>L%K|S;7X8oVNFCgeksNeO_WS}05`-LuE4*TFQTnLs9(_{U z4E;_@ zVXm>XoibIFDqXmW$C;m*eua>gftx->=X?Ea=uk!+$FGm>oK&GP*il*8#CSdTGT2B}5; zCEqbS^I62@`WXV}0!gvp`>C!;y)nMhh69WcV9mKQ(k?^figxaPjuXV5*LS-J{o~?~ z%hO1+{n&0PbHy7zOWul{n(n|m4%M{e$lp-|I0OEmc67nFaBNG9gDAGH__+M8(KC*b z-8JMnff9BFet`w^|M{DHKj@TEzonP%j9fB*&!SI$xJ3FsG%c3-^Gb-1Yh>i_by|Vk zvdf#4GdP{;TW7MO>i!-q`v*4+^;OYhrwP{>xlvKE zGBc<7BW0}+saH4h%{!7Mbb09h@hW95gn_#oW?_oe^xHX{$O%t+jB+f&@raa>;^-5^ zL?J?Qa9%h(cS1q%;rUC@UdfyV&vWm2ql@+vpU;kdtwJ}T-t?PZvo_&N-$(Iq5$SPX zO4ZPMu5@hL_G2sBQD}7Z2EotIh;$IZf%nhLl89>s#~(f3@KZB^iqaP&=hktDzu#QO z@t8^H2QAObcC+t=rS;xk9%lkH10fG*@X z(=VFjYEG2b7F^jx^)(u|78GxHh10+eTx&Pai+s+9GQIN7F3AepIodsh#XNqAo4E5s zV=;le1H-IsPEv7-$BT>9Wr=DJ0@} zU+cGGp7GAP0`|Nax52I+!L{Tyew`aq)UR;EmGfJDR`-hV7mXGbHO5cvUkq@0*Lp0c zdFqtjOZOdeqXahYl7-1d%zg}pZK~#Z*Qvjp=tsc9JSO*PD0H_R=_Fh+Aux}3-^L%T z!2ssg@sa&v!wockxaPbDkQ_e{Gn~fhm&2s#+_rn*{ADc zOM0^Nmm^;YmopDV=P_WS-!Jtfp5TO%yiy8_Jw>t2=lxP8AXA@75kixcjZ$qeo>llI z`;X3%{?mWG9m{-O{jFDRGu;S-+0obQJe3lN{l@-035OF};_Hlqo~sW@bwc~M(x+%| z<73|9kKgc^%@rv?{!?k>A-f{HPp$l%U~L6QWU{||I=5xLmA+LoN{=+WFw@zBfpQp0 zK1SDi{udmhj-wP+hw7jG!Dqp7-2RuoZq-vipTD?FzqN!@mQm3brwfih+}|R#(cJQ3 z=3ul6Q-IO^nf&~qO4-)wV~jS$-Dt6)r1~KB;({o=dF?5FRPJTd!>nwvosae8V874E!f2ij!E96&al>_SJ(xnCw_0%5F4 zJ}iMJeVT7n&Ez#|JJ&6Dn|CrDF+mnv*S0$u+{ij<+cyB$!3>4XtGPcAC%#}o$VW>CX?`|=Jh!nam>KldMh1It;9$jTe2x;0&zntrbByME?)$B0(`??S3 ztucOpSZ{NX>&|4`D%>&w+|H`*5lTV%L2iJ)d30gN3$$y79-8ppD{^12`5gs3FBZPJ z$c5p_t;xzyXE>^L=5H$)f4J=3xpF;QCD|V?V(-D$8&l+v(V>X_m!qqh3cAx6et&1-P_P#drZ8I4!@Eejp5!h7Tm95I;tW!@aFt# z{FU3G;k?neC-HJnm3~>e*A6ISM^HkshpLL+Em%Pf8XmB*_y)*4xH;1MkafEf-KvC?Tg)CZLp=8TrPhZYtwJIGCZi-Y&54 zHM*#a=9>Q^N5ELiaZ8rOoy=@>k4N&1S+D*KfR4UrSP9C)w;xYNh-AlHGz8RN_bCtm4bRfU%N3^CIvc%ugC%gqU|J^6 zZ#Wcp_X(t8INC2Zgj_r)FbP+ASdhELOKI5^ry1`nrziUhK|HKqfNdQqNn?!8=s7N1 zI>w92&Cq=P?JS;mimjSA?DMHZWTU}V=KWhT(|#XB5WeFv=|$-M~$8I4ef0la8P)%s<%I2zShEEFkPp9uk+bkRHjhyi~HHc z(hpz@_gKF^orfUT9KlPA3{Zcp@cE_4XqHTrFT|ExEff6FLW)0$Fm#$>_d_bR#Zpg zCAs^U$;T63f17*e?BWule`EJHB#eCJ&Um#9qnEN8h5j=2iQp)*P9BUMFrYJrap3OQ zWpaN=NbJZvrc}6J_?O@A-n}Um)!T1I z537jyi6JM#_;lOp{-O-8ph-fbFb?*{zaHc10&t5{OtmSGZ};axXDQ7m;X+?$F0-;H zYDWb{w*&IYFYSFy7D3LsEggdACT~j^&w%T>Qk~&2mu&psR1R>_`glwYH}uv+F{83! zzBLh0w?|@_wqXP0k19n%Us=%Rp{v>9N83$+1A*i}SFageDgI8%v}9`K)NWMFB`hld;|o^A&w^?1Y#2 z-beaTmH375PZ#X~gL>*BNj>BYNc5#F=Nq-${iO$G$uS9VX=>3^lByMqQh*!<5;CAY z_~X+57{?5f=KpdqZTu!qykTe zCkSB?|NW8vugZUQ7ch@t=T}$`BS?L7=xqi#zdaHH@Fz3qU=Dp9T)7}jfO3m9WSh&| zd+tVR5j}&EQx7SHdEO5XK$GFiniQA;Dd|jC<{@(H4iw4YGd>l13%(|f)M0=rsXxc1fnF#6?H;_E;)Fu zaAg~^yfr=e+v8eeFJ`*z9utpxpoF;BzCc;={1EaLmJ{&TF5dHJ2*MBUpWBzf@l~2> zN$6ySc5l@4k6PweJSnThTm_B35u3RFm-l-NNN3L9hk&4*5t1!8)%VYIH ztm&;ZiLS@*#NOVxCUw>2CH>oR($ZQb-;irmZ9}^J5g1g}xU95;oc|XW9;vH!##ETl zW=wLC>ZjGkNS?D;uRsYr26@53pX}Bgs|HH!)a)@|2UM=)q4YP>W`(&yojx(+=eAxo zasDm&qvLc!cJb7S%9ck~i`cAx{qSdLs8&N4%PH@2`5Tnw1 zKO{(!eW$*#p18`;%s|88{oIl7oAICh4I^ z1aH|_R-T@?qrvCh2O=pc9=u4Het_$S`x|%WKZc=KzLYs`{OpG-BMu6FY~&Hf;}tjd zCn9K?m-f#Ny+gNNja$&v;vTAWz8!B`&DEyxj@(#pJ389=!Ov^!91GFwO~ex;GUA0E0t-qL?$_p zKKA{lwKMkD=Ka2ozttFM2S<2kCgDd_Ab!gGR9O4>_t8G@jZ zkvg-A%icrtQmLmWZaC^vpI!HE?-aOBFq!qAD_&8SngPp z(tgCSJ8wSn#k2~B6*TbDX*EUP7sUz}E?Vk#ZHcWEhH7&XPTmKT%UMX#c3~$NECX{{ zbjjmGu*Xo*w|o<-8kJszxybE=uiWTmA1Lar#iMe~wtTGrwjHge-`~hsNz;)mxay;;Rg7UG4E{Qo7NCnBQgg7_ zfk@zu^i;p~h!wwZeX6p$7#&--u80!I&caKG@aJ$sR4+Hl&qydDI_2;TSe_es*jh>* zQe2ryvH~fIF+!4S{MY5WwdLy*kFLkUm^QGZwN*~R#@R|P^89c7k+n88c>jQToc%T> zgzdKh$yL_;8}pxQnK_)+yCZ(?I-y|vT-NIaJ=xZHwNvKQ{;+Sm8>NRPaZ$Hu;sUZW zdcF8m%nbibVA{yr@ti2$Y@(TOzeeeC} zPQFSGUtmt+oNe=J#fMOV?q*^_I*qIpinzm+*rjg2nHu-=lNbA>3;&y-{j` z8-x%xR;)+yb5j;M==`_j?c{39RE^aS>GZI%MB0R zYD7@0pg8YdTb~2~^V+OnRd}VR@RA)9HCEQMY3mbQG6;9sGrpWXM4v-esgmde2eO2D}@&= zoyVgvGc`-{#?R3(L-u+J9D=fK&ZvBeAdu*Acr&^KPzkS;cHP`Hv`Bk@T_ZQ@+PYcwScr-AgNv`cNhZ1x7HE{bJ-C%hYH))X0x|XfLH2j(2r)k?cB(r zN|G=~zUIan)iwJY>Nf5b>iTZc7C0a!I+|R+tac-*1+n9Wz4zbm(IOxJYCe315Zbsm zb(yO{<`c8?>Yr;6?&Vws>Xv%k8u$9C%ia85f#Qc zJ7eqo*i?q-wD{U6&qvv!y=P#Utjf4#kd(dXVP#eaU z44zbp67&r@tP4tky8eZ^%!H<0KbdZW7g2!8!fFB)R0Uyg~G^oJjjPtoPLk@J>F0=LM_w$*U@azT=Cs(&bUuPC zt?|3y>Ckn*RZl*I<(XlV#I+HP=CTI*K4-c3?&AWw0vQ)NHum@hy0s%y95@hY@LKb7)o48bUc6 zcGh+o2K{=M2=g;`nGzU>XoDDNH*3k_cNn1)2@*X+MVK2{TTa(+Y0TEKFL{45^=+5v zHhZD))WR-XT)p`DKA5e1tm%i2OyF;`41gDVNIN&%OwT6XxyG)I^mkNgi=Kg9p6%;P zufguEXBc;bX4p?Fc_g*?pK%WkA7Qd)UNxxdhI8g+&t%ze56@jZ&{VIlbGX;M3XJ}T zx*wOd%>MRoIP;xIwtdX_?F*>fn>WFy5oK9VNHkBi zu>QFL8L_081*JMUrz<>rZx82U+}^Cu5t=mqG)zQTT_!_0N!;tr$EO;#plU&aB)F{0 zs&YAQ{50N~&DvK-b;9NvJn(Nx`oL~BYszAZBAOifw}iq<^lF)MI&VO}Od_jI*ThRw zHl!+wAYiA2O4JtXm7F|6RuWAzN0Xx38fH;2M<99DT7d+uDDx4*ngsN@Xmv&M75rimvT zO|3uShnTFzVT^ieMWN!Ci_NSQJ5LzOH@GidzHpi)oAH9{bC~ z7_otN<;y2nPPw=9{0N^rjGFH!g~Yzr3!xd2(2gZXQ38RtUJ!VTPdaLh~-$X z=^NhWK1;CwUsN7ZfZ2l=`ed*K+|k$|={=)*AafB90h0v;TwfcJYTxnMV5~79^wQYJNYj#6;9 z_XU@WR8y5XI)BGTz&lUsW-W@`QLeYN%MXjwq@RWf`8T=vBh5Hmc340@PU^geFy#BZ zrQaxsZ3NKrz*}9rF16A};vl4PI`^2%bt#ehoMF0{L-S2$%ce8xu7e%VLDE)Lf364w z)-Bn|I#44=t>4D72Nmn7=(v6(?Gy#yAb%Rt@~$>>^eLeY)G}C-Kn$g~=)_@0z90K| ziQ!)?RH%r_(N32=`Gx<_1pr&d!*-tG?)Lbp_M1l!rIRIg+8vGw+e~~=uItorj&@Nl zv-P>$E=P`}BFw{#2*x4v+CtsS?Y(cxsHe91<+-XN`HnAmT%`DB>R?t12GP0wJXevz zhHH0Y=7REqNM;9%09U$g6pt%?8`-x- zoE+04Sr-Esv^=N)3=cA~H$dqYJ5FN6IObg5UsY9dV-S9IlFn=LJ0(DMbL*iG9dP5Cvi98^}bdzwx~C>vQ?RUaRH0c1~jF5?JEgU&Wv_T zgxgpG@$r|rw5q(KHcLH+NZdMO8KG+AAdnG)lX*8M;D9P4A#PEFZ6@+j92slOK7z=z zHcMLRAF>apA$B$QUn_yA=8QSI+K%e7BdoiR0DI(>NM085A)Cqhp1`1HXM=T*(<;W2SxWc|zcQt3JmeQoE}LfFfEn=HJo zSf$ztcI6z%->_a@eY%J057uu3VWTI{Pm*2yj%qzO__R6k1k@M#AzXfk`SFq~&u&(^ z9zx{LoXg)neU}_#Vq7Z!oD_`RxRYamINGu!SGv zgEY{_9G^1rBy3Oct6z=nVrgZ6K2eGV5rH%#5<>B&oqBvGgvPybJfxd=nU#zOu)sZ` z2*V907ahSB~bKWJ#jI5bY#DeWxQ9JyVr#Fy~Q*PyfwRX(6!9pRjIX#px~7bxD% zYrM#S<12c_#s`o6rzPqHi}3^hIs)@pCja z!Z&q&wD_WbZ7;Ed%x8wK<@&orTq}(ey2?uy@HcPgs#84>-J`?>KWVB&=3uus*Ax_YqgZPRi?5<#(C7 zLxs7l$i17doW72}I-}u|$_N%IaBPPD3$lfsRoYg?xy*6ljCh#^UPIe2_&W`pfFPK# zl{p%vVYO8npm_B17&~Ixespm8%*=0`{6$xT4fNMCNvFRkd9)8z?ecY@B8~yT;v!Xf zM_!j~Zme8|RW&n}^tP9XGhS6{r!bxZ#3GhF*`v@tmc_1!~;_ zS5a>ymAeRK?ZmHem)8!2hn_JuN1)J%gt1gRexq)8z9Z!B4=%I4?Y%EDR%i+&UU_jw zOh_oXKt&NU*Z#v@`#4-RuWE~qo-2RDEN|E>P{dI%=JHhOc=V{8U*;1UF`e6C=<=b7 zY!6}`j4>NygMlI{4 z7v%<>v^d~e@U-f0@QZVBIuG26apI~qqn#QlzVbzUFm9(;OIF+*D(GwE1q}mF-U)ZW zxJFdrk^2)s)lKZMyCA0;^3#zwmER@`-)&<+N^!~j|C6pWBQt0)bPJw^*_g;^HdQQ0 zq-eEU3xr*G*kpRZJ866$b|+t7juC10iG2>|UUkM3wX^->>3;-~pLeyJBF$+YISaO8 zt4PKVTVb8q{KIln1DVlthp@{`Bc*LG%K5ykKd zrJ9(KHnVvY-6l@5a}K*`DbySJs?%-{qGnGexqI6LKL4e@-SS^vL5buI zRHt5KDkqyAs=sZl0~Mi&?PoLCn0$cvHYBS+RLf#p{{Ad{!jCNlk+iCto2qI-wZ(qF zYhO6PG|MJP2)u4Kv}Zk?Y2Ke@Y0EL zVMaL%=c0nZa<}((=1LI39cf<;|P!9=u>H`%0;;wJ9q}1Ut!4U&6=sV z!sHGAOW#>8=t2-4{Cvj7JPtD0!TU)IxgC+$G$S;(dF7rZ%~V76cEBJ6cW#yUO5^M( zx8Xdu*yjpdC zFg!M}Bg5g9EdH000cY<${+VCuQguB9<8YU}Tclueflk)K$)@hxFSxF{#N?_|N+0c? zzOH?LgmLyYutcxtpw%N>j3m6c@+GtPEIEVf)XX>4z>53Tj^gg}=yYvk>%JG2yVl;@ z#-bF@cm_D6PybBcC)wywOPEA|X& zU+6!o&K3E0jZbBAQQlKWS{Yy_)2&O(Z|K#Cd*NrkbJDq|g|5X(4whQ8haI=wk%h++ zefj61qEw*JcJ+p=1qgI)m1!PMA-r~GU!WA^qqi+TH{Ju&Gx3OLyO5=QK zNimOHL(5pt4;&v;7%u-@aL6yyK;kRoM;BQjsb=c$o$+CS2dN`iuKNrmeru+kn7zaO zqaH(grLw2;YC!R_R#O>>%wOl%9eR1?HOs*ja5iipIGcp|fqTPpwdevRaMl6T{lxw* z^A4NHpM~^RWRq++RZ}mB|8e8+-JDEaZVL)(y6))Uk1$tii;i~qkE1#-=fNi8iXhR8 z;^F-sSbC?|kG3C(0h6Y+3fSgp7yKa_@2KEG9@Yc5!K;4P%{mKuD*6MrgWj8`{Qra*vVd6ES*8qn#^I%8ZhLF=s&x$`gY^paCm}650o&H(2S3+UyevZ0 zOZ3qDpa}YW`fiR`cY<8yT`Z@==cDRQq?*--M7E1@q1$eY4v`=wQjBQ*vGW29$Z)TI zu}!^z4NL6%u=(fbQRTBXA6STSkd~dr$Nq37xhin_5f_#u*>iBH*8(?}a@PK$t+g{~ z{I`b#KLSiRzV6WXkf?JiE|gdBnitK4`-2TXelk#LA$}+2BdWR>ddi@@j3cNp=)IaZe%2Gn2rJf_~=lGZbl}GV)F`dvb^v#*W!fpwZRfm@s|4YN4gWj z6AXT=Ibq<<^x{HMf(DE?dtz;DOufFlD&|VAIhy%&G8}8QF1vW_QK#((V4j4(%|`2M z{Me1ZtGO0pU92X4KdZ~bNo&2QogS6q1#X^yNzIUXqm&zDzjIWuRI6pd$HA$)?PwDv zth_8d*HT`eR|xLR8w#z?zi74la@ zZB$OO`cTP^(o~(&*87na+9g|W=mlM+n(@VYo=#giP}^E;kC&`dy3F71(08TBKdxl>hzp!N8hcn|0+E-EbcysONu~W|o?FKp*Awq*) z2BlhTor>ruC}mmDF8h1>1=2GJ~w-7rl?d26Ng6gN~PE;)rva zO|KS)HMY6_sFt@==+xe`@>sPR#1Nl2{({i-b3tThfWD`b^VU7Bm(NG|*z;WJsvb;CB4)#@0{;iwqxRosx2Q z9-6Dv8cQF?!zebpnDHZn#QIzPS4O14s$O6$xvoPQ-SFl#E-CEdgVs*RD5a@}dO%v1 zqI^S|*U8;)()tzMsCf@IHRcX<6j2HVu8+zzi3eI}oCpam`Ww0$B)RpZ?X+z^NXkY% zVka*yu#YCC3L!2fP|)$WSB!MM##l0Zj?P=FAfOyd+&=pZDQ4JKyE5HAr>$UbEJr!n zh{P!z+WV-Z)Wd1Z!qP{A4HzZBpeWiDWf(nM%2syo9}>tBm*U^Pz({Xi=ay>dYCokd5#R7= z49X0qJ(0`d{9&_UzY#Dx;D6AG+Fq<2P6I(!uO~jwrB?miySPtOBh)J z&23a3Z00C-xtDnMUPgeH$iJlaxBC+X*S;Oubx+H)J)1p{*qH)Pt2Wvsd;xq zwXNG@*t{6?Fw@m(xX$3Ve!(8)Qz4-_Qz~6cFV>y6QqhlM&C=FJs-E&}U7oUdCEB<{ zdc?Is_7h)GFHO=1yhuk_!;NT$1*(lQ^)D4iyY-Mb;y!8l0{q3z_WND5TQ7;@@kH~nb3H#Wbt$3$1u>ZU?i#X9nih6!xfk4S;evae$2e3qeoc|RageQE01d;be zi5awHW=~Mqgsx%W;%d-Jyz7%S$1K!=5okA}!!u_h+f~U=OWw4lDP#g6g zCUJOeV;{;l0@+N%oKQmP6i;t1183jX+h!Wzx?Ezq#uWeYJjJhB>u=bgyOVaT3+2-m zO=hrk!@ycU`T2o|M1eGaVcWU+#m@o$D=Pw)6ZWRGt+JKU;-~XHCAHdZ#L9>Vi@8z0 zhAKZ>^qCDaz$4waPx#WeAQXY7D(`*JS}K!X?ucb+3CFz9xB(K26cWe1%wda7O{@!! zoBbDgF{kTM38YFj`9KC&*`K%7)b1C%p(CZ)n6fonRTAK&9lak`J$kkOw$Fy4b0)!A z`?y=P2bZ0qZV#jQ>4 zmC1QpI=t78YfctFCrdYeS2=IzPnE1=?Kn}z>nSXo_h8a2ofGfJC;D^$hU|MrJHTs3 z|Ij3?wEtCO6A39dH;>2 z)ss=ft70hS)~Pdu=gTHECgdjwpF*F)VD8YMxZue9#je4Y%G{#sz2-b?t=e|EJlkhf zFhM`ozLSu?$D78pnY|w5kOWSblRg_Esf?nvgWCd4o`*IQq`iG-kN76-ihgU=CA48lbj znYrpyhS;mknw}XdlLh7ns=qJ|(0Qa3u9pK8u^6L(v`ZhNu*oIY|f88^;oMtHbA3@$JJ*eJZst-1oBI3%0ZhKwH@MPcq76DP7B zyBC8gFS-qk()j)GiQ*eM&0|x!Ob(4Qe#u!N6iO0E%hI+H-2-O}{YAVe-A4s5eq8^b^h+!oTt} zmI7b5U?I?v25Q0$xdW^<81JFgUUJ@rQ{dSPAVO4Q3EOs!G6}r*9~(J7_!9-voZTK% zt9I+(^Hn=+cKp|uKY`n*4+%X^2%5k0Wep&An!9TdyD81tw8~E7{G7#fHPdg|DB*8O ztZ^`8kMNwKliOe3kF(e&&j-z&O!Yq&%DIm$Rwt{^Lgrrnzp9agrF0*(>30u~1V4B6 z4q`7qoPNX{tzZ{uK}N9Yv|=J-iTb5siFk{8<9S2#fQQx6Ag;}f<=zrh6bw^hbY?cT zYj1N?aCZ)GeeBv59?Jd(@I-isa*2-ACjU$i*(LiwAH_tb!z`r>=L0wvRGS)mi;x2M z#BrYZ?T&wi+9-^i^?z~nba&ocxYePIVZBGi{bN%RCgHHMulLu7Hx6!h+7Nx_2Q9RUYPK zsWEc(&_o)fj*>*yFtQnm6Wt7ShK`V(X!64zpd&phbsFa|z^d@&Syk*pvlM>$pjJbP3SxwpYtqOY&1|EEuf3jy^zQ5%Oa6 z752#MU8>xo@A88h5_q%5rCwIDK=hS}s42_pXpwC$)oH#s zEE4qBjy^L4mH38eoktXnIKG{Wa{O9uI59nM|xcp!If@Z-mtu(?>c+ ztW6)nb2FUxZ>l!bA+>;VobK=jfm`CsPTr%|2H-l?IIH=UfZsqqS zmXZCi>mbcLXo&uKzni$5(9c2=?PTY~Ky)5S_-B78+g>sL&5({GW9bqS7c8NHua-M+ z_`(Z474)*-2JTi?GBG! zjl#ZqADZx^i4%T5FAj}*i5C09mDwZOm zDt}>8ck^=#GuF=}j<%fr)8;=jAsnKX^(8jcvqJ_wzVL=}L0(!X$33z$>{@ow5WTnv znhpfC*#XsELrf#8n>}!=?QweaoKzD{(n=_n$t5-jA3Pb*YaRd{$+Z*R1HwAs-2K2{ zE*Mm8+fv596L?IoK+r8u{eRd-Ua`PK!M%2ityB4O4%gVVW!e*~~r z{3z4NbwBmZc7^|A>dWJyT-(Q=v7{4+lu%hpvb2nevL_u$WT`aP!APjazDH%GQqhJi zSyGlx!yt@hvP>xwQOQ_ivezg}wq*HT&rIk2eS80SKgT@Jb6@whZ})ZQ3rbeo295$@ z>g&`+S}*dKnp$I5{m6=kYl=k~Ugs@X!jYSvc8u?n$r4QbuCaR+(H|N}71Gg`s>${6 znd3{V8hze-qFmmCnv=DH@h%n4#&n>W!vD(o<;9p_BLYFaxqqtqA|N zk1^)UalfB0xX>Urw*_;?;JP50Hj{#VIFKWSlZg`yXtN7H^lw6a)$VKp`kBYF-+%9U zNhm2ZnQB%;hM$JZIMf$kuj&5Ee`lFJ5mdI@=?+8e;w`9q+iw9%#LYP856F9OO5~Xk z%M=NiNfRwVIpiyY=kLF|VaU7-f!GW6nXi{$`?#>TZ6Hy>aV>YPS({W;9FVylDt`#^ zF^2+mPvVP4MWXJ+?%JHlTbLgikZHJ_M_c}vCNryXrGBt55EJvV48*u;=>r{cV-v`N z*J)c;rYSXdEB0^_z>#2#!6eHkex=VrxyCXuVK7j62u9qJJwM(MBunJN-N)Vkc7ncU z6vyNkK*Nc)9_f6?j?X#$88r#cZx_tP&>owh3(LIWPic->n_UDnP<`n*wRxJ9y0j=2 zw;Ctl{^7hJSsF|U(FKinuU6DCJ6Eylh`bJPm9YE)PJ=L4IQ*?iR4R!W#Fa3NkU@Co z56B@1y^S-c5R0Mdwl z%Rl6e&gPi+jt8vX*d;lf_YK}a4AqS;uVvS3H%z-o%(Vt~t8Nla$~3%EhMYM9^rfyH z=1~~dZ3u7WrzbpLt|d{!jPrw+MpXanK&!KPW(l2!mG5{*7=@qg?zDbyWZVLa)%o3N zv~Qm`-Sd0Bj10~x8f_&&R?ayfNb5-xTWG76Kc6;8S{Jp3kt8jzW$x!ds)FX+F^%WJ zLq1XA;sek|g+a!8?jaIBcgCTU&}SJ$15etYM@xq)b*qE8_HExAj0?LzI^2BUDMdc` z9te{L*ZU>?n;Q_d&HnrQHt+m#PxhR39mRSG-@mS5v?3fFGj%)r@}kn=5sO&I~1xKEI;Q z^{G#U;Vy=kU=eZ}RN&4z@Zr{sz~NnTgw3mtL&#x$MJ)2*BWx(bm0laSl5iqD;QGfq zkC*&68}3ogJ@K{%tXseWG7dSaq>?!c2TSDV|4Qrc-^ghLzU8!iG4JD>2@IjJ?Z68E zxtVgl(oy!gH^cIZD47)Fn z=9sg&b+yQOdy@(P_B~p*7aV_?v%B@;@QTYj#7Fk?MNCpM=L4_6GD&9HJLgBr7l6$w zTo1Z61^b@1_jdHY-A9!R0Q5z9a-;ZHIYc+weLbR9cpbFBdQ=N!%xD}w06n$PsiK!3 zn-@E#kq^E*rv}IO{;P@{S|T#mR?fbFBFr4{4o#Zv7{uNuVK7B_2r<11^vv7>H+=?& zI+)l(!}h4Ay!%nEr;CY6#MU6D?``SL_NW`dIQ*9{2DjrSTs=N)S|~ z(zjhmCEWV0-QWlpy_gCLJSJF;OfM-8&~J(d_u@t3%zuN1@*Q|eB~XL z1#s`mHE_%jq@~2fFE)SkFW_OsGG{%&#S9+SJ~E}{70-iHS;1znR;$&AuqSp5-O~qO z(T*gv9}@b`5XSnv*b7JfPOb2gD_}k8!liI$=kB_XZW+HlR$e+!Vl)6p8 zilH!*`Q$=Af;-(9z-F~Wvk0>mX}V`lKuoRrM8EjQK+)6=0+n!R_#OSPqbBZ8Scltx zc!dXd3=;I*o&@qR$}>eK%4m}bL^i2q`2vXgE49B@!DZk(8qNZf#=FKsV2&uTYfvt? zhZ+F1p`v#v8iAf^VAm4H<0{SlnB`K?L2&@^w>Y#H95zFo^7yS=n9?^Rf`|bS*;BUH zZZA}ySD}Ma-JYP0F9xx-ngP5-xR~fl1SokZyQ#DP_@ZB*(yEQ8!sy3udIKNAP3Pd< zR^LC7;CU27{(|b>(uGM4*;dcfKWK2dGxN{pnjFFWTfF^y^YNSQu)dCz(4xS-?ApOfQN)qj`O~^2^VFlGH-b_@A#~l3^iA>@3-35 z-XE`)&JJwk*AHt9NOME;nMfu&@3ag(%X7=F2mCB#@f^4RC#hJE5h$AZZ%3X*c6=PH zJ@EcO^z2Wyk{JbUPiQ6mPsbDELB?3ZP!A1o5f|x(=B02gu2eMHqN@Jc$wK9k?D#pr z__e3wg*1tX-N?1^T@7U?-s0K+z)WNGbqv&L0@5mkT{6YUrM+E3SA!q~7M*Y}hVIbB z6IS44c720sspht7ID33yX@`Rmb>;iY+@;!Bs8%O{xUhGy|KUMAP^GJToH~PZ2+r4l^dwOa zXt!!%%Zg#%?+)FEY}~;m{{gqbFDZ*-6jvcR#Io>+hUz4=@*y}pIFl2mOMiFuW$xrf zy4~aD#*z>T`v7oD67%_S|13G`PZdWpA%&xbn7*@(EjX;e!XQ=^BV%4|X=5{ykiX%TuOsDoc2-w2VTq4{|jSvkM-u2c7MC7BH zY}|Hk)|Nq-&MdyOEwv?x+jq<}{BI4JmiV04P9t0d8TPt27zVun(B6eR3h);4gGq;W zl-gMh9*_w z>3eQM@Xe51T-QWjs`1u#he<8`h;EB2ijfSIe8SMhz*zlRVjc=hHNlGusw+aV+Z!nH ze(mFM5OwEjpP%jFr#!@;&sC#g_Ubc3Rz9_R$j8OE6Mkq?3#k)_qn zi6YB>_pxHLxxX);(hwI}O7~jZQp@XLx2yqk-De999{qzl1)ziX(zMy7p!Dkfb;pzh zk!wS{8Z;!R2(cXSodHb@n2a00FT0d21>fo$sWx|=TdwdINo=$8mYrJpmR}RBv-<98 zUYt1^47)EawfHQpt6P}ypH&bGYlpMFbVltMo@6))G0_*mkt2N7uXwJ{EGMI-UmHK3J@|i3RBnE;^MCeGk;KH1I z6y(I=M)XmxT9GW(p^N<(8sD1hWMHFx3i^3$heqDKf@C>D9szYt#(Xo{Et4Y{@ST>& z4`Y9exW=U;-KlP^LU2^>C27GF`I=>a1W^gRk1Y>`3?9OAMR|>dCU9R8esh+C)+cWF z;wAdFfcriB*Ug5H&+p50!H^%>W^YcOe>d-iBngA7CwZe{JVIDx$B$C6LDn z>P-Hgh_df}KiMlk83%&<4)7w3&&{zHRI;J`jX^x_0b*io!Y!8!Vk1YJVTZeSx86D~ zb;0P0{kCpzNr}}6PPY-_)#kdwIzGhF{JJ2bkWnKYzV^DgX{SZ-6 zJUc#^8XW>1tUjXSaGcxVnTcQeV7H_;orjYMLDVvIzz%!7-tk!yYI*<2SpGRSf*^kP z2km419m)`LH;M)~z`OA!i=w_#n5ryUHODzEgJxQ{H;jNeMw&WyG}y+D)4hP!qCnte z3hl>`doV{QAdGo#76p1r)2%6^*wPIA|jD~lX!WD?701vt5lbzFcEz|Z#q=K`1VEY8`D7{rr#w){; z2k`?Z5M;O?sxz-pU!Qyr#1HxLsjsVMW7#MRJ)O!;nuZ(+*BX#(NP*l9V%me6tmdfR z> z%T^UQ%WIJI%`1c1g_;~8OH&{9tR z%U1rE%)mN00|4@YI5wdREBuL9MZT)o5}-VW5P1^5Ubc6y+s=bLhr~1DVM?9B#{!&+ z=Ubt<59zqhwa2>XiL66W1dukn?OGO7RJ7Ou9G#A$jtVK%p^@^}sJccNKLKKCKY?q@ za<2^uk3kl1Llzg!TEppY6q3?>=srLx69AZldEcBPm?7Z!aeK|-@HuMnz>wnEFe8UE zUt9;G5Ys7px<0U$P#d>64o$4-Ih);u5k_souZ=x+rMuxSDKAhy`s%*Ve0yz7H?S|1u0H;75)uu&n6&dWiKzUL@}*2(9GR zOQ)O6GLFLHh`ML8S4=-q1R+u3a2+Jw&3purq+KX~1aMBEM5Fjf`I#SIbOsL3{MV|1 zyk`LGiT3ay3aA>8+!p~uJ=IxUJqp;{ciN z*bC5AfjQtvfu@`(KMAsnvebC*(150;=VPN|;IMg_^w*L1t`)%~- z!Wu-V1rPhZWn6jA0Y+hcLSOLEr_Ka%O)Ik4|M{2>RD>fY0eNnO<}sw{ zCNLl4TAN*8mZ1NVxby}DvHNX@o_V|e9I^&+7d&9cI8yH7{_=h0%|Ic46!C?I;GoL? z{>tMZfbw|K!~bnyzo{RpSBMFy#t0XJ85Iaa3I%BF*nyx)NNRFbvuXE^2KLsVxKW)l zM---{`_P!)dbOtjI#LkE0rZ8vA7y*LEB@MF2jek4y1KW@9GgwEQ;7qST(gLt zy7#+V;qZMijGkJ}`Lw$U;5v;OmulwgaE$cbGd8gbe2wC=2AduVCAZlY)ZjnpgK945 zgA$%q{6!?PNCDHme`I}k>@XIx(FV(Mwv zE|5Im6Tr`!L@KS@lAhy#fwyXq@{dhQvAiiOz7VbL|8{` zs#YUX8J@B3mZ?@B?0!qe9mkM2r(DqXBz5nDu|jc~fF_?TFREiDHqiDbFVgg`Q%upi zgxRa8HJ-+cjD8C>>{l_)&#}>ldy(u=fT0uNDSI{xBv3ib5?>G&HBTUY*KPRStA&uU zRu#&gR2_FvtZwMD^N*Qbst?V-@gPYzb19)8bY6|rjXb%7;x(+exm?coX6r#

JoJ z-j=OM-{l{Q)6K(%G05#Mg@$5E*Q~H#w`SY4OWwb$$Ob_UUEo-pJJ+%e1S4e~sJXeE zPy9$gk(r-5ZRXHG@rMFq@w7|?u^`1+Sj+G51U1KD8r=scB#=Ty34CBD0ANR|srxAc zlTgj{(n@Gw;nY5P;4xr2m(147!BR#1|{uKD& z^anK&1ZUeV-*>XDH27|}9jPVm!YE*Qp2GgfoXMgZ?}yn#3{P|s(|<^w_be0x(}H4n z5!3o&irt*BZ@10i70Eb54DlS`*@L=p80L)qJ`OxVEb^ifE7O@nhRTRkVl;(5Cf#4k z>@tpZa=EF5OqVv`&a&wx`<{N(K#-n96m`XW%&RotnLTZUOqwPk5g!P&@pOq`yXZ#3 zDDL)L(eTD&U0nfYV0|r2(OuX+-$!M43#puxK(}q-;(%`n<&gej>`&M>YqiJEv(BV8 zl&Qud&=mx-X{B%8#bZg57~-W;h z4P4TC4ye`EhnOSesE$GA6{=7+)!3{XhTcCt1}GwbaL<)2coMW*`!EmL#m^Qm!Tmhs zIm95Q$1*pX*srk%Wq_dQpV&a9wHseTi6h*@5i&qNYa!{;r@xU4pHnEIpLJjqVpHdV zP;h`?3gEw%bvTHZqlX;3tM7iX@oN<86(fp>uwUmX{41 zfj=QE%|E|cu;u@^tE~;j<1jQ7M*b?I(gimRx~2>o;yuFzel`7;e^O`Tnl~QmK z6G7Ofg?;Tw-!I0FpyCO?_5ArQDw@N5@SASK`4LIrOW7dqZNO4gTC2QlC*W zdW1!xFOd&%m#Vi{)B=N}S4X?)zatI(o)6>CJ29TI(a*&8?PS7yO$a_VaCfU)XN#wX zMTPK@UT3{YW^6 zag&~zU3J4oUE3WXyaPyCae^%ClPNW6h8+0*E!VC`?zqOs4aN!^}{R%2C zj9S9?Q*yV8Bya~M>QA!hR(LkED_4FT;CoY87pAtnm^fMQkWl<1i=s}Y<;u5&EiMC; zQ5>?doG*?2O4%8P3G+LSPpmSSK7mi9(!5>X3Ki<4ELNn>)E9i7NiHaUh+0Er;tU7f zb7jemCpWpOutc$UDj0!OisP+^+bm!`H`lmdiN!y@?Z^=aLhC-@fVbo@BRug*=J@PF zUys;k^SD%9Pt}aLMh;E>X^vf#c{o5G*x~-!81G3v36c_`i!vzr_wR~evg41bQ$@6( z*aH&J!G?S{_z;5Zd< zO8%p8d~ps3ZD!X3yWtI8GIvXhQ*$e8EQ~t^XHTUJ{u99-$F~`RRXW|NwML2pU=5$! zu-zKq65xnu`9oOmLg)TQ$C|pV)#at{a1o@>I&Wesk4){+*nXVlYlRPF>hRr}wdaC0 zd#4u_h~Zb$QIS3}{Mhmw#thtm2^fbhsk?B=L91%?iUU& zmIeza-L+mr5K&vMr~)M|{3gm5udFu2hARvh0~`kHNt3Wt1M^`v1=c3%F2^RGYOebl zBT?ngh|p{}HmLno`ijwHr4UeDpF{EBIRH(!Y5t#imunKQ$UNkXaVeiIVim*hvO&nm0$gf6_Z&xhTFU>K zY!_0w5;5qvOKS2J<(u5w>WP!^D5;gRKLU4uX^B78RK?5n6l?=-^H}<7iQno-E1tK* zSQy?TrK?w=CZg#+hc?pq`^E&d4|ZWPJH@`J^XKoEtTC^=-f(N;q)Jlo=Px z*&O0)DC9OBB7Jv_6*P z{>i~vaN;JR#<35HKI_&JHg$-f{%l;40`M z@o&^KL5Q(+i3RPs>&-rqRV-N#o>&_%daru!A3J!F^nDJM1Jvf03vw))LN+a^*Y5ZJ zhTlrwFWQxS-krpQ$~L?w7~~1Mlk`1P6?HBwIWo_XzhKpC7jT=`@(E*~|4l-nb)ypG z31OHPhk*mKEBWVg7=ggD#PNjV!zd(=ImGXH4!$Gld-jxgPYO?a#PPw)*o2L52{on6 zX4JQbc%3T&fgg1kTLFc3B=5Mz^g++~GM1iLxp2IkM1cPT4)o6mKhBH53tn8N8ZHSY zYXK7NN#knqWsZlHg?}84U^A5c4q8VG4NdjI-|b1!)xNL=&BL5E#$J`HPF^4+&+h@> z;|LC9-sqouf^?mRiOQ)k*e)K$_*fi@am3_8p%M3EF99(Gz2S3YSN^=!>fNKaBjPVX7%yrxC zl8Ovt6OA29nd-**v5P10*82?tSrwxHU&`G+=rHnWOmkJS()?(9#&VvTDGQ>mmjTLt zFY(Y=@;XTqGnLr>Ads)b{${$^mIgnVmkx+1X6 zjs^%A!BN}YCTz1E6!KK1Hkjfqi1DF=CntP3R5d!CT1sm=)@3)W-*^_cZ4IHP+h!1g zyWhRGWP$T~mn!!&Xwg>6sCm815hiIGGXYQgmNrmrM{4X5D>F4Be}#2lP`>%4zR7;W z{}V!uuGjLmLvG*u=}viEixjejV`F*M@}I#76>M$105KF?Jtdz>$(sb9y9onEcBJkL zcHg?D*93}S!4CYl+UGR4kbCON5AT;I?7?7ieiTu#p;0VcjA4FY?48M9vcm6-y{uH+ z2vy}KQ%7TG4k-pMdH-K^8ypv+b&0gUKk%$zk_bOGoq(s>liY#+24zS5^e*+Jf0{X( zQ+(-zJn91cXD7VpmNtW?+~|1CL87!$GV)ibHNF5{_LgD3yRqJ@_BEQ~4=ui#c$s~B zdu*(0uFKI7QriD}J*^tr*wapjOjb7?leGV_FvmAL{Fs6bi((bx+lHBku!dMo^TwVB zpF&Ce1Ku00aQQ)tzkm0DP5Gbo%Tmd%qg{WpagF^Gi=~Gmrq_5RAj0nkU8_Fub|35C z-F|HU7n)R3nnkpOMbS0i%DaFv2Jau+9O-C!QQevCbiCuT%QG{-*^?^uU-Ii_&Pur0 z4pe$?B3{-zFJ6Tovm5bU|6I2ZCGBMnY4=0e?G*O3%}(bXZj!aPA$XugBJBDq(?*2` zL4Ir~g%Zu|^4^%^hq>@B@uovc&yFBhrC`tHVJNTsZ}$)5~RpB|D;{Z zmk+__G5k0XSjZ5Y+f4p#6C>MF5bnGyn5rsPx$M38D|GR}h(8dWv5o65v~)AOqI$QI z8|Wr}j~K7xPqw*|JkthU;&+kj?Ryt~i8RO#VV!=%mSw)ka&2+b<6sEAd+}`mXwDhJ z_g}kevoy&L$JT+Agz#}R2f61h(m* z>oJ~jU!D(R%ePQW8m>m3#CKCd?+rR|L&9+gPJk$n07<4d~Wk`^yk|gc0d?U z@>MyBHGK;%O1wi+lY?jma5M*^;Rxtvum5rwUu8ZeccTVX{D{t$dfsUBaCLYtMcuerb&(UfvHs%5PW9(f20>KvEUr9+*i0sYZaxr0$5)9cl zgj~UmS#Q4vszcP4$}3z~?l@@}Yt5x_Q!}GaJLoAF*=CUy4EtH9OaxPz9qJj&56Q^-#B)fY(QKPH$923 zGVv2YHVDt1{p>sHgdoq=Bw|yDCm|+DaAt#C^zXXNB}bN z7x%Z@z1z>bEr>T+;H!>K?P{QN5yZ*LfIoOTZ7`4Gm|V^O6OV_)O2VKSm)R`2bZdH{ z-T;5L0{79G{Ny;kz-0$Ya!!bX;Lhg?<*s)MZpMu1}7E(i2 z_!M~eGlgPp+#Ktn%|Ty>4i~nYy?@Y$nRO>5p5uJmCx8+RQl3LAt(>{@#Ms1R#s zuGwS(7I}BS{|<&8HI|dR*`n_>FjqA`U@JrvR^MYR%6jS%w>aBbK=oR>;DGO5dW|7E z0X`MrLvPHSiT4J>)#6KH4CQR{eE}+st;$r@*iJR=dhjgJqGTikZpqjc*+{^Q(~0g8X(o zdX`6fbL`{7EVBg|C3k&9nB)_`swP}AFjh$FyZOn+`GKyv5#%DUnC`tvtBJF*;kOQ8 z(X=c1ukO=I-Vn<2G_`~{f4fMCg~XYI%^leqSEV58LLEj^2Bc5~CnM=((Qa4wVh^Mf zU#mCVG48cZTdfNT+`!oJxKs#UAoBhZ^o-AS_V%^tuPe$5G-Rfz$~GzKxQfhvM<6PQ{>0JhY zC@5@B`hGq(++8!nA>ePYa#5c52k+Y#Gd|sN=l32+g^lEZTG+A1fpHIg`X%*-{m3%~ zpmmVvedj4i{|l3KAas*IpF9}VYYVbcll`7w3iJiBwC?`uzIw_bG~;J>t-)T{BBHbC z6!?Q~?kO1YLAGO?C3OyrM%bJU0o?&EI5pu{FW?lC`=Opr5slVu&h3GPZ7tDe_DeP!xI$ zzLx15I^V4cFOe&rzb!oH3oOP+1O^Xlv$JMKtHP5yZ5WMBaI*CFTVRe|Xoogm_m}d-v zcHP?KdJZ$P?y37;;xPrySGfMIJtUXg6oh3lvyY+jP`mLBC)>-&^yt^+9|bcVa)SHF zjs^?i&6wF-RLQu;j%PxPCjfLqRpLD)=_lm5z~HadzQ&J8Ax7V=lG$9AF|t=YKUB%z z0i_w%aa2kL;zl@9dYo=LRngOA~OsJNf zPZ=!n2ij>WqzIMis_2X$tb6ele-LI<2`JT+0@mo;BqG_TaK2Xy%(7G*K2}zG6_1pR zI}~7ia8}0HJR3fg=O*x0aK#Fv*8%8+f=?_ng^-sVIjLZ^i{}o2cHv&z4M?zCcgr8B zbCzWsKf(FAumOy6o0b615>`?~wTbZGPP5IR;f#oB&fl2eydl$1P_zns*O-0VA4%Crn-{cT5hk#iu}x zF)6~{HGjm|d;#Sg8RGp%O|-A6yh)htSWUkiZ?wtBHhDE8Ge%;X8M_jc)0HA*vQ5;4$=9}09=iKG9c}{G~Xy>sDm6BydbY zIJov#1+Sn55EcRfFcfn+wL^xK=c#Yvh`<>FZQdYu%ANgMenGus0x0p0Yp_EqDB8+NV z8e|IMz(L)SsJ2sc9efk1>yDG{FNDh3k5efrPwm;j2gG%C_~<_Or1!2bAwy_ds|}=p z3JuR#`Z|dwD7fxzK#Mq_uNbc!T$Q{~lZ{wHy0hijs9!JS<(43_sEAn|WpP8$&109( z#hC7UfCp=)@g)<#v(vhek_?%hhFXvBGCaKBGY%XYP|oDf$NMiQZ}L7=jTV0qg)?yg zj+YV-V;d(&P+>X()Tjmz{5b?lpO5ul-UyW~(A6;3v>`-{$$wxUne- z>K8{Q6bH_Cz~TJc|G4VSPYVbzFrQxHPO~NXkGJp2#Cs4l<6U$mhcP5DvWu+K3bxPvrqaMk3+B zA=>CxiFN856}*-P56dEjDr+2oA}Va5^%d}u{`m5YVrJKGc}``JAx({2OdT`5J5LmsBb&p-rPO`g4{HJLqPXOXr5PhI0wPAd>R#8d~+%JXaPLL zj!JX&`Xl@qDu7a@?br@A6r~EM(^AgbvwJ}+%s!$8J%A>Q@YvK@w5IJqfbbr8^9kVR zP95*#JA10(LLEJ?0%HOMwxmsP)p#8(8p`t$Bnh}W4GWmwV?roYq|yvyod&k72A$m{ z4{ky<+H2yZ;rQ}Gy7SCqWx$$Lk!P&h`UPig__9dd=8LieEV$NZ3C$E;+jj$1@rc{m z%J_;H&cpehvET}K>#T-gCk*;C?taMtECo5orSvo30+TRWpYO|NKNlK;?P&6$^hj0y z2i&1Tm;cqL$&oJ58=|i`Fu3IEl@qW#bQoL^BRZ##gw+B161v^f6@R@)a|Z&>X{YZG zj(}3X1*XvRA=Qy^_$d_Ae}Q@(4~-(bKxC++dfR#>X)p`53~p!R9+d=E$@#Xbfe8uL zNdFt_Z~4vdFf=tvrB>*#Spror95e9gfPxm(s-Q`r!tq`?TGqw^`~IB`K)XTdCBn^iiPUc}{+e>;gqQi!+r6=SZB#>twU3Lan7STLlo7_pR*wR-x>C_ER8C zp@jmQ+s=okw!<2;D|0TXbgz|Zmot1;u5N903@bERn3B`0{Trnm`V;t-ng zPo0C>F~bpZN2Sc;T_7xXpy6UsJqHf96mHI?XtSkxZeLv|p&P;M`pK<#6GtH9n($@f zR2yg*`X5fRAQ|)Kl^?^q&Lvn^5yjpV=eE-P6tuiN<3t9+cPY6^s(fTzjU(dca z1o}nx2t$f^kRUb-n0wiGK5~1bqG4M=v86lhB z9r1-uhLSO92voq;jWjg%yqX4fC2W(T%KS?{Xga87|M@Kr%CI1YKG(qtFQXj=~>Z2|VJnbvmm5_ddM4f2{MC5s>rQY{~eZg{Bov zZ|eDkD^TRUTo9J>NDBn+q5UkN8vfx#bAX~t7UOV|!^LtQI!Tf$-p#)l@Qhnz>bw%| zc(vj_=L{)_-mSAwY0OY}Xz~V4h4%~<09~M1G$u{#T{?w$76g%*fvM~{!M_?lRE$t z67zjeIvY((t|B^uK=z2OxA61to%>D=w_5J+s4@dzR0RBKr}t2vENj;EVhauB^}(Su z57Uj95V7s~wKEQAnn@FCtHSycY#{hB@qz{9F^)RzqQt~4=O1LB=O2 zFpSyNeZmU2&rxZ?y&5l3=g}Sfw-47wCa7pr9Ukx1g&9k4p+%8C*y+s7h=FVS43LFI zYpqiBXH7+$4#X}#OZQE7UN`(xDbQEbJhswwitaC*l=e*;$vN%uVrA2ItZ<8Z?X5fP z{)Ay2hRm%N$(8SEk!f6w3W8KG=_J1bO=J$b{(JZ{YM5O!S^42c&mR2hb_=QN0GG~x z3KgqUj)x%_KsQxKh_rmC~!#kvxtzY>*WTN2SS7V?%NtQJA0w zD9~D<)?nyGJ$)rv%NWFUElxwh_r;miyOUutJ6xBsaf<}J%os)?i#EHp)+Ru>rIfPV ziS{n(0;jshmR0!|2D2%lP?$%;JugK4LY<3|=%#lXz;K_FU-4_8VEyWnKYxGl&JFvt zpU8xJ&5SUkIW=bB2Pov`We^XCq?i0SUo>0Wh$f3ugvKM)FIv7xORnRe1H1Ms^Tjgo z`vd~%H_EpZ->g8%XOAaj|fB7`i7Tzdc_xmz+RcdK~bcb#n*%~+G#u4M$ej|v3f2mUHi5&_pkg4@TG4wt zB%IIk^d^a(<1@lY)h)~NOAy7hmYGettXp4(xKU`ceIdh|Hu$06J5fWYyA5hMQUQ|| z?zfOA$jPNY!WECE@GYa(Yg!m%>Ap@P>E-KbPqm(m`5cO)&PhztzSeSK8XXRDNz!t|7-?s{GwvY&oRsk5rFKBg>bk#2H_X_iKAtL5C13ZS@Uv z{~`h=$a%r`d7TfXH+~FJ`nq5#*&~ zw<}hm&S%5?W)p&xj?3oc2l!ZbeBdK^<8F_ip2ri=d_d!*ZE@wdYq~7@qzaScde-!dl)=Du>oMthQQG)@k5`s!Fl$52)m75Z~f)W)pm3LBj$T+JQWy5 zXs5WdllVa0E|y??xu(^o>gm}WN_xfjRX*`t>?DCR%xDU^wBNjWJLX7ikKMCT67TP+ zi>S7QwbGbfa%kh4Q~~>|J*W~)#^$K4QQjQ2(Gz)}Ro}qB4Ou>h2Qd)0tmwGY>gz9# zrnPT>I6sa^QK1P6f^Nqlq5%O9V=uHn)Rp8I%(b9C5Lh-RHLu*XK!eS#}0IySSQF{>5%S-F&R_IL?ntg6sXvV$gYSI*%Z z(Jn5#w*3yU#kcHzgPFhF7b-v;;hNeXtZrZ(kR!6rQ%a+}`y?&$^TZDsz06myKS&xy zs_4|SLI^P$VhHP~RH#%nmjR?x(Z#Uh7$0{$t@+rXUEuAPUu;X5shKZ#16t$8!vt7L z9%^|Om1EL;51!0e?c3+Iu5#HQeD)O5N_g>K`WJ)1M0oY5>{SplM&lDu18% zR-i@D+rFY56$oF(OZ}p5BtL<>10iU>N$aSJ2{2#*k-;vw; zeta?8^ly_pS6jiIb>RVLMT@TN{TR@<3<;WfM(CaeDf{V@)}QItTP1!!Q~kDC`)0Wf z4?kggD3S+@$mHH)eO9Q?2-kiIT0{GLKYNGPDlLK%57Ar9@0k%DZlUi#wb9XCfSBM2 zM}ys?5aN_adP|=+Y8HD=rAd>ez86X(vxm1zggxFPctsBD1~c|0z2cvR7nmqN>D-DW z@w@CA_HKide+W*Y=Cr_;*9!3N&#b%A`!(TYuzM8Q<7Ro1j;BPY20sBAYlUAUZQN1S zy_wmGIWp-U1ZA9~@cD^?G2|}wv;bKT#>iiV*#RxxFei3wEz)$9N^^712$o>%jXLpP zFFF-H+19^TYgKEetzdNa_2>#!lY39-G1n#RVtC)fnPPRh(uO^weFv#+!(c-? z(UpoDK(Cyt`dh-b^A@a<08qWfY_xa;Kt1v-;>E2_5kZjCzxU}NS|-ZEEtn%8n!6nj z2QRM@an6!M*XZ11a&Lc#t0gZvV(C6?0`LRDPY8Pq$?7-_P5hl*doNpeY9)!8+1tni zmhK5?TTDKJ8T-;a=? zJLc(^XXrVoVgsa5m&%(J)ZaK^4_ttVlYrm$<_IIWH83yei~o(N59L=4PrQ1a_sP!s zi~7bp{-RywJa;+7-~wiYt--dV{6_exN;orgNr1)-3|cLTQo{|tWenJ|&K46qjHq&U zBUKs=jE5@;3_?y2I_CI@rY6eW*XQr1MH>7374iD`tJggtcYjKHcT4U>-jp;5Gl(TT zu<2vp4&Q5`kDU6iF`#k{1-b6WNOh^dEe8EAU(q>`( zO%4y?$|P&&Jh=nz6ijp`Aoz@$uSk(U4%Q7xfj9CwNMqaO27)7D;CGK$!C6HeE<4c& ztm9B5-?+6pXr?Is@k?3qo?mJpKX6eyLf%RR-aXYV{02je@3MIvJth_NU=t#4C@SG! z)GW-%x}cP8BgTVMPZ>jm>QD}e1aZ9f*Q%p5U=l=RVuub~ztb#?7yyEImH6(B0XAi@FrIUOTe#SHkeS4SW-@I7`rLk=_t7O;>cwqdE~ zt+O_69cLwHC{!7|=MUoUBck{4E7zdaha2^FL_Y!+o(I;8bB>Wa;Q#oppd>~kJFymh zp-S}y@k42Lye9}-$n_I%T@PJoZhmp*DL-+KnC~75K!oY#JvVzsRONbIqY!a#5XToB z4#0)c#dmQyVC-?)7tc5soH>d$F++lBdiUuumS+%hc)U+^5(XYO3-j!<{_+n{aR5RTo0Lh`?R z%HE{YEeiEobLu@m@fEHH28sj*Iy`QmJT$fJwCX^J1IYp1B3t)AI#(|yfK&i(kqH~R zuWwW>cS%z_7%;9|_^Seju2}}H&iPXJ=3V44o=PLBjT%Vj$B^nUdNZGkW>Vce)R zkT}B|;H0B)dirM;uhV_?`qs+DkMw1X(7ShEhj1u2UM#LAIo&BrX zA>d2@v(mD~DveyY`ZLoBvIBxIZ@R2L0aT-+vN1x z9?&sG=cu`(+Jg*F^aINm>-!FD+{>@;jAwOkCK-PZx;n-p1Bd(^O7gd(!gML-dI2`)Ln3Hm zF{PiGfS%DfIc&~YJA5qxOVEA&+G4pTxT}PRSEogok>L@-gA|G|?>D0Ix2yivWR;?} z--pb;VqV-1u$yE(fcx#PRTa0egz2waj%xckl$jr`%Zoo@KJY_%$F4h@Fm5Q;hcWLwPY(P%Ik({`+zV-Kz=t^l zibXR1g9d~fSHJQL4*TuI#g`f_FQhvSpOX81`V_|6DrXqy4wTL+)tvSj&hgBxi!vfP zc>nPK7`B!?-jn5+uq_4p4s|1%^BaeJHcNhdUOtlgBO>hk#Ie~U73RefZbxC|p%+bn z_ESnEYDUDPl9W&CRS5%Iq$(lBv>FaT&+9R74xvh{P>A~BrLUimcuu^Z%lP> zYqy(o?fZZMo>j+9I_qlbe5$gCAvP-%%oIy}$8VhxO!v7*H5=?aJwlY~+P*4D8kV_z z`7f_W5%kBqMv0q$HlC74&4Bagau4lT#2^IFFDIA!m*2Ys#k~5mpmhyb zRKP-XhXVZJSlNz{DwlYKnOY)@1r1te3T3qP^m5 zoej+O7kV+$J5~M_&bg)mh`N?*$Xh#pyLl`(2{V+WP=;6P=gAo>iZ5yq#=NsD6C)z1 z0ckd~MvzN&N-zf*&@oK?eqL6wo}40vTmNWMPz_uZ#%8HnV=^ zm(yG<&yP~@Wt2KpT!VnF`zU8C0OiPmXZf^HM@*G+cDZkrX+0=XMDp)}(nL>S_$0W( zX~%_TM1KwN?5%Tl`ALCh4`+Rkjy~16kNn8IOFADA3dvF!4d?tY;OnIp*i)Bp5E6on zTw&}|2C|-kiB(O)m^s|+n$eVdHyi!`ZQX_-&hh;p9THAR5qK~9-H7?%Z+^rjU}tgW zb-|>^V5mdLk?;LBjV78C8c%QAfDm7FUETBh@5W(=wWDyOm6DuQ*gTcsvx;nV46MUq z4a#+(m{}20CA?K<%igJXYDxA05D0Pt$iF2mze)e$Y}@zaioVwhVY`K>4cip0Cnr~O z#B~RgBX>lmN3TlD!RH&GR-#&gEA@d3CCkZc1HmkjVaxuJFNp}@l8W5%MB)-4!fwC=J5SYhvabdp>qI?^5xpA5< zv=27~N3VL_VH^TSk5LT|lb0)$1*gw~6%*652X`4JT!@M0j!9*~^_fY>km;fFs6NZ% zlE~N*Q3>2Wn0%j`PIp6J$qD?o2Vxr^?fpE+uEv@o-n-38h8Y$$GZSGl(-UDlj69TP zb)ISq%=+k|gU|N}zL(gxFTq#?>@l*LcOZYxJeibe6+9`v^+Xe~tmJ8Jg zvMWM3ue_Xh`e{McRlG%w3LN>D!y@y?outh`V=uU6^{Z;ZCzGD3_frZ4-A$wB_Gd`! zzkMP`Cfo^0+HFW+d?Enf&n`RNshKO-zub#>xv8`|Qv>gV3qtOl-q(NgE6zl8w3Xh{ zR|)+&<1PI&fy%O5Zh>^4TTTJ0vVR8UniKTBV@?wGeukX#FdHQFE1?6k@G1CNq1@($ zEPG`fh#JB&x>$WO-!AMNxmxnsGp?+_^isC3=3-r#%=7Rx`th6k51G6dZaJ-*-?Z!4&VTq&tHAh_2m0NK#@y;v zwoD=yV0MAC5j{+XX-J2=UJPn$t@=gygjv}8%8_PHn0CD{4Ne^j)$^^6N+JR~#Ca1M z|GnjE_dEg)y6-GNRYdPNS&u3(ziH?1FVm<0|MQO=6>b4)2Xkiqv_=87cLu;UgaKtB zUxCuK-=o-dhO$=RC0vajF1x;@eyXsZYHygQclArpzMC$!b8+8(y4kQn$`neA~K)rX%x#c-h*ot;hPDa_w?2AIh+J2u@lZsA}?GxwQP3Ln<*R_(DI?LqsYL zRLM+`o=G*^pb8Xp0l2Xj>i9ln&Y0GS7vemNSLAdAl!Z5dNSZ!)d_j)Tgjt};%(JCS z?0#Efe2=v$wXaLk%O={v2!cg)*fC;e9-yC z>Hksnkm?0_$g>pnawhNv5SgL~}z zYQyj1!)>hf7I0G(TN;BGV$wp4tR_jEO7Q>IH&}goIz7BXN6|P6q=`8L!9?K@o|g8l z%Y`}{gLT4w4kS77WGeqcD^h1PCYu8yDRy>R@I+c^cFIfT;MV=P9=!k2#nOSj*vhDx zTi*+jJ)w~3%Tq7gaI9LEL8?#v;*Ds_hb{F75b8Ecp~3V7Pk2C>40Ts?H{*1Q`_sFL zC3>M?w9zDoQR_*d(t3f;<}Y}Vr#vspiNQi*CU8o3egp#G6FRUUVFj<)x_R!kSe8F) z)!tW!KM!6Eb(ZRutYzwPwcqE{JOZ|)+(5U=D|P5B5mLgoj1$|z;F<-K^^|Kd782d=?l;~i$zoD&m;nwOVYJB$=KofK>Iw_nOkypm8VC0EEH_&rUn3yabRr zm&IfLv8~AgGcUL4IHoPK6hDK|?ak>s(~=*&Lci;Uz6NtaZgP?>uy1LGq_ z$9RI@UJO0oPTd7s>nQ7{nH+pA@pB)1E@~(Czj)SUZi&DL)f7EBPOf2G9u(CL=}v7t|UCAH=q4jbEn~-?#PE#B@s&i zIo4m3+ix8M;9{2KRC(vDn!s7n-K5BK;*)6Hcluv~!~_F!AlO$jkH>Q-t8F+Vk)0g^ zO8oU&@2CdN(=PEpaNsebNxJ16rj2V;;;)#L&K(aajfGkzSDA=WD@? z@e@1~F461=NhLS_?)ea+bK%x81+~r%0QCi^?{NR6dfFPfRl61MrYe&|MnMO^^$%_b zz^qc!>GSdMa;6|kC!5pG;qvmYW=1lLu7CdDd7sN#sxai;PkGhp90qn0X}@?*?*7~Y z`E!v6s8Ixk+YqejNE6}*yh7~kJvjbakoXkf5~%Gyriq4X<*%LX3YnFqdbRaOt5mj@ z)y2L>Z;#|wg}8GYg1ZP>>6(Fjg_qk<2~6ScQh+j!!UifrH_+sPOOwkSvnjvC6qu+X zvWiC1cA_A)DcsA)xh$_#?!ew*`ZZNFPz3h!BWo~|Sh{_&6n1YbbB~JGaF)bxT&&q= z*&Q+`qa+V6k~YP@&I*iATyZbq>SMluMW@KEV~)7^BSs2C3NUwJdzgDN%-sqWoAgL> z>F1Neh>KfVCw5s3gai6F6`SgvrvM_7d~;ZV$~N-e#Bku?KZ_z6KWfe;!Hh9-~9!Cu%a4`2^@9zDydrbhV;yjqOYs+9g#nC+ zxb{>!`Jx-e{=9fs(OIPZL{ISv8$}j9yWc$fqzdA1dr9MMK zcop&`bzK=88h2|odb{O*GtP4#Qei;GY&lz8hhIdntE2|ZAiCds%$w{Jo4(g6?@jvq z(=te_rgH6aO$u?Bd@6hr6B$U%gHK<2d$7HcbJ~J<(VLZ*H$hl|hyd`_c|AAO*BWB> z-R$~vyET%uVMXI1aRid79sEM&qY5k=O*gq6U67fV|ENU_J24_&yVVwnWk=HOL2_Cj zEaEDU^E#-00n8+$T~-a9yDKC%)G2<|MokaknfW3?or9#)!XYpK0xgX~?)oE2kV41Z z`(&`uaF_BYsB_vYheasMm>vZz2g(#1BN;cx%bzeT$g2Co9zkDz51N!0nxt-?uen&!hkF+ zi|}bJ38it;t;`<~tnDw3V`C)F^nmiQ0=D2<2v2*Juh)cPmski8YlzXI79_5+3&J+f zUBl?_SFbU($v<%!&cHGdygqY<$Qe3rpAt&x6>+#Z_n>G|m<+{WcGl+k{q_=D<^|Q+ zz%@k$rmyBhyFlE#V7b1cdN1Y4!(5@R4L^m%8957OU7_@6rDQT#p!Y%dhp4De%}UxqfmB78%Q9!IMnfA zTO-Ake}Azn($O6Zp*xTnLO)uVLa;6<8P^xQVC}!PQTb-2GRFdahhk96PZ9%r7p)Al z*9@lgM$hb0G#|nzw%=~37!9S*m{j~S?2#PYgO1|?@5Svak;1ppri0Qpp;HJXKc7JDistKj9zKpasTTzhseoyr?t6p zq(@NDfrUW_+Jr{M%yvSXm?hij0t%PDl_#&0fSkeP=?7!6>zS8V(vA7haUfubtL6wK ze(GZ`uf00iFC}x*|CrS7yV!j4s=kJJ;FH4S}&%? zrNPc!oSG=;<8sk1Q9n4-*fzLD^rHt8l>`MLeCa-PI(d~&{Gu(STW%leo9)}wb}_L# z1C5yLv02+Z_t9Uw*|R5PC4-A^qeHn)Sad4!NlffZUWxi~=!@KCGf^CA2KF*a6ikoA z0EL<(RJL@{3B5=QS<8^<`&4rKM&*rTB~ZVSR@lM{xw-4rXM*c4Gak)e9o1wB!Es0? zkU3|8;g4I|GhnY57@=wdSeEA@QU~$C9MS#ruQy6>E1+R{0kq&0>^!r2Bq;N(co;Yg zImmi^)22qN58FZ905iK`Y2uLM3-hWF|Et5y1KV+>I$yOH2k4nsH6dGYu{^OIe!3~E$tK< zf6Sfi2a1sZN51!xAJUOs?ll7$oM20cpm!8>Z^bEg}eZ_X%5E5r2n5rrm z6GZV6Y2b|1 z@bu{7T0ax?l@AFiHkocoFYTK>4`jir35_ny<${6`1iD6l_nzNvhxdr{)UO=t?a5BN1b*$ZE3GkQXuSxu_)o^dv1Q#6LK z?My`bRI|jl&6O>=(JjWRS}ST(+ks0|3CdLcYE`*qP}>!|b^{>5826)|coV+3N7BX< zk_s)XL~Z(CLW0r`$GgQSsQ~k>8A>jH2>kl1CGL;?X*9951B(B9n0m z9@#%ECCjFk)SyzwPfy~W9q^3;J(E3>UX8{k1vh%DKYTo18FrlK*V=z)0a)3%{oAg^ zKCiQyjC-oBx-sBa-MV4_oRXI|EwFNa-TB4j5v?I$D1ky`E2y)v9pTI6V%GxM{et7s z_Y>AB+%3`g7-}v(Da!587`j=>#^B3TJ^N>oNAb|&a|B8;{g1z%4Cq&HRCD_zaWs{; z&Zn^JXm_X5&Qt}%pEho0rEY^)aOQiBU%!DW&I%tcYT|fh={NO>;itX7lt3wBn_&Tr zJ+_fsu5~SWf))j8i+=`C9tvlLy`M#iBt+x|Y&+uf&JtT?N1^f2of|frdq=xu^Fzx> zdARf9e_Gk-20&y!(Co73zHI>O&{SxJPPA({Y8oq*qq8T(EG@R|!5dd{I0Y%m4g zHL^Jk1YPGBeLRqBY=Yz3s<(iunPoDqH+^e0 zc}n_}VZ}Xlw5UVU<+FBzw#-fdr09S(ANJevp~Tjw1JQ@D4smJ#IzK4sH=kkWK7S*+9;Q~4Wc~z=)r*w9?fo^q$L#sp>q__Yzfl@lF5K{B^vdd` zjGgyjQ~w0@U|&>V!PkdXb>Y0gIlv)`!RoAc0Ai8=_>mo zPJv0WUZgTLFKkNs;mspR79}rL;ucY(@#xcQcFFb#JxKKT?qM6oeli54Y5do2?}$~d z7?u$7Bg+-uW(aSk9d_a2P$Np78+!PYEA&EKY}gdrxuf7b*b5zQ|DOL-H;Yi*-&Jnf zSPc7Zr2qcy-Yv?aPx63VVrw!mCLkK7ZzcX&QDF<-TiK9qA)j|D8TaXN<%xp0m{%;a z55GQu#XVKrJ6`z!>?$(1fCKo_eJ?W~*?S$(`hsgK4?eQNi7R0!9A1^C^EZ}APY7}( z-tsiU>N$v$nQ3wkI5hKQ3>rj!y^$ZYhX5|D1d0PiXQ@VDFWN4x(eKr9pr>cC$Zc|; zht|I6V+jflR;qI2=3Mr&Cxe4vrCM1Y2=KLB+Yaj!1IY63G){lD?)zc92JDL>sDoM- zsr<4115h!L#8J?TOM@F%t^un21d8DyYcYuoM&YmxmC>=%??0DA(=wuZoJBc4T5P8Qt&$Nuq0S>qT^TdM?0$7OYrdk7Gg!awobZ^UejqwFIhEWH+0%= z5Zp5r9Iu5`IxnULgm{5pLX5&6^yDg!Nmrgl`Wv?Xa(>!IHdRxk)eR;V=$=87*^Y*a3Oo+F4XToC=}^kjW6%hrN4X@S?v9Odoj8Hoj#K@}sQz}w@%N=K{+53%9OLLR(T zpY(;2_SD)fMr01)qR2w{Zb3I4NPH`3k zqYQmZfGx5ew)%lyi-B3G{0evV<~DmOv(aJ2^P922u=()I)Eal(*56V(>?41eoeqZbAD}yIZZ!pOY<3I{X&0<9X4yv~xT*g}-O`G=G)-ejH15bn?u0Oeq z-C`@gW7KrHmhKk;#ap`>9d8<9N6wHpJZY_GeVyobrYM84QWg6~{#g|g0=h-g1o@u2 zUPf1Um#YYG_}A~o08un2yA670ZSkfr?1*IevCtVRk0aUtor$vg-Mj(3ZY=wvmW3iK zzQh#O70e?r9jYa@0Z+zkkP ziJs2^{8NL>_yPm_-$xSe)e~ho0#rlGQ$(37NCxIH7dt`!BmqDa7K|u{Xsns{Txbm*i>lcW@v~uPuDgdROjSrnNPtbG`N-p z*QD5%4aG5!ZAQnzJ4po+@wU=`5Oq)|nz?_3OPelDxj?^?vZpgIO`_jK!?3#PlS7)s z)Gvw3MRUjF4H4mbSDAVP5h2n}CJ_L+!pVX-9`YGn+_NxRX1kHk&`?$oGwuNjD@5^p z@2Waln$5*I2eie-J#{A10b`D zIKlD2p?Ktzo}DiTJ3v-=6BvzwI9>81|3b-0uF1uk=jStV*I+Ihe?!|_hM*7Xg$D#LDmtP_qJEhD=1=Ex^gk>wyNQ~&rh1K>`iNp z;QY=It|igBxm&%YA9YkBVs1nK z24v&RK%*U8xOlWAluot7L1iNb`tV0*a6Bg`E$|mZ%MYC9wQ%O*%EODm5F9D|%BxDWBXkm5;A)BG`Cb=lFjHDy2CqHKbW&oz4k`3rcEfas%x=x3p+E= zsW;u(1Mi?7+b9E#@3nGc@*bKw&@B^a8kUg~HjqV03bfg`)6?V}9Ll68Crdrus{UE9 za=D;=<^Xk;)A@92>DSF;f)UYa)F|;W`ZxgfTObqx?{xfPu(6$Gvmc8Zo164vO-j3n zVl*I25h2k4ayNtCFV8Tn>=@_OcxoPUz2bdVh&jMr1g} zPAW}4DYE;t`?5x(g$rMX6)#Xs>3`yS5^6FXi{hQ6<9};v{fRKn(=~n(Rd(+1kR}OM zb@0fn?@a1~UT&T907?`%M(*)`gyph^A@%d{!%X=HAzdh7ysI1l4qw%3Se$3o3q*#v zJP(V{=lkFK*P5v}N(}#NVFHiUTC%ceW3kBWt4C$T14X;LTfCoB>`vh08aOz1(8Tl0 z=o!&{zY6b%boIDTR%&(9|9Q)7SO>>qE<&B@C~WVA6U-IxmO;-RCpngYd!T?q@3`{! z3ysUlF?YOHb7Lg39YL(&bptN5vVG-YIy=G*d{z}A@|JrKpJY7`!E+{zJNQN2;_IN) zf}PjqqEl?o{f-f9Cc3e&oGzztbOO5M!nKv-`)#O4)WKm^U}#rs%$|}KC1>ixlyz@3 z+`N~pV9VQp-v@yhis;-5o1^bKEW^&?vWxwO;5a1g&)iSnkxaThbB^vXHN2#_V6w;T zI0SzHE~FRZ<8YwsSJEH74e??(Tim|jl?ey`Nil;5J10Tq1`iAB6rELR{1aNHlPWQC zlf&%vj;nGJC>D3rLG>7G2AFgC?&5fw>!5B@GPY(8$dSfNd)y@{=6CLa(-NV2sd+^K zNm?0r&?%s|G@Y8DcGX;u6(%{slvS%)=H0@FL&a(c0Nk_ucy+V$*Ch37r3xA5TNDb#km&sy3h zM?SR3bVkAQ=)b1jfdr!-xeK7S8RvJ7FbtY2+*FY zWh~ANVX;Piui3HKy&okXSBxU6cNxwI%p9-mOq3s5f>)uk$B)cgN;YKzM5K7u8~DqO zRrx@=E}SC_PVZkYOIEuU0%3hkfbT0d`tMz`YH|Jm&!{Sf%^65af~Lpc%p5q4wDz$* z8inogoh`L$3*7?)JF`BMI<>|Yr#Na+^}UcAxn%aa_qB%Tp50&IHR58g?a zdoU-MN{=(zmRL@*9=w0|0lRY?A7hZyJ~Jkq43%!p-*Km6w`n|S=9Q7pTD^3ovq1a= zU-%_B%uMf((2{v=F|C)42S;>n!A z^3i4NXlrx+eY={QUG#o#0%jI7(hA!?S#+G#P3aaOD^RSridx*SR|G>biN4!#K!xoS zr$xq~I?&=4e60UqpQ>O_pfXYu2M;d6F41~vtZ+3*0Zu!lN~m6-GL|WXhUBYDx&$;3 z1U^A62~mD4&v6Q#kFKN57ASB>MJJKnkW;aA%j?}@6$*?iZ4X%^3GF1CfmI7^I6LQQ ze$M*||DDA}9ODBQcC*Q=W^CL!d%pWZo*`U=m)-^d54WSv8Bvc62aaKdchb-+h#n$u zdMMk^UihZw#zGhOF914=oKAEF*@jT4xGOYlS^mOT_tp*w(z6?;DqVcveRYByKN!vx zxBP?%m26gWkH71TAuhv~V|btsQXlFbSPB2Z>IDFJJGJRokFWERMFD10ZFKfv6Zu%t zd8}m4RP>|o_7w}>;rmP4E^J%hFt64I={%pAJ6^eXIu>LeCt_9sU0PJD9n?Y)WuSiL zdj1IAlG_q1c*?Zhm|o0ByTaM98)*uhch(cW?kl$MtGtm5?urO`VptwA%w;!oxmSWA zcn&XS7>exRW|w5cTu!cn-OH%o(e#g*dRfSOB`$K!wcyh?AYj;@J;j!642}*`*+Z3! zmzlLme@0Ygt~e+1-`y-ZV-u$SmCo4cX~vPTw7Dkb)Cmod@Y^r)Ayk{ozG4;_BAaU#IaUANCicqGe1!M(FVIoDO^)?x zUNfiq*$a+)PMT3`;ncRro59Z72*-(5@O=6uJDN-pVY_(u%K*yl%}jq}IB?Lbas}tg z6)I~HUdq0B@mNbq3CnHB6ykDd?iex3gELlc+_wxWG~-g**OZPs$MZ7A@xoEaG|KDB z(Nu}4JIMn<<3|v6)xK>W-(SgF4-QtfYw{#-v$UxmS4HD{iO^Nz=VNXPjHDBsu7v^1 zA!`i+?A@X;L^O&(Nle`2ccd(*g-tmMCV&qnPY?e3Y}cRi>0|i%6R}Sm7B1n2d=;e; zzjm*Xy{fs5!EH5n?)YzGG-dz3kPq=&oCl%0wzYM)}RfGBJM)&dZ5 zFcw!G(xx4=#01Dab~eP8oY3SdXpF4in>bFHe8{fG&~{2VGohsrpYY zb|$F1hQGb|Dtl(vhuq$qd}jXs%6<5q@V*SZe78`?eimIa+h#F(yk>6v`i+mb>>N9V z#=9<*Glqu<;tr^pE^O`_zT^2gK1id#d3EpD&?T=ZB?t^ z*NEy)t1h18Y+dp~NA&I!>8@t8G1V`*pLeW&zx*b>WqJt9KYd&^(`)AMtj;%RS!DX!|Y(PM`3ZO)B0tuozIh?UQ;T z=F~BDb|kMt@16Vm!m#~j%?}t&O{ce$G(kCwJ=4mkW2dAK^x66ceYU1YW?GHZ1T;0` z{7dNbAh)1in+hqnnRQyU;~})a<$(q;JDn_-Iu6IU`?>EmYw&kipFYE+OZo~!g}s+P zlwax2uip44Y(Ce%PqR?Kj$`=BYW@^gEhK+x*9DO{JUY$EUea%Xr#_rM*e77jRLC@h zhv^CAx~rL~d0PMIinDg^BSiMXy2x-|r&9zSB`05F`JCNDH@))d$Cdo)+jTpKR{Gv| z{TcSFy%*AL%!2#^@Z^Ep-eLdG(h9A7@BgN%c$4@Ludgaowu*KG9H3PxqPebyjjP2k zvIX-)=JjoV6;-S(XOHJ(Ctp@?OmBBUbO8k=bvbhS&0e4G-ib8VgD5~l1J0{$@p<+f z@jB2oCfYsw5EG|*s@X;2sipmf4;de-z#)0)rW?*N9!bOLzCaLBAQVV^&@C^23n2Ij zhXzm`IIe?+o$ya+<#46PLP40jgyQ%;aQY9Nc-Svr&s7&xzA!E32j0clE1k@OAY+Rl zS9nGH>3uoB$MF8Dd>*B?i|v>dI8@OKtv^&|M|+G_*F2l_ec{|13Sc2xPn_WmHe~fV zB}uJO4~+j;nvT5_8>3%oyw>Cc5sSLv_pQ3lv_uSn8XN5%Y3?u9xGFC#$R2ge@RDUD zQj^3dDg!2u_r*!`)=>MZ;VZNq5Y1n(c)SZ+8#1P(|=4MNG&cIS`%8|Fe8MS z_wvOYtoz3nmctDHjPF;>RB;I+!Y-(Iig!c&*KVSFEJw4L;ryMbnP^*DvA zV#~6GXbqXYoVOQ=9g7unDpUq~1Gp|2V-Z+jCQ$AbhgQFKx0{U}IT$f36NZQ3Yle5E zzZuxa+|XC!isvnB=%d0f_{i8Z-hhrfSeNkVFVDDDl!t_4T_rQ11I5*{myGKRMkw_S zTuf^{P348R-}4I(Hx5arw!Sx6Prx|r{#=PRi?ov#9S_ov3_CT{J_2n74d3g}AAsMv zeo25=$KZEIZyCb9y*(RPRtNU!XdHH;vvi9YJ~t*=(u+%_Hu>eE4UiBvXeNCv$!y3hv

cMjfUr6jgvQUkwB|{NnsG$)xe0bRWw1)FfV9$^8)p{s^0E=mBj$(#vJ~I{$QoHl zn^?`bLOD%C^BKZFN`g!|sS7`GL-`w!8C|o~6;J2V;s34%_)=IO#dn<2LYsoxd?ZHp zyNkSPG@qYB4FmjPtk*k^JXoO=E}lzlGsg`ME3gTIxkj-DZusK{+ShLm2HEQquYD6O zc3gs6*7bPm<>$7H@Kw8Ter+oFNCDpW@9!4b)$`pCf>>&S{nKEsnq3601ZqH#G+cDQ z$2FiMRLv!%Gr_|7{_?+_{4k6YZfK`_`?)v|S_z+YBN0K49R86SfHftzn6Xns+{I~p z^B+Ug3Ij85AN3=Om)=GBlIjKrcR5TxZJB@m_;TE-kl{=)?hjZ&o^&8uz!KDn*J)Jx zet%S9vN)^xC~6xXe?22)*y7cXjaiHo`&N12YF=dU)8>SFO(CR`&=!P|mNcU#K)D6n zc)yCw==F!wyMubY!G-yh*SH4J?9@nX$|lPEn5Le&i2oqsIb~r6r%)>$T(^!#khJRY zR+d&WUVmsPQ$vv3fv254)Y)8a988wq#JxsfZ)9`nV_cUuUhn627LF_Ax=tDR+7{3L)HA^-Hy1KE{R^;B`tM3u?ak;6DvgYP8KNYNm5Os33dUP z+gS#IC`wP{l8ed5wkIkJ9YvrO+QlD z!HZqy2ahzED}I#AV0lU&r^k%N?M9;b;TCdFXCl9rb$Q7I$XpQxQT)r`}dejLaAtq8+aK-HLXl%KtOd7e+pmB2|A>MqvLvt_Tz}C3O zB22Tn{Jc_j^Qks0nptF#61gN`5B}v_LE_GPPWo26l7|V%xdOKt!eF@*8$Ui;j{wVj zE05=lZ&my>ye{5~<61q@wf4#q%@b}bW2<}JG{X9_5}loAjlY@sZk3Go<0qW<2&J>r z<#wYYf*{gZinL73y`Bve3n-3MKMbrMB7^$!Ex@}UIw^;w?14>qe8anJzarr;Db67+ zJ2>`DTme6$X1?-|w&4@fnRy!pX4Q{dZ`9>0?^5t>A`i|_q1&rfx^sSSM!9s)T+h6k z58j3%;yl$Q`@8~b>zr$uH%kniPQVpKG`M1N(7FR?DZPU2*Izze(Kk=lnN-Itmf2$z zUc#609o8yg|9btkuk1f>y!odB|5V_g3j9-ne=6{QR6y#j5Vr-ye%_c*Kp}(S?c<-H d{~r}dRL!FmAxm3N-+=l2{+rdgf-^V%_#ayz%~SvY literal 115750 zcmZU52|SeB`}m8BO0?RtlsloajD1Ncsiv$68QYZ5#Mq^&FkM9#rN+L5vTtJ>ONc3< z$$E_~gb-zkY}x(K`;NZ9@9+P6Kc9Q2-t(O2Jm=ZYvz)ho4D~PU*(I3hMykl6JI)3SRNo(l%c^{kzNyUdjr8brG^=myhEZ@$!OvH=h+emf}`lrmHpQe3q( zw#pki;l19#c4wor^4>)KCrfxxFusrn{&lgiYLv@;UR)Xdrh8QHh2!C4((r4wlpJ_n zw9N$dM(6ZwT1su6Rf6%_uOYW6)9BGDT`hS7kGSz>k}3pXXIZzY3C#SE$3CY7}57v z*-1SZFYSngBMcSNbs{%{@qMn7tixFRrxY)bTiPDoL24IZvqxFx;LF%ZA4B3e+39p7cf{k)?3^^)O zW>3rtG1j#2KLcuj!jbsYD#4ops(Fk{53>KvfVxH-U%jELgmL_NV@CZ)3Ol;!@rK~Y z|L5J{G!I6&o=3_fTJ>@v*PpkI-Evdy*S%uu8*Q!A2+r`H;D_}2T79Orv2q?m>5bHX zC^%63j2y||EJ66Q0kmqI1U}~Lvo=JC@WkX&7^LODK-4Ax$glqb@h=S`N5(W;MwY-6 z;0K3}#ONE_P-I8<&dJfmm@k3)-Fi_%{O&crTd_{?UUQrNgFl35m8NV!7$BDPD!=D4MNzHwk$o|n#JwAPar{fGR zDd89~`lgN0HZY89{AtP#&z7L-o+2(O1Yu{6*5fTogiYB0Y#aAL_!#l!io8c%2%)(x z=ot)c$#^>s|3arN(gWM!4`uj1p!ecElhRgN%Xy@k#blLw?+8zR>{lj27`3 z(eTE1awYh8M3KJNf45G3>~9N>?SHz z;Qi8YOjS27xab}`Ql`c+s3orF%6lZX; zhOhcy@pD8sczIGYQxMv(GPbX^o!DgoV|%pqE-7PsW$1gD321)AacL>)NDbN^gl&n0 zF+`l8W2~_;$m&=pS_XLRR_PktIgcur*A(B?A*9Wm$OlMRBGvXOEqMG0m_l1q@rO0kvg-uB`WU=fSM5a0#yRF-B~zig z7JSHdUK}I~?6KwJbU#zX$Bot?K4ef$zik&6FnNJ*#sE*!g)PY?7a)91vh782XK8~G zXl{^G6#Tdz3Px?d7|BrM(5jEbZyHaOD8Zo&nw{x$%zh~VJLe#=ttikbYOt?G6TGt# zW$^bF)RDri=rjMu7(>v_91TV}xNYo>t}+-BMDXL7Vh|ZxJBn6rJ_<92eV7TW(JaF1 zF~S5xGr^`|Fth&+CY_E^0=lqkU5QRav<`=jKLeBEix<+7g2oV+)U1jyZmrF{hyNT& z)k2IIanmdwCNz34Q{zfc>z|Z>p2wdf9s+N_KWFM_s$I|LyyPK4NZZX*RufnR7)$%g z44H7~1Tj?#7YkY|u}&5C&`E4eDlvu6Uh~jacy-;)eEmQwEWXZEij=K(X|}7I0(*?U)|bdRrWM0L#f|TU{+jPajUm=U`c;7F z=O{jA1mm`YRDeYht%YD2@Fi9-^?LsR*acsK9`*;!mO(6Hhooh5c#YmdE7Vgqa=!m^UN7;e5--DPNEAB?z(%g+~9xZRB0_N-;%-I@|1tzBZhG zudDHFxKA6gH!YYu+oE$)mTQxzEChRsP&U9-fF}Th2rg|xVTw~!@O@F`afg>tVs8?>ux=A7 zCC+Xt)lFsnaJB(IG$~1PrT(n4ty(-UemgDGDIJ>{A@J5rw`)#?2?5cZ)Gzs%ztgp~ z7FVUuml_hTcwV+bQ-Fr(k)l%IX*WIg}hgy zr(>%03-g}Jsr90&^=1ic{lDBAP}zt`V0>D?c`^q?Z39l{4NF=?MPiz-Y*xlzZ$V-? zX{L5E+$@DiXL?f!j1`L7$4Bwv#OEciIQ#1zHZCGRNU|WfX#)`}4(e&Z*y=z~jcUe?^ErN+)>iEw5+{Y=0iW9B|4w@|* zb-y+jGdDq$>h_mxBv|U}+05e7%Jd;`#*X-zv44H*t3Nx9(fFsZxo=%{>KyED(8f%6 zQ>L1&=u)Eev|ghm@%jPSqc<|+laSu^aVUI6Gze=uhfXL`wK!(Z)ZB5VmY03bQMBP6 zj_TxBG0&6-NOvU9UpbKFz-j6~Zaff3qz0^nSd4#FDe8=SIz zlgD*-x|8Xq)V2T;&DfK?TgVTrg#K=hPbYNWu#Uu-GJT!E|KOOv9d&2pIsR8=Gou`d z9t@d*LLENhrjgL!{gaGcr}anm7-1>|RpsBz6HJjwTs&Ctdq)j*kFIXi*j?+b<+pI_ zmlQVEdt(wz0+V=cJ}gq-TuUKbgpVToQENm;2G4I?03Lm>U>}jZ896dGBsg!IIFg6a z$mTjLv*AM4WC~)%4sm}WEpmjDyBQ9QwzcjQC6Q{Tbmk2ZMX7VJ5+YeYh`VVf^!I-5 z

Fgz#Q;sZ88ac;A9(9HAmfZxsjofn^RAfvb~Im=NS?{hO~f+A2{~eG;nax zl*vY4rqfzla`)>=(7^du&>7NO_T!Avk(sni6;?MdOI6@=2 z6__~oROz`}3;lg&Sxx_jeoTuepemYKI^c@}$H^dW5mS}T^=@!7Y^^|T8+%b1AArD# zG3mB+x*kK(tlM#{f2!gxK{uuaW?b~X|62RKsg%ZtJGpoZGsN|*Fw>FYf*dZ|yY8&o z`fiG%RdX*Oh8DuqwY!qpY_5AtZo3^San$Q7L?qrS!o(N~?`Fu{Nq6XW0wC?kmOwYQ zW~xLe>J6B(;}n{c^A$}Rm>kw*QmP&aRH08Pm&9hakk`SY^2832agqpA(S))1k(o6Xi5 zV+II|U#~^`GA&^XKQv!&FU9q4Vi(xRpVHAv^3|H7cdcN58S)4*2rbR{>|w)=D@eLR z%0^Nh($@+bA(DQ#?}t}TFn*va;2F$E_5}YCg6<_TX$lp|W<#3;YT?K7DS{IDvlcfK zdZi!_VJ_5;*a`H#9_%XY&o=6jZ6Fh%c_u%Rza+6Ey2Knf&D4*tTY3)-F8*IaYD$?- z0-{ZAab}9?z9858{|6Nl?e~XU3;;eLn#$ZGq@mB$8j)b;mb9c0{X=Gugb^)<=7)W~ zATdX)|7O|$LdiK03M}LUa35jC6sF>UaZ=3|2U=c(fq4VO^FU<+$O5E|9H96ZYcm+p zUrfDj6-gEN-}1vP0Ui9_=mJ1h8&vXC4>1}4AA!TJkq*L1fCG1Ki~q^jw7V+PV6^9% zCvAX>84xZ|9Q1ME!dhd11mV#@rk2%|<^f~s1S|>PVhM%GlDae39o3x9zCH<*%=6Qj zI+)T(V)|5n<0p&){X!7Dp&kIE(qE2;&6*z(8}xku=0iTy#ApjlN1y`Ri~i>)9|%%m zAOmR41ZD-E!I>?hy+J7Q@0^r2rV7}X z$F3J~*t(r?N&H%kd5uh~ z2!XZqrE&S!@=mMT$fz*cnczJaoK$RzYWF0S#^Y2V^@jc7}-5+1>2H58hiUXu~7Ac2TqZ2?(1RgCv zge^GrX5i1!Hnn%8G$xHI&!>$u{mGwUO9Z!$Q`gWsj~lDor#sBEZOf&XEnV>|2V*`? z9kEJ@6YzfiV(v$}*-o!Zl&;)ylrJ7+EwP1js8u9z{10L$TujLY{5Qd}c|9;Lm-qvo zEx$FpsynfY0b;j0HF}x~TcDiY6<%)~Wfcz{+t& ze`x+o-|0(*SzPb_|Ka5VFuhcFR?my$ljQJnB3mt7LWc1IxH;JqHmahn^P>PRgn>HWJ#X^jn!HuQFi~~O%K@Oufn=1Qd{IIa zzBejbczT-H9NbNYs~7O&?@nCIFTaWlkaf6zyED_zDyB#EA5l26gr9JWRDyAq^#17U zP59^_6LMFkpB^Zk^IO0*G5ASp6kGVlBHu?mSm(UYPIqpCDDXdH%E8noOvhsu`L)lF z;EeXgO4oD#(Mo-HIOB$&!6Z|oL3CG~9^YXdDUXfvNZe|A>rrd=D{~5jRW7e*$r*NBnxTm60;6l6M5iXN zFYvC~Ys`u2Pn!_qSH=b!9V)xvqYgZSQWM?zwzo&UdIH2(3NH5EHeIibTW*>_g~C1t ze&kCr>rqQ}@gK}TXj_OAV^+p`8t=zzA`KqqJKIho@ty2Fa z_ttEhB&Zz9cGz?uo}&;2%L{{km-GLOha+J45p#|x=}1|*e9u-xLFUF>GePo3TqJ*e zcLoy2fvw*pT-mIxl1%JdB=~~jVGS6rKsgGHvV)9NOTp<-%aau!arAf zR`R{bMeUk4b$y=t!#>O-7L-+_Uem6p$;#NSHdjb8E=hN^gvweqZWXryCA5nm$-cNA zHC^YaDw9l&0R0SnOEN+v7<`h$Xs$Q$`|8~I%APW|ud6_+rO`IQ-gnvsKuCC}BjHF$ zs~BOJtFbl=wFycKhlg=I`00tfHl^F|EaSzOMd{3vcw+!!X_hVc_$Rhi&0%Y@^rB#q z&@XP}mf_QTY{ZwDRkKFs8En}kI(4(XT!o#pR+`Y;869L1O#MAGhS!l29~^w@fDsn^ zYzCL0NXLzlU^^7pNjuhr{ozA3gHtb-)`r|J+J&0*AEb7sVsJ~%!;-KI5)4O3c+h=< zZtgVra6-l4Bw;<=bftT7e!wd2t%Din=LOZ>&NmY8@chCczz<>-C(M8eCk& z*XGWl@}z}ZWPE>4iTHh75z?$mG)IDxltgESE;gt1db74e9;F7L^HDT@1fI41H&Q&NktE4$7sxH3f=bg8Jhm)1<+t{w z^E|xSUqwhP5^K_PKGy`4qWLliJ?0;L5K{S=amlUixkc0_EJRy%e4n%T9oGx;}L}xR)cd?9wNos#wL)^Lah-dB#-da&&zb}3qMrk!7F+h{NkfWOr@Kyjqty>mK+J$P}`1}RPM7;{FfUIncq z1%2;Qn`*J{l>{6a3{tRhoGv;ARuo^R2^UWjqW0wLH>O3gbUFGQQj9eG$*gOB?*_-Q6ok8W2P2HyQn(Y|$a$r8fd^jj zsKqg&+b`Ic7u`fMRpb1N?mRXdtTevKFm>J89HjX&KgD!_Wyb*dd{GEnE|WD6Ilw|? z_IuFw4XA+&M!TW9??qJ2hD4-lPU=T$CA4d~TTFpU3-xAodWdj96Rm*gX5B?FDa|g* zv|CN48Q_E1k&Xwg8y2;~RG9k3lg{8Z4Yk$(>2d|tXec^MrzdeP4%w|MdQ0&R5y)#6 zWVpsl`zn|kQMCDoSxFvkOdJ)beN%@|tBl z>?GCPnEv4b4HWMow08xlkIBSjX0=oMk_FfCKX(B0s&}i>-~=Zf(TkU@@p;s_M_4P=e1U^jU;_&c^`W z)ujGEO^K}rJB|YepTO!|hfU$d8)G;!AbmD&XN8%InSH_?=Mm$q0+NJ$R4;*spb63o{Na*2NJ}$X8llVi_5mGWiCBaIDiX|hH;{L+%y-eu zIz8V@y@SPNpeGuLw|T@y+Y3UHW9CSE8+Q*Wn-7A@sg3n}y~#GEh)G5jqmdtO3>k!_guRjJ>ky?ms2JFOMzF}5-*IvVF= z0(zGWjV8!le2{iJ!c%cXEKARI$h?@yT2;RE?1RP9VA2-Oz8*G9eQt0M%N0hLC3B6{s=iJOfof9Q!TC>nib#3payq6HMDnQ=eg1^{y8Tdq9-?=L-FARtJE;_Dy5YjhPuzan z#QPO(P(f`Wo5Y{9TZ%si!j-K)$6#Bs#BDeEK#AMmhPqZ2=wZ+NtZ>oNmt_*I)iwMC+HvqwuT7+P-X`5Ou*EF6+~YzM94Ua z6c}(olFn&)uRBxqDow8kQC7_hL5v?>!Y7RAk_N(jT)!zk{XV$U!1uB$7#r1zNvLz= zNgKj|(=hH@dPGU5kljOR3E1Li&M-C2@VrrQT-J%($LLB`+X6F})RbjzA9K;*uDa;n ze@6KGd(o+Bvuxz_5r>CK3;+qZ-BbS1iGx}wRQsYQ>kcgpu&UDhKH z)IWmFuC4ANh}+S=+0;y|tB5wfeI<36I(jatQ|*gB<6dGibu8(}`K#r+)#4_Ag{>^e z=7+t*M|8aQaW)$sE_Rk`6Oh;a{I`GsgCaT^X5KUBYHrESNP|@jH)IL7JkidGd)aQe*i>lUes`{9ktQs6!p z_w6HoM5pT|WN)12<#(rq2|B2o;y3j=s`KQUasc1phqKLXoLkWDuDM<8vt(86k)y;H zo%1S6!6>uL&GiVp{UIh8&hXh4zgCHw27DSJvh(hh^|2#zk1W$qJJvbzg#AvD&Sru^ z{`pUKo^jud53sl(Yjk16hZx!UQQ=U_mCgIoj7Cu=kXByPYop6Q6B#p?i%{a3n??J6 z7)z5S<@K`LH#ZvQ-G%nRDLi;uEsCiA^W*+H{HE5Ae#g`+-V*J?JoBeVT-o;@5aaYr zO~df(-$WVZpPYCp=fg8c6*R=Hl|$=p{m@A0+Cn5Ro~d~;{Ce%X>GdzxPj3}I(>*#S z+cainFY9Jd9y+GP1e^bGVuAgMT#m}jmnKQE&-A+<5lWb6+^6)`6Qgub@&Z2sKbNF# zd5`Rluo=Zzr);!by(#kMlHBaFMIT#)z4zY z_>sc$=P$a&mM@d183LuF5w$cnLfG1GlmU6IWe6Ma-A`;;7KEJX#i{6h!PK!P@7k@* zmX^||blb$h`}x-o=W=T-#8eH|6N^7uxxXAi3Hbi5O}YF-?GOK7s_LyDeZ_e)yEVd2 zfq?N##!R^K;JYxUoBR!)g}Y$-K}X!RK2uXL{JPzt6OzgJ%PR-;uwT&2SIVDd#%uv- zUC7it2m@qE*$O1Ie>*Ydp%rH8ZU1k^@h`QC^;=L!f~jn8#+5SLHZnGJ*G@-D zyYFj??EtB;#}URyFNK>-HKSR-F~$6hW3-wTQ767ru55aU4maR?6qHxKDlBLokb7!* z4!JY}5KlG*w~MfTa&;FD7?Pk|4*TNqvJ+C__VJ8gN!%B6-g+x#?*3fVF0w&)y-`?) zZenauDnyNbhRv0YyGod5ZW3SMN8rvOcxe8)SNy(<*Zgxn*X>%Z!fB#6rA=UU^!hCT zwhX|w+Pt*4K&sFBPIuuoRu^889IcYd6JIox_*!~|{~(>7fq zm5$-9E!k`G^=4J*c3wvX8%60Nj99PH;?&kxQJAWVWiJcM-K#|xE8e%E&T-Luz%(4B z0C&{q>w}|{-hc6l=xltaaH~&1c@LJ6bUj$wDNOxR;c*JEfB3mKg<3Eh`{-J@%NX2t zkRvH*XiqRvfO>y_^G(t(OtslJV^l>gTW|J#1X`doi4Vn5X$v89Kz>d^xg8 zo!FxsQQLZ|h&onXoi5mBo^u#XymtXkXtadbi~H);K>t*fFWelj|B7A4E^+0Sfm^B^`dZ@hbj##EC-X;KF+v*%w%0uj+)z%Q&Vheqrj7kdY z*YH>^oglmy0pO>T;HWC8&W-HQp@Zg#LxsLJ3a+`Gz6P4OA-zApIKe13J=_me~ zcMoX$E9L&MFb1iC7WXYU@BiK}N{5etziUiRG`fJ0p|@*;xJyZSd863R+U!tG%B}99 zR;7Q}_5k{JBlMLkUUv7IJNe*a@~!sQn)djosJXbc#bUpNuJHLI6LB^&VQa&qoBeeI zisN`NSDMiYbNpZ%+}vo*ozrzVyQhLk9?2=^C=2Yhr;If1p!j{ti!+G4zcSF*H`1vz zmG$0YqHE)=y=1_U0zIpooXdlHkBO=qG)~FUHbzI^ejBeL;-P0wux6^ zB}KE0;rCd~Xn-VFm2S}S7-~H{keYjxr`8Ltkthc0Fg7=)U^yK}4$r^^NxG5OzWM$s z&){k^URJGXz$!!Eun}*71Yq+#2TLF1fyao}R@>fs_hu}Vf>ZH3Xv4=A`h!{Lj(dc-&I~VeD-I|b_ns$k)}$vK4oVg$hsR+m&kvylikI^9UK{Nu zt^d2N@m2i!14jU9XQE-H$gi;Lxw`vqqBy2GD;UCs+he5LC^rLq-n=a*S^$&~Et&}z zXHMqr&}qHjk__bfZxNmT$6f;}FTCjfa>XGr9E19;nK*G23T-f_85w@ z@8eSQbSpm&$j4o<>BD4;5C%CgRct(T5gt9)D%rku_W+Z!D6x3xC#8tDU|Nb{R zH8&WLa+kzBSoxj|qc&54upEJ~ieb0e|E&TwhYB82;|m-BK4`tT98QYC%&f+qUx@>!;w6ahHIY2gu4!N= zNQ71X=Lf|n;KxPzvSVEgZ`T>kH?!;{*=s3Q|70vj`z)QHH-N1|(271{Wxa1Nx?crK zz92yfWyJ~d;P;H@pKO{00Nyihh&)bv9(;|dKl>K-x+b`lmkE^XZnjQ;-yHVm%%)?UvWZ&?dC*blm@&wA1yuLw#0rpb3 z+s?ejrNN(N=Ip~vMZQR%^ZS^sGhUt}0P*F`O_s{W{kn_zaOiuhB!SRAw!S~$>jbI= zcvlij%r_I;PPtB7%qiXqUB^LeeS;^B1DrN>PBBVHhvzCkCn@rjx*S|{otr490)$F1 z3mx#ltD+U>qSZeA1e#R;>I78TB1$&`nXX5tl@p`+gMtf-e=4{o9!#|U(&TfB>rRk! zT!}Mp2E}L_i94?T49dkj=1$oyz3sHCQf*>R=Hdmx4b+pVEF?4MxS~k>ePi`L!d$1f za<%g=5LECL>-203;l)tG)+Ak;bb7*{fAjZ^V!;VC8*es7ZhTWyy3BF}&;CzGiygnO zZozg^2}SLxN3QnRqElnI97Gao3d^~%ui`R=5!-9}>%1h?r>4Iyk6nqegGd(H?V53R zOXfSEG>3#v70-wjhhGOhyyjN@<{xT`Ly)s1gU66J)28vM>=>TCU7!?H6Nw5B8+tti zp}{B+3Wh{pA5&X=1w{v#V~Z;0a(%z45%e5~cp#b#AB)9-17O1IxpqzeR6pWAXwV9T z)aFt(&x&~6V?3Z=bY2%IgkJU6EX*eWS@?&DAM z?NFT^|CptAvrgYRHc0o;PV9P%j&3h2E`GFN#|xV=HGxi+L23JfNb(o=mnCBCq*tec z=u@^0c1Z1jNZ8jwj}|RfFTWuS0av`(`QVSO+*p+<9uf zFn5(JDm%Ial+d~*3IEhnl)Aw$UDJ#KmEy>MQxuCW(_cPq zVuR37aM`G9qiU#ZKE&Cg-YGUaVYv;uEAe!u(6RC$2W_vU?Uf3Z!)(w!r$ffnw1c~i zp@0$fg%s=O^uEnb zfL>I0lzGo}lZ82}fH*rSN#xlLtG|9XnDhj{Zmx$&{@A*1GY~xw&m1867C67K8C8d9 zRZ_3dSPLg)s|;>S>QrBRezVlFK1B)|gd*|m79GJt{O2h{xfh{vz>pY;^-m^(+gNF@ zuHC0g1E-kbCa5=7SZ%4p;DPel8*a6c1IKiF4j+eF6}v<}^%inKt{3Yw{rVeRi#Q=q z2jMXr_c8={25PvL^2rxS5yXmC_aavulIBl#{spx@1-A-++eN<#I-UV}+8&Zw#wdd$ z&l4Kt8vQrrSRe=#KC>nrZU8_jHbB#oF7sykZ8V^V)y_d&_{fqAhU=AKKWg<9Aeu$f zaMK0V2Qd6@vrNBHjGz0V0|HQzBPAu$s*n?!91vX$Nzo85FxU>INO9=jVACsa3ceP? z>dGgc>DP>@2Gko~-?yqan{QcLwGUeL0^P>Aj|55^WoR2DcKcAA{gtSRyT)4cy zWwG_3e-a==$B2~$5~n;xdmB!~^1g&mGtu%XN7y_#fwf}ndLjbrF&ep2k9V#r5EzTe zsEIak$^`p`?%}c~#*9n=-;W!TW^iGuGo&BA1L56oj1ov7(UxY8_5V;`~K?6%WUdIHZ)jeU(ozQ*;bDQT9>=L+Hdpr{PVB1UQeLDt`iF_GA{y0 z%@wlQXcCRXQ#$m~1Y(8gkqMeFctl;k?Ta zwH!5mcJN^&-uP=(wiFwQMI}^kcdQ=SPk+|f4On-DRa)+sD!`XBpu`jkz7(2(k`nFl z4mU1zJfKpgT7Uc{m3o>A_{QkMU(+J}!XX-37ek5l~!^ z6mw;z8Rov;nF!Y$!fzT|vO``9x6imoj!bkP@ISKxqGOzR18UQNJaDLs#cElBUX5CI zBvMz4g{TARg2Aglb9R_p{1JH2lXgAj~==M_!e~n z`O#wu^&aasD=yOVfJFbP*dWHQ+ymN4Ddq7JU7=s>M84sOEGw1;4++&kQ@ z&cDB^{KGD})&^Qdm1SH|xm$Q=C6|G1xfm4kZv%Bqy|2Sfu#Zjm9o}+ohj&59I}tPo z<;?Ekm>KIvC%DnX$!cp|C40cB$X78PtKD*W*9rqu7?D-DZI z;rQ)!Dq;ha0cgE3IosDuF80Q^Wo)1JUiGdWQ6>FS1G2OP0k82dlgj6{U!>ZqWFWLg z_O1561EY@-_c@}zgZv|@Iug%q)FkfeEk=Ms80vHrkdD0{M!}X%(wAgdH~w7#3pjQS zs=N6@$xf)d$-HunXJ1Hi2RdDGFP_s5hQ{1r{yM_wAEREUG1J%>pD!S`JEh znZq)U4Y(s3dcC|Wm%WZcleLn$Mh&X`lg@5o)ndz;WjuocbZo0;%MH}A$?*v)n-vr= zEs<*;jIYq0%>da|(uZKG;?cgxm>j4^`EnfPO@{Qg^P_Tv+?)H4&y(z>zK5D)lRLA@ zxcGwe+9*2PaNU#}S)J_!h7wsCSOs*cProyox9c6+sSS2=W%|Q8oLt}JrY@aZbuxsr zD-tTNfB!W=ysf){OFzW<1ta+Bh5FMyC@8v+(6igzm3NLh4YEGQiRMp(&v|6uaNT=% zQz}E*;PBYbR~)MjDJN;JO$;%K#-IsME1ojvf?VU3B7`+=#@%_mm{Oz=v2M3;FjU9q^Kr`iI7;95dwP<`@z>T|QkN4k0a_;M2 z83_>x0!pP;YAYsm_WgCC)VDsnX|9sCBd6(M(a&~5mGl)-h1#W6YZe+hK26V@z1*WW zzxV`&O^mMi#85k#$8*{!#A7>O(45M(nDQcO%{7Q*gH6lj{i>}5ZaPb|lDM(8d-x5f zFg?D4tuH{LL)rElpyAc6D_Ab|JWW9sS${_>SV_=uXyFhx&gr6uk^Uk_dcr z-fNaX?zm$_Q>$%|i`V|A*jD9qyaS&05UBr`YdXn1^R*zYqdFddzK0Tfu1cBd7w2x>)~<&d*gA0j_!R0ox;m66 z)b-wjXf+RnCO9;l_y<&>l_3?1=A$Y`{&x0JfpaSHIz8Hrk2t=I1CKsmPjqV2i<#hN zAz6J69F{J@XjCj8A_>e+%1-??!!jO^T23qH_>{v?0=G#P zYx@Pg-6Fvknfssv!~A<{ym=fYx(|09dB4%vCU(0CoNYhr0hNmOm<^Ca+LaW5uOlWC z6@h;X%I;<-lXOvmsBP&ffj1)E-|N3ZMFXMT}eDNwO;ngv8%6ZfQHX zhXl^uEz`kv&E%Bt#pNZ4FPE2dkoKK2SQTxV&lz6PhLY}gCRTzHg@f$lJ%f8A@hx9p zT^m>{2idRVrf*!J)o-PSI5W9ThU4aM_1JE{z@q5a+}y9tcMID`j)?MHL7OHX`wUJg z^w|bZ$FOJX;7mT)Vg|4lq0D~0KQ=vDdzw^JcB#7g-%eu3lj3Ea6H+#-3ni}{6MWbE z->p6nQa(<5i|_n9@Yi|akY4l3oscVsPj5={DJ23#x^w|!eHGMXh;H1tYE!(~5!3Dz zz4t3eL2e!P)wfQDvDl_z;5dZk>13Urli-fiVh;lu=g(<#GN|4r(d>R|?)QE1wd&1^ zN?x5XTYiPfxYCb|Vnk&3WZGg&1_{kWfIgq`*~f3aK+~cb-O0b%Q4$>YAjYi8(y*zc z&D9{bc+j`Ou`b3`c&0Ox8YSor(8LrZ&mep^Uy{jv$-}b0+MY1f?ujb<2 z*N;N2yhSM90qC17HyF-!?reCuPG(vS3G~ZGLuI=iyT3Gk7bvK<@jmh%r zOf*E2lN5XR29nPWGRt9SS+c#aW>5d3NJn zm)iz%SZUho^XgM-Q>l~0u|o!3>V)Z05T;x4JLt1Pr=sgwlG{g5OkEE8Mg8p^zOLvj zRUsvWQvjK}WW-O8eGq9w9%IuVkqyo49ecAmHkI|-u-`RYNg`=w`Q&hLksc&GslLE1 z7h_FnQ{vQX=}9!Xvs&oZPpkz|g2B4H$!(A^(a@GDzEi06MmMM|)b8g7|NTRHSRVz0 zQ*m-1&MrnwlyU7Nv4fJPwr*NjuWYpdmCG?fspt1m8>LYz-rZ=|^i031OTR(dNcws$ z#djUG9#W%2T2*Zd)U?QZjdA3#CoZW5eUzCKgDd9VLtjLF;!-$$n(1bflet%V;$57;%p_m zjf$RMTl{=NWTVjS%GJZP=h230O?-GRh%-hpr}CsY%b@n?^1|4dmo9@pt~V`r+@Xk5 zKAna1J74y%z>h@TSiT^0vIFsV;x{iVJml||u;P&CdDsOMer;XJD_#-vGM(j+chRTp zs8W;e~o_<@0A1IzbRQ2hx@?FCqI z5A5AiLn}{%PSvyrd1b74UQ>n@lHGpxP6MV#On6wiAzN9SGTb6G=mqk4FvqgC2;6&w z72Tq(I(`SV^xUq`9wpK&2kG{kjEh{9tBkKVxobRsuckArz&9^N-D&BIfwu{u31kAB>S`pI!v%k7+yF5PIn%ciZm zkquOmjN(=|}6;eRaHt8?F%lC~YygMGZo-9HQz)1+(uTrW<_`n5QE*J2XxnG_2Uk4V9yjTox z3VVNbSB^v39D5^4@%Oz4S|}`N6Sy0sTVqGQ03Yg}P6;ETT)aev1Aa9CqJ3#>TipNU z+WUzT{KSbGxoE+#;^-`1SxPMT{g{zN+u_IFtD9|A*Vb~u8Oz!bou#O_DKG&F4);p% zE^C`r<$Lb|i-5`!;r7Z@XEKp+eEws)vRm*T+BQjJKlZ$N&H9HG=BB)mAzaUL{2|@K z3ciO2HN!AW^^G0@NWBrH^}}s>jcf;O3wew^1w@uAdzA>Wotsux9R39$227&KrQOz} zD^2wbBxZqBLSnv}ycPwTml2z~2!D2bub>uT%|zWB+OLpaSfo|SUjwE1YkaIUtN8Sd zH&S2hz*PqF;`_4;J-RDl6Vc!U@Cp^Z^*PIxFe2`(Zs(2L`osPSr6AK$Nkg&F0wry; zI>U3q9$0}0SIfXsY&q&y>#JpjG)ESiv~Ks1SDK^jakv{SgiX_XNU~A8eCkmjPZzis z=bBJLxgj8&Ds+hzYL&DNePIRy%3vQIsQdByd1oIUf5qr0q1n4hTs|O}ed`G#Ij0Pu zN|Lt2H!n4Vo)V~;cEZ`m8J9+~AY6K9`)x9L=HDEU3{awTYOhKTKUMaf0+}0#!w z(F@!O`VZ4e2JZX1j<#Jp#YX#SkDtgUx(T%xQf|nBjh)c#7>YtL|Fqo)GMrfjC7=QQ zc3~yff2RmZgH3=nO7-IM?KE%q=t|kab9P0_nglDq1c5xL=-@+MB?N)e2B@+_e57D% zlmISFX*(;_-DCu}uncb>m^dLe7&gwD#MVMyqkx{wu%tjSs1c3gTMW~_+A!et?pALq zTi;5G0SU=eEju*$bt6*A)gD~R@yf}D&f^k5hb9ixSnoaoMZEgdIAF@8)qK;)Uf`a( zqkwj->({Stc6D9aA5ob^sf%wSgJ@-IX!tr)S zg$`mlh>yil5;St8&co^DAjuy8TcAb>Chk>LrZlPf!QrP^2>M;DH%kR%*ZdZTxmkwh zQgyneQkYpUr$`o>wopCq5V&F%+sgvo`Q_!sGG8Z>y&E(pi2`AR>7Rl>Kx|aq*&N)l60@}#4-0JzygvF(90hEl@~9z|puuW^QFFb~3hEJkaE)d$$D=(uBlVp?sSL@UJN77&?cI6v0)=o0As$ z3^Tj~4J{z%D615FSIgkD5`6Ih!VNyVaawVE9MWll_%gjL74=rFLBh-e)zzsEDy+XM zhq{%Uupv)RIi@%Hbb#inrU|c>ctTzIPH6DCAd0-?yB%6Bd6u?xTn%&>7xjvGY=`~t zm3LyAgB(HG&Z7U3TSbW10q{?%5ZVMrVoG!#)U%R&it1t$%;#Cqa%60}Q#90zAQ z3u3l|WQCycY515eq_T}soK}BR>ijog3%Jl`@&l~ZwwEALJc0DzX|&UqD_;A%-4|ql z8^z_GF^g9|^oT7Mra33vG`D1fLYmA0 zHO}T%(4;@mDIEC2G2ISU()yCI7mHvYg9=}(z3n43QJ5*;!3Qlm9^PYNJZI;{lFto$ z)BCQ%;O|8k@WH@72+i6+Ej~D0{0|VIR$}}Iue-*-%`J_%pjA)grl04f#NGZ5g*@8I z!5|@D@c{OK-k)~+X(B!ag4So%1-#OnflfmqjSbgq^qLBRGDX-+1;E6;>`fzpOUxB9 z>2JO2?hPRXx)$1NXoK&!t2tXgr7G;}A`JouG|_|$x*ZZEiweFq#0OGrtA zRH_#IgWFgs6j2lBZ!tWlSveCb)cMPUVSasYPe#FYP#O)iVZW?>QppWdhfi^mHx@}w zEvKGr>pjM4l2&}7$dFnU}Y;BCTk z#&8e*03CGTAqFM-2Zc`s`a)1m{xh-F;}(G9&|kKNozw@`KwxK!c(fORC_KmQKr{mL zzrSC&)Jt%Q1>ywu$|@lr45ZhsyvKr30Q2URdGJvSQ(mp~Dg--D*fFEPqnjNF9j{_F&^;`0~N|QCOzQ4y1Q59Y4q~BY{f>Tcl_SDjS2# z9|450kzP=;xV}qni+?dhFP0fY;3BeMo{Y++or7qU$X~Tyjm4+k1{3vlx#7QS8a7jD?E59mLrZWDC7VzZLFe*;0f?HQsr0zn1>3*6fT zYT3r;BUow9qZrd#MOPIE#O>+=aA~untTbOI+iIsvqaE96+Cc74V7X@^q`PL1v#LnI zwAa;o=Kfd#1_q%;ygY41F9@oJai!a-lI&V1NY5**yCK*+62NiVr}OF(zaOe}>?n@+@m zJ5hUJY~bhug6}kBT$hP|2dIPrpCM;63w%-vhGc@6fN=vbX<45gs^|r6rWt9V2eAWy zK2S%0z_ z$%DZ~4qzV~2(LVmigLdXEKb?0l7jWwLM9I5vwzHkv6P{$Aq0_d(2m@}Gk+1}9TRMO zUIJCZQG*Vkbl82+Ra&DYQq5(E)Kb; z3S-}^6f|2W*bv~9|JNAKmLsuzrez|=(sAy$5dzrF-^PQx4nwv#9t3k15w9 z5F}C$DTXw16F;9D>@R3;J|4PafltuXZZ&M`7+{7WPD0I2rdZnf^+ESQ z05+nkKbtNtLu`S0n6zDkn!>p@9E_nEmB3W*JBgB&FWFBG(ZFW?;?6_3l<2-5>T^Q= zMFZ$S^VNn$kdd4$6w`{aWkD`5NPtWIU0C1#c;aprY{|QeG*fS>Hce5K*1) zcf0t4g7d$TtCdzkul_!}H1%7raH1H&E4b^t_!BT)z$xWSg*02KLijlH2{5?N1XGHC zha!CwMq4Zn*~Cw;f|aLl1+ajtr0|NGSv&6wpKGX=jP_m;2LI<2h~89B8AwSU{O^ww zVCx1LFUYZoHU~ZLBc-~MZ+Ho9W?)Y|q6<3C_lV|%L$!3^Q?N=ob%a$&|5Ad=_8ru8 zM9M-S!ms8#;1^)e7$UE)AyPamxb?Au)nHw|Cvu<$Tup@1KpsCMjM3P|;+w%5hYEL- z=h9G5j%Mz>{au++&Jd+yHf1Vgicw9&iG$d0ahC{di@`}Kw61!z!au^u^ z@q?5`ax<{GV(4|}x3e&OuGw_&m4{lRye@y~cxogHxiRsVd0i(HdG^d=tn3YfxGCV< zt(tweTWxT>ShiE!#^gNIU2F*aQY+%lLRXGrSPM}D*U31Q{iCu<^b|IJxA19gtrwJ1 zdwv1yqE_Tr_M0E8m;%R$jlmk@k)j1f9Xu11-xl$>`{V5m1uz6(_9x*6x6{2qwy*EN z5^CGcRk_9Dw*hmjQQHS@u5Sw%yTi!ey#m%^JBIjQP3#ZWh15<-VQ9<>I*L89DfCR; z{*3?>TLo{K2WPE5frfv|0LI{N4lS^#X&|mz5x6#tmIS^Cwn`BlAOg7!s^0vMeJL(h z-F$Ocy&N5?6i+!y23gn--;~Cju3Cbu|AIA&?+)N@M20=x7JX9W5^w(;6y{+m55Exy zRKh9A*k*lE=xIaeW~H-WHf5wsT5T1fu#4QbQJT*l!%Pl<$q$533dFI`-(7ub6#=z- zj)Dq1P$*0U#HGlprUn*#(<(W5$pgLHU`(OJ)|^mE`33@tf57Fc+v@PLL?FcSM{YJ{ zPdNj6C8AzmCny*N#jNIrgYCjdbh)$T*_dB5j5vk4Rd;*#TyQ_Oip2~-8vLsqg5{ea zHOJGwD}zJBXgpaA@tFEpe&Fym=O?z5@6m|wTMX-4A6e6MS|O%lAa^HfiW%J5y}Gt` z-(DboD5a#fK|mX-o4LW4MKEf3?-!PIiz^>nLWu+R5Qbv`lSijwg~ z4Ycd1ExF_2E$&!_{FYs|lDGj1XMS#%cp-ZK6yk8=`|Yeg;MJRQFeFCYp$f%i?!)&Y z2a1i^Fw|W@L9rAT3J^C0K#&fzGN}Eo{Lan;MJ@8)E63$HL=%kLk<47RDC*tvUr)Fzxgy z5_hm4d5y5i9~!@^hGHR!VMeU!>TiVg(eF=n*a=F=8Prx}EW=o9iY6&mJ;%TXG#7o{ zcWw{*zlaY+f&$>Rxb1jL4AJqKw)s6oc7?(g`3n=>Dk?7EmTjC2f+Y7OtK!5Ds8$)( z%6-aHl7Y52gY8;vOQ5pQ?(l4p^8jQkU`1gpNqgcJxEiw`_V-dZ2y`&HpD!-Jxj-L~ zAH4^eh`wY%WZA*D0{q{D+1!ErOd+VY$qiY5+t|)m;K^fHM2oi{l+1IgTSkzo2UM{8 z%b-~Q*4rx|CN7_bS%tmgfA#Ifd)oWc9d-sP&{dpII}S?Z41y(M@T1Kjq_>>JhBNG! z`n4&lX8yL4M8Lhlii*##s1Lcrntl8wKzQj;5gq_*?|y5^G{2r5%UN?pYrKgD*Bv}z zyz6?OrhVx}9mnK%Yjwkb zm$P%3FfV5FwWMgZidit6U3Sy1SF=o9yLWfF<{z)I@x5>A1QV4{I@kGK?jB)WYBfv>%TDHT5pi3IGUcmIw>( z6pR@};5-^Sf~(j4skuVgz)*~x7YisxH7=6&Ytx+KR7BTf^Mgn&o>_xBf#eLp!;_e(|%(BB1;j>01P+zu&vj1?0siW;~^lI@!I zVQGc`zgf7mNCcvJ7_Wh26>IeR(??oXWWh;&isHUu#eZzyUeLb^5WB3W?*>wAov&tt zvH54cK8(v;d|x;2~eRWk>!o%GYJAok%R)miT5z>cI}E(yj$p zeWGpsqvcqwQpIJ0R0RUXqCu_$Fc@dS=*4E9bPsSDF=)5@39X;w>q^v?O~aJ$3~6Gu zT=+wf0gPqhw?{)0AGz$*XPHLBv_=yJkfPQLC8Bq#M6udQBsPUy{nGO$tFn}&0Ky=l zyB1-j-d|X4oUd&Wtk1D45p9qG004=kz%lo4{jf5nkwH@XQZBel@w2{VMwX=u=@jGX z7j@P;C=f`&2jRTB5LwiLk@F21CGDJEL{7~@9yk6B=5$bBw}usn%}9yw>Ar56Px4Se zjAWn(P!nN++*JTW0t5n94x_(&lcAVpcHiF}6rD}^PN}P|I8M;l(1x!dRq?Rp$7t!3 zNxuHh8?e4uGxvs2ifhI)?PO@Y`yvSajdK>;eu)IF$21a4qiSn!!ihP$ix{V}wkGrl zCQ-lZF42lDTbwC`3-}2jYG3bIL~1=ws2(oRzZz0U!8AVoeU1iw0EcOpR!(FBGG*(w zUylGKSF*-Fx=r@&ToCX;|7HzKG4t!fDOKxTy5b$jA2e?s#3{%AP`3eWa>&sR!_af*9DEN zZa(^!IKIC%zo=x=O88-n3g}H8(x)Sx}FTLHT zG1?vl#OYEs6Oh#S5~SE=;0gkn$9G>Wc7MQj?!SDX=Y)lT%d86it$PJJW9E7YSM&|d z2_zH4=6bksN9!rfH^f44Umx2!_lE1KjvMUJmLq$s0-_Z^t*13{zX2?Rpfe8ak@{G;JZiIJ|^CE2g{iAvNEX@E( zDSJatt+t5oW(S3$ePJ z>4Ji%Ox{_xtc94Pjap+1-B}^n13Ohsau^tN1MZj8U+lvp=P=a*a+Q_z*-}LxpP|b- zwS!Vw_%bxuQ=>Qyfsf#fxrUGbWb1J1? zes_Jy#svlzxLBdy$=b9GWXldtL&zaC0y2bMu2xn^>Q7TUaq}n$SkV5Hn?9}#&pEc+ z`6XbTuqGNFXYM<~r5Hpg*ZsPO#9NuZnN%x*n@5eI`4vlm*1H_zEmj5B7+|$ep6xSQ zB5yh(??s4aXi9m^$Dy3F8V{y}#+QRky0Om&y=iS|{c)`5_JOrnjT6Y%les)#Ha67; z5{8XCXD|WWxnDxCGl)s~%GwGX87K=ElSp!WFjF&Y2tp~uSpW&qGl#GWyZm;;w>hx7 zn43~PlVZ9;a9pB8x@s>_Yhc5dHy#a<{vi>$5W%kMSM%a(S1m+IG+PTg_4==E)UARV zL6o6!K^T}X7tLJ!re9XCNa-74f^&Izxbe~_-gz?IK|irRr|9BxseF0EsSZfZL*oHC8`rlJS!kpx=ttxIuH!_Br0F0x48EXTDx3XWm!O_uHMTMt zwN*qbPmKN*{Ha7+Fz{UBm3*?bE79zht*3X+pVdNuxtin>uVO18L|vb%K-=;QU>T3* zaILP}p*(m&qh4dQB$9JNA_~5-8NQ)0Ho$vlz#{c!`X3P=O>8QzjtCKl$bK=&7y#+R zq^MeYoI)l?KVwJlC5?E5-)x%%>uJGr77y()EpQ*KbD)ahE@TZ`k@mIf#6ru>(|6|=NVST5#( zJt$9^{@bFGo7umhk~XRSX`xaFm};Al7JBtxE$0`At$0Ky`M{%>`u+DCv!qI8IkH-{IvZF!k!mZSI|&Me zsXeghwiu|-aO5SqxVo+eW8^g3*Ld;+qaneZU7*#CgRJR`C6v4vTR2=(85~E!QLNr$ngir>u#;{I$Xy zxEcn)L_)67-p3x{PWFCp(R?-*Y)P^erRB_7LyR;u=6+Na`U9w=5bK!g_YTEtcweAsAAtLS5YA zb{MbCn#gPs+HJFA#z)|zysOuP>)2(NIJ3qJ3I1k~QgpqNJV*i@E4j}m>zZbwa%}E; zll2$?Qy20H!dupDM(d1G_CqhV^6?)}(cCWk}wO<K{EuR`fzTZYe{e%9NrR7**_S3450#cH1EW2>S(=X ze3d+`FbohrRCSI~{BvHBGf+}5MotBvN4Je{60ic%LD^FW*ub-e6Ay}`M~qYM<%+h= zD^L|6x!Ky9DtYhsL(aatFn49t&tlp$-h<$S@-L8YGPoDZ%-cqBes<86P<|U;#k4C% z;o=q-(VI!&K`%pu@^pP6h!NdTGr9arBS_~w!q!Tu5Xnyox}TpS4SV;`;hF>OG3w;6 zDTOaEwC4ysX{s{=1@5$_ofMsGW%?+T2bcc13}VZj3O|3{qUj}&p^~$m1E)4tvpS(C zYdrS?3yg5~EgYlQ==ePnAzPm@JO*ME!wcQcpFAya8SX-vAC9q-h6%AeoG+1jx=mK# z0Lt@c@NkTI)A6%Vtmc_CNcCFT=kgZLXXJq+f2K@5xGv zakv9mHMxkgQ?a?CQ*e^R)!h;H5^50x7KcZQcfW(ph{X$JhsK?vDSFP!Os^JJ>!-bYr#>Bf%JZ8s``j8`q`>kEL0Z7Rh{ zB@PZUfDWMWu>O;+Iu_cF(1kjc__U zi2@gqh)Xyqh~HAx*E9=)P-!=tnQj@Q=mm99^gSmm=ngOzc@7M3GZ}K-Mgv-6e$*PVH=HX0cd$EAfUR1aNB6*d!dE+6AR)7O2nXp0n9k1QT;BF;PjSA z&`6FXrUAV7T!Hp$oRA@dypF_Vn}s7FI$ z1jvYRdBVf|OrQ(qa~3{%LBG*R%Aw-Osn_f};JR%aFHI?D{g<-;t#PS9fSn?r? z^D4`h&>*1(jsdhZ zrVr(x2BRkC4d_aEKo?Ad^%J`9&KZG7V%kkRTyQM+?`e(}uJCR$C$jALffyb+$mr1R zqX9FKdjr@(ued=i^QKaO)*>jwalf>f)6F1trOseO8k20QfNqyRZTB+=(FR9i-9rR) zMw%vDj5)K831U^6xZMw~RC$KJ3?*JWf4D6NC-dRUv%Wd^kvWWDG2n#9SyNeHBc|mlk_HTd=#T3Ca-uh0BoE%xLtp(QX z3i@oW3d(DC;5#X6Re^AQr=#`%JTPm!v=`7=G)Q6;;p?#G;3=QdL@P0n3^&9UL&&o1 zJNa{rd84BYF(xE1KZq3wEB8VRy5Wb1=!z-Y=@)WqXypLfp!(Z9QjaPEj$=La#s~PU zKj4In;wUBzBP@pzCfkW@lSgl*qpl-q_77lT%#w+={H0Jbe=)#r}^*iCb@up=^GB5;#4s(qe zG)?$|okY!Q;$_GBT@1j%+`?14JJf%?S>ER!U7Yk7G()1vp}SkxQI!=1H4|5>u*E27HH-WN86?DrIVa;12OR=F9mUt9<_?#?IT7)kY z3t(D%&Ee@$%P{Q+B%(frl&~yT9C{T2KN?bf6nc1ZXZ;;4KrtNI-DbXFINf6?$7ck< z@oMWc*1%ZIVqgFD=_$(&5Q)mKjj!T=+(XdA8i0m?`s9z-@e=L^ou2iwtAp@uuCL6Mj@dFn497 z?p2iGb{!1v37}of0GkC%e=wIHR62LB#rZz8h*Tv+MeVQlPV6N>?oVB> z2Eq9ngzrpM;EThA_nth^diHfO$iq~nI`yHM`KD!k-fxN80ET6@Jo6%=(BSBpCaJbk zjzt=B4+BvO$PJ4WCBWKATN)~G)tS7tX-C#G$y``d(`a`iZa?~^mCi8TK6jYIma{dsJ75&A<%AAhCtK7M0~@FAY1|enZd`pt=~F8TcN|0nOf`W( zxOo&zXUKc`x_H^Y&e4Rx%?t2*uf((*c zL{Cwr))j+5370VU-tbC*LvoKRQ_qjd9ReqfrLT|1k2KHfK7>Q3WO4;@UY#2~1t5{c(HIp63P_?_qy=a; z*L~I4MVU2spKMaf-iWZo?6CcFj00QTyX$ODGyw3@OkI*_{H|Mb@m@r{m)Q*$wHFdRTpvGG%AEKs%pVvV_#Le>~tVJl@^Af9H?oy@WB zZ&Ja+Rk_`Fc3IeK9=Gu2~=WY)=4qKNNOXFeL!mcMgS{ha%B$uJcYsR?13|^<}b$3^rA}b9` z#-%$|)il?Ie2r2i^HwbZL(|gXVgPtP)dqVKP=^J{4RjlDY*GMu9D%Dx^=$+n)l+pI z*g4mY*!e`|Wc1kI60F zBbL&rR3~lT#=0H*%)o<#e6gb)*a`_GQ(20gC{Kc9?0&=P7+i6xZ;`O ziTD@OTgv1|-i6>qQ8t-FN7|A7Ng+u&}zvA-dqF8<+#}m>(lKhCh3mooS1&nGR!mWn@c)jxvMAH7y={FHQShfH}`{_UPIdB(FZkJZLk$6LkZ z&RF}Hf)T~&Tm`jt7kA8RMcE<6_!3;!}p6e7_OiC8#^lJzk~NY3f3%Bb{upu3y9eyj0L)q|f+?5F$Ks#9Vk#iJI8vqT zbsEwJ0NsxCfcA$CI`1M{G(_gj5-Y}E!VS#gN5>X9MFcHVN7y|{CB=prW|?nr>0i(S z>ZYI%VS>gn=NDgxD@^)bufORpo(A#zPzH01*Ps?|VwNJDBN4Z7hT7!Ccd6cocNDlB zsj>H%?y?-5{MqsQl^<=uLiU#e<3)aYXw^S}HOIAALM~UP=k|>*_?d55A@r^R=_+hK z!5AmHt$(u-Rn8sp6R5F?9*ki=xXtO_A@N=VbkB&#{(b6$+&}AfuR-nD4pzv!lH1OQVl?mKTv6>~8UN{ZIdEw?2=w9Ji2j44}r%91L@x+yG9cyw6Yx zT+8S+v@cLmJ9T40zQxRWaj#qvYc&aSLjK8{f=s(dbZva`9;C+ZPk*zGx|QA%jmPaX zoguf;bQZxc8`R0*MS2`7R3-wtMPeL??vxF!LpCcLTmEGI5x>cJv=BQ8clz{ImRN}~ z@suZmZ;>uz+Pr9@m`mP?(ypS4KBo~;!D<<5;#jz1!;z*y2!S_a`iFH)9ByBL3@%ub zKDJAAUPcnaJh&?#u{(nv>nk(XKQKSdwqsf@OaSUEM>g}=Qbc8`*0^k)7( z4RGC83A#qx{_6zFXM%x@IiF~@{MU~WKS?o#M<-`qCqwU27a|4=cU;uz_0(@{rLX^U zu#N)@v{{XDw{vW;+yYQ-0pe=4;B_Z^^4BYdg~N```j;YRd?w1&SHeM%Un0GGA3OsXYxKbH)_i1?Kzhff;`+QVq2|wrslSMNaJixT7s~Y=ps& zxyd4hz$AkEMW<@v_UwR3%|BY#kCRYR0NVla1xVFSe~X@y%+O^~%)2{{0^B1|syjA? zMD+VzyThq6{Wk;Ab&7j28(|wi|DszQq#&*kuh;9HQA>0XDcIG}@@D}yR9S63@}U(* zxjPM)wZcta@KONRgCwK@t|olq>=9)j#BCSCQ^_zY%h}Ex4J~uwe=jkw`SfRnk`+tM$7qn z>7~s3n={K$|{Umn?(JlBo*5cLQuG=MwC9 z;9EMRc~0itX@}ekpx+_mjM*0$?WVpwUbhC5mif6YPE5n|A zU2F&BZ&bP7n!p?5t|*>l7olQ%!j|KG7q<5}%$>w@F=?=gMT?ry1Y_vJ_4qc&RZe%` zs6Ep)-+k3^5O$gc8`L`~cMH)90!vxC*vFW8r$tobR#iuS0QZ9LTZ2lS+qjuXNaS&^ zUbA_tQjDj1rRt~r6-CM49R+*PO)o5M=azH!)~`A8(3vcX0%&_i!Pjq7QJh#NWrubX z4zJNu@GUYlcma_U&5~=K6}R7iK;`=BcOqs2-hv=LtsX5iqXG%TVK|o6A9e# zmQ!svDAM4zs3;i&FpFGXb)ssBcChDBFM@Yk8n87OFWP;eEQD7-o<1GUtbnWtlznow z%NS}pSWjbfU*A_~HItcvcnH#v&CB58CkB;!8%8V-*CD87E#7BzLhSs_FKRGT{gr|l znImiqyMtPCewGP=P~3K(h^wUgTEUM+t!gN1^C6;wFGDdC z{9=9cBpVxOiVV|?A8v!%rT(`vcZmjUJhf#YBX$P-7q*QXom22uxY`*_SOqVvGKOVs z4&R2W`n$s`MX0UkuE5$48rrlhwXA?K$k|2>2A$P;?OCR8sdLs=R8Ilc{bp_5qQlUT zR=0F{m3ryf;5SSw*|_AnS(7%qw-A|H*D4={7GIa#-?LfGx{RWGjj(Luw@mxJcvau> z`by*0*WJ3PjU=Lo%|)0^pAbL^tl9lsyuyK~Ga;f0w_lLEUr~?@O+_LZ@^3gF?;dZ? zN4o;EJq76qR?f@%i4!Jb`esM}983vsY(00PEDdCcCWTa%mK~?fO^zJ?eM)k9*mq+{ z5oGWSlOGh!yLt6li{0w;iY(;b7ey;wijgt5j9Ex1;9(K@{#|Q_$W?=Qx!Gi9JN4tb ztBDSgG5U>{=6;F^R^q7-qvM6d@5cNe7HD5%wBpPDuH_Y}8T~#I!EC9U8JXzKkY+z! zlHqjhHeWRV(@?BONE71_+GjTX zfg7%dwF+457KkLGCkv)Cek?De_9Wy-eG8JKM6Cr5XVWzA%Pe|{T$&lny!=HbXCMGvTlOik3gFt9Cx!$96F&hyE z;9BMCpk@&~)XD#Dvqk@l+3<7K)8)UKAgFNWUU~ha!;}x6(r|3_n^wNG9EGS(e5rbJ zDfsbO;4TGGKLbm5vZB9YZal~$x)pMls_$JmP=!4EBP zDWf6CLMw2X2CHZVJTK&CFv=U?G!|sb)RLb-hDeC(7pQDBD2%XK^C)CeB)QaP_pE`1 z1SZ_ML|m>&yDq$3;?o->yI4y0QcHCD4MO%jbUV=xE(v<+T(|bWm*Fyc=xPe~e`M-@ zk4*fm>4bl>s+aOAb5LLd;dD;GPS^)t*ks+bOBecP9a}09|LZvB@@Q*mi}L9TlHOgz z*!3Lyj?D8anN^u*>oWQF3vSxqK#zFvHS0*+k=b*y8$KR*qclRkZ>u72nrV?_=MnMb z?7rs$ntDO^&FFt*?2?m*Ehu|ZNm=ija{GUOU;N=J9QOir%D5op6tXN5#=Rx*OI*no zXhct`$A^5GI|TpXG~C2M%aSb~7t|nX%X>HKVo@Lc8lGT)SVi3vuczH|!= zcyq7DkcLroWYYzebO_OYem*;UV+U{}a0`%zbxM9KY>C5%JFLSq+T8D$cj}6PN?p)B z3)|G91+`-QP^*Dq`d)n_##^#RvlqblFML15l{?{_Fe597Z*HSc zFBH7XqI4+LJx0UFSW{D-18F9{85MuPp9F44-}UhP;MG8^alZx6wGVJioH!@bvCb0I z-fcVjQ_B8I$mf}3)maXT&;*<9l1iLQ<79K_?I0gls^FXc@01FwEy9!`F2QPyXfWOj z|ALY1A`W^FXFAl|q1VEk64|({4DL%7=%va0H={Nk`b$q&oR8vnUc675Wf<1qfPDW7 z_%Q9)>PCZ`O_0C+jivz^&AL&yj>k)r=*g|iTIf&@Gg^+t9^^i?klo*aPiW7VheSI@ zJNf~J&hSEmQ`1DxKU>QE8kp{kqCbGg2xDR;WP0D-0ur;vfq+fwR7>Qcv7-fHB6l*zKhe($=hJ-_95zSBH_p^ zni)3Z7)2Up)XN5-Q4}SkXP-UOX&qzP6^JaXEz`x4pSqbaV4C$>(6_E^2k(!0Mi0%n zPkTsTynTTaHHctIju9kn&eVK1`liioym2MNYu6iKegqn)#yPRtP3R?pOTaGX^uVHO(q3t7p9wAH`>=hr$Uf7ipBv4612HCvZi0j%c@_! z{W{2z3VJ1H2r3+Y-hy^ELH*}#pbJM zx)AYN8B#D%LhIy_f^ASVVQ?4C?C{deSZ30d&{76{Wy^;ZOtVl9YK+}V5ATCkb}(6O z3V_zqZxDkEQn`<|wj6bX+L#USg_N67-+726HYCx34*z`J3f+g$pnErY(yoMQhh0Dp z_yNqp<%LjofJ8%x4E(2jD1a<0@c-8QN{C68$v``aDsrTjoW(x0F%M5NPW~kADr;9| zfLbV^$yghmkz|^shjAH#>3Tg_nvKK*_}sVz>3MKRCz?6@ARJ|_bJsp914dJ<8ob-L z(=6Ry=;WqO#4hZ`NnmCV2y`u`pX`$P=ZngFf(bb!1z zpG4E~L~A-w6#Zy4%B}C2*KGHL$ARc^QZy*kb1KSmz?srZ5BRC1SBiJQ;h~3`CErV& zyc7hu6NtTDZ{k*uo?Qcq(!L!qQ-kx2hUekZRb zQN?U1iKIe>T3H^JAWVYA%sfM4MpNt2n^@mgl@BnHi&g@d+hG_b;VL5PuDZudN(IGd zNWAns**vs5)b#{WPYhXdxHPx;7;j+*>PAQph*pz&;wG~^48Jr{^ z>QyKW$dJZZno8d@{A0E#W`L}hpn1&4(?O*ALzoR+ML&xuHh~M4-OdO`Lwh#=6#(;} zATLp!XTZxegOAZFzh>7O#>-wS8AyJ)$HuF3Y~S{JzTbO=|GBaFXX{_KzC3toiR5#!-X{4RiFOEsN&rvQw6Xi$fS3VoWU_#ziQ)HMOF@~|CFt={wPSCj`QK$9Y*;@tC+R^S$`@P zZv!uyIOlQ-xS~6^0|dg!{(<_4+XuMhq^MQpcKh~U9xi;@9SZz6wiaj9cP?Dd>U}xe zN%A}bx^l|_@dvZ90jBr)mVg^Y^w_-5y;T2a+V`rns-+INldWH7@;(LFW`C*N4Ll!u ze)4BPWamV=@RIiqD*TT=pj?~@WACFP{O2p(UiNmm>yEIWjca3c*vZ;amQ6X+;%P2)8fTX3zeepH;p3QLjsY_PP7KSU1<= z?nM@SAt&UC5Kb*YGv8(bx+y2^WZh1H8)@*CFN9UAO~!&4^F8IN9G5!Mr?DGFi_;DE zE~P7daLqM(5)mu0qo|9fyt~jvSB2rO`_uOS=Fx^Np7L0NAYR9P%PTFM`5-CnJ2~cR zmlIhK-DzF=oyUruMUqy3y9TNZ;ZiF#nKhWuaS#J3*9dj9q57@~e%2pns3hSb#)MLE z^kIz>mJ*c%2&Sdyz#G0DS=QR}Qni3o;^O^-hnDu$_z|P?y`l&F;0JwsF0&w6-&pFzips(~VyXqX%7eZ1*n_I-(CHv>H&Rl1dQ#Y`dS$+H) zju8M1zj)FoeSer<>qWo>0f|oO@vr=?a*hB@@RC2ZthzbPyQ*68+t7-E{=EXMfRZ+= zc{mVYH?SAeh_zphi!E(6q5O3iP{(4+sg4S?N4{bLyCjX1>8`tAxrug!h@nN7N$ zF`tmyl6z8bp^C9sU7JQ$=#s=908Xu@DQ zZHz?q8zX-wsQ-LHu@J=aJiALU+9o_vjP+gKQVi30lj{YrG@q2#cU_L>hm$C(YAe>z z_J57^k0)-nW-9Q~;ygrT2+H1N9tHuCCoRQrJ@qefv;a<2nZczvb*W9*1w%&#jP4va zk}{3YzjE}H0Ifsf=1RealMDeHvl2D_HMd;W=qO+_+4U}2f8>WoaIyQrT+p53x_Rg2 zi1Nz_8rFpX$FZWcd%w!8j(C9shX;#g>WzqmP@OW+keT2(S@$!~?D6ZKUPd^d(ZP%L zxV4vH7iuS_2+kF*B)CV~Z7X8C=0R)GZV=3#mW{(#ZQY*t_$#PrS;O5NsQL~8! z_W>3l)9$J?Ep81^CQ~$BrEV;;>~4%2paZQr#X6P1#M3P1fg-F#BfG1-G;g!?Uw@?g z2L&-XkZ4-Yw=)NvKc#lda+X6~Y2vF_TM2^KV7YQ3Js2NFI9v}S(|%q*5YNeRhR{U< z*?ar<4q`1ty<-BjiB{9)Q0K$piDkILKz`pChMP;yZ-7C|jf@c?Y@R(!mlH5YHa~Dq zS--brrA>iRWEqvTJa5J{GPpwz)4v$iQwqOXM>C_!P{8wqo(HE-^WV92zC!`6n_9_T zOd;SS45%q!^{oLWaMmr{A#(#pSffsXGp+S)|1Rc&^L0~Bmi@rQ^Ta0VJrBG)@S1Gs z1I5LK>0!Z8fgA9=wL_1sg!N5$0*&CNz}GUvP0I+Xdti+3S~6B%R1_?s=v*N!&&R}* z@pXO|Nw)3GwV1CgaFuA8dXC;`yvH0Ps9GPj;Ze(qI{VH>twh!_ltL@^ST2Lvcj!3@ z&?12RDGyBlWn!DtQ=)$mSvm4&n)(Q`H|m=^VnE_)2fxZNd0EFGV01HJzjoRJxS0(y z``qNS`=9N;b<}M`_qYCX!aj3-6;KkVXZ3hy>J?cmP!Z9jm3z9SQ1NJek!kf4<{M7aAI&A?`r1Y6F9TXI^uKdXY!WndX zf3_%GjTQCE)urVKNOfi7*Wa+nS6C(md-UdvU|O7?m`>f!4^IyfrE`yYoq_cV1SF+_ z=1{J}F`;>V1W&lSgQt%Glk6j(qnDiK(de9s`_1mS$=VtqCE(;HUvE;lhHjr&5~f+x zfOU>#U!!UY$L4zdTYxzkfV2gyZQ-E}zb6TF1yPUH@7-_DY#az&!D>x7I{Z4_FL5yb z;BQTm_s7EMbWDuZmbsP5tGyL$-uJ+JqO4YGq}8@x-{vXF4+XEaXUT4CB?cr zFBC{qWz3E*RNY@m#%UNOUoM|B9x3kM<>PZoUH|8dlc}O|3DkmmMK0Ovh5mCZg9?v( zb=VO#>-P*Zg;RrnShAQ_PgR)@kkO@A35oT2p+JcMtoeK!#BhtC5NfwL=IIG`f9afb)JRCIiGu*osxT-27&9#YFJ zT$2?CcbS~r_~#dU|Dr==ucNrf9Cp$@Vua~1fZZQG_-AN-ajbWtmuP8y?c>v-0oOk- zg{iT(=>O(Bk*`er$f_ONn;?!4!ZmP5?==+-x{eg7fjdPa*YGfNX{`xklwHa3N_ zf)ZbQ>~9^0={<@XQ)Wc@e=4~>D{rjj${vp%7PXOA(JzP6l|xeRs=Y(6ZhHH0z9b;| z<4$qS0p%^3uXCLD{2-0=muE)@!KTwk>`%g?!bsI4AnA7rnOLtFQ;8EwK4SXi7fH(r zYH8^%MACqIpLoZHbK@ADRdbKLQTJ#Sb(k^w{tjB=N*!_v-btkYsJoWT#xaV!Rji8l z50Bl}6EZp*tlM?2?OM#odNE;-$s;eqHsMBLE*_m}Kk9;nE_`%|7#!aE$4@XSOor8= zzw2qfvlX8NTTCAh#(iDxG09?=B*)8|O>-*CeToB|?K-nWXyGHqkGg^j99U023Lbau z9QTX$T3)2K*;Zl3HjZ6tTlRIVQ@uURU6LWbKPwL=G}$s7^XOa0?8m|ho`XJOAj3m0 z5rgbDIsVuunstukzg8=ZCuG+Dakxx>@u^kMS3tZ#vraW9j`o>2H1qQQ;)nBvIad-V zZVqmU-KkOL;lDlIUd(Ec-Q_(!r|7~XQL`&wybV;budgFrd&=9~pf@*GSnUKUDy~rR z$34Co`v=5Rh1YKsZ>oNOjvzW_*XVc`Z=AR?jUGHMN-*HG?HwthZrGgA-ld*jS<>xC6Pt1@6fJvJO)O5c@6J@NS*_{|UGFW3PW>J{NyF zTzfP9Athy6wy^XLBtjTgPY+qzCk37_a=DdPQjj{nlHHnH-sGzi?g49>p20&}3h^d3 zl=x56v^NXUIhN9~x2T<&@kcir)%nSH8*6nY=i_6oNrmEZ^91Pf%dGkpMtpG{2mpW6f)+3Rw4)=#^REkVNrl7^`rfe0lsJW@mVOKF{ z1xqP^CDYk*1uKe?CvbtWcd<_R=z|vy*EiD18{&8LJyJ>6u4+sE+qc@8CoZcq-39-< z#XE3bDJh>e@GYt=WWR(|Q^}%6k8_dT$E%P;86sbK^+<>~Ik}r^p=l9s4boaq68V!28Sg>y^Gi_9Fi#&7nT{=}p$t5^{pG68i9hP!vvE_SDv(yc$-A`J2SLRJC z)mcFN?&tyE3Af?VXtWq9ubzTPw58;Bgu1@My}ybog*-v|MpTur?C46G=LZJcM*%L% zo^N}&=wP+yg3ehATvd2tpbFwkpJi?dEM?C%Ej+he*$R|RjhBQ=;-9SkaOwBD5Vlg7 z#=ikypRi@&P;y=A%9SVE^*lHA#EeGVF_OgzeUWJ=*C#akGtO{k>I)nQJZu+Bqq>I# zTLyVVCbYhl8m{lZA^l?x@u~O7HOY1Etno~bg=4x=>x74Q94_$eyfFck`kuV7MdMv? z+riu9c^T0Op-1(j6WNk&^l5D8+BfAfUioW9-Txu!Oe)tm?}w!X%Tb)Rc*SBk$dz1YgvI;Ec9+~n@{ z-b*=vM&6M!ZLmE>KAi!BU_ zvnLmXPw#Fl~v)_-T!zgGy`q6jjnM z{NotP>HA#LM*IkAl6O5b-CLOZl&XjW?^E$JX=_^S&f@$1d+bO0D}~jv;y-74X?!pA zjvS*>b}wTgGQjzg?4Brm@&xFSe3g{pnq-oT*~T#u4^|D!#LxpXr+3ZMqcp zu&01qbBEabU+W9Z-kVZJH19N+*ykB|^<1)&89xQNY{=QIQ1#4lX;QN~>_i#=H~$tT zqNMA<(5;+e1K6M3)Ty{l^cqdKd(c~r^V~sE<4v&1tZ3Ke4GKRW-Hd8GG^fuwM3W8E z{WsouJXYo7^4jd+fwk9zu574{&+pJX7VKVfjKMCwDtPZj$GCIpu)k!bV9lt^+R`Sk zhs2Pvjh#4yCeui1V<1cGao@Z6{5c*=(X`J+o-c2HzMS~*_O1PvdghGuR(&^OLG3n| zK+BGsa9-(5Q?XbmCpI2`h!_IFp3j4+d%A}0Gn%gV}n+ ze6Prd-$^Q2%feDmZu^t}t=#aCbXQPD&;Q5No5w@_eevTjMHG=1OSY1T>r_RyBOl>kz7^gN5=l zy9f*P6r?*Xe{a_If+;pJA2QN?4_fJFITFl3@|d%l1kMzo1a zEo$6CXj%q}{&0;0rFA$v%@tJCD>HMzvLP1yWodT1(mr_@5E5vC}I0NPYmsUQnT)-T^>^n)?19gUGe4TpGDe!FeYi(?D z%&I(~cUnK|+-dzPb;KXZi5m#>w(p9OUJ@|;e0x&-SQ)xj$$fW?382$}<%*~jx5&g%`n zu^EvLq!|W92bCON_j=I{?m1+gxaWWdt+Ml{vFBovhzJJTuKpHcIQ%G>^r?1uoo~hVSoK2KmA==_2 zQA63ql$MDgT{H20ltD^HP1ac}^-9mJ8_iO*>LqceAl;buV7_MuMS^X(M)#x@D9thd zFyhAKN*h?G^!Pz~kg(@p#cGh>vdDUhksWvgclAXR=89(?>!JzEZE|aq^loJUb$Kex zKk5}!|Neu1FsYVECuxY57mVKheK_i4OF!;;cC3`Ms=T_YyIHMEP7*fqt+ZGFfxG`X zbh#v*>B87@nD+{M%g*9;8T0?x&54RYx8sH0ysXXFEIq5`znLqHyyRI08db6`xS&g0ZD z19v%dhyP7h*x-@Qm~o@#dagi#c6WYKZXoin9?ja(kJZ^vW?95VlV=uQ{z>qvqa*$j zlteOid0WI|=DVRu&d(Z3Vprc|mYl*!X1LaX(bsaOQJZK5y|zCr`sqn*t0obu&qcYt zm08&P4bXp$vJ(0C*Y>VUimU#ODF+6%7#L1i7nxA{-Z!v>7;uni8`HFL)e@bM^YR{J44JJ zgYp?X%@K!k4?nnMSy-Fg`pHhxHi>X-dgk0=V<+K_ZWaC&h$}GUW-#~;MT47%c_geM zQ`PK0BNfr&Z<-E=);d3m=_N_A6*5ju!o}aHf&@*m{#a!VNYJqS%IG9YW1Uxw7;qR} zy2>uK#s`LEFhdz_EWRV@KanM9!q-unE6H;V-UZ%=CK1&n?ZM`BC1qJ%ll zWUad17E%BF3qig?oU>pu%OOrM`%S>JQ-T7KK02A7+s_hf5Es~e;}g-N0bP-FeDM*T z1lADVolD+a+p@~b`GoSbVQoh4;PvW*M{h2}ae`sr`V1I5_%96YNuy5F2IuQ`ixsl` zqd1j70~oxG;so1N`Zc3|1pVU@fMmat>$Mg&RL{98MI)wit ze=qotsKUdZpol8hMjP&E234Y+ifJVqrYPh4f+PaiV_bpU^)97?nKvvOWg4iV;S<<8 zLUZ*$41M(qDAux|*cf4>E9FlZ*n(SeB54bW+xs6C~C_XNquxS-b4sbgS2p(@LF}3yVy1WXT z!?bJeaG>uoHS+@mpe;?ys`ghIhlN5QRfNU0#ZFL##nsX>wS!#1re7@bB6HX8 zt>*>5=_+SAh-V3)QBci8x(ab=Qf00yWE$lO?APiZ0r|eDv7$^XNV68WH~YET3*$o| z#`HGIN*U`m?QNO!HW_4{^hYn&AZ{7a57!nu^@!XAInxo*LW7$s?^={U5#jvll^O85n~@B!?jsEiD{PusbuUYRfv5sA}kR;SQ(`+C;xf+Y|Q)yX%ziB|dA}@V+O6yN4eomS|w? zX7R5`&(bzYM?U5mQee~M9|p=JpRA|~rPflPM6g(X$0GOGSgA{{wH_gGjZJxKk zi`Ak6!d;t83a9|0;AmF}n!jgHH#y!qbRf>LSwE z!ZcDx+)|Yrp}rpPg#!n@9HJ3f;3li+3^NphWHqg@SY*@icQ&QXTvLnc1e{VpYq_7L zn@pr!>CGlB)xFR&bwbU&MJj5bMij!ya^SKEw$CLz3Vij@QVa-CK1})7hdF*hHcOEn z{lfhzWwuz*i!O@q&lq=nrS^h+c>|IMypUvdOo`Uu9XTdbsost8O77L*u}(0En`j_Xa&rOIRT_c?(y>qx*Eg*Ism^2E+U$TxHOifK(mDUh z12M+4O(rL;RykbsObz4dc^oZMo?@JhsgX=mR=9G>&8-q53#PIkY9aw)RDg^a;n*zR ziZyc0V4;CVBdFX=Ekrr6U-yjL4GFz%o!NBVpj)O~77aRj$(2;RNgxJp*UA-!=O(^< z!3e>+4Llz39NPduwaUrMvKq?abV82(Qz1`6lp*)tDSsghi6tRYBE#p_Bevf>pN4J% zgh3cswK)Hd$R`ZTi)Y0c*7$ui*kmh7`2GaVW5!INrjLnqB z^}us6amL`WtzXoNzG6MFeoT>J;Wzzv16|RV4X|IvIqgP3m>P$C|ucq{sNE3oniB8wCo_ zVpUxKTx*F9X>H#(dRUU4n%dv~BSG?G1T6=nr#Hgvqu1gi?u=HVmw}@Ksd{`;SXece z&Y(Y=_N`H17Y~l}#l~)RW6cc#J5Wv1)`zw!A=MAcK>Ni(g4EBh76V6}6O-wOiNo#` z(AS#kY@*(+2NMSR@fP9R1-azZj@g~Y1A);GX z&s1VB7z>fMK{+w3gMTvxJcZS#=>hQ;bl-u?!)CmPKkufT#Fad{MZChzIf}!Ap+ORL ztVb+od)+37f>Sb%mL3|d(9u2yPBM+wN5FsL98x7Q5lptL6hCHh%q*t})72}DdPuv` zpIhU2@(I8*s26_r=W>$;PhZWmbp$RJq=N*do@7z8yzCRu{}6mX!=RX%(qN2wapYe@(%+6|yruBA{1t$KhFWQJyU>%K5Kup8b zTlm9s9n^X!uN?LY1lXI>LN|Wq3Q`V*+mE!?2LVvgZ9VRZkDpgww7}7o<9>f<%KkP1d_KahkjPmQRWU`nAMeHnr71Pt*;QDm0`Z-x-73Ca4}E|VB{8%S=11$dBFG6bQy{j_CsSKUT|d$bWPRZ z38DG`E%R2&J`vmj3{2qhMOEoZ76>@E;cU+e8NWHaw=Ar}e6WV%-+~CAnjdSDm@jIx z-oymi<1aIhpb1ji5ci+~b$9W-DXGdSKCh<~wNb-xkdT0aEnHWo8=Xy?e9W@JgeveF zNaGN^>5f{le#yd-)7V;m3nUWOK?ew8&6(v2_4T7HPyytgaM9%rWV?VWAH=!Pz4yE(w#m>IgUIYKyam2?|aT`0h6@w5OiELLOP^s7NbAe-cg z8mG1MsWuj3+3gxY({C_I(xyJJa1wcnbl>5=b$Es&UmOMdL%jig1dH+Zkh4U1*07o< zRn@7U`FRZIc!BW|Y+PaUXQw0pU=^^3lL7Y5Bod@RyY%_+x!TPdj><{ie@PpRpy8bY zFY?052dE3+9&$OGWDbhq?5;}&S|4dZ6(XuwPwt?cX%fe>s?Lsa;)LO(BZj%&sENGr z<~_Iikx;&)wlM!yH-qugk~?cKU#;3#>#G|ZAe#-526Gi?{S&8cOa_4@m%cc-sm>Rm zE=p8ETAHb^`s?k1Fw6?1KgO}&w~Yj z=Vp@Iug$nekeZJB)~GtIA>uV9(^3lT$M_x&wJKkn@phiuG+VhC(yw~Bj_9JHk@V}9 zwur1r?E=*4Yl_7DH2=z#%k2TgqCEdFxkA`tMB2`vCwW=69~@=;~$=a>=K zGAzC$0YYgp6PrOb@~zkT2HX@)E(v{0<6v#}hTU~ey4e?>fpDm}F8O#{K#T#QD-Wn7=KTV=#t4V#M0JYz1>$g=!6@0Dv>^bBW2<-21RUL+!d;_W zbC`xup9N)ij5UiGw+xDE zC2P5i-MJKWQN?eq_XIa(dL`@Blg~8ogPE8a;No2=3DW^f1g0o@vY%VAV1|x8P-^~4 z7TxOQ&LI25yNeJohe~9nq=&XI>`4C3@ir5+n~^Cf3YJtN1y7!pU53 zY7qm){-zxs)bU?ZKrIWbSm|*FPAyQ$odJ@4!j54!hNX1tYK^Hytw@1)#PQb{_WbUoeh9Cyxi7kN zs)%A^JR{7z=E z|7lp6%%t%;@B4H^jW+JX$1Hr6J6UDV^X8Yw@-%^_X_e7LBjC!V-1QVoSr9-S&5&X- z+PZ9E2~jAKKR_l+wEPJnPuQ)#6|zd-*Sc2U%-G~VHxI?8HsB)0Tf zK0}|YiA3g=ne@UxZc29StT;OPN*nG-hNhBD%q$=M23hrR7Q;UF>-7;6fa9VZe=ga$ z|2#HSr7co2Q_Yc*p}7uXjEf7DwPKCKzG`N#BJHRE4IZIQ73q4r)qH_~54|Gza;*1~oVq>fXNHTHWnO{=1M8!AWSM*&Tj6@gb>yT~&F z-DdQQa*-alehT3-(7>pV31U?p94#a8@Eo?#dKDSlB!P*m-pSs+Ilb0z`SAlnyP_LA zFL(wtxD{b`Nl)UQanVD=#`kl@py0VQx51Fbg3Sr*xXYkXm&ST8Ci&CRcr{z#t)VR0 z*C1`zEDsznm+1YWnvcOxF=<2>;MD2<%9YjF*N-|%*mW1$m8#Kv2}27UeO!2o_ZJ1) z1_U_=ZZB4kbA&4Yav=9&=A5?epx{Y4jl(Ob(1CHDujR2taHwKcdgFIHi=;rxk#|wA zTUy-s>w$z2DYAa=1h`H1j-M7fu9UQu`bNK+oALJb_@>1($k-%V2>kOJs*^ue<8)}YMj6{_6+3^TWa&iPz1#~>E5 zG{V5K^frxHw~3)}KrN_GuO@axP-7**XkAT0oQVYMm`qhD0c+vZqRdf<-Z_k z_Nv#SE6!aOKrLE=Jik|gvVw!(`)`sFe?=~wt$6&`!5uqY&hYzKSUdkOfoZbW_=&V+ z-SRnT?XrT?->-B{>6;kSn{G4L$=dfQA3ou&L8TGS>aqvB^i`dW8$U{CRYe&p`$n;D2()ujfAh1m|WWSc&e< zXKg-thUA;}>bY|1=n=q|btjW$0Oa$JA6=mAmO^7~Zx6i2k;avQOo%w7dSYJh1w zVQv3GB!{BK+gTD0*CMo3`I0NPY%VmPi6Dt!F&|hIwa3s2#Y>N|5h}FtIW~@KzEmS- zYY}~laU~n`Ls{`ZHYy`LfB5oJ8RHGWllPaBh;)nXTk<#VfDxF{d!xS-8dTWV>Zj#( z^zaa}Dw;t@Z(APx_g{D}@eHjSjeLdLmX}Ct!~bNWT(2YcPjUH-MO}}6vf8ASncYQ@ zP7!66@dXzsTiG+EmZhcsqxJ58j5{$a@N4Op?`EB8>skopR{jt*yZ~xyP4|`xYl#it zfzo|{Vse*=(Wn4$Q)ux{+;ATa3+j`DXij|xucu)%4TA$u9J3F1i&>;qJak74fK=AK zeZ`^K1=04wH5iy->KC2(%qP|_2s^HJmoqSztS=|4_?jk1%|0juAo=My%heX_sCDz5 zc=Qwc5%4YLW$HoqX)EO`P$Kctp2}_l7y9-@mpy^ORw`Nmz%>AF_j7C^lqMlO| zJ1HQecue~dqs1$3hfY-!n|&T^C1VRfS~rD&SmTp>sZxWsyT_D#EQa~4n_ymBEQJTs zPML;B-^-=n-)L-HBS+hZp9-neK@9+`K0OqI zVpHVUEfMC{CFNZWevy2t2gF2oOs>nP^vd-1)}^r-OI)dDXc~*f-1-V4EDI0WZ}n_D zLnz9OS^n#T>W4S4c$duuV*#GhZ+3+S;0BZqza+kYb!2s9GSUa0YXy8eB+u{$1jJ`* zi)5kt0cJS@U;1~{<`jMaghG6$%q4I5ea-&?u5TS4b`f8qfr{jCJF{0xiyeaFk!jHA z%8gC&3E=+Z*d`}N%HwJdCd`kpo&au4w8elg?jgm~N7zO0Ssn?aEY0N#Y<$*^{1$@y zZWhqtrui=r5(l!RpqnSRsOhMfrBVy)<&s_go8K5!t*l#D3-vY}T-D<=8thG5S#RyW z&SE>Eg1#jL0M=?>2VzefQcEd?hq{C2#yx9dZa!nReWIkoN;|y7^d7`x4|y-*x{)bs4Jy6Ay@!t$IR^Oj z&Ew^DDJ!MmpH4wAu)@?Ae!4PY>EV2Oy>RQLr&!affM`I_I*}xLy3XfrdhlBMn)v41 zQ5!fL#v+rB$2x+fowJ>AV$!>3;PCKy1y6q1payJ^tL37L^uZ+@AvyP;_mkApnmEby z$+uqb;edc}OQz&gG()*I1+TeqBZR#z!uZu1LgQd<#St&p0O!if=bcLD5gY-U*~qz< zFD5m#1UNT1R33C%K+DAJ<#UBA2KSSYv1C8Wh$MK|Y#cw(2iv`phq13hV2t`#N^H0t_rExJOeg|o6-tGziO;4%@&y3H zYfbh^vE+XFV(wy1mp=On2W|t;ax1Fs(_v7UL&Qecw$)LC+PliIzhSA?o+=Pa`TM5> zZd`Mm#pM-8hn%HnZ2U;%Zjd2@K95Gp^T66uB9(+_2 zPk$ptE@Iv2RsXzs568BA7FUn`9W4!uVRu z+T8l<LVJxsF1|n z@_#=o!t$$aKW(jgO_rW`deZzS2i}YQazrlt{)GH3DeBFIb z)VYGsj&p7<&SZ9Q>XR&TB~Co_*5u_zwGxV8wAY5zmPluOBkO zGE}k?Y^)Ip!yHbJ$T$4i!aYc)FWyhafv>U~;OI59c?Eu=I5OFVZE~IisnoW*H&O*_ zvMH%s2u^QK5{YEWJpCLxdWmzzd%u%s{wun4#KpD21NiHzZs!nCEVCtt+vzHKNLfje znn1Fx{2WEFCRK%n{J-Uv;5bsHXyW-0e$p6dL5}Y@f6Zv#a)P>un?nBQQp4fKcIw_7cx0rC{O!zk5+ho=FCry+5v}?po zNUTnS;*+*kf%L}*^j+i$t(#tmM5KNpq%v_Qd{+q*9`@kQ*VMRtpJTAK$JT~8g3 z+$@3i=}eJ7*1uzHvKpdg(do79b*}aT4LHs39B|U(wkEwSDGA}$k$ieQ$1Nwo0h$|; zKa98XYAbEUh2YF0nE-hH<%`6%QK`1=w-`x!hZp$z)PD1^ZI;$f)^<=G&>#XJlk+po zkupegS;m;<`1{L(2XBFdgLzPkaV=ijm@`b_d&;Ua=LGP@lR4be zsqHXs$3*~1uD4UWf<;J3YeI0- z5#~D|OW*Xd9*8b`ZOZPwR6QTyu#at*U0vv-OZcgS0A=eJ+hZZC8&1CVU+AG(aMo8^ zaPqhzg|XfQW@FsQC~0MRcY+3s<@rwTq}cgJm(Fu&1sg?eY>6EfvW3Pbk}+{2d|C}(C1cRr#P=6JxvG)=m=I7FvK6E%sC ztv^bwrvyb`sa?N!MBWPIt@zgULhnUFeggZgwz~PxLmUXUq&woJe(F~%TpnZkmoqx< zY@EP^dC&_dbzd?lH+teQ8xqq3`@v$8Z4k8(pf(*|y>{TQJU4*wta6X}oWP1)`8F5U ze#f1XT4VPu`|Tf7>oeiEzZ9{tzss?Zd)X3{n8e}3(8TdVugHk06CF0UJ1Ke!I}|x6 z%qT(b@Rn4nMRE0dARLjV&Q*`oAE6~ovqtTJABNCdK8pCmn_BFB$R%`z)d)7DqO5ta zWs#vH`aRyE@LB^C$eMB_nc_bV4?cQqj><1$UHcD6;14oLv558wi-xM7ENf32wj8m zb?GhpI5wJP9LS$!>XhD8Vb4giM_##~9$PI2_h~$SJB|(c@o}}eW1IBmgr?Qe+U3Zs zKI=r}S$LV&!FEg@mz@+NC#c&e?F|kHed!}7 z)*$$wSwk=~u26p&{jjz;en>%T(F zYXe|!UC#(Jww zfp}h}ZpliAEb!0lS{N&SQsmBpExvNjW*HGEj;_NbGr;;pZLZ)wN%AHFw;mchy%f?g z`=#@y8J-K|4sFY6{;smS2<~U^>fnr5o%fBO35ibRvWEI8bLIDP_?U{yYptM%kr_ef zO+B2T1Ey|nm3bUHClw2}FY4HrijE0-90U*RU%oxw*NESB??yOiFM|_T{adX-_gIs) zsH0GmS^fLDZ$yONf=qlw8|r9IyA3{g*m=X@^K_lZ*~K=s7cX_%B^-qyh{yQB)V&E0 zxEfEWRycO~Z|jH&Y54bhVU|Z? zVi#TO=Y)Aq#m9ON8*@y*I#SjVJ=T}fGP>&8678Ehl{%`3j^O!6LPbRnYuwiL^<>s` z;=#@eZ`+(gR(EqO%g|Wl*$Pv(DiB_*zN2c?HH=L;`5^4xoNcUd-=q6Io; zY{Lgu6;5Gu9C=7*axG%@LN*h~p;+I)RW4j@3i`Q*E*IIb=fL>hIxR)6WGv5BqhC6I zm``EnTase*^MQ6~Qm%V%^=8UOZi4)M1}(GXt~ll+AWk>le~5 z3&*Av&KB|$#U~f*>QS(*W#58PmM!?#M3gm-xfqSC!#YN zCGp&WL?A};k|Al4wRl^(Tkrn$U;fGWjMrpC8RIM85{|fa#Cn!DqdCEy4$y8}C5b|} zp8)|6i;v2c@~!9{DGBePJ$Jv$nIH1;9jOg(`c*W{MH_X5r<_K6D4~f7P=!;9ULVP9 z*0M)mf${V&(V3~uG!On8)=59Zdktx>nSOe~u!tAQ&U|{kCu8KQXRW$XzzHbDnJr}9 zxKjIfi&OS-30*ne-&MJ$slV*}Zk_12@)~*i7z}U&&A;-JY3tYPnQwQ>A|*B+v2$+W zO7Du*czl}nKJVDvBcjYgSru$)7*}px9GQj5zuq z>DtUq=VsWRUj*03|ftM;kXscbke?~=`Eg_Dfu@0_~rkXPWMSla~T zn$|cXqqT><+a2jk-7fQBmp}lV%9&{ zm%7S1N&h4&y`+i_-}X5wPiN5qJGn}N-w$DEE3su+&6k{Lq}VIoWYAC{c&wUNne$~F zOAy@MCi>^)AGT7k9_eiPkPxm{kN>GAXV>vfD*unJU3k9sNQ|FP8+_CzrOZXw=g=e* zg)Jvq9eJ0~ldlo}_*a%T{rvjB6^E(rkA9TvV*|31>jCP*nAxJ5whyeCm*^ek|B_u++JOuGjPT1xM`aMIIqf}t7vw$ zkI^j_oXuz1@goSrezA*p@?e?}w0S4EWVm=Z>sT5azF%qo0k6MbX7W(SdZp0veqFeVAOn(xIP6u_qK6Iz5&- z`6^xJtZw@ETBTDjY2v?bRMh{j(_ZIqsq-`jid1()y2US`<$PV(-S*6w@7Pk~oG^Ha zY?G=mjjz7UPP>gr(#yks{qlfaN58236xQqg<;bBEfkZJ!q1(BORqIbinA{HH zgoZCT{cd$ZKMi%C!ViNcneNZ4evc+*GHu-P;|zj>@^5=N(?5j(DY}Y zH@vetG13Y>}>y9nb()iIQ{^!3v4@-R)!WRb`t7O z2PFLw|B*}@;tswHdTTh%BV;+92RlOK)z_74q*q-5v9tzodINP%BM&0hj0SZAmzP4Z zhhH7p+%>phHGk@9p^8}n1Z=3GOS0CF`$0NeWI5S?yUc^XDO~60p`dH zv&ZM3e)je~QD2BUZypaLn5xWZkBMcDG)=8V8<1op+Ci$M_<5L32*ATht>|+WRoBF7;yhb?QBg09M1k1FRU# zfHV~HHdXvUU-SO1*zmf7Y_Me*=!*K|XB_A3=H_MQC=)@WCp~YG!}q6dK)20Dt^2R8 z_^9rQl|?w7Elo0&7`l*GATqahzC6YW*iT+fDy3)#!=)i0ZozK> zEmpFy~n5hR3BSD( z3=oJBRjrI=|0hG?BOYb-dy@;y#rjV%PY zJ{GIY4dL{MPrW8VTdmw$_2lkZgY1cI+5a|WX6vcn^$0`Jgd$7w27&{gf$_T>A2t@NCZA6f$+VKVcLp6(8iKBI=nF(MS+~l8Ntp-`fH0+6iA^dWVgc3fL&i{bqrsNGmtKDK zAR-oca|cVfkd#3kT8?*!1(QKpVV-wSFZiz%eQ6z1tx10b8Ul5uQ)KrWJdQQ33KJbe zLO`GDd1B|k+P{je;T1r^A_LepQq+XZCf(SDc`CPNU?kp6+r`VK7ylf9)(rv7W5+!? z$>kE}j|zT8q*B8n=(NH^6*}YEQl#pzx?uz;ki|m8&oQO`4d#GCaqg@z^D?6@Kkn=>2D)lZbJ7{S z@)npU`UTP{{j2zhsy_A?^WI{O@)tn=7B}3Iv5_!Ws-`gpUw>fM4dd{mG^g z$LYYlL+2W&!U64mcd_yqWQ!egEL$=E8o0C&$JI7?lb`(BNockG@x$DYAzsmz2+8Y& zKMm9aSEBHphE(=YxbjsPqGSHo+}|SA!3Lfz_W}6Rp0}02VuHp_f&F@*YYw#PT6?;T z5@rea+ushcik(J)@2^6~9Q#lj!F4>CBsGS8D%_UABKDCtDmvzFq4(Gg`z~u{X0Uk4 zOQG1|H8j=uHMJJ#oicJJ%U5)i)bMuc0V@L33n<^*j{qvBrljXU(YjE-sCZi}lsCh> zV{;3z282f~T=}OV08nVmPlm>T^qF)2&_EVP;(DjxMP!bbpQccRSL|1czKw{qh)B~8 zueR_U`6laSZNeh?lH_SagvTn_K5wLn0fmJ7`jQt+adcKZ!|>5?1QAS?3(#fF+F&B= zoPf=ffd$eL@9>U%5PWp-F_7JX;S721CqfzZmD}eNnBrp;b}`4N_O2LN0qScACP%veoVMf&K`+P!o@_ieSCG&oSNB+wP-n_E*z%M`D~~=!MCK zBNh6-W$NFEJ>;A_Z-c2K4y*G8J;1DDO?*lYsMB8-SmmYl{8U+8) zOSgKXQ(y%sB>zR+*%8b4&dtT=C=y#OLX2OYDwf8>n<*PrjGOiRBf^_8ENRUA`Xu&^)=%8$g{KZ$10l z0)h$m+3y@O(dIM%7Yoo@Y3Q26GX8AI-cKL&aa!y|x~yg!JWPK|j{R0!J36vc09B2k z2G;%Vq?!qNvywsMI3Wc@Wy_(6pCK^K%Zs5{*qKV}$G|R2qfd>+QV)-8H(SCP6HVe0uzKmcc#ynW$Zx^ekXNjg{g&QE%X<7;{KGm`Bo?D9&< zTl3=_xh?ZKYDYlIsSYM_G=a{*V&m_)|I6VT*F@|J?>;G*(QFi>QhP@Y>j}Vt0r|NB zwb!SX67QxHMYGFC%QDSZZYV4?#Vj_cj^pf7{R^!YF9T(#0wO;h9wP9aK!Wb}wnrPB zmt$l-6*!{j4vVR(Z1pqMV$~yZ`oCGnN*5J$w&{@0SSm0_o8W>^9t`7#KqtXab3jFK zsLG{N0jx#MxS~0ekxhIg;~G1JbK#`BYT}aQ;J!Qra#a6Tog|{Z{97d-YjMRU#omro*!WY*7Mj{c2mU{?!6~u-PIV%B7!*^!Q*xC?rZ=n#QOU6Rc7B`3r+8I^ zoP9tOq(J0wIHIh*EAG7G<~F5%cwmL@AK(h{pI=yLS^!y~H|oo?o=hjaaO!2y`m?9u zdgRT>ZC$6sx>z5OVY%<`Jz8; zjtEh9eu5lBMrx85%45W%bA<<|qQCxzn%oP)zH)7adqq|s5p#z(=H~GEZEzI>^>_Z9 zHh61}^xrA5Y^P}~9*)}vjJ@LkSqq9KH-A_sf3|w3U7X)gmI+#S0myO;>*+mn% z0ZKbTQCKQH>afn+w(pIsZTto=!2S;4{r7^GWdPO%6LB}r;sAo26J4I!9e#2O8;dc{ z`|Nx1&MBsmqUw7>4}k*%00qS(ZI;fwiUka3p{?Eq9Ur!}uJ0|Pf0PC?x|dzfJ7IOP zS6ND_$wA<#gU+%aqpKxIPWmE*iyb+u{5AsolCavxh?UIhgaa^)D`8q~nCy;B)JyXn zz3GO8qZyajgu@Vl85SYLgp^TQVNT0<8^-4)kZo@F7ej*NZK3 zx(D0&^Fq%1%+=htUuIC`8AlNbdn*S0x}aON>&LzA(^g*TkMjNNBHNyDylFA4Jx_@& zukb!C|D#1kH_l-Lv=mMM>c=Orcao>>TjT&Cpg44yr0Trp44n-1|Ni!d=QmKHz|1R) zABV!4@3^02HOB*P;z}UY@JK3eb?2P|qtF9(#dd;%&-Y>^cj^OZC{7#bi#C{zIh*rKZgOkk-izdI zkh1GOT({`;=W3H5T?CqPzFU{7P@HdS-g+!k3{sQQ*&yk^B)~f1`Nn6eT+PUH0m*U2E&z zjIeG=w`mxpu^7^k377H&ok=PJ_~a_@7EbFwIGd(|j^QtS_L%9r|I(>!T|hcS?O{kw z(ekai(jF!N*en9)DIvF;qLb27?mDt;vQns&`}iN%Mw5{3cqJb&XR4^gz3o$0UZq+i zw!&OEtodAStHz+jsnxk66|BmHRpOfXlJom7S&f5;(kd0uEOr34xe|RZVD0kK_}g{) z4MKoanRrqSK7<~`3<pXD<`lq>epVGgeB+OE-ez2V}FW2zOV{fbT z=t{fp;C?{Gj40b@;g#dVTh<`v4J_uqcjunVY-BA&nean0g>mGQ(R(zWb+vx1V57pFj zj$rtO_b|6lwff71y&(JI6CaO574}K8E0#N>&WP84*W6Nrof`2jBE-E?{5_6{xAAWk zZ{jtWorIdrs=et0rwntJJ}JURMG(NJqIzdMy~I`Q*pHU&#|2tSBj6!PomLY4aD+?& zxiDN1n#TjBzu3l)yR6gg!0itwUb9kJyBzA7WA$lo zMXt2baQd~Qkmwfs>|~`&Y?-1lz^KnX6*YGa_U~^T^xg=*eK}jbQ?Qx6wXo5o&Sg4 zeKHyWRBd?3nUunW45Nogt)<@7Gkia{hPqqAto8BOGf<6Z!rq`)X`?)&Sh+2%&?}D1 z*JnUQeZAKBkaOwQdx^uRJb3vC%zvKpkCAziCZQyO-sl(C=lTKQI%V{K-s@1NTF2du zd{CSMslUwIqja~w)joWq{8D2_#{{Q6pMD3g-N$G5@9ljZ+8VJJXU zRg+o&Na?C?1dWBGj{cGVZ6+b*tR=Pha_Xu%LUg?!Thh)72VKFcINjYBMz}ohmhL&p zasT-7+f|F(+A;-V6*j;Q2$voiPJhDnJvDOYYuFiaJ(D_x!Exvq9lMC-(dvDolGu+U_`+W3D)IdQbUNTdV6V@;9AGlv zC&@(y4PbB-z|VOd(T1>CmhaS5wcNz41Y;iZNIhiSy)+A(hd!?_+CIXqpqpMMgyYb=2jcN(WP57`_f*42S1PZg=9gRwCh_- zxelHI_7k38nDvNZ2m3jH@wxl>4MMT(xy`%T%R5~eW&R7L4A7&uK9b0r@Fo5!ZxXWq zWysB8&v;~{zhUP&ai9C#d0n0}TU+e7Pr`CLk%XAx1U7az z=kI0W8T2;ZoGMeIkZa1^35m1&?LkIh=S=&qI}N~oJydJTx_ix;`7~B_n7Nn;QgmmY znLM18vAl=0lX)f6>FCN8+~nMroIFh)Xo?lx-n0Z7Acl*_#{XWM{_yz@*w{hR?{Ln& z=K8LWT>9=?80)Ot=d>(kf%dFCqe_>rECHBbU^kp&rXJ>GFi}l=rsPO?PufwPlo>wG zKhvi%XV~a*vuZFFd9^m+X_Dl01JuR}?-eX1`<2MC`gFMVUaMSOz3U~3mJiNkV@rm; zu=bh4}k7~AzqL{Wqer*@C?E z_%0^IHqb1}MHXvYPu5tXxxG4LVu<=~V?sLrgqa)+E&m~I?9E>g_g5cXXJvDfx`^-p zq2Y5QFZ3ApV+_3Y3DvOYhx~+fe#{x?C=&{vD4QpE0_Z|T5HSs8V=icK7=uAs#d-!*ELnKR_`$55Sbbp?Dp zSW( z3V`6wbB#;N?K@mLAf!pA`Fl@7V z9OCQkSgtx${_5=WubSA0GmPtH%R3D6s%N(ML_#ZqIZ|4N1r~eHZ+vooujCFb4uA*h zz#IllDuMs-ijD74?C5#QThc!oY7}C>|N4pF=Tu>1g;NtuIs-i|CD=@}@pt@te+_>! zHmbsZ_gr%4B`wv*@;~NVH7|KHhV3poetAsa&!Z(klS+T+gm3ZE+qCO1*QQVJI8nb7 zyiH4^7)N5O-#iT7?&z;Oiov)dk zmrH(Zdb+hKaTV&0*5~*5s8ytH_*?rzjLxJbNMiNZ%u@QTKt?2tP81_}q;-|^4VWn{ z1{2gAG+18S$-lqWG-EEr^3DoB-sx2PgP2_KZ7(uA~(~xIfIo=3qQ`1N_M>E z?p>-3Y!u8^eQLHwGj}Y2G6MMEJH54m7-t}I(y@oMpGtlqE#hU1oY~{AA%%v&r#*f4 zJpH`uL9jTeU0K99HURzdmomU$=3_CFU*P7gv65epXB5+)coYK}!KGDnxDH?lCX42u z7;(hYM;E>Fzm~wcRWfLoG1(Y@PHpbx9JS<1`aL7|_O7K64p0K3^98go7=;391W*#% znPN41&kx?czvJ3-O)&&iiKnjcE0Z74Wl$YTLUp}yzwW+S6qHLH#dO}iO6sg7gu_&` zJ;SZuc4j}1{PDS1T^h@-D}dCT9qD7S3G>!0PVfSXX&iyCvwbF8^Em+(=G7xxGT2geOe(>4%eFBf+&g$7XHQ zS)Fo4VW4Ddv7xfJHXmd5YcN5@jdJ?ii;gXJ2UhFpEqZ4UZHl|;qWh0kD$jnMoSZ8_ zrsgkso3=^|`pl(3$yTlR>cMfP@5yjMhV@-d?fTO<2=c8M53KeF(XPTZKIbm;Kgzuy zBLD@QbNKPVYms0HO(t5~QW|(J!oKZ;SxcpQO5rZop2-StQ>(AvZAh5?Q?t_AAf2PY z-P4l`&qwjEz_q`=)*=(O+i7vp81_3k<;qDh!X+LMd9Q?BR7UByee5^!J=iO6H6ZHW;xC=DN{*sq7jkeSY=mMO7{9w6KTkHLe zr84HU(UrRb|H{M&^NTd}KR*Y-jaQ_+1HGPeGU>K)F0U>@NYu41qTrT!3!|}e6Zcc^ z)%}$Pwi#Wvi*hkxThDl&s;&fs+^>;Qr`gwUd^i5n4^O*3;CsfAP}9x8vOs+Dw@sN7 zT5YVX*hq<6zuF#oy}V@UB+}b=SUjv}hhhL!edX+l1zENoK4Fqa@jkm``iY*mi)aUD zqhQs~c5yuDdt&^Bo&pr17H6Ci8q?YdSct$(tp&B|OYG+%kRXX*9sogNkH5T`Z}ggr zJy*(jF$#GMs_J8AZC3hk$Q17d6a^uUCC@&z*N?otf#URb4=dmOKbQrXV=fY>J(okl$lCDtq@Ze0D?X7zHi<=C^#h_5;N0 zh3^$}fv{Em&0Nv*2YEBMd%uUjJM=7Hycs_R%ioFQ_=B30IWAL`{G9vP&Lc{Mo*wNc zpdC;0Tq%jZPVcn4N$9VRRi1uZV=jiQPPiJe#7F=|hF-=DBOZ?_J!1GP64ob@Zi9;- zwT-KnKn%saVYf{>ne}DPa4oZ_fb-5!6C~0}tq=wytx|^l_jirLx%}0)ql=~pgrC-` zABCP9x48p%qYuIV{t0WkNvi#6$kzvXHqz?b7R_g@@i@;%(Jhu^_a+Unk#FZgMaZs0 z)a(ZGQz@)WzpZ`;OdU$R(!$$CSeqM122t(HYwwRFnCdbS;`dOxu_9x2Pu(x?4QtC&{E04RV<1$<~m|icmo(zV3729_*if=+u z0dfwI%yGFO5Plvf8{sq3B((j9+hCK3VoU}A&ghF@g$672+p?5ABDUyl*T!3bi6l%> zdGPLSg0o~u0#oCjXj=A^A2z%m<3u#EV)j}g%kx@i0@No zLFxdfaiZDmDw^JPc&WVow*f%*g)CfRXMNk!0a?+i1bOLg;|I+K-JsBGggM%bvVxAPls|E(OcVs1ETPgVerbhjzX=L*xjI$9j%84YL?62i{$*YtL&I(^$ zN)rz~9uZAjnW=JQgm!23y#}Q>Qi`8xUpq_6FkwQUuQqdl6h1IqQLur#ZN*DKxk}v& z=tRZ8jQZP&`0`jbgEtOyMgjW{{G6@ZYbI**e}){%!A{u|C}hwl_)=CY z!X&OV{Ksw74Ga>pK*ihePlK{fPuJtLL%Fn-2Wn9w;}Mm4f1f2y!&b@Xf|Fl-5Y(=@ zZcxenT*a!=W+;7h0|dbU+05ePW#OyUZiO2;_-XbVUoowsM8a_l_|*sfxUZs(dt6$< zTm9%qek@UAx%!ZdsXRR|DLtL7$ip12uAX_ZEj1o6M_V`S9E6Xu9h|p=w0QN zx363O@Xz4>Fv#M7+p_UG6u8dSnuEXTp5Y9o5sQCha4pXAD!c)Vy9*NJB(QXcw%4a1 zCwL;P#@jCsZeX8Gn7JEtjEZrYkOv_>KsbU}nwDNR&$A4+hOFx&o4FxjO;TPGes#lw zwJg$EF7oR?6X;vsP`;U_4zz#NwLuE9jq@Pen6KeAu1a9~gHrnwKKlrn)_Tc9LkqB9 zaXPWK1lIMAM5n1hw>ib>w<)t!{dW((tSK6z;Ss-X9K5hHe7|ia`!R;yz*5SBDw;Q; z38YhDXwOF(iqK-)x>NHB$n65ywbdlGJ-JUnkoMyJ*r4MBzBz)XKq^Ran-9KxyDNTW z7_s_Aq;IsvF`|C3!;x8;fVr_mL-NQw(uP(bp~;;oVMhj3f@%Wx652o_VOeke*Jnd= zei4!IUpspL5n4BOMVxB1NsOV!odeCGIJueF*1F8pdKZ7P zItSpfJu0x}A*?gC50@EPcvS&fdZjOThMS2>Y@@bW5p#)l}RtN z&htwpOw4lS-=*kzVsw%()ml=Cah7KBAgEXtw(Od|x4uJgI0^v8mHS}tVj?k85c%Vyd#Rm!PYXAD`_-HgJ)?so59A1v~kVaCM~&PGuJ_l67s`Yik}I=lXR@Jan{J z6@oC4VyQ}F_aIoN1IRd5vwh0e0ag3qC`0?jbSFP%~K3wM934qgc=1?-6xyGujEuMg_`;N;1t8W9|6503>`Ytitb9}Yh(;OWT%Z*c*)>?7 z%FLZ@Qz6dvB%=+$o5m1eK+)MACeqh6@0*A0XP(z7HvLd@0=v+Yrh)cfM$Oi8ANkLm zv!X}xB2Fht{dT^`m0kk|MS5GSDa1O%h2ws_RnqfcRak%x>%7d|j+huJFH32zh6opE zQaOCQv&i4tSrgWEU18-VA~fO@zD^2NjKJq4&5(EAys|rMW^+KoR|sOF8Y9ieK-d5h zX2jPx^Kw7QM9IgOdS*6qS(Qc%7B}ARHTU?PQaCFDM?A;NoD`^BfT|7BX&q`md3!_a z3n)IVx7m`HoLeLwqHT@^El1l#l{pEWD)sHtk?VBl$l$lQ0(oFc;6=$Yw8>ts5z1*Am5ocxO7Ii(V4foyBFycd8FpJQ=dEA47mP;bt#<@ zRT@7N5(dXTCCI#2o z*raKX1>ItJ>*y6YsvB+KfzS_k7fB{So5zVV7NuR~fY!SX6~kvwDi}arXq###UK?gS zlY2*A3JV8WT9NT`tsU^Cy?$N`6#`g|e%o+2-f9L&-IgIa$A^t^z;@mYaA>m;g;d)R zg9p4!cj)y9(k(%&Ph=>k0PV-#d3|h#_0;3I2LgdF;%4EcV? z6iT5PX(qH|)qiO6(r~ko`=dvSc%ar5yvV^w5$D{kCh7Krj5Gw@@EIyZo7jbTX@vEE z+;eyL@D`=qL|QQKMN9B2`(Az^Ftb#Oo7{85^WWU$gB54F!OsQdFp%P1wQUpa^(p_j zZGJ)kEhyRwZeY#55|IzO)fz5((wCu2RuL{zZaTnd^?Gs2j*w0n2>d1SFy0(13b*A? zXxATJBv)o~W1%E1myjX&we$ZWa}fH|n-po*E=&V&?@v{I*!a`m7Hy$ON}{^x_$I6CiDj0wHU!;a z8f|YT?}x~b-f$^;rcK{B-qgwiIhJWkCjHZQES_xG6{P!@ZE6jF*Mb>dP^MIN>1Q_` z&=u``bDm$1$J1!}8+BG9?HHkx@?Z`D=vZvA_3A{w<|JihJ}=}Hp%mWEWwm8WD(uEn z^fOdr&DVn^U|nXso2oyqsr3D^n+26|PvFe$Mgh^ZcqQ5`g4Gd@InM?!ImlP44Sl6F ze2T&D)*SJ0whJXFC=yL$YDWZCIuqA*Qfg~H6?G`MyBV~oy!wf3vMA612eZKSlQ0LmnS4=nhW6s%OE`$9&d!l+=lDLh?A1X)TC2RScJZ_WKqub`6xR3w!27 z+6|>UGLB9rX!ldhgAA$ZOGFLg#z!)R1A5+rWgh3NmlFLe#pc;_bpYAs@MW1ge#?%& zZcPV5VIyp0L@~aK(+Lrz92>balgRM>M!R%85@B$-(0sx`fmZ3=39pSs8O>bd)?zs zi&J*X*M>>`=Qn~>8EnHI%7i`;SRPKL^}OB77^DFt*RI%un_#hxqnU;9aZBd%$7X;s zYIWoFEP+QXsx2AtY%oGbW?P{eZQKXetf@?{-?cXhwVtFj_KWs^$OK$+N=A*%i@uMF zc#ZaC`hy`>yZCK;Pd!O0D1GTRC${8XIxqopB+iKIX85O{Qq_HCZaxs1yFbkBZd_oo zN~Kl4L1~BqgyeX_01t`NOxCO|aO& zC-n$g9nq%^R3C%47T^BP3Ld|uHh9|1V>awqapYd2Csi$cbdJMvbt>J3)wShV)Wju> z+^G@_*#LZI=qAGr=av^mo!Et&NLsDthEV#mz!qUab0Rzx~a8i!YcQ@+O zco$#Y`X9s5Qj-nHMDt+*P8JksrOQ^5726U~+O2Q5aMP0DagYFnEBge1u#96e__swI zgphEh8)XMeR_|GQP?0SRReC!~fjh7v>020J8w|u}(EcD&Z{#0vb0@2lxTl->wM6XFR<=&CJ(TF* z4hti5V#|1vDTW$}B(!Q?xDDr78W&BY-Ym0gbUbBWZRBg+x!ublc>ycDi=nJnFr*h* zr$%pC|9E`Ird;pNlR}cZbN&?TE0f%q$PGmLnkDUNaGw(G@Sm`Ekyn$kQsun6mL{Re z!e6^QS-|6>a+3N#whG z!6P#6VR`RBq)v;(Ao>ZjYHdH_`7Z({$BZ2^6E9Xf8GKdc-J8%%uTRo5(Kz$GhxPQ( zUM{kkG!IzMg}TL&oo)dvJ^NCvh&8Uo4zsq8_KWR&X^O`=ARJL9{%7mU$+wKru7=-I zX{J~3eVn8VeoQMOP;d_yP)7SLH=l!=CaAOn`6-ZrcOY4#`YE(OU&{kbD`0L%Y&)H` zfN|pd5jRdw*+3IqF=aC5>KQQ7Mz}8W+&F@p;d6yM_+(9sjHR*4fS#%KOT@Wac&*lr znG@qNSHQ;2jm-S2o>Sca+w4)00Nota`vb9b??*QFlEN!`UJHwuGK8#=)`xu0I+z2f zgXAlm6bXJgm#xtj^UC7s8}^tC*EHE+t9wwh9riDQw~l03^>LXSAzf@n3E#djiGsjR zWW!W@WT+vOCkbrmzP!6dK`WPs(rIO&;3m&UW&xn}VkOg!kfKe-@)t}&W5=haCKnJs z77eHOZh-!bB6lQz|D(3);I{&hEjB~uslTerHL5-Zrch+F9=PtHh^?R>?`acGvVyXq z7z3hN-hSt?nb)-;V$6x5O5x?sWH2;*mAsVOv%>b11$DvqjM3gfbwX1z&`PPA#X9k{ zlX%iOScQ`p`wf&`i>uvmU-o2#B|AJ4PX$#@-4q8ueQfBA2heBwsln1ly&6Q2)ax%U z^0KWD@*WmFGk}kGI{^^^oxaFhX@%AB{$Of^QxfOeqj)piCYnF;nle*@5Z>P>c7Lgc zuD_-+?nRqPcD+}*-Cem8`Q<|)KCYOEDCTP6wQIzOn-mN|bLiKHR(V2k>7x() zcff|O6DZ?lnk_)W`JnwZuDMyBo_+p&#mJsXU@k!sMVh?5E*=4l^t^U0pCeBuflCJ| zTYQ_9R|#@~hJl?qS_9sYn`c1F5bd`BP`KFzyv}m+jdqEXIzJq^5OVZFpM6u|VR=-) z35;skd$x#ElxxbQdlfW8D3dH=oGmDt_$`@} zIV`UoG}Z0R^Lhu@hOCf4JzF3gN>|>kzv3qtek#~n04jOWQ`ihzEq)|<@x?98SfVjQ zt|Nb2p8F_&>?~;Us82j)pF6jB0vdoo-Ozjm)ke0EzR*ZV1jK1cpuxS$^^MVrUZ z-b<_V`LfMI0D&}dIkv%xO3F^QgFme?iqr{eeu4cVyr~$hN{rhP{3Md@81YvY%Ab)Y zT>PsPzVN3g(9EUN0)!S$^t|8j0%BCU0TL+P3fN~d>*w_g}@i=-Gb}Wofsf*|&?>zEPDK+j1K}Is>mjh%P>a+9ILq z>2dV=2Y?U1R8au3B@c83))!nkYQh0RuAilCnx8|(VgfpBAc zyU+6MYtW!uoBxeky<`1##^aSQuKml+W=~fLh5d3O9St3G(bx_o&i3afNUa<^(2aAm2 zXX3w+222GYE-f&ODtgVqb`0XY>b?hC8w548ziy92{-)WaR^i=XL01~3<`(hxng{>3 z@Qu*|zzophFUQ^~%SZRulWpO3*iqlY84cHyH#NCPITP|ysYJaT=}M%(kOd7RZd)qB zG4pwPN7dfZ+j9YJDdp$QA0AFdc+$FPO9?vy=~`S}Um$QSZp#qi7Jh~c`%(NMnG#m) z`N%51JgBxaLcgGnv=~+Wok<12jXQ%_q<$@;$Pih?*_v>fn5*c5yA%LrNVJd zm+3Rj=s2&LEsrD_3OUXjrtO>f_GS)O^J$Co}ayTHhG8_I;e73V?_!#c%P*m_Js^t23iu^ ze7~Ov#ZOz(`VpB(f5NvYa>GS$Q<`5TX*P}8)~{CAKY5x-(pb1MyVIK`jkB+xSxoP{ z8&`TPu9nr0dQDnxxG<&jGkYp2UL(9#P5*tFGu4_m+rUWHNUCe!+YBkyBTa%qmS*i= z2n;1sspVy62W7~+**Eq;atw%iD>L13a09xJe zN{{ZZS%w2ieVa6-F*yWk;a{0c(T~0a;_YdxBE5d!D(_4hk=5(IL)ywW7IGKNA-F^O zuoT?_+VB+HteC7@ER9Su9IuZ-i{m4U3RjV(cY1$ps;vM_iNA#(Pi!(BqP9=B`1&PG zGX=FjW$vRAEuyyLoT>mjNZ>k3y=Ul7TR~qACl?&_R9;q?i`~sw$VNR%@?BtYN z3PPSsG9-ZN+<$+4AD8voj$!j`-TD008u@^uIroUAni6KXm^YhhZL1}~~ zcN8k$Em>L& zGn-uPlcjk96|6z`qiC<^N4MbKiV4+fd0Q;SJL~Yi$I~{h4=snEWrdJfZRww7f{K1S z8u1|Y_Vs2f&&h<>;a;znOi9;_xsIsWEn&&}%Vy~-OC@>Qm}Muj9j*kxUCP`kN?4~J z=56a%mZc(@3uwkE}V%Yr0n)u)*FY}if%Vo z@B_G(c zs>0Jp(|3^O(wlRDk@ot1%2^Q^a|=Jpr2Dw5s&Q&?W6Rx0&D1J>e*>W+A6g876p^g% zu4Ka$tbYsMXh5|%EtzG(+~Rp$?AUb++<_c56p@sJ;ib_LzCHwCg$y=a`ayD5q7fqC zo4^=ET+)|@vlVg3S2amcnAH3SaUU z&tub1{Vj_Dl(N+VJ#K{b6b1|*ja!66wQe+PJYp~|V-A&LOPHP#D{+h8Um#RDv0#;` z=_$D=-f)s&^*?19psDEO-#fQHV?~w7|0WzAu#p*Xmk9Kt$iw!B@lPAg!kV2~<4R0l z;q)Y4@9rE%n!PWn*%w{A7?ETS-C*<2ko$!q2+dMEIjBuJb7r+(a2T#7Wu|Ot4C}hl z^?-u;?ZT7L3k}&Fr~LN`E80`a_jQ9TVp^g>&-yF-~5UHW<+8EO56b z;!K~9`10-u97XAs;2ifZQHVZ^#Y}xfv=tD93wsv#J}B$L2{QwJFLzAEM*8n)t?8=E z(#D{j{eY~b;j@Ew*H=JvDuEOHp6BE<((5%O+TU>rp=Wpa@+Y|iO5=`MN4nFGgbd|; zet^n5+R2A=sIT$;v~m+?`-csq_g`QVb?@7g*Bct(K)G<%^)c#cV81)GEega8r#{1f z8k8q&pEv;8$L2XM)V9gJ{C8V=8JhbH-+s5ATk@T)bCU<&FBcdLQ+m(Qt%EuD{5JfU zU^hCEUPe87nWMF2DZl9{>W>m&1&W*1NgvQyvC>4Y?C&(AgjsWp@<8Baeu z8T@lDaYela5gul9QS(}Y`9%76Lsti~3!Xb7&FXR*cf8XR@aK=d-Ki$B@;W^L^@8Ak zM7Qj~Gb6lIMsiU6A>UvzTgksud*Qb9lOz+@cW+v-X*fI2^?MG#GlGp70MANrf7XKP zN`C;wfBd@0A2KtOR_PLFwl42W(^J&qPPL{3WA2RfBF+^{c+TPlr9$dI=V>og0L0S7 z0l6krsKL!)K$}pLf}xb_<{1H^a^>!(hw^zi*Q?~amuFswlUv6D+QGpbhh^MeK8l@4 zTq}-KYet_`7Y-P=Ldduu=-GYO3_o={S|$|MU_hJ)Z#MYG02;5g4tu3_ymG~ERN_OqaY@XMUuofM4`QDv11)UaEK&UuxO<%9R7 z5}i6u80SjA-$uDlw z^y4a4P`V9`v2CXDmoC80c;FOoKtUL)_4o>93pY7PR`ub?Do8o2Oc}@12%Gw0VQNlx zK4n=8h5c(s7w=0C>xU0yjh)qPI%p^5S;k6#qrCEfi>}uIuph6R zMM?R00ved>#lc^GI;sA9LhiqQP_#QHD6^?D8rC@IpgoYLGa{-Q=gshw-0|{%;Pc`G zYg3oZ1lG;tb1-$uHn&D!#^qc;%eJ}IQ=%GTzBNVLY;i-pD|mtfXPcBm-zcWGeT(&R zLs9Ou7ePy+Hy5_|gUcdTDH{{@8B%}ur|JyerPD)a7jahH*7v>oqu}Z1Li&SJwT*MH zqh$^!A8haC^MdvPjY{o`dH&Lr|AKU2VH!ZOZ1$&HvO7UI+b=-f7Iq>RL=PsM^j3QJ z9vtXPR0+~4zZ`ZQNEX5wq5j|rNSWLDP%OhG0`I&l#!+@O3oG<)8ai$(`*PB+tr`G> z$7cUjo)Fbk?)i##9F)Cz~S z?e(!z>y>-DDP?Gz!Sn|P+!_=n(O&x}YPln9pPcBuIdhxX`CU-#F)E)9j8!cj6hP6S2(yA!)YEUu}Cv(D+TCVjz$r?}Fjwzd1 ze^cA>v}RTV40DG5GIQ;JI_P%K^K~HZi5IDIOa+Yn4P=+?oGAu`h%ahR4Z;uRFZ&J1 z+VvE&?%PEf-18d3QBRt}vjD`eT!$z#W-&Wp>^Qi~)7I?rV1jN|0Mq2*Z;lT#sGP;O z?NgoF2LQv&>#F)6DO6W2Kpk!wn0rZ@FPKl%+GlX)pOQqb!jY?_R+(?O^Ynw=!QSAt z>YUzIABMK!=FYB2JWe?i3#<~;8}m@wWJ%h%R5iQw46ub1sucGgb;^pbwuqwgpy8uy zJ>=<{?uwLi09{#ho;uwIyPRriaml2z#_>XJS-(BmOg5+x>r{#e_~B-PO@45_!C<#< zdK<+sJ{<5f|DsxMFrdKAEO&NUad$b&q|3EheeDyoA&jQN25T^SOf7!6+x0*3n*rh{ zNnbVvXiv~+mS5fdHrcPadQe{&gUC)yJJ>(>zFyIFF6cTFsPP&L`03VDdTfq5!XW~R z+@^9@{HeSY^)N|>MkmKA4DZL3X1w!*@@mRjJGb5svu-~&&Tfw~RujGoD1Ys43|u{~ zj}gYJfpSm2NLvDO)|c2>8%H@Jg5jfBKLI~yAFb)wjz-ka<>Wad!k(A2>@AynQfEp1 zYqifaOvZ}j7Fo;$&@+aq^c{F+HI*0Y9C@g$Cw%H7@X|?6g|?VZBxa=UOg8L9XE8#_ zwK)!F8JsqEt{HJk&lE_&Nk!nb#+G*lib>S5P1@C%kwVXaR&tTni7ZNQw|g%31%?a? zLRDdj^fTq5N*W#?#A$lp*61r`ptGbyLX$>2IZ7oDH`;aY3z&X02m<79i@b5A(D1T0 zTO$54FbZ>ju~>&)b>)T2*clT$|66;Kkqu`yIGXHRcAqVjW$n6-KDnbalM#9hmK zw=H(%W!A~aM2elXQ^c1bh=?Q~2RO%g17KvvJ z;~Rm)q73JW%f8}T+dok>_x3pUa?wjt8rz1!;>3>S>ZqP;t0XXLu(#(++Qwx*hk-UD zT%HNbWu-O-mlfUU*-e*awyS^z@;Q{tsZzIShc)oQp~o;htCIoLuH_RNz)cCt_0!gu z9BLrgP5dwhsjST?uqj@X9IXk_1#YU&x;WdS9sWItD&01U-2Mg~kuI^PnI5jUTDE5{ z-j8uUizbL?OC5GtqhUKc1&9qHnZQDNg^RdbN1XH{Z^&(psT}LWs?<@oFNXWGXmo{9 zgoaL*5jglDG1Qn`*m zeZ>;oyqn4NeW6y&pv`4zLc_=L&1akxPZ-7k|1e@%AKxtr2;^ngHQrSIR1J|C1vD>c z*&~$|LZ~9b!L~@J{k3U^8cOrn$FnNflu}o7ri*9~dNovWX)(fK+0Q^VfY+ODg8-JT zF*>3#2E=Xh3E+AK@oG(n4!T}Kzn5{x%qKE$4WN|dV){DaxOBO0rVuipwd0tFYlRsr zuVr@A3}zC*!{e2y7RNKDc2`W$Ez0WDz1n-qjdAC9UN!ZSg%= zk_|xq*BaO0CWzNpG{W7THzQd_)ApG5K%0#az?70J4T z%l0C-v}WX}{}DhS%QWM9me|0S7exVvhIDXj%j2| zjCo&*$7rA%{_*b0;Wt$NTf<@7uy;yK;a(L7z%UlRS^P9e;Eh1DHQfL)EJYA*qdp{x zTP)*BBw20eru%CE7`f4a_!4TiiJG+xm**%U8SPXGm!Fxc``j6RI))?jn(|zhy*e6K zM{iN0fij?N3v&MP!~z#P5vHYZWiZ3RmS{~MFnd|6>RmA%#c>tPOtCn*j~J1Zzn2Z1 z<466r0(Swt5$D8ZFs3PESh*n1PGbl&XpgccG^k?->_9!&DoA4R(rBZXO23I$7nfdQ zy$(;<#YDgOok-(&wW&^lav&heKwh@k6l~4uSAs|vzKa>JaA_Gbh&%wpBpIcycZmba zghU>&l=L~S))9|EXcVB~KA!TGdAgX=)BE7+=^fBpBv+*oLKnpT15MRaq>2i7@jbq| zIop@In~>7x>#$xqo@UDzXboWvA!J;ct0@7idE7Dpu&vLlIb^n|%+&M{!gF1_Fy7Y- z1o1$9{_)00pHG_0$TZA!<7I1tpfW^UO2{qJ$!9=Vdc@QM%FaJ@({DPhJT1?|EYA0| zak%v$S962Tuo=IL)}wEH(#>k}HkG2^@-)pZ%leHQ4MEd8QH=D;9{q4;fp%jH=^^k+ z^xFV_X_^YvZ7bsP&^4LgQ!r1GpnGZpZ&yrJCyco~0S#H=>k*dw9Z@H#4t&TX0kM&6Z1xR)kkkZ@1x1&7=VC`?>!ZTmcCcB7Z@0MY(dc|NS4r29&{y0`PCP@AuelE;Aa%4w_; zP~-Fs#n^nGwptyD7mHPXd_^J@)0-}7cN>z4`E3B5cGzUwsR1+C^acDUvHNpvNemF zxg>SQ9iR^t<+RmJ1z2Q=%UP#i^WCm10dOJ#Hx`SPf@v~B9F`d;&o2)Sp%~1)nsINy z1w}`7)hgV{A+sSU1ePH*8q`hiWQ`?r9BY!H>wn9TCGtVR+jv>-2+-lhgzAcfU$4kg zLk)mmyJ|=vwpZrt2Fhqnr{P(j`|+AS_zO5Vsy}Hs(pYd)VLvqh7hH#gJDGeS%MMrH zlR1+-3{Y186V|}ez*=GMSOm8ZDuAtbA$8m z0>V!V<%ca7Aejtw;7b*Ya{d8PpuvhxN>l+kTZsTs%xB(9<@{BjDZD!_tJhD6Gz2wv z>(EqSihFl%q^G^&bg{~^dSBb*p_rIZh8WLSFGA&!OlE>hF7Y0K@uO$351j12%p&nC zsoD4*lyyRT(6Blo1?Y1hT-&^B?CKet?Vq-WO2%vjDqLI!l{xq;6;uK)Wp}gQJHrKp zrXj=q*CSk7({DI-zwL+xnVt$bv9WRT-&N{DCcF!?`I57)Kla5RUgrx=w43R|+8BaT z${wwq`nes6)fEAW(pclZh@G_zyy*6zzj6_Y@yI0eJ(vKLPf`Vdu4S|<2nh18S1N}$ zjF*d-T6z~3v~ILmIht01^`ydU;+pQ#L0$@00#K+8OqwKI`TnFu2G~$z1;uCYFQUu%5bC>d^;cU;sgmq`c;r zXGEhw4RnH{Hxt;mz%u$*00KZ^^;bx&Tuc;?=P4?sy%QbP%_hwCzyR8f7x@5{6spTg zc+p@e6{O2U9<8oWPAL(W-rg`|fa;zcbr8!0KKan&y8Xf5@!-ahTKG=;2B1$>G#h1y z-m&MBD5$jq$vP{%;^?a>8|jDjBPsWLWein2GXP&O4;q?-Tn#F&!bvAqh0{_*OYcXi?TtzJ>sd8*_RxrX9I<-_`FD#$w^>+|GaA8tKNNSV30XXRKvNw_-^tw%jKHJ;jB4y|HV{_fgOUq}keVSB5$ z@ppF91N<8BCWBx5vxrt$GRR1`KeZA_ya+Cs6Y0+aL^UTbXgMIovX7tXA!{g#tu4LNr!DQZ@oQ5D=N448q%)gID1y2;0Rx6QQwPqNE6mLaz*a|- z4yLY$B|HSl<1c^oub|ltQVA(|z$7_~8lAC@7_v9#SlMv@PS-3!S-#&&revZ%dYXOpI+M$c8l0w$-%Q z5e8W*5>PqQ+!vTEe1`vaf?m^mP$BgI2ySzt+O`y(Jp_A;T2AT-YA<-TBSL@5tECMR zZ|B&IhM!JsBfUS**^MO#)|V}_PXHoAr)cYm&&3U(-$KECwD_AwXz2e?oY7PQp5@5s zKbQSZJ9<_v#cMGd6`lb!-1@2voZ891D+R;hPchr4I*_#=&uBtN0ATXE@tJ%(|+$kEt~E}8IZLdb~(8;80`CXZlK>|)*2`a zkjA#4(>GY*{gi~-n0teYZTK4HjEKPeLyz&BZO-UDQw+bY5fe!*2*-*hGfJp@nYl3uzTwVaxO zACba@FHj*)RzfKecMf*ATX8_DXC*cuC;pt?`S(0oRy$CgSo2LnVI4r=`mP7OvUTof zcidtds5`=ae)SZ*u5i*a+v;wMcNZ7W$cfJ?|SfIoSpax=afP4mA#cm;nES5~* zA+%I;xtD8@l)`~jq_6nnuk)fkvP)$Am#-i+`Vm}w^)c>N@TG9^KlQ|Dzr$j@obhu2 zq`s<8B>ag2U9te_#9{f{aYXOkeT^QlQwn%6AM8tnrZ!-bFH3`j&6ICGxaibQNyUK} zBQuVh(07xU4t@z8G@Sat;2-s`(-MG(6L&zei6*4dYd;gf5SWGw0^O+S#Cl&~-4VMC zhr0hFj4C0I3Y~DE@E6*F16Wsg*^Z#@z&KUTM-D@k05ONreCYNULS7kn((U5>aHYgK zoE!$?m=<8&6}6UpiF^ETaiY5Cuy#NIYRGNar80jE0GiWd6!Ry+9@1B#xo!7t=>e#WV|0_g0X7D*}b!OxukiJ`KC zpXcd!a$0x%3N}FzMoa2tNa8k-K#$l6;Kbu8kD8~HWT*pbzTY}x#!QZO_4K}FsFUl^ zuFqBCixmrlL_oWUI_fVzT>+&7V+z{G+w>m+ZavsV`A$I4JP(K<9zRcOZU!X*d#3$D z(I)O!R|rf&bnbKiNiV>Rnp6cVHm!Y$c+Pz!%bHB+B#-~;W!o)k(E9?cQ;KGeJ&Ghu zs6NCz&fSXbeND#H3?&kPSxUtA;AaW0&7}sihl_0Y1z63ovj~140`WB|OVm$t%e9(I zXp0I})E@&t!vt|_feBJ}eRv41K z@>Id@MhYcCqBxk{qz6c)PkMtp<)_be1Otcs>f3T8S@3}4!>RSX==K4n#_!Oi-HK5_ z34l@uMgRz$|uDvVbebUKunBBnu)NR$y#b(~i4()yi8l$9? z>5IoTDqn*14luEx9hh-vqpSu>7&^9Ns8|*Z^MCFqRP+s$4h*Lf8f;7t5keGi!OwOZ z`AdZlRlww8zH4L`_e-&6Ke%ITyE=8sQ%hO1pb=i&uT=LQ_4Am&y29t|VD7-pxCk<} z7u06Y!;}9)2f#Ie&Wiuj0letx4tsqjfP!y1S4gRD*yz#t6dTEQO$c(H3$z&QIB5hHB#=cx9BvY)=O0|$Oo zi#hAtda1bF4$j!7b9>|r74U4(NsBIfNBhSE14Mc|b|yrS+ zTYbg!Y;mBmNFbsLa1gH|qOotXn@S5VeAhNEHxSlM$I2jR^7A;C zB#16m@9cT>kG$12Ask^&gk}fG zQdWEbdDQ70_=b89g0BSi7e@_H+0d5Z40)Krh=|c@&OS{BCOHW5dl|v_x*}N60IH+H zpHfLDP{8LOniwFcqLW+f+-amD)E9UVMSv+4;w%P!7D!S-P~Zb_hX=o9JTT-D@dB8> zZt>ju<$~r^^9Z@7YB_-AkQ-5@6(Y^7n8^l7aDa(V!ZWf&KH}XwNC8<8US((eixoUQ zp^o5P3o8N~?c*&mKnc-+YmR1Ha-kbtHlPP6qAF#Nwn4nXdt0(kAD9OxhTKPYK}-ko zxQ8DzA0#KDL_PwXQ&8m_5p0p#>1j)J34+|MI@lp6VQ{>4zMa}{@+JgL0Bomye43Qq z)vEOA3dq2mWr8}v6g6G@=m_h7P4{P@Xw^Rp5_-9qh8_3RdZr&J0+b#U;P(ejcO?S{$~+EGTr!pfbfTvdD)QwD%|1k)3?jSJ$-D~ z58h|=$>2k<@JWz?f=u~{%OPMF{nPt04g9Scz)XkGH6#E2qY^LSyw^qv!CltL&guW` z`{)OraJ`NSRJQ#;s@^-0%C~$LJipJ^KgxYy*Y&zyd)?O+yU!8QJ;){+%u3?&e}3tZ zD6z|6gcC>MYg`?iH)q^j>f+#GCkIVAzMQ7zK8c(gMeygbS z5cq7}_GLP=c^t|Dj4xnL;!0!G=9_)4IP7IAWbn-{t7}5qQh*vM@Oqw(Cl`6Z$-DQD z0wUezmn?C8ujRAoKq4)`Jp^1F`uXGcA;jT&9K0!t;=>QZB2a2pq9uQ(ew{#&t=wI= z(C4F>=tsNz!257vvHDatqhA;tT0V!OSGh?{{=P-20D=_!5o@Qi{iyok!oSoAZ?~e! z2vf&Xcq4`p-OyGke=pp+31=mpc8iQJlo)1hii$6ifE^Z2_2tWqn8JEP{Y~LwFy1fVv3D*I5*}8)B>O(M#Y);)cgL1EW7BQC`8Gv9}q497wz?B8YVHBpex$s zpewFthN6=dL&o;?kk@ksy<6R-dl5oM(Wle>?jKiF5X2H?Zb`9H;Jp_qT&|jrUupHD z*qHc$b1E3p2=>dS*;U~Pqsglq&qs^vJItzqLgBxSBfU}h+KfzKKkrK)W*Jar8sBaP zM5>_ZTQD6JEthpO{|D~b6+;d0SDHppXwOu@i5E2)66?!{$m0U2dz<*1pSp1A&hSrS zWk!^8y`+*ZsPM-i&`_5<)UbX+7WRYx2a-Z?ONYb-5o)Bm2-qRGGr%@_^5ch%<8aHi z+@bI5Cl3ASE)au5#RE}sj7j!&4F-W(pY;vyc|5FK=Qt&V;P036H*wpR@FJA#5b|#- zkt|e~&Du|mtdCnonxGrX7tTf%`E;LRU1F*`8A`pt2a;o2P#KuSN(>{Bv8!;<~ z;Q(x?`+|pdq?``nt#32p2z?9rO;m@$85i#^5B5qOTkUB%2omT+m_2vK|j_?pgTxoO-d{LRJvv{i7Qd@=M zc@v^e$9=OYPW!zefGA?|w*npve>NP-)F``!*!+aA_zK|Fu~b5|L;@-lvX%Oh zu(??+bc=!0r%1e1L{;zwF6UvbzNs`CoT1n*!ds5i7FjTA>XhsrvfP`D1F(hQBV?I! z!c_=Vk;l#7;JE|35iq>M3H;Q~3)Q6oKg~N)hkojm{fvt1PGj`G_?kB*>v8WwoEyFf^e z&f?}G&O!CaZ;0~X0dW=ORUpUSlLm+Phm0x9QiJOU9A6aWGPnLzY6-!3rorn|skooFfB<$bujWW<8#F3rX297nj(31T>Rcg*h;i)N*O z8~z85%I>1dUq!*MeH7>jIal~;LmhlrDF7(wX7%-OxmF(3FDOq?m5V-cF@(#LGZ}mz zU{TG3KC-!kiWS)52>a9~^K;%FzUcpmt^Yxt$w}#O0=X%aGX!`FA+n*zeB1`rMc_5HM*>lI=%Huq*ZuhWNn^ zO~n$!7q7i134xQ05UVy5A>9Y+?^~JhQhjz=J&jEU_%C*fRLQtVdDKwQ5>m*i&R=E~ zu;xHBqB;d4sL45Lld87=_N8f-raa0S2cd1J=a#ZU_ZK^*LJHnhp7kk|#7o{aYZ+AIz2WHQhUvb?wO7 z^0xsPX9Jy9FgnmRHeDmL*0gV-LtMhTY%h+gc10+{nkbNm70vkj2`7jQ;AiRH*YNd_$&}C?7)gSzezVE=+Tv2-#F5@ThIx-++-g!(;^oLTxDEV;i_imEw)9>0p-2^R=4vZ8S?@uqO_0}_ObA={Oc+lpzw={MZjv(@ zC%~~Ae)TK8Ax!m(hu%%0nO>wNh{DLl8&l(-AMlsDeVkgEh^$^Ne?lOio4KGF7(RHk zw|2Jt@B>-b^pb4g*wxga0twhIAq4;%BzV1*=<|qq&7l>Y8Om9rlP1IE?)~|E$B*MV zT`>C~Gi58T#ZFcTeet6l_BNr9g=$kjgY*Vnb>H#yu}yS?l)2MWU>L}2ImHBi0iszD zMj%&0CIN(*@vB%?nc*NmD2V?|R%!Rv5n2fo3T^g9x6)1OHwn?wd;gJEG}o<411*gp z0jLX%%xCTtNZ{{JMxy>CZ=Li#^N_znXDi)J#sTcXcoujw5RHV9K@0X+(u}ff_&+39 zzB8E^U-k~>l2BjTrW=_Fj=|w+mfBy(VP!AIgMrC<6c0h1$jS zY1-g!={pBX4)yW>w-;a*PJ%F`Eh2sUL;t^tIm>)$3uDkrD|7YxyESNw1|_`iW|~c% z?NsWc2&g(`L&=|^EO4z6BNzisWQtB$?v68NBED^qg2IER+j`yEsItWER`C$=Hl1fu3bVm@6r%@DDf2vPg_H@?-Qh09TMn3%r>x<%H1fSd(LED_j!(%Rygr}7rz3_0&<9FDEdp1y)2721=3iU{Xe;* z#}{_?&0dZyegYX~N zp!X2(rxZ$OmHbO1(r!wqMEfwF4wgdKc{b%(Z)bUki8=o8jzFXJ~y%N0NvCxvcE@Ox-cxWmII z7sGxg)59!9(d8ePsyxI!ErKhumCc0 zz?^7;13c6|EvMyH=xbG{xo18C0I|qi#&xc<3C^mT7yqCAO{8l$vHrz4EwgGrC6G_; zb*ZWrza`6^>uml{$LU0Xj1qMM=eKDTGw%QSn*FZ04`g;Zn(~c0#G$JCf2RtSIP_yZ z(){+r)B`_Xi=Z!>Io()%1vLUt1{exh1!Rqj3|_Q_$vQR+{CWC&3h?+8#SRm5A@%TL)bl~X zpyC;E*TXq<8&GYQKGdzK_plb$9h}%@F@V(OM%Kx&z_6XldD%1KfzYx1``3vawUpHP z)s(%@z!bUPpn%Bx<d^lehc^c7W>MHjd#v~XG&fS$bT~5 z5|`HbR54yQgMQs9Zr^}qfy9HV&aGJ1&U@7pk>yRsM_Zzj+Zhu#)KIH|#)!yZF8im+ zOCJ1vY=fE)Tz!rOc?~M)8r&7{I|BeK?A?`M_DlxOM-s9U6PF|Ppu>9hY-e!okC#m0 zDX=?S_R`v-^NOPPQZq$EFUL~+9`E)K?4oKZ>=M?R#s8F?I3xZSK05G?gyO%=rLj~A zi=dQJ*Mtl1Q<}HUK$=$3EIo+o4G3k+Rhhq0^Y%82+%umZ2;J*)hT&*xZu32eJrU(^ zI~12ly?L{{6wg0l!0`O@wMuH1VqH4a`+<9;h1cBD+63MGkAB+c248zDEy6v^n_2%y zZq*I?^4OtezR4`-ZS8vBbuowooDY*RQD_&e}ZzQ1(57Q|ZL@N;AU{{H7k1$q>RgyOwGp7)_oj`wtQ( zRGAuL6V-3U3`c$sc8;ZPu#bCBr075@D{G3(NmCKJx_Qd0*&ry83W}OPAb$vI+KMET zHzr({o%&E_glT9#n)TI;Q16eI~Kov$^P#Fqv0)X|dzil)k2j#O?;YDH|M^H0N+<3H>QF zkew=FuFiAPz^ahIQk2SUG46o{SL;K6cG=1_8aE<{zs9Z|v6`X|v|&xiC+GoJ)~<@K z+ppL!DVrSbzz=ac`Al`}vOxmM2E^j+zEb>UtE|$S;pRfN?C6gOA;#zz0&Hu*`;hqN03YiRL_*N_86D?BinFpA1h9vsFTF+mXyT>Le z5?Vj<=a+T%$%vizRx9Fhs15tCsS7>48MgMTdF|JtGlPXBZ@n;dB-G@H8CE^j16jx| zoq2QXWjfL!(SSSFM->E@ZQ)xf(ooVTw!vU4X24+o`8|6syWe`i-4O^TAiq1W4qaCu z7lPMgf;B2DRxE!>Qf0a7eP)48e%y6cUEi30D~&MAQoOmPqKF&AR1IZspc3^ikrg!eNdy4Dg2sbLN#AGB_T%Yg%7GPsWzo)B zeP?UTmA87=K9o+BKP5`dXG#=D%wHQ%W9S%LG_6sQ2C(6ag8##@)OZm}7)c#&^QLrw zwUc_#{>`uL5x7kX?@Vb~g0wD2nqB-1PFFh!{cO8-j3FsCg1wp_A&V z+6FxOZ=j?vVQ~FW-@_Pbt6%6}nW0|}e*KFcq@Px{U%OBGkmYh9`lNH$9NIunV{V8& zAgqdC;u3OqOfE?%V}=&HvF3NuJP2ONy3qoA*2^!7_(R zFGHsXVAsSmr%h*9Quxru(}S^O1aLPriAT?S7a~);gFmQ z-%(AYUY{kS+t$r7jwhGbtqzcL6~G@th-t?taarcN)OTUY4?WWFF{~i>$n3@4DI2Bg zis4Fb5?(@q9rf=A`Cp(85 z{hp78Z2pmvLfX2Hu6g73;xF*JWvwI(ue#yKU=L!=8ye|7Lgayg4f`jiK+yK%b$VP! z2atyAQKQ(%`pJJGZ*mvYf2cIv*Ca-zck>QkR0h>mO)~}p>6!Nj7#e*5kmy|0te{gb zB&C1-n`w79nFP=ss9nhl8n=2prGIEIUJuwIrU?t*s*JFjb8vAyEyg_u2A*ctdh;t= zQyyu+MtN%<2K*)UBprftlH5qm3nI6u*bKoZo_zTjup+;QcYL2Gbwi9VBG+ofYXvbfXby zG4GIL?o`?!r-Svu@tBe>t27-zjk_tR}OE`qdw5yq`Xq+DHEM<*YiUdgw1l}m?IT>3lfiE5!4Yc)s~-di!G(wZzoQ$it{&Z zkyb%ho`JiO;k|&;2A@;IMW}*V9u%E>Vv#Z|h8%fOh>v!WmdNR6F91?CE8U2HkNfzP zDravtg!oL>Ky!{7al+;A=EUyfPyixs@x6ObH!l?zW?1A^a~dR7{)vUUJj_y9D()}? ze1;HT^TI3c92{JiEzWs>%uTdnJ)EuMX>1O_EUzu0kdRCGbrDEhQg-e|0m5&4aZ#?W zNDj)Qw|~FLE&1b_;fOGSj6}Oe<;MRxg+T?jq%2)nt>&Hx5i=vL+nwhNZ12P?6J7LI z{xiL)xShC7YH)cR6vdI=W>pYg43-g}>=IdiaZ&jaaEAVGuWqt2Za+Q*C=xyD^@O~n za18{9-&Wv=I6f6Ct=rWNq6^o*@xh$^HG z>_cY#FfVMgL~hYD5(E%`5?ET435Y_GM$-?#5w)Lf*C_hJ#;7u>m|L1-LQBx`1~BI1l(BX zgz7kW{rpbjWYW}ZRaEU_`7-R^G9BBr8r_kQU2vt znB0%|RuSzS`Qsm$Nn`iNKo270dSn}W{NJ4GdSD*mc|#+xgY&*uD z3JEhT2JT&(k>P*pfDxG2fc2kwye3nGO6-Re=1l!XKZHCe4G@4a1qCqi!s9zC5jI^f z3JGr6wy!~T`!}d2J5c3ZLj|`CW$~7z05D~$=gb(^Z$F3WG;q+XVfqXM8c*V*nKli9 zE>8HQG<&gJjTtC{qhQI4z(V7X7?AI6gXoniLQ+ud>+unXJB9_|2T1_ej6uOLrWw^9 z$Tq06WlYp)qE;}vSPpFmSBisG4I3Q(CoSyDttkvFV+r0-S7{bAwb*@l8BEGg=~;eo zNE4*_Jyt!%!l{TetdI4gT%41DPD@~%DRg2WWYEp{C3p-mLB~DLuVDx_ikN<^57QK8 zrsyo(M%V}OsQ$N@@8&HMwfxjbOa4?CU1oq-AQjOH3o5`%>MgWKBoCXOpNP+6FK~Q> z0a8vxV3?@}{k^y%F7i?sBMQ7JK11@ozvbV2mIVQ;wuz&!6vp-=$vIC^gCzM<9#E;S z2`J`^3pF3Ze4ROo_72?n;g*iPnZkj=jKLX|nJC%oW zR7UUdy8JNb>*{b`xlJE{u4)8LDug2`VW9?}zYen@88sqv;aaD*V7vUYc9HV!g81LZ zoU86sTv|Mbg9#Lp0@w-=0v&}ZI&Z*VSaO>c>=+!L<*{e9^@N2&ts=*3POpXHs5H$< z*LmkggC1JJy#%+ak&zp8)l^=c>CaM%-y1<7Ks~H$)XJm28(6Nl5f|x(VPbj>qB@le zTPH~^!hCZ3pqn8ROZq}?Glf_MfAUk40&H1vuRH&D^Bm?Upwcp)--Gs;BWTSky0{2X zgxGvS>3`hi3=M2`O+uQzP!4s(2blqWd`Rgx1?*)HP<7jvt}}3hr&XT}buJ?JF)(W5 z$UjX*3<|*MgvIM; zri@-g6;%=Jd~e?N9z;F8^0C%h&c5&F`g)XicxBl01IyM9Aq35Hk#nwrI7@Il#7`et zlY`}a;5Fx{QEM(uxcG?piBDR$S@Ek76GBYHj+B5K)BP@o?gWStPLAuSQ&$zV%6*Do z99kBuh4z8ozKxnpES3%RN*{`wD%gpCe2e1plcjz98{8oVNdy_sdzuQIoza0KeTi<2 z&ryfvMiO(s!CKWZZ=hY^Gq^GGpS$r;+vh&!Qgs#(xY;j)daQ_zF|)5p6Y9DU$Rcye zu1p>`0PuR;%h8R={lpL;?zNMVX-l0xt680xj#xVA=B>aGTK&S~vZidNyE!n}aJt zjTRyBg@n-3B;|ewJK^3iX?{NY4eCC(e zQQ2^E~PYif0>Se*e*Fn9TibjxxC-m-uss}UrOGxtvL2p{=R?Mg| zIwGcZ=4U1(`?cggIKuyWc40jUuPXolu=Wd%+y)_=Xq^f>3S(L#{tG0>wlxlM_}YU? zUBU1>Meyd>)+^9o`8_xM$Cw(_%^3LS7RNy9nBtB>+|`neK@;?s7`3h)vd2q+jvH}F zx(*l5ynBm|0=wT3_~>bd>+-ZT!!I4UI3|^JXlKLQEC`4+V6(IzC2hj!_m92a*K*Jz>qHyE3rCMi&VR|40RA8aOxVRBZ>r_x*D&ULCOq=VN6_ksXx5 zo!p8~pf-;3lb}(gvbdd!Ap0E-?|3B-plwkG!klcSk4E;x2l}5Uk(>iyaG{6#pRB0( zv~#xyi)8{5vXka3Zt6u&rvsZ3!?v&S;kEc~RW_IDH7(;-3v{&0Xl%FwFW!1NY8p@T z8We%|l2ADD?h4=1P-7<)+QhYPsfA1;d2y{W|%*Y8S@N44s#&j)=m5N{IbKPDWO4@Nl zDn~!JQ~A8ewygzG-CC8M@*_0$`AX2v`xMt?&NSjIrn$c#sPeCTI{t9p!S(x4y_jxG z=~Ud*N}M$da8mbZpl#oqnk$dM9*?L=oqliJp;ej6Ox04-GjjQ)baaVp5KE@Q&EDR9 z%J(q)hn6Hpszhf_LtE8Y$2q(G_;AZwm73QokJ0SJmi|wtj$B1VonCisb?KEL#&N2y zajs$@?<(cS#^X&?={NJ({rd$xbWcxtCyc%VaW?8c;%mWok6wx73b~4PxG2ZET`;C0 zLhBmnwtwqZ-zc5;4aF(iS)NoeroUS#ZN{KFW6V})nw?&L!h!E{6!I*r#*FOj=gD{3 z5Gb>(e9W~6Wze1R^|8_f-BZGA5+kWoJAWk< zSJKpJzLO|CVDJAZ<0D;;cCvG3k2i&^d&uW|a8E)~5oeDE1&^t?FuNFm5!raVI~IHh zW&Lz4te<0)64sU<_=J83afX;KOOckv>$_<Gr(1hy~f_w*zZDCB2U< zR$J`xQ@S^<&V1fP&4?bar*Jd=-5+C8QVd%mLjE;?GJ;N60zC*2|7KCWxe#%kPg+%= zG(h)u1|yBUvPB3zSZo$7W|*$t^PA7tArr3Je#NoiK2rBKb?Aj_(+t( zXkYM7fa8HXV_ZtTQF-j;GUumW*(r=#X-(sj2Nlx8NmnBvZ!9xlis&C#WW?b2vm~B>$MYTKJXjcfs~E?kr$P zxNW8GDb_;BzC64#3AY^TgL8(6EJjQs+GD1$k1oEXf|~LoDJzCqZ8L@ouPcodj`+qd zTv&s&6h5}Iu{=-@)gHw25@|G&Ts$Fgc}Ih3_qxa%4Jno8-l6apg+wE9r}8?}A9oD- zXz^ypoihiXEhvE5cX*n2wG2>)9P>_Cc<^ctGc45BMY=6sa?nov;+w1VgcBWH-Y3f& z6yWo#O5Tw_pXp!&;3UduWEOQP&=ND#!X8HWM zh85rMD`2XoDF_btYb@;C^NG$m#DC(&s4?lF4f6*rhgJ<2uZJfMU|3V59dk(75phj^ z>Sw~Ajp+wlCDPG7#l~i|OYj7Pxx$c=SQGYCfAZbKVok`2m<}JWH`fWaM_T7Bh#e@%^Y*l+o98uLZOJ~~M z%;BiQ?q4#;5O0r$vf~!+%zEiG#K^5oMT8B$jv5&=Q7D%8kYON>Zxt&d5ndFx1e|zq z=$tSBHvGRuJ)muH}|sVC<;VV1sN5 zb>X02JT<>P2aVBS(u=~0*8OEQ3fTc9zCE>&bIACH!y!$>dBDa6@{=g2QfW={NSIj-4jOBP1{DV z$NSI;yv@*XD{AfkrL3z}*<6wYiRmd$jRAJcubgfWkz;vQ3dEOSlb)yTl$KU_c zMau1&=KzG0jKrIU{su39kt|#KZ!bU^1S;t_Tg#c`ASaY_Guf%Iaa|AQnZ) zxFaBh8xWG8&P<%NvR97lIZKa3{DGWj(=f$?`q0{Cdhr29TQcnBIeObAl0SW+hh5c4 z^wavpPlX*U42QVS;r_52k2d69Z5mxv9bPrZBifDv55;HgP56-L^JbxM{DB*cm2QYR zB|xU6B^=P-WP7j;+z!)h6yZ{hT=>+Pq@0>Qm276@^1BR;lSNX0@F6{#R~Yb1N;L(f zt0m3QsQ=VO(E&6XBu>%UZ}RZa4elIsZVd&DUUe3bk43a=hkbdp-Ra=fV3Z_d{~}`r z5%!L~jcuTc*#J#n7}QvDBjPT@xBaG1tuodudZSCyM*1p$aNO0PCb!s9MNiu@xp(X3<~_NIdZ z{GH7n5uJ(JH08Tj!)@D!z~+?4`)>(=q1CyS#!RhlBKEHM`aza*z+6N&aCj^x!;M;h z&Y1Lr-9PMU_H8}0P%>B2H>-qqaI)>wfixO-xdCJFsPIbMps`|6F)UdSlS^Clcr( zFyv)=190;DjS;<#fvPoi&Z!QqYga>TJa`{oMBjaRc>kx+twuVeJrLNjs}nqO;t$aN zF%77-@&5w%U{3BAdy=&O_v<|NOoN}pmzlXzoT!Kgc+qX1BRvHzmUBKXjD_S7^;8`Z z>#C1I>Oz#;QY--Q@5kI!$72@!T@ceJQ^F~e`{SQ#KwdQ32?+3B8KJlNT^WJX?+2sa z2TIbI|JlN6S6V7lq0q^h91pO|HltOX0-j;HX^0qV`RwhULxSrA7tk?v05mpHC0?4nh?pNx z`aVO$Io`QG#b1Ca0EwOhV&ubHfW1V8=L9UueeQZD3)?jpuZPY8N4RB)4$3DJ0&TiP()2<|+yL8*|tI10r^pWDw`Sq9W)2y7KTaOoZjJ zi^GaJ3TmWAK4i)hDADDDK{sjVWAI;wI?Ppx2fo%Y3yn5)9}Eal*xrxFHNT<~*vdv1 z*aE&8^ws1qo9q0tJVjI+^gO0)ME^M7ekB-dw64A z27I|sK*W34X=cnaYJTGDQ05pH1biIQKI+gj2Tq0!b;>c}6_=09h$naobR6werVj*U z!Y|O_uTmzb=mf%LIi`Zf`*6M7uVY^WQH(GHMu@YLx?Gy?sMRkArh;y=BBB0%!{saK z*xJtWed=Z5T7PS}J}!Xui-F9cIDoA`o1#$0jsJ_z?8Ohwfs#ktta`j)apa(kRk|LE z4D?lZM%#h^VD7l3Cf6rf%DX85ebhSm0EqT9=dV$I?C_czpFY`k2K3>JwlsPIsy^di zChdoBKk79i!O0Z?rHLRitEq};k;UOn9=o%=5k29jR8#sM0`@b|WSaLO#KXM3-bFJ$ zo>b~nS;H#Xn&7z+f4(R*Ed#x&KRFIkA(;!HH8oK-SQTL31LTK@O_^mnqR#x(oLf89 z;PdTA9{m-HN7g3COc00IjfB6OdcD;!G673!W-XZ7fcUp10^8fOeDT%8AQJG>_SLDj|n}&@g%HUJ`P?; ze8OQgVE=)-6O;SnOz-~E-+xmg{Ooju1fpX|wrwm|UvW;%)nGAPli=PU-lAaqm6lw) zAUK#mMEK*2n}Ydmjt2`jr=M$KN?}32V@3Ze?3)Z@ttv7fW|Y#U%IA3VuRmbEm_$t!bV*-~ZT_Uw$m0x{FmMaxt|7NOCAC^FGUquZ%iV$p?6&a3aMdADSGXK3Q8t=&+wZ^o3e=P;VIQzyy%!84Kf?l;T+9lRrqV?%x7T@E@8E^!e! zIU0y)#iK$-Cy;Q-6H$c@(ZF(rnE1>7|9ri9$5pa$%l;-*??F{u;dX4Fecuhv!k;- zPC)}qQ(4V_Dcm>lW`#Q%JY?ulg94mv$@daJ#NWr2&44ijsiF$z%qUZqUk0T2bN0Yr=iiLCQ-S)GDy};PX)pdSxkfWG*SS94Ok=-%qx7m;Wfn7H2m=3f z`wE~cVK_L{4h@V5(ZD5(&zK;?tiSG-czFNaOXsxPZDRwonTakLu|I?Xp$-->0*FG? zjDdX^b~;6%YN8}t$K}}6-R2#9zA8mhwowp>4a2oMr#ouH;=Q*KqZqIx!u?_DQ88hkbqYBl<9#= z;9G)ovQzF2*dG${Hlv0ci((4?y!ybZoSzD(d&R-^16 zCZT{nT%9(Jk!!$tc75leXs{}h{vo5L+oAFAFJOpSA`OlZnLx&NqpqS&EAQP-`otBy zD7oA$bO+{`*N3WCBwspBOXkM3F5j&cs|(2ZUr(^;xsTz@d&K{BQffD3X^i-&CnDQ~ z@kgXv9*#l%?Xp(}vwHEYUt4jU5G|3wbI_Q*K&en(^P|(gS$Air!=|oQp!BMQ8 z8GuuzaP{f?&ED{SJb$i=_g-WIDxFAttw{J;+R0AeK8dzM1i6@@v^*TMzw%_XyJYO-=rV& z#Gq!BIvQJYu>{Cl4)6VXZPStunIL1x{27mFh$_%wLiF_|FdKQW*_J8C&>#~%8rtH& ztEA*|sAc)f{^{~#GiIZ^+YTjZJPTG}ZBA()>&M|^U%i-oH#Z;&I`yG^fW9sAu4sf+ z+jgy)0ded2K5AeOIz*sbb#cI(O-R3PIIxU@C<2P$e0N$Q{a?8$8ZOPO)W{tuFd^gP z|JhC}awXA#8!-o)fN321BXNn^C%G!IWox)=FxjycHxQ@#sZosgHYsE(}+uQOLa61p|B zNMwe&U*)Qj8DMJTN~MtwgV)zxlbxv2lR=zf4zxyq$t=Cy6t{uhSd4ydWgcYzoF`a!3hR^Sc zR$rL;()7O4*zsbLs(=)@9lBc*Dj!D=`s@7S8e0a_ z*6^Kl<295B#a_nU5slvnTN-MxW*JlsOoMo5m+7TNQvVL2IKl=0Q#r;)C%MYj%(^lB z<}oU}0N1wUr^hUe>IqX}p*sbR5XvKXElUzx`?XFR8lzaJzHV~`Pp}Dah9t;Wl59@| z7z(S`!_}jbRUNb?C;mrc_Sm#`mc$OcX!Ut(Z=Q#kvA3LiGf=N>M7g^%e&eFzYP?SJ zTCB`E*T-d4sr)*_kEmM|L6=yoYSgp4mkhJaSPlkaOMofRVL3Nki(=Z0)ZAb?jzNhm zjI?8YaEUd1o?Ews;(^3X_#rvevF-XLo2l3(axOyFm4b&ZQ0P`%BI~7bt7dzgeD}7< zu`EM5E*C`4D)3cQhqrr#Ezk3waC#Lv{CBiHVH$yU)`Erd%W(!gUa z4NFR*Ldv8j78^PyL_Ggh(YfIDTh&X2@Oz$*Gu8 z{rJ1TU2Lgo5OoG^?U`E8Soka^8UKiSu1fl?#ie$EKIAp@wu!~|aWvRXChgl2qiF{o zl4JP`If@w}GV>jeC%9Mz&@g`6Y5D=ao$|zw{C{R1ypN2cxE=> zPf*exyY8jNR)}}14jZVy@+dye@x8hsswsO&Oe$^MH`i4~VA&k7{O=`XBrKsC%v@%= zGFhhw2%O!*jLm`iX{u{B{0#oet}}$eAve*Wz|r$*qcPaf!ErRZ!VF(>Yrud2^TZ{U=xr*;j+DNtLG9= z6>T${N7krXd9Tw`;x^d@V^H^~Q1L(5d|g;qF2EijNf%8#cdrPG5mSboN(^)Bs{pY1 zem(EzrnbU8JB=Y=`F}>n`AmE}HMae!yJ>R^QN3x+hpz+Y49Rin@tNq13g8`}`PsuB zFkscX@52U;K&(Zb`%=MvPe??dSy;0z13u(m z+|d}9;ed$RF1yXs@ASYDQe59jr~||#)R}8vk6GIYP+3}`S!H8k=w1P)fc7@0gKdI$ zZfV~#=A$OWtf=r;H|q_+ayFuXs&)#h*o4NtV%NMeom*65HO9Sqg{~ZPO3*50l*@mH zPea`1_#3vsxzL|Fe{K7M!_?H4>k*FE;CPsWF9A19KoZu#qhL&bUWH1v=G^_i6=+;X zw2r}dze)tXBKBZhN%_Hs2uf6=?W=qUzeCihTD#z}1vM?*c0q?PK?eCz?S3b7*x>qP z$XFSqgstd8HmX{pu4i(8!`QP?_=U)CTk!o`XCf7Lw~Qxp)12?#t$~~6Dfh-=0E~op zIc@1+1zzj>j^dwJ5Dj=o?z>LOdCbuwIl{?LmVW`)APksG2Udp0AAVhzWkO@HFqP>x zP&B9Bf+@BzJ|cyWSePdSuonTkua|t9s6HP4hCUi|oad1@*HO4Hj?rV_ftLR%T@X=2 z@?@Lbh>@_*M;)i2VBqf~U9|;2$k>tof1rfuqCQ=3><_$((Q^JF_tJv{;?$hID5cN< zZW<_c4C4`6`%#%%%B)F31aARxl6F(YK}0tbEG+*J|0)!>M zhlmtnm~25(;-WihM#aLw=aBy@#DRcwe182FpK}K>4_w~uuNy*%d5;rW`cGe_#~(lL zoO@Gs{;$qZa7btJ_Wj=jp`Xv3dXGoaYxQaN|H}bI1$$4ccF!OpQMzsq$E@>`@|vD(cM{8bHXe zeRm=*PHq-+kl{U&ccc|cBbzV#1_I`k&d3(r+ z;!^=NUaFhYy_WN*%f#$gS^x~w46LCDJD@Pr1_!THoApWFgKuNF2$k}7?U9$90*~#!|dY_WwEAF%HQwrP9 zA|Oyk7j3-l;sAla^y@G}C7_t%>8q4EAGvtIfm-8W&Pmk{LC!$Fk zO2#N;5)u0%;yS&WE(m1q?Ep<1^N=1gL2aEiMw$J*(9R%(6cC^L1e654u}5eUZS@(f z&{PvTko2pOuJ{@_)~0WvM_SpTN6ssQ8kFSmN;L?15Qhf`^aT1Z9FJ&5_jVeRSx;bZ z?A1?|i@iLmS?2Zm<(7w_R0F-?jG(OLQxq=o55`N_9`vg3C$-S2&T$^R{QCi<%u2GD ziM9&N&u?s=&WSoSIFvPf&Vxl_xWoq9J@VLF1!}+1#1FtRzr&31E4h3L%_K>3KoV~O z3LNY;9*@c&C1fBGzuuk`P}ZkK6e0wl%&T;x5dLJjGVNF=u}9op{>@t3Q^*M5WuQc* zhuh2k>&0kX%)TE<*hsasbN+W%tZkTjt^bVlbQbP`!)!iZFiV%;5N=L8hxAsx9!SbC z%NUS&V&24e;T+b62-J5$N1|NNZltP<6~6k)yhMt z5#@&cH7opGoz#*74>SLCXj zTEu7Xhm~ywX@1i<_I>;JSxn`IzGG+cG=?-VnvsV1%{0SWM)%q~9cP8@`DlaVIdU7q zwZn`J)%PzzQ!7{An?HM-YK_G4-1{u*SLB|UD>vYj)skd@YsVnVBt{mgQ^PD8gi4@2 zNgga9eTWYN=i*C#twzV|d(E{~LJL7HAoHciorCor8;q_dP!d}VOGMM$+#{@O@u6X5 z5^P1?9vhHVcC2`upi?nVWJLyDgO8Q2I0!_A-2DUkE{50>cGOjW?r&F*9d7^CMw!6U zB-ns1SFP}u6wC9UQjWOgSB{9kIxYq(*Wz5KhPw^PXwEqM}NZXn&)gog04uzP+H%uo!d z&#gCQhlc)%CJ~I;Y~q#Zkp-6ndmO&X)dg8)DOtKzo6i{REG@M-D{Lh0A^HdEY)yTv z-#CP*7pfTqeI9$g(@kenk!F1^rE)t8=Q?{WDO7mp($>JI^aSUB8I$^&C5PZ6*1(B70)YiGe-R{1rpu0Z zLh>icq3PK|b9=!4@v*(g75Y#KxXKr0X%b>%?AqMvmH$aw zoUJg@!-K_U=I_ECa;Tu!J8Gm{FSbH&W0jFMW5BJQYTvXpKc+1GX|DN6>FqV}GS23Q zOW_})^&4qT!CTfnVGjw=dG7!5Cj7AL zw%Cgs`KMqMJ85lVwPg7j+T+}^4TAK>(mn+v1xf3&IIWKC1@0hcjw9k7n;imF1jn+U zpSw!P0b561J5Nj-?0Boy(6vPFj<-4o9Wyu5u72*wrgEqkNDabTb^mcDjk8vC-4ILK zh;=u%I!UeGCYD^%ggYJQr|M?7v!YV-C);ydkV@=)dUjXV=W9XG4X2k4*WK-c@GB9W zW%7?EY4OM3yFo?H9$ZttS$38^NK1KfYEZRDp~n_$=qbbQn_{PocU1In6)HW6Y{XlP zsX+m_M(-IYw!?9tb5)kI0K7wU`p?gmSwrjgB-v+I<>sw#h$ZekUstnuHT9Wmhlhqh z!;u=)=23`?&BF!0atzwnKWiCeiZCoWPg-LDJt%A^-3)_R05&g}?HL?zSZL)e?rL@6 zOnqVRl(ahPKi*u-hVEpASB8>A}Ulpn&A?-mK{1O=97xj7mFZ)&z!kd_d^ z9W_7iDUptVOs4f*9sd@i7_&=aV&Y?GB&6syZ2wVgpQhDVXXrgEb0)I2;f&RpPs|29 z6-PhTi=9c!;r(fMGg*3xz_^P0>{Oq5HOQ#FTVN%?YRai5dgf4>-<*}7nxA;bCrqL4 zBBAsjJYUTFic^h!8IfX9{+`=YI*#&cvX}js*EL8Bu$K6?rBrwC>rwZzH}8mB8p@i`FFnu%c%cf&7*}9R+sjk#EA!Dpz0te+G^m`iz9zpKnEo#ZzwYihHS8|S3 znYhR~iLE(?sq&rEKTfFya4r5j^J(nl$*oV0gaQ7q`9}Cw-{3befljVBvidixpUF|B>#PFF}0h!s~JaNLGKf?Z4G7|U&F!faUw;no5 zt|z0E)6qX(OUdk{>3n4usoAch{t7~f&X}y4%EljO?{OG@NPgKkU3aGYMy|Y8^`35#u(A)1P%^B@<%^7(|+nTNGHn&bDR!H4c+n^Vap zuduQ2buu?F<#RNZw7)4=^X_#e)|S^{O;(DhzlT^>a=AQa(GwUF zR(k!ZkaZG6!pL9A8GdFW=O=HP>Bv-bcQ|;H)YQmnW0IjxOLFCID=c`YL1c#=aq zjpuDcQm_9d6{3E{V^6`HfDp&2d#{5D}N+kBZTzLY8Yo zeH2t~)|Z@Qe74sR=_wA!F!;mCWIm7fx(p-&15G@_`AZ7K`9|IcCP7qf*bmy&HmO|4 zlPX+ndMxd$m`v~QZFKC`;l^*6ANAGmqg4;lZX?%A^4Ax~x&bjBD1E0MaSvF@#j@lLUNWvKD z$)XsyY@+)b$MGY@t~5V8?KIDuduw855w9o>@2mV{uHt;BdaCr&JQ3~wal+Dec1qKI zq%8jqc=cHQ_e!83qEY4{p{>TSrdJO^_AFGKO>c$_p(p$htKWs1M!f!ogsFw;9MS_C8l*Ef}M~y3-CsggGJx8peHrJ|oe95IrHu-U<9;V*#|6Lvl%` z#?99gtzVaEsbqQZ4L)}s=@l$`@WZ-qn$mVN>tgz59^}~6uCd?uk*}+kjJyGOuy*H!;H;T zQR^K6B!F;tP0<>GqPxDdBi>>Vf&mx<)r|gOMi^Y_1(86q^qdE^UF+_Elb5`l+q)(? z3MW7LV+gX?lf^@&)2nRaoP2N^!93JW%CrMnp4U%>Gl$I(J@-xU86BbrdM#}z+7X%G zbAkQ~5$pI25o?gbHxKG-ab?GX!1_r}6qQXqGF4j41KRfLkj*_VqT5pi{2}PdcwvO^ z9ah-euR>ly590gw5vDAB*FjwGGohbkm98MHFK;jM1%F}(@c5rwEo)n+eYi)vhPmMm z($R%+kCDzwdqcXyS%<;q^|MjUBj(!WofFyeFtcN$z^9XhnkkYm6D8+(d}?Ib zEoh}yG#kAVuI`F)WUwThm8hNbp}qE7Mh#!w6+`^Xc}I(u!B$cwsWW+skVK zA0NC)Y}=IL>n($Xxc0u&+!!T_j5H`F_eUNuy>uE#qK?>*aGw~yfD}8%&$@rs)osN- zUP|cqC+KB)@+-`x;3iixRs+}Lqzufo48h665Q5+54aq6w11d7>Hp8urhZN46P^(Vi z`V|k)-r;fo0$Y^9!%P~wXDAdt(AdXQ@WZ+E{{Ew;P8XCAMu?I3eZwi=;3}jwIuZ|i zGWAkjLqZgv&Dqtmf2Y~ou0gzH z*~xzr0$W55$&t@z8s2PQP-j0?HIc3wbfzt5!gfVnik7%NNA|GQJ27>rEi@DkO#r%8 z6Y=Djn0Lquh6kO=vo)_*kGg0h|C^Zk^mf)hlE|3Lri(-GTCeO|M=tzMS!cXaa=;29 zZ~pGBLFV)Hkjs1tAv4+X-5dLkrL*ylB%<|a+Bl@ zNKqmovoSfq9yVrHz#hTADaGs7jD5{p-*+zV^YEy73e>MNw-;OD2$p_BvaHIUisLr> z%Td-jm{RfKi5ShfjqeEJH?VLfOxS61FFO&)aa*3C_}IASmR;{3K?t`9Al8LTn=}@y z&Pxy2AU(4#l$M7R3Q7zC))*;FxU#^wq=47&)272k6_q%i6^CZ=Tcr3#BAa&fsS&4` z#Ve2`t4#Cn?@_{8=ugmE)v{~URjO6hQK|KT5k$Ax7Pv*f9a$(a&Q%z@w#nfm{VkA2 zNR-5{+rTN2qb}0b_P7_so2rf%VG%~Pj%_Xh_Qv0O&p9GMAayUcOgk(o!(f@t-WNU- zrWP)|3hpAA?9K7yZM{caC4a4K{#7v#?$LPUpZ)A{TCjD8h?hPczwAnr$=J+;OCwq% zOVdL~TTAL_e;)N;gc(EPXLpSjU-NFq{|+$@MN+3cXv%%hRvnt47s&_(Ij@#=Z`sw= ze|_7P^&0a?y6!`#$ulGhKVmzeU@6ZDjxV?;LfvGU{7ywG*@MnA`{|rgYk8>L?>+3k zp`%nCE#s+fAh<`6xZS4h-sY-r9HtN>G}{xxQ9rwZ4^8vDZc-GJ?z~IeAPcfOS8E?0 z%&27MH?R^`xV`htlw}BnFptsuc?~o&8!U}Y(>FVgCli()&&q=Ia%*`*M)dimH5q|O z@!9zPFlN*pgHYiMhTCAOrLQRsK6P&UcLk+SV#Ca^ zaKxv&yTQIRHytn^aNrF7`|2<1dI$9VPRSR7Rw*IUh3m zZXCGwV1yAxxs#_}HwU5!*%jXD(Rs42`TAmv5m^Kzm43%In^?q$qo~CAsHsa3@!+Xc z)y)wRdK>s{RJr?i2y9JR#Ik>;;=2or36~Az114&2Ia@<+B)Za)b z08?Gq_mCyw^F?k{FfmLW>73iuyzN1g9Q#HLbw!AZZVsVK@7eF(c>NZEr#Eaem{BFe z(`$#Wk7*r8d9P2^jVoV8lZNF8wU=f@HX6iN0*f>d5_Wrc^$QC2l**P5$j^^zqeo@> z&PmJqR3BM0e0Ec_i1u# zWFU*sduLAo&IbgLMz3ot^KD~ze@3d#_kHJ)9%)u%E3$JqdU>@ggMPeh3J3}M(E?Ye zkDN>_On6Of=1p=qAa+BW&Kz*Gzj{-2ZS!?)A%gwu&NV`_Mkhs*y1&1%4E&sV=;r8K z;d3G0OHGxLqiy{jSKKyo3VRBm|6E_|^D@+{fzM_StZGdp(u^i$#eJdyj<{E4X5?o& zBVkF9;_Xb>K2I1(r?6|2&Cx3&o@Z%(Wg1FjH^#24uO?E<>D4v<4CM^wg6lBwJ2zoB z!!iO*k|LST8WX<2v#MHAX`)sWc!kD3f{y*t?4MyKLlSZVN*wqFQh6~$au6cbC0J@0 zy2fO#RFQhf;kB`sy4Fcbw$pigQBYbwQ=rrPNk43cMOG zig^7CeM^c))3TJ?E?gn$=G5;rA@TD9INA;7-1(*DmVlx<+1H zGKGe2G0xJmYC-{<>vLuOaLttJ!tgX36^TgZu+H4aqKN~e0#?ZFBV>_+x;&M^jgCr# z2{)LmX!;1sJs$RE`B1m%++)9Ta*>vGQYTJTGaofGnd|&KBK;~mKPXkP`cLn%kq^MN z1R{q3LE7J#1U>(E;0V@GGQpZ$vwBz2WacMLv2+VGaDO>+FS_m(8&`;(n!Gwg%-N=wWmc+U!^oF=CgU| zm|6ae8l2~tLbxV0()yPLjgiy}_GkLITzrDwHVbBsy3 zC6OMQd|H24G1=o^eWSGH|I9kmC3(o14^D+{Ih9^BvrBKB$KY);Jv2wsE zG~Eh}lsL;zC3Ji?w^aC7IWHzD)6XGgGWISo6ylAHrH#;U09+0(hFDhir_x1y<7R1+ zNWFNnd)k|p;UWWpo|Nxt`ub^Y+ToN{KHYt1d{bu~T*a>^**q{`zWlt{B87)qC^z|* zaKEJMgXKnKP|>`g@yxL1mJhsM`JBeYl+%m8ygvUP=n}P>nUV7tO|COP9r$cMQJ|?T zw|E0Jqx9IK*73BEmJFOFT$xh|r!QTQa#q$rWG=yEMWrk6t{9{R1lyZ;?tZS6ZtQfb zbUr{@0O_hr-nc(nJ3Po5sXt-l{Vx5sO-`TE3Bg7C<{d8fCQBp!`%D)DjGJ1_ z$f4iG8%{0eK-@X^cEy?Q?(`r)vZ69l@GShA#~gP?$VuP5|4pAKrA%6CAaj@F=BH!R zb4cVu7w=ND$_&tvtN;lxAwA=twhPFZ6RqI!%lY8sMvq}4nCqzjg7#+Pa8=CEp)$gh z8bn5i>1{b3Qg#>7EK$9`;pc^4Guj7pIue~;7pFhqMds!-6GGCiK53dpRL&l>Ngwvz zbkTyBVP}-4Uy(Miz1qF*<3Re*xZCSlQciE)CjV)*neK}8pc!q1p&Kb2mN6Fn2(D*W ztnf(7j(U@WjQoSQJeXlA=byWJ`j^z}Dm$aeN7v{&#}?-@hg=|vO1nmQkU_f64!A*D z`m{cJ=%94<$6ZLt{u7J8O?+R9^7>zXr2af>KIlx^o<>qz@y4PDtkOV-GGSz-7C&lh z9#U@Jr?d_7E>y`;A_Z$tg^ItdGSBHF9!F-YHG^kzn8S7&HASm6=A!~beP>&t-$eYa1^q=yTw z_4<#~7q~DQ!naNJGlOr$d1zoe*${P19FS z_iR+0xNO=dSbl0Q?d26i*U!d#Eygo6yd8w8fsw)(M06lE-D)Ft8LvVXDLf(#$XiuAn z3=8Z~&HF3Xx$TKkqQ=6&RyL)h^6Q0R5WTJz@ZfSGQ+Ci&(|$7z_Xa(uVEFT=ViM2mCWL~A(5XojpDJBI_O^)?URW+1*mW0UJDeuO!n3nC~*=fi+z7uhTq#G zV-PNU@a2u^`I*-aLBf~!4gc|3HBy|t0U4AUUh~#HN`2#d=D$m^T!}gVi1qpKv0TgO z;Y>KSBev>a1$WiLD+-U)Bv9ldRB_}HEt@iVw5mj0B z#3{}X8;57hlO&5nI=SrjLXlFSIDc1Z+3~=H{?y_Xdgo~caW!!(1}l7N@{_RzCo-eI z9m>?_rN)6n?R_(tFVh}Z3{>|WWI#}K>h>+Nqs zM2kg+=wpA62Fryax#2AwdvdEN$FkwnfLbNpq}ES2!VQnKrck={QsV69`zk&+@htqe zA#^0yH#_0d%xKWnx`nIy;Btd>)b!z(PYs=lKe9E|?R(mC`N`v><@PssRi`bF=M>u+ zfkSssGkVhwDT?#GQ|cC_u6sRjnz@EYMKqkb(`KaZz=J&7Iy5vjOB!Yda!7p9KAfF< zhh>o8ht}FtgEwukg8P!{e)WE>fb=8WcUyy<78E7?|zF z$XNs2o)Y0TpqIfx+}EC698Goi_Hf|~la6(ux&nYN!h#@(Oo8!KZt)6jSDN~*4~_Yq zYZ`g8`*3e`u>mAaM|LQt zq4J(G5T$!FXf5YW26>CZO(Xy8VLLRw#IASFkZ|l9WI8kEJ=`o4)F@Id^e$2P1s_k@$aGQ z)+}|+=#J0ce{_0X5D}4k%`Ze9wRtTaMidBiOYr-AON^Af_y>l^ zfI|tq{53#z$AQxfoMVMo+QPA|b;q@=LQycxdtSG1#e;Rit^@q2S!6E6{&YMj_UcKI z%pY#=gROM#B}p)Bgj5N;D9c++GU!Pfs0I>RH%~l`;oaqBW0AgK`%dBbpCp=c*vhA$!h)~`ELLD9@3qs(*Z7=HWp5IVIjzRYxRwj*;6Fz znDM%%`#v8O*>D)6nrR)IIz+3m(8zU_G|Y0a&^V}^N&BPs{u_L&1BW)4hEV-vfr6!% z#p2p-ao(nWZ@nJ%hwk{zEEXsGlp9akS#Nb#T%t)lx<&s*1pf2CV9(UiUwR%FszG~I zPZHYbPj;jA&-}Kcu6)RO@UGiRBUcDE4XaN6vPnfY0aU68;xy@v+JF$gsl8i#yvqXG z_oO3LnidpVn9dgwOG7X_{o(mL9yx|&niCH zt_k`N&~V`CLr49{3EsD_zoq-q!Zv<~#4d<|Yb-h-h8?7RN~b4HC%7E=`dW1{RABz= z*2-0CU-o@ob{MI3#AtYS40Nmjjo|rsb@mm@c0uVmO}0N}o&D`06cs$@E!y4&k~*pj zr0~BXLUG3C=Nbv}q|+Jzlgd$yoJMLX`~|-lm8+&5e?Yc{Gb>j5v`6CQn}{78!?yil zeM%bn#x?>g0W2&KF|{-H=$Tvejn*(z5>lF}p8P$0>Vz%H#E&B{DYkB2I&{3)S=fFM zgILg;17tXcueGp{UcV;0wD_)4AY=2$>;pCv~ol8J3!8 zrEzdT*JR3$X5qViP7U-J?55}@%iP-g?OUM+nfl-^;S zXeGPl)h!|80G|0&a2&3r(VI@n<`J^jG^gvad{?SYyz7LzH*c z{sMg;yv2XJw(<4U!SqUQk^jA?GjW2(>|vRCiy`e3BpR@g{Nl&Eg)ewZ*3q6}lh3l@ zPJZ`rjKPO5z9Bn$)hvT~E2r_DD~r&2@|5lx0Ko?W=EL}wh}%2fj~+1fm$!$Q`mymTC1)5V4!0^qAS_)g8STF!mF!KcKwb0!$% zqNt`4Ab)I~LexoUDlmK~^@`}ckX-aoM2N6-s*|53y0{C)qBC=1h+EhC}{f5@6I$=pmzwW$4wQIFGqR)6i)p= zYxa6Xxikg7e93HzK%5xHQ|BKpm%?sTM7OXmS_9ySu0wakRR2d3t=HSnyuKwgE8RM^ zxH95j$F_5oc612zT>^HJN5xxFZli&1N%gBuBTG{~uXmAN6I-pvCle`)+fT}TzP!h_>%Z5J5oP} z90-RDL5RUcFigQ#CLPHX%73rY(Jbe&qj!%?qY3A_<8^*kj4t6)?zf7RB#F5<$80z& z-~&?($$V@Tkety*U=YKPr03DPbL=4xo&NYKhcr#)qI6tT-;R^}D-uBCBd5JM_*d!6!-$wWCn;Cz`7aF(?d3tqJjH;1#IR`I8S8`mPHaNaY)o zsUC@nZmswQu&12?GdRc<(_GTG9bUjMNA~*zBeqFQ&N>1J*X=pk@`d)NTW3&+tN^yx z$~_k+f&^e7MC+5o)nLGZeO?CJH^vrR+bVlVfMM-VDQ>GPzI@s8v;6qfe|t9b;;1+9 z%dx``Gp<{Aw8(){nS!FgPc-K@VxX_cxvnk*d;Vo1%JZy>WZhpOi2=0bR-;3R?i|IM zF+-pG6JV%R@KubkR08G&1S#lyi80)wH-t7mhigh>5Ft#3&E62|N$dBu)?7oS2RuqN z)eU^suL&L2P2-I)LSX1}1vA!tNDIQAS@#$tmsa24N!6ong6+`+*Z_EGgaQ2j>AUzQ5Dh(KbgY zKVg%@KQ}|NX7q$Ml&6#{jtVAKBvX{D0skE6Ak}g4h!Fz5_%IbM-qxSMj_C-DCkwTk zB4jjQE4Uers;=f9IW}`W-QbJW?%>F-J0HZE*gtna;^mTHc3vI&CmFg~{b|^fM6q5$siDA9c#L%!{1sD?vv;rOrfM zD>(1%sgodytwH%T0+v|Vs^zLF5Dn7rhwPIX;!q_?22Pptb7vBTN2=sJUNol{gAj@o zqp5=tvaP+*R-V>!Us_J&vvUi(SI;@q`n_rTRo-h`6T+~~7WFRy$h|=%xxbayE0oUk zYHrzRzs506{q97!lZ7nA{3S?WXj`v@twP^EBAu~+=NR8$iZ5+|Vwgqr*d64p>fvVD zAyf~!0-$$WET0znnP`I?B*WkVp+SVA_W=!wfY$zLJE+G6oP?TYCzitg;?7Y zh0GPILSUPpv6l;=`PufkG!vHgDgBym`(4j_?>6hhw0P^P{E`=MoO39HdHF!okrMt2wSf95w@iK$KJ+F!91G!x-Yc(pT}Vs&TYF6TTSxn)u%(<6Dkbu#+-$Hjga~ zbx!M;&0Pgsq>{YWSjo-B5yx*2Ko?26fiV-gl4xPga5C={_PUsX7n4o3_#vxUs4&J? zq=QW~X2^%82ASiLe{|WUMPfZ;CJmN;E9{#WRM{GUntIA(0!7kT?oy&(ANi9&1;1_7|;OWE`6cL)~Eh zW^h70k28>YCvn3pJull^o;DxetcO7>VN}i{mu0`JEl&vS1uPCxpCgfApl=Crg582Az5htW7Ykaqe-J z`tFx18_qv_*{&bUSoK*A$rn`JmyPL}Gr&w$3^1B~!az^2RFAy1;(oA=InuzpVkFFI zmwO`02N7os@yYF(hi`TUZZXVK{qKYJ;Z`{eisRVvkhSN`UEvaMT0hBm-ALygW!;qP z#}I>VEc@HZ+D(Vig<#L`Y27j`79d@1j^;XnpS0ioEjfM|Em5^tJ%*jcskJH?Mu(_4 zij28NsauFVi2Mu#+k$beBy(&vS|uT`Pl*vB8cwAvFqVF880)WI3zMiB%9gV4JJD?Q zHgvoLNUXYGE(NNW$Cx^+9A>(3dMmpalmY{aY+%8I3S6LS(CrqP{c=;O=`f6q8`PnQ%6@?dLS-P>`hD2eUB5wcU4aBldARX*2|)sDuvI7?!tk~=57V4{RkyF+M5;1GH+8B#m%(IDsYI)4gG-yglkDb0 zuJb5u-XNo~{}4OZ_YzK1cyP}s+)tQFE?&|47_7Pk;Ezzq3JE!dZO6eZ4Z_u9Q_jBI z8BUVsPCa|B8r$6Xl>vlSgG~}{J;sCvZ#)%0>-fvKvA4V&G%^Lo7!dEUd|64#65_3A zTlqbTl&|UEJ{Q$*$o(>gE1Xho;xHYkA1h>2!B^il@MOrdXgi!mMCAsA;lZ6Ojc~kJ zAJ3l3v$AX3&mP*yH8j8~$H-oVU-DWO$WJ|@{BEu4UoGZ)dOOO14?_)Z zmJjN45DXy4{STRUn+m?nt+(?RZ?u*`Rc=TSrUhZuOC2SLUnN;-uzE7VZ_N$ZPsGV> zP`-T!#(vgFCrJLh#^Nnuz$mjB$LXp0sDloI{KJLdG^7>!Hw5wv{Zm}bbER5VDK#JV zeJDSUZJR3R!kHE)wyfe7~P|?5%8!g7L2vMq^P`SRE#SrGpJprBv(**EW zgRXaDUDvxeY|&P}w}4Qy*Ig2XsnWr6uuu!t38Imunc$bBec`c0C%+V4@n8n4($t@2sz)m&gB!r77X81)%+V+;=&FFbBD z!%X+Q`A$346Y1e=CTziQ65;OCNOs|autp?;v-e;PG|8~Q0G)7zanUe{X3ssAuq;U5 z0EGqI^faDhB-BF;_k;pi+?-j=6F90;i_!{X9rm%8PB=5_q}+XQa)YzNp8sCO_W_H7 za&EeCgf*Jgu*D?@PLgv=4`G5cp`D+#yVy503jvQ=CK#TvIw42#y&u~<>I~6dn9z%} zxcPRdKvu@~fu1pR(!fFdW>*|w0C^G6HL!1@6#Aj+V&q0$&^bPZm!o+F0UWqYIA!{D z$$7*z1Li;_T-0CI!J~ETl2pcMQG6KiEuxAhP&U=X=5^N8hP~(#>0(R}DH!PeItTRs z^PZPX`}d%G!==U|cUPjUn5z~;TC<65$3G0f>2-4jik7jK8V2$nG%2|N%T7?zA`#r& zUn5n3eKq}S^**e}7mR}c=-@Now*KlP7>1&W!$C_`OK7W{1kIOE8%(aC5%Q?Uq@j6> zwj|maco3nJSij(a_f(nJkQ$6TO2&u>N^CAp~8fMsFMz7vr zGzqxhx>fH1qT?$BfFBrCbJuAJ&a)9Sr~fpfh;T8kAKVI$yVDNb^({f03BcevIY4Tw z^j&xISY}S&5-7h7?pjzQpgBWn8hr+D+`#8V{yA~KxQlu3>J{LjD&1tTv`zcMU8K^A)oVKvf5ajjuHy~r~UmYCN_fBP40e)p|<4Jm^t@=<4iC66;!T|5K+2O{{u?ooDME>SzZD zx!|oGuWA=Q7i$C(BFaerK2{Lt*5Lxfcg?Rf0!<@rx$AUE8V4=A;fyi3pWXWDo5?Bm zr!@=)4iH7$RgE*SBR{nh+li@5)8x=rmjMBSO~|im5KnjV*uuv+6^!rxT5c~nG*B?5 zD8i~S!GJ*{;Smx5$V3w8w&D?;`Yo#`|yQ|%lV&L{6JOvPz z30_t2(w8HwPorpL9RyK# z*+}=dp42=pofU%*kQpDf{G-RlvN?cvhdKt?6%?|4)jy6Oi0JlSpKtx<4jLpJiGau# z=&KrHeT;m*O0#O()>`Ze!sH>wKIju3)+~2uSOexpl9ie}`}2*yqF-%dpwT-(;z)IV zX6*K*&u4&xdq^mr%Qb)M@jK)hs+pz!o5vlQGX$)T*9pJg6=U2`mVD3JgLD{z-b0vD z2vrTQzA3oytOJ%)xqoz>CU=PlhIg?z z$7l`6>=BUIufge;3VR+HHQy~`j_ybX+uc#^Ep^g+K0XH_4WQ9hX)N~>E~OB#HAhHAw$PQnzkd}4*a9b3ohf}har9g_hI=F%`1pitAe5_B}`u&o%wljK;>_l!Md(j z<*DS``U3>}SG$o1op?J#kJ$Odl8sA>*a|{DwLX;@XMug$0g>LGE8|}4@B}2xC%)NO zSBmbk^`&K83NlgRR2{|pxyARZvD?E3){M&ke(3WpkK(cZ=#UwhmC(vb5c~~ZOh_23 z50_9I_k`Pw?@1VL({%8O>2Fs!|0X1bkZ?K-svtucK^oY|{V*wcm#s+q%!w+LNNZPA zBNXboMQ11N-~EpvU9_PLl`Q_|K{E(?5Ge)0G)cogue1Dr+_RCXle3M^O_rRlepnv1 zGQ&q6#S;WeN|$7~KSX+daqsQME^FT#uY zL$Q{{YD|F-B(4jz$2$Jüp~ucmmb^H z3AquY)(G9_(K&mJ1_xy@#7^=UZp{{85T?1+6CE)q$R!f2@2%-5`2PM_ z9d&tpE4x%16--nVxr0cY1`9_d#8c)^ay0=T(( zE=dRt0torH&>%KRM)q7Fine3?h6-H37zIw2EynHt>m{uJqWf6?Nfttc@Bd$c@3TYv zZL>~r?-^PR%EfrauT8GtOt1~{bC2rxF7Dk0MXdP$FpLSlpJHZ-v`rt-TR=ZpeFeg- z!-IR`ORJFoovkg*dhkpRV(p_ih7;mKRpKQoe*T>{`z3ef-S6x}IUvhUGfbGtaz(#q znAL7YzwrMmC9C46FBf3PZ9tOSz`_-9;DF`44JW(@St#1DZez5F%&8J`ORw-od^Cjn zk0?2lga1;2phrAJfflB&4%~=g4f(_tOKi^;ycp$~*Q^0yuE*RGAZ`ctRVl_v5%q5& zv_)W2{(wK4c0A~LhrIiLMTFv9KGquD`xvf5B18<1VwHvip&Uiw6zvy=v_!Z0{?-$Z3?#&&Ld>c%uhWw80pXtE)Y zEfmy0_`Bj})^Gz#lxIS~l#8e%F&HCYD24kt3scLr-a--xgc=|CcR})x6r11aJ}tyk z1iI7^E~_JQ`zTm+pe^E;Ev5O-gOf=jEf^AE!nbM{a%VycMX|oayAk>K0_c0 zXwD$2LM~SBKjm7Uh&n)Xf*uSJe*VRsjgvn-))!E}SmU*hZ{nhC@Oi$4_vUZ}E#}EcqD1 zB4P}iS`MiRJWpV30Jomo%|qy(t{H+N)vDSX7%CtwXMlkFU%}Lv{%uwlqCKIo30#ac zcB+){;tCcx2r3G{CXGWIC%83}xS$>aP(Mco%WyH7^%up9UZ+U%F$eJK7)Rbt##pQh zKK$>bj(jGp-w)tZAGe}W{6J?Ql!w2F3QkD-jG7&`IOO$Q?7n?IVGQ4vt}e*fG0f%I z+s|>EI|u4j!feJ3WOJU0RTTuWL?@(`8OEKjv9I8dga6&4;QkJ$h!ST2l(LTfg?erq zyWMB=2iJTvYLF&j>QFJpT9KC!6Ah|Gd_2H51vBMTNt*)8DloP`pm=Hr`uX|4(se6i z5nt^sA%2?-xteL5p{-DelyK$Nh=1{Rj>8OX;RzC?0HkHYpx_ya;IbB6$g!!X_=;qm zaN(ad1ey%(&nb+3l2f>hwaQbUO)B=VF@T%x13&&ju>$!LfQIx1g0GQ)BO#D8?|mD* z7FSxYSK%@u3C(cf{Hw-OYV340IUHiJllyz~h`d($72fuI6RU>Y|Io?a%B7pp-#a>^ zv$}WuPSzBOfOBMGLp_~msr z1!VK@gmTlV3N#}d_Zb8ol{2k7Le)WcfRG^I*C4(hjK3;`!-l7!0#%vI#*^~yDcN{Q zPPZnb(~UkX=`XZW)5QW=r}+b507dD8mBnT36Lpq^B^|asZPBN_fVx}$M*(Fq9~&h0 z<@UYkjSicLh#!@uriB3*KA{B#F45;==W`=eH(XBW$AB;5GHt}uHLBnD+0j?Jz|Lvs z?6LVrzn}_&=y`mxV7pU+mg|pNDhdSp7`&yxNmRKBm&evR;XjLdSz%A0Yjk$cDZ5;Xa$-GT|k( z8#%ty^ZrFhzy{AzcP{%zHmedYf#@2Zayg*VI}S3^2GA@hYtbqN+(gUdXS1BBf~Cb? zw|S?i?4+5oUQ~T;upMJ+NYzE!x#)~68_qu}tF2$R$Ia|1a7Fu5BVrsQNmu4+q05^9 zH;$!QEjp<^o4E9Yx1+d4_dopcj}7O&;-OrV++$XstzYeS&Dza}eqQgut!C>=%VzFB zF%{K-)cG`@2wz^B!KMha~QPJeq3%*auzGt&c%TTiAyf{Gjd%M#us(;{N zxqagiv{$ks7uwb*Kjb6v-B+jlqb%RH-2}1-*r~V^0)a@N zkY}7A5Ml697_way{QDV2=YfAh*PU!EA+_(67r>Xlu3FexKp@X^#DDv41K)RCL%Lsw zKqNZ_e?mQB#LE!KAv4q&iwjX+ixbf!B&_FhxJ;tN(Te>iwja&do*|r_Xf-{A?7vs$ zmQrpVAaX>p@V@*51I33TPd`r4bpN*A-Iw+VX}v?)a^GJ&|FTA089h<_@78yo~`1tzUkTZ;*nEJDtK6cQYb2evbw;irT5 zfy)^oQ10WcE(}ihz14(Slz7>bsJmU*Aq{8zj!*(|B$^D41=k64$fB_2j9Yn?7= zI)GMf@?515b%aY~a$x}qru(z+{;1%-9yR1LEpU546hV{#<-N}ko`^79?&`#m=T=BO zd5|Q>?+OpMBAdZezm5{c4`&lJ5bNSVZ(KaHoeS#5C}RU|%d*oJMDbBb4_Yj+M$Z;8yR zm@dcQI-ZA?X7H0>sN&E}V)1I=8kH%gSiwIVycZ9{R!LMCw4YQ9&1R;`&z#g__1%Y| zu9H;GjTr{cwFH%OA9r2GnVCrMM-|#yDfNyS#;b~oqVWE-19xW^?-{1RQ0D{o*sQGf z>VW#C*~d9^&;L=6=KEm3fq^C&fsd7&UP|Cz-#g@_?|N%4Y(cyFS=cn+!>64{veY%^Ze0fxr2hY63%v7v@njt0zb6y%S(sZn0g*!>^Fd zl-+jOq{0F|FDi$niC1uaJEkiW?Z#4I0X`wJh?NLes_bEuNH5Y05pG?x6XoPErZuUY zZxi%5_0*5@Tp0JTdi2AjmzH=sXGxlyxkx5fhLW~H5!{hn81@*r*HHNTFp7ng$`K5o z)~N20InY?PLT?{cuq5>QkzUQ8_0>>?5jS&iGdeS)7_EPFZLtg#9{xmSw+&+AdWhB= zT^+;ZklP0XZY%WKdYc%-P?s*lbZ|e#)lg^)#0u@|@-7tZL^Yq+t}urPa!hVpw?yKX z%Cn}+j82ATG5vPpeiY}zNcZ!oyF3?lrtBan-WCYpz(+G!fUh1t-}=hc(o07mO}J@J-MF1+dPY%=!8w$rrz zC-8EJ>pn=QuxgEmpA=os1m%g0UKGluw=`sS&e#s2M-s5HPDrOYJ-pnZpt)Rvy+2In z?E6+LyfK4@oZL!dzS(wnE>;ayj46t;egq|L6EApFmkb*qIftKqwA&C2weX?k^<2Wk zt1zAZ;jkpw00G*G^qNmmEIf!h-v>UG7|S*8LKR|^-a2%p`eDhk`+efxNudheTDpp6 zRxnz|rwxC*BWZ35z2X}`$hm|(5DKqa6v7BGMxk90D{pk^{Sqkj)ttNL*?r}d0?0-L z=+8^7>3SnmwD|TxhfmpDEBxju^=RMqY)KT)7ZmYp(u&-P5+Ap!h}$s|C@0&4QVS3Q z^~$;y|Hu(XiPK^nmEx4;3=u)Tkd)4qt!$i!OWv)}Q@gBLXIniP9m$c)-N>SKKMyUToJc8t?!n*gT#;_r7NVDMTdAo1b)p=NF8lO)q5R`xL zr+h@vBgNFW-D&}M@6K*(UV20{%=*@^VOOTu>rvN5_ZlWigJ{}hdfuw21@s%_cxS)2 zVJC?cJX`LGovCzm)i{{tZmQt%iO||Cc4HvKk)K45Q(KcnNfX1!sVQE;-V}`dXJCn-P!y8ZXqGR zp7|^z?SZ(9&*6dkPw=q(9pz>b*gBP3}V(rNG5efPrObMb`H+RVRqYx-5>NZhV-4{i= zr{Z>z%bMH~ewwabh8JZf4jKPS>^i^3HCHiLT4LLZ)EbPgN04QOeZu8?HMQK#rAb{7 zc{BCsC)-F%3m@mjWcye~CnYl!e`y5>{a~xgb}n)j)_;w_VOmj?{bX5jA9>K)jZ_s` zZgm+21K9wbB(!|f8bX^SY#ztE(q5otToFNPLcAGqPIdUFTmp8r2BUT8^cn~_psN+^ zFye!DVB`vsa@Ik4Ld`P`My8UPv8k{uM(7YaI3ZLQRC2-i06J4r*Zfm@jNaUk8tQ!I zl6nK!=NdrU@DJ~Dn0|ltcRvh|3Rb|w?-``W)DtO(g+72GBfMHAV6^NzW%pl@GVjyP?|zsb#X!Y1 z9UIdELpF-mxkMdVr#W5>S<=T1-q`bOX7195!SAC-z4mgyUpJ+GG?sk&q_$xbWukwp z@`8r3AzDoHSVl9Ie~QyF_`Rx+1GHCqlRmnqqsCLVUFlR3yzyN&Q)s7EB$ldPBCqJh zHU8>w#`AV5S7*bKE{8AN`>S795v{lU9}KiW7fu-|5j@$CrzjqDQQJ@1%;SSsuAUjd z=lU~S%CWj{&dK+l`nIG>xgQZyInLv+*|lQNh3!S2UnXLpNrPAAY+4^sf-q4GnMbAR z@oBZ=!=>c4E}T^%TEDjj``zMG%}M<5d1fbD<++2h(x*)3aa}mK=5Nvv?Lrl<*F#L@ zr^N=3A4Sz=wT4R6c}{0>N{5U^WnZU1w?j&Y{2;ECdWb=9I8O}Mjk%smPH`pKa{C&W zQawsH`<`%;au1Oxq&4HtH-^XUCSCFwB1ty>1s}@JVZIjq z;SXE>9(#+b#S-^o%YV+ERNy9~6kF8GvAM6QbWKlg;P3-52snE6!_@=suL`GL93?!D z2_{SG793QMPMrW-i9<4bLiT7*Z8?*+Agj1EC+vP_4Ji9Y*= ztv3{Zafq=UiY{D3Tp-o3P0;?YCM_1T5FU|}&9vCY_7im7?YGyl738EDF;z=dk@gQ` zegNFk@)ie87v)hmE?kGR8fxKAVm9oA+XoRVk}WZMoyf^eJ}DPb)u!(yOA^WGx&kVy z&hnpB0r#z1LtCyQ)w!BO#$|5Du)S*^I6s~TfR#Wh`jq{n9J^~U%sZQFiH^j|blk3Q zVyV>`_Pl#M<*Xhpm43bxw=oqPfKtB;JE6S2ZFjrknuJ7M$c!`RK4xRX-9*2>cYA2o zcu_g_^pFk+5J(vJ{NYr%6Q%QlDQeWXY`#IMV)9Gv&F0o-Ln=`I1AfGZyAUfcw7D^j zP!auz*rde$8|Pkjus>!MPDU<+hbxb&kK^3NKt--y_1aDQr_~rOwr}D)gV;V433~EA zh<+wK-7b^0T;6svGypAB~wM;^!!WAiSd3{f?wdI+H|hJP53wQ0$HM0sCbC>Mr%@sdoB$ zc%?L>_9ixdgI>VcN9n6D@UL75DN0Il1>$XnRRb2304&aFj2$RZz+yiWh^{VZvG0ci zH@OOqb>B9ezU@);2fKZWE<^XJ;{VW%ReXjR4EsvC5NNE8DblUeE%4_xTtR+&MvOzt zZ|rYJvh2^e@DvWNi9thXP%YB^zbf*XSaXx!X1`nsWSTDZ37SSIV zFXl7RuoFOwt$Os9gM6>}#C2aJ?QPYDY<33vB6!yiO2qHM!vURGZkedV0%n=Yy|LHH zvhrm`EbLf}ferpaaUOLrUUeq`7paWl9>WR&xUAgHCHNP0tAz)GDmxurmszqUu#KBR z*|V)`=uEM}Fn!#4d|W{uwO*bTIB5m2q!CAVY1vXCB@4@!#P33hk05+uI>%}?QV82B z5i3j5J>6>+l*5qDn@&h{LZpOxbYg^u$x)aD9DI7PmP$yZe06C7s1a1{5q~O$kSKr{ zWgRJ$X;>=Jb?qI13Ca4W?-8ckk5#4u0IPY+BBmxD&fGCY2$|_fF*k?rLyWAbmn;*pLf~Eq9)v1*CsRT)9hiNlY7Hu5pyl5d8*67G7 z7#1e@LA9z3KZS6z(Hiu;|4kO>Ke_N{VB&wg!Qp&dYBM)1Y06*%3sP+>n5rnfZ$bbL z-sk)Q8Sdz{EYW=U9k6P>?>5(kfk<@Xl_r1WKOK*8TpMOFT9wMNCxrVgNf!F>Z%b+c ze}j(PKrONwuOkaBvF3~V;r3+v(+Td?YkY5+hM)HjJpv>nHzA8n?vZ{i~DNIT}fX9bn`JujJd9Ui(%Y7a$C_oDEDJlL5!7JPpN4wnL$1%Q%<%+c@V4K2aN*8mM+>HD869`?Va z641XSqm%KWT>A+{KpgJSc-8lSe`y7bD=(Yh#ykIs*;tR2G3%lhAZ)5-zpH&UvG$ej zDE!|A#;>m3h<-ZCV zV&2VrPj~r(YZZaFOBZk*CP2OqRQ7ZOl=Blldk2($RLu{HoEPzb3^-Re?kE_+>#PMw zsZp~1g#;9k=B#trj|2BMJIEK6DX#xmSvlFnSYDJP-IMis(k3ThnUJ}rLud^hfZpln zr$3JzhGFXq^EVin;x2At6>uR46)W0GAx9!@fmw0o$_$!RLBGNz%|V5W7UZSc=naSkR&#)tFaoQ6#1v`Bvm zDCqAZAsV1{rsLZqX&aEx!gDG{=8P!5(%Gci#5R9ioCiAvv4Uls9 zn6V$_lzO2Mxvn8F>IAQ~-x#fkjx9Hk)0(~J9X~RmQ=*`gX?SL1!W=BX=INIW4qY71 zRgMzp&4@a6y7JweID|Z*sG2GF76D|AD$OBl804DpvE_7Xs@^n|Gp#%2SllNES$7n? zRCy;{tqNFnS$!4QU1x2f9+Zj-!!z`B6A{Q3$V=qR|>9}T@hy0bThC|Fae zU57wjR&=dL0)2VI9a_Xsf!~X~%S_yE^#YDxdkyXivc}zuKxFU;o2ofG1F9JG7iy1m z>l-v@bf&{WcO1T(Yi=4eM|j8MS%HkP&aaMzfuFLNLfdhd1nQRag$v#xp!!_{PaNL| z0{9fYNR~92&wSt2cPSHanRehm@7itH%kA4)7Ow}a3Nc)>V0OYC?G_j-zbud18SG5I z|ERhAx-B_7(fa(Ij8(}1KZf)W>5fG6Q^X2W=kdmy{r9J^IYhOS+=^MgfOb4hm%o?i z9->uLV9PAzfROmDqJq_bR?7k+W@$d>&F`IA6TIVZpJ5gnfr43+lBjDg^>kHbPpko4 zz*ZaX58Qar{XZzApy;;;OYG8phBj<@A2=mF&(I6*!nLi&UVBYuFrG=58(=s={ssTO z>y1U_9VQN3k3Fjynva3H=}PF&&fW{h2!u=^Ynm-cu!$Db@b;eT%p=HPL;nv{1`#W( z1Kug*^2vRqJ3G6>?dUo z-26EvS6(}h?5h=x0&pVRdH?xOR!PcmieqCK%OD%nzxGm1t0mTY;7Ssrc3NyoaSVmVT~dFGTeC|;-uwpQrb zpJRs8jeb2~Ssi=OFshHwkH7{CLem>pS55)RwHb6!a5ZQWh*Rblidxo%R$01n!F-#d zI9ll?T~upHNb=>x^Z=(=ASq`(rhchpU6|Nuq%Po;8}@YEriskqze!>2zaqsr+XIS8cwx|3(`uQ}r5vw&2XU+$@8U2IkPnphrMX=lE9v}A7z zZdVma`lZ&f4Y0e^x$jAWPjH3PW99gf0=6)-f> zU|uKyA&%%zdY~Qk5kJol8P^xoj6UQz_~i_K2QHDg$Kr_~sa*lqAbcwcwtP_i;{OZRPbI!FRAS2QmzZ z2;Ax-tJ9)0=mU^rf%5kZG4uFBS$91z!t*K}p=H2c-B3@Nu*{y+6xWG{N>b#OwhMSt z610g&@U%0$S493WNhD+l;LUGOby$Eyz6bSTClQvj)KL@U;*^&6& ze7`h@)5Exp__WgWn1fE8)l2Lx3%WrS7<^t0Q`g)L&Q+1tAAgG7y_yB){v805-UhV+ zLi1hT0tTAq=~B1E`0|Oj78J#ZV*kl@02k^w#Oi`nsI6YL!M-Xjd$z@E?f2$&d|te? z`5x_i5_QIsYgsqD^aZmwUm`=hST#&!MZ~x+J!hVu5NzVb6%AJUc)6v>#<>*uFzX1r zd7rbl=sU2r8f$TF+f#nh`QuBe5_;;@8-a3p|c~?hP#K$DgOwCv_X(8Pf8`t!qN41^KXM4H$I*R@4wPKs;>L$ zu{`=hWLAvTEHIkmEwA;uF)J3D#|z)dJI>m4j0kYS$zEJjBuC`I;w&uRmB14reg1H7{) z%c}asX-fj5h0=O`u_`K(EDJ4D3N)8NDQbd2i7x@b69E7wenOtoSq0N-NlgXF5~h(1 zBfaEz)%Ca!q0c77MLPnoMPeqwNMIZu5dQgIe`=+ja0;m5U1J`W|H6t_#rV6J+*X${W7M z-2hVVW{yTz3oz)4$00YLJdOREg#zf-u0WDj^f}3@+~TRJRd$BRroOEVk0smtCwwtB zG}wWH0>SO0SespJ<^fA5p7R2N-d7Ov-Nycrl$J&c-Rr2l*=f zXSGrVmL}BSr|-!AU^c}t4X|9?i(Re}T(g~ssmYttHy&rU0GH)Npzs4e|8%~O-IohS{(pGHL*?5=@m>d6{5)zjQbwE@krJ8DplPb z`DYgQ_yNo0&LjYg|20!|tp5NCsKm5(l~eaviF8k??8_q~@Up)jgAQ5XKg1M&h6J6! zyDFY*2PO=(4CJcUO4I@%jFQci4M-4hnV!m1Z?Crvh40MZxAKi3D^?Hg_;5Opfm%W$9D@* zN42qTrKqDWaT_pN@Y9BXegckq%9E_c3QEC7{5Z;9aAkTz2c0RU zs|unmL@jM~{`TCfp9UlaN{`)G{(l^@`uhKSC&j9y4%kT}=yLv`3limXHbJjN1ik!xODI8AfI`Xt$Uy`Kknn1|z=|LIFN3I|#2L~R zz^Xr2{4YMqHW!yukZ*E9-%vr$b?^xllC?As>^>;84e;cJlG^|s;Suw|dU`r22OtE? zNyvq1y}W4yP7G+b7-whU-c-lp$+tmPdz);tpdW=kIq6J4aZfPYFuTXRgA`-5xK2Mv zpW@+n%v4F%^8SM9*Cy#nNDlc7s@ z1aopsGu{H!?&2^q^YI@2eQx=SYiITGZdl%1X&FRN*4Re8LHHtlPiotPD-^Rmz;CLAXWo>_^ J*3#$p{{zArTQdLv diff --git a/docs/assets/images/white_logo_illia.png b/docs/assets/images/white_logo_illia.png index f382068407e6839ae38cb79a5c37e3abf6417004..be27e55b87e3994e392ab8f79161ca3c24c590ec 100644 GIT binary patch literal 29922 zcmeFZcT|&E^e7s}N)bk?ihzSb1Oyb7UUW1-P(VO>6QoG*H9%CFf`Ew>=_(-7LoW$L zDIy>sy@T`;dVm0-yc2N7x%ZE|-dgX!cYm(sQoeo8?q`4d+h=cHK2T9OMRSe@0)d=@ zE8bOyKu)5--_?^xz!Rd9XFd3b%0*q_Z%A&-`C0J8QOn!Pw;_=H2-+Q!V-Uy@$bpYK&bvWa`f2AKUtaSkJFrHInT~`>IA2dp4W44 zcV`EiCl=;rCPwz888r?iyhXjG7r+)c}80k2|` zQZushias~D4-?k6rdq<#{d1dds+Y&PI&d*7KC~bnP&+E>x9B z@VmDkdK%3SxjkieGTLHa-!N&iYdi(01SS)R*RQoNuE1$cykNHc(_3vM~+gQD5 z-wrvpHYDZ8e*rN#+C1MV+iIMLks2wF_41INZ*H-m0<`|;&;MxPe>Ctv8u-6Q1G79* zykfjkJ45a@j%hRC*#VZ zL$*Z0l0j>NUCEF=nZte1YT9rvukD>liXpq0ZsnA{vdxXGVH~WOMzdofxwEf)l2Bx; znPyseE@z;~uHCa|XrS0QWsg&8sk|p#YQA#Uonxc#<9HQ$0r~k^JXg`wm-zF}GxF@L zyBGqO`(_2#o^*By^hSb4?LOA7j04L+jp&`+LaC< zg5NMHeBm3t{6ycC`C+!YD|2ce)+SKlb}_4FCU5xjxR)tEJ8RV(`;!&E%vxTNr74mA z`T4q-z7O-2J>4F;><(Q(ZDU1&!?&dz5qOO1Pi(@S7D7U4z>bh1)@`YcxI-(1`_xlc zDO|o*&_p(HYKc7{INK*=)ONm%ehh8#^`Zr z7kPt#Txj8Sz}wXew&E7I*QJIq-C^2EE*i=44(0RR`$OI24XNXFIAS$+u_}G~-IqH- z^z6fF7k0{!<)rK&6R)#Y*wZFbM-AoO*>7$SUt@d4;W@I)Ani%G!$2w@Lltw$tk$X! zjPVT?Cl*JXk{3J%U1DzbC-$dWqyhV;)~G!w)?7blr!`V+vTsvw=&~)VFX#T_QcoUo ze%vkDbM7>`vJ+>@DS#j+D<2S#okB ziHId*r|&0hMm%@=VEeVhPsX$Iq&%COMWtrGA1M|8nJ-8hamey5UECZMOZ@7KYbs7p=*Hi!@eA84Lg0fI&aD}b7j5?}Ub9bsL%XkrU4U~1 zAv^57hyDsS!jJN5=k!<&F@+9yd5(3ow#ZBoq&O(MCMi=j7b4>sZ=%ZF!SC z?74%A5SFD8<&&nNmvkYThd;NIaupw6t5f(A&bw4>Id=IIvhmz5dl8`&A%61QO{Me4 z761-ISm?YBDk*so%CTGm)PL7ZmTi`-tTwrsJq zv?#ZJlnt@q0Ua%Gx_? zTh!A&j+5!C=QT<5-eL)!w(0AvQn-$MOP-eN3b}4OY6`}&;;qu_1jM+57pbpwWP7UQ zL=|>FoLsfP5GZAgSjnyBn;MRlxpeAm{yV}BvT_Q^?%Wq_5^DBt@SL_X?SRQ7%Y9DK z59I1trh44=SOA+h3&*iau1$B~txcAUv(7}Ij%nWWM8&boWh-qJ3Y<)rIXKaN|jRBxiDQ)j=SNx{4-F-`xWPnnaLQ-sx|diJZ`Q1d#o^C`pJ)(HW^m>q#IU?pB9IL zzsKJ+y<7UegbSl?G%B-wZC6n_2y!D6zK1K{@(1#u=)*;4^Qox~N z_8b7bVqIRpJ6bG0p7^?)?WWf3jYodHG-vJq9)g*~L;lQDBC9au)tz2CEHVU~u z{PdR#gI_A`w0*~HHkXoB$vEYE1 zu~%a5Lxwf-4dM$vM|V^UOAZ)K>_iw*wlUE!v5P8wwUQIHJyMa(Owpg@I5MUBp3_&d zUq@Fp*oGZGTSDcZd$7%S%|2pTJz+&;vrsgP%>PU-aj8%gl5uVEW724v`1tzpd#~Qh zXVZ)G^y#JyiWDeZWFdz}YHR?y3I}@%?5non&|f)z+YP-3U# zl+j3$_C#*$xnPQH{00bx14lqEMdlmt#%oSyPEQ9cydE9)$=0Rd&R+GL{_yw3szFg( z6x~CUyyS|Yh1Y!+$q0ikj56efZuzOIWDcY7>w2wW;k3Y4%(Z2H#85-O`>lM(z#uP- zNA9FEFbID;JD--^^KAxsUTk|U7sDgcXULm$uH*!S@4?DEo5+qJc?YMv*p$Pe@iPP5YL7-T4XWi}1*ZQMOleY+|m@X0w!~MQ0%F&Qk1NbBF5r67!n=$?9mx1z5=N`A^Ps zoE)Mf?}p2lDv1kTN013+jx+pZhRKGD-niA8&!G;8=}MP~!AC?p5BrDtPXt~^X%?%e zIPr26?djFOLXw-Og)4r>z&k1e!b%!rWo&+I39I1u(U!@6t1rSz#2?30E#CR#wR}Ng zVPU40ed*9gF`vCIE{|4y9*1#>baK|Tp?k~Ac)Jmd^VSEhw`n{jaCa^Dw2qDP?Qiiy z9LtT*pJPU~_>Q?CJ;!4i!iRiYbFV9G?&WYGOna-`5 z-YJ#kijy^zCoSs(J~#VxO*sYxnvV%$#PHAWoq z9)RMTcKT{Qy2anL{_#p`cx(1snA~7m4n5UoUWNu%i_qm^=h2unkXycJDJHkMJ9KAH zgEwU~1u4F?K#Hia4qfmtN--HJQO+t|{i--S*_kn9TMA1T6*o_3$kU(pZ^CnIHvYi) z?z0EA`Yh~O=6%ABKISqUz#ETu@oQ#ZQiSZ)=$$XEm$h-1-0r!z#4eRG{mFHIaa&^O zc;bEyj7`q9T95ra#$!KD7Oo*5M;h{q_wO+zhn`qMEG)*zE7R*s87j}px_l4qKp?$T zD#JR;TDy{s zyxV4$E0XOi28lb9V$vm#@k%YXPV@Ven$<8=aZ2$k=UthTp28aUER?yVScL!aR8v1x zrW;wJV062Gcl8o-F5#>yhhu`+%wtsH^f<#FI-Hc#z;*K{%6G`(_=Sr_)>4Z<8F}T_PZ(jGf7&> zm9quQ11ieZ{ih?e28PzgUvHV5NcDe?@=wMNi*-WGA~Tyy_H8XBcZr+9ZnEx8S!Kna z%1O$3K^(8?D`fC${ubpXlaOzJx^3)O-S0Q(7vHK@AeV<oQGu96Cj>=QajG28&~#MbWn)NH zT0B>e7nhoU(K%P_K%}gAn*bxMowW3ijPt5w&`y1T<+TXlKq(or%AV^!@s#f2e#1x& z^~sD6+)+glrRy-y)*bjT!|msHjF@`b&(Q_Fz$mH<*B88PLy!){vGpu- z^R0Kv)`{NtA|i+5ELvU>;-rp4LcsL}lkHk^B2E1=UVzd43)H#}Z@*nzA2=+jr4 zb~#ve&(Q2G53W(pM5}jo$1hfM!e0)M@>sMe;M^Jn9}aESjo`rPC)2xo3I-a+?fdDE zT!6e@DX_6aS0gz|y+vql_=!`hXPDgKJ3;u0_x_Nl+1XA^>K>ZopKWTCUh6f>&T|0R z@sR=#9a@Np-Ww)ARW&s8+D@^B4z+rAqq0eQ?b35X1g!woE%_`r!zE^xhDfrcCWFB3 z%p56kP2*#`)ts6&l91PJnZAR(Fqp`6lbv2b)P*kkGQ57TpcA6y1gI!R8k*-gTE7^G zWM_||Y&9ejXE6F>H{FKG_B}M8P1)0DY?MFRT~TcRx)_{3)gfAAEZ$8zM}_I_W~vD4 zxRd?yyEtDqBtzS2Am0REYx4!GU;gUo)4Gi$uY$vVT%l89;1u01APl^ z5FOiOs*dW}zqC@4hj_9fR__`M4b`0jiLVQ{x4EextWpaoVhsR4R(bNL*3%mg7N&JG zHg}c={cR=#ZbB|}EVw_)bM$`E6>xDoh~>hmqV4$@A(PhHjC#?&#lILnn-;f}$s}-^ zx{Y)#_QuI)b|LJXd#^iHco@88faGkH2?E&qlxTA`&FkZOe$Mst7|XFWQ}R_Vh;sx& ziURB^whxPv=Rd!OHvxE`^s=9-@qv8H^t~r8S39>_W&b)_e$JNYNF#f6c(+}H0&Cos zNZ>MEckQ^E==xx9f+;9ShADaHc4-;z>{EQ=pDKUmS5yzxbilW^6(UX|F3E1?4R%7m zp8zHoPzbtyH$nDf4V-pzyDOe$c}lEt;(2jyhJy~+eF;zuk>~Kp_<&6s(ZxX^0<>v@f=c@HsT*ECl=YCQPKNm zRW&<^aTt3uLat~uk%gF<`#PKSIEK7vPB6};0hIgPIOCZ&lzmq567RGQD6^|Z>`v*_ z7+1>D@haP17oU&coIrNvo4%z7Y}pLU2_|rxUU#0q1Zazv`SqCnCG2Td&O27mI@V$uW~>N z3QBxEABw|jExM18gGWe*Ed*%^RV+25aQwzBNF-A9x?*tq9NkYrw9~otm?hU9`DI%s_~KStpZT ziTtx;1Xd~?^-%geiU@wvpDX||ot(u0jEiZfJY|eB`3bE$r1e*S7h0 z4nWmSuZIUH>P%fAP9**;b382+M}BP*~iHFQqDlEq!c zz#He{{Pq+C=1yRt2+(_~y z!fdrGFRoBK6&7N0WA?*_f^iU#I%&!GJVom6${Go7(bjTvn+hwZ)k&~xa@d$eVP3Jr zfp)bymu}AU{8BmA%Ns%1pv9C(|6AUxxOYK^eA%i``*mHkicW=oW%_nW9gTp z$h^2`8wTth(phGE8wXQgj-r6h8J*rxF|hFIm!-&jvud8z0d?O?3zZr#879ks;1yy! z-*w>tB$Ui%gPLeXY6DoNZ!0yHSIDEw?hHld#&HGZQvFSdSng&jwkxYl@>VatYzn9$2T_#SH!U+R zh+bSOJ(&V$ljw?|q3~+dB~Fo}I6U@@1L}Jv9EdT`UmrZg6w@R2gpneK-gFhC4eGw` zW;r)pO0b)uxJ5L@cWJ}VE1%_;2u>44f<)y=vZx8|e; zggc9g1wn(4B?5nSm^;=pjT%jh*G1j@Ee@;+dSg;2@qfEx5o z0Tc)nEOMM0P{@_EvD0jI`cOPqnqqsarU|Kba%(p}r~&A6>y&V>{9H(-;zkzp zCBXj_f$mkY;uPK+N5Mi-qg07H1)p5P9 z>L=~>$G1%OYbS8wHz{1U@AOg;!NFi9BE|JlsmZ5ktM^_u)D1kOr-)5dsT>nTvqe0F z&RW)FP_~V|VWx)M%W&TG1wsd|GsCz0o+$OoT`NZ>TbPJIm|tQQFX7z-0AKlR4J8!f zwMNj#T-wlC-bL>6$~!q%&q6}LBPNPKSjA!SJ17VyvNv?1#SP$kS*fU!$4Lb7KR&CE386=i^Z;RbH@N%Wd;MB85>9!t$UW;D zMzJa2V@)Llx(kR(X&o4I9=5tWDp>QRU11Qm`q}6glSjHW4iROz|3YLG%m+;8fx?xi zQxJs&9EJUHD`YF@6gAkwtO12yW`wBUN4i+@$e^Ek%v)OcX zp2mA?`^~&F<}q1%=_*}=^UKLAYEVe(TW;O(ko8hepPVpN>V1|JEw1G9MM-Uv02cy% zXp1W;DupG8gss{%;bGr;&75kkx|F|jE+K54CdE9eddYK_CTo)GOg&Yl$%4G+t*TT1v!vsLamTzQ3#;7<;Z>UZmz}1Pko7;J|336e*oMJ$J1wtZ z;a{A##=JXru9*v7-BQBg=QuA3iS9RrgH`ua6bmwo?Mm0Lfaj(R%fX_Z~#ywd!Cxb-i%^lpaA2dLeP-5H);F;K@IU^RC{ znORP24Nk6v##Fs{OkJAG+15N*=;G|Gn&B~wL*k?gdM9ML_!uD~%E#Fn<_0)6*1WDq zlSN^uy#9a_(Zwa{TpL7>Ja^j1dnT)7sjpQpDf*9&g`o#Bbvw3u#5`W51|PZ%hb9xrRn%MTb{yQZ^t~oCE3CY?YTxIFy&pKVy->8DFSai#d_^{6 zG@?@*3NeejFMwuE&)NFo!eptMh@L2D=aJUw(&zE{y)c0X%G~fbC}@9~7M%dosEU zly(W6TlNq5T5#qMpfG;{U!UcR4!EK*lG$FWBIMhxvue;BkKwV}bfK-i=dl-+T*d_b zxveUQtOV)xW>Q|u`IXlAPTn-i(kxF@QD)JnHY>92=0r}O2ZO)^=lze0&ib7?oiqJ! zM3v}-`tq!!L8t?3-BD&e_`QZaq-Qyz)TAaoh~;uQQUfZuf!i+J5A*dhDm8g?PezBr ztJVrhQB->AIg4MvXe?Nh!+<2`PI&kWCV?|>B&Q#SCc@5OMeMiOJdX9PH?^7YrHSnn zZcv=G(3%Y%Ra(;TbSs zKDt0;dta-7TrJc(?`^kVw-l-sPC2Gp3nTrJNN01oW%Tkxoo|gZ2x1e34RX*B#px}& zgwWY+>-Q`?wPKAYxm5e$n`=~>U54hXD02uxYtD6`^W;%nKwocn0k-3wPtc+4!#Crc#E zLz9tL3?5kJU7oG*vjYNr)SV24wjD0K_2HWZoaiXQ;DI~~Jn+&$)xJ7) zYo)m^RF@@gak+EJRgTw@1S12}U==b*K^50Y7Ej4fa00GZ>*d zej*7(&Tax@w4w9?2nT+4_w!Ss7UJO}b2rR+DwJZDO%M1y&I<1^Hs=3w^W$k|I9cJ| znis|AjyHbhw(6d(V)S8iJPIoqpuz_RvfVp4)fh!<)pB~)7gL&XQXU&7FCLlYR$x)-U6oE#6I+gP(uL(X2l7-~k$rO<+- z&O7;0>nR@aR-jmtz|#Hk42l_^PHP!l#|F|i5QqvCH#nFN9ybJy#QfCX14rTjMLbd4 zhkZ*i#OzI|)PGi&RNB;uL0_gSiXtBA>G)jxwLG=Prlw{N$_7Yo{``U2G(9kiJZpnH zTh69)xMIjeerZMEZ=xk!m8$Q&EGd%Zes20s03t3KLkn*V@xXo2Vy>Z-jEAXaP)*? zb?0KK-49Xe(@&A`1BFE9!qC|5S@t9ZVNF|!8A^TUl7W^(veIY+WQYA1hAU{vV(kIK zcCxX~pWXQZ7DiQD*2RPX7zESK3}+01D$VLZB^JbXR$FclDNF^sU3o85*s{Nvt>Mgw z5W8~XY1D@UdnsYL`9_Mq>}eYf%48eyDSMeL*zgA(qr#vMu~=zCm0Nr)E-cS#gfq|f2Vj+idn!I}S zY5Sqerxht?idIfF=9|ExEzKP+;d@^=$kDq%E}uHY%O9FLm?1XUQ~7r0jBFkmU*S(k zy%RSXpazKqVH=zZzCc*J2Qj&x)o(%!xe|Bu4Ps|+yUuuImB1pGh!{t$+wc5LH?B9{ zm?FqX1>=Rnwv27Hg}(psZsJhp3<0!g@DN+~sOr`+4dT?!a!Yxz!`6y5k}ICYI>FmJ zJw9DEPH%2x^!wJzrzw-a{-vu4LnF3NFhy7L_D>jlBmFe%69>3@in`SCc6`S9E5+%_ zUbRxw!SzuO_acYWH*u$KWgJ>ST?49VV?Z=&#T-Y*;g%!fa~G3$dae{p?yb$eFiArs zn~kk2R~J%UzILdB9T++>Dym~<)()~m42q7uPE%>exns7bWyuM@E6Ik~u&V=RqdEB?MPwzH=P?}@wxUcJwxjfO;m8w`r7_qeT`*Zo1;vYcB|l@Wfq zR6spue(A37DR$)ZXrqB_tJjT6}qt;73i1zj+4D~jMa`~@A=>}o#`!j6OyFVO;2UTuXk3=ih8Oj=q-;{O>^qbX?lRov7@i2gZLWAJB z&fUtU0uL*Wl|iAGGK`#R+z4Y)acPghk3*#%o{SKlLthOkR?PHsC45KvJ+#<9bvECHSOZ7nHP!{n} zGw}0H;l)c4eHV7z_$IPTz6>t!u*9w^VkJj)A(1Z*wUf);(9$Tm@ba3;3_8fCQrS~6 zV-2|y(T$voUUyrHaDbps%6%VdV37JsW#e3JAMAZQ2 z2gM~ysI`R^%w*3t?Y0^1I8NG|L>IPw!UT-5>}+_ZEi*%u?jG2hSsT^qHBUwk2B&`W z#Re-xD!GsKmLu!xRsQ}Gs5;M@boAEC!;o*vkJggfm6o_~@HM`<`i_!KkDD=V=w+=h zL%f}It&n$j581oM0?#QHqB|1fHrv>e_hYXBJs6q#GmX?AWC?k|eW;VSA*n-kZ(_)X zH@0fH^tM#1&r6gYWfwp$nk!e2Q~ksL6-v6B8B>ijzrU~ndg02)Gg}=( zD~1S2+F_gxNmFzdBfFcuEq%r3GGe^Ny)~1;2sF626Y6m);>16UtuQyVUW_42#n-lQ z>~1x-E_uvXnp~?p*Lzu-^C{!u>kp(QVIwCy_Dqx_lC}K&h<1Jqp?uwj3;*HjJgj}{ zGqp*-+kizAN6k{S7bbkbKmMdZ@#I9f<*ob^5NWlpXxiWE^yIQ$Pxjb zu@qsUr6w|X%|nzF4()dbHE~{ZFi&eZ^9*MRW9IpRtfTwMp!|@Qau9e!suVL9w_V>B z8?b59N9a=*=j{tMlullO10vyvp0~|yb#1ZWs!h2cnazXN%I!x_O^s>De@OVE9!ihr zfCWP5v~Nmd)-o5!i}OI{%ZyLk5A_B!hTh~vT=>47zJtT%pQ;(x`a7_L?0V`RKS*{i za~%5P8m!%7T&g;I(i`LEIjHohkSGDK61Ieg9DV0{=sRs}4IkW21nD-R_6INJR0Aws z$HnMrY5zAYq))Up*+@Odk*{Gc6jED51b6!Xoz#rKHds_K@mXn9O(4w&Kh8pZD^}w$ znOK%VFLosNgI3BPjeH}^YOp^ZO#REjT>T!ag`k!7m(&4SD|I1h3m!hkr!r!+wzF^uqkTQ?fmr47e&i3N@KZw%^#qTN?TyveT<`gbujZ`KkfRqs&O%9z z#KDIWp))5>61$jhnY6QHFSp77pfrb2&yZA=y6&u;68%C}bH|$m^l#2qnBjMS{{-@J z^Fwv~zs)^?vtj5CoB$0XN21hZ1DeD?{}KJs?Yv^%6J>xK*D^O z2CpRxp`F7b9zY@HDhJ1g@*v@jeJqDx_&$#6y*>C?nAMMB-MQdZky6SYLh}oBUMuYZqzYiG5%b}&tSQ~ns>7MDYbPNO| zP(SY~H&R{=G@yOTA6>hkxV4+Q?!i7d!PU$OeAZU{za-WB z+2Hnp{mpENew&;59o6Sz;{F%dWTI%r2U4hT*qmO!arX}Fcg#o(O*P0F@1DWzv6SKs z{?u}x{LO2c6Ur>Fqbe8q>$^brIQ! z9epm)kFqwxswF>5tmzjtzTM+RYg|4PtJ;54ZnDE&B z8o^LSPkuNJ$vPPIR&E-1-^UWZFwoEbsM7LO|4;Ck1R4ALzY8n5@N2^uS@``#X|Hc} zHXgQ2Nz6d?zv7d+5ftl|P2Qj-(Z@1%^S-=YDwDsJRNvKjN|omK0p=4#v*rxA=`2NK zL-J5NEpIFak#%2Au^CGiFvI@%^Vngy2Dx)r*}4!Sjfjz`8=O1n zQ-$ms!WO%~Spvyz6`6CtJK|2rK4vKaQI&z6R8i&+NWT*CJO1r)H`w*z_O@eM=!h}G z$W_ekk&z-;*m9)VZ$v9>@SF}g-<0X+V{*pV$-(h?_!8xHbJ=97MqnmTG2eWZry~7$MU0#a4)s4Vy9&ezJLhiSIwbB=-lOhBo23W5(k9@};h(6# z!U87>CT-=ryp6m2B~*3sN12zW5A|=8j`5>c>p7O)Od^;)s2ea+$>KcHxc>+Y@~!eA zLRhTf&aoV?H_1ad3u@sD)c?WH4BuFcP&s+z&749LN^_~tp5dKa=@J_KlBQ{y0HPn_ zFid?4O&ubcJaA@nvu5Np&~tN_RRGaX;_ztH!qmq<$5g+Y;1ti$^>nrB+S;TF=ZNmG-A3aO6E_(ywf5E^ZGw=1ZDv3*=>`cQ_5AXTmGq@RoHamci{K{;$wwO zMZoO_nX{Y*-fp?R>c0sW!P;$o&S<$$e*y6Ui)`hTfV4 zj*I8$Nmxr@iZ-Wubf%hDBVnMoz?@Q{hf zWygQN5v)-2&K5w$-3S4zPqr z03B1()IzTcd3W?M;XtuAtP4~H`c$`#wxwyC1e5M9585JNKuyhPKd{S zPuJOE$)5{-CV$nPaeV{>R{oVPDTbzMoKeR$u|?5F2Yd_okGU-Hdj53+%~211rRn&FpWYb=;*Hc=2pfKTo>l#o znkA|A)PES>>$VuWn(FD{TY>QOvAQXTm=AIAM2k%{I04W3bzp&1$4wMhe>${FTW9 z1=3S%goqUzg+-BzmBt5Z7(=?;wly_tm>`#_4o?BF#MXC4Tp;Q)y0p~#bdnnXLU%du zmG?SCV+kYRv%j+5cJ4lB`Iq#w8Pmx>E=i}{XylT7chtkSxk=!yyGA1AOZ3)ZFtS3~ z`dU&~#g+a@Ob@h-{JX`;ILI>Zhjv#r_@@0$vy~_?TnUr!vN@Ba?!3@b#Vafr`PsYMUI+Bz#e(UFkl?aDABz!u;#gOdqNnOn;>g zd)9xrqGF%Mez@Okz-_oZYq{zP54m^Am=)*vq#5%9pR?E2B{u8>U%JPTb$$=>^j9tB zMX1?8FgEx$&o#t$8`pxCtVcN>*1%`{-aKoA-B_|BQjqcf*2bKYF47mF;$EKF6(?4) z7|IoDzrDT7SM`$N(XWE!i_p}ze3|NZjJnIKFjc#Xug*&tJ*UAh3M2i5uD=AZz8_EF zR#NePE^j&!I0}?;FXnp1T-yBD&Qeyih6b=?=uh8WvYDFo*KFvR;uTO z6ze~eHYn8FU-8EGG*rtnV5q{DC=ocrZJ`E!6sG zZ-a?e-`vLf*K}4te#X?_U4&MQY{RA(yAPOZrHUe3W%p0g8qq za$fG^KBqpc8o?^*XhT5!r8ssQ8+_f)J7zn`Lco2GNvcy1w=?g{Y4qowBhPNWLSS9! zAHQ)n*cp~8oIL@*O`=jD3A05f4^92V)+Fb>>XTWLa&9v&RRJwC&@{yl%)Tfy^Du;& z#ak`;DZfhP1v!7HNss z-;^@B|8i-==+*PnYz9?B&a#>Mv+tIayfn}|s1%`04<%1Y2uP4AH!^iZPLS(s17)<1;mYLX;P=JB}1ogL02$o^7O zondv5Pq|A>PcCB^&&bZS=!?#?B~kzL?d$~Z0^KJc^SYk8qpkEsK+Iu4a(3FaDbX3> zX+Ztm(_tU9kT6l{L?7C_gu9_p(!RrCDkvjO%;#$%AwqxdI=<vOQyjtu}ElTSr`f&Y7I8YaFuQIR?*5S`aC!mwC)3iSwId@P6u= ze#qdu3_5$BM$>(0d7#}##bXXQL*B@TNyZUVjaSZglIu$D>+>@Mt-6JN@vNGLxBkHV zDnaUmrhYmeJ}^ccXccZd@hn)_XQe!uVZ?%@e)nz-A>41K3h|L8fQLD*-Rqk$Tjdt4 z@;b?yiSy_!kQP(U!%CGxfleq#c=?kjF*^Ym#wMj5<=cKnrCh_ZV-t;|52L;>&h zgl-M8N?obf@f~aXX?ysR~p#(3|=X=9ad+%i8f=}dTYuRm!<`&_kT8=!BJ`5L)A<%Ta zLQ!823EvTadKuhsTm72X<|@hFd!l39p=|E+0zpi=7#^?Jw7VVG{!K``IFmgBlKm^# zfZd<;oJz<07YfGD4)~NUC?FQ{QH@r*5TbJ3I!|h$UA1@h7L_t+^Dp@ z`}-o+j69ooco92K3g_kn-yk~j;2L)JNN`{mTnNqGx8KcT{24s{cK56c>8GN{S3@K2Rss%2JUxJHbNt~$k;hpU>27WX*r9x$9fx?MP z96pRKRi^!Ykvs3wlW@p&yv)0Qxpr=UC3MKOsIPsU*x!Jn*@y2}&{%DsKf+TL>HY5f z=As5cQ#}V2a~ozFZ8PVco+E1c*p%RMgCl7pBESbQXhr~6+J1c5%GXxed_W5C?wq?+ zJf>eb={AJXn;*Fg5=zDVS69%!3cxoD$TeU_S_Lh$dBk_5Kyk2-R}lod6``YX+*L<_Eby?M5SwzVrj zYx#_W5;ujHDn;;d7cGalw0#PDaeeh-LR?9I9<-{Mo1tvgo@Ys{u5t!wc0RTy_I2OPARP|$$vQ3Dl2x?jA!Eb_*sR)D9sw03a3$;b;s1PVfh%-$BRldH%6Y=gLzD%H0s1E3u zjWh0kixK4`3_PDWFH?5Za<4&k$#4oUtOvf@Kr53eDw3RfS8mn+RO9v^9SOXa%BN_B zzwTI;Sh4&g&m+`?DE2*A;{m!dTQ3XrsYXrI%1t9rM6Lg10Y!sU9ne70rO_kwWj)Qy zi)7b#LpmjUqKci>Fk7fKPg_R%FHzt_%uS%3qMWF~Q&x3Dcxj!$2GZQ9Mu$Kcn@yul zgckijB7xot2jYX5ArrY5$zTa8bAjt*s8DyOv0o;0(&YQ6v&~eSDnW`kn9CV?9h7OlSp_4Wm+3%5{N~9+5E;sfZGh;fbS~(uM{OZsMM?xn$ zN2)8bza_Z2)Mzw*Eg5O1xo7kYA!e&SHL|KrX&VVKH$rvFzO&ScVe!uM)Aj2!3iE!W zv^IR-$f#6U%FMj3AC#DZXl2|P9iu&7CWcxwWH&8_R{kSVBs}zrd*G#3Pw6R#5=u*? z4rpB|=HQIeA1id|p(b##C6V%?2KM61P4Wdq_p46z2Ta#ddNoYXYCy4e~yD|No ziQamDDbFEiO|8=CqSA7dD3Tz#{8pJg$g=*{0SPszM6rid@!rjWBwbR|h6B(b?^Y4nyOT37vIy|iP?d;P>J7gI;Nr6@{Q z(G{kU)X5K(Ex6H;{UHf&Pb0sK;lKF6oxWS`+fWCI?QP$4(c1$S{6#Wb-`VZAr&0_niG4`n zIcSyPE8%B@tHgJ-R=Ir^PTTc`J8STU`4Wjo*tKYzRQc2ET9W;S2r*H@DC8OGjgrUo zRu6a!5RnwwY*~cRl3`qUn`K;!`PR7d**-hR)}{^JHa0N&O%9Avh+O%3+NBj~QD|X8 zxnhB&_VOD*SycH~1RIph9}Ml8{4KJ(c#=U-KP6eH5Swy^(m-UI<%sGu@bEsPSHdb= z===6{t-Zd%8BV>DAQ`s4>1PKV(}3$Bc4OK*P2H~@q=Km7=RJ0pM&FwY><6+`N))yq zXbY^FiwHjj*5HQqgQ?*+Bqp9O{}6Gf^gwGC1E{_B?&+ZD9JqtWNhb8Ce9apUE#Hw< zx8H(l4Mi(7Z171zdkT#vx#aVgplT+q&j1aZT7PUXHMlG|oz$>01XJYu>jR7$(&vzu35ns~R1(LDP3P@#CbSXIBQ$Wt4p@yKK>N+a394L-Fm&Nd~`**UCtY{v(&q`3y7q z8*^OGpC0iK4%^wyxbz=`XvRxR5*Mer$|g!29LU>Q9$bFg#Nr-35C5zlX~!mCRmsOo z9Q9!GmhziF-0cR<*5mB-v@;E|bi=ystV`^i4Mya5`-|o5B4qL;d=DE*?W#V!#oO2S7n&?~mv`)5eu>#xTJYdnByROv?%&)@c~ftQ zl_v*bll8tphGx~enqqE1^m^%8``IoBDReAfn^;E19(<#5VbzB_#aB?*k1DDj3EYN{{A{vxLL1Sh$3@w84 zCEo{iM@mmM_@1P6fB$ux;yu6m@c9@S{|EU0TP5hs!`cZ~!Ke+z##1tkj9~gB5&Zui z7!j$GGXRq+WuX(#Dt|rs=s}qa+2EEaSNeAdB!^Z0jVzcD8I}S)tla5o;SUbRQp%A7 z2a_@x?HStHFp>Rg??VoFDI8G7all|rr~;TKDje;^AWfZDM58EF+I@zWz&H_Cixy=T z=lKC7n8Fbl?%7UojDAtKg9X3EAO+6FP8oF~N_L;5uuo({hL$P{J%C!x91a9^AMC-K zJOTqjb1Q&!HW!$gTI|hKr|=mkxA!+-%JORpfEcg6B)9;_^MR#tMq#?xa3V4T#BgIqi8pEtdD6-5KW8#{7x@ZW|2myD5M`sBWwYl z#&m$kl``f-&l_gBC#tm^;FtD|0Y|*5Yff1b8rQtZrq2_gfWH zhQ_=`w_zqXAj}zV-)lWX%@$cgphITb60(3lgQDASDD!?d$T&-&&tftez$PBb@dMbP zm*)5Z3~OZp82NwNJNI~|_wa#JCn{;D6emI*MRBCu?>k*sDuhskB;#Uf*q&$mMC?z#KuZ1moYEN$2 zRT0ynP`i}%&k$P~e9%Tv09hq5qbdY|<|U^v6d=Y9pn@Gvhkn!t*?<`DWf&AoL99tY z6(2dz>`kaY^T&z``pV&l$}X1zVyqyT4HHNZa*OMA&J|`)2B$U6o&?V4MxPoo3W;KU z5QB)!vXJ41$mBx|0LBHXYV(dR>^RAfQyOU=Rj%(=V`m+(-DqRml5J4X{s3dQ2+WC|StDR6EG$SYtt-TGT5si%H0Ldwa54VIU&yg5K2vH?r zTT5~tID;oXt*)B8tk?)cu6sae-#`3`xe~GmH39SyMamOi!3Qa*U_UKWqTWI(9Tu$x z8o7llJPoDEK9&@Mx%EOYx7K28P)}o>Uj+4-8|n^0uPk||gyEw5C33D1Z)!e1e4-an z$p$}3;H=MWmd^bbXsksEBb8$W^q49Xw2$DO0OK*85PAWYS^?xA>d=Y%>OH}UiRA$i zC!x9>ons9;#0umZ4ZyF(&u68fb^7ur9zyJHig>e+U$zhT%z~p7YseTXnvQ*I1la1Z zHsxdpG=B-ZjxP28=mlks1k^JLfHK$8U62DL^kc5i1wcYy2@ZzNbHH=*A@=>56%Jy| z|C7mPRzthKI3=kpB)xw!*+Z2pz6`faHt!) zBKj!krk~ku0=hYauTBCR&xyB!63fvs3yeXMv6qk@UnIT&1D0Hqrw0D=Za1z@VG9CfJ1*x9T)t)K4MT$hFiu9SuQVKz7m($Ph5(QV(4ZQ{~N_ zNT;sA=8huBP9VT*yG!b5(os0swKIu^308Ld$KmZR8o(7tRy1GxU`T(n+?58gu z&uvI`W~L3nH|1xdm&MZCAsIvTOXrhdr`~ZCC_Ku3ALTyyUIqQ`P32El!+|xokwY=E zpmcX*wH(*dXJv&^;jH!3$I!m*cZbe(^R!#GaVctu1jysysCdN$3g((l{IUzfj$PEs zdy1c74h5xUW}+GWorz#5d-_Un{9gmafEJ4<=HzQ}*Vt4`&JZDzux>kjz4ns|1NIIv-?#k57A4@7aqSsMi@?B?1^Fb3Eyi(1e0LZpL^zP3fa11&Ew|^<&uOsOpn4Ez?)K z9OCz2mQJ1=QmaLU^pvH}a<2I~?LjVYoyPUe#~1L0;Zv>r>6}N_5$c zFS`qa`HB81*3&wV?V9LK-6YW(_eX{J(WeyODFyeGqEl@$^sy(u9GKFPhpT&LYR^m) zqvp012rOH+PmNnooJ`Hs+ejN|&lX87%Qi*Y=&KcdybFX(#?$2$I=aPXnrxa*T^*0J z^FSdz>e1lM>1$Dz>lm5(`1H9-uo3>Xx#^+ylT{u10Y= zlholoZ)jcS?%`(>AE01cQNO2)$=78&_lw*pYNu_*(zNt)VYWWq4_TwfTvcqJxAQZL z799?uY0=z+>I7NQRQGPT(b>#k!?Ts~;#F=Ge2QJs%0BGF9o&P(+e=y+t^E|Sq94!7 ze}HZGzI!Q$GgA8~hNE@Z327X3<{aFMiQTmsR=JnF{q~M8oQFAX+e_p3oX`Drc8C7U z*yft+?@N6PY2#OZMV_7~3KnbD!rQY&QxA4G4zKg0CeEZvd&SJuOE3G?EW&>Htn9RS z!9&sVf4?BAc`j$8AV2k35Lx9A`Nj%^bd~xJp6W61?VYK{P8jZh$%P*qS(dU%jhnC8 zXZF`Qjp_u^cYhL{^WZ15kmXl9D=j8%s!l!P7pz((!G`|`Sc{@*_>ODpRU8(<)TxeE zvB)lz_H769b}&LZ)490f7~_#!SGg%!6x%qD2DH=hnbE?gvOVP8x9u-Ap6g^$mp|vY zEo4VdTNn0-^KFk$(W6Hjg2vuFKr10saAvd*8`vvsiX*|?S}hSV{S=pP5L2+0tlGGA zKlrx2J=5-!F+Y!rxJ7^Rg%PE09+&y!v|H>_Kds6~p8TxN(Qho=kII?<_+yTZ!X3c( zEKNjEL)W~fvhV4LUE6EZN}iYe5P+qY7V8Sk7TbYikJGO@jYkqs4b{o$-$sjq7KVCfbu(UhX_x`bN1Uz zhMHTeZ=>u6wq^0Jf^q)T;;xAfKHPmNk!r&HR-1$V`YI}KWx6N5huGDpT%0NYI6id1 zmrV7VsxOG9ar5U`6WNoNS=tlCHh%ebmisAjIsjj>Y zKRi2E`&MXVmLTXO!w}Q?USe^9_2Djde?3_xCt|2Dq+=<~2E2v98ZDa&?^M`e)>HG@ zqlpoC?TEIgkhg3Fv2))>cZv*!J?1>62)*l8Iv8Yon0G^@2s>t2sp=3&X|gEflq%j@ z@SeiAd>>zJR+>GRqcg(|$~WcIs3R{=eO1OZR*k*2mzQak##~L5-s`tOUVH6QO+ofc z!Cx1%6SC?FB|Jtq!*r_kJlb?VtK1Hb10ZqK_7EE zvC#aF?}jRLjo&WUmN5}lIXdN?y(o?EEW9bu>2)9^a}pIZr@MS8XdIEe;m-s5(OAaw zHVWcazKM!F{IdNyJLQ!9hCzWTnQ>Vm;L~bFL05*6?n=qNKS#>!q8jZ6f5WnM#a#vK z;%+e;JeWqr&gw}_?h6x*w^NlG`EMsU>P^FOq<-1P%Bu(cH-$Re2abMk$g>gzCrhTp ze47wQQFIK|TfgXS`cWU36)dQXtukJo@3i9FoaN)l6$6_7n?-EZaPFOtNOALDM5Vkf z7d1J>=iltH$Wys=_F$gg&}q|lJw6f%>2Ha%_~N**4cJZ zstM{-8$IlS?iq7T@Q5-TzD{AoFXZCNTTj%**p;Xo3mUntsM)>^F30N7?XTTF=rh#< za?;K2%WZ7Ls>JB;9-exm%sz&|S@GpjkHUQ1ytc)rRLw+2>i+fKABorm(zSX9|2n2O zF8L6S{G!FHsxEV9`p2(68nLzB^coYOcLY`+&K zN#6q&P7-Ht5`@6`baq;;9W%k0aBH6V`%p(+lIm; zB;^iIXv0~Pe&IbvS%|&QoI?E$)aG$Z=3IDWSyNzxfE}=4Y!fX7?abfax6*r&V zZwqRJz~e*)Yuq31YBydxl88fc>`g@@zF2VX1-(#ujhW^}43R3UpnLjWP8``6y4`wd zM#A9a4!zl8xpr{-drdjbenUI=E#4veB><0UZzz@PSitRdJ9Y9nOT#YXi>E~xUmLzv zu#eBtm}u^i`EVgmR#_%NXPcU%tdhnXQ%GjoN-fMIATJ+vub0_wbp8I_=Z6p{^~Lzc zTWyhhzQtxWD~gJrZOm1hfQa9&=;%h0?u;vSU-z`RuXSwqy^D>^Q1CmfcEk z6SRcW97(3D)9Ntv@@h4My4nvk$V(R20( z|F}%QeSV~SSy00=tVB&pBKAiiDTp9rPQMylpPhR+Z|R4%-yBg6H=(1 zvSYDlW`|uIlr26DtLuT=zn+02!+??d@0@i6{pox7m09b2;~3;%l~R%<1kyG@0_A5q ze&eZ&6a+EP$Y-fN(Zn1U9W`^_gt6f{`QGtZB>m-FOFn-6(Kt1ZNggG&qI!t2frc|( z)`}*fc^=gx-{&n!#!I(1*z`!-B>LL;#5a?O@#&{Jva3doA!$tk*}9m^IH$aCGJksk z`^gJ?`b?v$<4EPqyrnGT4T>N}&-^TCu$yPpb#_jzjrn!9ko0}1ox0T3`A1|p@4eFe z`0KT172^SKUMAyhcvsjgE82Y_1&=kaeAdXn(#tOsGHsLAzc6@^wlE2koA=1vM7&qz`U*Ni#cr{&qY)81A}1PgANDBxVuonz1(*Bs?zJrR5=?zR_MO%7j$lKkrn0rKG~8r0VFvu`ooOZMzLx?W zFwq?kh&hgBwm4+6LuI+W-*DY2K!Ia2G~ABq>8YU1syV~|{j`Q#qi>$!-VCzl3#Uea zj5oe=DURxxZ_L)gTrITiC*vB+nw>@mWONLwLZ~j*0bi@#CyrLM$>JUwMKQFRh9i22 zgKs$;YqAk-xp8-CMM0eULdIx5?)BiiZE$`Z>AXbJ4tWC=MzNf1!rVTef-O;7T$EFC zGxWEMv2yii27qSWx%$0L>MLTkLiEgxDKNZ4YWvIVk8)%a{|-~x;w`j^YvYXbMGF2BXCfHU_j49;z+ zF}5;Bwy^ZZBGW8khD)^@hRXaXZr@|0*ciGG9cZa}Q%&L1GwQ0m&hf!d$EbB?9o?3G zRpYO12z*w=xL*?8Y9zX6vmS2obNd+sZl5(=f2PDOh(CWfMU(U7!#!(sY?S`?Dr3&8 zH=yr+_X7Wh<#50J=8g>K@Uhv4^a%YZQi{~R5yn?A;1#Ar$J@5QGeXOoDqLzqY1zpf zU0>{nMxz2=A5w*mo4(^082Vl1{+TPZSKy$D5>q`i>r>OjgvfghtZyIOkoJc|cgw|DW#$`FGNPH}LNU{@uX88~8uG vfhED(KhL1~+&^P*$CYw`a9@kA{Q literal 125658 zcmafb2UJs8+wK8nP+`D=G$}J0!GaV~=|vGS(o_r}HHwN#2WirRjX|0Q3rJN*(9i-1 zgeFlWh#=@NG-;tIN(2HZMcRGOIr!c0|JSVnB9EFG{k}$W4T2!Q z6AvFejv%YO;6Kw_?yU)#T zsAzFyPGzxIHS>zWI?fROVujQ`f?TN3_afQ|}7& zQK@7%`Wvw>rhO!6BrOiiexH-2x@J`A&V9+#>XPpW`QEm4WI}o2V~omZ&^dHFX6j!8 z=+fTrANX>F_qUcbk2$9;E!o_$p9*g?poW=+Rr-9u-f&v$g)ZQF$lAAP)-OJ2-M3Vl zTVyHRoR_A0-67W>dzgIC4&Fg_T9Sr3jBLW*=yrYF*LdQK27!Te!F|paS zVq)lDS+?4FbKjhDIir7~3$>Y9_}=!QfKZIZ9lyhmQyU`Fu~76(>|V)^|0S# z9&T1n=#5j!EssEtOx}U7S31!mSI7C5X0~!_v@ou8v4R4;~*mi#2u58uT zQEQiKjoMd$9Io~N&2=($8=}zdnhs;^Wjl~U0yMpvEBQn}E7oPHunaI+QVelfXOT$G z#9V5!uSfXxIj`vPj39J7=5b8N6cUZ5*5TO8n_3$(WmP(g)2R@HiNShfTM3(O_X)M7 z00KrFT{73>F2YcRp<#__zCfrr2E7kxegFU zQJL|CcXU2S2HjEF3SUkjwaCo{a0&v~(5v45@Q(Is(?JO&$71?q);*&Y62_>mNtwvf zNTv#Fx_b*eMLr+Gcu&6bb@p}Es5H~L+d1qm=OKQwU2wAw`Vw2?L`w!OcQgA+sh07? z3tA)2Uc+^qy$V>{Nx1*cf}&JN^tL5=;Cg5X9})p$pcrP+qQ2#MxRsS4=HBsxE#gi% zW$97IXwYGvHnj@wF=X-?``un3b%kLVDqvaDjMB>dz% z+u3EN{TGFkGpwAVIiu@PVry}y6?MAoKC&;>{F;To4lAHV2a7${FTTp4?{K%$hIjKS zT1VB>%2E`^P?Js8zK=!@N=FiJE-Hu*-SUAdtae{v^r1SgHDwo)@7=+IApZB~?uWeb z?ZpJlK8g$2bv1($c?%7>>KA%13Bzw><_YcNiI(zJ3`(UbwUbu%1yh*kDn%?56&@!g z5lV=SAeX}L7o)wpaT+ynb$6`www`e zvOmP+`~Hy-XhllG4J2(~JxYn^T9R+-U~v#Xb1*b|ycRcsw0`Uv_Zw|kp{{&X8j;n= zqGc^V+luD3OcfwxETB#PO%cPP>mFC{9l`Gg*6;e)Jm*U_v zWQK|J(P3hK7i3&o{vb63RZapP%eV>|@^2N({gL2sQ>uUSWFER^1SdbZh^A@o-3j~M z9%YFul^LPW7?@0h@6tZX1-8MX)s0!hZqq2Y2yTdZ$4O)H$-ZOA%o?RyaW%|cDL=d; zQ40$w_<9AjVO^H>mG%exTVDWEBbPw(O&s){7NR)Qi4(cBeccA|km5U$ycvFT&o|dR znC^%WMl$;^M~~C6_(j*nHTi)y9HRYrRdU9Cr|2Y1Qp~adGt{91?$9o8;t}&K%gu1P z3jaooaLIFPXv5ldZgAL&@=Z<^Ut~~iXGh>ZEe1)I>ffz}#Ih@BJ-7s0t8ocNflCm? z&}U!boTBIO!@l}pjLn#merWP4l0$k-tyZBM3LU}ZG*1IL%{~m`*T3o(yof$9Vrv+} zFSZq_#f>@%I*viD3YTqWJ$_PQhO zYGT{zQ~#zp$ZK$Vc<5_AvfefqqWcu$&YyVTnrxXrqVNXw98^=x3;2UNUAFhJ-`HON zp@2MlXd0d)>1`r^%s&QSIba{B;^2$f^}TnvtY|?{bJ<(A1Y$Nw?!b#)Q?gRVxr{`_8uE+eCvN7@1l`)V)GTn528y3KgutJYnR?(=djIcdl_{3lyBZzNQp9Y%DX3EtW z;(Ti0e69z_InxP@?)t@O1WviZQN&Zbb9*XE;*2R~KGr-|48-OyXJDA3gj3FI=2xHV0_jb&BF$)o4!(ySVrETpi%(W-LaeoL z796*tF^basd5xHURsD7vb~v7blAofc_oatNp9+Zx_CS;!F{;$XLzTHenc7S{N&@Ru<695xsmUjs~(xXP5l#6 zlmFLF6VjIOZPowM^B1N#GSWg9ROj?Lr=rKXT}xXmn2eOrkWF431d zjD_Lk1R!~Ksmz~#d78L*54r|D$g96YJp#qBN4(v^e+~1}SmM3@m_2?r#Oy#m1MEJq zv+`<7$JSEfgby{T@jR!*_Rqw2<|4Wq-miQ9*861-!hBKN#yDWQZO|4J-U>+L7 z{xm;Ef~urLZ-3cH*DG3u-SD&^yzMEDi|fzk>kp^9wbTQJiHp?1%Z*|sGFh}ns3H}E z?$deIoTBgJmOYF46m#`6S_#p?e~f*md+V$h6jv1k>9mXS3)3I`iTmF9sM|0399c(z z{kgu&HHLOp{U}fJ-yA}ftW$;h56Vs=^b9JjBo)>YA@J_PCzSyA`^%<*9})SK7R8W! zJz3VM+jDs@E8u+3Kc}O;bXYSXukEy}K3hf1*RSM$gYDDlA{B zp4_ZTq&zo3$eC0$f(7G-tGId98crjkV}I6V6=^5USj(oKY|#B&HfmoT$u0dIwj|&N zOXS|!+{Df#ge5DQjqhZM3p+(y5glG{hzgcA-+{`Rh`EaA4(%szEOgE+UFx595^P$j z`|488x3~^|Pp(Mn2{fKk|3cl6eIkGwl{w=X!pRMKbKKNiAyn3?G(a=07oJftvhFon z+|+)lSZCZ;lGygl?CU1DnS_3mSg(S|d z`3Lq?F(<)w$Kq93?$P7B>wKq0Kj+Y{p;3T-8s81|R*2p&T|-tew1?DIG+W$j>()vr zTFxgSc=WN$E#_+Q=1Q#h9^Vw40j|Tmi4|ewQaiUkic6SUQy;^^^LN~mcum`Eir=Xw$nvxuSXDX`t>=r`&Sgw9!ydF_G*qOcsTr(DZ(?HRG#B1Lw0uLp4qldj=PfcGwpgrb4iuy=VWW;Iswby{&Fq z_I9YXS>kD<-Ukf9Pp$croY|X8q!H4z(7C>BEYNw{;graPF{<1Tq;1$|Z#9=6#6J?; zh|2jbE|UGU;fkOYBMzowN$SU(qSeN;`#*+2LWUo8MO@)g90iV_DvR+|=H)R)ak0BD z2jV~ZEKZ*S(5IhdPaP{a@|0>Wys76qmi{h-R*Z*`0o=g~7>xxEVG>T-m*Ut@LmPB^ zoKk{&FlFOJoSc8SsHqdJ0_75$!4l8S%SmcNS+HJ*Q*e-!;_s3EF0OmU7Zn!6Y~sE4 zRheEtOtZ0ggQE7_W-FoubPL{_j-PU%&_O z!w$fikVl!fNYop^*e z>lt%aM}{R1?QTL*m9H@SY49Q{^EJ54CG1Y06t=oIv+Kp7)|w$~=jG`1a_hYxGcMD} zXSeA5s9P?k|GfZ{^;*gF`Og8+Z}gu`mp?$jqga- zwX^DvGBMxL12sMTumf=t7VS=*j0E6j`Zv)}Lm-LkX}~^0=f#wkP-O}{_vZ#7Q9f-t zl*e3Ebg892mIRcAb9anyQ!GK>PZq+Aq@h=~jNelPq+SZTxNcvlv%4|l<8O5Ll%11hT1Fh z6&Bu*pQV4lZsYzyH>G>x{N~d>Uh-gbS>lS@$M-I_=uocC!8-V1)A3V1&{G)^qdW>d z2GfX8V-uR1)V;9P6bE5oyaFDgE0&Qt^iM>83r56$|E-_*YZLU-7dRT1-lkX1Pj_{S zju=H#*p&2*~jYjgTs0`yb+=E&#V8 zy{7Xy2TAsqJjllu{{^=Rz`GYI95g5EYCn5}b*N~o0zcZqxbvhL+o3+|__pos<@qi= z{A=Tnx&XDR41e5Vc^7XO%D&lIk@*m1_ebsIXr-+6>?F)0gAmz}hpE!lSY zFQ5NMglWebu5<5-ihajtQP=ntwq~q=t0R9`%L6D_7dR;xdp`PqM3Z|EpL|QRLG`Q7 zeMNQAvg{_yAz4r{KfCGdG;;1MbO}bE3NeZfU{)cZ%wlkQm>)_Rufv|v>IsU^bLxBl zN5K9B@?suy%RJAoI|G6>ntqSV0*^5YwcvQMX3t^D;Mn(ZUlV&q1`mSE;r`Q1DXbZi z6q8-`)AEf)8E{3H!SrGs3oiG3?O1m5PP?oh%bVgIoI#&iBywb5^wAK%y1ZU$g_q`g~ z;k-6~v?_jiY~j{xzTzJfftalE=I!iwMeAiZs-15fTOFDr$h#d-&b`Om^JVIy>LL4M z-LCr0lI|7fKNX_BVu^#N0=rRx>X&B$j?}X{i>3ycp8xw{un2f(c_Kj$94+I2|F-a^ zd^W9-I{&`%svkHkJf{pSmq7vNqN32Y_sY;-d+VUK%Bv^28W@#Zuxg7hakFq!_HBZm ziB*!iv`4&axzYR4P!t44Pm#Kh#dp!uYy5iTH9S&ZX}ePGOi#%QSOI9PnB=T1{OdG4 zs`HwJ*Sgt#?W;=JS~@KAvMrItk6kiDHE4WW>6k%tk5Bf83f;XRuG9}luBy4oXtCeW@O@9}(1yU9 z{>^-9=iD#L{iq1ykMg=bC`3xVbH4dabV88V2BU zbZh99$}qe=vj#&v(5a63gf6e*iypbUoG80V0=r)#8AZPzVOw&8u|V@ao7O`pje*m3 z4?uQLoe-TE^YoBs=W<340V3@!pk|*`nD75Fo0{y?e-NuS@<<*!EL3T6bqXr zm|}ws_E&sQa@nm*8=K_4rEod5o?pXo9|%gRE;pN4_yvy#Xg8rzhItz>m4nh!Z7ttj z<&E~#Jb2Njaj%{*mNi@vh{kp9N}Tg`q?S%X9x!Ut=Jjl7TgI)=_EghJk=Cy;6j}!K z?&G>&XJSsPH1_V%=7XZ#Vf;nVn`aMlQy0J_TP7>fl0X3Wixo+!CxY$+D#EAR4lQ@r zC1H)N7TJM!2Ok9qnEcm(g3G~}^3+GcM>p+fEN%PR$(v2DCL+&+oflXm>q9ZjGcg*Lf55-ITX_=b$k4ZVa}BlxKE3tgc%wV~Q==}#`QN>Uw$8*CF`4W8@^c69ZShiX{sxLsz0>98N&Woi zoczZ{-GxPNmwAzCZtW*IfWW{SK4t zx1!K9($FPW=SHf;b(6`&VB=eV!+^@Yuu72^2`=RjdV?^jrD6k9<}jMPVf=%zpN+;> zNIG@-qh>|fibZ_-MUwBm1-@Le(g97yt37>aRZZfqJ>1Q zhoXnRzWke#clRZX9t|um(AS{TT}3E1L=fx8W3}RX7(h%Z#i;e1$e?icMarij=}o>< zDs8z~jBLOLoD>*M!f13eo0p=&FrPSp&6<`>(PD#H_kcIIlaMsJ3t?7`6bLU*Mw!1R zi$V`+jW8~vXuxR4k#rx6`ea2+eaXpRg|GA3A<7dYJR@xz+>p`KJnYZBsG6@R+^ z#xim()_;<{U`M(ngn;N}GTFD5@xeHl!cj;X#xO7q9feB3^B?>$l?***rD?&}9$o~x z;<+fhX^aE*TKw@kbi<2DXaXp}bRcyFRd{Z< z0iUC6DK!TbFHgzSuqulE1!WqaSSIYn@~h_wUPUDRY!H1UD@^7POM>=Jn}Qc(44 z(5s8hE!Z&gM3^S4(4lLBG`@u=Y(YK*bwN%*2j-@_IPX_cvQ?-4Guu6gLW5G#z@jzs zrx^T==M1T9=qGEjPjaw#w6#E*bp8LR%~~Fd*G)&5e278Dca{VAVN zvqt+Pe(!sO#mloqbvLZq;1Xo{>=uu1K-7H|y}?mDk7Crwm;!y-w=nvyVqGM68yrop zxrQ;0VKx*cOBj2P#iJJykW1^()!c8mOE7nv@U%f%Mwn$#mZmIrqtnpT>zJzNGvavR zZon=CQSIA|imnN(y_tEah=cE8M>_XmBf-%6PEbFhTholwFNK6sfT5BV!b zQ1D(%s%cR8t%7?$x^tON7sIATmuRs&jW=q1s2gQI7t?V5Oyp%o>3i<8aPB*hSzGw#(yf=os!6;Tf%xkQOvV z{t#--E_?EZk9lPqCTMciceKFM4|59V6!;5?j%4!X5+sDngjJ=2S1^-Dww6i>yoDD$ zmC!Up*=0p4msn#bB;Ij{e@t^m-yu%S3Pj25HfpG8$I7=wni;ceBDKzxiS5Fa0) z=p?;Op~cH(Wd6^k^g6qSuBhN{c%3YRDZ2PI=d(stowc=Y)ZMIxD2(+Z zsH}|Dav%I$&!@QW@!ZQv>yI-cOPeA}p=O&Z1%~`B6<*lZj`1t~J=bOdFaN}3Z%rTn zV{Uhy!>E}%vdb0bOKOz{T^Dn5s8Z(=zN|3m-BGugvBr-0k4?E*LE7LYizOlJLVuF) zznIiQ5-_P9MZ?Qeki%Eay1p{Yw4BZWWKpGc=c^O;TLUMlX@A17-ypwZh}VanzZ&fl zOzsm=9tBR2QjU zE+M?oczK9?Th5VPmPPZURv3H#qa|>QbmOaScl}+b53^2VQe0%tVn!7O7wV6qa<{%k z`)KSf!Fgm|brOuI;Lz`7p(<`*9v z`)CcvKmL^D8=C*EOvy~|kR#sjHP*PsClNeqH)h7GhAJj+4eZtu=rTZ^fNVVfj}{P% zH2G(yKVsIDb<4=)UFHvrZT)EKGNN49DY&G^ljM8%;e23^My+s6nt;ddU`6JM5kjd{ z+7DP~t&BP3S#{%rHm#LWg^aJVIYrHcIf*rL%%9z6y$?)hedg`dqp!#}gS-ES)^oWu zUDl3mtsY)r963dIpV`sZSxIDgq)Z7-SmzXF3Gy}7gnZ5y4?2d1DeFDhA<*$bSAt~u-OU%jrAYcf<*8>^*2tcv9-_kL^=E(A_}3>0osih1My27ojYJa327EH@G|Uu4Z;8cuPyK8)9Qz|__q`{2HElK-U!NCcxPm#-|Byo?TSG(2qez3Zt!^#?nCV@}sU&(Q zJWS^e?!5qtj@sq9wNCvuSGn$yRsC*T`2ia@I8XEd7F|Lcso#DGz3fkR_X+3ZwtfUp zAW?<$Pp=y-dwaC!a;Ht_O}$MyMI1rH+^oi9?4U*wG{xVm)-(jt;gV<^(G2X%tI^h_ zw$i}l7->W<@c!UakM&evaZ&V9R&rJkAX5wEk840@a|=A_6$ zmv3<6tGu$mm4vRC&_+h6yPfUyj_RT9CN&OJ^GX9$je9Van4ptYjp3B5hWYLn-mxwO z$`eDQUTvN9xqHg3pEM*@xMy*;s^MsA_%n5n9O-ExIFUJkg$Lzh17*c%1izD%z%261 zDN1VnIG4~+Q(^asGnkXrc=DXf{A3koag2edw4VR5c0bAY)~N#i?0UEG`r*9aRTHBk z%Wu}%ZaQ^YZo{Q68?7;E5F{l63$F<%0rs<6{+*N z6-6gWzIO&ePYfr=a6qk>!?@fTg%CTr4o=E-LzT$Kh57B{if`>IDkcTvODt1-Tz@xI zlw%Rh;Fv@#nk1~vN@%B)fM53fDIT45Jj{5a%tz#&+ugx9LMCw6c(VAP8RrEHla@1* zxvC1CjCR+(qub!=|q{osN7lLNwE2nWyoW$_)R;LhJ4;_z{Gbf$6h)?a+b&#WomX20-rF8 zq@2bFe6wx4&XsW1hk4}KPYYEyZ}(RDQ%zz`uP&OStp#wm24=x zqknItnDL_t)tPd3ll9=wJA>&yA`D`I2MzG-<(z)$C@DxH!|U7k##g7m?euhu)4HA; zc2MHXc1vRJBSz6ilm0WCv&kTVgtb_-65D6iH^+AhI-#8nGl3HgkuJJtB|baF{+EG#W!ZMWx_$hahZ@EPYx_ZjQk zGkFB747YI|5azXKsc>Qn7C$O((KHWxcR)FKYGGZRU*^9>_w#BLTb=JdeEwr>o7?y* zc%KQuBh40;EMVfVpyaEMZ>=+fWdF+d##PI#_JCrqh5r52sEV|6k zzD*;h8r+Ur%^*&^b(R2C%VPC~QaVl1ssDFQ{*i()%3V{*DElBH6fNIA*8AN*nx{J7 zG3S4SXq(mgk>(^LN~8722exVP+m8G)N#;Jh+*9T+$i7W7y0kanw1r9IgrpGu+UAh488Af$p680yXF3U--{)fRn`%- zkMG(Zwb}E>&F5GS#OYngvDcZH4zD{lc$!xzBo%aAA%&?5t|irLzqp0;PA*qM4p3gF zbe~D!EgP0bE4)p3CTFfEwajhv%$FHjV~2EJNM;6fff!um>oUE{6hIl9&S8H2fYh>| zin``CPV2`|aIEiVVY`%));p_#-hB;N?Xp)=eq%5iK^bP=?I4SV#5ab{MkL>VFuDAL zSwePOreKycTf?0yRnqEynV*L&$=cl3*`v{JBU^g`y%y+-wFS%vCtBtR{3%X!!3aoZ zJ%2(=(faWMbrO9ujdrmFE$%2!@Jy`mQazE4)~S5~$;G@#FM7j07Lwdf`;ykFAhheZ z-W-p1E~(EzqRBrRUv3UQ%I0M|LuOaG9i=6Q#AiT2Y&xA@Rm%k9}_!5cM$ydgg?MWz&z#uP1m&`M`ZZ`X`7JuP%agpCg z5PZFg*_z7eM;c0F^di3&OcTkNCbVA#sQ=vBx@|&xXkd6JV!hK)Q4?;cy}fxJ1e;li z-kD{4=|U$nRBFlQC0nr8zdMy}Ie2#D_1`w|hBId70qM|)c)y49ir;$Dg^*3EqNP1& z5@J^>eM+b4V#cg&)r#W(+WMrCt+QZUg?{ma^rCaS*C0x#gF{QBw?C@LR?8`h0u`gz z_|YKBh8n{MnAJ$w%l`nWPzTB&SoYf3{y=*mWqEAF`PU55LqOe3I+IUdcwpt>tl&VR z7E$*H>OsnCSP+y@)$0EW^I1R$L@0e6Wt0{E>!iWD_gh7J1XmYs!37RV2 z3qeicgOM0)M5>JC6>IW&%H(7I`@GdGK6$$FWotWe;u&VX8p;^An@B}Tr(*iehPE}d z;eL+H+=j2}c!M5o2bMD#{T*$XJRes+5J#BJBLwx%)(XFvoPJRx8P??+KiKQP_;Yw_ ztfVzpmK((Dx)+N99w%DP%1jlkc`>vcoaUpQWgOa1xs1@@cx$+dTzB-%$9hkd@v(uW zujy79vJApnZ70cPlUDxm4)k5A|kx~e=?Vv{AZktZD zI*~c8{iVENI#Y>RmP7r9J2jui$z;`9&+;WGzZKJ29gnH5U42KKIo!^DA+D zaI&WJVc*Q=q!fOtG%8Vq}kpb`uK zYOg$vz{OVymaOU*d@e$i<{_=IETujfjukFD?|fx;^ChgW?qu_uka5 zUUr0bLer6oTT!halRze9d)AMCt7?4y?Xvsi^3eFD)E8)p5?0pa5N)^4>eQ7+SR(gO z`{`S@ch`@MpF_Ka{^+Q{t67*|u!b_?1)c4oWTyW%L|mj#Nd#OtVyCY*KzrS(Qc!MR z%{@9a{(cRU7v;qcPal-~yI)kzO6{byXD1QnTE%&k)%+XFV*3LxL|RH@_@o4x@i<&r zFUEbuN?HY1cE5GmJ6jh8^k}U@w6C}5Ykx4MT4luZ(%o3R^Jk?@3QoSAKpI%qJ(ur4 ztf=u*kK51Bys-dnHC>uEoQ@9FJ*b81ds50P2~e~?p_#F~Wsrtfj6)v^SDB9=3KyWb z{R?2l>AT8F#cH})E0||UEsX&^Ken#1>-@Z}?o+@%zd={Q_LcDrN{oc8L+oyo?vEpq zH%!Zk6G2o9{v^Z%lW!+vQ_$;s3zGC%MlyfWb3IW=#=BXnc_1H$w^{_pCRVo1%2o)- z*5%`#-~E=#AD8#};x8*fGauRiU5hAN@1FGWlS%QX&WA~7RYx!>$Ro>dpw+B*% z-`X*Kz(QOsNO`JvN`y3x9#$m@3TI`I5M>Ey#DM`0Nij`eucm!H`T=4)H_T>{ZtQLg9Fjs@OQ9g5ANmkOlo^mS z2(Q1j1+7=*KsOJ{6W znt#tI^7{a((d0H&TZz2UWg}0(sR6>Y|9EuuWxJYLaqg-kcFf1yJjP9ih&`8Qe`6XK zfDj5^@gt#+Xj8jIO34;@JB`qTo%Sy%DDo6Yh)FcoT2@{~nxUxB{%bP zE$%g4Tb24{xzKFb5As*%UNcpZ-bjhr9TFvWDfQIuHkywR`4NPVpzR*{`>lwvI!}4& zMADD#bsR{FccD=>5#pmnWYMN2gmh1B&`#r_ugmcG@F7Cbg00hwgiRQaL0b`{#D4L5 zWW~OLKkA0YZwMgS_EBX96K{c#iGvd?V8f)tTb3z zG{s>mx{Mdb1)XZEZ3lN`c=ON?4ea@#bnM`emu_^#dxW_qrpfU>aq6=3sr+oxN_Gd! z`Cc3`R?{flHcQa?j8%#cvLXF7-@Fm3P0t?%F#t$OC8tga@iOO0EwzF>AND;|v~lr( zx{9K)$!dK_>}H*$Q#qTFrsHTQq@~I4bW@R9v6qV!C#@GF52;!B-0owAi+Lm3b=D?T zP<)*{xwT_@o(E}ClZg!-O}Scgyn>%iWbN7```ESdc{gFU`|p5uha+}?>)y_nm#~z7 zbtijw^qZCN)V~V43ZD8 z*kobSU;#~gnt4wpQlL1xC9>gt;Eie$CkA1(%_L7gfdo*aDTB19)5@a#kGiq~T}Bv? z3^H8o#^<*y&Z&f{No05@9$aG!al819dg80WU7x>bRzIC5jr{>2qrm~03wKY&JbI*# zxV}-}%U;GtA8s^2g3Uqd+dLD=uc>xtw)q6!=Mw-!v?T{yFNiBOB$OlxDh*|8@v@ar zK=}EwfTtl%8xeZofJk(``oXgcmdD=mvp4mu%lFLie)$TEP8tKbV{u*sx6eZP5;*^x zAhPI`%;f?GeeP2ZuNYDhJ?@fQBqw&a|h0<+bpnpzw17<6baEua5Sf^X;EB588acF+B0 zP=b<1py1R_TQ8>YnlUuzv)(biL(Yh(xUm!|Zl0MR=!l2_xXtIhAR--ec6fkrq$Rsk zi~l~-X%sH7=%iE~*l}#^59XwG<|*zx1 z8v*4yS{$*Vi#4PQLm*b?A9(J7h?<29jQZZ`Yj7>`5n``4>A#XlJN4W$<=0&R+BC7} zMxT-P=x@2&U((l;d9-&jZS0)4l>sKr6WX9@ zm=Nxzoy{wz-PkkZ%uo3=BhIHN^SNDMJCXodC6GGVsA7Gu8yW-ygd05Yui4nozS${i zu*{MP&xW(>#Q+ibu+Ca8JOavSKdF8Dbh?H#>mC+qAj;;g&V@WyIYreV^8oFu zLgazul$R?{X0FZpn@^=|HhI(Tr#qaoLiC$l-Ode~a6No-o$wh`Aw&VbxXS9= z#qoh*9?EIjrU>Z-p_NJ;;AT?wi+QAg+$)}~72?8=5Y=NOehEvH>X19ndC1|c3y9-s z8y$|1y4mFwH{w(waHR)TaArS`G`MBTHqVy?XjyV0Jg}Rx z8~ehe1NbSsj*-%+6_8F0={Gl#udwQaohyBiC9n9t$|Ti20jK1=_VYUh%^Hg^(o4*p zjvY70@`< z!3yU#BI*8o!(E8Iu4&`!FK%N}3OB~I5V>?TGYMog98^SUeJKEPBl^T6WL^O7t0&jb zzcIb>Y;{)8euScn-jLW2>t5m2HpT7iTe*gtK6?WGJYvV?g|kF+ZC&QTJzP}>CIbQp=fp4@5=85X6yEugbSQ=@{sBl)aNJp ziYSdTdanbW$}*CbUqPymwd#w8&OP+~K;v%=w~agMg*2ipXPO?tQT`-!aOMY7+u+@bq8-nI*O{> zj!Bt(yx=nO2;wQ38Vf+-wV?oe50%y^%};G9%*`zaz`A~LB!HpgF-Ptlt9@pqnm zt`#Gp|7!f!d=AXVGtcYv&;@`NdK^g7fMd`-Wg!$8`wU8~X@&dE)?4BUWG_H%D^~s1 zev4Ly`ER`MN1LEdC|;FAj#Ks=#j3p5mK2 z!LPifV;-mSSjUfl>UJLzH)-RCkjCC_bU&)>H(^&LSm z0Hy^n@~D35MlM}$Zxvq7OpF?9>y3x}N*%Kk6?G2)v&n@@G6Alb$$qkK-?y)ei5_jf z=f&EeB1+fDo1~&GoREMQ@d2UzwH0h0B=xLaZ-3&Iq2uaEK!(@aS03QxN~3QQCACx5 zi)nYCM8P(S*uW=grfSUA0Hv{+buJ=2l%n%F_5_U)2&-C{KIcWNrP3p1>@TzAFfxZ z-%%Z;-(lhfw&(+WH^b&q@9%0u+yVzyVe15jvfthq)%k=ENSGaiB ziw4&(XwK;oPidV8+Vk#nTpyTtIMgRV%Jq`8+cMzNeHVy%KbPZ&Mz|ngKr2L3A?u{&aCEy zwI8<{Xv!iiO{P?ZwY`gL{i9ogFSyP9MW}(7mgG!ll^%bF7tj1blJr&$$jz8l1bC5( z;`=;1&YGsa0@(+hXsIR0r!4-kk~m^(<&!`!avxA_gt$X z7(Iq#QY-e6_bxITkN#8EsB<>^{+^!Jj(2U9V_{8~1RUVFuE(?&XC9>We*YCJ=qa>e zUl@M^mx^1EV55jf-*?m*Qo|C5C#?oF>i1K_qV;ytRkz~x37G~)$*4}(=V2dpXYH67rc;jv)Mgp+PuRdUpVGCZ3!C?TcE8(b^!yP@^jZSD&XkItz( zMJ~unq=t!ExXNW?A3yA-m3{2YA@|)TAAdUE z_@|ZT@?f=i70+zY4G(=kN48_>#hl8^;bFo|*X0qVvIdwE5)Tb$6IoJ>DZS|dEA;NE z{?^$CVUDBXOXcOeF1<9KG~w%on=`%iL$@VBz#q#zCkI0Z(uN!hXAiXHd&u$pmLbVq zVYzk%5^q70jZX#-Q%Gd-DP!Q5%g>QUr{UJ9EGYGtq!&fUz6YH2umP~mfO%(|*Gn~^ z_YvIJy8Vz*G@N|)-l#}fY{8<(0W{^hEb8!_t2<~B$`p`5$lff0RcTJYtH(KeuVg-j zE3;DClO-DF6EA0t!Uito_V#Drx!>0>A3OjPaPkqBfsyc5lNw)YiG+*;%p)>iga?*E zq;`R*F;W#TycI>@s^NA?;iy=+Z*@bgh`0mIc|pTUSa&3_&jHI)#n{`FD6vZsq-IT0G{l$GiI)*_pEi%jMS3b;7)oDYrCD}qt`WQm2Np2 zB7BJ4I~#!f+UK;%ojMboFQzyA`G%4jUjK~Qn&j_w@9jCexD9MFC-F7kY*Xma)kc+e zvmuELcj=!QPtpLsFY-$sB&GU49z4G*9Qj-)qWHr13ABR^;b3o9FW50#H&w;Hs5|<; ztjX}kYyH|b@%hs14$gviacx&q+eY&xCrnm1Db&`LP+LmOzLRs4B!jBTD zIqnF!tcM#o>W#`LrDZObU_BDW0m{$;$%<-0i;sQJgjiqQ>36d&&bW|T?u&Eke&*~p zNn;ErUq$~<4fDZObG|NaOMLyvB@$_DfTiKseP&y}7I!6b&O>1^ftTr&ZR3)MLQ*}f zs5EDsJ|uSfFYV+DaI@QpG;&tmd|bQ6 zDKPi+PS|aqW+Xpf>yUwqn`5|3d9=l$*szJXg*M|eJYQadMOVK&f{?wSI3u9&iY2I$ zqQ#mlw37I3Gt&tO+6f9ENvRhcY9mgW+I(~vP?PC>@y0$TY>edc?$kc|nIq#}zBCwY zDFC*zM@TwQYAlV19Xoz{{uDK;=VXF((jV=bt=kJo*$byk8{;daWi>la`?nT4Y@K~v z^m)@-@_2T}=S^x7Z|hT|fEUR&1Z{9m!mUPobXsR&u{^J}jD=f#5FL$=^`CY*(c*q% zg;4-4N$^w7By=n3Vow5I^le>(&^OYCoo+-v=dNAupUF2X90zaXB^AE*yx*jWnuPm% zi8Ntm>+b7O9_k6aNHJ?hVP2!o9mZ@CAVuzq<;ybXstu19vjFE~8jCv?pp9QgStDKU zFp9MM!wtn3mpkFk8`D^#%_wNGPsK!>haxL3pizsWCRNZ|C>cgZx%Dw`XKFTix{PK3 z!u#cd0$fUj>e`FO7D8On%Q_$@0IHyqK>N~+Be$cBxOO$INBd8YOQ}x?!gLbt?+-r` zX|hry>OxhlcB{hXXs>xZ!!1kvT0uAr{qcLdUA58 zFg(Zs^{SsA?2E-`;|T>Qyqo03*3Hwg%7+PZ`)@*0f!PE3@a;^vR{NMxp5mnZyH#pD zLUC)e(K0<zu+D!vV(Oi+)h2!Yu@=B6 zWj~5Wpq&ou81!w*zD_Db$_B^yUpULBW?8GpGprR#`T_{>=8TX9L%j6UZwNQW%jWfc z!3d(KY*RDB)kp8%`2d-%w4y19M(rZ7sK7CZpS({OJ<1Vgd)qu!X4uTt(Au+x9+!Z+ z1hnAp8;UlI%fAd_^&9!so>HVAmh;L#3=`NsQK|WcWtb=7(Q4E~nV&onyAi(5cZORXOw}7imx{M)ochJQ)_cE_I zn6tSvc$jf97N&TV%+1At2;@HQpc zykJ=B>V;0}D&ZA~%;A%%W9>ORI?JpDw;iZ6t~?a{=+Aj^RqBZMtO@?C4eDDF1B;q@K9r%H4g*<43L zA&c-jFiG_cuW{*{;|e!G-s5r5@)0-`gnbIUZF-zf96>l|CB^h6{|{Mj0uJT+#*e>9 zDjm{BWhqINm^derQYUgq8`;UIP{|fTS*F#l#WqT*M1?_RtYIoD%%PG|mWV3&=eh6Cz2DFC+7Lm(&a!RMhZ&5$_t)f$P;TDkY`zh{F!KWFN z_<>oHa>fWz-`>q%t9*L&8tKp1IG8H$J6_^TS&FPsjpvA{w`$9|uNS0-q})%+4c2V2 zXkf7i2&LnXs&F?P{J4o|Q_8E(+Ga%|Le5Is@Hu^G$e9642Uy}L!*GlXzD0dbr6{$I zKc6mk8NS|<{^R-*N_N+t>oyzA*k~x$Nti47a9z-xJ~$e;lP>&wl4|P;>XBh&A$LIH zZRB!17bir7G(R75roR8vQOq(!BI5a$KI*%zkuCRHlVL!0HI4E^=SR5uSl&SMH0t~5 zXMgc5pe*e~%-AH)!hI=MB1Bsh+$Td_-yRlGIIx9lXORY#bEfc9NlOih)4Tt^bbWMq z(;t*<-y>kYj`MR|p0_&*46%dpaUngc)z~8)751MI(+C)U^S)J^;_JT>Zjyj2l~FtaK2yKyX=rW zZ>1g<@orJs@ZbB%L*Kxfct143o-L+uUBU2moT*50l5%iY3Q~lB@Ke-S~oN0V*;EG+aWQI!dJ-DuAAi*(%*iGaSkFQM(OS` zGw2`7MgO3~Qi>X&yUMn9n26yV-(_J~^a>C|{&S%RM z43Du8+YLcu`yFpIC-C7i58IA0h&$*}BT-l)E$|SLWwZ28P_DppI;GnsJbB!j&8y)f z`Q7}1-#os!I!ES8(hShV1~-)*Q~vGix1T3n zzL9Dl3YoaH0sZaR={Kkqz1mRd(EF%yT`AEw4;WISZy#*FC@i>U z&LIIq(SNKNX~Jh!HrEOMz3}ey)1TQ(hYS{+Z@Wq@jvLfkd3uXchGT$4@u{rR!4~7Y zb-Ox>?$$g$RPa`avd?3QQ64r}YV26CHbq57)-S5=I0ua>5k4N!b`qAGdzO&NxIwO7 zK&rVX=m**}MS0du`sHa_(>uuQ0}^Wu=*LI{EB&;(*8(y5_(P@`fbq)DREF^?2VC6b zyBDIA$G_x?@dxYcJ9NpGlUwY(s8CnW+0PyuVdDx@V1+9FRSfxAJy3+HP$>r%OG*%C zaa2gVIH&wzr?$L##abyI`d-ZlR6Gx}T;=y$NT2Z}PoYQ|nWEC3e;E70%z=zHFy9*K zmGj5)(1n~)v}K9@^Ual2|IJFq_musEu+TuC8C5dQo$1=>6!q{mvNaAHTuV`Qr+V&c zPdlRyJHp65!upo7`q(K^UF!SeT_A$6jF2Kgru@6?3kF&K-NlERK9tU%v2&`tghZJI zSSVp-CURq6@CO0Ktz=S)x9p=nI1N5HD*Y!~M>n$Ac6zpZyKXdlI$ddoWXyxKkPUns zwvOT|T#%x(VeW^M%R%;dKJi29rK*qBTNkGzYUKQx%gd9vzdCwLiG2nP$3K}FLc858 zWGFYdD$4Kh*yfZkVPAbV{;wB+qIRd+r~27mJF_M6Hpt@Yf4&^e+>DwmZK@gLn?A@8 z+gzA}#q93B@P(Rvq}94(*95r5Ht5qY^Le;f`iWX~8d-5& zopqBzxxSBBmDRl&oY(ITZ9cnft?@-N=}22AS%dO)ZILq%rh_2GKU69SD>yR<(8zOR zURgJpJKty~f1UrkM4LL(n8!O_56Cgo&=96~G{bB6k$U^-f{avakhDOQ;6q9`V}8P? z9b^ZdVy(uCQUgJ1dpK6n|#x|42h1oS*?h$Hj zzG+a8u1DB6{ew@;haHQ&-tjQN4aTWCdV0u= zE5Mxm)%1mm9lZx4&3^GE;?r9~Zm1roF8N0s>jx>^pYlr>sX!Zj{?Xz6;16@Lh*%~F z!I_h3Vw)7fyW(tzlY`TPpLtu+-`R=@(hr*x5IeKT6k=XmKP+CT`JA$x1-e#T!Hy!? zsvbP>M+?^HZ!5#t^Kv!)vb7IYz~YW=`15W;Z?YoV`+O6BC)2`Ql#jF6$r;dPH2a#p zlC}P;sE7}RA=kU)6j6>$J46VA;snhFG8av}1f4(Y3gTVupdF^?rUP^(f|90S-26p> zP=J(|b4$g8qlAaFlUK$^_gD9B0?qfpmV>KF&0LjgTD39w-#MDBExDal~Y^h=t<3bN=7y- z{zAQZP`8+|$SbE*`f3mhr?AbgSaJH(30tzh8|C`BJa9v0g=$)r_&%Mp0<;YvLrpR! zNLeN|0B8@hpxnhPsTn80Vh`+TF^=1qSFnCMNBVbwO>|&c4R!`huiLc(J&iZY_c#?v ziE@&DCoO+MlY*v;xYuY7Q76KqLxFc&PeE6$x~`w#LdYxo67n2*+JR<#1p=PBCF1G< zifc4kn3rDjnEsxR_4}E7ZB^@%1(*+ge5h>>HZoK%LIXo+yQgp6bs`05YEWc!S~0IN zk0{6LH`Yz(wm;bJIHEy4j7`k&*b?8{>|-G#NbXW@B6G>c(%Kl(X=)*Ze^Jz4jYY?A zs(aa86QE={m}W}bEy0*ONyu+$=GU(ouBB27((_565>l=WNp;z{)2|% zrEyChS>}h?4CR6KdD3oY1Sr}%#R}EB4(L{o8L&N7mEL%C+Z-ZK+1#;RdeUHRGrF@! z0Y?v;#KihVQrt3Q?5w04j|}z(TXfMqMtP085HU{RVAF{jsKj1m!?M53@jyX$t%%~{ zITD`MV7S|Aja}&)G$tg9q7EELZQn2B*y#yHp+(t}&oC`Su|)8xgTZ z@lPutYR{^SDjeaC(O-{*-BPWbE79-lLut)ND8><8D=#0d;bjL?>vkA|_gL#62t;O5 z_J1qdHOp4dd&!)<`ekjqf%Heb#!Zo9X|UQ<%&Y7yOS3NeoKfBt$pf$jCS@j`u+ty- z!nJXH5A=#hZ&fBdBT2<2Si%*)%54)VRL+xzFu(-L>V7}{ zL!Ek-HJPcM1^7!VK*1at|NW&DwrQYbKBMw;t@*ADFWM|g)?c+b#4Yq{|0E?LVc@WF z0oBp<@W}cs{yh>k771ORFg*oAHvR=pLV^!d$}5uI`c|`@3Boo&--@|l8wqok+T(a< zB8I(fFsPB|x6j~4BWr=|-;CvDpEK15av@OxPXV7Z@62I$7;?ERG0u1OI`~0~DZ!Jz zd#|0@lVfzr3afR?buDxPNmF7Idpus|%!fRh5&b_bF}^*=)kkbPAIJG^<8lqgmmEpV zwL~|Qf5!pGxb|a^4~W5<_4anxq3ozOgP(ol#D@}pYR6mw3RM{CZ|Yaq*r6>zKMLI` z6)8!F$&5;Hs6K!I%+z6)WWzdhWpxV@F~Uftc+Qt_hH-4OwpTsAxpazG9@vX)r}s7d z04?)?q=SIe2GmH-RzKvz#(VuFH~k3NI)mEw@ix|5cx=gRiV+6gMfXr$B0#eqKe@@Y zpdha=-|MjoVYd)FGz5VOWb!+h_-4x{#sqTRAhv*E%!QT;FKz#e1dnuPM9&P4C|)#5fjJR z=!%=Q>Ix{SB{s(k4$DbMLXK{N1U4-84sTuVhsHg6Nfse^krCkw7peuPPlOD%ML_RS zRD=3}zmn9z{fMA%nq263ul##robF7P*);m0@ox8c2Q(}aZ;=wo0km$&5|bGk8kAA< z5QM0S_(IX9LBwnJ*_M`D>r>~Q{tr}6jakVswy-e8&9&w-o7k?bZ|Pe(b3kbJM9A+v z`1}XZzrEFlXu_$5oC3yZN~<#{rH1T1wvx~30khp4)*^*^8Zs%B>NB|%$-`9|7oIo_ zU!H>FGRt|TI*El@H5BIJ?%^TI;y5Egt+JTsG;o?&ae%IK%0gX^mg+l@c$C%M{L2)3@|kDpma>BK_W|3@rorq74!AEtoA!X8JZ zc>{%kdPlJoV8$}s0#~t8LjAyWh82G;!JrV%mVqIo@7{M^h*rSWi3%lLtV?6(Ws3=H zJyI_~96MQAYPblg)H}c%Ga;z4BRJiQ#zSHGjc<<9=5}!+WE^2ux zJp85>BH}Yc>N1k^m7soPqgCrqs55PF%>&6k96ARWosWTEGMiG_8Z7Y3Rmr2@afz^M z{6Aq472Uxv?Duxj-|YJp6-;UUKWo&vm_bPLTZ!80zeEB~O=P^l8WlKp+er+Sa(uo- zLLiR#6muZz+wZB2_X}358G9jDZJ1S%fXh`vs*<<-CHgk6J`{{Ut&D|8ikWo>7BOLmSWiD z=r<>^FnUJc`(ar;2S+``SBVD)mEV(>q=xu#c=Qq$vNu!Q{vwG@+HQ>0F0}FBU#x=+ z{5^KwOdw)yxGmLe?Ie4ysd{_+xrInOceOuxKwM**T;Qo5b@}M@hqM#Z@8|d#*{URp z3k1bt{CxNzoE!Y{dB%E{(g~L-tr^0qZm6-&z|h=3Rox6Pi87k}FzGEMF36d7{bWMN z9-u63*Qp2_b%roDECon;EWy*ql=9;f4j`O@t3xpalswlwCvjq38mD3nNl3_G#DD)( z?cIzKp~;jIsH(fF)1&EITnK<^HrV~ z6H7^(BPq2|LBpbc5yiaD)%gRHbv{rh5P;Nw`(Vl<=qu*+I_@K`vG`3Y;0SQA#s3m; zVB+`7F5Zkxdxb`={F6D;+z!Y|s6jrMN}gMuhY0!JkDj5gN^Kg14n5Pz7mj7Qyk8%F z`x-(YQOxL|Gyhh9kv6VzF)e62fVrXSp!Qs%-`7dj0{!HF5~T$(_!CMs{vZN@$73m2 zdPhQ{L8AX6V91J@6sY$ID(V2X4an(04i3ubYhLQPtv!QckC}k$BjA;8 zYc1S%b>!j8YL9zy#r}=EP6)g0Za=+GH{H`z`pjqT@X-9k-;Z!-s`N3n2oim6?^xuw zp5RZ4;4h2wNhh}WEt|Klei=OyjYJ1_r7UTg;XA0J(dv|@tU^`)B+DG}CALHAEdt{+ zh^Q!flKOz7UQ$TZwB~DnSbbk$Wb3h2_d&mp4|;hOiUz~o^Ga7@O{{>Kp?^#KL>iRj*q zlFbdOMNyURUdvm0P{dm{o?>bq~s7K8k1PNygiUvTH#># z^J)&G4@`7FDUqh);g>;+6Q!GvBzI+ek)Bz*gPYuR>;te^Qa3sNvRqSxPluJ@f5TfBP)F#_Pd!XDi#kg_-$FGUlm0 zU128s46V9Z+S81Yat$zWah)fDaGcu!1MA%B=(LKYw+I`X_%Q#QSea*uD>$!#Q7zXizll=(4Dmnz>6a8(;=H)wm{!I#=B3g{ zgE~b&c!ymVFXU`EUI1TfSYUj6kz_qK*w=NNt8B996lBiVj7e}r>V~4i`5YN86{QI! z$L3!@cUe^&of+SdmokpR6K@2)>B!QWUhOfzMd;@!S7%L)AjkJ-YLgipK%f8vQ~-L> z!HDeIdeyyr4!GX>v2g3Va{|g9D}mY#+cv4+HY2NTt+J(3I?aFl;O9yDU4B+#vWJaCj-TUEL+`(jS!29ez!5i;M<}69l99Xw@`Bx$9 z6GADftx0`g_}LrQ08Rgrc5%)&iC+CMQMY??L#SJ2>H_5M)=tm_zBTA4KJig_Z zqmS76dh3CWKvhLGw>syDyK+#!$wIo{c<~D#y|Kp0(p8Z{t;o%dTKLRh3dIz(MQ55F zyd8b3*dMB}w3e&Uvrs_x4L?1&St6z&{(zYbMW3lYpro;D{p*TYDj8Kr zzstN&e0plk-G?Hr9qTmg^)0TPy1%|RxP;4%2p!gt&r|dkkS1fDX#({q#-(ATAZK@4 zIZXsH%ADmSf@RwJ3O}zB8{O#IYHhlE+Vo3_4Sk-n`kIG(3jUna{I6;9H4iNwgR^lk z#aQj>nFV#83nbict@if6D_9`XvvuL&ChO5u6727-<~|Jdv$`gv*!EKYp`G5?C?nWj zulyG$xV6S{|FES~R!Z@l5v3yE@SZ1H9!fPvA2`rA)JWRc=oe`Zk>c*s8)c$6PTOsb z#-tchKF=Ow(DGpWZT99})ItZj5c>}&7KB_=^7|giVt-pUxk=Vs_vZ&K`K;hcgMhcp zV|%6kkgeJzALPb*XG@9PE*BQLOcaNek66JSy8tC0yTmub-(C5xR8(rrr_Lm%DZG^8!QT0bxB1@Aw<>%3(C-Sv%pi@k@m};cHqiXc6)rwi!llr>e zog?eGH{IVww%l|V`1cjdecj`;#B&A#;o>aXIh)GSvcT3C4-ki8?NZDQm@DC)@sK05 zp*Psx;ygV`y6t^co;GJ%)IFV%0^;D~Gy9;NL>U5(^*EnFcC%AyWGGyA@3*^#GLgu`3!%xQ z%M>|6=%*HmPwYa*f&X_OyRRoC?e13}!O>Mt*dRpFe@%SKoOd1uU0g-uf_yt%tPGs@ zLA&c3VEeT(E=>Rqb~U$4qCZm`@D*=2ba6G65sb&FI@2#EW`z35Nf=b@p{TnLBQ9*W zYkG}TxyLRd!VlSpSsU+(32YxIgA+dU|56fMcdDP%4hwz34ZU#3#}$c`D~I@Nlz4T` zbd|>zftUjNW;Zu_$kS#4viR`g z<65z02pvPamug&C-mYE*EeX%KY4;aF>c(a#yg00h@UponhS!(|24EY){7P$Bk! zOg``Eo@K48U!Fec+fzHKiK$2kt4c|%P*sXgbYI?nn-DzWepIM#%4#3G1$ZG?+o{17 zte($SlcD0Kxjg+#z*R^_=x{0tb_Bh#^~zE=d`x|lG*0;8?Ecm7VA7!P;%Wh+Fl>tN zfAOfFJTc$yu#4S7D8~DyZKown+D}Wo;F^Ity&kA#qh4zxgX#k+^827@ zC`R8~{c?TpRMiYg0jl(7a+c3VtDccs#UBU(Znwfas$a&)2B;;fxC5bDEYOt7&*9U^ zyYOETO2r&{ZuQ~uHJbC%8`4W_MI2Pu~=z`B?IqOf7?XSYf5Pj zE_RC{p_}e-gy#WN%i)%h0Pur2JdAgPjTLYOv$RAh&b5P`t2Sl+9Uwgmry)fq3rZRz z{~c**|8ZmkiAq57Q??Z$%63hSN+?tL9$3@fF)?K3h{qMI5LRVMtx%OJ3{n_%Bu8b^ zbVrB%j2cR{#HpO!-wa6#fz&d6rv&0Ngu0UkRWF2Xd& zPJg{5K9eL0LPK?zx1$=EEha?GUa8UWYC(QbRA|R*8sr=M+?)_mDH@T(2{)zSeaITT z?0&C zQ`&PjDv?gBG?ER<`38kHui;!4+Osmg&?uTBDpqpgHU2 zUtRh-AhYaS`_`K-7E6SwBT8=g{meUq@;ai(X3z+&3b}YsbhQT)dQ<$vD*5+%<>&rJ zQRfbsgSZ=v8tV7eu;ro`6AfN1DCC<4PNbb)d9s_KAZ_Ki@MGP-J;7vI)c(dgZ!J{; z!BqYs4)|do=v!tXL6jzppyxuWfL&TJc+$IqW#$TeTAtnEy?Xu-w1hTJ0-z=OFP7-4 zUyqe6JN}Ag(_ElGlf!iETvha%CwG&~X6uPp)+hJL2;RMe*}Q2@3s@rd5m*1y)IG~i z(#=eeHl08=+~zr-9EX1q!9Tu7W||b5+$`@-T!(LM99O@_2Qlwv32&o!B_^UN#wVO;mv5fjn zdgZ3hTR3;naRQC*ZCWUeEo_^wMTGhtIJ=1odA)1DZdBGIM>~W@Z%$%IAWGm;D_5v4 zmCv+5ONGQc{qn2bXTArX3xA+?l{M3)BY0N7g+`5y+e5y5qdMQ zCzs~NS_O4O$rXl%uH>y0Yz4~$6g4iST&-fSibm}2{Y&D0SZG6SF2DbPwj@WLSpd|xHM&oX%isS1C$8~=tYEgKXerKRoiMW1b(5Zp#iABF>XQC|9+E!W?=PC@3x(wlw5qGvqZm&G2U3sxZkK>-UAX8ew#^iKmsYNz{mP3 z9M53^$yW;slAcq(h^L#4P?pw=>nYF%)V`aIc8iJITe4@+))3SLpM3~h#Ka5TyVSDN zak2*h(roCo>4MuT{GI036zYe9_xvuZZ8fOZQqIzSGR+$|gu7y?$1B$Jk5}x?Os*PK zm*){2F#6CaaW&M>F;|zPWtj-u5OZ*3;rFGO`APWL-D$@Pm1iL%lmi+QQCv!GKj;WX z8S~Z|w+hO_DtOEpe>*vV;25Un;1avUo?F^8IL(Mm^^){8{awtiLfi^c1HC`3aaQ7- z0jI^%%M3@<`2uuJ&k!J^DH3J z(5e!Me>GlP&EXHYzKK^P)YvV%r@leaau)`;ROPF=aG&jtx zz8y`h4CT+YTd(Vv7pPTPJv>jM{|U>K;a<(H z>#nlNXoP>t*=VbmukC3eGtE+Vg(@9kTew?AyP@ZNJlO5{tGL2-73-;O`u?DXlY^xB zO2G&<2V7hgshu9#XL{hz}(i^BmRSFPS^1ZG-Mpx|Hbrs>Q_TC8kxE zdjY|zQKG2jtWQw;%(xxi8S}2WP$}@RVn2&-O4j!s#%0EJc<1mf8+HM#1elhOS)1p* zV(n~R(1kbC&z0P*s$ubpWogR?YwzKCRkk?4iCEW6Tf!V0nQ3k4rDwc?JnKD*4DD!# zIp>TYm2dYUq5TYw-PFZjZxwszDc1;m-+@M)ZWv^5mxUH=L%`=`<2K)aiq_z(ty53` z^=ilaMu_jQ1TH<~*lFeMs2Y+6Y`Qk>?iAc+%%_Z_oJ98Wb~9`hk(u6R0LG?t&RGD8 zIWEBjL$!P{u+^UTf{KWknA1YiarbI+_pJ5K|9#`M1>ejMLAX8j&GacLOInTTzxgKL zuCHf{nR|g)#+TJ08QiLMv4sr826vDMF#m7n`o7UQSd_Q;1Txx@flL%Ct0nl&>Sg*bH9>G=uB zG&5?4w_}!_rx^WjB8eYaF?`y#d`sCN>G#bR{S1Il-iXi4;Im7>Hk!{>EU+{s`SrNE z{7#~~DPQ0PFTh0;ilnoER4m#tPA2+GL%?#iAdw!r*|%1EtuGgz$WU{?ra#m&c~=WY z$V2mLj=F@U76xBC;xp^chuv6x+EG5eY_$Eu>rM#(fcfq=xhlAGbd?eW&n(v@#7;7{=+(Zfyc(j1}gvixNIp^}yr zDj?W-v>fS`lRVhES)5^jBH&h8{mG5jT+9{|6~c<>=Be~T=Y?DX7k9K;*AoRC#M!iI zetuT^Q;H8bjeKpL&>oHaN#jN*KR;X-U^lO!}8 z9puwq9je8*MFG95CSMKk6Kh#}l;lbv6L0Zj6s7KrZMWqA#1ASL%gZ}HD$iTi_r zi`yKqOz9UZ&t>@({DlDRz~HK)zamDzEY0zT>VSbfy1d=aJC)_?I-lVP!uu_Sq7$E2 zWS;5(LD=MnNgz6{-vYIPtJfX=KI)w)z&G$O4~A z?JirM98wjR_0Z%twA~Hp-ODCm-hmR;%>#GcITcf zFC*AV5vm4c5)YB1vf58jW4c+Z~yu!kn)EJW<$ov?y5SEYZ&n ztzGFizC5;s%FGgOOG63a*AIzJ4Z&qP7eaktpSB&Xvp#7;O1aOldm0{uyv9RqAu7dt zLCfAO*jM7(EtIJJ`?n0ky(y0ugm8}FLYE{p(Nfl_CI8;Jvzoit+Tp&sS6pI(L!dmR z`^*{0CJAo*yT!>`S(G!B1b(9{?bOY|y8QPcgJIN|R_jAV)k{c&Tw8VX94OvQ`F5nw z*xrbq)I~RTXa?I|oRf<~dvh=AC4c>*83l@f?b_jilo!W-9VHuZc%2 zs0o)_zUJwb)s!qcHh*pB=dPCX4{4>&dr7yPsOYNS(q@gUh-RP*UwNR`O~^-4=Z91@ z)J8uW>;~;f3FcAMjEqeJQcw74)W|rWaNscv;fC8{VM-@A(7R`WTKbtBmGOZZfA6{v z6rINUs}Dx8O_a3KFlrO^1US1Y0*0f%V!~$g}y+Xjvu@G{*+f8{ru1O zr6Yr3U9WbunJk`m<7^ky)-bmHHYyeP!M`ROo5$y#Bd+j|!LzRnF;B;o!vb{_St zx~;5KGrg4`zyIABu&qA7o;60Qv|oBo?M51j;`_C6`|-2_`9i7*P&gu0GJ0fhlh&`XlJ{GrxOmD>F#Iz(J`vF_2DvvmaDsV|^W>UyX9}+oWh0%; ziHDu)nYRSbdv4saeGiD+c8b4z>3=5Gdsb~y_G_`M^Rw$Mns_MrowMxPpm1{QNabm+ zvD5W!<^Dcm^mwG4eH(&HJ^cm5R5dQd34mva;IRzxug|VL`}S{ea7r^f`a-oG<;zBZ z98_{kGDYKZqT2Fyq(Nz-P2H-pW5tu>M!ypTRdX@*m3%0j4>~=w`eF30S>{`Zw-xpj zaoORa&mE3PdTe-(;5kS`-*IH*NncaWb;*K~9<$KC_N`Vf7FVDc7}-#j6yt(&)$ZPB z*3TxZxMl&&H-lP_xFV(Blr|ZEY}_02!EMB(&!72vMnLO)QJV`>M2CUL)2IDZ`*2*s z({sGf&G;*FeD|ui2ep}YCH}rka>g_AV~AVkq0AJre-O1Kl{IsIUYlu;67xJUuL!RI ztv&XMZ`skk=U({SudWVm%e1c?%C+yPdf^Dac3uG`UnD>I?-O3$pMMY%@ih#6+epHR zrk>#5J3g$At@m913Rp#-wsU#AmPYWNkBjpOyq)XUGmwHD_m#N+mm`=&U&PlGPG9Q| z+aXARGp`j}L_Zvjq^m}-=?tmlAnV5J?peN^2e8af%2ZvIn;uM?ybGy8GKfqwXKA44 zfx5|&+&4aRd1_CZVgE*hwx0`Pp!Pz%4t zm^8#J>5TR5?2-_(bZ?DG#pU&4~req+;BdI7yZe7k_VA18d_Sirf8j3VPWA?sB zR$m0u`gAn5UUKpKFU`R~8fJ)lP@hPyFMmG*NBpzJ{*NB8}Z|Di)G>P zpTym3=;o=eisbku>6Ne22u4_$@zi(+at9V|KfL~UhH4wa`Z`?_oorsuH)={~(C==@ z8<&>YCBNV1>Wl&uv{ZL|ERsPYo`w1yi~S4l2OxW+;hgZ_B*3|nvF8x$8yeMljcTtJ z6zx0f6G59EZkzuy`@Bip>HfF+`KtYJrb(*0!XLM_MesrK=#bns`0*%6vwwN%jV)~X zIQvGle1rH4Zr$#-(`yU%B@Act8f&pY-jnEv+Id(P(&x~JXnQQGXno?XdiOY7_KdBO zX7+8`s6B}0N4WhpfE!lwRzzPhEYMThh$d(Q{==AO)r`9u7aE*iq5ZG1e(EkIk1d5e z^u}KAYH39BCgvs=sYmn-kkQwVduQ3-x>~~yb90?b!#h8gpc=wO2LD=vX@1_+3ieG6 znmOs*=a!vP@R}{qdXo2B_t>=M@;RX#dBKPo7v(AZH%D)&gutCS#$4#r(os9N{RHn50;f zpwBD4v#dn`CB_c^i!bOujg)&#sz!tA+YK|V&)PA4E@e!X1?Ei-Z55LIY_7OzO=?oU z7_mWD`O1uQJJzIT)GVU*walf11%%f6qhY*v~pVlFfhKCIDdJ<8I^kx7j;Q~sn- zWt+3Z*-Pmd&PU_fskxV!y+2(!>f3{%X$t(yuZ{Br-e$QtX4$`%nUlT5;PgE-tjp$# z-Cr}yHpi?rA>TH|L00i(EA9}V63EP06JBa;{%1umWv|DbUswFrsgO?)lst+;f547j zYjBKg5ySOd1o217+fvxP65f_|`lm$m{`QZkv|Wks*6|$;r?btSw?kO#mVZr8g@Rs$a z)Q+b6h%p)Zm+z#;#+X#4BN+@=mhV|p!>3HDZpHpks5G2APp@sF<_JrKwY6Cv7a(agv{{-b{pdk?2pMq$0HO#4aHhn1?4ecENDY%b;{H|a*& zLFkA0V$ycXNLkYG`m=ETf{YI9o($eH)p~1jz+2q2P`m$LeVES6Ed(OeR=!Q6E_k?B zwAWeQpW%z6KsFwgxuxb2=!T_t%Ol>s$`{oJzNm7h$C|{ChgURwR*a?cNB6q4xD1Ba zulD$>np&P~^y5+NkLE9W^sTlbaAp?s)%DvOLF$!t-Z4gut2pHUO}ls&yBD>Y-k!kA zcg7bxkU3BJz&2^Ks0-#sR&gfRSNh8)ulBh5)Vk-h>Le#FzvpV(BxP{fKs?nqL!*-)^vVqnH9 z{8+DOy7~3EuSfIbKV_f&;(}#=^%^*c_PQiyaU4ffUN-)}H%T!}svhu06zneb+`vO` zj4K^|d;pMd*>xHY0X6-jJ&Pz&>Y7PaQS6UDTb6C0j=qNC#VMNj>ulsU$cmG3(SW(p zdYl!B0#;1UP6E7AA2f4NZO5mS-cz1HTaihX|7GXTVyyyg%ghb0$C;>Fi-2KNkTE|z zot_^1;2(>R*6X4LIm0S3I%`r3&f{AoPl!?CFa|^V!qEx(+#i+XwDsy*M9D3}1?O>) z9ZsJ-3h!NS2#pxah%=4qic)IkcIDc-9TozNtB+Ju zlX6MkfNE}?WD}Q?YPM7UbenfY;dvCQFDffjV+VN4$n7C~uVSL|%Od*A5#`lgEH8=% zjmVMu-3#}ZFN+*sBjsvLC@4+sSP6uc(K)|>aepLZibZIK1wt-a_k36$^n1(Y5{2rC zE{a>LUKzw1G@Bdg&!*3q?TrMjeb)NJ;1fDaL`HLtx z){ID-n#~Q8-L!0-Vf4CrXJ)F)fXZ3FE%=z4ZE#?5p#kB<|2IOOy$Ah~!d zcY%$^E9$bL7&njyc@&$GSy8kt)jV)wN^!Rx&mg~$4|5Y=%J6^3E4B3zoMR^l@X}k$ zzkq&v;s{@d@L!6;zk#~3jNDPs@_-KFPs(ZqiiPALE{-rky;?Hod*w(0+4!PlxHK8|lq%?n)v|IKT+k>@%x z+;AD6YDzHGhQDH@6@LF!x$pAR^OwjIjL6n@h7A#8+6K*7wrVg?Kpm~+6GmzknXO_5 zuP8a|hL4mZsyNgkaufsQMo`RAcw;SI7nd8f!{UwhKlx&$LM3&6vVlKkzBx`YacS9Z z@lxCPN3!jLJbcY?(BR*`htK||0E@RpNjdCR8j4;xI-pu10&Y*dA#8(L^=9xJCo}*& zr=Ji@!{w=0uBx;jx3@@*)qkpk=+cXP`{y2)jm8#lM*gz%bSZO?#)Wi0^YIJ1Db1K* zIe})54;+nv4GujyQ(re{?dr8ww6d;7ukBm@1)k%vtf#g+-Zi>N0hJUpL?8KG`?YK| z3SA;GTic!yWg8L0pzRiKwGSndOWLkDW`)}&m=^O~mjnE|WEc-MHm}+zG{H3Q*OF%h znFZNqxF|yDIA}|exsF||55?a(vol{WD4H;`_+p(q8!^Bbq5k(MmsD2uAo(6i=fd#* zTJMT1#}2HM|4uj#R~bzp0QEchzoDA(1QImC@$m8# zguYMn4wFmXKG4rn^jXum4K*1_GK1+a!cmccqOsDuCrZ&@^Z#~>cY^tG$omuPOqv7v zQtE;JW!=|tMe$Lno976SnMK)N&GWHpR(A#Xu%*$utI5#L$PP0`vjdg0mCZY&ptiq} z;Dl!|2Onyvh1p0%Gd;;W+p0c0GBX;1bbIob!V& zb1xiYD-sM-=l5UAdgk1f06_ZohP zPI=fvf)wPoD_1|WLQ@#pbtxu`G;tKQ^Y(RUkr~j0djdA3y0oB^iK9g3_wW|!)}W{j zK9@e?U3a93shMQQnYq?I`--0M`V7TVrmkSA)a~dl$~lgnFdSxp3Q~YYv-S~bA`aB> z9W(SRrN%~(2VWsJMsW-2Gr=reu4TO(G`Oq}Hr=OTIGs^DMgzGIAbK;ZnjCd>%4O94}u$-wvfnoD8W< z>z*x_6Zkm|B=}R&#AHkkpP(rPg1jI=&=lt3vY?ohLWuh((7wx}@x-F3@!CG1*2UOE zoRKSc0rd0&pO>WA2cm66BN68iA=d^tdpm!eEaLlE6i1Z|c80{IN9}--$_POJxs1T6 z|MdctOtFoTXruW1V%AHxo6K}-DN!kTx1m(s%-Z){9-qQI<%T!eULeCo5eh9ah2}h# zgpPnMQ}d>Vj$QhAK>5=xxNh_yLMVd_w(O@Pc6{7%n5?>8-6kN$aS}`VT?8?*cq@AU zisrkBIe%o>?&!8&SA(WA@`gzdXQ)IJS^w$#!zq!q_gB zj~b-r|6rTi<`@SoJTB6w+Dgd^-dJCF&DyTxMv9scj#=@Bo65{2Dhm2N)fwN zosT2V*=x_qcO*YZcRIp){uzgl{uNDB9A0IXVVOUJY9_MobR)TFP#wkUlK<#xsqkB> zXQ2QCy96m?OZ3<1Uw)crNN%GF9&20F6~>bpe*<$l<@`<=jAw)+9xo?dtr4aMNYFQr z-)sZLeK2X|Z%ZSqKheebmF%XEWTKo*J~4SlKi0N*XPGrAQJi&PAZJD*>AJyK8zeuc zdD)S;>L{5)B&k4?Pq{bVM4$k*Dpg?Jv#02ujR6a^#fPTUg*(W$8{&i;LWp6EA&zdO7Y7RR5?%p)GxotznQ2r3dFkY#%;X}x z({u-E?!kwy5l<$?!~&lZNr-x5JrwiESkuQP`>+(bfJ!@ZE#tFoMjp=PZz80Lt_QE; z^2L@I@Zmz=x9~F>kyvNo_CR15GTj!6vUgUyf7ASf4>(RU>ov<-C;x~9bskLzRNh@; zc;dn+&aX9ftgwR0WZ&Vzh(8WmZgkqH&l>a)T9j2>+c(s7J{WHXrp_ZDAYZv5W1+we zoL5D?J#F3Nd0Eo)#Y|-P3w{m2p$+<8wz9G)_Cd4L(%x)HQq!GiS%r7SACf1FCtFL0 zQd)r-#=kb@>H5?mqBGXrwoe>hW#{iwhF-QqN9rg4DXO%bEcrE1t!#DSig`sqi~7B< zX{X-?|EN9rpeg(yCShw;fxF+X#{~Rt2ep@9RWR^Wn!(9s)h)PxIivn;LWN4qeW}zX zMh>ID^TvGYZs+s`Bi`W5w_?wrHW0HUj_}gxhq_olc5+o;=6%wBIyqi)dSP=GZ)E&z zcHiVgL*K-Nhsb?AY~A5YSzPv^Bq2(XMC-jb?GycC-KIGHosQIn#Kf1$q91b>HvV>7 z{5Ghxr1sH1s;OG{&S|jY>+4m>20!u?qnOf|ZNZr!$M$N4=l9hm82y%mx)a9s&FXtZ z(^AR|TFQQ15X&APYw%XXwkitFO4La8=eyU1ERQLu5+dTd<8m#s? zyfNdCuEdg{#Y02MH#Nr}ww8{LK6P~zWSr98rFqSzUQ2|E#C}@jpP*r~9{IdQ7gO_* zxZXKKwF;u*MyHzISl70vPJ5fzx6+Jtd918&BFJaFRa3@GHc0)i{(PH>^;BfNJSy3* z$Vk|UN&OtrJbIyywWHY`jTRG!0Usk9j?hmv1WR4pAW)W5&Cl*6@uxE#5b}V5m~Ikwx>!A#0KEmf^PC zw}U2dLW4(>)l?^i>*S@b_Eqf@`F!0OTU2~>!}n3MpF%Dbx~gz46!A^D=2OPK0IgL8 zZVM{b(6{6DyBB**@4KyXVi~gz_GYn;JsR`0`cb43D8R|e^fK$T{tG(#4Adv*E1c_? zM~24;aRLrpLZjV#EfJb0n^%YTMRYOb3X+o8M)_6WuRe)a7Ry;QK5(hpq#^kAf)cT& z6@ti{#ym3Z6l4TLI_c|1?g_c?Po=1*16i>@@_c5{HyvTwA7h^vwLY2rQGE3u4pK*0 z?sXe=1sJZ{yN1-8ZUIYDk-;SHZbIHFgI&sE2kppT=TzpY09BujXyxGmqK*Qm)(p}J)P^k1k6(=S7Te=eO?YMj3qBHb(5bCY40&c2>n?0kNi-~Lpw z*<1OM3P)v4On?$e2@6sz#6O(dP)4Iq?`D7AHo4kEfVR+p|1^UhgrPl4XEO|ys6V|g ze$3>Juz4q%kuS`p0{}5Ebq@wC5}y!|%63%#bhu{@=g}MM$!JMAsq@JE8urYg`Tj>a zilH#2-EGA~@-!nPOs#tw;JH41=1I{__mK<#C=~k}4(YgeMke}Qe_ehQrY=co zKudG(+OBrLmU?oY2$lBnEew&$(T8(Bzm2^|Y}NeOF|nu5y2nb_a4w~IGZ&A{|J-`pKdyIKY5oz48G%%4 z0&f}PbC39j(!3f0O+OPOE4G+`*K6G~zl+i4>vv;7p|5!>>eM*Ci-ugyxOLCrBB4~x zJ#B*YeZOE^SzD=x9&d4kQ2UM^9CjH34se!B-?4dk2un%93s|T#uYwCt#Po_vQrvgx zu|IADQ;onB4m5a*Q!>9I2cmNQIYpD{T8o$6N#NB>jLwlt8|Tl8?lMT)Q(JS~7fa^s z7E7NSU~+{y6plgX z@a(QWB5&Qn=93Vdz;hMA$zlgZ2}*W&@wCw?zNZK2OO7YHeB4L>)<77GsoA6;nZM+w zhk%Y{@UDp!b`p>%X}?e~z!MO4z_BMZXZKrp0t2tW;5@UsI)hr`95{cy1-_l=I~ zPd4}{JNjQ}l~a8BaSinrTfZ4{U&I&h>ul&|VqXWDibj8o=NZy_Y(*WmjyP*4+jP2GM~kOWRD9`%>Hq*ln@;gdPOgq=d#jTia%$}8;8Xd}?t9scq+cAdKf$2JYC$+(4 zfxq`#FI3fprB=$*+)c0U6R*-NQ`gxc=*=XW}s)z%kI?LDkdPk-#NsX=9gF+-Y<+I z-+1sjv$K!6MWEQ@&z}s0%T6&<@eU2p4r)k=Fk{mM?T@vfnSGdb17uuYXBZ`G2TXRk z%*+=sbyW!jdB#zy%q0WKXcrR1)?u|0YC;#;4b~31Jl$MWO=eV@88JdXwuNonPy&q2 zfq4ygiqk$>>Yfk_x_~9x>Ucs=iV#XA%|oVT$+fZ*h1DOqe5xy-M)yhmprItPtUuZQ zT{bkEi7(;1`b->|X|!2@2=nXh{-s)m#r9wXgYbJn1f*Mv0l5cL?7<-q_~FnJvT#$#(XhT&aqFhY)oa;bkHSa7*ckE?T4!|0WRX=Zl?I4BKW8LR0YH9YMkqE0eIqd!Z zGFq|l8v66ti8z26R zdb8gsEQoEhOv1Lrquc}J8sb4xQ?ZaV1&IN9+SD(Z_{Ep;%FAW^9SK@V!>udqc3A9rGlME8$N)3sO zAyWIDjPuU9$0Z&E9fCTiCb}DVTu&37dB=U0n6@-8?v1b1eaj}D8I}6sQ}1yKB2mZm zE8}kt%zv3H`zCjbWH`KeUJ|xGx8=1%IpBS3(b}-^JM)tpgf|8PAIrzID^Db0@)O2O z6k7&HjO4pT7A1|6v_IBRR5*>Rnl@tsJ+D(l_x;c3HXflg@xEsJLS~K~#Ju}mk`q@r zOC#3jQT~a}e-}ZNs`f5vo8<3GiNvleMM|xnve2_lfs@+GrmA19Jcc(2@kdz&K6c7V zZM|Aga8XCXIC!Ai3 zi?e&wa=k4x8nhPE!q3@vxReFIN+%c5foOD~?oiToM*NZjO;oh&&oR?cqh>JHF4Gv~ zNx^IR6#*unRWzO-wUn?C_8~%l89TWd$?tJ+pL!ussjD3kU#}()3w6$L7I~}P6@D=O z5$)E6^LNU4%|&bEG9dpzws&-+6C3IV1w2hee>?=H z5*P9vv43(M{>464`S#RiXXf*Ra5M zX>K}gAUv7hLP#yk5;$+RZn9}bPfE2L%bHLihCEobl(8lZwSA8k@t*{>Wt%<5E;&rS zuKaO+2xoZ>Rg)V_>@6hp2le<^+g5uSL(puQ>hj3AlpA-vus;EVTPDTpum2ffBjFH- zL)s^-S($k+CG&eWlq??p8cwW};bx{+rTsv>WX1K5rHLli^81by4_jJL$Dz=D^Sii!5IgsDm*IU0DBS8A3c1zEUrE)ZPi(1_#80xE1kzt zh`9*KGh=))@JGE-@>29Ph#ncWfE-dr)iv0jgP9k?oN(nO;1@P}l1y;wAZ@ncG^MpY z2?7?^1%|GA8I-(M%h;m>;4kL5!jAb32)Y>PhhL-w>(xiKDQ#X?9Fr&UPF#K_142w& z>im+DazI-nV9kJ6t}{Ge1bl%z(LX%;*-}Ws*^k|-VLJ6ep<^m?96n_&4L;Z&Z|}f;ve+_T;vvM#&6VA@ibK}a=l605 zqkDk;A~x;~zG+ffP&H*3IOdT8ux)xwOp9}|RZv^k-^>+TVMNIBoyT6z&Cfr)=5Z6V zouWYUm<*wam7k`9h3pjVFMxHpIm_7O3NPY#jP<%4y95(Zd$lgA28L`_*7D}d*fYO! zIS_=Il$y@Cq!XnCE7ikK^kY1t<9arL+2BS~JA_QX~%8|0KSg=Qgz9IMg z36t7n`WVb^!+H}s)4AAM_B1c|OXT!Ab(;n1BGsv41HrOxBFntU8=sgA4E={=2>4`bN*1m-eFXf{6fUJfmD>byUk?u~p~dE$27%e}`c4)Szw|LGKxOzwhY){6w$9uneG#hd| zs&8P)kL+js+D%J_O{wN;DZZ-s=U%8c_EA>V0xw;e>aA^BpS&#w)m^F(-BD&XU@XiAotnJ2= z8HrX!Q$WRC)0a`_qf#vip!&ZF>}zKM`?r$=GJfzJ#GIFbNcDwF>auA){uguAo1hlJ zgRu0+(Eu37V)nc81lxIHFm=JQMPXq2ptBqKRn;V!gVY=`(&i} zCw+@@aeN~v%5hSLZ)B$F5919Y;~C z_sa*gnYS>*wQ36?f1VVap4|bzs|tSRzCHd6=XW}FC%f-m7Nc&L%YJg&mB%Vh0k=X( zY7;>`2EqZ0anMZRywjAhSMN!JEIUs-RHq0l?z`sJex?0EmWS&-blKz)xibzQ*Vzh-Zb2E7Bi4_hc`B)`M`l@6Tl9lL+jT z`BFAN#tX2@oD{)U+>gl?O2eY>s1*LYGs7OlScVEXNbR6)5=+A?>^>~Do~Yy(?9Q^j zaLPdMFXec?tI%0|nFkDRV=HONtvDH%LG+*bmohPW`Yo%bdB*X`9sOJKi#wqYTrK+e zQ$CQ-wDOMe-e$*E|8Zc__?2<$gI3BWMTQNkkAg#q+N(AnXfM9Z3Lsl5NU6tH1fJ@$ z(bfj#$SSe8V`6E-Ntnb{WbApb?0m2!pjOF&4FrJyP88R+KBt zy8R}x>kd5@b6DveMC#b(f!QTfzlh#=WU{&Xi&h{FwOuPnYWnMEkXOkk_k;Yy;UoT6 z6;BHIf=^1ZG^!@@zlF%Se#=nO52LP=APYby-Z-j8D<$__bIn1fWxJKK{67@ZTw@^GO`hFd_?c9=%8Lw9x5v>*n7}Pj7 z0=ED4XA+=JzqEX39kW_r261_B%$0Gk6Vlc-dKjtBVJtBVpnaz1jFl+U&d$TGCn9!O zFF^41%M;`dSM5tP-S-PUDbhqjq6Sf!)vN{S11n9;tIu+Q{y5F5yi*%ic(M*9Nop_F z1GMggb4U&;Ol|&xf`^#^RtpYIIPsmT1Uy*HEr+4c!BJSy4BCpTjuah+vo&??KL^7l z^G-a=yFo;JdaDwWuKY>#$=#>xQe}k(09w#jIZHp1!g_~%;+lsNC16)NZ*k>}ortl# z-E)o7{#iN3wh)&LngqQ~aaEuM`#KJ?F@?KeaOwTOm;*sjK#-tgdBP%-SOh8&(Uo{9 zl=BU~swQr1P*AGQjFr1uktIGT7Zd<2i*rviZ7F<$k^s7P($pew@GMLaXhf2J7U@2M z&`;*?4}CxMwT_gy#}=AkX@`c79E0j`h)os6;MCS56MzB=J&H6|GrDM5+6EUEb2%N> zZGN%B|HE>c1G=!*<^+jj>=hlJ-O2WjgMPucL+U6g$8@5JoJ@_C4S7nrZY*W*tWSNR z3FhOX#MR1MZgpTG@K$l02?s9W2okr(YtIP97XYm0v`N+b_(K2u3DD7@-7kq>NOo?N<~2aRu5vH+>fQL%1c3B+Bl#e;?GzFeOnTW<38m1CV?vF8Jkq+SM$Z_2wT0yp=H7#73s(SDFZ6{ z$R^s|I!_Aa{>$(hkdjVY*4t!)FcvF9#)D5CrwuM>%{@P9NPK7OV*^!xv60kT>M|H?3<)9k!^=SNh^LkdVoG%CU*Ucl`pSfzx@;6Ba;#VArF(NE-+*44pt&newp z@!6z`HV9O3`bi=r*6(lrTew(jSsM6Ipq|oV>tvgyxquI}#10D|vyVUhkF||JRmpH7 zVWZDw#sO9`?5q@V{7!MgS3BlcZtL=|=Qw;urAS-oQqtOUffC}Bd=7^D8va8MU^+vA za7ln(IMDH>Ko&$?rpswhBOZY{>dLl>Af@H32X}k`wCkM0$}VusxB-)}U@`lZcZ6V{ z`l?h}IvA9imO?H~c&If+xIN^ zDz31CX{~!Dzj0X5Z|QAr$G20c|9FD_lXL4sAWK}6E?@(*kkixE6Hm>8-B76( z&v+mFls+6OB9D9=Px@k*>4KxfN~luUZE; ztv3{vm*74p)u9;uwPRFX=$z@sBbY_9J}|iH_0`WA3BCCRmC7wC3T=Vq;RVBkpa1|6 z4ZSVw6agAeeGha>5LqWK7xojSgyPIR`*@W16ADm5mH|2;KpVt&{}{ll&DDR!fC?$+ z1H~ZDk{`k@xtaHcmMmU>K6KI_UCDtf{fO@UPc*B56;s^pike*TY7UOd8Y5x+I0 zJ}c$&0e=EEjGTB?V9lh}_XkXwnFt>&bz5-5DS8G{17%6vYQ*!p9=EvU3Q*`_B>B%C zx*6oA0z%%A19jFA*M`jO>keDc1I7wogz%>vjh4ggCgn%$1?|GFfWgr18vwP@T39sR z2K{Sh|Md-N|BUD8k4xzwh8nzP0_7P)v~Z%p^2r#tNc|Tm;#g`FbO&4U7~saPIaD&v zSg)POyLC{x{kG~&7vnICQL z6!@oB9VEYnA`e!rdEER}+y_8aee{gfEYdmmG&m4t{^1DN;`qJ)VkdN|yuuN!Lnc(? zl!(r*__}}pU^AQ&q^vY&81dzCKzeEzuLRBpj8X`A5S)^93RLJ?v=Zdg+2qh zHvk)hP8(3n)gLFLg7LE{C+>lS+=*2*jKhxJw`weI7_Vg-t$`{bBb;|32_BjrWb`Ip z{g*jEGX!PtMCTwEoTK4qo}Sdyat_QdQTJuNg}D=zA7yck;d)U}Ir(d>hTQin27y6; zIe(Zf@qpn(YbtV}lpfV;( zFD@QINjQHFwmltwdCy@yy;JG%?Sj&&m70#sP^j${jFjlfKnNiroq}-?7(qcgU>MYe zCrVfKmhcoyoh|Ssjne<=>f7(gvT7SogR6w6ACeMMsUL6k5lIFquJph6alJ;Ld_(w4 z8IOjwrL%d#wr*(uC$t}wTTyt#Wv)eP z>vETVU=NHe1>+#wZY3yl$tlC}Ec{SiAs;`aPO{gBC#?uSuC;o~3nheaKFy!OniMv0 z?o3%z7(ogydm?iNDi^e22+;a@U#ow)^9^#ZkEkFR26@k$3~h7HK7{DGy_(^7DG?6& zqWbUS+hBV~9lnEL7=mi`mGK`N%bT0=+G|=CuZ1HaqBV4KTvLRsJ_H?VjmY|`EYWUv z_JL|PmsGx4nO<-$`tRxp7=1>>&?QSUe!*4w2nY@(IObG|N2)I4|G==fgfv@4vj?@N zPR{hc<;=LL4(e>7>1mnytJ&ciCRG_k(1PGtTtGacdyzGW1hI7Q@!LMftETt)X0ZBi z)}Smd5s~x<@Zf&8vS=?MWoiX#_uB8~oz>7+6Q3-k@xEploVYXA+xxaJ8f^@>To;1^*WjpL6@>F-|-qusQt>!_EN>lV~jhNP$$PId#$+!3OP! z)VpPKBW|K18qE1Jz7jzrf4X{0bE8^f_w2rKyIsE)DAvz*3F0yO_!d$6cjit+377+E zWtuu^IzmZF>L#pA4GkbehT6{9krdF;yN3Bk_0gsHx$VjZVSD=r--fJYAPc5n-e&v{ zn#SZJG?I^s5{JHDrQm@+tD@u7Q$Q_y^JUpLOp+S!!6ygN-AbTadh(7~Gb$a0C#0GT z#>-Ir{lZ5A6R_|qI+M@3Pbqol&Fz^e2tLG}n6N!eFnE~KWS zU0yyW!VZ((JATWe|UzPU>Cv_D6d8_FX0$ghYfT9AS) zT+nh_3?USV|0wqPeZ#!!34urPb+Z!-xvX za`LiyA+}7(B-+t=DF9NyUuAD3w0MI|eh@33%eZq%JU+Oj_~6^-m{oG~cV9BX+@<~& zce@iMKb8e2L_FaDSsN%JC-V(j>d}O6Gtxm?I)^f>!-5ER^u-3;L9Y5Irq7(zP4JJ#Tc%nMb+{H8MTW@E$MaSS~nbu z8Opu{K}PP<%an}8GzMk~f%F?|peNy79jcKqiyDYu?3ijRDc$S&mODBNiXMLkJvVPi zivGBJKLOR&%aR*KFJ0Pj1m(8CLE*yH%lEQL-u;dCHTAP9 zk70y(m;nnYSnI3yFMVUZ$HLp;dCMpOAL_FFcUlsB-K+zT`NVDPnM6if-Dw2<3c;Bp z+j?!b6gBm#LN=XE*F--H)m#TROWziIJqg4^jyq1#Ih4L+&Nns9h5g*ed6uoZi`qUJ`I&wG#|K=_Q5eq4N|>K-2e4O+7qCQ- zF?%l|L|<2z+IMmW`xc7a!{719ln1)~BY%SUdw8oS7~ctWI}5pcPNAqz_NmH{3gVVR zc?c0xDw2FIlV?N~K_o>VMpGX0iIN^_X(9o`y_Ac`6%4kYdMA(NYp)zJdWw+QMqKR*y@2p7oFZ!D__`Gi)1Wl_GV z1FaJyn;!RE*aW;Xd1XQ5q4_#7uP9FA3}0b=2CF^fk6;EJ^>n2@$NmUDy2`;%)lIQ# zCWPaAH}QITMiNtJmEc-8yaL}LSWJl{N1u8bLMT!|^_K5{$6|{5so)Hsm!-%`Me=%*9W5-;*3ujp|l0Cx1T|2$K4$f7ykZW&tng^~`;E(4ds| zhNhSlIv}ATkZR$cgMOUNG0Rzf4V28Wl0}wVtr>Si1>>VgYwU_~pk8R}M&m5Be6ORE z&3N3~#Ib}gzFeT~cu3`A`9PhSl$#p^E2N2J)brk8g;ZD2{c##On=N(+V`)Jc6gf5FpR6apa=P!MWy2YP}mVY9G7X%wf1x!WMqb)+~uqF1K<>*V7y3BL_e8bQ=v7rk3Q8-c(1wIp&b^Td=NV8X|-U+%OS& zE>?eqp)86FucZy3&2mJcEFr#pLZlMldZCwPQe-fH$r7=5f6y2!7=u#^UxIyXw6lQe!KQn-J|A@Mu}=87xHWQXL2UUH2epu>^cZUoI&uC<%G`nxpF| zOAu)PC;=-tI)G#SE~2pgsBhH5ds9qGJ4eXNrVHtSt%IHMyXxpC&TGPU^gpQ2@ z1ku$nXl0{{aXh)SNlVV>aS$m)Wq)g3c}N&00FkuXu$_o{VxB7}ecLz@CKn(?4V$db z`Hr~<@il0Il@6RoY2(k+4|&zpgGgDQ@MV192HP44Z&&Kc4R~_dQ=5P)M37l349P$h z)4;hw3u^1?^RvJ5P(sjqZPcWZeeoi&60yrM9^x^=HXd%(uHg>-t!h6^g=#kn zX>QspEaC=Sd8bclt;B1kyjLwGP$Tc3$Or$l79}O5>YxJW^rHQdfkNkQLNA5jze`F| zCbjKH9#v%O+5H@uEz6A}QShR0w7%KZimy=J>*#FLy+{RCz%k9&A8`@K>L375B)2~T z<&q8(acI@K4#J?M6*RG64h?mErT#`^9Zts_i(Ooo(zW(mwQ^iE1Dodu))5dCQ@IO)G-P;50JDg2Cfp1lG6N^n%b8e<=s;R!TUStqe8UTN&s8u zzJD<323_Iw7Ojjzv7Z3`l}3t)P<((|!dGr;&v$%-LD#zk!$faLR?&>-8x|8me{D;u zA`rdGS0LR83XVIvKVYSgRQeZF>6glNHyTHKzgK53zlHV}ZbK?kUYN2$rN6DSE}dMr zYAQLvEthQn^A>faK7;Xi?>J_(4djL+^zk6O zj-S16G1wkouSIu^hg$_cgmB3pAzXL`T=i%??%9f1c6<|{DZ9m}7w-KTQ_VoXz2r)6 z^J!$4Ec|c*or_{u0hFk}4!+pwcBRssTINkz03Ht%sQl9Tv+~X@@42 zc*0!1u`~!ezJ@YfPYoA>YqA{v5$0+}pTaQ=1t>I)is0$FW|nQyS#y5g#W2QayvVfv zWO@9Uy6JjqguJtiCj4K72{l z5BofAVo%fX8DrqExAr3*$;CeR&wN!-;+afny=OLqK^1#OqY`eKq^N1$i|zU2@ud#n+VJj&2loxGsNDMyQOHgqASHkr^U!MjE-G*b+@K( zbp7h*Jbi;iclue7S+lKs>4D#ROo71aaQFu^iZr|xz=No|XEPJ0jPV(5^Ftay7B?S+ zkvh*u%??Bmk3jG^G>(!QV8Sz@mmbT6Am5(gSeHdPX74{*L)+B^wR7?F^XdMl_TXk6 zznIItF1xM34_KuW2|%1O;<;HHXC&}~GuEV07nJ|8JHUu)-ib0Uoiae>j9!_lFF|D9 znUXkii${K6E+UICHMSeA;ZvxUUfa_b8N&1HzkU~aep#MxC2`6I5+)_p#pO;E#v4KlB{85ZklDf>{}s_Pv)jY&#*iYu653F_50WJ#iUJQ`%spoI2W z*85@F3Gjt9z`!tpk!SyVN8%hEPNJ_#2%{b%GKawlMLjkpNP&4TxWl(1Gweli!WhFU zu*QpeUIK@I29q#MaD;lZ`bT2alB7`iT7wt6s)WA0u1ZNWj$>mxJ0 zHiJrz$kPaIVgZfWY&t%%bADNI1YQR;rusYS8G>#4dP|6`?g0ZaG}1j=mUy^tDBWUM zGIC^uuWmRHpP!oHeA;OohMcgw+dURnYSct>79EAB{IrC2?#oL7aVX2&=l7;Df|*3i zD9GW-h_WxPq%eW4^;gwAkiz`l?SxSQ6!1JBs{Aupais}#<3S9vyx*Fih~h(js~R)= zRj7(`XgnX)67td!U0rs`HAcs*SDI%00RqIdMy{Pkw2%dfP0g=O23ytPhe2s2iEYMP z(-#~U7fXgW$6G|C>dQUno+oRV^ylPDQ&dvrj@I0ZW4)SlN(WikIu4217FI==bhHuA zE@-|_9Qt+$qH?m1+5SW+0=zKb$I;P_u3Uu%=;{x$tUU6s`%!NqID1Shw>j0V`R=aN zuoNQo!lSez?@;}IE4wl%fU)Xe|5>B?{7HWd3pgKr&cPC7tZ5XqX~vYIa13}{q;eB= zPe`VX9|ge#sn%Q|9Oqh4hAywEOi*^ zG5v11TxvqeJ{xtLzr$M>Qh0!h6n)<5$i5a|@py5P?wN4}O@()e1IM9eZ?zX=v_uz7 z!@&oj#8Yt%2Q!g3rFptngI3t<-&I&7@E%rydpuS&iPr95Nm7maC3D}4-$h0?{Jmnh zr{V+PrYG;o{)+NOG3T<2kI!K57q%0_1QH?#BfQ~Zd=;;!@J!y&R+L=}3j-dXbqD+9 zubOPkd)-`Xb}SwHQZM$`0g<|HYDnKCEJ-QK>CBm0PAayw+M=@J?|cXc9`qhN9!6qG zr=#^P(?SkDT(t{z-)~iI-G}T5KqOU*Z-EufLPQ(hXG8Z!?+(ifSL&g^h{l!@>K!BU z7RA|00}+}eQ?Ac!L<9)1JrV(MRZ>I?61yK+N7-c>X&GLe17OF{9WU*ECeF>btfw$E|Q%o3je4)zJAra~F znC8Gk!s%$8zs}EF!<_^OVh2O2R`m>E;`sycxp^>Zt?}|qma`Wp|CPGa{2>yhtovT7 z);}+;SU42J7MKZ;1CjYd4jB#rY*CFi>`?gfQjR{pu?BnnEOx>JCfS;{-)qZ3V}VbJJHF{@o&Ksxy(RR@YrdDdtxvuQaR)2iLN^#_4R zlXp5F8~bG2^XYxn6t(f$T~s5e8z^C1eTomgGKnCbHR|&?-O;T3_u4kM)_Lcx_qRg7 zt!Pyf)LqxB5=d^)kWrC}C?y<~vi>UsS@8Edras`meVf^I3USL+2|o1o%tr4GEZm!NJ&5V=AJAsAyR)Z z#6sq%(ZP&*eAcPlEQF%hJ?JXvSpR`htzDdB2`gMZ&blf?{F{bPL^@!ba-Q4`V3I?R zSg&TkG$Fa%NeCl;scS^P^o<-M=?;$j@YXaM`rxL(5_kqQZ{@6za+Lby+pJ9Rt{_TfjvsWyGPZ8 zB(l>^iD}_yuYk7;K6LqtToR@6lcH#7Jl;E0=?R(xM9TO2Z5EH4#YP5;xn%nWzOZ z5#xtx#L2<2iL?ug_Zd|yv|pN=>~2LjeS3MnRy`K_T-?r``x2hXosOa2J0md2PJ==y zQ`M+L|J7yPeZPUPXY*_KWNMen=K8GtMKyLQce7%)#Ti8jUh}?}s50v~rQcp6qJ%U> z(YBFv=YH>`{ba%`(s{Zwh9x(se)TSaN((h%ei9Nqj=UiAKM zW%UqGjUIw+f};PAcl%UtfX^o7+*U`T`TfSAovCQZ!1T`hsK>p1TM2~1kiw5W&ke46 zipKRXL4Z_1{gFM&@6@SxVY`1W^U1o;TaU&LL|_!fiDTJOf#2|<0SOV`1O)%Oa6KLE zGmmojtEMD1$(hrFIhzVvZ}%85=8X~>Zd2yBJ`dE2{N5>TQDwX5xs2xU)!zNCYrKhY_jQZlm}kqM_<-lL_`8P5pcMor zK#^P%pRFwgVYm3++P(~u3{mh28vmA8Ht3o4QtcI(W#Tl9!qbdqJUrUy@{kVLvk~Z- zJ5l$#P~?xy&FN(K`}JSQ5zKzp27DpS^qJY)|i333VWqa5$R`4q%|Dt@nu%7KrZWWieLy9_MHitd^&BwsHqUESz0(n05 zl|%5T^7vG{y2v-_0I7{}?)aw0foB5E)@sJ4(kq!%hHPANl?8bQif#^|66d-DDDtXY z0;x?2>fdJ`2qc_0#raQR2!`9k@!1lJ)(_Tk`vHIPvwMOh2 zBU*!TtEPmLIewK{!Yh!jfYbPJ)ej5=dH$}uSw1SJovk>bjgPILNV3KA+HPg=mPR2y zyubT1-I86A)}x?J?Z%G-F^PEFB4A}@NW%r&Sc_536^vSLQuj!6IL4<3z-T8Y67&V( znWk=RcK3EkU!z9T_d&tO=ey2g>b8UDC08fDWI*s&B^(*4*TBJMa+5vbp;=v*W)cq;#dhEPS~%aRWH!_OJ#|uhT~~6db4?b? zGV=M0VXuEnZOlh#n51}N;U({mAqIR2q8XjiDAc{6(&f!n86bd#Nf3M~W-zh*R1Jc7 zJLEK`>2oJYM0{x-X4O3~>zn2mGZ9fycc&xGMeh|jC(vmOd}>w#a7s%s((6w@KW_`? zy2{Y;fIQ;>rt~_3sFi0Wiz++ft4Siu!q49uw$!D{UZnu?gUZDY|4diY#giE6{H


y2Re=79b@3kBBs~r!-_Q$+@}<3R_)zMt_aA(G zX&nZ5q<7^ETZy5M75=yl!oG_Zu;q(A3<{5GH4@*($+D!uM}E0#>p&2IaYKmj&o$pv z54{qDzb0CtN#y@tZR=#yd>;;G2W2CZ*LA;lF~9@}8hB+N!Vv3vLTfzrNugI+pZ@lI z#WIt6EldRlO$39tM0Xoi-L70hu?saeDxa{=VQv|vOir%C<-HcuD2z!jyD0`0+4E;r zt$&~89#jJDr!XURFKdk;(wHZzQk*RzW6Q!eCelkIR15V9fBD5J1~Mc8WCp#6AAf{o zb)e~Yh_Q;)AO2JpxN938)pur7Vp!#zjD2-F~OE4oTj?q@I(ZwDX}u=GLBQIElTp#qZ(bJlvixK^jxozyc_?? ziJgdWxb1h72VyjP=gnO8oB{ARWGYnYkY6e_F$*vX1`y>aOHeKJhx`WFkCF+$Lm6fG z9t)0jd{xYI9a=y0D{+I_2Zx<6RnjNQLOM3H^y2%P8!6n>i3RZo_46~K4k1+6Xz@i1 zxL^=P#oelg{Jf~_KomfKtYJcVA$issRe19&RNH_x-%k@DBgxa78JzsCnOyFAR`_?y z`~e*3q5O$vdrDK}^$2GZa^FfCIQ;eD8H*_tdGAZ@e*{6Pnk`$X9Ua~i9|Jn&dtz$E zd$Ptq_xLF=`JvEwL>_!_9X4x(%a1}~i|56%z-Hr^Z@;#$d1BQZum)o3`46LY+S`=F zNAV5K;TDf|dVA$Acp+%xH@e>{dsBoh{U-sE%7Sw}XBi^Y#FNYP)$)V0do?HgqjAB} z4m$waT`}?sfk{;v}!mD0Gf{=yo-Y05I{WfDGAJFAwj<@V>Y%1gMX%*}NXb09U zFyGKb1oh0u&S39?@Z3m93g>j7!W$mvI^irTB(Pi z=6P)P)DI*$U#Hy%v{M-G-7>PLxhkKQI%)Nt^~^Jeg^z1^U1|m$ z)54TVd_Q0gp1yxKxHhIabzAV@8eWC_M{8;mqEJtEz<8v8u2)CI?wr{5aMS~?d)a3A znYAyJq6PpnEvq^BBm*IQ)NkgxXL=*QVO)Vn;c$BvIT-c?y$U8B)wjwT8wbP+KuSvo zgGt*N$iL5<*wb1R#pV(vWc3Flu%Hdc;$EEo}LJJ|p;&a*vGr!39 zk?OzigH_HWy^i_f64}J_e%vh~!QjsH4=L<=U-$3~8WDQI5P+5dc|Aq-{5#05SF|1? zv+8RVb&T+PU@gujz_Kx2Zt)BJ9g*LEE^v)evv=$om zy{pYD9U2FbVl8me^N0sM8L_F9v+GyEWScyaRSQ0!nB?(CjGu-uRB*~er>s$y7p3J8*dXqe=;LLH-rw z>sBfz?C?*^CkQ2DL;c*mK%jg*JHnJd2aK43P^uJSruWAOE7iT;jcUrjgWyE&);6z0 zX<&ZI^S-v=#ikK;CQ9(V%Emzq|GEr#8=&aHIE>aNe`z|v`@B)$<;lD<{it(kjayAj zw>Sic_R{R}DG8wnB0&+sDHZP18CvInXO7;%^yxUrIrJWBg=Z3NUr?OGE zI(hVfGL}2zt_RThxH=9rn+aKYrQcpgXWH(mFPNhR zk==@AX^bpgQt%LIVA%)*DFxu$gE(|IVjm#2e*9%uqdCd2mDSp=&j5DOKZ7+Iick3x zbWXj12VMVl0ervn6;BllgGOhDyWvIT4qciHkO>%~*}}6z!MKl-IuvF7YODo3I`V`4 zfe-n4)^x(bFHfvRH9D!aY7jwhZ9QCV4M-C-~x~C1)f8*z%TZf|4aO) zhbNgR_JM{Rx=c-GGcf(gqPJ9c9{VfHv;#;Z>MU3e7pC-CWy#esF0&(}OZgLC@qwa< zfOp;8O%Kz$^j|4cf$xP-^SpqlB{iOoTWA+^j*R;T!E+$Rr!Wc@HUP#5YFbwRlDZ+; zDT-PJ9QfB!{OJQp=o?Z~c651*iuGw$fc`s}EL;NcsgT z@WBJpIR5#xQlTP7pfU!On%hKU(i+gfchs7=fDE_=Ew<%FKfVwBcLv*=*NOvv`LH+0 zsq#pWoE)4;0Tb8yds#SV?~m`o07M&=pQj^Yd>@XN#dwT0*%SMFODR<4T4p$e<2#-n zz;}P&o(eF%qO!mzajUkx3RtkK6MUX%Yi}uM-|HUl9-CaBcc-`UOi+WlLk>P53=48z zaXr!2_aDSX2xZ2vlWz3=6 z7ukF81PRL_tI`8-5vqR|f!&!1#do`ygYKD-^Za?r20lRZOXGXbPwp(?wmu`)+kmGY zh=?>q3g9U;?};JkOuLCAN#k$JQQyVcAP_|Gt}9%5DS~CUzhX)lwCHvh{9PXp&v(yf zHv4P=?;2QDa1bxT;nq6h^SE%3x1_fp+_d}g7_X4p2D+AACg!(O{h-qP8hGQXa9<%P zlf8q`f^kL{yy>T99rgFK_krMk=kmry7Pg8Ahe8mKE07F)WK=0av42(X&h|mDG5&uc zyz8-=@0p7a=6I4ha6odMcYv1&CPpfvxvo$zr=?F`m&fP@Z9Wap46|{p_bUdWzEI<< zE?#H3sK`kkHw-S%RUh@6{6!$BC;=%)RyLr_!2f@Mo)KOS9glbC7F^HByygTv!8Wgt?956?|__tKvmf z`vixlL0iP=fSeKkO<;Sf{y9*PkN}Pk1@GaQ6fCD{JQmyDeNddBEJr>nyle*0tc>cs zC?;Q;Prb8*Rj@ZWMpfJ2A{G{l`@j1vA{eW``)%EHg3 z55K~Wp4hb+-3&US2b{FGToLIXC|8^)1xpf@b6Z3|j%!jHe`V8$D`^3)KDdDM|1Of` z{%-SAyGtE7Xh@8M7%A}YAnhSH6;l_8c3pM-<#PjpQe&0RY(4?Rw_!69`eVz{iFkNOecOaJJZF9 zrJ0?G`8aJM-J$qA71x_~<5^2}xC?iok+Z*`Q`#gw$nh>bj917Yd2t&M(evkKGsyi9$lo*hVygJP`s zV${&<>s>A&Uj5R6Ge%kekESb+hjM-2@7Rk-%E(%llrl)j-l~wa*-c1Mjok>@CMwES zB1)F5m9=bRY-3M$Vw5#YOrsI9Z@+sw-{0r_aXzPW&O7h>Joj@i*L^+rC`Ot^;n-<{iS_dL+)^y6eT4`GCTvVcJ<=ZTmM$eMR%$)(8J9^Qm9@cLMtH|c7H8zzjJG}p zi&AS1kBAsZ*oVHS1pgQ`a!ndRVw$RB`WY;V@647~Jyw)#AYD?aKFkLh7+i8uTKDU` zR(O%VFHg$cLs%@DRe7!}I-2^um2$rdpOq}?t-uHW`cc!;oiLx;{keF67Ft{U&9L_m7g9ON@-5Ttu1_s@e*Y5*iP0XNL&`NR z{GIULgx}*=O<0I7Aw_8gyevcv`|@RJy1yp59VP#4pnAp(mdFfJ&M!7NSjObCL(~1X z=;?lyI?1NNq%-&P_EhEXBRCS*Leq5dB2!7P%$BK82u;X-1lvuJ<-r7OeIR}(~XWcy`b5TL2ufDnBdEYT7akiQQ z@Dkfz#Vt{*d)imVc_)J#w$Hc|!V00ibnSW9Petfwf_zVGnHVc8QIfj9iXC-r%4jJE zI4xwHzEQ_sMXLa)GhX~{9n7qjf_gjfEKtGfBxf3##N0gRM8dy4Bz~~0tG|A`HN??H z;dUcrFc9@V3X6J2)zxq>8u=0QshTc(uhpEnGcS1J?10}dpr|>W zdwoi?+78~RZCw%4p9j9@)QzDgqHNXoJa~{WpBygh(%lgO3^Z7ks|?omMz|Dt&xYvo zm!@;c+>D$-I%f78s=W9m-o_3b-Z}I$G=s!UhHQp{R99!u^5TI`cpZ{At-U3z#`4K^E z;;Qiy0NLhXF){4LkeBQEVM>n{lud~v>)sXX2h^UXUWlK40x74~3w4+uSc02Lc!gcK z3f}Pd7s^B?FtOr_x+?u*aL1=2%M7Er55E9aSB16q}Li2)}v zBY+izejtv8BW2^*>u%*adOzw|xC}>-L{DhdXW8y=VYfqGeVeob`+R&wm%ut9PF8yJ zVJl$ASDBxL`lDA!8I_E#{8Y^}Vy%g-)0ICt1GFzS}(_<6o;( zm6`Z;(B@);3=`5(F*yrD`MUnM&yCHUYCcBf;)?tO z0cL`@2YdNrk^&16=yJ!&exfsM$+mQVNdEMacwdaT5tg#0AOTEyjQdzNEK`w5;yyDp zc^XpTWT7oI7GYD765ye>7k$zN!uC+o4{XDsz}?c4*V%K-|3Mm?0~g8w(lQb!@0mHj zur-YAmWsSsZt|;AX$QEr&p*{PA~EBND}D=-RGgvq4e?&Uho`z=X&;XGZ{L*{WSpbC zHD@2v++ytPC#4hVWEq~yY0~}A>2#2M<%TGBf(v%rNx#=R43u7QoLG&HZ1 z&I&y`x3)e~&25PG*3u5El$GhKho+8Gi zb(^ENTm^=fejim_Th9U)Yc-eBauo<(SAL^%eZm!!UCnFlv@WIi8r*aczni}|2{Px; z%5L&=_sC+UyJ#(tXw(dDU0RZOcDeE&KluTiEb+upi$dUvw#rqmuLm=ugN|OPqi!82 zT`T2qDY^?l1A@pli|~plTJloF~ovJs{!a6}UKLDR6&3`@{$! z`-FWfTGJ=rWYj@f5aXCK8y3QHKNkHiNh*OomdRnPq2(guLds|RIl-A1qq(J!Br^6m z0)yC8x}MLLU8w?IpU1wIfa_a<7cKktb#y1@iMRHD+Vb6$0&9@Q3sq}Ds(F{oWx{FS z^Z2IIYLj(G{wR2Aw@ZjuJ~^TIrNnsqC4iVeg%5aanRP*SyyT$4gt*89Hmt;Zwb0yM zE-}(#v39azV?C2juk8tB!hY@8B^=x|=938bh~8aQ90RXSc%anrgkz)6VV{ZT)=L$a zq}^4oG}7*F`Jnv13_hSU$R?=b#e;W@^$BX8C5P`s{{Xji7Od(-&fLblK2UP%uU}_& zL-&J++S%CR|Jku(gH15%CDG|!2;}16eXf?Jo62cB`xIIG}zTw%!7AUyG#qpZv z>aM9Pn@5&Ee5#Qm+vm1SV@M&6<$^t$J1`)VZU?{;=t`KEu8F0n8!~!Mf>@T-7c&z{ z^Srg@FSXxJsFYj$ze~vD(!8B9$PSAA(}5SI)JAvxArFQjQ*`5 z_sQnwTn#s8=CUUv$Q4Qs2f1EiD*FJfvy@|VZ+jr^lWOn19aClq;PiX-4oRZ0wS~LU zu}=+yaxqNZfU9X8U-ZX-|`w9nr_m2nkjIo+Z&Fg0C>q3jYCJI*Qz3%tUNy^bJbtuq+z0#Z_ zi6BMpOZJ`N9A*Edd|2L*`)K%#Q`~n3vZixSklSDCQ3hoKyHx>RUZu;K{Obz9|J8Id zQX7sH?|;`M@U??U*XZZ*T#Q!K`g**x$7s~~1##7;YO!mW5|b(}4D&71T_eCd5LmfR zD&C=7CqY)yg8WMe%hG}N)c%snr!PihTc2)gxht4-+~}8^$=Jq(q$d^3Mg8-ds?k7J zvgahdZK{IzGww_`q?Qj=w1jI~GobGN?kf4sWsrwHZxfA*iBSKj-_ z;Ek|O0?4GvH~c>rpk-POj!wm|Tm~jnWjiVLX%LnVu;&j#> z#4#L2ULD8L-Y#*l#vrgZAfPUlY!w;9Mx>uzTRQFAY9o-movzh1HXs_^`J0i*j_{($+5w)EF3?ykfZDcx|7RnVVBQGx*8Lftsk%p4*OLb=hc3Nh*fTFopih?e zE(pKGcJE{KH5{W5ir^(?a&Ei(tcAGP=~3bNatFp)1arPASLYrXBgQU9DjfILbrjI_W0^|L0v7~V-6{k>=Tp?Q!vU95_|dYp!pwhY zAGxRE#XvpJ!KZNV&tn)6Tc+t-xx2YO90E_~Mft8qdw!e)`oI`bs1QG5>MQ*efG)); z=ARhAKYHJjTO#>y_52%^+@0e+kE{VV`qD6|iXbA*OEx@roojcjSseBlF+U5-ZqhCk zTb&-(W8!IlLFDNOy?Y>L%K|S;7X8oVNFCgeksNeO_WS}05`-LuE4*TFQTnLs9(_{U z4E;_@ zVXm>XoibIFDqXmW$C;m*eua>gftx->=X?Ea=uk!+$FGm>oK&GP*il*8#CSdTGT2B}5; zCEqbS^I62@`WXV}0!gvp`>C!;y)nMhh69WcV9mKQ(k?^figxaPjuXV5*LS-J{o~?~ z%hO1+{n&0PbHy7zOWul{n(n|m4%M{e$lp-|I0OEmc67nFaBNG9gDAGH__+M8(KC*b z-8JMnff9BFet`w^|M{DHKj@TEzonP%j9fB*&!SI$xJ3FsG%c3-^Gb-1Yh>i_by|Vk zvdf#4GdP{;TW7MO>i!-q`v*4+^;OYhrwP{>xlvKE zGBc<7BW0}+saH4h%{!7Mbb09h@hW95gn_#oW?_oe^xHX{$O%t+jB+f&@raa>;^-5^ zL?J?Qa9%h(cS1q%;rUC@UdfyV&vWm2ql@+vpU;kdtwJ}T-t?PZvo_&N-$(Iq5$SPX zO4ZPMu5@hL_G2sBQD}7Z2EotIh;$IZf%nhLl89>s#~(f3@KZB^iqaP&=hktDzu#QO z@t8^H2QAObcC+t=rS;xk9%lkH10fG*@X z(=VFjYEG2b7F^jx^)(u|78GxHh10+eTx&Pai+s+9GQIN7F3AepIodsh#XNqAo4E5s zV=;le1H-IsPEv7-$BT>9Wr=DJ0@} zU+cGGp7GAP0`|Nax52I+!L{Tyew`aq)UR;EmGfJDR`-hV7mXGbHO5cvUkq@0*Lp0c zdFqtjOZOdeqXahYl7-1d%zg}pZK~#Z*Qvjp=tsc9JSO*PD0H_R=_Fh+Aux}3-^L%T z!2ssg@sa&v!wockxaPbDkQ_e{Gn~fhm&2s#+_rn*{ADc zOM0^Nmm^;YmopDV=P_WS-!Jtfp5TO%yiy8_Jw>t2=lxP8AXA@75kixcjZ$qeo>llI z`;X3%{?mWG9m{-O{jFDRGu;S-+0obQJe3lN{l@-035OF};_Hlqo~sW@bwc~M(x+%| z<73|9kKgc^%@rv?{!?k>A-f{HPp$l%U~L6QWU{||I=5xLmA+LoN{=+WFw@zBfpQp0 zK1SDi{udmhj-wP+hw7jG!Dqp7-2RuoZq-vipTD?FzqN!@mQm3brwfih+}|R#(cJQ3 z=3ul6Q-IO^nf&~qO4-)wV~jS$-Dt6)r1~KB;({o=dF?5FRPJTd!>nwvosae8V874E!f2ij!E96&al>_SJ(xnCw_0%5F4 zJ}iMJeVT7n&Ez#|JJ&6Dn|CrDF+mnv*S0$u+{ij<+cyB$!3>4XtGPcAC%#}o$VW>CX?`|=Jh!nam>KldMh1It;9$jTe2x;0&zntrbByME?)$B0(`??S3 ztucOpSZ{NX>&|4`D%>&w+|H`*5lTV%L2iJ)d30gN3$$y79-8ppD{^12`5gs3FBZPJ z$c5p_t;xzyXE>^L=5H$)f4J=3xpF;QCD|V?V(-D$8&l+v(V>X_m!qqh3cAx6et&1-P_P#drZ8I4!@Eejp5!h7Tm95I;tW!@aFt# z{FU3G;k?neC-HJnm3~>e*A6ISM^HkshpLL+Em%Pf8XmB*_y)*4xH;1MkafEf-KvC?Tg)CZLp=8TrPhZYtwJIGCZi-Y&54 zHM*#a=9>Q^N5ELiaZ8rOoy=@>k4N&1S+D*KfR4UrSP9C)w;xYNh-AlHGz8RN_bCtm4bRfU%N3^CIvc%ugC%gqU|J^6 zZ#Wcp_X(t8INC2Zgj_r)FbP+ASdhELOKI5^ry1`nrziUhK|HKqfNdQqNn?!8=s7N1 zI>w92&Cq=P?JS;mimjSA?DMHZWTU}V=KWhT(|#XB5WeFv=|$-M~$8I4ef0la8P)%s<%I2zShEEFkPp9uk+bkRHjhyi~HHc z(hpz@_gKF^orfUT9KlPA3{Zcp@cE_4XqHTrFT|ExEff6FLW)0$Fm#$>_d_bR#Zpg zCAs^U$;T63f17*e?BWule`EJHB#eCJ&Um#9qnEN8h5j=2iQp)*P9BUMFrYJrap3OQ zWpaN=NbJZvrc}6J_?O@A-n}Um)!T1I z537jyi6JM#_;lOp{-O-8ph-fbFb?*{zaHc10&t5{OtmSGZ};axXDQ7m;X+?$F0-;H zYDWb{w*&IYFYSFy7D3LsEggdACT~j^&w%T>Qk~&2mu&psR1R>_`glwYH}uv+F{83! zzBLh0w?|@_wqXP0k19n%Us=%Rp{v>9N83$+1A*i}SFageDgI8%v}9`K)NWMFB`hld;|o^A&w^?1Y#2 z-beaTmH375PZ#X~gL>*BNj>BYNc5#F=Nq-${iO$G$uS9VX=>3^lByMqQh*!<5;CAY z_~X+57{?5f=KpdqZTu!qykTe zCkSB?|NW8vugZUQ7ch@t=T}$`BS?L7=xqi#zdaHH@Fz3qU=Dp9T)7}jfO3m9WSh&| zd+tVR5j}&EQx7SHdEO5XK$GFiniQA;Dd|jC<{@(H4iw4YGd>l13%(|f)M0=rsXxc1fnF#6?H;_E;)Fu zaAg~^yfr=e+v8eeFJ`*z9utpxpoF;BzCc;={1EaLmJ{&TF5dHJ2*MBUpWBzf@l~2> zN$6ySc5l@4k6PweJSnThTm_B35u3RFm-l-NNN3L9hk&4*5t1!8)%VYIH ztm&;ZiLS@*#NOVxCUw>2CH>oR($ZQb-;irmZ9}^J5g1g}xU95;oc|XW9;vH!##ETl zW=wLC>ZjGkNS?D;uRsYr26@53pX}Bgs|HH!)a)@|2UM=)q4YP>W`(&yojx(+=eAxo zasDm&qvLc!cJb7S%9ck~i`cAx{qSdLs8&N4%PH@2`5Tnw1 zKO{(!eW$*#p18`;%s|88{oIl7oAICh4I^ z1aH|_R-T@?qrvCh2O=pc9=u4Het_$S`x|%WKZc=KzLYs`{OpG-BMu6FY~&Hf;}tjd zCn9K?m-f#Ny+gNNja$&v;vTAWz8!B`&DEyxj@(#pJ389=!Ov^!91GFwO~ex;GUA0E0t-qL?$_p zKKA{lwKMkD=Ka2ozttFM2S<2kCgDd_Ab!gGR9O4>_t8G@jZ zkvg-A%icrtQmLmWZaC^vpI!HE?-aOBFq!qAD_&8SngPp z(tgCSJ8wSn#k2~B6*TbDX*EUP7sUz}E?Vk#ZHcWEhH7&XPTmKT%UMX#c3~$NECX{{ zbjjmGu*Xo*w|o<-8kJszxybE=uiWTmA1Lar#iMe~wtTGrwjHge-`~hsNz;)mxay;;Rg7UG4E{Qo7NCnBQgg7_ zfk@zu^i;p~h!wwZeX6p$7#&--u80!I&caKG@aJ$sR4+Hl&qydDI_2;TSe_es*jh>* zQe2ryvH~fIF+!4S{MY5WwdLy*kFLkUm^QGZwN*~R#@R|P^89c7k+n88c>jQToc%T> zgzdKh$yL_;8}pxQnK_)+yCZ(?I-y|vT-NIaJ=xZHwNvKQ{;+Sm8>NRPaZ$Hu;sUZW zdcF8m%nbibVA{yr@ti2$Y@(TOzeeeC} zPQFSGUtmt+oNe=J#fMOV?q*^_I*qIpinzm+*rjg2nHu-=lNbA>3;&y-{j` z8-x%xR;)+yb5j;M==`_j?c{39RE^aS>GZI%MB0R zYD7@0pg8YdTb~2~^V+OnRd}VR@RA)9HCEQMY3mbQG6;9sGrpWXM4v-esgmde2eO2D}@&= zoyVgvGc`-{#?R3(L-u+J9D=fK&ZvBeAdu*Acr&^KPzkS;cHP`Hv`Bk@T_ZQ@+PYcwScr-AgNv`cNhZ1x7HE{bJ-C%hYH))X0x|XfLH2j(2r)k?cB(r zN|G=~zUIan)iwJY>Nf5b>iTZc7C0a!I+|R+tac-*1+n9Wz4zbm(IOxJYCe315Zbsm zb(yO{<`c8?>Yr;6?&Vws>Xv%k8u$9C%ia85f#Qc zJ7eqo*i?q-wD{U6&qvv!y=P#Utjf4#kd(dXVP#eaU z44zbp67&r@tP4tky8eZ^%!H<0KbdZW7g2!8!fFB)R0Uyg~G^oJjjPtoPLk@J>F0=LM_w$*U@azT=Cs(&bUuPC zt?|3y>Ckn*RZl*I<(XlV#I+HP=CTI*K4-c3?&AWw0vQ)NHum@hy0s%y95@hY@LKb7)o48bUc6 zcGh+o2K{=M2=g;`nGzU>XoDDNH*3k_cNn1)2@*X+MVK2{TTa(+Y0TEKFL{45^=+5v zHhZD))WR-XT)p`DKA5e1tm%i2OyF;`41gDVNIN&%OwT6XxyG)I^mkNgi=Kg9p6%;P zufguEXBc;bX4p?Fc_g*?pK%WkA7Qd)UNxxdhI8g+&t%ze56@jZ&{VIlbGX;M3XJ}T zx*wOd%>MRoIP;xIwtdX_?F*>fn>WFy5oK9VNHkBi zu>QFL8L_081*JMUrz<>rZx82U+}^Cu5t=mqG)zQTT_!_0N!;tr$EO;#plU&aB)F{0 zs&YAQ{50N~&DvK-b;9NvJn(Nx`oL~BYszAZBAOifw}iq<^lF)MI&VO}Od_jI*ThRw zHl!+wAYiA2O4JtXm7F|6RuWAzN0Xx38fH;2M<99DT7d+uDDx4*ngsN@Xmv&M75rimvT zO|3uShnTFzVT^ieMWN!Ci_NSQJ5LzOH@GidzHpi)oAH9{bC~ z7_otN<;y2nPPw=9{0N^rjGFH!g~Yzr3!xd2(2gZXQ38RtUJ!VTPdaLh~-$X z=^NhWK1;CwUsN7ZfZ2l=`ed*K+|k$|={=)*AafB90h0v;TwfcJYTxnMV5~79^wQYJNYj#6;9 z_XU@WR8y5XI)BGTz&lUsW-W@`QLeYN%MXjwq@RWf`8T=vBh5Hmc340@PU^geFy#BZ zrQaxsZ3NKrz*}9rF16A};vl4PI`^2%bt#ehoMF0{L-S2$%ce8xu7e%VLDE)Lf364w z)-Bn|I#44=t>4D72Nmn7=(v6(?Gy#yAb%Rt@~$>>^eLeY)G}C-Kn$g~=)_@0z90K| ziQ!)?RH%r_(N32=`Gx<_1pr&d!*-tG?)Lbp_M1l!rIRIg+8vGw+e~~=uItorj&@Nl zv-P>$E=P`}BFw{#2*x4v+CtsS?Y(cxsHe91<+-XN`HnAmT%`DB>R?t12GP0wJXevz zhHH0Y=7REqNM;9%09U$g6pt%?8`-x- zoE+04Sr-Esv^=N)3=cA~H$dqYJ5FN6IObg5UsY9dV-S9IlFn=LJ0(DMbL*iG9dP5Cvi98^}bdzwx~C>vQ?RUaRH0c1~jF5?JEgU&Wv_T zgxgpG@$r|rw5q(KHcLH+NZdMO8KG+AAdnG)lX*8M;D9P4A#PEFZ6@+j92slOK7z=z zHcMLRAF>apA$B$QUn_yA=8QSI+K%e7BdoiR0DI(>NM085A)Cqhp1`1HXM=T*(<;W2SxWc|zcQt3JmeQoE}LfFfEn=HJo zSf$ztcI6z%->_a@eY%J057uu3VWTI{Pm*2yj%qzO__R6k1k@M#AzXfk`SFq~&u&(^ z9zx{LoXg)neU}_#Vq7Z!oD_`RxRYamINGu!SGv zgEY{_9G^1rBy3Oct6z=nVrgZ6K2eGV5rH%#5<>B&oqBvGgvPybJfxd=nU#zOu)sZ` z2*V907ahSB~bKWJ#jI5bY#DeWxQ9JyVr#Fy~Q*PyfwRX(6!9pRjIX#px~7bxD% zYrM#S<12c_#s`o6rzPqHi}3^hIs)@pCja z!Z&q&wD_WbZ7;Ed%x8wK<@&orTq}(ey2?uy@HcPgs#84>-J`?>KWVB&=3uus*Ax_YqgZPRi?5<#(C7 zLxs7l$i17doW72}I-}u|$_N%IaBPPD3$lfsRoYg?xy*6ljCh#^UPIe2_&W`pfFPK# zl{p%vVYO8npm_B17&~Ixespm8%*=0`{6$xT4fNMCNvFRkd9)8z?ecY@B8~yT;v!Xf zM_!j~Zme8|RW&n}^tP9XGhS6{r!bxZ#3GhF*`v@tmc_1!~;_ zS5a>ymAeRK?ZmHem)8!2hn_JuN1)J%gt1gRexq)8z9Z!B4=%I4?Y%EDR%i+&UU_jw zOh_oXKt&NU*Z#v@`#4-RuWE~qo-2RDEN|E>P{dI%=JHhOc=V{8U*;1UF`e6C=<=b7 zY!6}`j4>NygMlI{4 z7v%<>v^d~e@U-f0@QZVBIuG26apI~qqn#QlzVbzUFm9(;OIF+*D(GwE1q}mF-U)ZW zxJFdrk^2)s)lKZMyCA0;^3#zwmER@`-)&<+N^!~j|C6pWBQt0)bPJw^*_g;^HdQQ0 zq-eEU3xr*G*kpRZJ866$b|+t7juC10iG2>|UUkM3wX^->>3;-~pLeyJBF$+YISaO8 zt4PKVTVb8q{KIln1DVlthp@{`Bc*LG%K5ykKd zrJ9(KHnVvY-6l@5a}K*`DbySJs?%-{qGnGexqI6LKL4e@-SS^vL5buI zRHt5KDkqyAs=sZl0~Mi&?PoLCn0$cvHYBS+RLf#p{{Ad{!jCNlk+iCto2qI-wZ(qF zYhO6PG|MJP2)u4Kv}Zk?Y2Ke@Y0EL zVMaL%=c0nZa<}((=1LI39cf<;|P!9=u>H`%0;;wJ9q}1Ut!4U&6=sV z!sHGAOW#>8=t2-4{Cvj7JPtD0!TU)IxgC+$G$S;(dF7rZ%~V76cEBJ6cW#yUO5^M( zx8Xdu*yjpdC zFg!M}Bg5g9EdH000cY<${+VCuQguB9<8YU}Tclueflk)K$)@hxFSxF{#N?_|N+0c? zzOH?LgmLyYutcxtpw%N>j3m6c@+GtPEIEVf)XX>4z>53Tj^gg}=yYvk>%JG2yVl;@ z#-bF@cm_D6PybBcC)wywOPEA|X& zU+6!o&K3E0jZbBAQQlKWS{Yy_)2&O(Z|K#Cd*NrkbJDq|g|5X(4whQ8haI=wk%h++ zefj61qEw*JcJ+p=1qgI)m1!PMA-r~GU!WA^qqi+TH{Ju&Gx3OLyO5=QK zNimOHL(5pt4;&v;7%u-@aL6yyK;kRoM;BQjsb=c$o$+CS2dN`iuKNrmeru+kn7zaO zqaH(grLw2;YC!R_R#O>>%wOl%9eR1?HOs*ja5iipIGcp|fqTPpwdevRaMl6T{lxw* z^A4NHpM~^RWRq++RZ}mB|8e8+-JDEaZVL)(y6))Uk1$tii;i~qkE1#-=fNi8iXhR8 z;^F-sSbC?|kG3C(0h6Y+3fSgp7yKa_@2KEG9@Yc5!K;4P%{mKuD*6MrgWj8`{Qra*vVd6ES*8qn#^I%8ZhLF=s&x$`gY^paCm}650o&H(2S3+UyevZ0 zOZ3qDpa}YW`fiR`cY<8yT`Z@==cDRQq?*--M7E1@q1$eY4v`=wQjBQ*vGW29$Z)TI zu}!^z4NL6%u=(fbQRTBXA6STSkd~dr$Nq37xhin_5f_#u*>iBH*8(?}a@PK$t+g{~ z{I`b#KLSiRzV6WXkf?JiE|gdBnitK4`-2TXelk#LA$}+2BdWR>ddi@@j3cNp=)IaZe%2Gn2rJf_~=lGZbl}GV)F`dvb^v#*W!fpwZRfm@s|4YN4gWj z6AXT=Ibq<<^x{HMf(DE?dtz;DOufFlD&|VAIhy%&G8}8QF1vW_QK#((V4j4(%|`2M z{Me1ZtGO0pU92X4KdZ~bNo&2QogS6q1#X^yNzIUXqm&zDzjIWuRI6pd$HA$)?PwDv zth_8d*HT`eR|xLR8w#z?zi74la@ zZB$OO`cTP^(o~(&*87na+9g|W=mlM+n(@VYo=#giP}^E;kC&`dy3F71(08TBKdxl>hzp!N8hcn|0+E-EbcysONu~W|o?FKp*Awq*) z2BlhTor>ruC}mmDF8h1>1=2GJ~w-7rl?d26Ng6gN~PE;)rva zO|KS)HMY6_sFt@==+xe`@>sPR#1Nl2{({i-b3tThfWD`b^VU7Bm(NG|*z;WJsvb;CB4)#@0{;iwqxRosx2Q z9-6Dv8cQF?!zebpnDHZn#QIzPS4O14s$O6$xvoPQ-SFl#E-CEdgVs*RD5a@}dO%v1 zqI^S|*U8;)()tzMsCf@IHRcX<6j2HVu8+zzi3eI}oCpam`Ww0$B)RpZ?X+z^NXkY% zVka*yu#YCC3L!2fP|)$WSB!MM##l0Zj?P=FAfOyd+&=pZDQ4JKyE5HAr>$UbEJr!n zh{P!z+WV-Z)Wd1Z!qP{A4HzZBpeWiDWf(nM%2syo9}>tBm*U^Pz({Xi=ay>dYCokd5#R7= z49X0qJ(0`d{9&_UzY#Dx;D6AG+Fq<2P6I(!uO~jwrB?miySPtOBh)J z&23a3Z00C-xtDnMUPgeH$iJlaxBC+X*S;Oubx+H)J)1p{*qH)Pt2Wvsd;xq zwXNG@*t{6?Fw@m(xX$3Ve!(8)Qz4-_Qz~6cFV>y6QqhlM&C=FJs-E&}U7oUdCEB<{ zdc?Is_7h)GFHO=1yhuk_!;NT$1*(lQ^)D4iyY-Mb;y!8l0{q3z_WND5TQ7;@@kH~nb3H#Wbt$3$1u>ZU?i#X9nih6!xfk4S;evae$2e3qeoc|RageQE01d;be zi5awHW=~Mqgsx%W;%d-Jyz7%S$1K!=5okA}!!u_h+f~U=OWw4lDP#g6g zCUJOeV;{;l0@+N%oKQmP6i;t1183jX+h!Wzx?Ezq#uWeYJjJhB>u=bgyOVaT3+2-m zO=hrk!@ycU`T2o|M1eGaVcWU+#m@o$D=Pw)6ZWRGt+JKU;-~XHCAHdZ#L9>Vi@8z0 zhAKZ>^qCDaz$4waPx#WeAQXY7D(`*JS}K!X?ucb+3CFz9xB(K26cWe1%wda7O{@!! zoBbDgF{kTM38YFj`9KC&*`K%7)b1C%p(CZ)n6fonRTAK&9lak`J$kkOw$Fy4b0)!A z`?y=P2bZ0qZV#jQ>4 zmC1QpI=t78YfctFCrdYeS2=IzPnE1=?Kn}z>nSXo_h8a2ofGfJC;D^$hU|MrJHTs3 z|Ij3?wEtCO6A39dH;>2 z)ss=ft70hS)~Pdu=gTHECgdjwpF*F)VD8YMxZue9#je4Y%G{#sz2-b?t=e|EJlkhf zFhM`ozLSu?$D78pnY|w5kOWSblRg_Esf?nvgWCd4o`*IQq`iG-kN76-ihgU=CA48lbj znYrpyhS;mknw}XdlLh7ns=qJ|(0Qa3u9pK8u^6L(v`ZhNu*oIY|f88^;oMtHbA3@$JJ*eJZst-1oBI3%0ZhKwH@MPcq76DP7B zyBC8gFS-qk()j)GiQ*eM&0|x!Ob(4Qe#u!N6iO0E%hI+H-2-O}{YAVe-A4s5eq8^b^h+!oTt} zmI7b5U?I?v25Q0$xdW^<81JFgUUJ@rQ{dSPAVO4Q3EOs!G6}r*9~(J7_!9-voZTK% zt9I+(^Hn=+cKp|uKY`n*4+%X^2%5k0Wep&An!9TdyD81tw8~E7{G7#fHPdg|DB*8O ztZ^`8kMNwKliOe3kF(e&&j-z&O!Yq&%DIm$Rwt{^Lgrrnzp9agrF0*(>30u~1V4B6 z4q`7qoPNX{tzZ{uK}N9Yv|=J-iTb5siFk{8<9S2#fQQx6Ag;}f<=zrh6bw^hbY?cT zYj1N?aCZ)GeeBv59?Jd(@I-isa*2-ACjU$i*(LiwAH_tb!z`r>=L0wvRGS)mi;x2M z#BrYZ?T&wi+9-^i^?z~nba&ocxYePIVZBGi{bN%RCgHHMulLu7Hx6!h+7Nx_2Q9RUYPK zsWEc(&_o)fj*>*yFtQnm6Wt7ShK`V(X!64zpd&phbsFa|z^d@&Syk*pvlM>$pjJbP3SxwpYtqOY&1|EEuf3jy^zQ5%Oa6 z752#MU8>xo@A88h5_q%5rCwIDK=hS}s42_pXpwC$)oH#s zEE4qBjy^L4mH38eoktXnIKG{Wa{O9uI59nM|xcp!If@Z-mtu(?>c+ ztW6)nb2FUxZ>l!bA+>;VobK=jfm`CsPTr%|2H-l?IIH=UfZsqqS zmXZCi>mbcLXo&uKzni$5(9c2=?PTY~Ky)5S_-B78+g>sL&5({GW9bqS7c8NHua-M+ z_`(Z474)*-2JTi?GBG! zjl#ZqADZx^i4%T5FAj}*i5C09mDwZOm zDt}>8ck^=#GuF=}j<%fr)8;=jAsnKX^(8jcvqJ_wzVL=}L0(!X$33z$>{@ow5WTnv znhpfC*#XsELrf#8n>}!=?QweaoKzD{(n=_n$t5-jA3Pb*YaRd{$+Z*R1HwAs-2K2{ zE*Mm8+fv596L?IoK+r8u{eRd-Ua`PK!M%2ityB4O4%gVVW!e*~~r z{3z4NbwBmZc7^|A>dWJyT-(Q=v7{4+lu%hpvb2nevL_u$WT`aP!APjazDH%GQqhJi zSyGlx!yt@hvP>xwQOQ_ivezg}wq*HT&rIk2eS80SKgT@Jb6@whZ})ZQ3rbeo295$@ z>g&`+S}*dKnp$I5{m6=kYl=k~Ugs@X!jYSvc8u?n$r4QbuCaR+(H|N}71Gg`s>${6 znd3{V8hze-qFmmCnv=DH@h%n4#&n>W!vD(o<;9p_BLYFaxqqtqA|N zk1^)UalfB0xX>Urw*_;?;JP50Hj{#VIFKWSlZg`yXtN7H^lw6a)$VKp`kBYF-+%9U zNhm2ZnQB%;hM$JZIMf$kuj&5Ee`lFJ5mdI@=?+8e;w`9q+iw9%#LYP856F9OO5~Xk z%M=NiNfRwVIpiyY=kLF|VaU7-f!GW6nXi{$`?#>TZ6Hy>aV>YPS({W;9FVylDt`#^ zF^2+mPvVP4MWXJ+?%JHlTbLgikZHJ_M_c}vCNryXrGBt55EJvV48*u;=>r{cV-v`N z*J)c;rYSXdEB0^_z>#2#!6eHkex=VrxyCXuVK7j62u9qJJwM(MBunJN-N)Vkc7ncU z6vyNkK*Nc)9_f6?j?X#$88r#cZx_tP&>owh3(LIWPic->n_UDnP<`n*wRxJ9y0j=2 zw;Ctl{^7hJSsF|U(FKinuU6DCJ6Eylh`bJPm9YE)PJ=L4IQ*?iR4R!W#Fa3NkU@Co z56B@1y^S-c5R0Mdwl z%Rl6e&gPi+jt8vX*d;lf_YK}a4AqS;uVvS3H%z-o%(Vt~t8Nla$~3%EhMYM9^rfyH z=1~~dZ3u7WrzbpLt|d{!jPrw+MpXanK&!KPW(l2!mG5{*7=@qg?zDbyWZVLa)%o3N zv~Qm`-Sd0Bj10~x8f_&&R?ayfNb5-xTWG76Kc6;8S{Jp3kt8jzW$x!ds)FX+F^%WJ zLq1XA;sek|g+a!8?jaIBcgCTU&}SJ$15etYM@xq)b*qE8_HExAj0?LzI^2BUDMdc` z9te{L*ZU>?n;Q_d&HnrQHt+m#PxhR39mRSG-@mS5v?3fFGj%)r@}kn=5sO&I~1xKEI;Q z^{G#U;Vy=kU=eZ}RN&4z@Zr{sz~NnTgw3mtL&#x$MJ)2*BWx(bm0laSl5iqD;QGfq zkC*&68}3ogJ@K{%tXseWG7dSaq>?!c2TSDV|4Qrc-^ghLzU8!iG4JD>2@IjJ?Z68E zxtVgl(oy!gH^cIZD47)Fn z=9sg&b+yQOdy@(P_B~p*7aV_?v%B@;@QTYj#7Fk?MNCpM=L4_6GD&9HJLgBr7l6$w zTo1Z61^b@1_jdHY-A9!R0Q5z9a-;ZHIYc+weLbR9cpbFBdQ=N!%xD}w06n$PsiK!3 zn-@E#kq^E*rv}IO{;P@{S|T#mR?fbFBFr4{4o#Zv7{uNuVK7B_2r<11^vv7>H+=?& zI+)l(!}h4Ay!%nEr;CY6#MU6D?``SL_NW`dIQ*9{2DjrSTs=N)S|~ z(zjhmCEWV0-QWlpy_gCLJSJF;OfM-8&~J(d_u@t3%zuN1@*Q|eB~XL z1#s`mHE_%jq@~2fFE)SkFW_OsGG{%&#S9+SJ~E}{70-iHS;1znR;$&AuqSp5-O~qO z(T*gv9}@b`5XSnv*b7JfPOb2gD_}k8!liI$=kB_XZW+HlR$e+!Vl)6p8 zilH!*`Q$=Af;-(9z-F~Wvk0>mX}V`lKuoRrM8EjQK+)6=0+n!R_#OSPqbBZ8Scltx zc!dXd3=;I*o&@qR$}>eK%4m}bL^i2q`2vXgE49B@!DZk(8qNZf#=FKsV2&uTYfvt? zhZ+F1p`v#v8iAf^VAm4H<0{SlnB`K?L2&@^w>Y#H95zFo^7yS=n9?^Rf`|bS*;BUH zZZA}ySD}Ma-JYP0F9xx-ngP5-xR~fl1SokZyQ#DP_@ZB*(yEQ8!sy3udIKNAP3Pd< zR^LC7;CU27{(|b>(uGM4*;dcfKWK2dGxN{pnjFFWTfF^y^YNSQu)dCz(4xS-?ApOfQN)qj`O~^2^VFlGH-b_@A#~l3^iA>@3-35 z-XE`)&JJwk*AHt9NOME;nMfu&@3ag(%X7=F2mCB#@f^4RC#hJE5h$AZZ%3X*c6=PH zJ@EcO^z2Wyk{JbUPiQ6mPsbDELB?3ZP!A1o5f|x(=B02gu2eMHqN@Jc$wK9k?D#pr z__e3wg*1tX-N?1^T@7U?-s0K+z)WNGbqv&L0@5mkT{6YUrM+E3SA!q~7M*Y}hVIbB z6IS44c720sspht7ID33yX@`Rmb>;iY+@;!Bs8%O{xUhGy|KUMAP^GJToH~PZ2+r4l^dwOa zXt!!%%Zg#%?+)FEY}~;m{{gqbFDZ*-6jvcR#Io>+hUz4=@*y}pIFl2mOMiFuW$xrf zy4~aD#*z>T`v7oD67%_S|13G`PZdWpA%&xbn7*@(EjX;e!XQ=^BV%4|X=5{ykiX%TuOsDoc2-w2VTq4{|jSvkM-u2c7MC7BH zY}|Hk)|Nq-&MdyOEwv?x+jq<}{BI4JmiV04P9t0d8TPt27zVun(B6eR3h);4gGq;W zl-gMh9*_w z>3eQM@Xe51T-QWjs`1u#he<8`h;EB2ijfSIe8SMhz*zlRVjc=hHNlGusw+aV+Z!nH ze(mFM5OwEjpP%jFr#!@;&sC#g_Ubc3Rz9_R$j8OE6Mkq?3#k)_qn zi6YB>_pxHLxxX);(hwI}O7~jZQp@XLx2yqk-De999{qzl1)ziX(zMy7p!Dkfb;pzh zk!wS{8Z;!R2(cXSodHb@n2a00FT0d21>fo$sWx|=TdwdINo=$8mYrJpmR}RBv-<98 zUYt1^47)EawfHQpt6P}ypH&bGYlpMFbVltMo@6))G0_*mkt2N7uXwJ{EGMI-UmHK3J@|i3RBnE;^MCeGk;KH1I z6y(I=M)XmxT9GW(p^N<(8sD1hWMHFx3i^3$heqDKf@C>D9szYt#(Xo{Et4Y{@ST>& z4`Y9exW=U;-KlP^LU2^>C27GF`I=>a1W^gRk1Y>`3?9OAMR|>dCU9R8esh+C)+cWF z;wAdFfcriB*Ug5H&+p50!H^%>W^YcOe>d-iBngA7CwZe{JVIDx$B$C6LDn z>P-Hgh_df}KiMlk83%&<4)7w3&&{zHRI;J`jX^x_0b*io!Y!8!Vk1YJVTZeSx86D~ zb;0P0{kCpzNr}}6PPY-_)#kdwIzGhF{JJ2bkWnKYzV^DgX{SZ-6 zJUc#^8XW>1tUjXSaGcxVnTcQeV7H_;orjYMLDVvIzz%!7-tk!yYI*<2SpGRSf*^kP z2km419m)`LH;M)~z`OA!i=w_#n5ryUHODzEgJxQ{H;jNeMw&WyG}y+D)4hP!qCnte z3hl>`doV{QAdGo#76p1r)2%6^*wPIA|jD~lX!WD?701vt5lbzFcEz|Z#q=K`1VEY8`D7{rr#w){; z2k`?Z5M;O?sxz-pU!Qyr#1HxLsjsVMW7#MRJ)O!;nuZ(+*BX#(NP*l9V%me6tmdfR z> z%T^UQ%WIJI%`1c1g_;~8OH&{9tR z%U1rE%)mN00|4@YI5wdREBuL9MZT)o5}-VW5P1^5Ubc6y+s=bLhr~1DVM?9B#{!&+ z=Ubt<59zqhwa2>XiL66W1dukn?OGO7RJ7Ou9G#A$jtVK%p^@^}sJccNKLKKCKY?q@ za<2^uk3kl1Llzg!TEppY6q3?>=srLx69AZldEcBPm?7Z!aeK|-@HuMnz>wnEFe8UE zUt9;G5Ys7px<0U$P#d>64o$4-Ih);u5k_souZ=x+rMuxSDKAhy`s%*Ve0yz7H?S|1u0H;75)uu&n6&dWiKzUL@}*2(9GR zOQ)O6GLFLHh`ML8S4=-q1R+u3a2+Jw&3purq+KX~1aMBEM5Fjf`I#SIbOsL3{MV|1 zyk`LGiT3ay3aA>8+!p~uJ=IxUJqp;{ciN z*bC5AfjQtvfu@`(KMAsnvebC*(150;=VPN|;IMg_^w*L1t`)%~- z!Wu-V1rPhZWn6jA0Y+hcLSOLEr_Ka%O)Ik4|M{2>RD>fY0eNnO<}sw{ zCNLl4TAN*8mZ1NVxby}DvHNX@o_V|e9I^&+7d&9cI8yH7{_=h0%|Ic46!C?I;GoL? z{>tMZfbw|K!~bnyzo{RpSBMFy#t0XJ85Iaa3I%BF*nyx)NNRFbvuXE^2KLsVxKW)l zM---{`_P!)dbOtjI#LkE0rZ8vA7y*LEB@MF2jek4y1KW@9GgwEQ;7qST(gLt zy7#+V;qZMijGkJ}`Lw$U;5v;OmulwgaE$cbGd8gbe2wC=2AduVCAZlY)ZjnpgK945 zgA$%q{6!?PNCDHme`I}k>@XIx(FV(Mwv zE|5Im6Tr`!L@KS@lAhy#fwyXq@{dhQvAiiOz7VbL|8{` zs#YUX8J@B3mZ?@B?0!qe9mkM2r(DqXBz5nDu|jc~fF_?TFREiDHqiDbFVgg`Q%upi zgxRa8HJ-+cjD8C>>{l_)&#}>ldy(u=fT0uNDSI{xBv3ib5?>G&HBTUY*KPRStA&uU zRu#&gR2_FvtZwMD^N*Qbst?V-@gPYzb19)8bY6|rjXb%7;x(+exm?coX6r#

JoJ z-j=OM-{l{Q)6K(%G05#Mg@$5E*Q~H#w`SY4OWwb$$Ob_UUEo-pJJ+%e1S4e~sJXeE zPy9$gk(r-5ZRXHG@rMFq@w7|?u^`1+Sj+G51U1KD8r=scB#=Ty34CBD0ANR|srxAc zlTgj{(n@Gw;nY5P;4xr2m(147!BR#1|{uKD& z^anK&1ZUeV-*>XDH27|}9jPVm!YE*Qp2GgfoXMgZ?}yn#3{P|s(|<^w_be0x(}H4n z5!3o&irt*BZ@10i70Eb54DlS`*@L=p80L)qJ`OxVEb^ifE7O@nhRTRkVl;(5Cf#4k z>@tpZa=EF5OqVv`&a&wx`<{N(K#-n96m`XW%&RotnLTZUOqwPk5g!P&@pOq`yXZ#3 zDDL)L(eTD&U0nfYV0|r2(OuX+-$!M43#puxK(}q-;(%`n<&gej>`&M>YqiJEv(BV8 zl&Qud&=mx-X{B%8#bZg57~-W;h z4P4TC4ye`EhnOSesE$GA6{=7+)!3{XhTcCt1}GwbaL<)2coMW*`!EmL#m^Qm!Tmhs zIm95Q$1*pX*srk%Wq_dQpV&a9wHseTi6h*@5i&qNYa!{;r@xU4pHnEIpLJjqVpHdV zP;h`?3gEw%bvTHZqlX;3tM7iX@oN<86(fp>uwUmX{41 zfj=QE%|E|cu;u@^tE~;j<1jQ7M*b?I(gimRx~2>o;yuFzel`7;e^O`Tnl~QmK z6G7Ofg?;Tw-!I0FpyCO?_5ArQDw@N5@SASK`4LIrOW7dqZNO4gTC2QlC*W zdW1!xFOd&%m#Vi{)B=N}S4X?)zatI(o)6>CJ29TI(a*&8?PS7yO$a_VaCfU)XN#wX zMTPK@UT3{YW^6 zag&~zU3J4oUE3WXyaPyCae^%ClPNW6h8+0*E!VC`?zqOs4aN!^}{R%2C zj9S9?Q*yV8Bya~M>QA!hR(LkED_4FT;CoY87pAtnm^fMQkWl<1i=s}Y<;u5&EiMC; zQ5>?doG*?2O4%8P3G+LSPpmSSK7mi9(!5>X3Ki<4ELNn>)E9i7NiHaUh+0Er;tU7f zb7jemCpWpOutc$UDj0!OisP+^+bm!`H`lmdiN!y@?Z^=aLhC-@fVbo@BRug*=J@PF zUys;k^SD%9Pt}aLMh;E>X^vf#c{o5G*x~-!81G3v36c_`i!vzr_wR~evg41bQ$@6( z*aH&J!G?S{_z;5Zd< zO8%p8d~ps3ZD!X3yWtI8GIvXhQ*$e8EQ~t^XHTUJ{u99-$F~`RRXW|NwML2pU=5$! zu-zKq65xnu`9oOmLg)TQ$C|pV)#at{a1o@>I&Wesk4){+*nXVlYlRPF>hRr}wdaC0 zd#4u_h~Zb$QIS3}{Mhmw#thtm2^fbhsk?B=L91%?iUU& zmIeza-L+mr5K&vMr~)M|{3gm5udFu2hARvh0~`kHNt3Wt1M^`v1=c3%F2^RGYOebl zBT?ngh|p{}HmLno`ijwHr4UeDpF{EBIRH(!Y5t#imunKQ$UNkXaVeiIVim*hvO&nm0$gf6_Z&xhTFU>K zY!_0w5;5qvOKS2J<(u5w>WP!^D5;gRKLU4uX^B78RK?5n6l?=-^H}<7iQno-E1tK* zSQy?TrK?w=CZg#+hc?pq`^E&d4|ZWPJH@`J^XKoEtTC^=-f(N;q)Jlo=Px z*&O0)DC9OBB7Jv_6*P z{>i~vaN;JR#<35HKI_&JHg$-f{%l;40`M z@o&^KL5Q(+i3RPs>&-rqRV-N#o>&_%daru!A3J!F^nDJM1Jvf03vw))LN+a^*Y5ZJ zhTlrwFWQxS-krpQ$~L?w7~~1Mlk`1P6?HBwIWo_XzhKpC7jT=`@(E*~|4l-nb)ypG z31OHPhk*mKEBWVg7=ggD#PNjV!zd(=ImGXH4!$Gld-jxgPYO?a#PPw)*o2L52{on6 zX4JQbc%3T&fgg1kTLFc3B=5Mz^g++~GM1iLxp2IkM1cPT4)o6mKhBH53tn8N8ZHSY zYXK7NN#knqWsZlHg?}84U^A5c4q8VG4NdjI-|b1!)xNL=&BL5E#$J`HPF^4+&+h@> z;|LC9-sqouf^?mRiOQ)k*e)K$_*fi@am3_8p%M3EF99(Gz2S3YSN^=!>fNKaBjPVX7%yrxC zl8Ovt6OA29nd-**v5P10*82?tSrwxHU&`G+=rHnWOmkJS()?(9#&VvTDGQ>mmjTLt zFY(Y=@;XTqGnLr>Ads)b{${$^mIgnVmkx+1X6 zjs^%A!BN}YCTz1E6!KK1Hkjfqi1DF=CntP3R5d!CT1sm=)@3)W-*^_cZ4IHP+h!1g zyWhRGWP$T~mn!!&Xwg>6sCm815hiIGGXYQgmNrmrM{4X5D>F4Be}#2lP`>%4zR7;W z{}V!uuGjLmLvG*u=}viEixjejV`F*M@}I#76>M$105KF?Jtdz>$(sb9y9onEcBJkL zcHg?D*93}S!4CYl+UGR4kbCON5AT;I?7?7ieiTu#p;0VcjA4FY?48M9vcm6-y{uH+ z2vy}KQ%7TG4k-pMdH-K^8ypv+b&0gUKk%$zk_bOGoq(s>liY#+24zS5^e*+Jf0{X( zQ+(-zJn91cXD7VpmNtW?+~|1CL87!$GV)ibHNF5{_LgD3yRqJ@_BEQ~4=ui#c$s~B zdu*(0uFKI7QriD}J*^tr*wapjOjb7?leGV_FvmAL{Fs6bi((bx+lHBku!dMo^TwVB zpF&Ce1Ku00aQQ)tzkm0DP5Gbo%Tmd%qg{WpagF^Gi=~Gmrq_5RAj0nkU8_Fub|35C z-F|HU7n)R3nnkpOMbS0i%DaFv2Jau+9O-C!QQevCbiCuT%QG{-*^?^uU-Ii_&Pur0 z4pe$?B3{-zFJ6Tovm5bU|6I2ZCGBMnY4=0e?G*O3%}(bXZj!aPA$XugBJBDq(?*2` zL4Ir~g%Zu|^4^%^hq>@B@uovc&yFBhrC`tHVJNTsZ}$)5~RpB|D;{Z zmk+__G5k0XSjZ5Y+f4p#6C>MF5bnGyn5rsPx$M38D|GR}h(8dWv5o65v~)AOqI$QI z8|Wr}j~K7xPqw*|JkthU;&+kj?Ryt~i8RO#VV!=%mSw)ka&2+b<6sEAd+}`mXwDhJ z_g}kevoy&L$JT+Agz#}R2f61h(m* z>oJ~jU!D(R%ePQW8m>m3#CKCd?+rR|L&9+gPJk$n07<4d~Wk`^yk|gc0d?U z@>MyBHGK;%O1wi+lY?jma5M*^;Rxtvum5rwUu8ZeccTVX{D{t$dfsUBaCLYtMcuerb&(UfvHs%5PW9(f20>KvEUr9+*i0sYZaxr0$5)9cl zgj~UmS#Q4vszcP4$}3z~?l@@}Yt5x_Q!}GaJLoAF*=CUy4EtH9OaxPz9qJj&56Q^-#B)fY(QKPH$923 zGVv2YHVDt1{p>sHgdoq=Bw|yDCm|+DaAt#C^zXXNB}bN z7x%Z@z1z>bEr>T+;H!>K?P{QN5yZ*LfIoOTZ7`4Gm|V^O6OV_)O2VKSm)R`2bZdH{ z-T;5L0{79G{Ny;kz-0$Ya!!bX;Lhg?<*s)MZpMu1}7E(i2 z_!M~eGlgPp+#Ktn%|Ty>4i~nYy?@Y$nRO>5p5uJmCx8+RQl3LAt(>{@#Ms1R#s zuGwS(7I}BS{|<&8HI|dR*`n_>FjqA`U@JrvR^MYR%6jS%w>aBbK=oR>;DGO5dW|7E z0X`MrLvPHSiT4J>)#6KH4CQR{eE}+st;$r@*iJR=dhjgJqGTikZpqjc*+{^Q(~0g8X(o zdX`6fbL`{7EVBg|C3k&9nB)_`swP}AFjh$FyZOn+`GKyv5#%DUnC`tvtBJF*;kOQ8 z(X=c1ukO=I-Vn<2G_`~{f4fMCg~XYI%^leqSEV58LLEj^2Bc5~CnM=((Qa4wVh^Mf zU#mCVG48cZTdfNT+`!oJxKs#UAoBhZ^o-AS_V%^tuPe$5G-Rfz$~GzKxQfhvM<6PQ{>0JhY zC@5@B`hGq(++8!nA>ePYa#5c52k+Y#Gd|sN=l32+g^lEZTG+A1fpHIg`X%*-{m3%~ zpmmVvedj4i{|l3KAas*IpF9}VYYVbcll`7w3iJiBwC?`uzIw_bG~;J>t-)T{BBHbC z6!?Q~?kO1YLAGO?C3OyrM%bJU0o?&EI5pu{FW?lC`=Opr5slVu&h3GPZ7tDe_DeP!xI$ zzLx15I^V4cFOe&rzb!oH3oOP+1O^Xlv$JMKtHP5yZ5WMBaI*CFTVRe|Xoogm_m}d-v zcHP?KdJZ$P?y37;;xPrySGfMIJtUXg6oh3lvyY+jP`mLBC)>-&^yt^+9|bcVa)SHF zjs^?i&6wF-RLQu;j%PxPCjfLqRpLD)=_lm5z~HadzQ&J8Ax7V=lG$9AF|t=YKUB%z z0i_w%aa2kL;zl@9dYo=LRngOA~OsJNf zPZ=!n2ij>WqzIMis_2X$tb6ele-LI<2`JT+0@mo;BqG_TaK2Xy%(7G*K2}zG6_1pR zI}~7ia8}0HJR3fg=O*x0aK#Fv*8%8+f=?_ng^-sVIjLZ^i{}o2cHv&z4M?zCcgr8B zbCzWsKf(FAumOy6o0b615>`?~wTbZGPP5IR;f#oB&fl2eydl$1P_zns*O-0VA4%Crn-{cT5hk#iu}x zF)6~{HGjm|d;#Sg8RGp%O|-A6yh)htSWUkiZ?wtBHhDE8Ge%;X8M_jc)0HA*vQ5;4$=9}09=iKG9c}{G~Xy>sDm6BydbY zIJov#1+Sn55EcRfFcfn+wL^xK=c#Yvh`<>FZQdYu%ANgMenGus0x0p0Yp_EqDB8+NV z8e|IMz(L)SsJ2sc9efk1>yDG{FNDh3k5efrPwm;j2gG%C_~<_Or1!2bAwy_ds|}=p z3JuR#`Z|dwD7fxzK#Mq_uNbc!T$Q{~lZ{wHy0hijs9!JS<(43_sEAn|WpP8$&109( z#hC7UfCp=)@g)<#v(vhek_?%hhFXvBGCaKBGY%XYP|oDf$NMiQZ}L7=jTV0qg)?yg zj+YV-V;d(&P+>X()Tjmz{5b?lpO5ul-UyW~(A6;3v>`-{$$wxUne- z>K8{Q6bH_Cz~TJc|G4VSPYVbzFrQxHPO~NXkGJp2#Cs4l<6U$mhcP5DvWu+K3bxPvrqaMk3+B zA=>CxiFN856}*-P56dEjDr+2oA}Va5^%d}u{`m5YVrJKGc}``JAx({2OdT`5J5LmsBb&p-rPO`g4{HJLqPXOXr5PhI0wPAd>R#8d~+%JXaPLL zj!JX&`Xl@qDu7a@?br@A6r~EM(^AgbvwJ}+%s!$8J%A>Q@YvK@w5IJqfbbr8^9kVR zP95*#JA10(LLEJ?0%HOMwxmsP)p#8(8p`t$Bnh}W4GWmwV?roYq|yvyod&k72A$m{ z4{ky<+H2yZ;rQ}Gy7SCqWx$$Lk!P&h`UPig__9dd=8LieEV$NZ3C$E;+jj$1@rc{m z%J_;H&cpehvET}K>#T-gCk*;C?taMtECo5orSvo30+TRWpYO|NKNlK;?P&6$^hj0y z2i&1Tm;cqL$&oJ58=|i`Fu3IEl@qW#bQoL^BRZ##gw+B161v^f6@R@)a|Z&>X{YZG zj(}3X1*XvRA=Qy^_$d_Ae}Q@(4~-(bKxC++dfR#>X)p`53~p!R9+d=E$@#Xbfe8uL zNdFt_Z~4vdFf=tvrB>*#Spror95e9gfPxm(s-Q`r!tq`?TGqw^`~IB`K)XTdCBn^iiPUc}{+e>;gqQi!+r6=SZB#>twU3Lan7STLlo7_pR*wR-x>C_ER8C zp@jmQ+s=okw!<2;D|0TXbgz|Zmot1;u5N903@bERn3B`0{Trnm`V;t-ng zPo0C>F~bpZN2Sc;T_7xXpy6UsJqHf96mHI?XtSkxZeLv|p&P;M`pK<#6GtH9n($@f zR2yg*`X5fRAQ|)Kl^?^q&Lvn^5yjpV=eE-P6tuiN<3t9+cPY6^s(fTzjU(dca z1o}nx2t$f^kRUb-n0wiGK5~1bqG4M=v86lhB z9r1-uhLSO92voq;jWjg%yqX4fC2W(T%KS?{Xga87|M@Kr%CI1YKG(qtFQXj=~>Z2|VJnbvmm5_ddM4f2{MC5s>rQY{~eZg{Bov zZ|eDkD^TRUTo9J>NDBn+q5UkN8vfx#bAX~t7UOV|!^LtQI!Tf$-p#)l@Qhnz>bw%| zc(vj_=L{)_-mSAwY0OY}Xz~V4h4%~<09~M1G$u{#T{?w$76g%*fvM~{!M_?lRE$t z67zjeIvY((t|B^uK=z2OxA61to%>D=w_5J+s4@dzR0RBKr}t2vENj;EVhauB^}(Su z57Uj95V7s~wKEQAnn@FCtHSycY#{hB@qz{9F^)RzqQt~4=O1LB=O2 zFpSyNeZmU2&rxZ?y&5l3=g}Sfw-47wCa7pr9Ukx1g&9k4p+%8C*y+s7h=FVS43LFI zYpqiBXH7+$4#X}#OZQE7UN`(xDbQEbJhswwitaC*l=e*;$vN%uVrA2ItZ<8Z?X5fP z{)Ay2hRm%N$(8SEk!f6w3W8KG=_J1bO=J$b{(JZ{YM5O!S^42c&mR2hb_=QN0GG~x z3KgqUj)x%_KsQxKh_rmC~!#kvxtzY>*WTN2SS7V?%NtQJA0w zD9~D<)?nyGJ$)rv%NWFUElxwh_r;miyOUutJ6xBsaf<}J%os)?i#EHp)+Ru>rIfPV ziS{n(0;jshmR0!|2D2%lP?$%;JugK4LY<3|=%#lXz;K_FU-4_8VEyWnKYxGl&JFvt zpU8xJ&5SUkIW=bB2Pov`We^XCq?i0SUo>0Wh$f3ugvKM)FIv7xORnRe1H1Ms^Tjgo z`vd~%H_EpZ->g8%XOAaj|fB7`i7Tzdc_xmz+RcdK~bcb#n*%~+G#u4M$ej|v3f2mUHi5&_pkg4@TG4wt zB%IIk^d^a(<1@lY)h)~NOAy7hmYGettXp4(xKU`ceIdh|Hu$06J5fWYyA5hMQUQ|| z?zfOA$jPNY!WECE@GYa(Yg!m%>Ap@P>E-KbPqm(m`5cO)&PhztzSeSK8XXRDNz!t|7-?s{GwvY&oRsk5rFKBg>bk#2H_X_iKAtL5C13ZS@Uv z{~`h=$a%r`d7TfXH+~FJ`nq5#*&~ zw<}hm&S%5?W)p&xj?3oc2l!ZbeBdK^<8F_ip2ri=d_d!*ZE@wdYq~7@qzaScde-!dl)=Du>oMthQQG)@k5`s!Fl$52)m75Z~f)W)pm3LBj$T+JQWy5 zXs5WdllVa0E|y??xu(^o>gm}WN_xfjRX*`t>?DCR%xDU^wBNjWJLX7ikKMCT67TP+ zi>S7QwbGbfa%kh4Q~~>|J*W~)#^$K4QQjQ2(Gz)}Ro}qB4Ou>h2Qd)0tmwGY>gz9# zrnPT>I6sa^QK1P6f^Nqlq5%O9V=uHn)Rp8I%(b9C5Lh-RHLu*XK!eS#}0IySSQF{>5%S-F&R_IL?ntg6sXvV$gYSI*%Z z(Jn5#w*3yU#kcHzgPFhF7b-v;;hNeXtZrZ(kR!6rQ%a+}`y?&$^TZDsz06myKS&xy zs_4|SLI^P$VhHP~RH#%nmjR?x(Z#Uh7$0{$t@+rXUEuAPUu;X5shKZ#16t$8!vt7L z9%^|Om1EL;51!0e?c3+Iu5#HQeD)O5N_g>K`WJ)1M0oY5>{SplM&lDu18% zR-i@D+rFY56$oF(OZ}p5BtL<>10iU>N$aSJ2{2#*k-;vw; zeta?8^ly_pS6jiIb>RVLMT@TN{TR@<3<;WfM(CaeDf{V@)}QItTP1!!Q~kDC`)0Wf z4?kggD3S+@$mHH)eO9Q?2-kiIT0{GLKYNGPDlLK%57Ar9@0k%DZlUi#wb9XCfSBM2 zM}ys?5aN_adP|=+Y8HD=rAd>ez86X(vxm1zggxFPctsBD1~c|0z2cvR7nmqN>D-DW z@w@CA_HKide+W*Y=Cr_;*9!3N&#b%A`!(TYuzM8Q<7Ro1j;BPY20sBAYlUAUZQN1S zy_wmGIWp-U1ZA9~@cD^?G2|}wv;bKT#>iiV*#RxxFei3wEz)$9N^^712$o>%jXLpP zFFF-H+19^TYgKEetzdNa_2>#!lY39-G1n#RVtC)fnPPRh(uO^weFv#+!(c-? z(UpoDK(Cyt`dh-b^A@a<08qWfY_xa;Kt1v-;>E2_5kZjCzxU}NS|-ZEEtn%8n!6nj z2QRM@an6!M*XZ11a&Lc#t0gZvV(C6?0`LRDPY8Pq$?7-_P5hl*doNpeY9)!8+1tni zmhK5?TTDKJ8T-;a=? zJLc(^XXrVoVgsa5m&%(J)ZaK^4_ttVlYrm$<_IIWH83yei~o(N59L=4PrQ1a_sP!s zi~7bp{-RywJa;+7-~wiYt--dV{6_exN;orgNr1)-3|cLTQo{|tWenJ|&K46qjHq&U zBUKs=jE5@;3_?y2I_CI@rY6eW*XQr1MH>7374iD`tJggtcYjKHcT4U>-jp;5Gl(TT zu<2vp4&Q5`kDU6iF`#k{1-b6WNOh^dEe8EAU(q>`( zO%4y?$|P&&Jh=nz6ijp`Aoz@$uSk(U4%Q7xfj9CwNMqaO27)7D;CGK$!C6HeE<4c& ztm9B5-?+6pXr?Is@k?3qo?mJpKX6eyLf%RR-aXYV{02je@3MIvJth_NU=t#4C@SG! z)GW-%x}cP8BgTVMPZ>jm>QD}e1aZ9f*Q%p5U=l=RVuub~ztb#?7yyEImH6(B0XAi@FrIUOTe#SHkeS4SW-@I7`rLk=_t7O;>cwqdE~ zt+O_69cLwHC{!7|=MUoUBck{4E7zdaha2^FL_Y!+o(I;8bB>Wa;Q#oppd>~kJFymh zp-S}y@k42Lye9}-$n_I%T@PJoZhmp*DL-+KnC~75K!oY#JvVzsRONbIqY!a#5XToB z4#0)c#dmQyVC-?)7tc5soH>d$F++lBdiUuumS+%hc)U+^5(XYO3-j!<{_+n{aR5RTo0Lh`?R z%HE{YEeiEobLu@m@fEHH28sj*Iy`QmJT$fJwCX^J1IYp1B3t)AI#(|yfK&i(kqH~R zuWwW>cS%z_7%;9|_^Seju2}}H&iPXJ=3V44o=PLBjT%Vj$B^nUdNZGkW>Vce)R zkT}B|;H0B)dirM;uhV_?`qs+DkMw1X(7ShEhj1u2UM#LAIo&BrX zA>d2@v(mD~DveyY`ZLoBvIBxIZ@R2L0aT-+vN1x z9?&sG=cu`(+Jg*F^aINm>-!FD+{>@;jAwOkCK-PZx;n-p1Bd(^O7gd(!gML-dI2`)Ln3Hm zF{PiGfS%DfIc&~YJA5qxOVEA&+G4pTxT}PRSEogok>L@-gA|G|?>D0Ix2yivWR;?} z--pb;VqV-1u$yE(fcx#PRTa0egz2waj%xckl$jr`%Zoo@KJY_%$F4h@Fm5Q;hcWLwPY(P%Ik({`+zV-Kz=t^l zibXR1g9d~fSHJQL4*TuI#g`f_FQhvSpOX81`V_|6DrXqy4wTL+)tvSj&hgBxi!vfP zc>nPK7`B!?-jn5+uq_4p4s|1%^BaeJHcNhdUOtlgBO>hk#Ie~U73RefZbxC|p%+bn z_ESnEYDUDPl9W&CRS5%Iq$(lBv>FaT&+9R74xvh{P>A~BrLUimcuu^Z%lP> zYqy(o?fZZMo>j+9I_qlbe5$gCAvP-%%oIy}$8VhxO!v7*H5=?aJwlY~+P*4D8kV_z z`7f_W5%kBqMv0q$HlC74&4Bagau4lT#2^IFFDIA!m*2Ys#k~5mpmhyb zRKP-XhXVZJSlNz{DwlYKnOY)@1r1te3T3qP^m5 zoej+O7kV+$J5~M_&bg)mh`N?*$Xh#pyLl`(2{V+WP=;6P=gAo>iZ5yq#=NsD6C)z1 z0ckd~MvzN&N-zf*&@oK?eqL6wo}40vTmNWMPz_uZ#%8HnV=^ zm(yG<&yP~@Wt2KpT!VnF`zU8C0OiPmXZf^HM@*G+cDZkrX+0=XMDp)}(nL>S_$0W( zX~%_TM1KwN?5%Tl`ALCh4`+Rkjy~16kNn8IOFADA3dvF!4d?tY;OnIp*i)Bp5E6on zTw&}|2C|-kiB(O)m^s|+n$eVdHyi!`ZQX_-&hh;p9THAR5qK~9-H7?%Z+^rjU}tgW zb-|>^V5mdLk?;LBjV78C8c%QAfDm7FUETBh@5W(=wWDyOm6DuQ*gTcsvx;nV46MUq z4a#+(m{}20CA?K<%igJXYDxA05D0Pt$iF2mze)e$Y}@zaioVwhVY`K>4cip0Cnr~O z#B~RgBX>lmN3TlD!RH&GR-#&gEA@d3CCkZc1HmkjVaxuJFNp}@l8W5%MB)-4!fwC=J5SYhvabdp>qI?^5xpA5< zv=27~N3VL_VH^TSk5LT|lb0)$1*gw~6%*652X`4JT!@M0j!9*~^_fY>km;fFs6NZ% zlE~N*Q3>2Wn0%j`PIp6J$qD?o2Vxr^?fpE+uEv@o-n-38h8Y$$GZSGl(-UDlj69TP zb)ISq%=+k|gU|N}zL(gxFTq#?>@l*LcOZYxJeibe6+9`v^+Xe~tmJ8Jg zvMWM3ue_Xh`e{McRlG%w3LN>D!y@y?outh`V=uU6^{Z;ZCzGD3_frZ4-A$wB_Gd`! zzkMP`Cfo^0+HFW+d?Enf&n`RNshKO-zub#>xv8`|Qv>gV3qtOl-q(NgE6zl8w3Xh{ zR|)+&<1PI&fy%O5Zh>^4TTTJ0vVR8UniKTBV@?wGeukX#FdHQFE1?6k@G1CNq1@($ zEPG`fh#JB&x>$WO-!AMNxmxnsGp?+_^isC3=3-r#%=7Rx`th6k51G6dZaJ-*-?Z!4&VTq&tHAh_2m0NK#@y;v zwoD=yV0MAC5j{+XX-J2=UJPn$t@=gygjv}8%8_PHn0CD{4Ne^j)$^^6N+JR~#Ca1M z|GnjE_dEg)y6-GNRYdPNS&u3(ziH?1FVm<0|MQO=6>b4)2Xkiqv_=87cLu;UgaKtB zUxCuK-=o-dhO$=RC0vajF1x;@eyXsZYHygQclArpzMC$!b8+8(y4kQn$`neA~K)rX%x#c-h*ot;hPDa_w?2AIh+J2u@lZsA}?GxwQP3Ln<*R_(DI?LqsYL zRLM+`o=G*^pb8Xp0l2Xj>i9ln&Y0GS7vemNSLAdAl!Z5dNSZ!)d_j)Tgjt};%(JCS z?0#Efe2=v$wXaLk%O={v2!cg)*fC;e9-yC z>Hksnkm?0_$g>pnawhNv5SgL~}z zYQyj1!)>hf7I0G(TN;BGV$wp4tR_jEO7Q>IH&}goIz7BXN6|P6q=`8L!9?K@o|g8l z%Y`}{gLT4w4kS77WGeqcD^h1PCYu8yDRy>R@I+c^cFIfT;MV=P9=!k2#nOSj*vhDx zTi*+jJ)w~3%Tq7gaI9LEL8?#v;*Ds_hb{F75b8Ecp~3V7Pk2C>40Ts?H{*1Q`_sFL zC3>M?w9zDoQR_*d(t3f;<}Y}Vr#vspiNQi*CU8o3egp#G6FRUUVFj<)x_R!kSe8F) z)!tW!KM!6Eb(ZRutYzwPwcqE{JOZ|)+(5U=D|P5B5mLgoj1$|z;F<-K^^|Kd782d=?l;~i$zoD&m;nwOVYJB$=KofK>Iw_nOkypm8VC0EEH_&rUn3yabRr zm&IfLv8~AgGcUL4IHoPK6hDK|?ak>s(~=*&Lci;Uz6NtaZgP?>uy1LGq_ z$9RI@UJO0oPTd7s>nQ7{nH+pA@pB)1E@~(Czj)SUZi&DL)f7EBPOf2G9u(CL=}v7t|UCAH=q4jbEn~-?#PE#B@s&i zIo4m3+ix8M;9{2KRC(vDn!s7n-K5BK;*)6Hcluv~!~_F!AlO$jkH>Q-t8F+Vk)0g^ zO8oU&@2CdN(=PEpaNsebNxJ16rj2V;;;)#L&K(aajfGkzSDA=WD@? z@e@1~F461=NhLS_?)ea+bK%x81+~r%0QCi^?{NR6dfFPfRl61MrYe&|MnMO^^$%_b zz^qc!>GSdMa;6|kC!5pG;qvmYW=1lLu7CdDd7sN#sxai;PkGhp90qn0X}@?*?*7~Y z`E!v6s8Ixk+YqejNE6}*yh7~kJvjbakoXkf5~%Gyriq4X<*%LX3YnFqdbRaOt5mj@ z)y2L>Z;#|wg}8GYg1ZP>>6(Fjg_qk<2~6ScQh+j!!UifrH_+sPOOwkSvnjvC6qu+X zvWiC1cA_A)DcsA)xh$_#?!ew*`ZZNFPz3h!BWo~|Sh{_&6n1YbbB~JGaF)bxT&&q= z*&Q+`qa+V6k~YP@&I*iATyZbq>SMluMW@KEV~)7^BSs2C3NUwJdzgDN%-sqWoAgL> z>F1Neh>KfVCw5s3gai6F6`SgvrvM_7d~;ZV$~N-e#Bku?KZ_z6KWfe;!Hh9-~9!Cu%a4`2^@9zDydrbhV;yjqOYs+9g#nC+ zxb{>!`Jx-e{=9fs(OIPZL{ISv8$}j9yWc$fqzdA1dr9MMK zcop&`bzK=88h2|odb{O*GtP4#Qei;GY&lz8hhIdntE2|ZAiCds%$w{Jo4(g6?@jvq z(=te_rgH6aO$u?Bd@6hr6B$U%gHK<2d$7HcbJ~J<(VLZ*H$hl|hyd`_c|AAO*BWB> z-R$~vyET%uVMXI1aRid79sEM&qY5k=O*gq6U67fV|ENU_J24_&yVVwnWk=HOL2_Cj zEaEDU^E#-00n8+$T~-a9yDKC%)G2<|MokaknfW3?or9#)!XYpK0xgX~?)oE2kV41Z z`(&`uaF_BYsB_vYheasMm>vZz2g(#1BN;cx%bzeT$g2Co9zkDz51N!0nxt-?uen&!hkF+ zi|}bJ38it;t;`<~tnDw3V`C)F^nmiQ0=D2<2v2*Juh)cPmski8YlzXI79_5+3&J+f zUBl?_SFbU($v<%!&cHGdygqY<$Qe3rpAt&x6>+#Z_n>G|m<+{WcGl+k{q_=D<^|Q+ zz%@k$rmyBhyFlE#V7b1cdN1Y4!(5@R4L^m%8957OU7_@6rDQT#p!Y%dhp4De%}UxqfmB78%Q9!IMnfA zTO-Ake}Azn($O6Zp*xTnLO)uVLa;6<8P^xQVC}!PQTb-2GRFdahhk96PZ9%r7p)Al z*9@lgM$hb0G#|nzw%=~37!9S*m{j~S?2#PYgO1|?@5Svak;1ppri0Qpp;HJXKc7JDistKj9zKpasTTzhseoyr?t6p zq(@NDfrUW_+Jr{M%yvSXm?hij0t%PDl_#&0fSkeP=?7!6>zS8V(vA7haUfubtL6wK ze(GZ`uf00iFC}x*|CrS7yV!j4s=kJJ;FH4S}&%? zrNPc!oSG=;<8sk1Q9n4-*fzLD^rHt8l>`MLeCa-PI(d~&{Gu(STW%leo9)}wb}_L# z1C5yLv02+Z_t9Uw*|R5PC4-A^qeHn)Sad4!NlffZUWxi~=!@KCGf^CA2KF*a6ikoA z0EL<(RJL@{3B5=QS<8^<`&4rKM&*rTB~ZVSR@lM{xw-4rXM*c4Gak)e9o1wB!Es0? zkU3|8;g4I|GhnY57@=wdSeEA@QU~$C9MS#ruQy6>E1+R{0kq&0>^!r2Bq;N(co;Yg zImmi^)22qN58FZ905iK`Y2uLM3-hWF|Et5y1KV+>I$yOH2k4nsH6dGYu{^OIe!3~E$tK< zf6Sfi2a1sZN51!xAJUOs?ll7$oM20cpm!8>Z^bEg}eZ_X%5E5r2n5rrm z6GZV6Y2b|1 z@bu{7T0ax?l@AFiHkocoFYTK>4`jir35_ny<${6`1iD6l_nzNvhxdr{)UO=t?a5BN1b*$ZE3GkQXuSxu_)o^dv1Q#6LK z?My`bRI|jl&6O>=(JjWRS}ST(+ks0|3CdLcYE`*qP}>!|b^{>5826)|coV+3N7BX< zk_s)XL~Z(CLW0r`$GgQSsQ~k>8A>jH2>kl1CGL;?X*9951B(B9n0m z9@#%ECCjFk)SyzwPfy~W9q^3;J(E3>UX8{k1vh%DKYTo18FrlK*V=z)0a)3%{oAg^ zKCiQyjC-oBx-sBa-MV4_oRXI|EwFNa-TB4j5v?I$D1ky`E2y)v9pTI6V%GxM{et7s z_Y>AB+%3`g7-}v(Da!587`j=>#^B3TJ^N>oNAb|&a|B8;{g1z%4Cq&HRCD_zaWs{; z&Zn^JXm_X5&Qt}%pEho0rEY^)aOQiBU%!DW&I%tcYT|fh={NO>;itX7lt3wBn_&Tr zJ+_fsu5~SWf))j8i+=`C9tvlLy`M#iBt+x|Y&+uf&JtT?N1^f2of|frdq=xu^Fzx> zdARf9e_Gk-20&y!(Co73zHI>O&{SxJPPA({Y8oq*qq8T(EG@R|!5dd{I0Y%m4g zHL^Jk1YPGBeLRqBY=Yz3s<(iunPoDqH+^e0 zc}n_}VZ}Xlw5UVU<+FBzw#-fdr09S(ANJevp~Tjw1JQ@D4smJ#IzK4sH=kkWK7S*+9;Q~4Wc~z=)r*w9?fo^q$L#sp>q__Yzfl@lF5K{B^vdd` zjGgyjQ~w0@U|&>V!PkdXb>Y0gIlv)`!RoAc0Ai8=_>mo zPJv0WUZgTLFKkNs;mspR79}rL;ucY(@#xcQcFFb#JxKKT?qM6oeli54Y5do2?}$~d z7?u$7Bg+-uW(aSk9d_a2P$Np78+!PYEA&EKY}gdrxuf7b*b5zQ|DOL-H;Yi*-&Jnf zSPc7Zr2qcy-Yv?aPx63VVrw!mCLkK7ZzcX&QDF<-TiK9qA)j|D8TaXN<%xp0m{%;a z55GQu#XVKrJ6`z!>?$(1fCKo_eJ?W~*?S$(`hsgK4?eQNi7R0!9A1^C^EZ}APY7}( z-tsiU>N$v$nQ3wkI5hKQ3>rj!y^$ZYhX5|D1d0PiXQ@VDFWN4x(eKr9pr>cC$Zc|; zht|I6V+jflR;qI2=3Mr&Cxe4vrCM1Y2=KLB+Yaj!1IY63G){lD?)zc92JDL>sDoM- zsr<4115h!L#8J?TOM@F%t^un21d8DyYcYuoM&YmxmC>=%??0DA(=wuZoJBc4T5P8Qt&$Nuq0S>qT^TdM?0$7OYrdk7Gg!awobZ^UejqwFIhEWH+0%= z5Zp5r9Iu5`IxnULgm{5pLX5&6^yDg!Nmrgl`Wv?Xa(>!IHdRxk)eR;V=$=87*^Y*a3Oo+F4XToC=}^kjW6%hrN4X@S?v9Odoj8Hoj#K@}sQz}w@%N=K{+53%9OLLR(T zpY(;2_SD)fMr01)qR2w{Zb3I4NPH`3k zqYQmZfGx5ew)%lyi-B3G{0evV<~DmOv(aJ2^P922u=()I)Eal(*56V(>?41eoeqZbAD}yIZZ!pOY<3I{X&0<9X4yv~xT*g}-O`G=G)-ejH15bn?u0Oeq z-C`@gW7KrHmhKk;#ap`>9d8<9N6wHpJZY_GeVyobrYM84QWg6~{#g|g0=h-g1o@u2 zUPf1Um#YYG_}A~o08un2yA670ZSkfr?1*IevCtVRk0aUtor$vg-Mj(3ZY=wvmW3iK zzQh#O70e?r9jYa@0Z+zkkP ziJs2^{8NL>_yPm_-$xSe)e~ho0#rlGQ$(37NCxIH7dt`!BmqDa7K|u{Xsns{Txbm*i>lcW@v~uPuDgdROjSrnNPtbG`N-p z*QD5%4aG5!ZAQnzJ4po+@wU=`5Oq)|nz?_3OPelDxj?^?vZpgIO`_jK!?3#PlS7)s z)Gvw3MRUjF4H4mbSDAVP5h2n}CJ_L+!pVX-9`YGn+_NxRX1kHk&`?$oGwuNjD@5^p z@2Waln$5*I2eie-J#{A10b`D zIKlD2p?Ktzo}DiTJ3v-=6BvzwI9>81|3b-0uF1uk=jStV*I+Ihe?!|_hM*7Xg$D#LDmtP_qJEhD=1=Ex^gk>wyNQ~&rh1K>`iNp z;QY=It|igBxm&%YA9YkBVs1nK z24v&RK%*U8xOlWAluot7L1iNb`tV0*a6Bg`E$|mZ%MYC9wQ%O*%EODm5F9D|%BxDWBXkm5;A)BG`Cb=lFjHDy2CqHKbW&oz4k`3rcEfas%x=x3p+E= zsW;u(1Mi?7+b9E#@3nGc@*bKw&@B^a8kUg~HjqV03bfg`)6?V}9Ll68Crdrus{UE9 za=D;=<^Xk;)A@92>DSF;f)UYa)F|;W`ZxgfTObqx?{xfPu(6$Gvmc8Zo164vO-j3n zVl*I25h2k4ayNtCFV8Tn>=@_OcxoPUz2bdVh&jMr1g} zPAW}4DYE;t`?5x(g$rMX6)#Xs>3`yS5^6FXi{hQ6<9};v{fRKn(=~n(Rd(+1kR}OM zb@0fn?@a1~UT&T907?`%M(*)`gyph^A@%d{!%X=HAzdh7ysI1l4qw%3Se$3o3q*#v zJP(V{=lkFK*P5v}N(}#NVFHiUTC%ceW3kBWt4C$T14X;LTfCoB>`vh08aOz1(8Tl0 z=o!&{zY6b%boIDTR%&(9|9Q)7SO>>qE<&B@C~WVA6U-IxmO;-RCpngYd!T?q@3`{! z3ysUlF?YOHb7Lg39YL(&bptN5vVG-YIy=G*d{z}A@|JrKpJY7`!E+{zJNQN2;_IN) zf}PjqqEl?o{f-f9Cc3e&oGzztbOO5M!nKv-`)#O4)WKm^U}#rs%$|}KC1>ixlyz@3 z+`N~pV9VQp-v@yhis;-5o1^bKEW^&?vWxwO;5a1g&)iSnkxaThbB^vXHN2#_V6w;T zI0SzHE~FRZ<8YwsSJEH74e??(Tim|jl?ey`Nil;5J10Tq1`iAB6rELR{1aNHlPWQC zlf&%vj;nGJC>D3rLG>7G2AFgC?&5fw>!5B@GPY(8$dSfNd)y@{=6CLa(-NV2sd+^K zNm?0r&?%s|G@Y8DcGX;u6(%{slvS%)=H0@FL&a(c0Nk_ucy+V$*Ch37r3xA5TNDb#km&sy3h zM?SR3bVkAQ=)b1jfdr!-xeK7S8RvJ7FbtY2+*FY zWh~ANVX;Piui3HKy&okXSBxU6cNxwI%p9-mOq3s5f>)uk$B)cgN;YKzM5K7u8~DqO zRrx@=E}SC_PVZkYOIEuU0%3hkfbT0d`tMz`YH|Jm&!{Sf%^65af~Lpc%p5q4wDz$* z8inogoh`L$3*7?)JF`BMI<>|Yr#Na+^}UcAxn%aa_qB%Tp50&IHR58g?a zdoU-MN{=(zmRL@*9=w0|0lRY?A7hZyJ~Jkq43%!p-*Km6w`n|S=9Q7pTD^3ovq1a= zU-%_B%uMf((2{v=F|C)42S;>n!A z^3i4NXlrx+eY={QUG#o#0%jI7(hA!?S#+G#P3aaOD^RSridx*SR|G>biN4!#K!xoS zr$xq~I?&=4e60UqpQ>O_pfXYu2M;d6F41~vtZ+3*0Zu!lN~m6-GL|WXhUBYDx&$;3 z1U^A62~mD4&v6Q#kFKN57ASB>MJJKnkW;aA%j?}@6$*?iZ4X%^3GF1CfmI7^I6LQQ ze$M*||DDA}9ODBQcC*Q=W^CL!d%pWZo*`U=m)-^d54WSv8Bvc62aaKdchb-+h#n$u zdMMk^UihZw#zGhOF914=oKAEF*@jT4xGOYlS^mOT_tp*w(z6?;DqVcveRYByKN!vx zxBP?%m26gWkH71TAuhv~V|btsQXlFbSPB2Z>IDFJJGJRokFWERMFD10ZFKfv6Zu%t zd8}m4RP>|o_7w}>;rmP4E^J%hFt64I={%pAJ6^eXIu>LeCt_9sU0PJD9n?Y)WuSiL zdj1IAlG_q1c*?Zhm|o0ByTaM98)*uhch(cW?kl$MtGtm5?urO`VptwA%w;!oxmSWA zcn&XS7>exRW|w5cTu!cn-OH%o(e#g*dRfSOB`$K!wcyh?AYj;@J;j!642}*`*+Z3! zmzlLme@0Ygt~e+1-`y-ZV-u$SmCo4cX~vPTw7Dkb)Cmod@Y^r)Ayk{ozG4;_BAaU#IaUANCicqGe1!M(FVIoDO^)?x zUNfiq*$a+)PMT3`;ncRro59Z72*-(5@O=6uJDN-pVY_(u%K*yl%}jq}IB?Lbas}tg z6)I~HUdq0B@mNbq3CnHB6ykDd?iex3gELlc+_wxWG~-g**OZPs$MZ7A@xoEaG|KDB z(Nu}4JIMn<<3|v6)xK>W-(SgF4-QtfYw{#-v$UxmS4HD{iO^Nz=VNXPjHDBsu7v^1 zA!`i+?A@X;L^O&(Nle`2ccd(*g-tmMCV&qnPY?e3Y}cRi>0|i%6R}Sm7B1n2d=;e; zzjm*Xy{fs5!EH5n?)YzGG-dz3kPq=&oCl%0wzYM)}RfGBJM)&dZ5 zFcw!G(xx4=#01Dab~eP8oY3SdXpF4in>bFHe8{fG&~{2VGohsrpYY zb|$F1hQGb|Dtl(vhuq$qd}jXs%6<5q@V*SZe78`?eimIa+h#F(yk>6v`i+mb>>N9V z#=9<*Glqu<;tr^pE^O`_zT^2gK1id#d3EpD&?T=ZB?t^ z*NEy)t1h18Y+dp~NA&I!>8@t8G1V`*pLeW&zx*b>WqJt9KYd&^(`)AMtj;%RS!DX!|Y(PM`3ZO)B0tuozIh?UQ;T z=F~BDb|kMt@16Vm!m#~j%?}t&O{ce$G(kCwJ=4mkW2dAK^x66ceYU1YW?GHZ1T;0` z{7dNbAh)1in+hqnnRQyU;~})a<$(q;JDn_-Iu6IU`?>EmYw&kipFYE+OZo~!g}s+P zlwax2uip44Y(Ce%PqR?Kj$`=BYW@^gEhK+x*9DO{JUY$EUea%Xr#_rM*e77jRLC@h zhv^CAx~rL~d0PMIinDg^BSiMXy2x-|r&9zSB`05F`JCNDH@))d$Cdo)+jTpKR{Gv| z{TcSFy%*AL%!2#^@Z^Ep-eLdG(h9A7@BgN%c$4@Ludgaowu*KG9H3PxqPebyjjP2k zvIX-)=JjoV6;-S(XOHJ(Ctp@?OmBBUbO8k=bvbhS&0e4G-ib8VgD5~l1J0{$@p<+f z@jB2oCfYsw5EG|*s@X;2sipmf4;de-z#)0)rW?*N9!bOLzCaLBAQVV^&@C^23n2Ij zhXzm`IIe?+o$ya+<#46PLP40jgyQ%;aQY9Nc-Svr&s7&xzA!E32j0clE1k@OAY+Rl zS9nGH>3uoB$MF8Dd>*B?i|v>dI8@OKtv^&|M|+G_*F2l_ec{|13Sc2xPn_WmHe~fV zB}uJO4~+j;nvT5_8>3%oyw>Cc5sSLv_pQ3lv_uSn8XN5%Y3?u9xGFC#$R2ge@RDUD zQj^3dDg!2u_r*!`)=>MZ;VZNq5Y1n(c)SZ+8#1P(|=4MNG&cIS`%8|Fe8MS z_wvOYtoz3nmctDHjPF;>RB;I+!Y-(Iig!c&*KVSFEJw4L;ryMbnP^*DvA zV#~6GXbqXYoVOQ=9g7unDpUq~1Gp|2V-Z+jCQ$AbhgQFKx0{U}IT$f36NZQ3Yle5E zzZuxa+|XC!isvnB=%d0f_{i8Z-hhrfSeNkVFVDDDl!t_4T_rQ11I5*{myGKRMkw_S zTuf^{P348R-}4I(Hx5arw!Sx6Prx|r{#=PRi?ov#9S_ov3_CT{J_2n74d3g}AAsMv zeo25=$KZEIZyCb9y*(RPRtNU!XdHH;vvi9YJ~t*=(u+%_Hu>eE4UiBvXeNCv$!y3hv

YH>^g;JJgf9+zBp-YN z;a02TYle~W>MZG+voq}%#Ma&@Fj1wnSE^?hs(nK^x@Nj&bfBLZ5{~uMrY3oLze=(% z_OX!vDcEp6PG5m@deJG=CjSp&PO!jy7-Je$fbc$3colu}=%X%_UcY;1=L(-7y+Y?XUL7c%tUmx6(;q6{tFsSa+E|3 z2cHVzlt=~i8ZwUS5QL6L!fh}z`RAHdc-Lh{9NUCC+CwpA|9MoUnBM)>jAHyRHC#G9 zDFa%vj3_kb2Srmn(V0wpNzTJ|DcDf0;4>cOJo>RQ6jw8p5Mhx zMG1-R)9KykmgrJ|JaK#in zt1*bghTJ>YBCNdHfjFr?Ah>&X==Pf^v^)0b8^`!o$H+G=NvGblFw}9UIwU!>hYV|E9|5dg)4^hGF0$FadCf4jg4>-aC5Kz@Uu)6vM&BcwH{SPFLGNI!u+93K z5h7Kjy);K*(Wn!5@~(9eDtv1ejRB4c$M4P!am{y)H>PMj*-)^o5&Wn>h;Lj zXw9#jRC;cWh38b*68If4=oV5Zi47=TT@~bEvmg+r`!?>KZ5y-O__bv%vi;+wrDAxP zExMYWm#cQeac!!zF}l_~{vSUKYtQp_44T=^ezN<6?%s_^n|x<+xOiwr=dc92o3&_s zV*jv8XeNX0@AY%c9p3TT-^MoAOxXK&`9Dap^RI-W9GH)b)P@EO3%|fjkp3h@%SXC}EB4vW8tf7?VP`iR zeCQ6)ONi}5sv9+@Bp|hyK>*qu!$ZgJtvF z337#SFaT|i3d3?hujBJe4{04OBgP9+QWW@j4DSa$+|Uh|ou$270_56Wpy`4cL1+Mm z1~_;Z@B>*sY{Q8F@oVfvCHC!jQI-I0&;o2e*3jqjP@C~Q z_?emaStyew{LaY>+ddr)R#BO#h3b#j#oT?n1*R?{CU!QO0#OOyA(^7agL$A$rG+*X zp<7x+hrJd%@V_u^hm>Q1utGcD_g7xnn zbu%UG#~wT7C}yRfK-c+0-XVhAc!zl5q5T^hO_6XG{%vKJ0VaU%WNZw2lwJ1c2k_yZ ziaSO(l{VInX=Z&}Jh|UqEI=Z|$|Q91rvy6`4nw1*aGBUKhtN=ayjF5hN0&qp11 zC^min%g4hiSDWzrnuT4yi5>UAxY65y$ zQpfG1HatDDrGOB^&(3JJvNiABk6Iw7If#WUYciO^u)H;?I`1;9z=ZdCpt%_{QJ9tV zOWivOdTn~B<^2gi!|lW~G{a0xJ6rfb#sP)Vi)jyYWj8Ny>ovfvjcAd)CHrc zFGfD0B*sX=g|m^lSf)!T#qXdy--3fG3yf|NTzCt74W zaZw#HAD3>+M7xf?2{_KZa0WV#LPP==Hfv+E_{dp7=7y7d?WVU?pRjlZxuY#U;cLs4hXI{8Q=~WH?fylz4M5+w9(XBJJo)5)&Vs^{} z6>2BFo9AT$^cRH@@%+lrfe&3qlc=7^&XWWgHS#|zpG;wkMjIt+Bn zC2e!JQb#A53Q4fu#8sUx}B-)^n>c1EJ)p5Umc=2(nV zKvTPohtTi&P3BWARVKm@@q2ZfcwZUJK+K${$q$;zbw())%K>AmS2O`-6{WiF5$P<3 zZl&ZJjJaoQfRl~1^oUKp8NO(veSw7&V`}IY*~3P*)syEDhbGCKUC@UMVH?jx+pQvT zFc(KD9fnX1#+J%RJi);UqBpRfWFqQBs{K%LAv}X;uZ|c`}sNuQ@Jo&t| zVcO)>U=(v$qQr?jPqwkDUP3z0iGxYm_;X3=@C{!Ay7Q46sZL1R4=fK^aLJ`S(DZ|- z@}E@H>r*3TGeJA4@vNDFj*!Xu*+c`A&NlPREMP0doJ7gB2cG~3}a4zEJf0# zzFsb^d{-_7ccyFECpz4A&6qTA)CE+vJGe+@DMw|2;o6kRKl0= zHq;3Zl#ZWyIuDP0@1&D@iplf25gHPWU4t8#Lwk4L&{LAIrw;=2E+5{4Hb4X>qKIZe z?wR+O_mp!@mwEz-gULp{4O=h`n@EXGsor@xZr{gHd%>v6&5AO(YvNtdK1F(Jyp`lmJS-cW(I12xHtH9(|`g%^T;wwLDn#~(90i{VvUdy>TNoM!H zI5zGR6j%yYs5=r{;b;=ET47o%}3coIAf5;1lRTl39O8OjN$;U&#=EJBWiHwGEb=tv}iV_*XAZB(pBaw)wE3^P6dg-6t< z*p?s_!8RQhjE#2fh@$7t|K6{F%+v#sCrm_=#+nulW;UzxT+v)2<4Q-x1@rcN{tU`eT6RkX>wr6~Up+sIUKM*%Id|!br_jwx2qa+xasCKdA5LfXg^yo<(N;DX z4e7&Zm)H~Di&P259%s;Beh05cWl~>p=45@#z#KOZjrYx3J2LFv&2RkVwsnnpWC2n^ z!-k)hFvJ0D$t6_?4#g5K!>bTRvXp7N$R(VDNE(4oc_63 z;XNX4KMSHD_D42?FpUelNXSMLbL#%J+cgY$?{mk)Ut4;x5Oot>;UcOSw%i4>gdfM+ zfP)n=3UMcxu}$8GolU+$<1>wf2!7(YP6QqG;4rI19Qv!BSO`~O1lXEcdH8Z{FXn%Ysc9~v2Wa#PGkSq7HhJ`U7VsYcoi^zTnEJ=qs#Hf{ zkGlc=gl#;{d%~_EYnIthw?N{6RMY6rZk;8ZvNoI;bc=X-{5J?&Ys7dSk$frL_Va=t zdg~Ev)<|tymbBhP>Vvl<@Df@y{HI3SgAw;993G5(3X=$V|8pRgOB6LmS49XIa*YXp zrD>1Jg(~$oB9IKy_o{xM?88JVbCu?#hvS4f6R}fYoT}!y6Bs(4;&nM==_vJm!Q&LR6L=M+=WeD|$q{ ztTz5MPB5|an=R0Npo!aq=H6qpEM{yE+GI9XQ|U+NOMA2L@aCrR_N$jcepUoIAyjFZ zXhd>1E)ZnUJQRQaPY)<+lSV%uA_c~JN;gt)-6Aj95;Tp0K7Uhsnp)`G% zG+!zL<_P`Hqu|>6U=^|sXGg(>D7g{*nSs9bQDB})TsW{xCY*n~0v)2Vvwro{CPt&+ z0~igPmapOU$ya{>WV$wN@E%Z4m>YS%7bJ3F%9oHl=Vv=+$i9SuACKXH7&x11e9C{##*!ddo{$4 zE=i3q6#XWiQ8H2*(8xKB+B6S0PscWzRxq|2ZUzKhf_u`0{=8)PztN$$y4>d>h@pv2 z4-2WG^#%Cejop)bewKQoHge0SHz@Q~;>lL&6HdF*7`rJ+6*DoN5=#!Zzw(ov_l72C zCR%nU)2?x*U2_+D?++YtG4qUgS#Do!`sw1k1De1&f+6I?@WCi}MD#(tcrg=>KZCX~ zCqxlEj($BjkT|f>4fpRhsS2U*ivlz7?G_Mp!PWf?w5uV2Ef$96(4eWDInI%d%zZEa zueg5~V&WDu1Z|Gh>;*xx^_CaBq!5RMCuyQq#tbr^4j$p?CJ<75<-e2XHwSIZd(Rf4 zx*JC$R*ZX?Wg;r4JAP=h$oP{9UV<3*mp7f&s?1QRI=HhU(gam>W9Of-!AOPY)tqV912oNC#bPQaGsR|p7RU8GL zrXdUvapI$CMG{DWbX*634zT5|L<#^(-oTR7<(ZEuNIT7!EPn^~_PB&(Q#-i%+mX{> zuE-{P#ZI_-SjlT3Y)r@;i zvqdmhCq>%*Yacmz-H#TAk&|;>YCaUy{y6V3$)T&zV(~96R4q`Xt=(mv!%JL17;l^F zJH>zXFjh&?9M9i-8bm&Z*zK1B+euYV%bc@0nT$|dcaK~MJv~pRX zLc8fm!lkSGb)v!J34lJ=G=!_cZbvalJ18hU(7^IGBN3X=Wo#xV&Z z3KQsn_l?{~PjrOaNW-X-kFfL+?+TEJW{#-ywpGo|%12URXPsv!#T=bwY3UPONL|F@ za`MmOnU_ziyXHE^V?j&j@xfq9M`0<42O6h4o#XO-XcM5J&3M;_o85gQaz=L@HY+-T zG3CpVpi!AV%}t3m+b&7TW&&Y&6@~VY?^vx9VZrBY16LWK=KU(K`$yRe&Pw1CTb~Iv z)p_WmMRP%LF_873npJ@O1w-qvoI2#KwKS?J(BgI+;Mm9sI=Y#3)iozQ&%zc8yvf1yM7y(!dC70%tA;2qWZ88YGR#X4Qd}r2hG32lNZD1hQDhOAdrpyf5X3 zST5vcC1GeC@{8uz+bw?rw+Q63aP@)&wsQ;cXx@4`8U>UKNHjAG-~NqKNERp>0vIRt z&M7G1!WVV4iM3BW6I4;YO=IZc0s2Sy$|xo4X6Q*ASs)25ZKEy|kE5*wv9}zFmyx##pFE{zD+>f*ZF)I_mXN z;0?V#qaH)O#ynB#~HjmXKd7&w8z3l=mC2O9glb_}$m zRW9)~F_QNKIDwGPIATFOxep5v5a3mnMniZyJY9U&QZ>4I=1sJj2cz71wIV2>NNVg1 z9+yC;5Qc4c#P6Eyj#5AbNsUSv>WSRI$`puK%zvw^ZXFLfm>245y!K!VLUqk8l8`_a zbR{rbFqTUbo(+U3XhMmExBC9K@3oRK^Fs|Q=>^eECo-f!!5h?&TvJ%}-W^)pZ|~Ps zJ$(s_qN?A4Vv*UM;2;r%U%Z$~j;Uo`=dju1Z{zjDzVfyxQI6ww=eHRvgA~*iGE16avO?<%A&uJT`>eTp>|CK(d zbU563LJG)DkXTQ~z1(?mV=%Lp32=OmU5$@W3SoD@F+ zY(wycEO6AqpRof$yBiNzUED(D{BY^WiAJZt3Fl|$5&<+^1X-W0H_XPUX;c&oNp!?gnUA zyJIBFSeyY6G-C#Ptc*4yaM6pPa0W@Qml^djR36$ksDy(Vq7|T@aW(D)@d$JSr_ol{ zEwh!8FAg(f`0F(F8QwAZ+7Xt=8Uqv&o>R14aqT}uv!gj9tCMCt)`V#5+{4rB(hE{4 zhT0>>%Y;x}X*NK;MUZvSgkuXs zilQZCiGTv~y@rD>7rvmn7`KBaCSd@`tJLz=q3)2@FDz$>S<5fL8i-z#lQn4Yo)D!A zl&4HT;)dz_^e6e?bAZ>e2nx>vB(Vc;6*c@0tf%75KQPpJ!HC8lWYh?STy~V1nM~W z60h(#XN2lbSWfo0YK&78zTk_d*|!|D9;cA+H7Lit;5#G?BtLUl&Y8kQ6A6&gifYb9 zRnI3fuF1p;OH6X0M(~iU4r=S-YM`7%hypl_JZdajLGvFmo!FfV#2UPts)TK7im7*? z96DM#kBv)WrRj6namh`h$j^5QERydmqg=7wL%vOOB9cJV?u+L4@Y^%6z3C63k6A}^ z7eE~65d{#PFBBRqQ53`xC6R+tsu0b>0z~HkOgRyPVOq$bEqUYIDMM z;28KAo9*Mxyr*k1Y?mzVf(d4fDeGHdR%i5w#(QdOF}j)~G#6E!gb9^wvrk8IGisvJ zm6Io+1(i7svquTNVP1&&bI@M1C)25}oKqjgtCnIuW79oF+Z|rOO|?GrikO+0Mm=U9 zy+O%R0`^My8J<@1L2kSQp3aF$U?VD~`a>nt^zXR<eOIql&l(?jE0W zGdtxF@}JQW{@&6^H4C0i+?^d;q@M51*=x^pf|cHavg;Mq>fv#xy{ube{r4vPc5W%6 zoGZB={cA93GE!Y?C7)sJy&N1AJ&B$~MW{^jVHKMKr&y{Rq~Uly$T^H1Evq0KTM3kN zJ1df!b?B9?Vg+u@ZtX%pE)Ww$EjoGhT0}+CTT7e`SB1fl@MRObw^OI#b0p>;%*i^@ z+1POXpUqc(_NXf7aSo_XJWv49$2}`~-SRIpvQ0}QroEbQ`PtgPH-L*Q7#KWUK;IiS;18St+qSh#!UmLO8PXvNnt?;wC!c@ejs0-3%yZwiYulQigJd7@ zLX6iA3|;+Y!t3HWQBP|5JmV()d7J{a{i`t8Q!xvHqf7le<=oF7@|}6fUu~boOmH=6 z4KX}C=iWKsYE8>+#UFP$Ps;su@<`?fP|d>dhY1o`y(?Cg{wiCyT!lY*`9rRp$u+j))MyE`Om%|K2VrarR^{hGz%O&km_b+eH1BZ zqFnvo>xZTP?@zP0U;p?2<2T=@$mObT%LFCH0@i=5qT78AzRsIb0MhH}>gTe~DWM4f DFuHaN diff --git a/illia/__init__.py b/illia/__init__.py index 589acdb..029abe8 100644 --- a/illia/__init__.py +++ b/illia/__init__.py @@ -289,6 +289,22 @@ def get_all_available_backends_for_class( if class_name in caps.get(module_type, set()) ) + @classmethod + def import_external_class(cls, module_name: str, class_name: str) -> Any: + """ + Import a class from an external module with caching. + + Args: + module_name: Module path (e.g., "torch.nn"). + class_name: Class name (e.g., "MaxPool2d"). + + Returns: + The requested class object. + """ + if module_name not in cls._module_cache: + cls._module_cache[module_name] = importlib.import_module(module_name) + return getattr(cls._module_cache[module_name], class_name) + @classmethod def get_backend(cls) -> str: """ diff --git a/illia/nn/__init__.py b/illia/nn/__init__.py index 39f14d9..d0f1b9d 100644 --- a/illia/nn/__init__.py +++ b/illia/nn/__init__.py @@ -7,31 +7,37 @@ # Own modules from illia import BackendManager +from illia.support import NONPARAMETRIC_LAYER_MAP -# Obtain the library to import -def __getattr__(name: str) -> None: +def __getattr__(name: str) -> Any: """ - Dynamically import a class from backend distributions. + Dynamically import a class from backend (Bayesian or non-parametric). Args: name: Name of the class to be imported. Returns: - None. + The requested layer/module class. """ # Obtain parameters for nn module_type: str = "nn" backend: str = BackendManager.get_backend() - module_path: Any | dict[str, Any] = BackendManager.get_backend_module( - backend, module_type - ) - - # Set class to global namespace - globals()[name] = BackendManager.get_class( - backend_name=backend, - class_name=name, - module_type=module_type, - module_path=module_path, - ) + + # Check if this is a non-parametric layer (redirect to native backend) + if (path := NONPARAMETRIC_LAYER_MAP.get(backend, {}).get(name)) is not None: + module_name, class_name = path.rsplit(".", 1) + layer_class = BackendManager.import_external_class(module_name, class_name) + else: + # Otherwise, get Bayesian layer from illia implementation, or failure. + module = BackendManager.get_backend_module(backend, module_type) + layer_class = BackendManager.get_class( + backend_name=backend, + class_name=name, + module_type=module_type, + module_path=module, + ) + + globals()[name] = layer_class + return layer_class diff --git a/illia/support.py b/illia/support.py index 08448b7..3e8c9c8 100644 --- a/illia/support.py +++ b/illia/support.py @@ -45,33 +45,163 @@ "pyg": ["illia.nn.pyg"], } +# Bayesian layers shared across torch/tf/jax +_BAYESIAN_LAYERS: Final[frozenset[str]] = frozenset( + { + "BayesianModule", + "Conv1d", + "Conv2d", + "Embedding", + "Linear", + "LSTM", + } +) + +# Non-parametric layers by category +_POOLING_LAYERS: Final[frozenset[str]] = frozenset( + { + "MaxPool1d", + "MaxPool2d", + "AvgPool1d", + "AvgPool2d", + "AdaptiveAvgPool2d", + "AdaptiveMaxPool2d", + } +) + +_ACTIVATION_LAYERS: Final[frozenset[str]] = frozenset( + { + "ReLU", + "Sigmoid", + "Tanh", + "LeakyReLU", + "GELU", + } +) + +_NORMALIZATION_LAYERS: Final[frozenset[str]] = frozenset( + { + "BatchNorm1d", + "BatchNorm2d", + "LayerNorm", + } +) + +_REGULARIZATION_LAYERS: Final[frozenset[str]] = frozenset( + { + "Dropout", + "Dropout2d", + } +) + +_UTILITY_LAYERS: Final[frozenset[str]] = frozenset( + { + "Flatten", + "Identity", + } +) + # Dictionary describing the layers and capabilities supported by each backend BACKEND_CAPABILITIES: Final[dict[str, dict[str, set[str]]]] = { "torch": { - "nn": {"BayesianModule", "Conv1d", "Conv2d", "Embedding", "Linear", "LSTM"}, - "distributions": {"DistributionModule", "GaussianDistribution"}, - "losses": { - "KLDivergenceLoss", - "ELBOLoss", + "nn": { + *_BAYESIAN_LAYERS, + *_POOLING_LAYERS, + *_ACTIVATION_LAYERS, + *_NORMALIZATION_LAYERS, + *_REGULARIZATION_LAYERS, + *_UTILITY_LAYERS, }, + "distributions": {"DistributionModule", "GaussianDistribution"}, + "losses": {"KLDivergenceLoss", "ELBOLoss"}, }, "tf": { - "nn": {"BayesianModule", "Conv1d", "Conv2d", "Embedding", "Linear", "LSTM"}, - "distributions": {"DistributionModule", "GaussianDistribution"}, - "losses": { - "KLDivergenceLoss", - "ELBOLoss", + "nn": { + *_BAYESIAN_LAYERS, + # Pooling (except AdaptiveMaxPool2d) + "MaxPool1d", + "MaxPool2d", + "AvgPool1d", + "AvgPool2d", + "AdaptiveAvgPool2d", + # Activations (except GELU in older TF) + "ReLU", + "Sigmoid", + "Tanh", + "LeakyReLU", + *_NORMALIZATION_LAYERS, + *_REGULARIZATION_LAYERS, + "Flatten", # No Identity in TF }, + "distributions": {"DistributionModule", "GaussianDistribution"}, + "losses": {"KLDivergenceLoss", "ELBOLoss"}, }, "jax": { - "nn": {"BayesianModule", "Conv1d", "Conv2d", "Embedding", "Linear", "LSTM"}, - "distributions": {"DistributionModule", "GaussianDistribution"}, - "losses": { - "KLDivergenceLoss", - "ELBOLoss", + "nn": { + *_BAYESIAN_LAYERS, + # JAX limited non-parametric layers + "MaxPool2d", + "AvgPool2d", + "ReLU", + "Sigmoid", + "Tanh", + "GELU", + "BatchNorm2d", + "LayerNorm", + "Dropout", }, + "distributions": {"DistributionModule", "GaussianDistribution"}, + "losses": {"KLDivergenceLoss", "ELBOLoss"}, }, "pyg": { "nn": {"CGConv"}, }, } + +# HACK: risk of path hard-coding. +# Mapping for non-parametric layers to native backend implementations +NONPARAMETRIC_LAYER_MAP: Final[dict[str, dict[str, str]]] = { + "torch": { + **{layer: f"torch.nn.{layer}" for layer in _POOLING_LAYERS}, + **{layer: f"torch.nn.{layer}" for layer in _ACTIVATION_LAYERS}, + **{layer: f"torch.nn.{layer}" for layer in _NORMALIZATION_LAYERS}, + **{layer: f"torch.nn.{layer}" for layer in _REGULARIZATION_LAYERS}, + **{layer: f"torch.nn.{layer}" for layer in _UTILITY_LAYERS}, + }, + "tf": { + # TODO: decide: import from tf or update to keras only. + # Pooling : diff naming convention + "MaxPool1d": "tf.keras.layers.MaxPooling1D", + "MaxPool2d": "tf.keras.layers.MaxPooling2D", + "AvgPool1d": "tf.keras.layers.AveragePooling1D", + "AvgPool2d": "tf.keras.layers.AveragePooling2D", + "AdaptiveAvgPool2d": "tf.keras.layers.GlobalAveragePooling2D", + # Activations + "ReLU": "tf.keras.layers.ReLU", + "Sigmoid": "tf.keras.layers.Activation('sigmoid')", + "Tanh": "tf.keras.layers.Activation('tanh')", + "LeakyReLU": "tf.keras.layers.LeakyReLU", + # Normalization + "BatchNorm1d": "tf.keras.layers.BatchNormalization", + "BatchNorm2d": "tf.keras.layers.BatchNormalization", + "BatchNorm3d": "tf.keras.layers.BatchNormalization", + "LayerNorm": "tf.keras.layers.LayerNormalization", + # Regularization + "Dropout": "tf.keras.layers.Dropout", + "Dropout2d": "tf.keras.layers.SpatialDropout2D", + # Utility + "Flatten": "tf.keras.layers.Flatten", + }, + "jax": { + # JAX/Flax diff naming + "MaxPool2d": "flax.linen.max_pool", + "AvgPool2d": "flax.linen.avg_pool", + "ReLU": "flax.linen.relu", + "Sigmoid": "flax.linen.sigmoid", + "Tanh": "flax.linen.tanh", + "GELU": "flax.linen.gelu", + "BatchNorm2d": "flax.linen.BatchNorm", + "LayerNorm": "flax.linen.LayerNorm", + "Dropout": "flax.linen.Dropout", + }, +} From ab18d8dde3eed03139759842ba8c171e0bdb5a2f Mon Sep 17 00:00:00 2001 From: Lucia Ferrer Date: Mon, 2 Mar 2026 18:51:36 +0100 Subject: [PATCH 02/12] tf activations --- illia/nn/__init__.py | 5 +++++ illia/support.py | 34 ++++++++++++++++++---------------- 2 files changed, 23 insertions(+), 16 deletions(-) diff --git a/illia/nn/__init__.py b/illia/nn/__init__.py index d0f1b9d..f87f942 100644 --- a/illia/nn/__init__.py +++ b/illia/nn/__init__.py @@ -29,6 +29,11 @@ def __getattr__(name: str) -> Any: if (path := NONPARAMETRIC_LAYER_MAP.get(backend, {}).get(name)) is not None: module_name, class_name = path.rsplit(".", 1) layer_class = BackendManager.import_external_class(module_name, class_name) + + # HACK: Special handling for TensorFlow Activation layers + if backend == "tf" and class_name == "Activation": + from functools import partial + layer_class = partial(layer_class, name.lower()) else: # Otherwise, get Bayesian layer from illia implementation, or failure. module = BackendManager.get_backend_module(backend, module_type) diff --git a/illia/support.py b/illia/support.py index 3e8c9c8..4785852 100644 --- a/illia/support.py +++ b/illia/support.py @@ -129,6 +129,7 @@ "Sigmoid", "Tanh", "LeakyReLU", + "GELU", *_NORMALIZATION_LAYERS, *_REGULARIZATION_LAYERS, "Flatten", # No Identity in TF @@ -171,26 +172,27 @@ "tf": { # TODO: decide: import from tf or update to keras only. # Pooling : diff naming convention - "MaxPool1d": "tf.keras.layers.MaxPooling1D", - "MaxPool2d": "tf.keras.layers.MaxPooling2D", - "AvgPool1d": "tf.keras.layers.AveragePooling1D", - "AvgPool2d": "tf.keras.layers.AveragePooling2D", - "AdaptiveAvgPool2d": "tf.keras.layers.GlobalAveragePooling2D", + "MaxPool1d": "tensorflow.keras.layers.MaxPooling1D", + "MaxPool2d": "tensorflow.keras.layers.MaxPooling2D", + "AvgPool1d": "tensorflow.keras.layers.AveragePooling1D", + "AvgPool2d": "tensorflow.keras.layers.AveragePooling2D", + "AdaptiveAvgPool2d": "tensorflow.keras.layers.GlobalAveragePooling2D", # Activations - "ReLU": "tf.keras.layers.ReLU", - "Sigmoid": "tf.keras.layers.Activation('sigmoid')", - "Tanh": "tf.keras.layers.Activation('tanh')", - "LeakyReLU": "tf.keras.layers.LeakyReLU", + "ReLU": "tensorflow.keras.layers.Activation", + "Sigmoid": "tensorflow.keras.layers.Activation", + "Tanh": "tensorflow.keras.layers.Activation", + "LeakyReLU": "tensorflow.keras.layers.LeakyReLU", # HACK: name inconsistency + "GELU" : "tensorflow.keras.layers.Activation", # Normalization - "BatchNorm1d": "tf.keras.layers.BatchNormalization", - "BatchNorm2d": "tf.keras.layers.BatchNormalization", - "BatchNorm3d": "tf.keras.layers.BatchNormalization", - "LayerNorm": "tf.keras.layers.LayerNormalization", + "BatchNorm1d": "tensorflow.keras.layers.BatchNormalization", + "BatchNorm2d": "tensorflow.keras.layers.BatchNormalization", + "BatchNorm3d": "tensorflow.keras.layers.BatchNormalization", + "LayerNorm": "tensorflow.keras.layers.LayerNormalization", # Regularization - "Dropout": "tf.keras.layers.Dropout", - "Dropout2d": "tf.keras.layers.SpatialDropout2D", + "Dropout": "tensorflow.keras.layers.Dropout", + "Dropout2d": "tensorflow.keras.layers.SpatialDropout2D", # Utility - "Flatten": "tf.keras.layers.Flatten", + "Flatten": "tensorflow.keras.layers.Flatten", }, "jax": { # JAX/Flax diff naming From 678e5840b399aeb19a90ba19c07f0d6eda50387c Mon Sep 17 00:00:00 2001 From: Lucia Ferrer Date: Wed, 4 Mar 2026 11:06:01 +0100 Subject: [PATCH 03/12] non parametric: torch layers naming + tf partial layer class + jax function api small number of layers --- docs/index.md | 13 ++- illia/nn/__init__.py | 19 +++- illia/nonparametric.py | 121 +++++++++++++++++++++++ illia/support.py | 111 +++------------------- tests/jax/nn/test_non_parametric.py | 57 +++++++++++ tests/jax/nn/test_serialize.py | 0 tests/tf/nn/test_non_parametric.py | 110 +++++++++++++++++++++ tests/tf/nn/test_serialize.py | 0 tests/torch/nn/conftest.py | 19 ++++ tests/torch/nn/test_non_parametric.py | 132 ++++++++++++++++++++++++++ tests/torch/nn/test_serialize.py | 0 11 files changed, 476 insertions(+), 106 deletions(-) create mode 100644 illia/nonparametric.py create mode 100644 tests/jax/nn/test_non_parametric.py create mode 100644 tests/jax/nn/test_serialize.py create mode 100644 tests/tf/nn/test_non_parametric.py create mode 100644 tests/tf/nn/test_serialize.py create mode 100644 tests/torch/nn/test_non_parametric.py create mode 100644 tests/torch/nn/test_serialize.py diff --git a/docs/index.md b/docs/index.md index 3d52e6e..158dbc0 100644 --- a/docs/index.md +++ b/docs/index.md @@ -1,6 +1,6 @@

- - + +

@@ -79,6 +79,15 @@ print(f"Output std: {outputs.std()}") print(f"Output var: {outputs.var()}") ``` +## Non-Parametric Definitions + +**illia** provides non-parametric layers (pooling, activation, normalization, regularization, and utility layers) imported from `illia.nn` using PyTorch-style naming conventions. However, the initialization parameters and API usage are backend-specific and not standardized across PyTorch, TensorFlow, and JAX. + +Key characteristics: +- **PyTorch Naming**: Layer names follow PyTorch conventions (e.g., MaxPool2d, ReLU, BatchNorm2d) +- **Backend-Specific Parameters**: Initialization arguments vary by backend +- **Non-Standard API**: JAX uses functional definitions, while PyTorch and TensorFlow use class/object-oriented layers + ## Contributing We welcome contributions from the community! Whether you're fixing bugs, adding diff --git a/illia/nn/__init__.py b/illia/nn/__init__.py index f87f942..ff32624 100644 --- a/illia/nn/__init__.py +++ b/illia/nn/__init__.py @@ -4,10 +4,11 @@ # Standard libraries from typing import Any +from functools import partial # Own modules from illia import BackendManager -from illia.support import NONPARAMETRIC_LAYER_MAP +from illia.nonparametric import NONPARAMETRIC_LAYER_MAP, LAYER_CATEGORY_MAP def __getattr__(name: str) -> Any: @@ -25,15 +26,23 @@ def __getattr__(name: str) -> Any: module_type: str = "nn" backend: str = BackendManager.get_backend() + # Direct O(1) lookup for category + category = LAYER_CATEGORY_MAP.get(name) + path = ( + NONPARAMETRIC_LAYER_MAP.get(backend, {}).get(category, {}).get(name) + if category + else None + ) + # Check if this is a non-parametric layer (redirect to native backend) - if (path := NONPARAMETRIC_LAYER_MAP.get(backend, {}).get(name)) is not None: + if path is not None: module_name, class_name = path.rsplit(".", 1) layer_class = BackendManager.import_external_class(module_name, class_name) - + # HACK: Special handling for TensorFlow Activation layers - if backend == "tf" and class_name == "Activation": - from functools import partial + if backend == "tf" and category == "activation" and class_name == "Activation": layer_class = partial(layer_class, name.lower()) + else: # Otherwise, get Bayesian layer from illia implementation, or failure. module = BackendManager.get_backend_module(backend, module_type) diff --git a/illia/nonparametric.py b/illia/nonparametric.py new file mode 100644 index 0000000..c42b3ac --- /dev/null +++ b/illia/nonparametric.py @@ -0,0 +1,121 @@ +""" +Non-parametric layer mappings for different backends. +""" + +# Standard libraries +from typing import Final + +# Non-parametric layers by category +_POOLING_LAYERS: Final[frozenset[str]] = frozenset( + { + "MaxPool1d", + "MaxPool2d", + "AvgPool1d", + "AvgPool2d", + "AdaptiveAvgPool2d", + "AdaptiveMaxPool2d", + } +) + +_ACTIVATION_LAYERS: Final[frozenset[str]] = frozenset( + { + "ReLU", + "Sigmoid", + "Tanh", + "LeakyReLU", + "GELU", + } +) + +_NORMALIZATION_LAYERS: Final[frozenset[str]] = frozenset( + { + "BatchNorm1d", + "BatchNorm2d", + "LayerNorm", + } +) + +_REGULARIZATION_LAYERS: Final[frozenset[str]] = frozenset( + { + "Dropout", + "Dropout2d", + } +) + +_UTILITY_LAYERS: Final[frozenset[str]] = frozenset( + { + "Flatten", + "Identity", + } +) + +# Mapping for non-parametric layers to native backend implementations, grouped by category +NONPARAMETRIC_LAYER_MAP: Final[dict[str, dict[str, dict[str, str]]]] = { + "torch": { + "pooling": {layer: f"torch.nn.{layer}" for layer in _POOLING_LAYERS}, + "activation": {layer: f"torch.nn.{layer}" for layer in _ACTIVATION_LAYERS}, + "normalization": { + layer: f"torch.nn.{layer}" for layer in _NORMALIZATION_LAYERS + }, + "regularization": { + layer: f"torch.nn.{layer}" for layer in _REGULARIZATION_LAYERS + }, + "utility": {layer: f"torch.nn.{layer}" for layer in _UTILITY_LAYERS}, + }, + "tf": { + "pooling": { + "MaxPool1d": "tensorflow.keras.layers.MaxPooling1D", + "MaxPool2d": "tensorflow.keras.layers.MaxPooling2D", + "AvgPool1d": "tensorflow.keras.layers.AveragePooling1D", + "AvgPool2d": "tensorflow.keras.layers.AveragePooling2D", + "AdaptiveAvgPool2d": "tensorflow.keras.layers.GlobalAveragePooling2D", + }, + "activation": { + "ReLU": "tensorflow.keras.layers.Activation", + "Sigmoid": "tensorflow.keras.layers.Activation", + "Tanh": "tensorflow.keras.layers.Activation", + "LeakyReLU": "tensorflow.keras.layers.LeakyReLU", # HACK: diff name func + "GELU": "tensorflow.keras.layers.Activation", + }, + "normalization": { + "BatchNorm1d": "tensorflow.keras.layers.BatchNormalization", + "BatchNorm2d": "tensorflow.keras.layers.BatchNormalization", + "LayerNorm": "tensorflow.keras.layers.LayerNormalization", + }, + "regularization": { + "Dropout": "tensorflow.keras.layers.Dropout", + "Dropout2d": "tensorflow.keras.layers.SpatialDropout2D", + }, + "utility": { + "Flatten": "tensorflow.keras.layers.Flatten", + }, + }, + "jax": { + "pooling": { + "MaxPool2d": "flax.nnx.max_pool", # TBD: name 2d?: Y/N + "AvgPool2d": "flax.nnx.avg_pool", + }, + "activation": { + "ReLU": "flax.nnx.relu", + "Sigmoid": "flax.nnx.sigmoid", + "Tanh": "flax.nnx.tanh", + "GELU": "flax.nnx.gelu", + }, + "normalization": { + "BatchNorm2d": "flax.nnx.BatchNorm", # TBD: name 2d?: Y/N + "LayerNorm": "flax.nnx.LayerNorm", + }, + "regularization": { + "Dropout": "flax.nnx.Dropout", + }, + }, +} + +# Flat mapping: layer_name -> category for O(1) lookup +LAYER_CATEGORY_MAP: Final[dict[str, str]] = { + **{layer: "pooling" for layer in _POOLING_LAYERS}, + **{layer: "activation" for layer in _ACTIVATION_LAYERS}, + **{layer: "normalization" for layer in _NORMALIZATION_LAYERS}, + **{layer: "regularization" for layer in _REGULARIZATION_LAYERS}, + **{layer: "utility" for layer in _UTILITY_LAYERS}, +} diff --git a/illia/support.py b/illia/support.py index 4785852..f34a25b 100644 --- a/illia/support.py +++ b/illia/support.py @@ -7,6 +7,15 @@ # Standard libraries from typing import Final +# Own modules +from illia.nonparametric import ( + _POOLING_LAYERS, + _ACTIVATION_LAYERS, + _NORMALIZATION_LAYERS, + _REGULARIZATION_LAYERS, + _UTILITY_LAYERS, +) + # Name of the environment variable to switch between backends at runtime ENV_OS_NAME: Final[str] = "ILLIA_BACKEND" @@ -57,50 +66,6 @@ } ) -# Non-parametric layers by category -_POOLING_LAYERS: Final[frozenset[str]] = frozenset( - { - "MaxPool1d", - "MaxPool2d", - "AvgPool1d", - "AvgPool2d", - "AdaptiveAvgPool2d", - "AdaptiveMaxPool2d", - } -) - -_ACTIVATION_LAYERS: Final[frozenset[str]] = frozenset( - { - "ReLU", - "Sigmoid", - "Tanh", - "LeakyReLU", - "GELU", - } -) - -_NORMALIZATION_LAYERS: Final[frozenset[str]] = frozenset( - { - "BatchNorm1d", - "BatchNorm2d", - "LayerNorm", - } -) - -_REGULARIZATION_LAYERS: Final[frozenset[str]] = frozenset( - { - "Dropout", - "Dropout2d", - } -) - -_UTILITY_LAYERS: Final[frozenset[str]] = frozenset( - { - "Flatten", - "Identity", - } -) - # Dictionary describing the layers and capabilities supported by each backend BACKEND_CAPABILITIES: Final[dict[str, dict[str, set[str]]]] = { "torch": { @@ -118,13 +83,11 @@ "tf": { "nn": { *_BAYESIAN_LAYERS, - # Pooling (except AdaptiveMaxPool2d) - "MaxPool1d", + "MaxPool1d", # TBD: name overwritten: Y/N "MaxPool2d", "AvgPool1d", "AvgPool2d", "AdaptiveAvgPool2d", - # Activations (except GELU in older TF) "ReLU", "Sigmoid", "Tanh", @@ -132,7 +95,7 @@ "GELU", *_NORMALIZATION_LAYERS, *_REGULARIZATION_LAYERS, - "Flatten", # No Identity in TF + "Flatten", }, "distributions": {"DistributionModule", "GaussianDistribution"}, "losses": {"KLDivergenceLoss", "ELBOLoss"}, @@ -140,8 +103,7 @@ "jax": { "nn": { *_BAYESIAN_LAYERS, - # JAX limited non-parametric layers - "MaxPool2d", + "MaxPool2d", # TBD: name overwritten: Y/N "AvgPool2d", "ReLU", "Sigmoid", @@ -158,52 +120,3 @@ "nn": {"CGConv"}, }, } - -# HACK: risk of path hard-coding. -# Mapping for non-parametric layers to native backend implementations -NONPARAMETRIC_LAYER_MAP: Final[dict[str, dict[str, str]]] = { - "torch": { - **{layer: f"torch.nn.{layer}" for layer in _POOLING_LAYERS}, - **{layer: f"torch.nn.{layer}" for layer in _ACTIVATION_LAYERS}, - **{layer: f"torch.nn.{layer}" for layer in _NORMALIZATION_LAYERS}, - **{layer: f"torch.nn.{layer}" for layer in _REGULARIZATION_LAYERS}, - **{layer: f"torch.nn.{layer}" for layer in _UTILITY_LAYERS}, - }, - "tf": { - # TODO: decide: import from tf or update to keras only. - # Pooling : diff naming convention - "MaxPool1d": "tensorflow.keras.layers.MaxPooling1D", - "MaxPool2d": "tensorflow.keras.layers.MaxPooling2D", - "AvgPool1d": "tensorflow.keras.layers.AveragePooling1D", - "AvgPool2d": "tensorflow.keras.layers.AveragePooling2D", - "AdaptiveAvgPool2d": "tensorflow.keras.layers.GlobalAveragePooling2D", - # Activations - "ReLU": "tensorflow.keras.layers.Activation", - "Sigmoid": "tensorflow.keras.layers.Activation", - "Tanh": "tensorflow.keras.layers.Activation", - "LeakyReLU": "tensorflow.keras.layers.LeakyReLU", # HACK: name inconsistency - "GELU" : "tensorflow.keras.layers.Activation", - # Normalization - "BatchNorm1d": "tensorflow.keras.layers.BatchNormalization", - "BatchNorm2d": "tensorflow.keras.layers.BatchNormalization", - "BatchNorm3d": "tensorflow.keras.layers.BatchNormalization", - "LayerNorm": "tensorflow.keras.layers.LayerNormalization", - # Regularization - "Dropout": "tensorflow.keras.layers.Dropout", - "Dropout2d": "tensorflow.keras.layers.SpatialDropout2D", - # Utility - "Flatten": "tensorflow.keras.layers.Flatten", - }, - "jax": { - # JAX/Flax diff naming - "MaxPool2d": "flax.linen.max_pool", - "AvgPool2d": "flax.linen.avg_pool", - "ReLU": "flax.linen.relu", - "Sigmoid": "flax.linen.sigmoid", - "Tanh": "flax.linen.tanh", - "GELU": "flax.linen.gelu", - "BatchNorm2d": "flax.linen.BatchNorm", - "LayerNorm": "flax.linen.LayerNorm", - "Dropout": "flax.linen.Dropout", - }, -} diff --git a/tests/jax/nn/test_non_parametric.py b/tests/jax/nn/test_non_parametric.py new file mode 100644 index 0000000..af96803 --- /dev/null +++ b/tests/jax/nn/test_non_parametric.py @@ -0,0 +1,57 @@ +""" +This module contains the tests for the Non-Bayesian layers Wrapper. +""" + +# Standard libraries +import os + + +# Change Illia Backend +os.environ["ILLIA_BACKEND"] = "jax" + +# 3pps +import pytest +import jax.numpy as jnp + + +class TestNonParametricLayers: + """ + This class tests the non-parametric layers integration. + """ + + @pytest.mark.order(1) + @pytest.mark.parametrize( + "layer_name,kwargs,input_shape", + [ + ("MaxPool2d", {"window_shape": (2, 2)}, (32, 16, 28, 28)), + ("AvgPool2d", {"window_shape": (2, 2)}, (32, 16, 28, 28)), + ], + ) + def test_pooling(self, layer_name: str, kwargs: dict, input_shape: tuple) -> None: + """Test pooling functions.""" + pool_fn = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name) + inputs = jnp.ones(input_shape) + output = pool_fn(inputs, **kwargs) + assert isinstance(output, jnp.ndarray) + assert output.dtype == inputs.dtype + + @pytest.mark.order(2) + @pytest.mark.parametrize("layer_name", ["ReLU", "Sigmoid", "Tanh", "GELU"]) + def test_activation(self, layer_name: str) -> None: + """Test activation functions.""" + activation_fn = getattr( + __import__("illia.nn", fromlist=[layer_name]), layer_name + ) + inputs = jnp.ones((32, 16, 28, 28)) + output = activation_fn(inputs) + assert isinstance(output, jnp.ndarray) + assert tuple(output.shape) == tuple(inputs.shape) + assert output.dtype == inputs.dtype + + @pytest.mark.order(3) + @pytest.mark.parametrize("layer_name", ["BatchNorm2d", "LayerNorm", "Dropout"]) + def test_stateful_import(self, layer_name: str) -> None: + """Test that stateful layers can be imported.""" + layer_class = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name) + assert layer_class is not None + assert callable(layer_class) # TODO: complex state diff --git a/tests/jax/nn/test_serialize.py b/tests/jax/nn/test_serialize.py new file mode 100644 index 0000000..e69de29 diff --git a/tests/tf/nn/test_non_parametric.py b/tests/tf/nn/test_non_parametric.py new file mode 100644 index 0000000..e805cba --- /dev/null +++ b/tests/tf/nn/test_non_parametric.py @@ -0,0 +1,110 @@ +""" +This module contains the tests for the Non-Bayesian layers Wrapper. +""" + +# Standard libraries +import os + + +# Change Illia Backend +os.environ["ILLIA_BACKEND"] = "tf" + +# 3pps +import pytest +import tensorflow as tf + + +tf.keras.utils.set_random_seed(1) +tf.config.experimental.enable_op_determinism() + + +class TestNonParametricLayers: + """ + This class tests the non-parametric layers integration. + """ + + @pytest.mark.order(1) + @pytest.mark.parametrize( + "layer_name,kwargs,input_shape,expected_shape", + [ + ("MaxPool2d", {"pool_size": 2}, (32, 28, 28, 16), (32, 14, 14, 16)), + ("AvgPool2d", {"pool_size": 2}, (32, 28, 28, 16), (32, 14, 14, 16)), + ("MaxPool1d", {"pool_size": 2}, (32, 64, 16), (32, 32, 16)), + ("AvgPool1d", {"pool_size": 2}, (32, 64, 16), (32, 32, 16)), + ("AdaptiveAvgPool2d", {}, (32, 28, 28, 16), (32, 16)), + ], + ) + def test_pooling( + self, layer_name: str, kwargs: dict, input_shape: tuple, expected_shape: tuple + ) -> None: + """Test pooling layers.""" + layer = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name)( + **kwargs + ) + inputs = tf.random.uniform(input_shape) + output = layer(inputs) + assert isinstance(output, tf.Tensor) + assert tuple(output.shape) == expected_shape + assert output.dtype == inputs.dtype + + @pytest.mark.order(2) + @pytest.mark.parametrize( + "layer_name", ["ReLU", "Sigmoid", "Tanh", "LeakyReLU", "GELU"] + ) + def test_activation(self, layer_name: str) -> None: + """Test activation layers.""" + layer = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name)() + inputs = tf.random.uniform((32, 28, 28, 16)) + output = layer(inputs) + assert isinstance(output, tf.Tensor) + assert tuple(output.shape) == tuple(inputs.shape) + assert output.dtype == inputs.dtype + + @pytest.mark.order(3) + @pytest.mark.parametrize( + "layer_name,input_shape", + [ + ("BatchNorm1d", (32, 64, 16)), + ("BatchNorm2d", (32, 28, 28, 16)), + ("LayerNorm", (32, 28, 28, 16)), + ], + ) + def test_normalization(self, layer_name: str, input_shape: tuple) -> None: + """Test normalization layers.""" + layer = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name)() + inputs = tf.random.normal(input_shape, mean=5.0, stddev=2.0) + output = layer(inputs, training=True) + assert isinstance(output, tf.Tensor) + assert tuple(output.shape) == tuple(inputs.shape) + assert output.dtype == inputs.dtype + # assert tf.abs(tf.reduce_mean(output)) < 0.1 + # assert tf.abs(tf.math.reduce_std(output) - 1.0) < 0.1 + + @pytest.mark.order(4) + @pytest.mark.parametrize( + "layer_name,rate,input_shape", + [ + ("Dropout", 0.5, (32, 28, 28, 16)), + ("Dropout2d", 0.5, (32, 28, 28, 16)), + ], + ) + def test_regularization( + self, layer_name: str, rate: float, input_shape: tuple + ) -> None: + """Test regularization layers.""" + layer = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name)(rate) + inputs = tf.random.uniform(input_shape) + output = layer(inputs, training=True) + assert isinstance(output, tf.Tensor) + assert tuple(output.shape) == tuple(inputs.shape) + assert output.dtype == inputs.dtype + + @pytest.mark.order(5) + def test_flatten(self) -> None: + """Test Flatten utility layer.""" + layer = getattr(__import__("illia.nn", fromlist=["Flatten"]), "Flatten")() + inputs = tf.random.uniform((32, 28, 28, 16)) + output = layer(inputs) + assert isinstance(output, tf.Tensor) + assert tuple(output.shape) == (32, 28 * 28 * 16) + assert output.dtype == inputs.dtype diff --git a/tests/tf/nn/test_serialize.py b/tests/tf/nn/test_serialize.py new file mode 100644 index 0000000..e69de29 diff --git a/tests/torch/nn/conftest.py b/tests/torch/nn/conftest.py index d6b6f37..74493ab 100644 --- a/tests/torch/nn/conftest.py +++ b/tests/torch/nn/conftest.py @@ -21,6 +21,25 @@ from tests.torch.nn.utils import BayesianComposedModel, ComposedModel +@pytest.fixture(scope="session", autouse=True) +def set_random_seeds(): + """Set random seeds for reproducibility.""" + torch.manual_seed(42) + torch.cuda.manual_seed_all(42) + + +@pytest.fixture +def tensor_2d(): + """Fixture for 2D tensor inputs (batch, channels, height, width).""" + return torch.rand(32, 16, 28, 28) + + +@pytest.fixture +def tensor_1d(): + """Fixture for 1D tensor inputs (batch, channels, length).""" + return torch.rand(32, 16, 64) + + @pytest.fixture( params=[ (32, 30, 20, None, None), diff --git a/tests/torch/nn/test_non_parametric.py b/tests/torch/nn/test_non_parametric.py new file mode 100644 index 0000000..8fc4f5c --- /dev/null +++ b/tests/torch/nn/test_non_parametric.py @@ -0,0 +1,132 @@ +""" +This module contains the tests for the Non-Bayesian layers Wrapper. +""" + +# Standard libraries +import os + + +# Change Illia Backend +os.environ["ILLIA_BACKEND"] = "torch" + +# 3pps +import pytest +import torch + + +class TestNonParametricLayers: + """ + This class tests the non-parametric layers integration. + """ + + @pytest.mark.order(1) + @pytest.mark.parametrize( + "layer_name,kwargs,input_shape,expected_shape", + [ + ("MaxPool2d", {"kernel_size": 2}, (32, 16, 28, 28), (32, 16, 14, 14)), + ("AvgPool2d", {"kernel_size": 2}, (32, 16, 28, 28), (32, 16, 14, 14)), + ("MaxPool1d", {"kernel_size": 2}, (32, 16, 64), (32, 16, 32)), + ("AvgPool1d", {"kernel_size": 2}, (32, 16, 64), (32, 16, 32)), + ( + "AdaptiveAvgPool2d", + {"output_size": (1, 1)}, + (32, 16, 28, 28), + (32, 16, 1, 1), + ), + ( + "AdaptiveMaxPool2d", + {"output_size": (1, 1)}, + (32, 16, 28, 28), + (32, 16, 1, 1), + ), + ], + ) + def test_pooling( + self, layer_name: str, kwargs: dict, input_shape: tuple, expected_shape: tuple + ) -> None: + """Test pooling layers.""" + layer = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name)( + **kwargs + ) + inputs = torch.rand(input_shape) + output = layer(inputs) + assert isinstance(output, torch.Tensor) + assert tuple(output.shape) == expected_shape + assert output.dtype == inputs.dtype + + @pytest.mark.order(2) + @pytest.mark.parametrize( + "layer_name", ["ReLU", "Sigmoid", "Tanh", "LeakyReLU", "GELU"] + ) + def test_activation(self, layer_name: str) -> None: + """Test activation layers.""" + layer = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name)() + inputs = torch.rand((32, 16, 28, 28)) + output = layer(inputs) + assert isinstance(output, torch.Tensor) + assert tuple(output.shape) == tuple(inputs.shape) + assert output.dtype == inputs.dtype + + @pytest.mark.order(3) + @pytest.mark.parametrize( + "layer_name,kwargs,input_shape", + [ + ("BatchNorm1d", {"num_features": 16}, (32, 16, 64)), + ("BatchNorm2d", {"num_features": 16}, (32, 16, 28, 28)), + ("LayerNorm", {"normalized_shape": [16, 28, 28]}, (32, 16, 28, 28)), + ], + ) + def test_normalization( + self, layer_name: str, kwargs: dict, input_shape: tuple + ) -> None: + """Test normalization layers.""" + layer = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name)( + **kwargs + ) + layer.train() + inputs = torch.randn(input_shape) * 2.0 + 5.0 + output = layer(inputs) + assert isinstance(output, torch.Tensor) + assert tuple(output.shape) == tuple(inputs.shape) + assert output.dtype == inputs.dtype + # assert torch.abs(torch.mean(output)) < 0.1 + # assert torch.abs(torch.std(output) - 1.0) < 0.1 + + @pytest.mark.order(4) + @pytest.mark.parametrize( + "layer_name,rate,input_shape", + [ + ("Dropout", 0.5, (32, 16, 28, 28)), + ("Dropout2d", 0.5, (32, 16, 28, 28)), + ], + ) + def test_regularization( + self, layer_name: str, rate: float, input_shape: tuple + ) -> None: + """Test regularization layers.""" + layer = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name)(rate) + layer.train() + inputs = torch.rand(input_shape) + output = layer(inputs) + assert isinstance(output, torch.Tensor) + assert tuple(output.shape) == tuple(inputs.shape) + assert output.dtype == inputs.dtype + + @pytest.mark.order(5) + @pytest.mark.parametrize( + "layer_name,input_shape,expected_shape", + [ + ("Flatten", (32, 16, 28, 28), (32, 16 * 28 * 28)), + ("Identity", (32, 16, 28, 28), (32, 16, 28, 28)), + ], + ) + def test_utility( + self, layer_name: str, input_shape: tuple, expected_shape: tuple + ) -> None: + """Test utility layers.""" + layer = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name)() + inputs = torch.rand(input_shape) + output = layer(inputs) + assert isinstance(output, torch.Tensor) + assert tuple(output.shape) == expected_shape + assert output.dtype == inputs.dtype diff --git a/tests/torch/nn/test_serialize.py b/tests/torch/nn/test_serialize.py new file mode 100644 index 0000000..e69de29 From 6ecd9d477d2ef2ec9b138615687f73611b2c92d6 Mon Sep 17 00:00:00 2001 From: Lucia Ferrer Date: Thu, 5 Mar 2026 19:34:23 +0100 Subject: [PATCH 04/12] Moved bayesian layers list def to layer.py, renamed nonparametric.py --> layers.py, changed get attr module order if-else, isort --- illia/__init__.py | 2 +- illia/{nonparametric.py => layers.py} | 20 ++++++++++-- illia/nn/__init__.py | 44 +++++++++++++++------------ illia/support.py | 16 +++------- tests/jax/nn/test_non_parametric.py | 2 +- 5 files changed, 47 insertions(+), 37 deletions(-) rename illia/{nonparametric.py => layers.py} (91%) diff --git a/illia/__init__.py b/illia/__init__.py index 029abe8..5f2eab0 100644 --- a/illia/__init__.py +++ b/illia/__init__.py @@ -290,7 +290,7 @@ def get_all_available_backends_for_class( ) @classmethod - def import_external_class(cls, module_name: str, class_name: str) -> Any: + def import_native_backend_class(cls, module_name: str, class_name: str) -> Any: """ Import a class from an external module with caching. diff --git a/illia/nonparametric.py b/illia/layers.py similarity index 91% rename from illia/nonparametric.py rename to illia/layers.py index c42b3ac..4c08f9a 100644 --- a/illia/nonparametric.py +++ b/illia/layers.py @@ -1,10 +1,11 @@ """ -Non-parametric layer mappings for different backends. +Layer definitions and mappings for different backends. """ # Standard libraries from typing import Final + # Non-parametric layers by category _POOLING_LAYERS: Final[frozenset[str]] = frozenset( { @@ -49,7 +50,20 @@ } ) -# Mapping for non-parametric layers to native backend implementations, grouped by category +# Bayesian layers shared across torch/tf/jax +_BAYESIAN_LAYERS: Final[frozenset[str]] = frozenset( + { + "BayesianModule", + "Conv1d", + "Conv2d", + "Embedding", + "Linear", + "LSTM", + } +) + +# Mapping for non-parametric layers to native backend implementations, +# grouped by category NONPARAMETRIC_LAYER_MAP: Final[dict[str, dict[str, dict[str, str]]]] = { "torch": { "pooling": {layer: f"torch.nn.{layer}" for layer in _POOLING_LAYERS}, @@ -111,7 +125,7 @@ }, } -# Flat mapping: layer_name -> category for O(1) lookup +# Flat mapping LAYER_CATEGORY_MAP: Final[dict[str, str]] = { **{layer: "pooling" for layer in _POOLING_LAYERS}, **{layer: "activation" for layer in _ACTIVATION_LAYERS}, diff --git a/illia/nn/__init__.py b/illia/nn/__init__.py index ff32624..5a3811f 100644 --- a/illia/nn/__init__.py +++ b/illia/nn/__init__.py @@ -3,12 +3,12 @@ """ # Standard libraries -from typing import Any from functools import partial +from typing import Any # Own modules from illia import BackendManager -from illia.nonparametric import NONPARAMETRIC_LAYER_MAP, LAYER_CATEGORY_MAP +from illia.layers import _BAYESIAN_LAYERS, LAYER_CATEGORY_MAP, NONPARAMETRIC_LAYER_MAP def __getattr__(name: str) -> Any: @@ -26,31 +26,35 @@ def __getattr__(name: str) -> Any: module_type: str = "nn" backend: str = BackendManager.get_backend() - # Direct O(1) lookup for category - category = LAYER_CATEGORY_MAP.get(name) - path = ( - NONPARAMETRIC_LAYER_MAP.get(backend, {}).get(category, {}).get(name) - if category - else None - ) + # get Bayesian layer from illia implementation, or failure. + if name in _BAYESIAN_LAYERS: + module = BackendManager.get_backend_module(backend, module_type) + layer_class = BackendManager.get_class( + backend_name=backend, + class_name=name, + module_type=module_type, + module_path=module, + ) - # Check if this is a non-parametric layer (redirect to native backend) - if path is not None: - module_name, class_name = path.rsplit(".", 1) - layer_class = BackendManager.import_external_class(module_name, class_name) + elif (category := LAYER_CATEGORY_MAP.get(name)) is not None: + # Otherwise, this is a non-parametric layer (redirect to native backend) + module_path = ( + NONPARAMETRIC_LAYER_MAP.get(backend, {}).get(category, {}).get(name) + if category + else None + ) + module_name, class_name = module_path.rsplit(".", 1) + layer_class = BackendManager.import_native_backend_class( + module_name, class_name + ) # HACK: Special handling for TensorFlow Activation layers if backend == "tf" and category == "activation" and class_name == "Activation": layer_class = partial(layer_class, name.lower()) else: - # Otherwise, get Bayesian layer from illia implementation, or failure. - module = BackendManager.get_backend_module(backend, module_type) - layer_class = BackendManager.get_class( - backend_name=backend, - class_name=name, - module_type=module_type, - module_path=module, + raise ImportError( + f"Module '{module_type}', {name} not available for backend '{backend}'." ) globals()[name] = layer_class diff --git a/illia/support.py b/illia/support.py index f34a25b..76a2ba3 100644 --- a/illia/support.py +++ b/illia/support.py @@ -8,10 +8,11 @@ from typing import Final # Own modules -from illia.nonparametric import ( - _POOLING_LAYERS, +from illia.layers import ( _ACTIVATION_LAYERS, + _BAYESIAN_LAYERS, _NORMALIZATION_LAYERS, + _POOLING_LAYERS, _REGULARIZATION_LAYERS, _UTILITY_LAYERS, ) @@ -55,16 +56,7 @@ } # Bayesian layers shared across torch/tf/jax -_BAYESIAN_LAYERS: Final[frozenset[str]] = frozenset( - { - "BayesianModule", - "Conv1d", - "Conv2d", - "Embedding", - "Linear", - "LSTM", - } -) +_BAYESIAN_LAYERS: Final[frozenset[str]] = _BAYESIAN_LAYERS # Dictionary describing the layers and capabilities supported by each backend BACKEND_CAPABILITIES: Final[dict[str, dict[str, set[str]]]] = { diff --git a/tests/jax/nn/test_non_parametric.py b/tests/jax/nn/test_non_parametric.py index af96803..0bbaed7 100644 --- a/tests/jax/nn/test_non_parametric.py +++ b/tests/jax/nn/test_non_parametric.py @@ -10,8 +10,8 @@ os.environ["ILLIA_BACKEND"] = "jax" # 3pps -import pytest import jax.numpy as jnp +import pytest class TestNonParametricLayers: From 43c05c720242642aa18432ce79d41c92c0828539 Mon Sep 17 00:00:00 2001 From: Lucia Ferrer Date: Fri, 6 Mar 2026 09:49:45 +0100 Subject: [PATCH 05/12] mypy --- illia/nn/__init__.py | 27 +++++++++++++++++---------- illia/support.py | 3 --- 2 files changed, 17 insertions(+), 13 deletions(-) diff --git a/illia/nn/__init__.py b/illia/nn/__init__.py index 5a3811f..466c711 100644 --- a/illia/nn/__init__.py +++ b/illia/nn/__init__.py @@ -36,21 +36,28 @@ def __getattr__(name: str) -> Any: module_path=module, ) - elif (category := LAYER_CATEGORY_MAP.get(name)) is not None: + elif (category := LAYER_CATEGORY_MAP.get(name, None)) is not None: # Otherwise, this is a non-parametric layer (redirect to native backend) module_path = ( NONPARAMETRIC_LAYER_MAP.get(backend, {}).get(category, {}).get(name) - if category - else None - ) - module_name, class_name = module_path.rsplit(".", 1) - layer_class = BackendManager.import_native_backend_class( - module_name, class_name ) + if module_path: + module_name, class_name = module_path.rsplit(".", 1) + layer_class = BackendManager.import_native_backend_class( + module_name, class_name + ) - # HACK: Special handling for TensorFlow Activation layers - if backend == "tf" and category == "activation" and class_name == "Activation": - layer_class = partial(layer_class, name.lower()) + # HACK: Special handling for TensorFlow Activation layers + if ( + backend == "tf" + and category == "activation" + and class_name == "Activation" + ): + layer_class = partial(layer_class, name.lower()) + else: + raise ImportError( + f"Module '{module_type}', {name} not available for backend '{backend}'." + ) else: raise ImportError( diff --git a/illia/support.py b/illia/support.py index 76a2ba3..4a72936 100644 --- a/illia/support.py +++ b/illia/support.py @@ -55,9 +55,6 @@ "pyg": ["illia.nn.pyg"], } -# Bayesian layers shared across torch/tf/jax -_BAYESIAN_LAYERS: Final[frozenset[str]] = _BAYESIAN_LAYERS - # Dictionary describing the layers and capabilities supported by each backend BACKEND_CAPABILITIES: Final[dict[str, dict[str, set[str]]]] = { "torch": { From 68f367f0a5815490472cef5764870c6475258169 Mon Sep 17 00:00:00 2001 From: Lucia Ferrer Date: Sat, 7 Mar 2026 19:24:09 +0100 Subject: [PATCH 06/12] second option logo + rmd unused fixture --- docs/assets/images/_black_logo_illia.png | Bin 115750 -> 0 bytes docs/assets/images/_white_logo_illia.png | Bin 125658 -> 0 bytes docs/assets/images/black_logo_description.png | Bin 0 -> 16815 bytes docs/assets/images/black_logo_illia.png | Bin 30663 -> 15897 bytes docs/assets/images/white_logo_description.png | Bin 0 -> 13610 bytes docs/assets/images/white_logo_illia.png | Bin 29922 -> 15921 bytes tests/torch/nn/conftest.py | 12 ------------ 7 files changed, 12 deletions(-) delete mode 100644 docs/assets/images/_black_logo_illia.png delete mode 100644 docs/assets/images/_white_logo_illia.png create mode 100644 docs/assets/images/black_logo_description.png create mode 100644 docs/assets/images/white_logo_description.png diff --git a/docs/assets/images/_black_logo_illia.png b/docs/assets/images/_black_logo_illia.png deleted file mode 100644 index 28d30bbd9a39a3aa8706558cf64dc86a5da183a3..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 115750 zcmZU52|SeB`}m8BO0?RtlsloajD1Ncsiv$68QYZ5#Mq^&FkM9#rN+L5vTtJ>ONc3< z$$E_~gb-zkY}x(K`;NZ9@9+P6Kc9Q2-t(O2Jm=ZYvz)ho4D~PU*(I3hMykl6JI)3SRNo(l%c^{kzNyUdjr8brG^=myhEZ@$!OvH=h+emf}`lrmHpQe3q( zw#pki;l19#c4wor^4>)KCrfxxFusrn{&lgiYLv@;UR)Xdrh8QHh2!C4((r4wlpJ_n zw9N$dM(6ZwT1su6Rf6%_uOYW6)9BGDT`hS7kGSz>k}3pXXIZzY3C#SE$3CY7}57v z*-1SZFYSngBMcSNbs{%{@qMn7tixFRrxY)bTiPDoL24IZvqxFx;LF%ZA4B3e+39p7cf{k)?3^^)O zW>3rtG1j#2KLcuj!jbsYD#4ops(Fk{53>KvfVxH-U%jELgmL_NV@CZ)3Ol;!@rK~Y z|L5J{G!I6&o=3_fTJ>@v*PpkI-Evdy*S%uu8*Q!A2+r`H;D_}2T79Orv2q?m>5bHX zC^%63j2y||EJ66Q0kmqI1U}~Lvo=JC@WkX&7^LODK-4Ax$glqb@h=S`N5(W;MwY-6 z;0K3}#ONE_P-I8<&dJfmm@k3)-Fi_%{O&crTd_{?UUQrNgFl35m8NV!7$BDPD!=D4MNzHwk$o|n#JwAPar{fGR zDd89~`lgN0HZY89{AtP#&z7L-o+2(O1Yu{6*5fTogiYB0Y#aAL_!#l!io8c%2%)(x z=ot)c$#^>s|3arN(gWM!4`uj1p!ecElhRgN%Xy@k#blLw?+8zR>{lj27`3 z(eTE1awYh8M3KJNf45G3>~9N>?SHz z;Qi8YOjS27xab}`Ql`c+s3orF%6lZX; zhOhcy@pD8sczIGYQxMv(GPbX^o!DgoV|%pqE-7PsW$1gD321)AacL>)NDbN^gl&n0 zF+`l8W2~_;$m&=pS_XLRR_PktIgcur*A(B?A*9Wm$OlMRBGvXOEqMG0m_l1q@rO0kvg-uB`WU=fSM5a0#yRF-B~zig z7JSHdUK}I~?6KwJbU#zX$Bot?K4ef$zik&6FnNJ*#sE*!g)PY?7a)91vh782XK8~G zXl{^G6#Tdz3Px?d7|BrM(5jEbZyHaOD8Zo&nw{x$%zh~VJLe#=ttikbYOt?G6TGt# zW$^bF)RDri=rjMu7(>v_91TV}xNYo>t}+-BMDXL7Vh|ZxJBn6rJ_<92eV7TW(JaF1 zF~S5xGr^`|Fth&+CY_E^0=lqkU5QRav<`=jKLeBEix<+7g2oV+)U1jyZmrF{hyNT& z)k2IIanmdwCNz34Q{zfc>z|Z>p2wdf9s+N_KWFM_s$I|LyyPK4NZZX*RufnR7)$%g z44H7~1Tj?#7YkY|u}&5C&`E4eDlvu6Uh~jacy-;)eEmQwEWXZEij=K(X|}7I0(*?U)|bdRrWM0L#f|TU{+jPajUm=U`c;7F z=O{jA1mm`YRDeYht%YD2@Fi9-^?LsR*acsK9`*;!mO(6Hhooh5c#YmdE7Vgqa=!m^UN7;e5--DPNEAB?z(%g+~9xZRB0_N-;%-I@|1tzBZhG zudDHFxKA6gH!YYu+oE$)mTQxzEChRsP&U9-fF}Th2rg|xVTw~!@O@F`afg>tVs8?>ux=A7 zCC+Xt)lFsnaJB(IG$~1PrT(n4ty(-UemgDGDIJ>{A@J5rw`)#?2?5cZ)Gzs%ztgp~ z7FVUuml_hTcwV+bQ-Fr(k)l%IX*WIg}hgy zr(>%03-g}Jsr90&^=1ic{lDBAP}zt`V0>D?c`^q?Z39l{4NF=?MPiz-Y*xlzZ$V-? zX{L5E+$@DiXL?f!j1`L7$4Bwv#OEciIQ#1zHZCGRNU|WfX#)`}4(e&Z*y=z~jcUe?^ErN+)>iEw5+{Y=0iW9B|4w@|* zb-y+jGdDq$>h_mxBv|U}+05e7%Jd;`#*X-zv44H*t3Nx9(fFsZxo=%{>KyED(8f%6 zQ>L1&=u)Eev|ghm@%jPSqc<|+laSu^aVUI6Gze=uhfXL`wK!(Z)ZB5VmY03bQMBP6 zj_TxBG0&6-NOvU9UpbKFz-j6~Zaff3qz0^nSd4#FDe8=SIz zlgD*-x|8Xq)V2T;&DfK?TgVTrg#K=hPbYNWu#Uu-GJT!E|KOOv9d&2pIsR8=Gou`d z9t@d*LLENhrjgL!{gaGcr}anm7-1>|RpsBz6HJjwTs&Ctdq)j*kFIXi*j?+b<+pI_ zmlQVEdt(wz0+V=cJ}gq-TuUKbgpVToQENm;2G4I?03Lm>U>}jZ896dGBsg!IIFg6a z$mTjLv*AM4WC~)%4sm}WEpmjDyBQ9QwzcjQC6Q{Tbmk2ZMX7VJ5+YeYh`VVf^!I-5 z
y2Re=79b@3kBBs~r!-_Q$+@}<3R_)zMt_aA(G zX&nZ5q<7^ETZy5M75=yl!oG_Zu;q(A3<{5GH4@*($+D!uM}E0#>p&2IaYKmj&o$pv z54{qDzb0CtN#y@tZR=#yd>;;G2W2CZ*LA;lF~9@}8hB+N!Vv3vLTfzrNugI+pZ@lI z#WIt6EldRlO$39tM0Xoi-L70hu?saeDxa{=VQv|vOir%C<-HcuD2z!jyD0`0+4E;r zt$&~89#jJDr!XURFKdk;(wHZzQk*RzW6Q!eCelkIR15V9fBD5J1~Mc8WCp#6AAf{o zb)e~Yh_Q;)AO2JpxN938)pur7Vp!#zjD2-F~OE4oTj?q@I(ZwDX}u=GLBQIElTp#qZ(bJlvixK^jxozyc_?? ziJgdWxb1h72VyjP=gnO8oB{ARWGYnYkY6e_F$*vX1`y>aOHeKJhx`WFkCF+$Lm6fG z9t)0jd{xYI9a=y0D{+I_2Zx<6RnjNQLOM3H^y2%P8!6n>i3RZo_46~K4k1+6Xz@i1 zxL^=P#oelg{Jf~_KomfKtYJcVA$issRe19&RNH_x-%k@DBgxa78JzsCnOyFAR`_?y z`~e*3q5O$vdrDK}^$2GZa^FfCIQ;eD8H*_tdGAZ@e*{6Pnk`$X9Ua~i9|Jn&dtz$E zd$Ptq_xLF=`JvEwL>_!_9X4x(%a1}~i|56%z-Hr^Z@;#$d1BQZum)o3`46LY+S`=F zNAV5K;TDf|dVA$Acp+%xH@e>{dsBoh{U-sE%7Sw}XBi^Y#FNYP)$)V0do?HgqjAB} z4m$waT`}?sfk{;v}!mD0Gf{=yo-Y05I{WfDGAJFAwj<@V>Y%1gMX%*}NXb09U zFyGKb1oh0u&S39?@Z3m93g>j7!W$mvI^irTB(Pi z=6P)P)DI*$U#Hy%v{M-G-7>PLxhkKQI%)Nt^~^Jeg^z1^U1|m$ z)54TVd_Q0gp1yxKxHhIabzAV@8eWC_M{8;mqEJtEz<8v8u2)CI?wr{5aMS~?d)a3A znYAyJq6PpnEvq^BBm*IQ)NkgxXL=*QVO)Vn;c$BvIT-c?y$U8B)wjwT8wbP+KuSvo zgGt*N$iL5<*wb1R#pV(vWc3Flu%Hdc;$EEo}LJJ|p;&a*vGr!39 zk?OzigH_HWy^i_f64}J_e%vh~!QjsH4=L<=U-$3~8WDQI5P+5dc|Aq-{5#05SF|1? zv+8RVb&T+PU@gujz_Kx2Zt)BJ9g*LEE^v)evv=$om zy{pYD9U2FbVl8me^N0sM8L_F9v+GyEWScyaRSQ0!nB?(CjGu-uRB*~er>s$y7p3J8*dXqe=;LLH-rw z>sBfz?C?*^CkQ2DL;c*mK%jg*JHnJd2aK43P^uJSruWAOE7iT;jcUrjgWyE&);6z0 zX<&ZI^S-v=#ikK;CQ9(V%Emzq|GEr#8=&aHIE>aNe`z|v`@B)$<;lD<{it(kjayAj zw>Sic_R{R}DG8wnB0&+sDHZP18CvInXO7;%^yxUrIrJWBg=Z3NUr?OGE zI(hVfGL}2zt_RThxH=9rn+aKYrQcpgXWH(mFPNhR zk==@AX^bpgQt%LIVA%)*DFxu$gE(|IVjm#2e*9%uqdCd2mDSp=&j5DOKZ7+Iick3x zbWXj12VMVl0ervn6;BllgGOhDyWvIT4qciHkO>%~*}}6z!MKl-IuvF7YODo3I`V`4 zfe-n4)^x(bFHfvRH9D!aY7jwhZ9QCV4M-C-~x~C1)f8*z%TZf|4aO) zhbNgR_JM{Rx=c-GGcf(gqPJ9c9{VfHv;#;Z>MU3e7pC-CWy#esF0&(}OZgLC@qwa< zfOp;8O%Kz$^j|4cf$xP-^SpqlB{iOoTWA+^j*R;T!E+$Rr!Wc@HUP#5YFbwRlDZ+; zDT-PJ9QfB!{OJQp=o?Z~c651*iuGw$fc`s}EL;NcsgT z@WBJpIR5#xQlTP7pfU!On%hKU(i+gfchs7=fDE_=Ew<%FKfVwBcLv*=*NOvv`LH+0 zsq#pWoE)4;0Tb8yds#SV?~m`o07M&=pQj^Yd>@XN#dwT0*%SMFODR<4T4p$e<2#-n zz;}P&o(eF%qO!mzajUkx3RtkK6MUX%Yi}uM-|HUl9-CaBcc-`UOi+WlLk>P53=48z zaXr!2_aDSX2xZ2vlWz3=6 z7ukF81PRL_tI`8-5vqR|f!&!1#do`ygYKD-^Za?r20lRZOXGXbPwp(?wmu`)+kmGY zh=?>q3g9U;?};JkOuLCAN#k$JQQyVcAP_|Gt}9%5DS~CUzhX)lwCHvh{9PXp&v(yf zHv4P=?;2QDa1bxT;nq6h^SE%3x1_fp+_d}g7_X4p2D+AACg!(O{h-qP8hGQXa9<%P zlf8q`f^kL{yy>T99rgFK_krMk=kmry7Pg8Ahe8mKE07F)WK=0av42(X&h|mDG5&uc zyz8-=@0p7a=6I4ha6odMcYv1&CPpfvxvo$zr=?F`m&fP@Z9Wap46|{p_bUdWzEI<< zE?#H3sK`kkHw-S%RUh@6{6!$BC;=%)RyLr_!2f@Mo)KOS9glbC7F^HByygTv!8Wgt?956?|__tKvmf z`vixlL0iP=fSeKkO<;Sf{y9*PkN}Pk1@GaQ6fCD{JQmyDeNddBEJr>nyle*0tc>cs zC?;Q;Prb8*Rj@ZWMpfJ2A{G{l`@j1vA{eW``)%EHg3 z55K~Wp4hb+-3&US2b{FGToLIXC|8^)1xpf@b6Z3|j%!jHe`V8$D`^3)KDdDM|1Of` z{%-SAyGtE7Xh@8M7%A}YAnhSH6;l_8c3pM-<#PjpQe&0RY(4?Rw_!69`eVz{iFkNOecOaJJZF9 zrJ0?G`8aJM-J$qA71x_~<5^2}xC?iok+Z*`Q`#gw$nh>bj917Yd2t&M(evkKGsyi9$lo*hVygJP`s zV${&<>s>A&Uj5R6Ge%kekESb+hjM-2@7Rk-%E(%llrl)j-l~wa*-c1Mjok>@CMwES zB1)F5m9=bRY-3M$Vw5#YOrsI9Z@+sw-{0r_aXzPW&O7h>Joj@i*L^+rC`Ot^;n-<{iS_dL+)^y6eT4`GCTvVcJ<=ZTmM$eMR%$)(8J9^Qm9@cLMtH|c7H8zzjJG}p zi&AS1kBAsZ*oVHS1pgQ`a!ndRVw$RB`WY;V@647~Jyw)#AYD?aKFkLh7+i8uTKDU` zR(O%VFHg$cLs%@DRe7!}I-2^um2$rdpOq}?t-uHW`cc!;oiLx;{keF67Ft{U&9L_m7g9ON@-5Ttu1_s@e*Y5*iP0XNL&`NR z{GIULgx}*=O<0I7Aw_8gyevcv`|@RJy1yp59VP#4pnAp(mdFfJ&M!7NSjObCL(~1X z=;?lyI?1NNq%-&P_EhEXBRCS*Leq5dB2!7P%$BK82u;X-1lvuJ<-r7OeIR}(~XWcy`b5TL2ufDnBdEYT7akiQQ z@Dkfz#Vt{*d)imVc_)J#w$Hc|!V00ibnSW9Petfwf_zVGnHVc8QIfj9iXC-r%4jJE zI4xwHzEQ_sMXLa)GhX~{9n7qjf_gjfEKtGfBxf3##N0gRM8dy4Bz~~0tG|A`HN??H z;dUcrFc9@V3X6J2)zxq>8u=0QshTc(uhpEnGcS1J?10}dpr|>W zdwoi?+78~RZCw%4p9j9@)QzDgqHNXoJa~{WpBygh(%lgO3^Z7ks|?omMz|Dt&xYvo zm!@;c+>D$-I%f78s=W9m-o_3b-Z}I$G=s!UhHQp{R99!u^5TI`cpZ{At-U3z#`4K^E z;;Qiy0NLhXF){4LkeBQEVM>n{lud~v>)sXX2h^UXUWlK40x74~3w4+uSc02Lc!gcK z3f}Pd7s^B?FtOr_x+?u*aL1=2%M7Er55E9aSB16q}Li2)}v zBY+izejtv8BW2^*>u%*adOzw|xC}>-L{DhdXW8y=VYfqGeVeob`+R&wm%ut9PF8yJ zVJl$ASDBxL`lDA!8I_E#{8Y^}Vy%g-)0ICt1GFzS}(_<6o;( zm6`Z;(B@);3=`5(F*yrD`MUnM&yCHUYCcBf;)?tO z0cL`@2YdNrk^&16=yJ!&exfsM$+mQVNdEMacwdaT5tg#0AOTEyjQdzNEK`w5;yyDp zc^XpTWT7oI7GYD765ye>7k$zN!uC+o4{XDsz}?c4*V%K-|3Mm?0~g8w(lQb!@0mHj zur-YAmWsSsZt|;AX$QEr&p*{PA~EBND}D=-RGgvq4e?&Uho`z=X&;XGZ{L*{WSpbC zHD@2v++ytPC#4hVWEq~yY0~}A>2#2M<%TGBf(v%rNx#=R43u7QoLG&HZ1 z&I&y`x3)e~&25PG*3u5El$GhKho+8Gi zb(^ENTm^=fejim_Th9U)Yc-eBauo<(SAL^%eZm!!UCnFlv@WIi8r*aczni}|2{Px; z%5L&=_sC+UyJ#(tXw(dDU0RZOcDeE&KluTiEb+upi$dUvw#rqmuLm=ugN|OPqi!82 zT`T2qDY^?l1A@pli|~plTJloF~ovJs{!a6}UKLDR6&3`@{$! z`-FWfTGJ=rWYj@f5aXCK8y3QHKNkHiNh*OomdRnPq2(guLds|RIl-A1qq(J!Br^6m z0)yC8x}MLLU8w?IpU1wIfa_a<7cKktb#y1@iMRHD+Vb6$0&9@Q3sq}Ds(F{oWx{FS z^Z2IIYLj(G{wR2Aw@ZjuJ~^TIrNnsqC4iVeg%5aanRP*SyyT$4gt*89Hmt;Zwb0yM zE-}(#v39azV?C2juk8tB!hY@8B^=x|=938bh~8aQ90RXSc%anrgkz)6VV{ZT)=L$a zq}^4oG}7*F`Jnv13_hSU$R?=b#e;W@^$BX8C5P`s{{Xji7Od(-&fLblK2UP%uU}_& zL-&J++S%CR|Jku(gH15%CDG|!2;}16eXf?Jo62cB`xIIG}zTw%!7AUyG#qpZv z>aM9Pn@5&Ee5#Qm+vm1SV@M&6<$^t$J1`)VZU?{;=t`KEu8F0n8!~!Mf>@T-7c&z{ z^Srg@FSXxJsFYj$ze~vD(!8B9$PSAA(}5SI)JAvxArFQjQ*`5 z_sQnwTn#s8=CUUv$Q4Qs2f1EiD*FJfvy@|VZ+jr^lWOn19aClq;PiX-4oRZ0wS~LU zu}=+yaxqNZfU9X8U-ZX-|`w9nr_m2nkjIo+Z&Fg0C>q3jYCJI*Qz3%tUNy^bJbtuq+z0#Z_ zi6BMpOZJ`N9A*Edd|2L*`)K%#Q`~n3vZixSklSDCQ3hoKyHx>RUZu;K{Obz9|J8Id zQX7sH?|;`M@U??U*XZZ*T#Q!K`g**x$7s~~1##7;YO!mW5|b(}4D&71T_eCd5LmfR zD&C=7CqY)yg8WMe%hG}N)c%snr!PihTc2)gxht4-+~}8^$=Jq(q$d^3Mg8-ds?k7J zvgahdZK{IzGww_`q?Qj=w1jI~GobGN?kf4sWsrwHZxfA*iBSKj-_ z;Ek|O0?4GvH~c>rpk-POj!wm|Tm~jnWjiVLX%LnVu;&j#> z#4#L2ULD8L-Y#*l#vrgZAfPUlY!w;9Mx>uzTRQFAY9o-movzh1HXs_^`J0i*j_{($+5w)EF3?ykfZDcx|7RnVVBQGx*8Lftsk%p4*OLb=hc3Nh*fTFopih?e zE(pKGcJE{KH5{W5ir^(?a&Ei(tcAGP=~3bNatFp)1arPASLYrXBgQU9DjfILbrjI_W0^|L0v7~V-6{k>=Tp?Q!vU95_|dYp!pwhY zAGxRE#XvpJ!KZNV&tn)6Tc+t-xx2YO90E_~Mft8qdw!e)`oI`bs1QG5>MQ*efG)); z=ARhAKYHJjTO#>y_52%^+@0e+kE{VV`qD6|iXbA*OEx@roojcjSseBlF+U5-ZqhCk zTb&-(W8!IlLFDNOy?Y>L%K|S;7X8oVNFCgeksNeO_WS}05`-LuE4*TFQTnLs9(_{U z4E;_@ zVXm>XoibIFDqXmW$C;m*eua>gftx->=X?Ea=uk!+$FGm>oK&GP*il*8#CSdTGT2B}5; zCEqbS^I62@`WXV}0!gvp`>C!;y)nMhh69WcV9mKQ(k?^figxaPjuXV5*LS-J{o~?~ z%hO1+{n&0PbHy7zOWul{n(n|m4%M{e$lp-|I0OEmc67nFaBNG9gDAGH__+M8(KC*b z-8JMnff9BFet`w^|M{DHKj@TEzonP%j9fB*&!SI$xJ3FsG%c3-^Gb-1Yh>i_by|Vk zvdf#4GdP{;TW7MO>i!-q`v*4+^;OYhrwP{>xlvKE zGBc<7BW0}+saH4h%{!7Mbb09h@hW95gn_#oW?_oe^xHX{$O%t+jB+f&@raa>;^-5^ zL?J?Qa9%h(cS1q%;rUC@UdfyV&vWm2ql@+vpU;kdtwJ}T-t?PZvo_&N-$(Iq5$SPX zO4ZPMu5@hL_G2sBQD}7Z2EotIh;$IZf%nhLl89>s#~(f3@KZB^iqaP&=hktDzu#QO z@t8^H2QAObcC+t=rS;xk9%lkH10fG*@X z(=VFjYEG2b7F^jx^)(u|78GxHh10+eTx&Pai+s+9GQIN7F3AepIodsh#XNqAo4E5s zV=;le1H-IsPEv7-$BT>9Wr=DJ0@} zU+cGGp7GAP0`|Nax52I+!L{Tyew`aq)UR;EmGfJDR`-hV7mXGbHO5cvUkq@0*Lp0c zdFqtjOZOdeqXahYl7-1d%zg}pZK~#Z*Qvjp=tsc9JSO*PD0H_R=_Fh+Aux}3-^L%T z!2ssg@sa&v!wockxaPbDkQ_e{Gn~fhm&2s#+_rn*{ADc zOM0^Nmm^;YmopDV=P_WS-!Jtfp5TO%yiy8_Jw>t2=lxP8AXA@75kixcjZ$qeo>llI z`;X3%{?mWG9m{-O{jFDRGu;S-+0obQJe3lN{l@-035OF};_Hlqo~sW@bwc~M(x+%| z<73|9kKgc^%@rv?{!?k>A-f{HPp$l%U~L6QWU{||I=5xLmA+LoN{=+WFw@zBfpQp0 zK1SDi{udmhj-wP+hw7jG!Dqp7-2RuoZq-vipTD?FzqN!@mQm3brwfih+}|R#(cJQ3 z=3ul6Q-IO^nf&~qO4-)wV~jS$-Dt6)r1~KB;({o=dF?5FRPJTd!>nwvosae8V874E!f2ij!E96&al>_SJ(xnCw_0%5F4 zJ}iMJeVT7n&Ez#|JJ&6Dn|CrDF+mnv*S0$u+{ij<+cyB$!3>4XtGPcAC%#}o$VW>CX?`|=Jh!nam>KldMh1It;9$jTe2x;0&zntrbByME?)$B0(`??S3 ztucOpSZ{NX>&|4`D%>&w+|H`*5lTV%L2iJ)d30gN3$$y79-8ppD{^12`5gs3FBZPJ z$c5p_t;xzyXE>^L=5H$)f4J=3xpF;QCD|V?V(-D$8&l+v(V>X_m!qqh3cAx6et&1-P_P#drZ8I4!@Eejp5!h7Tm95I;tW!@aFt# z{FU3G;k?neC-HJnm3~>e*A6ISM^HkshpLL+Em%Pf8XmB*_y)*4xH;1MkafEf-KvC?Tg)CZLp=8TrPhZYtwJIGCZi-Y&54 zHM*#a=9>Q^N5ELiaZ8rOoy=@>k4N&1S+D*KfR4UrSP9C)w;xYNh-AlHGz8RN_bCtm4bRfU%N3^CIvc%ugC%gqU|J^6 zZ#Wcp_X(t8INC2Zgj_r)FbP+ASdhELOKI5^ry1`nrziUhK|HKqfNdQqNn?!8=s7N1 zI>w92&Cq=P?JS;mimjSA?DMHZWTU}V=KWhT(|#XB5WeFv=|$-M~$8I4ef0la8P)%s<%I2zShEEFkPp9uk+bkRHjhyi~HHc z(hpz@_gKF^orfUT9KlPA3{Zcp@cE_4XqHTrFT|ExEff6FLW)0$Fm#$>_d_bR#Zpg zCAs^U$;T63f17*e?BWule`EJHB#eCJ&Um#9qnEN8h5j=2iQp)*P9BUMFrYJrap3OQ zWpaN=NbJZvrc}6J_?O@A-n}Um)!T1I z537jyi6JM#_;lOp{-O-8ph-fbFb?*{zaHc10&t5{OtmSGZ};axXDQ7m;X+?$F0-;H zYDWb{w*&IYFYSFy7D3LsEggdACT~j^&w%T>Qk~&2mu&psR1R>_`glwYH}uv+F{83! zzBLh0w?|@_wqXP0k19n%Us=%Rp{v>9N83$+1A*i}SFageDgI8%v}9`K)NWMFB`hld;|o^A&w^?1Y#2 z-beaTmH375PZ#X~gL>*BNj>BYNc5#F=Nq-${iO$G$uS9VX=>3^lByMqQh*!<5;CAY z_~X+57{?5f=KpdqZTu!qykTe zCkSB?|NW8vugZUQ7ch@t=T}$`BS?L7=xqi#zdaHH@Fz3qU=Dp9T)7}jfO3m9WSh&| zd+tVR5j}&EQx7SHdEO5XK$GFiniQA;Dd|jC<{@(H4iw4YGd>l13%(|f)M0=rsXxc1fnF#6?H;_E;)Fu zaAg~^yfr=e+v8eeFJ`*z9utpxpoF;BzCc;={1EaLmJ{&TF5dHJ2*MBUpWBzf@l~2> zN$6ySc5l@4k6PweJSnThTm_B35u3RFm-l-NNN3L9hk&4*5t1!8)%VYIH ztm&;ZiLS@*#NOVxCUw>2CH>oR($ZQb-;irmZ9}^J5g1g}xU95;oc|XW9;vH!##ETl zW=wLC>ZjGkNS?D;uRsYr26@53pX}Bgs|HH!)a)@|2UM=)q4YP>W`(&yojx(+=eAxo zasDm&qvLc!cJb7S%9ck~i`cAx{qSdLs8&N4%PH@2`5Tnw1 zKO{(!eW$*#p18`;%s|88{oIl7oAICh4I^ z1aH|_R-T@?qrvCh2O=pc9=u4Het_$S`x|%WKZc=KzLYs`{OpG-BMu6FY~&Hf;}tjd zCn9K?m-f#Ny+gNNja$&v;vTAWz8!B`&DEyxj@(#pJ389=!Ov^!91GFwO~ex;GUA0E0t-qL?$_p zKKA{lwKMkD=Ka2ozttFM2S<2kCgDd_Ab!gGR9O4>_t8G@jZ zkvg-A%icrtQmLmWZaC^vpI!HE?-aOBFq!qAD_&8SngPp z(tgCSJ8wSn#k2~B6*TbDX*EUP7sUz}E?Vk#ZHcWEhH7&XPTmKT%UMX#c3~$NECX{{ zbjjmGu*Xo*w|o<-8kJszxybE=uiWTmA1Lar#iMe~wtTGrwjHge-`~hsNz;)mxay;;Rg7UG4E{Qo7NCnBQgg7_ zfk@zu^i;p~h!wwZeX6p$7#&--u80!I&caKG@aJ$sR4+Hl&qydDI_2;TSe_es*jh>* zQe2ryvH~fIF+!4S{MY5WwdLy*kFLkUm^QGZwN*~R#@R|P^89c7k+n88c>jQToc%T> zgzdKh$yL_;8}pxQnK_)+yCZ(?I-y|vT-NIaJ=xZHwNvKQ{;+Sm8>NRPaZ$Hu;sUZW zdcF8m%nbibVA{yr@ti2$Y@(TOzeeeC} zPQFSGUtmt+oNe=J#fMOV?q*^_I*qIpinzm+*rjg2nHu-=lNbA>3;&y-{j` z8-x%xR;)+yb5j;M==`_j?c{39RE^aS>GZI%MB0R zYD7@0pg8YdTb~2~^V+OnRd}VR@RA)9HCEQMY3mbQG6;9sGrpWXM4v-esgmde2eO2D}@&= zoyVgvGc`-{#?R3(L-u+J9D=fK&ZvBeAdu*Acr&^KPzkS;cHP`Hv`Bk@T_ZQ@+PYcwScr-AgNv`cNhZ1x7HE{bJ-C%hYH))X0x|XfLH2j(2r)k?cB(r zN|G=~zUIan)iwJY>Nf5b>iTZc7C0a!I+|R+tac-*1+n9Wz4zbm(IOxJYCe315Zbsm zb(yO{<`c8?>Yr;6?&Vws>Xv%k8u$9C%ia85f#Qc zJ7eqo*i?q-wD{U6&qvv!y=P#Utjf4#kd(dXVP#eaU z44zbp67&r@tP4tky8eZ^%!H<0KbdZW7g2!8!fFB)R0Uyg~G^oJjjPtoPLk@J>F0=LM_w$*U@azT=Cs(&bUuPC zt?|3y>Ckn*RZl*I<(XlV#I+HP=CTI*K4-c3?&AWw0vQ)NHum@hy0s%y95@hY@LKb7)o48bUc6 zcGh+o2K{=M2=g;`nGzU>XoDDNH*3k_cNn1)2@*X+MVK2{TTa(+Y0TEKFL{45^=+5v zHhZD))WR-XT)p`DKA5e1tm%i2OyF;`41gDVNIN&%OwT6XxyG)I^mkNgi=Kg9p6%;P zufguEXBc;bX4p?Fc_g*?pK%WkA7Qd)UNxxdhI8g+&t%ze56@jZ&{VIlbGX;M3XJ}T zx*wOd%>MRoIP;xIwtdX_?F*>fn>WFy5oK9VNHkBi zu>QFL8L_081*JMUrz<>rZx82U+}^Cu5t=mqG)zQTT_!_0N!;tr$EO;#plU&aB)F{0 zs&YAQ{50N~&DvK-b;9NvJn(Nx`oL~BYszAZBAOifw}iq<^lF)MI&VO}Od_jI*ThRw zHl!+wAYiA2O4JtXm7F|6RuWAzN0Xx38fH;2M<99DT7d+uDDx4*ngsN@Xmv&M75rimvT zO|3uShnTFzVT^ieMWN!Ci_NSQJ5LzOH@GidzHpi)oAH9{bC~ z7_otN<;y2nPPw=9{0N^rjGFH!g~Yzr3!xd2(2gZXQ38RtUJ!VTPdaLh~-$X z=^NhWK1;CwUsN7ZfZ2l=`ed*K+|k$|={=)*AafB90h0v;TwfcJYTxnMV5~79^wQYJNYj#6;9 z_XU@WR8y5XI)BGTz&lUsW-W@`QLeYN%MXjwq@RWf`8T=vBh5Hmc340@PU^geFy#BZ zrQaxsZ3NKrz*}9rF16A};vl4PI`^2%bt#ehoMF0{L-S2$%ce8xu7e%VLDE)Lf364w z)-Bn|I#44=t>4D72Nmn7=(v6(?Gy#yAb%Rt@~$>>^eLeY)G}C-Kn$g~=)_@0z90K| ziQ!)?RH%r_(N32=`Gx<_1pr&d!*-tG?)Lbp_M1l!rIRIg+8vGw+e~~=uItorj&@Nl zv-P>$E=P`}BFw{#2*x4v+CtsS?Y(cxsHe91<+-XN`HnAmT%`DB>R?t12GP0wJXevz zhHH0Y=7REqNM;9%09U$g6pt%?8`-x- zoE+04Sr-Esv^=N)3=cA~H$dqYJ5FN6IObg5UsY9dV-S9IlFn=LJ0(DMbL*iG9dP5Cvi98^}bdzwx~C>vQ?RUaRH0c1~jF5?JEgU&Wv_T zgxgpG@$r|rw5q(KHcLH+NZdMO8KG+AAdnG)lX*8M;D9P4A#PEFZ6@+j92slOK7z=z zHcMLRAF>apA$B$QUn_yA=8QSI+K%e7BdoiR0DI(>NM085A)Cqhp1`1HXM=T*(<;W2SxWc|zcQt3JmeQoE}LfFfEn=HJo zSf$ztcI6z%->_a@eY%J057uu3VWTI{Pm*2yj%qzO__R6k1k@M#AzXfk`SFq~&u&(^ z9zx{LoXg)neU}_#Vq7Z!oD_`RxRYamINGu!SGv zgEY{_9G^1rBy3Oct6z=nVrgZ6K2eGV5rH%#5<>B&oqBvGgvPybJfxd=nU#zOu)sZ` z2*V907ahSB~bKWJ#jI5bY#DeWxQ9JyVr#Fy~Q*PyfwRX(6!9pRjIX#px~7bxD% zYrM#S<12c_#s`o6rzPqHi}3^hIs)@pCja z!Z&q&wD_WbZ7;Ed%x8wK<@&orTq}(ey2?uy@HcPgs#84>-J`?>KWVB&=3uus*Ax_YqgZPRi?5<#(C7 zLxs7l$i17doW72}I-}u|$_N%IaBPPD3$lfsRoYg?xy*6ljCh#^UPIe2_&W`pfFPK# zl{p%vVYO8npm_B17&~Ixespm8%*=0`{6$xT4fNMCNvFRkd9)8z?ecY@B8~yT;v!Xf zM_!j~Zme8|RW&n}^tP9XGhS6{r!bxZ#3GhF*`v@tmc_1!~;_ zS5a>ymAeRK?ZmHem)8!2hn_JuN1)J%gt1gRexq)8z9Z!B4=%I4?Y%EDR%i+&UU_jw zOh_oXKt&NU*Z#v@`#4-RuWE~qo-2RDEN|E>P{dI%=JHhOc=V{8U*;1UF`e6C=<=b7 zY!6}`j4>NygMlI{4 z7v%<>v^d~e@U-f0@QZVBIuG26apI~qqn#QlzVbzUFm9(;OIF+*D(GwE1q}mF-U)ZW zxJFdrk^2)s)lKZMyCA0;^3#zwmER@`-)&<+N^!~j|C6pWBQt0)bPJw^*_g;^HdQQ0 zq-eEU3xr*G*kpRZJ866$b|+t7juC10iG2>|UUkM3wX^->>3;-~pLeyJBF$+YISaO8 zt4PKVTVb8q{KIln1DVlthp@{`Bc*LG%K5ykKd zrJ9(KHnVvY-6l@5a}K*`DbySJs?%-{qGnGexqI6LKL4e@-SS^vL5buI zRHt5KDkqyAs=sZl0~Mi&?PoLCn0$cvHYBS+RLf#p{{Ad{!jCNlk+iCto2qI-wZ(qF zYhO6PG|MJP2)u4Kv}Zk?Y2Ke@Y0EL zVMaL%=c0nZa<}((=1LI39cf<;|P!9=u>H`%0;;wJ9q}1Ut!4U&6=sV z!sHGAOW#>8=t2-4{Cvj7JPtD0!TU)IxgC+$G$S;(dF7rZ%~V76cEBJ6cW#yUO5^M( zx8Xdu*yjpdC zFg!M}Bg5g9EdH000cY<${+VCuQguB9<8YU}Tclueflk)K$)@hxFSxF{#N?_|N+0c? zzOH?LgmLyYutcxtpw%N>j3m6c@+GtPEIEVf)XX>4z>53Tj^gg}=yYvk>%JG2yVl;@ z#-bF@cm_D6PybBcC)wywOPEA|X& zU+6!o&K3E0jZbBAQQlKWS{Yy_)2&O(Z|K#Cd*NrkbJDq|g|5X(4whQ8haI=wk%h++ zefj61qEw*JcJ+p=1qgI)m1!PMA-r~GU!WA^qqi+TH{Ju&Gx3OLyO5=QK zNimOHL(5pt4;&v;7%u-@aL6yyK;kRoM;BQjsb=c$o$+CS2dN`iuKNrmeru+kn7zaO zqaH(grLw2;YC!R_R#O>>%wOl%9eR1?HOs*ja5iipIGcp|fqTPpwdevRaMl6T{lxw* z^A4NHpM~^RWRq++RZ}mB|8e8+-JDEaZVL)(y6))Uk1$tii;i~qkE1#-=fNi8iXhR8 z;^F-sSbC?|kG3C(0h6Y+3fSgp7yKa_@2KEG9@Yc5!K;4P%{mKuD*6MrgWj8`{Qra*vVd6ES*8qn#^I%8ZhLF=s&x$`gY^paCm}650o&H(2S3+UyevZ0 zOZ3qDpa}YW`fiR`cY<8yT`Z@==cDRQq?*--M7E1@q1$eY4v`=wQjBQ*vGW29$Z)TI zu}!^z4NL6%u=(fbQRTBXA6STSkd~dr$Nq37xhin_5f_#u*>iBH*8(?}a@PK$t+g{~ z{I`b#KLSiRzV6WXkf?JiE|gdBnitK4`-2TXelk#LA$}+2BdWR>ddi@@j3cNp=)IaZe%2Gn2rJf_~=lGZbl}GV)F`dvb^v#*W!fpwZRfm@s|4YN4gWj z6AXT=Ibq<<^x{HMf(DE?dtz;DOufFlD&|VAIhy%&G8}8QF1vW_QK#((V4j4(%|`2M z{Me1ZtGO0pU92X4KdZ~bNo&2QogS6q1#X^yNzIUXqm&zDzjIWuRI6pd$HA$)?PwDv zth_8d*HT`eR|xLR8w#z?zi74la@ zZB$OO`cTP^(o~(&*87na+9g|W=mlM+n(@VYo=#giP}^E;kC&`dy3F71(08TBKdxl>hzp!N8hcn|0+E-EbcysONu~W|o?FKp*Awq*) z2BlhTor>ruC}mmDF8h1>1=2GJ~w-7rl?d26Ng6gN~PE;)rva zO|KS)HMY6_sFt@==+xe`@>sPR#1Nl2{({i-b3tThfWD`b^VU7Bm(NG|*z;WJsvb;CB4)#@0{;iwqxRosx2Q z9-6Dv8cQF?!zebpnDHZn#QIzPS4O14s$O6$xvoPQ-SFl#E-CEdgVs*RD5a@}dO%v1 zqI^S|*U8;)()tzMsCf@IHRcX<6j2HVu8+zzi3eI}oCpam`Ww0$B)RpZ?X+z^NXkY% zVka*yu#YCC3L!2fP|)$WSB!MM##l0Zj?P=FAfOyd+&=pZDQ4JKyE5HAr>$UbEJr!n zh{P!z+WV-Z)Wd1Z!qP{A4HzZBpeWiDWf(nM%2syo9}>tBm*U^Pz({Xi=ay>dYCokd5#R7= z49X0qJ(0`d{9&_UzY#Dx;D6AG+Fq<2P6I(!uO~jwrB?miySPtOBh)J z&23a3Z00C-xtDnMUPgeH$iJlaxBC+X*S;Oubx+H)J)1p{*qH)Pt2Wvsd;xq zwXNG@*t{6?Fw@m(xX$3Ve!(8)Qz4-_Qz~6cFV>y6QqhlM&C=FJs-E&}U7oUdCEB<{ zdc?Is_7h)GFHO=1yhuk_!;NT$1*(lQ^)D4iyY-Mb;y!8l0{q3z_WND5TQ7;@@kH~nb3H#Wbt$3$1u>ZU?i#X9nih6!xfk4S;evae$2e3qeoc|RageQE01d;be zi5awHW=~Mqgsx%W;%d-Jyz7%S$1K!=5okA}!!u_h+f~U=OWw4lDP#g6g zCUJOeV;{;l0@+N%oKQmP6i;t1183jX+h!Wzx?Ezq#uWeYJjJhB>u=bgyOVaT3+2-m zO=hrk!@ycU`T2o|M1eGaVcWU+#m@o$D=Pw)6ZWRGt+JKU;-~XHCAHdZ#L9>Vi@8z0 zhAKZ>^qCDaz$4waPx#WeAQXY7D(`*JS}K!X?ucb+3CFz9xB(K26cWe1%wda7O{@!! zoBbDgF{kTM38YFj`9KC&*`K%7)b1C%p(CZ)n6fonRTAK&9lak`J$kkOw$Fy4b0)!A z`?y=P2bZ0qZV#jQ>4 zmC1QpI=t78YfctFCrdYeS2=IzPnE1=?Kn}z>nSXo_h8a2ofGfJC;D^$hU|MrJHTs3 z|Ij3?wEtCO6A39dH;>2 z)ss=ft70hS)~Pdu=gTHECgdjwpF*F)VD8YMxZue9#je4Y%G{#sz2-b?t=e|EJlkhf zFhM`ozLSu?$D78pnY|w5kOWSblRg_Esf?nvgWCd4o`*IQq`iG-kN76-ihgU=CA48lbj znYrpyhS;mknw}XdlLh7ns=qJ|(0Qa3u9pK8u^6L(v`ZhNu*oIY|f88^;oMtHbA3@$JJ*eJZst-1oBI3%0ZhKwH@MPcq76DP7B zyBC8gFS-qk()j)GiQ*eM&0|x!Ob(4Qe#u!N6iO0E%hI+H-2-O}{YAVe-A4s5eq8^b^h+!oTt} zmI7b5U?I?v25Q0$xdW^<81JFgUUJ@rQ{dSPAVO4Q3EOs!G6}r*9~(J7_!9-voZTK% zt9I+(^Hn=+cKp|uKY`n*4+%X^2%5k0Wep&An!9TdyD81tw8~E7{G7#fHPdg|DB*8O ztZ^`8kMNwKliOe3kF(e&&j-z&O!Yq&%DIm$Rwt{^Lgrrnzp9agrF0*(>30u~1V4B6 z4q`7qoPNX{tzZ{uK}N9Yv|=J-iTb5siFk{8<9S2#fQQx6Ag;}f<=zrh6bw^hbY?cT zYj1N?aCZ)GeeBv59?Jd(@I-isa*2-ACjU$i*(LiwAH_tb!z`r>=L0wvRGS)mi;x2M z#BrYZ?T&wi+9-^i^?z~nba&ocxYePIVZBGi{bN%RCgHHMulLu7Hx6!h+7Nx_2Q9RUYPK zsWEc(&_o)fj*>*yFtQnm6Wt7ShK`V(X!64zpd&phbsFa|z^d@&Syk*pvlM>$pjJbP3SxwpYtqOY&1|EEuf3jy^zQ5%Oa6 z752#MU8>xo@A88h5_q%5rCwIDK=hS}s42_pXpwC$)oH#s zEE4qBjy^L4mH38eoktXnIKG{Wa{O9uI59nM|xcp!If@Z-mtu(?>c+ ztW6)nb2FUxZ>l!bA+>;VobK=jfm`CsPTr%|2H-l?IIH=UfZsqqS zmXZCi>mbcLXo&uKzni$5(9c2=?PTY~Ky)5S_-B78+g>sL&5({GW9bqS7c8NHua-M+ z_`(Z474)*-2JTi?GBG! zjl#ZqADZx^i4%T5FAj}*i5C09mDwZOm zDt}>8ck^=#GuF=}j<%fr)8;=jAsnKX^(8jcvqJ_wzVL=}L0(!X$33z$>{@ow5WTnv znhpfC*#XsELrf#8n>}!=?QweaoKzD{(n=_n$t5-jA3Pb*YaRd{$+Z*R1HwAs-2K2{ zE*Mm8+fv596L?IoK+r8u{eRd-Ua`PK!M%2ityB4O4%gVVW!e*~~r z{3z4NbwBmZc7^|A>dWJyT-(Q=v7{4+lu%hpvb2nevL_u$WT`aP!APjazDH%GQqhJi zSyGlx!yt@hvP>xwQOQ_ivezg}wq*HT&rIk2eS80SKgT@Jb6@whZ})ZQ3rbeo295$@ z>g&`+S}*dKnp$I5{m6=kYl=k~Ugs@X!jYSvc8u?n$r4QbuCaR+(H|N}71Gg`s>${6 znd3{V8hze-qFmmCnv=DH@h%n4#&n>W!vD(o<;9p_BLYFaxqqtqA|N zk1^)UalfB0xX>Urw*_;?;JP50Hj{#VIFKWSlZg`yXtN7H^lw6a)$VKp`kBYF-+%9U zNhm2ZnQB%;hM$JZIMf$kuj&5Ee`lFJ5mdI@=?+8e;w`9q+iw9%#LYP856F9OO5~Xk z%M=NiNfRwVIpiyY=kLF|VaU7-f!GW6nXi{$`?#>TZ6Hy>aV>YPS({W;9FVylDt`#^ zF^2+mPvVP4MWXJ+?%JHlTbLgikZHJ_M_c}vCNryXrGBt55EJvV48*u;=>r{cV-v`N z*J)c;rYSXdEB0^_z>#2#!6eHkex=VrxyCXuVK7j62u9qJJwM(MBunJN-N)Vkc7ncU z6vyNkK*Nc)9_f6?j?X#$88r#cZx_tP&>owh3(LIWPic->n_UDnP<`n*wRxJ9y0j=2 zw;Ctl{^7hJSsF|U(FKinuU6DCJ6Eylh`bJPm9YE)PJ=L4IQ*?iR4R!W#Fa3NkU@Co z56B@1y^S-c5R0Mdwl z%Rl6e&gPi+jt8vX*d;lf_YK}a4AqS;uVvS3H%z-o%(Vt~t8Nla$~3%EhMYM9^rfyH z=1~~dZ3u7WrzbpLt|d{!jPrw+MpXanK&!KPW(l2!mG5{*7=@qg?zDbyWZVLa)%o3N zv~Qm`-Sd0Bj10~x8f_&&R?ayfNb5-xTWG76Kc6;8S{Jp3kt8jzW$x!ds)FX+F^%WJ zLq1XA;sek|g+a!8?jaIBcgCTU&}SJ$15etYM@xq)b*qE8_HExAj0?LzI^2BUDMdc` z9te{L*ZU>?n;Q_d&HnrQHt+m#PxhR39mRSG-@mS5v?3fFGj%)r@}kn=5sO&I~1xKEI;Q z^{G#U;Vy=kU=eZ}RN&4z@Zr{sz~NnTgw3mtL&#x$MJ)2*BWx(bm0laSl5iqD;QGfq zkC*&68}3ogJ@K{%tXseWG7dSaq>?!c2TSDV|4Qrc-^ghLzU8!iG4JD>2@IjJ?Z68E zxtVgl(oy!gH^cIZD47)Fn z=9sg&b+yQOdy@(P_B~p*7aV_?v%B@;@QTYj#7Fk?MNCpM=L4_6GD&9HJLgBr7l6$w zTo1Z61^b@1_jdHY-A9!R0Q5z9a-;ZHIYc+weLbR9cpbFBdQ=N!%xD}w06n$PsiK!3 zn-@E#kq^E*rv}IO{;P@{S|T#mR?fbFBFr4{4o#Zv7{uNuVK7B_2r<11^vv7>H+=?& zI+)l(!}h4Ay!%nEr;CY6#MU6D?``SL_NW`dIQ*9{2DjrSTs=N)S|~ z(zjhmCEWV0-QWlpy_gCLJSJF;OfM-8&~J(d_u@t3%zuN1@*Q|eB~XL z1#s`mHE_%jq@~2fFE)SkFW_OsGG{%&#S9+SJ~E}{70-iHS;1znR;$&AuqSp5-O~qO z(T*gv9}@b`5XSnv*b7JfPOb2gD_}k8!liI$=kB_XZW+HlR$e+!Vl)6p8 zilH!*`Q$=Af;-(9z-F~Wvk0>mX}V`lKuoRrM8EjQK+)6=0+n!R_#OSPqbBZ8Scltx zc!dXd3=;I*o&@qR$}>eK%4m}bL^i2q`2vXgE49B@!DZk(8qNZf#=FKsV2&uTYfvt? zhZ+F1p`v#v8iAf^VAm4H<0{SlnB`K?L2&@^w>Y#H95zFo^7yS=n9?^Rf`|bS*;BUH zZZA}ySD}Ma-JYP0F9xx-ngP5-xR~fl1SokZyQ#DP_@ZB*(yEQ8!sy3udIKNAP3Pd< zR^LC7;CU27{(|b>(uGM4*;dcfKWK2dGxN{pnjFFWTfF^y^YNSQu)dCz(4xS-?ApOfQN)qj`O~^2^VFlGH-b_@A#~l3^iA>@3-35 z-XE`)&JJwk*AHt9NOME;nMfu&@3ag(%X7=F2mCB#@f^4RC#hJE5h$AZZ%3X*c6=PH zJ@EcO^z2Wyk{JbUPiQ6mPsbDELB?3ZP!A1o5f|x(=B02gu2eMHqN@Jc$wK9k?D#pr z__e3wg*1tX-N?1^T@7U?-s0K+z)WNGbqv&L0@5mkT{6YUrM+E3SA!q~7M*Y}hVIbB z6IS44c720sspht7ID33yX@`Rmb>;iY+@;!Bs8%O{xUhGy|KUMAP^GJToH~PZ2+r4l^dwOa zXt!!%%Zg#%?+)FEY}~;m{{gqbFDZ*-6jvcR#Io>+hUz4=@*y}pIFl2mOMiFuW$xrf zy4~aD#*z>T`v7oD67%_S|13G`PZdWpA%&xbn7*@(EjX;e!XQ=^BV%4|X=5{ykiX%TuOsDoc2-w2VTq4{|jSvkM-u2c7MC7BH zY}|Hk)|Nq-&MdyOEwv?x+jq<}{BI4JmiV04P9t0d8TPt27zVun(B6eR3h);4gGq;W zl-gMh9*_w z>3eQM@Xe51T-QWjs`1u#he<8`h;EB2ijfSIe8SMhz*zlRVjc=hHNlGusw+aV+Z!nH ze(mFM5OwEjpP%jFr#!@;&sC#g_Ubc3Rz9_R$j8OE6Mkq?3#k)_qn zi6YB>_pxHLxxX);(hwI}O7~jZQp@XLx2yqk-De999{qzl1)ziX(zMy7p!Dkfb;pzh zk!wS{8Z;!R2(cXSodHb@n2a00FT0d21>fo$sWx|=TdwdINo=$8mYrJpmR}RBv-<98 zUYt1^47)EawfHQpt6P}ypH&bGYlpMFbVltMo@6))G0_*mkt2N7uXwJ{EGMI-UmHK3J@|i3RBnE;^MCeGk;KH1I z6y(I=M)XmxT9GW(p^N<(8sD1hWMHFx3i^3$heqDKf@C>D9szYt#(Xo{Et4Y{@ST>& z4`Y9exW=U;-KlP^LU2^>C27GF`I=>a1W^gRk1Y>`3?9OAMR|>dCU9R8esh+C)+cWF z;wAdFfcriB*Ug5H&+p50!H^%>W^YcOe>d-iBngA7CwZe{JVIDx$B$C6LDn z>P-Hgh_df}KiMlk83%&<4)7w3&&{zHRI;J`jX^x_0b*io!Y!8!Vk1YJVTZeSx86D~ zb;0P0{kCpzNr}}6PPY-_)#kdwIzGhF{JJ2bkWnKYzV^DgX{SZ-6 zJUc#^8XW>1tUjXSaGcxVnTcQeV7H_;orjYMLDVvIzz%!7-tk!yYI*<2SpGRSf*^kP z2km419m)`LH;M)~z`OA!i=w_#n5ryUHODzEgJxQ{H;jNeMw&WyG}y+D)4hP!qCnte z3hl>`doV{QAdGo#76p1r)2%6^*wPIA|jD~lX!WD?701vt5lbzFcEz|Z#q=K`1VEY8`D7{rr#w){; z2k`?Z5M;O?sxz-pU!Qyr#1HxLsjsVMW7#MRJ)O!;nuZ(+*BX#(NP*l9V%me6tmdfR z> z%T^UQ%WIJI%`1c1g_;~8OH&{9tR z%U1rE%)mN00|4@YI5wdREBuL9MZT)o5}-VW5P1^5Ubc6y+s=bLhr~1DVM?9B#{!&+ z=Ubt<59zqhwa2>XiL66W1dukn?OGO7RJ7Ou9G#A$jtVK%p^@^}sJccNKLKKCKY?q@ za<2^uk3kl1Llzg!TEppY6q3?>=srLx69AZldEcBPm?7Z!aeK|-@HuMnz>wnEFe8UE zUt9;G5Ys7px<0U$P#d>64o$4-Ih);u5k_souZ=x+rMuxSDKAhy`s%*Ve0yz7H?S|1u0H;75)uu&n6&dWiKzUL@}*2(9GR zOQ)O6GLFLHh`ML8S4=-q1R+u3a2+Jw&3purq+KX~1aMBEM5Fjf`I#SIbOsL3{MV|1 zyk`LGiT3ay3aA>8+!p~uJ=IxUJqp;{ciN z*bC5AfjQtvfu@`(KMAsnvebC*(150;=VPN|;IMg_^w*L1t`)%~- z!Wu-V1rPhZWn6jA0Y+hcLSOLEr_Ka%O)Ik4|M{2>RD>fY0eNnO<}sw{ zCNLl4TAN*8mZ1NVxby}DvHNX@o_V|e9I^&+7d&9cI8yH7{_=h0%|Ic46!C?I;GoL? z{>tMZfbw|K!~bnyzo{RpSBMFy#t0XJ85Iaa3I%BF*nyx)NNRFbvuXE^2KLsVxKW)l zM---{`_P!)dbOtjI#LkE0rZ8vA7y*LEB@MF2jek4y1KW@9GgwEQ;7qST(gLt zy7#+V;qZMijGkJ}`Lw$U;5v;OmulwgaE$cbGd8gbe2wC=2AduVCAZlY)ZjnpgK945 zgA$%q{6!?PNCDHme`I}k>@XIx(FV(Mwv zE|5Im6Tr`!L@KS@lAhy#fwyXq@{dhQvAiiOz7VbL|8{` zs#YUX8J@B3mZ?@B?0!qe9mkM2r(DqXBz5nDu|jc~fF_?TFREiDHqiDbFVgg`Q%upi zgxRa8HJ-+cjD8C>>{l_)&#}>ldy(u=fT0uNDSI{xBv3ib5?>G&HBTUY*KPRStA&uU zRu#&gR2_FvtZwMD^N*Qbst?V-@gPYzb19)8bY6|rjXb%7;x(+exm?coX6r#

JoJ z-j=OM-{l{Q)6K(%G05#Mg@$5E*Q~H#w`SY4OWwb$$Ob_UUEo-pJJ+%e1S4e~sJXeE zPy9$gk(r-5ZRXHG@rMFq@w7|?u^`1+Sj+G51U1KD8r=scB#=Ty34CBD0ANR|srxAc zlTgj{(n@Gw;nY5P;4xr2m(147!BR#1|{uKD& z^anK&1ZUeV-*>XDH27|}9jPVm!YE*Qp2GgfoXMgZ?}yn#3{P|s(|<^w_be0x(}H4n z5!3o&irt*BZ@10i70Eb54DlS`*@L=p80L)qJ`OxVEb^ifE7O@nhRTRkVl;(5Cf#4k z>@tpZa=EF5OqVv`&a&wx`<{N(K#-n96m`XW%&RotnLTZUOqwPk5g!P&@pOq`yXZ#3 zDDL)L(eTD&U0nfYV0|r2(OuX+-$!M43#puxK(}q-;(%`n<&gej>`&M>YqiJEv(BV8 zl&Qud&=mx-X{B%8#bZg57~-W;h z4P4TC4ye`EhnOSesE$GA6{=7+)!3{XhTcCt1}GwbaL<)2coMW*`!EmL#m^Qm!Tmhs zIm95Q$1*pX*srk%Wq_dQpV&a9wHseTi6h*@5i&qNYa!{;r@xU4pHnEIpLJjqVpHdV zP;h`?3gEw%bvTHZqlX;3tM7iX@oN<86(fp>uwUmX{41 zfj=QE%|E|cu;u@^tE~;j<1jQ7M*b?I(gimRx~2>o;yuFzel`7;e^O`Tnl~QmK z6G7Ofg?;Tw-!I0FpyCO?_5ArQDw@N5@SASK`4LIrOW7dqZNO4gTC2QlC*W zdW1!xFOd&%m#Vi{)B=N}S4X?)zatI(o)6>CJ29TI(a*&8?PS7yO$a_VaCfU)XN#wX zMTPK@UT3{YW^6 zag&~zU3J4oUE3WXyaPyCae^%ClPNW6h8+0*E!VC`?zqOs4aN!^}{R%2C zj9S9?Q*yV8Bya~M>QA!hR(LkED_4FT;CoY87pAtnm^fMQkWl<1i=s}Y<;u5&EiMC; zQ5>?doG*?2O4%8P3G+LSPpmSSK7mi9(!5>X3Ki<4ELNn>)E9i7NiHaUh+0Er;tU7f zb7jemCpWpOutc$UDj0!OisP+^+bm!`H`lmdiN!y@?Z^=aLhC-@fVbo@BRug*=J@PF zUys;k^SD%9Pt}aLMh;E>X^vf#c{o5G*x~-!81G3v36c_`i!vzr_wR~evg41bQ$@6( z*aH&J!G?S{_z;5Zd< zO8%p8d~ps3ZD!X3yWtI8GIvXhQ*$e8EQ~t^XHTUJ{u99-$F~`RRXW|NwML2pU=5$! zu-zKq65xnu`9oOmLg)TQ$C|pV)#at{a1o@>I&Wesk4){+*nXVlYlRPF>hRr}wdaC0 zd#4u_h~Zb$QIS3}{Mhmw#thtm2^fbhsk?B=L91%?iUU& zmIeza-L+mr5K&vMr~)M|{3gm5udFu2hARvh0~`kHNt3Wt1M^`v1=c3%F2^RGYOebl zBT?ngh|p{}HmLno`ijwHr4UeDpF{EBIRH(!Y5t#imunKQ$UNkXaVeiIVim*hvO&nm0$gf6_Z&xhTFU>K zY!_0w5;5qvOKS2J<(u5w>WP!^D5;gRKLU4uX^B78RK?5n6l?=-^H}<7iQno-E1tK* zSQy?TrK?w=CZg#+hc?pq`^E&d4|ZWPJH@`J^XKoEtTC^=-f(N;q)Jlo=Px z*&O0)DC9OBB7Jv_6*P z{>i~vaN;JR#<35HKI_&JHg$-f{%l;40`M z@o&^KL5Q(+i3RPs>&-rqRV-N#o>&_%daru!A3J!F^nDJM1Jvf03vw))LN+a^*Y5ZJ zhTlrwFWQxS-krpQ$~L?w7~~1Mlk`1P6?HBwIWo_XzhKpC7jT=`@(E*~|4l-nb)ypG z31OHPhk*mKEBWVg7=ggD#PNjV!zd(=ImGXH4!$Gld-jxgPYO?a#PPw)*o2L52{on6 zX4JQbc%3T&fgg1kTLFc3B=5Mz^g++~GM1iLxp2IkM1cPT4)o6mKhBH53tn8N8ZHSY zYXK7NN#knqWsZlHg?}84U^A5c4q8VG4NdjI-|b1!)xNL=&BL5E#$J`HPF^4+&+h@> z;|LC9-sqouf^?mRiOQ)k*e)K$_*fi@am3_8p%M3EF99(Gz2S3YSN^=!>fNKaBjPVX7%yrxC zl8Ovt6OA29nd-**v5P10*82?tSrwxHU&`G+=rHnWOmkJS()?(9#&VvTDGQ>mmjTLt zFY(Y=@;XTqGnLr>Ads)b{${$^mIgnVmkx+1X6 zjs^%A!BN}YCTz1E6!KK1Hkjfqi1DF=CntP3R5d!CT1sm=)@3)W-*^_cZ4IHP+h!1g zyWhRGWP$T~mn!!&Xwg>6sCm815hiIGGXYQgmNrmrM{4X5D>F4Be}#2lP`>%4zR7;W z{}V!uuGjLmLvG*u=}viEixjejV`F*M@}I#76>M$105KF?Jtdz>$(sb9y9onEcBJkL zcHg?D*93}S!4CYl+UGR4kbCON5AT;I?7?7ieiTu#p;0VcjA4FY?48M9vcm6-y{uH+ z2vy}KQ%7TG4k-pMdH-K^8ypv+b&0gUKk%$zk_bOGoq(s>liY#+24zS5^e*+Jf0{X( zQ+(-zJn91cXD7VpmNtW?+~|1CL87!$GV)ibHNF5{_LgD3yRqJ@_BEQ~4=ui#c$s~B zdu*(0uFKI7QriD}J*^tr*wapjOjb7?leGV_FvmAL{Fs6bi((bx+lHBku!dMo^TwVB zpF&Ce1Ku00aQQ)tzkm0DP5Gbo%Tmd%qg{WpagF^Gi=~Gmrq_5RAj0nkU8_Fub|35C z-F|HU7n)R3nnkpOMbS0i%DaFv2Jau+9O-C!QQevCbiCuT%QG{-*^?^uU-Ii_&Pur0 z4pe$?B3{-zFJ6Tovm5bU|6I2ZCGBMnY4=0e?G*O3%}(bXZj!aPA$XugBJBDq(?*2` zL4Ir~g%Zu|^4^%^hq>@B@uovc&yFBhrC`tHVJNTsZ}$)5~RpB|D;{Z zmk+__G5k0XSjZ5Y+f4p#6C>MF5bnGyn5rsPx$M38D|GR}h(8dWv5o65v~)AOqI$QI z8|Wr}j~K7xPqw*|JkthU;&+kj?Ryt~i8RO#VV!=%mSw)ka&2+b<6sEAd+}`mXwDhJ z_g}kevoy&L$JT+Agz#}R2f61h(m* z>oJ~jU!D(R%ePQW8m>m3#CKCd?+rR|L&9+gPJk$n07<4d~Wk`^yk|gc0d?U z@>MyBHGK;%O1wi+lY?jma5M*^;Rxtvum5rwUu8ZeccTVX{D{t$dfsUBaCLYtMcuerb&(UfvHs%5PW9(f20>KvEUr9+*i0sYZaxr0$5)9cl zgj~UmS#Q4vszcP4$}3z~?l@@}Yt5x_Q!}GaJLoAF*=CUy4EtH9OaxPz9qJj&56Q^-#B)fY(QKPH$923 zGVv2YHVDt1{p>sHgdoq=Bw|yDCm|+DaAt#C^zXXNB}bN z7x%Z@z1z>bEr>T+;H!>K?P{QN5yZ*LfIoOTZ7`4Gm|V^O6OV_)O2VKSm)R`2bZdH{ z-T;5L0{79G{Ny;kz-0$Ya!!bX;Lhg?<*s)MZpMu1}7E(i2 z_!M~eGlgPp+#Ktn%|Ty>4i~nYy?@Y$nRO>5p5uJmCx8+RQl3LAt(>{@#Ms1R#s zuGwS(7I}BS{|<&8HI|dR*`n_>FjqA`U@JrvR^MYR%6jS%w>aBbK=oR>;DGO5dW|7E z0X`MrLvPHSiT4J>)#6KH4CQR{eE}+st;$r@*iJR=dhjgJqGTikZpqjc*+{^Q(~0g8X(o zdX`6fbL`{7EVBg|C3k&9nB)_`swP}AFjh$FyZOn+`GKyv5#%DUnC`tvtBJF*;kOQ8 z(X=c1ukO=I-Vn<2G_`~{f4fMCg~XYI%^leqSEV58LLEj^2Bc5~CnM=((Qa4wVh^Mf zU#mCVG48cZTdfNT+`!oJxKs#UAoBhZ^o-AS_V%^tuPe$5G-Rfz$~GzKxQfhvM<6PQ{>0JhY zC@5@B`hGq(++8!nA>ePYa#5c52k+Y#Gd|sN=l32+g^lEZTG+A1fpHIg`X%*-{m3%~ zpmmVvedj4i{|l3KAas*IpF9}VYYVbcll`7w3iJiBwC?`uzIw_bG~;J>t-)T{BBHbC z6!?Q~?kO1YLAGO?C3OyrM%bJU0o?&EI5pu{FW?lC`=Opr5slVu&h3GPZ7tDe_DeP!xI$ zzLx15I^V4cFOe&rzb!oH3oOP+1O^Xlv$JMKtHP5yZ5WMBaI*CFTVRe|Xoogm_m}d-v zcHP?KdJZ$P?y37;;xPrySGfMIJtUXg6oh3lvyY+jP`mLBC)>-&^yt^+9|bcVa)SHF zjs^?i&6wF-RLQu;j%PxPCjfLqRpLD)=_lm5z~HadzQ&J8Ax7V=lG$9AF|t=YKUB%z z0i_w%aa2kL;zl@9dYo=LRngOA~OsJNf zPZ=!n2ij>WqzIMis_2X$tb6ele-LI<2`JT+0@mo;BqG_TaK2Xy%(7G*K2}zG6_1pR zI}~7ia8}0HJR3fg=O*x0aK#Fv*8%8+f=?_ng^-sVIjLZ^i{}o2cHv&z4M?zCcgr8B zbCzWsKf(FAumOy6o0b615>`?~wTbZGPP5IR;f#oB&fl2eydl$1P_zns*O-0VA4%Crn-{cT5hk#iu}x zF)6~{HGjm|d;#Sg8RGp%O|-A6yh)htSWUkiZ?wtBHhDE8Ge%;X8M_jc)0HA*vQ5;4$=9}09=iKG9c}{G~Xy>sDm6BydbY zIJov#1+Sn55EcRfFcfn+wL^xK=c#Yvh`<>FZQdYu%ANgMenGus0x0p0Yp_EqDB8+NV z8e|IMz(L)SsJ2sc9efk1>yDG{FNDh3k5efrPwm;j2gG%C_~<_Or1!2bAwy_ds|}=p z3JuR#`Z|dwD7fxzK#Mq_uNbc!T$Q{~lZ{wHy0hijs9!JS<(43_sEAn|WpP8$&109( z#hC7UfCp=)@g)<#v(vhek_?%hhFXvBGCaKBGY%XYP|oDf$NMiQZ}L7=jTV0qg)?yg zj+YV-V;d(&P+>X()Tjmz{5b?lpO5ul-UyW~(A6;3v>`-{$$wxUne- z>K8{Q6bH_Cz~TJc|G4VSPYVbzFrQxHPO~NXkGJp2#Cs4l<6U$mhcP5DvWu+K3bxPvrqaMk3+B zA=>CxiFN856}*-P56dEjDr+2oA}Va5^%d}u{`m5YVrJKGc}``JAx({2OdT`5J5LmsBb&p-rPO`g4{HJLqPXOXr5PhI0wPAd>R#8d~+%JXaPLL zj!JX&`Xl@qDu7a@?br@A6r~EM(^AgbvwJ}+%s!$8J%A>Q@YvK@w5IJqfbbr8^9kVR zP95*#JA10(LLEJ?0%HOMwxmsP)p#8(8p`t$Bnh}W4GWmwV?roYq|yvyod&k72A$m{ z4{ky<+H2yZ;rQ}Gy7SCqWx$$Lk!P&h`UPig__9dd=8LieEV$NZ3C$E;+jj$1@rc{m z%J_;H&cpehvET}K>#T-gCk*;C?taMtECo5orSvo30+TRWpYO|NKNlK;?P&6$^hj0y z2i&1Tm;cqL$&oJ58=|i`Fu3IEl@qW#bQoL^BRZ##gw+B161v^f6@R@)a|Z&>X{YZG zj(}3X1*XvRA=Qy^_$d_Ae}Q@(4~-(bKxC++dfR#>X)p`53~p!R9+d=E$@#Xbfe8uL zNdFt_Z~4vdFf=tvrB>*#Spror95e9gfPxm(s-Q`r!tq`?TGqw^`~IB`K)XTdCBn^iiPUc}{+e>;gqQi!+r6=SZB#>twU3Lan7STLlo7_pR*wR-x>C_ER8C zp@jmQ+s=okw!<2;D|0TXbgz|Zmot1;u5N903@bERn3B`0{Trnm`V;t-ng zPo0C>F~bpZN2Sc;T_7xXpy6UsJqHf96mHI?XtSkxZeLv|p&P;M`pK<#6GtH9n($@f zR2yg*`X5fRAQ|)Kl^?^q&Lvn^5yjpV=eE-P6tuiN<3t9+cPY6^s(fTzjU(dca z1o}nx2t$f^kRUb-n0wiGK5~1bqG4M=v86lhB z9r1-uhLSO92voq;jWjg%yqX4fC2W(T%KS?{Xga87|M@Kr%CI1YKG(qtFQXj=~>Z2|VJnbvmm5_ddM4f2{MC5s>rQY{~eZg{Bov zZ|eDkD^TRUTo9J>NDBn+q5UkN8vfx#bAX~t7UOV|!^LtQI!Tf$-p#)l@Qhnz>bw%| zc(vj_=L{)_-mSAwY0OY}Xz~V4h4%~<09~M1G$u{#T{?w$76g%*fvM~{!M_?lRE$t z67zjeIvY((t|B^uK=z2OxA61to%>D=w_5J+s4@dzR0RBKr}t2vENj;EVhauB^}(Su z57Uj95V7s~wKEQAnn@FCtHSycY#{hB@qz{9F^)RzqQt~4=O1LB=O2 zFpSyNeZmU2&rxZ?y&5l3=g}Sfw-47wCa7pr9Ukx1g&9k4p+%8C*y+s7h=FVS43LFI zYpqiBXH7+$4#X}#OZQE7UN`(xDbQEbJhswwitaC*l=e*;$vN%uVrA2ItZ<8Z?X5fP z{)Ay2hRm%N$(8SEk!f6w3W8KG=_J1bO=J$b{(JZ{YM5O!S^42c&mR2hb_=QN0GG~x z3KgqUj)x%_KsQxKh_rmC~!#kvxtzY>*WTN2SS7V?%NtQJA0w zD9~D<)?nyGJ$)rv%NWFUElxwh_r;miyOUutJ6xBsaf<}J%os)?i#EHp)+Ru>rIfPV ziS{n(0;jshmR0!|2D2%lP?$%;JugK4LY<3|=%#lXz;K_FU-4_8VEyWnKYxGl&JFvt zpU8xJ&5SUkIW=bB2Pov`We^XCq?i0SUo>0Wh$f3ugvKM)FIv7xORnRe1H1Ms^Tjgo z`vd~%H_EpZ->g8%XOAaj|fB7`i7Tzdc_xmz+RcdK~bcb#n*%~+G#u4M$ej|v3f2mUHi5&_pkg4@TG4wt zB%IIk^d^a(<1@lY)h)~NOAy7hmYGettXp4(xKU`ceIdh|Hu$06J5fWYyA5hMQUQ|| z?zfOA$jPNY!WECE@GYa(Yg!m%>Ap@P>E-KbPqm(m`5cO)&PhztzSeSK8XXRDNz!t|7-?s{GwvY&oRsk5rFKBg>bk#2H_X_iKAtL5C13ZS@Uv z{~`h=$a%r`d7TfXH+~FJ`nq5#*&~ zw<}hm&S%5?W)p&xj?3oc2l!ZbeBdK^<8F_ip2ri=d_d!*ZE@wdYq~7@qzaScde-!dl)=Du>oMthQQG)@k5`s!Fl$52)m75Z~f)W)pm3LBj$T+JQWy5 zXs5WdllVa0E|y??xu(^o>gm}WN_xfjRX*`t>?DCR%xDU^wBNjWJLX7ikKMCT67TP+ zi>S7QwbGbfa%kh4Q~~>|J*W~)#^$K4QQjQ2(Gz)}Ro}qB4Ou>h2Qd)0tmwGY>gz9# zrnPT>I6sa^QK1P6f^Nqlq5%O9V=uHn)Rp8I%(b9C5Lh-RHLu*XK!eS#}0IySSQF{>5%S-F&R_IL?ntg6sXvV$gYSI*%Z z(Jn5#w*3yU#kcHzgPFhF7b-v;;hNeXtZrZ(kR!6rQ%a+}`y?&$^TZDsz06myKS&xy zs_4|SLI^P$VhHP~RH#%nmjR?x(Z#Uh7$0{$t@+rXUEuAPUu;X5shKZ#16t$8!vt7L z9%^|Om1EL;51!0e?c3+Iu5#HQeD)O5N_g>K`WJ)1M0oY5>{SplM&lDu18% zR-i@D+rFY56$oF(OZ}p5BtL<>10iU>N$aSJ2{2#*k-;vw; zeta?8^ly_pS6jiIb>RVLMT@TN{TR@<3<;WfM(CaeDf{V@)}QItTP1!!Q~kDC`)0Wf z4?kggD3S+@$mHH)eO9Q?2-kiIT0{GLKYNGPDlLK%57Ar9@0k%DZlUi#wb9XCfSBM2 zM}ys?5aN_adP|=+Y8HD=rAd>ez86X(vxm1zggxFPctsBD1~c|0z2cvR7nmqN>D-DW z@w@CA_HKide+W*Y=Cr_;*9!3N&#b%A`!(TYuzM8Q<7Ro1j;BPY20sBAYlUAUZQN1S zy_wmGIWp-U1ZA9~@cD^?G2|}wv;bKT#>iiV*#RxxFei3wEz)$9N^^712$o>%jXLpP zFFF-H+19^TYgKEetzdNa_2>#!lY39-G1n#RVtC)fnPPRh(uO^weFv#+!(c-? z(UpoDK(Cyt`dh-b^A@a<08qWfY_xa;Kt1v-;>E2_5kZjCzxU}NS|-ZEEtn%8n!6nj z2QRM@an6!M*XZ11a&Lc#t0gZvV(C6?0`LRDPY8Pq$?7-_P5hl*doNpeY9)!8+1tni zmhK5?TTDKJ8T-;a=? zJLc(^XXrVoVgsa5m&%(J)ZaK^4_ttVlYrm$<_IIWH83yei~o(N59L=4PrQ1a_sP!s zi~7bp{-RywJa;+7-~wiYt--dV{6_exN;orgNr1)-3|cLTQo{|tWenJ|&K46qjHq&U zBUKs=jE5@;3_?y2I_CI@rY6eW*XQr1MH>7374iD`tJggtcYjKHcT4U>-jp;5Gl(TT zu<2vp4&Q5`kDU6iF`#k{1-b6WNOh^dEe8EAU(q>`( zO%4y?$|P&&Jh=nz6ijp`Aoz@$uSk(U4%Q7xfj9CwNMqaO27)7D;CGK$!C6HeE<4c& ztm9B5-?+6pXr?Is@k?3qo?mJpKX6eyLf%RR-aXYV{02je@3MIvJth_NU=t#4C@SG! z)GW-%x}cP8BgTVMPZ>jm>QD}e1aZ9f*Q%p5U=l=RVuub~ztb#?7yyEImH6(B0XAi@FrIUOTe#SHkeS4SW-@I7`rLk=_t7O;>cwqdE~ zt+O_69cLwHC{!7|=MUoUBck{4E7zdaha2^FL_Y!+o(I;8bB>Wa;Q#oppd>~kJFymh zp-S}y@k42Lye9}-$n_I%T@PJoZhmp*DL-+KnC~75K!oY#JvVzsRONbIqY!a#5XToB z4#0)c#dmQyVC-?)7tc5soH>d$F++lBdiUuumS+%hc)U+^5(XYO3-j!<{_+n{aR5RTo0Lh`?R z%HE{YEeiEobLu@m@fEHH28sj*Iy`QmJT$fJwCX^J1IYp1B3t)AI#(|yfK&i(kqH~R zuWwW>cS%z_7%;9|_^Seju2}}H&iPXJ=3V44o=PLBjT%Vj$B^nUdNZGkW>Vce)R zkT}B|;H0B)dirM;uhV_?`qs+DkMw1X(7ShEhj1u2UM#LAIo&BrX zA>d2@v(mD~DveyY`ZLoBvIBxIZ@R2L0aT-+vN1x z9?&sG=cu`(+Jg*F^aINm>-!FD+{>@;jAwOkCK-PZx;n-p1Bd(^O7gd(!gML-dI2`)Ln3Hm zF{PiGfS%DfIc&~YJA5qxOVEA&+G4pTxT}PRSEogok>L@-gA|G|?>D0Ix2yivWR;?} z--pb;VqV-1u$yE(fcx#PRTa0egz2waj%xckl$jr`%Zoo@KJY_%$F4h@Fm5Q;hcWLwPY(P%Ik({`+zV-Kz=t^l zibXR1g9d~fSHJQL4*TuI#g`f_FQhvSpOX81`V_|6DrXqy4wTL+)tvSj&hgBxi!vfP zc>nPK7`B!?-jn5+uq_4p4s|1%^BaeJHcNhdUOtlgBO>hk#Ie~U73RefZbxC|p%+bn z_ESnEYDUDPl9W&CRS5%Iq$(lBv>FaT&+9R74xvh{P>A~BrLUimcuu^Z%lP> zYqy(o?fZZMo>j+9I_qlbe5$gCAvP-%%oIy}$8VhxO!v7*H5=?aJwlY~+P*4D8kV_z z`7f_W5%kBqMv0q$HlC74&4Bagau4lT#2^IFFDIA!m*2Ys#k~5mpmhyb zRKP-XhXVZJSlNz{DwlYKnOY)@1r1te3T3qP^m5 zoej+O7kV+$J5~M_&bg)mh`N?*$Xh#pyLl`(2{V+WP=;6P=gAo>iZ5yq#=NsD6C)z1 z0ckd~MvzN&N-zf*&@oK?eqL6wo}40vTmNWMPz_uZ#%8HnV=^ zm(yG<&yP~@Wt2KpT!VnF`zU8C0OiPmXZf^HM@*G+cDZkrX+0=XMDp)}(nL>S_$0W( zX~%_TM1KwN?5%Tl`ALCh4`+Rkjy~16kNn8IOFADA3dvF!4d?tY;OnIp*i)Bp5E6on zTw&}|2C|-kiB(O)m^s|+n$eVdHyi!`ZQX_-&hh;p9THAR5qK~9-H7?%Z+^rjU}tgW zb-|>^V5mdLk?;LBjV78C8c%QAfDm7FUETBh@5W(=wWDyOm6DuQ*gTcsvx;nV46MUq z4a#+(m{}20CA?K<%igJXYDxA05D0Pt$iF2mze)e$Y}@zaioVwhVY`K>4cip0Cnr~O z#B~RgBX>lmN3TlD!RH&GR-#&gEA@d3CCkZc1HmkjVaxuJFNp}@l8W5%MB)-4!fwC=J5SYhvabdp>qI?^5xpA5< zv=27~N3VL_VH^TSk5LT|lb0)$1*gw~6%*652X`4JT!@M0j!9*~^_fY>km;fFs6NZ% zlE~N*Q3>2Wn0%j`PIp6J$qD?o2Vxr^?fpE+uEv@o-n-38h8Y$$GZSGl(-UDlj69TP zb)ISq%=+k|gU|N}zL(gxFTq#?>@l*LcOZYxJeibe6+9`v^+Xe~tmJ8Jg zvMWM3ue_Xh`e{McRlG%w3LN>D!y@y?outh`V=uU6^{Z;ZCzGD3_frZ4-A$wB_Gd`! zzkMP`Cfo^0+HFW+d?Enf&n`RNshKO-zub#>xv8`|Qv>gV3qtOl-q(NgE6zl8w3Xh{ zR|)+&<1PI&fy%O5Zh>^4TTTJ0vVR8UniKTBV@?wGeukX#FdHQFE1?6k@G1CNq1@($ zEPG`fh#JB&x>$WO-!AMNxmxnsGp?+_^isC3=3-r#%=7Rx`th6k51G6dZaJ-*-?Z!4&VTq&tHAh_2m0NK#@y;v zwoD=yV0MAC5j{+XX-J2=UJPn$t@=gygjv}8%8_PHn0CD{4Ne^j)$^^6N+JR~#Ca1M z|GnjE_dEg)y6-GNRYdPNS&u3(ziH?1FVm<0|MQO=6>b4)2Xkiqv_=87cLu;UgaKtB zUxCuK-=o-dhO$=RC0vajF1x;@eyXsZYHygQclArpzMC$!b8+8(y4kQn$`neA~K)rX%x#c-h*ot;hPDa_w?2AIh+J2u@lZsA}?GxwQP3Ln<*R_(DI?LqsYL zRLM+`o=G*^pb8Xp0l2Xj>i9ln&Y0GS7vemNSLAdAl!Z5dNSZ!)d_j)Tgjt};%(JCS z?0#Efe2=v$wXaLk%O={v2!cg)*fC;e9-yC z>Hksnkm?0_$g>pnawhNv5SgL~}z zYQyj1!)>hf7I0G(TN;BGV$wp4tR_jEO7Q>IH&}goIz7BXN6|P6q=`8L!9?K@o|g8l z%Y`}{gLT4w4kS77WGeqcD^h1PCYu8yDRy>R@I+c^cFIfT;MV=P9=!k2#nOSj*vhDx zTi*+jJ)w~3%Tq7gaI9LEL8?#v;*Ds_hb{F75b8Ecp~3V7Pk2C>40Ts?H{*1Q`_sFL zC3>M?w9zDoQR_*d(t3f;<}Y}Vr#vspiNQi*CU8o3egp#G6FRUUVFj<)x_R!kSe8F) z)!tW!KM!6Eb(ZRutYzwPwcqE{JOZ|)+(5U=D|P5B5mLgoj1$|z;F<-K^^|Kd782d=?l;~i$zoD&m;nwOVYJB$=KofK>Iw_nOkypm8VC0EEH_&rUn3yabRr zm&IfLv8~AgGcUL4IHoPK6hDK|?ak>s(~=*&Lci;Uz6NtaZgP?>uy1LGq_ z$9RI@UJO0oPTd7s>nQ7{nH+pA@pB)1E@~(Czj)SUZi&DL)f7EBPOf2G9u(CL=}v7t|UCAH=q4jbEn~-?#PE#B@s&i zIo4m3+ix8M;9{2KRC(vDn!s7n-K5BK;*)6Hcluv~!~_F!AlO$jkH>Q-t8F+Vk)0g^ zO8oU&@2CdN(=PEpaNsebNxJ16rj2V;;;)#L&K(aajfGkzSDA=WD@? z@e@1~F461=NhLS_?)ea+bK%x81+~r%0QCi^?{NR6dfFPfRl61MrYe&|MnMO^^$%_b zz^qc!>GSdMa;6|kC!5pG;qvmYW=1lLu7CdDd7sN#sxai;PkGhp90qn0X}@?*?*7~Y z`E!v6s8Ixk+YqejNE6}*yh7~kJvjbakoXkf5~%Gyriq4X<*%LX3YnFqdbRaOt5mj@ z)y2L>Z;#|wg}8GYg1ZP>>6(Fjg_qk<2~6ScQh+j!!UifrH_+sPOOwkSvnjvC6qu+X zvWiC1cA_A)DcsA)xh$_#?!ew*`ZZNFPz3h!BWo~|Sh{_&6n1YbbB~JGaF)bxT&&q= z*&Q+`qa+V6k~YP@&I*iATyZbq>SMluMW@KEV~)7^BSs2C3NUwJdzgDN%-sqWoAgL> z>F1Neh>KfVCw5s3gai6F6`SgvrvM_7d~;ZV$~N-e#Bku?KZ_z6KWfe;!Hh9-~9!Cu%a4`2^@9zDydrbhV;yjqOYs+9g#nC+ zxb{>!`Jx-e{=9fs(OIPZL{ISv8$}j9yWc$fqzdA1dr9MMK zcop&`bzK=88h2|odb{O*GtP4#Qei;GY&lz8hhIdntE2|ZAiCds%$w{Jo4(g6?@jvq z(=te_rgH6aO$u?Bd@6hr6B$U%gHK<2d$7HcbJ~J<(VLZ*H$hl|hyd`_c|AAO*BWB> z-R$~vyET%uVMXI1aRid79sEM&qY5k=O*gq6U67fV|ENU_J24_&yVVwnWk=HOL2_Cj zEaEDU^E#-00n8+$T~-a9yDKC%)G2<|MokaknfW3?or9#)!XYpK0xgX~?)oE2kV41Z z`(&`uaF_BYsB_vYheasMm>vZz2g(#1BN;cx%bzeT$g2Co9zkDz51N!0nxt-?uen&!hkF+ zi|}bJ38it;t;`<~tnDw3V`C)F^nmiQ0=D2<2v2*Juh)cPmski8YlzXI79_5+3&J+f zUBl?_SFbU($v<%!&cHGdygqY<$Qe3rpAt&x6>+#Z_n>G|m<+{WcGl+k{q_=D<^|Q+ zz%@k$rmyBhyFlE#V7b1cdN1Y4!(5@R4L^m%8957OU7_@6rDQT#p!Y%dhp4De%}UxqfmB78%Q9!IMnfA zTO-Ake}Azn($O6Zp*xTnLO)uVLa;6<8P^xQVC}!PQTb-2GRFdahhk96PZ9%r7p)Al z*9@lgM$hb0G#|nzw%=~37!9S*m{j~S?2#PYgO1|?@5Svak;1ppri0Qpp;HJXKc7JDistKj9zKpasTTzhseoyr?t6p zq(@NDfrUW_+Jr{M%yvSXm?hij0t%PDl_#&0fSkeP=?7!6>zS8V(vA7haUfubtL6wK ze(GZ`uf00iFC}x*|CrS7yV!j4s=kJJ;FH4S}&%? zrNPc!oSG=;<8sk1Q9n4-*fzLD^rHt8l>`MLeCa-PI(d~&{Gu(STW%leo9)}wb}_L# z1C5yLv02+Z_t9Uw*|R5PC4-A^qeHn)Sad4!NlffZUWxi~=!@KCGf^CA2KF*a6ikoA z0EL<(RJL@{3B5=QS<8^<`&4rKM&*rTB~ZVSR@lM{xw-4rXM*c4Gak)e9o1wB!Es0? zkU3|8;g4I|GhnY57@=wdSeEA@QU~$C9MS#ruQy6>E1+R{0kq&0>^!r2Bq;N(co;Yg zImmi^)22qN58FZ905iK`Y2uLM3-hWF|Et5y1KV+>I$yOH2k4nsH6dGYu{^OIe!3~E$tK< zf6Sfi2a1sZN51!xAJUOs?ll7$oM20cpm!8>Z^bEg}eZ_X%5E5r2n5rrm z6GZV6Y2b|1 z@bu{7T0ax?l@AFiHkocoFYTK>4`jir35_ny<${6`1iD6l_nzNvhxdr{)UO=t?a5BN1b*$ZE3GkQXuSxu_)o^dv1Q#6LK z?My`bRI|jl&6O>=(JjWRS}ST(+ks0|3CdLcYE`*qP}>!|b^{>5826)|coV+3N7BX< zk_s)XL~Z(CLW0r`$GgQSsQ~k>8A>jH2>kl1CGL;?X*9951B(B9n0m z9@#%ECCjFk)SyzwPfy~W9q^3;J(E3>UX8{k1vh%DKYTo18FrlK*V=z)0a)3%{oAg^ zKCiQyjC-oBx-sBa-MV4_oRXI|EwFNa-TB4j5v?I$D1ky`E2y)v9pTI6V%GxM{et7s z_Y>AB+%3`g7-}v(Da!587`j=>#^B3TJ^N>oNAb|&a|B8;{g1z%4Cq&HRCD_zaWs{; z&Zn^JXm_X5&Qt}%pEho0rEY^)aOQiBU%!DW&I%tcYT|fh={NO>;itX7lt3wBn_&Tr zJ+_fsu5~SWf))j8i+=`C9tvlLy`M#iBt+x|Y&+uf&JtT?N1^f2of|frdq=xu^Fzx> zdARf9e_Gk-20&y!(Co73zHI>O&{SxJPPA({Y8oq*qq8T(EG@R|!5dd{I0Y%m4g zHL^Jk1YPGBeLRqBY=Yz3s<(iunPoDqH+^e0 zc}n_}VZ}Xlw5UVU<+FBzw#-fdr09S(ANJevp~Tjw1JQ@D4smJ#IzK4sH=kkWK7S*+9;Q~4Wc~z=)r*w9?fo^q$L#sp>q__Yzfl@lF5K{B^vdd` zjGgyjQ~w0@U|&>V!PkdXb>Y0gIlv)`!RoAc0Ai8=_>mo zPJv0WUZgTLFKkNs;mspR79}rL;ucY(@#xcQcFFb#JxKKT?qM6oeli54Y5do2?}$~d z7?u$7Bg+-uW(aSk9d_a2P$Np78+!PYEA&EKY}gdrxuf7b*b5zQ|DOL-H;Yi*-&Jnf zSPc7Zr2qcy-Yv?aPx63VVrw!mCLkK7ZzcX&QDF<-TiK9qA)j|D8TaXN<%xp0m{%;a z55GQu#XVKrJ6`z!>?$(1fCKo_eJ?W~*?S$(`hsgK4?eQNi7R0!9A1^C^EZ}APY7}( z-tsiU>N$v$nQ3wkI5hKQ3>rj!y^$ZYhX5|D1d0PiXQ@VDFWN4x(eKr9pr>cC$Zc|; zht|I6V+jflR;qI2=3Mr&Cxe4vrCM1Y2=KLB+Yaj!1IY63G){lD?)zc92JDL>sDoM- zsr<4115h!L#8J?TOM@F%t^un21d8DyYcYuoM&YmxmC>=%??0DA(=wuZoJBc4T5P8Qt&$Nuq0S>qT^TdM?0$7OYrdk7Gg!awobZ^UejqwFIhEWH+0%= z5Zp5r9Iu5`IxnULgm{5pLX5&6^yDg!Nmrgl`Wv?Xa(>!IHdRxk)eR;V=$=87*^Y*a3Oo+F4XToC=}^kjW6%hrN4X@S?v9Odoj8Hoj#K@}sQz}w@%N=K{+53%9OLLR(T zpY(;2_SD)fMr01)qR2w{Zb3I4NPH`3k zqYQmZfGx5ew)%lyi-B3G{0evV<~DmOv(aJ2^P922u=()I)Eal(*56V(>?41eoeqZbAD}yIZZ!pOY<3I{X&0<9X4yv~xT*g}-O`G=G)-ejH15bn?u0Oeq z-C`@gW7KrHmhKk;#ap`>9d8<9N6wHpJZY_GeVyobrYM84QWg6~{#g|g0=h-g1o@u2 zUPf1Um#YYG_}A~o08un2yA670ZSkfr?1*IevCtVRk0aUtor$vg-Mj(3ZY=wvmW3iK zzQh#O70e?r9jYa@0Z+zkkP ziJs2^{8NL>_yPm_-$xSe)e~ho0#rlGQ$(37NCxIH7dt`!BmqDa7K|u{Xsns{Txbm*i>lcW@v~uPuDgdROjSrnNPtbG`N-p z*QD5%4aG5!ZAQnzJ4po+@wU=`5Oq)|nz?_3OPelDxj?^?vZpgIO`_jK!?3#PlS7)s z)Gvw3MRUjF4H4mbSDAVP5h2n}CJ_L+!pVX-9`YGn+_NxRX1kHk&`?$oGwuNjD@5^p z@2Waln$5*I2eie-J#{A10b`D zIKlD2p?Ktzo}DiTJ3v-=6BvzwI9>81|3b-0uF1uk=jStV*I+Ihe?!|_hM*7Xg$D#LDmtP_qJEhD=1=Ex^gk>wyNQ~&rh1K>`iNp z;QY=It|igBxm&%YA9YkBVs1nK z24v&RK%*U8xOlWAluot7L1iNb`tV0*a6Bg`E$|mZ%MYC9wQ%O*%EODm5F9D|%BxDWBXkm5;A)BG`Cb=lFjHDy2CqHKbW&oz4k`3rcEfas%x=x3p+E= zsW;u(1Mi?7+b9E#@3nGc@*bKw&@B^a8kUg~HjqV03bfg`)6?V}9Ll68Crdrus{UE9 za=D;=<^Xk;)A@92>DSF;f)UYa)F|;W`ZxgfTObqx?{xfPu(6$Gvmc8Zo164vO-j3n zVl*I25h2k4ayNtCFV8Tn>=@_OcxoPUz2bdVh&jMr1g} zPAW}4DYE;t`?5x(g$rMX6)#Xs>3`yS5^6FXi{hQ6<9};v{fRKn(=~n(Rd(+1kR}OM zb@0fn?@a1~UT&T907?`%M(*)`gyph^A@%d{!%X=HAzdh7ysI1l4qw%3Se$3o3q*#v zJP(V{=lkFK*P5v}N(}#NVFHiUTC%ceW3kBWt4C$T14X;LTfCoB>`vh08aOz1(8Tl0 z=o!&{zY6b%boIDTR%&(9|9Q)7SO>>qE<&B@C~WVA6U-IxmO;-RCpngYd!T?q@3`{! z3ysUlF?YOHb7Lg39YL(&bptN5vVG-YIy=G*d{z}A@|JrKpJY7`!E+{zJNQN2;_IN) zf}PjqqEl?o{f-f9Cc3e&oGzztbOO5M!nKv-`)#O4)WKm^U}#rs%$|}KC1>ixlyz@3 z+`N~pV9VQp-v@yhis;-5o1^bKEW^&?vWxwO;5a1g&)iSnkxaThbB^vXHN2#_V6w;T zI0SzHE~FRZ<8YwsSJEH74e??(Tim|jl?ey`Nil;5J10Tq1`iAB6rELR{1aNHlPWQC zlf&%vj;nGJC>D3rLG>7G2AFgC?&5fw>!5B@GPY(8$dSfNd)y@{=6CLa(-NV2sd+^K zNm?0r&?%s|G@Y8DcGX;u6(%{slvS%)=H0@FL&a(c0Nk_ucy+V$*Ch37r3xA5TNDb#km&sy3h zM?SR3bVkAQ=)b1jfdr!-xeK7S8RvJ7FbtY2+*FY zWh~ANVX;Piui3HKy&okXSBxU6cNxwI%p9-mOq3s5f>)uk$B)cgN;YKzM5K7u8~DqO zRrx@=E}SC_PVZkYOIEuU0%3hkfbT0d`tMz`YH|Jm&!{Sf%^65af~Lpc%p5q4wDz$* z8inogoh`L$3*7?)JF`BMI<>|Yr#Na+^}UcAxn%aa_qB%Tp50&IHR58g?a zdoU-MN{=(zmRL@*9=w0|0lRY?A7hZyJ~Jkq43%!p-*Km6w`n|S=9Q7pTD^3ovq1a= zU-%_B%uMf((2{v=F|C)42S;>n!A z^3i4NXlrx+eY={QUG#o#0%jI7(hA!?S#+G#P3aaOD^RSridx*SR|G>biN4!#K!xoS zr$xq~I?&=4e60UqpQ>O_pfXYu2M;d6F41~vtZ+3*0Zu!lN~m6-GL|WXhUBYDx&$;3 z1U^A62~mD4&v6Q#kFKN57ASB>MJJKnkW;aA%j?}@6$*?iZ4X%^3GF1CfmI7^I6LQQ ze$M*||DDA}9ODBQcC*Q=W^CL!d%pWZo*`U=m)-^d54WSv8Bvc62aaKdchb-+h#n$u zdMMk^UihZw#zGhOF914=oKAEF*@jT4xGOYlS^mOT_tp*w(z6?;DqVcveRYByKN!vx zxBP?%m26gWkH71TAuhv~V|btsQXlFbSPB2Z>IDFJJGJRokFWERMFD10ZFKfv6Zu%t zd8}m4RP>|o_7w}>;rmP4E^J%hFt64I={%pAJ6^eXIu>LeCt_9sU0PJD9n?Y)WuSiL zdj1IAlG_q1c*?Zhm|o0ByTaM98)*uhch(cW?kl$MtGtm5?urO`VptwA%w;!oxmSWA zcn&XS7>exRW|w5cTu!cn-OH%o(e#g*dRfSOB`$K!wcyh?AYj;@J;j!642}*`*+Z3! zmzlLme@0Ygt~e+1-`y-ZV-u$SmCo4cX~vPTw7Dkb)Cmod@Y^r)Ayk{ozG4;_BAaU#IaUANCicqGe1!M(FVIoDO^)?x zUNfiq*$a+)PMT3`;ncRro59Z72*-(5@O=6uJDN-pVY_(u%K*yl%}jq}IB?Lbas}tg z6)I~HUdq0B@mNbq3CnHB6ykDd?iex3gELlc+_wxWG~-g**OZPs$MZ7A@xoEaG|KDB z(Nu}4JIMn<<3|v6)xK>W-(SgF4-QtfYw{#-v$UxmS4HD{iO^Nz=VNXPjHDBsu7v^1 zA!`i+?A@X;L^O&(Nle`2ccd(*g-tmMCV&qnPY?e3Y}cRi>0|i%6R}Sm7B1n2d=;e; zzjm*Xy{fs5!EH5n?)YzGG-dz3kPq=&oCl%0wzYM)}RfGBJM)&dZ5 zFcw!G(xx4=#01Dab~eP8oY3SdXpF4in>bFHe8{fG&~{2VGohsrpYY zb|$F1hQGb|Dtl(vhuq$qd}jXs%6<5q@V*SZe78`?eimIa+h#F(yk>6v`i+mb>>N9V z#=9<*Glqu<;tr^pE^O`_zT^2gK1id#d3EpD&?T=ZB?t^ z*NEy)t1h18Y+dp~NA&I!>8@t8G1V`*pLeW&zx*b>WqJt9KYd&^(`)AMtj;%RS!DX!|Y(PM`3ZO)B0tuozIh?UQ;T z=F~BDb|kMt@16Vm!m#~j%?}t&O{ce$G(kCwJ=4mkW2dAK^x66ceYU1YW?GHZ1T;0` z{7dNbAh)1in+hqnnRQyU;~})a<$(q;JDn_-Iu6IU`?>EmYw&kipFYE+OZo~!g}s+P zlwax2uip44Y(Ce%PqR?Kj$`=BYW@^gEhK+x*9DO{JUY$EUea%Xr#_rM*e77jRLC@h zhv^CAx~rL~d0PMIinDg^BSiMXy2x-|r&9zSB`05F`JCNDH@))d$Cdo)+jTpKR{Gv| z{TcSFy%*AL%!2#^@Z^Ep-eLdG(h9A7@BgN%c$4@Ludgaowu*KG9H3PxqPebyjjP2k zvIX-)=JjoV6;-S(XOHJ(Ctp@?OmBBUbO8k=bvbhS&0e4G-ib8VgD5~l1J0{$@p<+f z@jB2oCfYsw5EG|*s@X;2sipmf4;de-z#)0)rW?*N9!bOLzCaLBAQVV^&@C^23n2Ij zhXzm`IIe?+o$ya+<#46PLP40jgyQ%;aQY9Nc-Svr&s7&xzA!E32j0clE1k@OAY+Rl zS9nGH>3uoB$MF8Dd>*B?i|v>dI8@OKtv^&|M|+G_*F2l_ec{|13Sc2xPn_WmHe~fV zB}uJO4~+j;nvT5_8>3%oyw>Cc5sSLv_pQ3lv_uSn8XN5%Y3?u9xGFC#$R2ge@RDUD zQj^3dDg!2u_r*!`)=>MZ;VZNq5Y1n(c)SZ+8#1P(|=4MNG&cIS`%8|Fe8MS z_wvOYtoz3nmctDHjPF;>RB;I+!Y-(Iig!c&*KVSFEJw4L;ryMbnP^*DvA zV#~6GXbqXYoVOQ=9g7unDpUq~1Gp|2V-Z+jCQ$AbhgQFKx0{U}IT$f36NZQ3Yle5E zzZuxa+|XC!isvnB=%d0f_{i8Z-hhrfSeNkVFVDDDl!t_4T_rQ11I5*{myGKRMkw_S zTuf^{P348R-}4I(Hx5arw!Sx6Prx|r{#=PRi?ov#9S_ov3_CT{J_2n74d3g}AAsMv zeo25=$KZEIZyCb9y*(RPRtNU!XdHH;vvi9YJ~t*=(u+%_Hu>eE4UiBvXeNCv$!y3hv

cMjfUr6jgvQUkwB|{NnsG$)xe0bRWw1)FfV9$^8)p{s^0E=mBj$(#vJ~I{$QoHl zn^?`bLOD%C^BKZFN`g!|sS7`GL-`w!8C|o~6;J2V;s34%_)=IO#dn<2LYsoxd?ZHp zyNkSPG@qYB4FmjPtk*k^JXoO=E}lzlGsg`ME3gTIxkj-DZusK{+ShLm2HEQquYD6O zc3gs6*7bPm<>$7H@Kw8Ter+oFNCDpW@9!4b)$`pCf>>&S{nKEsnq3601ZqH#G+cDQ z$2FiMRLv!%Gr_|7{_?+_{4k6YZfK`_`?)v|S_z+YBN0K49R86SfHftzn6Xns+{I~p z^B+Ug3Ij85AN3=Om)=GBlIjKrcR5TxZJB@m_;TE-kl{=)?hjZ&o^&8uz!KDn*J)Jx zet%S9vN)^xC~6xXe?22)*y7cXjaiHo`&N12YF=dU)8>SFO(CR`&=!P|mNcU#K)D6n zc)yCw==F!wyMubY!G-yh*SH4J?9@nX$|lPEn5Le&i2oqsIb~r6r%)>$T(^!#khJRY zR+d&WUVmsPQ$vv3fv254)Y)8a988wq#JxsfZ)9`nV_cUuUhn627LF_Ax=tDR+7{3L)HA^-Hy1KE{R^;B`tM3u?ak;6DvgYP8KNYNm5Os33dUP z+gS#IC`wP{l8ed5wkIkJ9YvrO+QlD z!HZqy2ahzED}I#AV0lU&r^k%N?M9;b;TCdFXCl9rb$Q7I$XpQxQT)r`}dejLaAtq8+aK-HLXl%KtOd7e+pmB2|A>MqvLvt_Tz}C3O zB22Tn{Jc_j^Qks0nptF#61gN`5B}v_LE_GPPWo26l7|V%xdOKt!eF@*8$Ui;j{wVj zE05=lZ&my>ye{5~<61q@wf4#q%@b}bW2<}JG{X9_5}loAjlY@sZk3Go<0qW<2&J>r z<#wYYf*{gZinL73y`Bve3n-3MKMbrMB7^$!Ex@}UIw^;w?14>qe8anJzarr;Db67+ zJ2>`DTme6$X1?-|w&4@fnRy!pX4Q{dZ`9>0?^5t>A`i|_q1&rfx^sSSM!9s)T+h6k z58j3%;yl$Q`@8~b>zr$uH%kniPQVpKG`M1N(7FR?DZPU2*Izze(Kk=lnN-Itmf2$z zUc#609o8yg|9btkuk1f>y!odB|5V_g3j9-ne=6{QR6y#j5Vr-ye%_c*Kp}(S?c<-H d{~r}dRL!FmAxm3N-+=l2{+rdgf-^V%_#ayz%~SvY diff --git a/docs/assets/images/white_logo_description.png b/docs/assets/images/white_logo_description.png new file mode 100644 index 0000000000000000000000000000000000000000..661442ca3cdf522adf031f30cc37eb9e6f14fad6 GIT binary patch literal 13610 zcmeHtXH=8hvp0$ef`Et|q^l?h2uN=NA_CHT7Z8yeNFpt?fJ&1tAiXKltJH)N(9mmy zPy_;;0MZFkBtR(l!E^q8ziZv~ez@<=T1nQ-p84&W*|YaEdy)t}9W`2NR%$XbGFtT~ zj}6Gk$Z=$3=c}m50ZwwF5f|`v&ci_M5n06``wBo@a8%M(A|tDcqdBsr03;9fw2V{$ z{^|d{{x1Um|3yGHij)at|B0u8jv?7OiW?6dQ)|8sPk(DJiLRQvBJnL&h?Di6*8AC82XCI{y~v6| z?oC=b++mtgZ2Ki0aB{5K|C7U7LZ;QuDf78|Em6?b7S50)t}3Y3oGjoUpfcA|Gf@f?Pw}3Dr+B_;A6jX*JhAw zh2_((r2eS5s-;MT+iMSHr3c$mE|0+>@v`289Z}t9@F36J1?Rx3WQ^W^n8Fi5xg?{$ zYqe?o3v-LF)CtYqY4 zy)g}M<}kJ;Y|$?HsMLylsNVVz%JzWs&b!=eG`G|)e|uObD4d&2#TtTjqELBw&0pn; z();g^tpn6qORkg{$1^fr2tc_pt+9yEqn4oCj+k_LVGu^F66C-N81_H>`uusLYKilZ=1Xd7Y5*?C|HxYRJ1Ii3Ypgg$j<*n9w*@(c98kutuGF?7KUiXy45F?{$UtDAJNt8^&`#XqfBH1`g$}8KWtXI^!@Qeqpuj^g+ zT}_{~)3Il1tpr&07Oy4PrCeLBRahW;46j)IOU{FiUN<^4>#MMYuu(l+yalWAJ)u}l z-{MKKzXHBN1~GYNnH~61)&ZpwdM5G3JepH{-uSN^U(xt(tg@3(7b@e}2$3 z3)}S~Jss-0Z1ZyYhp7#Gx(=jc;a(?8i)p7kadKPQz=g2cqa3FxD_a9QqQE|LF&Owv zqE5q#GS^AB+BoUBS4}ctIZmqOr?ZqIQ5W32wZi3(?t(OUC0;c1;6iQ;+f}sMZ^m&E zClyf#zB$rA3c7;!xpR)h28@}xj*Z0I3LlFdt$0bz>`!8Ffh*2Aqh#R=vCIM6exWjP z&`+5MaiDmXks9$Y=^mLMR{Kf@SpUACxzq3q;rxIugzZN^SD}i7UJm^{#rr7nhTujw zC;SOIQE}DhNaG@2RVFEvG}t8G?q^xq!!hy>eH@7h+WITz#;j7EO!J={O}? zZXEM0N$mhe1z)^)9Iu4b*RjVdke<<2jm4fM@WAv&!%2M@MVq$Rjbk;N25I=H-W$NW zUi9<>E9J5}0nHY^@zOacrg?44(WSe3wV-l_fvMSyON>gYw^#^QDgjLN%?pp@N(v)= zOCjWc?G%EqjcW~!kKPOha8}XBif1BfjB=m(+m1^zB))yG3JQ#kq>?%`wL+dg0_JEP zX{Re|gxc&4;^+=uSGF3cFrZ^vjF|~H(u?5AfMPEiC4DOU`M9+tLGs^`8TXw!a*4X& z5`Nrlzm!?S=HsO6A#Cu{dpO=8O#oAZ!0!#sk*6BuWepHhPr^)4OJaQuYFV|xDcjRMp}b7Dz21)=%PUWsuC303I)j77Is z9wI~X4m{A?jC;}f#^@RW(_aM0q%)U1a_65AoGp26?`HUM0kRughSITrXsUugspw^H z-Yf!!Wj^lRroFeemuU38zT;)j@s}IfCgDQ@R7CScew&{yr$r_0ChAC=%Gc)gLMG0i zUXHV6Ij+qXJ^xVp20H8B48X8-nO8o!gIBO3udzCuCbtMpX2<-bP*TY%Bb-=?uCZYx}03>Q|g3~IRGo+GIG z=>{&Y=z7dX$yG}UJh)jaSYZ25p3PTnA9+VHZR9~YBzt$<{|A@Dq=v!$Y5XyAC}=(6GEYXH>HC1AetokuWxJlM6> zD7ZE&S%LpBIVET}zkjz2tS_&z+4@ z8$*~QyAyTLt6(`Cy-ogean@7Ir02!=aWS2yfj)?fQ{JoE!l%U=3+X9=`@tKzO_2SC z($<~<FCHyYZGZIf_2g#QtaE4jwdB~X1y>ipky#MUB!XxgVbBcycAd!fxyaZqkD0`#;|gW+ZK zQ21|RQ;+XfENqJbeBlcRVOF2-7DWFyS{&4$0UQ$XzwWabj1OF&uz@2^?l~@Y3B#9V zkLB4z*lbITkzD@RoS8}2K&u>$)U>0ec^x;&pn|wIB_u<^VF+nbkgKstemls7vNCaI z+kZn?d^Vr%_h4g){|`2syq8k5MLN?PJC$;=!_4W5rU?8E9F?IU8a~{oXe&ACc3M<1 z{d7MVQ@WYlHtHo!C50B>hH`m#wZgXyV#fA8lCGsq1Pt*xme|-C-1!YW6h>;~LjBl6 zxMW6{mVR>{z+|5m)~t%WY^4qlhH`6h(-2!U1Gh$kCY!hm;}J!1&7W+x6Dv2pP=3_` z=J3muc-2(Zs|5d(V=jf=NjZrMx}Xm&q7?_d8Qz)hxRce7ZK11fzYR%%&gKmv;c9Su z+{@_R%t2Wt6zy+q20~lryw-!<8BuHZyxvT@gEBuhI&{qam|M7UT<#F^xW%szsip!h zY_a)QquTPsFQ#+DYgJ&rP}e983pXwK9SQ6cG-^|2kyKCI$6a%O_buHOD7cD638`bf4INYJDC)z4b+h4r0n;o|USOL{%w-w}!r zZFs*vJ(6yWT#O4UcRM=RqXz;8vn$Zmbj=auF$8(@Kk@HGFQBnOUx zIOl+5dwwq&qQbBDUTf$0IesU&IF4CSX}%`2!XRa5&`8(3w8CfwdIcQf45ZcG#Td-? zMIbMoOyupe8Xo__DqI2uBzF~${NPY4DJ)A=EFC^OsIX7k;G@(r825M$s}}bUe!a3J zsy|sSK@X^C1G{3te6?pg^^d()TqFDUf<79ggpb5+fc_Z82m{0&OGbXktak0C{9zM; zo%jpbLZDxEYu@h_q|c5Kaa`rtvTN7V{O92r07m$~!lF1z>BtL4nipqeArUoQ?;g31iIeC13rr8zf$JA#HU6H|`=wjX5Zb1Q5< zh;OSQ`dN|sq#m5MkpQ<~Exh!yeq~g<;C5_%5 zi;&qDW5;9Ggv zfzqAX&Klif*kyw3Po=aHCQc7GY$}enLvv8i4oHi_&x@J$(cXvAjkV`ib3P1 zvp*4v6UzTO#z6Q208#1+ZIkWxk0;$bEKft)AmiLl04{eiJD z1q%7jpg-dS;UxfF^Jh}s3KKv+?vF`bd&U5*X!4($vTjo!pfmns2r2nD9`+CYp~)z^ zlPSmaKk|ktK-C`w(fbcgZtlql!{usJT>+0|%i$d1njKEAEr$OwK7$u9$Dd%5Wd@Y6 zl{av$<i$Pps`b-0#b$oVJN7dLY9iL>Tf&y`AM$m0 zDRAA(b2ffL2h`b2p&4o^Y!G9w1qSelwJj18n009OZKg_NG+qsW55r?bwa z>AfO{Rw@A1x6NvpUc7mdl)1CFo_%JaF<#;466>=8K^YCk2R8r*OZjmFyrDyR8~#9# z`@_0W3 za`mhia@KDlNmP-atp(6GF=c&T4%cRsyMH#F5Y7^4=}aAcDDc)h6E{a<4$}ZQkab=U z$2Gua%Pq73wq zcxXQ_;)E$zIRFII(xJo7y9tsBhu26sVk5w()inEbOPFJcm>-wZN)+sRdiXV%)90r? z>cS38;!C=meENv80~hY}wNu#UgL;WJ#O#N()y30tdBJqN-R1+Q(PGMaM`Aa(_`?qs zbn;uX^{uNX9<6%`U7V!#gv4a7pwS`b%{AE8kSRydV0+T0;vCvP@E~Q1USWTUJ}WQ` z=(E8Dn~2PbiY-edW`(`)mohNY&c9oGM_%crLO|C~fFSEQ7d@aBaM}zxn)`c$vh|pk z8T9IZxbghohgk_u^h#^>MV1=6LU;{7roM8 zC15OV5!Jt|wPN>6d{bb%H0}}>Zost`3H{VG2t|~A&z;ksbS|(jRWK3GCTi}=s3JxF z!r{S^Qn4p`;4!TpYIvFTgUy---wkdY$ONlp% zg;G#qavI)C55s`=V-p%GH6C-Qm2B?g$h>CvYuFdjH3UKqK!H=DKpHoYziR)YUQKOU z4zbpDC2t4JHO>eg={|bD+ngpwvpCq(J|dLW?LuHbRw;`3$jSD?#C7b_V{{Db&|IqJ zlfL^j1zy80fzC~qT;w!bJh-t)Amvs0Xy!th?^Z6*C){3e68$@D3Qzr9M@Z~>u}4YsNYCS%UZN< zVEo%)KWS{Qb%1vDIv*7bf7ytc(2gT(?Ua6gTL;Yt69W?*dy#x;bz>^O zVrmv02}LgN7w`5sm#}bj^jWOs z1v*@EjY=6Cgu>DypJcuo-C8+G1`BRnBS;jS)~VlS#|x#OgCXl0yDvW!Xc}WxuTK+N zp|6(}gT#BK9SoKs`aPxFXztt2111)1F>}`*4Cp@dYT$$XGl6-psP*0aVZjmKmEW)<{isp)z1*QRE{Ty6leNmpe!$eKq_<|UHN;fp%sPArre^GXgk z`9r7R9^u`zq11e|Kwzgeq;8-cC0pO)w#=;T~e{;NPa z`>z?_nrr1!Ig|Zg=Pls9ZkkhL#r^RaJ}mv=O(dghVR9b#vl2rrXQN@_vcPXU|`@JxHn z{O+O|%#qY^ck%1p$t4|^`{r`D)nxZ>BKYr>v^S_2vL*2864H7GEi@gG^I>W|>1CQ7 zu{wbYt_LfcV?Lp+&#D4jr>3sSF25b=evum#95!`_!>IYQo0CoMM6#>WyqQ-f+i*fb z$v2+Ih4r2qcV|2^P$3g9qUzyl)m>o0=9A(lK`9g38=GYjFt4aFgfo)2e=xj&kBd+t zc11m$(J7pr zAll~K9vAB%qv3KMvb@=|3rF811xsI+IrJ~xwwIl#$hWc4)s)aM)aQ|&n4de4j+zKX zv>V-qmuXh4@QaN#97Jo~{gs&d3HKD)gn5`JhMQc8bri_1e)2$YQBHPyD9m4SV!gAF zZeAPaKqi-vJyIpXvelxpXq_Vjn2>e=?N$SjOXPPk<7!`_Y4r-R zi<1d*!o&T?GFRM0NWp?w2a{Sxmn_!qa7$xnI`54vTenfuwYi5;2leJmd4hstOT_H? zP{i@ae~idCA=TsdN@^j8EJ12s$!vQvLMhUgZy?HOM^b&Eol$IPOL;$-Q$$h z$a8I3k|KzGI$T!w97GvC-0SSnF_>=-Cgs<$o>~##ZYk)Q# zo zPNC5nNE$`*3aBH0y*xvCiTG>Cv3*VlY#@Wb_A!!oE?C(Vbl0(C?De8dE*;(1P`LjP%&Vty%RpiHza$Xzv$gcN*J` zq_2LnM9%XprZa~EvjJzsO8WSgm%qKEw+qjlGC1ao45Tr+BF&@UV)CV`M9R$NcRz}N z5cWZN<$Tww-TEm}W+HilFw%=x1)~00;|yS{zo$MLf_m(8eHdz62=$^f7gnBTo~;qJ z+IhdrM2DL3kK%XzPgtN~mXuagyHN;A2a|w|THNhYPy1=k;9}hk4rvELtVp0nn-1x@ z*)5wYulvb(9g|Px1p+!Luszg>za*^AclXDwjH58Aj>&#j@}Elsms2^n1)ORca4uuCtm^)53UY}#_lzyPXKJgwI6k(Ea?DfkwZ2g|W3r^2zfM@V z--LR?lg7R~_BpZ*HC?tWAucGBmfV+4BY>k$h`0J?JU}7*S1moccIzONRG9k)>KHgA zj+=J8F;~{M&}%`m;ee&7o2aMT4_G>2%VQqmu68pMe5~G0*a64JnKL@|mw5(y@(Jf) zsX!Gw{75^>B*5iHi~c=dvkx4EJX!7u4=P#s430JYj%X_%r=17LJ7Iu@S8!qP>PAi^ zKe~L!%x!DeJLmP2$$CM}1J~2Jy=g0laQPPddsj~bn&u?NH3WILYJJzQyZDeAkXs}Txx;kLpnLEieu*{aX@I6JDcUd4s z^#BL=sS2kpN&9ljR01xqYrIT9huRJtv8NNteGU~aClA*6{lu8Os%s-E)8Oaa2$y03 zM-__r+bBsoZ>@S-HStJ7hF5R9 zxN7_hh>XXCjKBL+T~n}m{DDfsC1SXo^Z8a|0TZ~Vu`5Tk4HC-)Yo1N7y~4ge_SrT> zZs+;>LVJ!NGr?2pHX@i6VtkJuTUh4v`QXl^6w_#koK<+9KYrTbMne7F*t}2U7g2Xs zQiVkJLOnpoSE4*D_;EdRWu=aX?~_Od%K>&NvJ+&@rtTs=C+J+ePeYsYu{;#L|ji35k76xThZPxx2y{*!U{H$t6vh zkldesqh6B3C=JT%PrZ0RcKA-;lO^DGr!cO^Th{!;$ORcuJ@R0n)Mx|0brtqs8{pR2 zwtVBWvf8X-du!T0uK4yeSJLi#y``(uaDIMjgpiRro*+stxV2K2+`pWNI?$@wd?7tC zh7g?ES&M7v7uMs)?Q9vvGOgRtr9X+Y|F+(;2O155qtc$XP3&|yRM$* z0NN$TGe%dKxB1m&ibZ$%$N=;)+v+{onqAX#ytwEtu4kx}BP^H2$&zsvWgDX)6M(tQ zXTB^OSllt;@b>`I*p9D8=#)b7SU#}&>*y@@_YQB^h1EGIOXOD+ah9HJeyU$TjYtW* z$x{dTRUG5~_KrJT+qX?p=whmV5V3wkLCDfP`9v_SJ5SWi9XYOUO$Qps54Uy_ z6Dv4!PDX2=cM0Ou&zEzwyqI-+XW6#O0QNwaCLr!T>yNQSPS0cG4PU%^Hg*f=QfpD8 zX8$Rs` z{RKTquoLBIkkZ)wAc?OS3J%b71o#UHrd@k7DAVd9z9dsC^z_8fYfzR_XkkpZTwGZq z<%M1Oo4=@tjjYoKZ~fQ+KFT}$rN*ZHI>PPLsZCy{&J%n*a>rI&L|HJ}7@5e1-iBE| zPH@_Tcgs#f$x*C@&_d!?<6H_Zok{UZr77@BAWI>X7j{d|(z+0He`TjA3CewM{u*H+ z?EVtUX2rwruvsD+VA)+G?7El|RISuwyGhOYk^it>7*SA;_Oy*2YVqP#%{uSm)M>D> zj)&J*jG)v$Hc&i~9lB+Jk4nweWQuKM4&W)u5pEFA{puChLHH$qpLMuuzMVQH% z?o+fIN~5~VZz^lgSceM{_Ro;ju586Eig9$)O&nEUYKR=_W?7yB82E408P)W6 z-LMsMDhDRk4y~N2yPK8WQEu9R8Q2OjyzHa}nEAN4miExWSDA*WMe?qv-D(NhaZ7xN z>Ey<((Awtz3Iv&*;w5=6P=g-QTgK(!o*?yOwy1~(zlNf~n?0Va7Rb?hA+RLS*aX-x zcjfOE5~h4(r{%WFGzcC(AzoZjr&)*`JfbkjBlAJ^$EDrNf;hi7T1T;u&@nF2D#%31 z`8#xZST)IAKhXDYXt&`9YzWwymNekVRB1ck&)s<11{j4OtspLDV@RJkxFF7oCqV@grBZ_q1&$|IIXuch zRzD%9NwuRZN6CR~q%rU5H`pm1S{J?}XrWX{k~}F((qv<0?DI4SVT_{sd*nK4AR%>d z)9I8+7t^1+kp2wlq_hCX8A4on?hpdL_phQZ@0jIoQ1Yx#3C2#d z6Pm>#kLQ|L{bs{;|YgO;j zRjhT3csdlKEi_ly_4QyEQON6-fqfb;V}=Qr8$C=mzxl#qVNK)FLDr2CGhMt;m&G3C zLB$Z98f)*D*!bRdc+4Qsqm|T#@+gt;Vw{>QcOy8{b?)MF_c(aBio{I>9+#QroL5MArH6()?px8-9-U60a5AKP$D0*_S>WnQ~9kZg##r_ zgFyZZDTKikNR$K`3c6EpvnYJM;i1(AVy|!-KbWO7vT4`2dStN~=cyL+K1!#o1+SwU zZJ*(o9H0GGU^>$8J$|gJ>frBXC1%<(-{v3-6OEsEnQs#y&F zMCnznBanOm-C-9 z+T=4hkH9AWvcK?=#X2bvtxDn=K|2VErBqe*^ZR-2J`Vtqf!$iE+9wS76izW=_Zy&V zwLh{%V-4>;4i57-DR&Uev3$uJMz*Ti0LDB2_#&8$gfXV#jbn|x}MRc;f^9#QV!|Ye)+#< zavUhhjH3>1`EZ{POa*h7uCLT<5HZQ;4Ys}`xc6b!Ct!6cTY=E>cXH=9l=8TK1# z$&b{nJz>o40>xGFP_)7KRS&}un^%c}_ucgRjTGLZGHcB#Og}~QD~?HU(UZ%9)9pS6 z{VY$?Qb82-cDhU#{vK-5R&0I?tOtbe@UIDFr+UtF-6{umC9aFN1`=PzB2HzwRZ zs2pI9cS>YYTd_^_FP9BM5+C2BR%B6<=`fqhV)=zn)_FIU9Q8sz;D!1xQ{MElU_}Z2 zjV!gZ?Baz3j=An`arF3}M6qaJJ7eQiW#XR5kykM+J-zzLQW`CG<@(?JWJrglR68zp zdT2MCTTlrtt$*?*qUtm%)7>H8RlylC>eLWcjOXy!bX$tAoo?EteCQVzT==qDu{xNi z;R|Hox3HpC^ahTZ$pG&~BbujJ{YjB&;jvH4r~_yrxPu8T9rPB!Qhqq6sO{A0CQbmwm_4BWrmAWo*UZldCx9kL@(l*jU>f{aym}Gn#2;J!$YNhmqej`%g@oy(W(>^i;_f|e+N5OdE7 z8va}_F>r2{0sKG|{|<4`65<<5tiBY|Kqp0yeeXH>^z>1+ZhaMPDY0PJ&ZE$JbDiW@t)z_=U7dU(Y&)Ag7Ep0C&XvJr{3MHD)!x>||?B2dp2b=cNQ`aL3H zk4D|50eUDt&dZ0e){ggxqemOnOR%m7mZA3h@4^RAkw%?((0d|0(M9O5Gl#_=Nh6UqLr z#(6{{6xAm{P3RB7IUT>>H?^;IE-!FvZLZerKAjZq@?M}AqJOA+uvSiOxz0egi5c`k zf)u?cXk0O|q&zVAZpG%ISf0+G8)Z;&3J{<%)_CWaYFo{;v~m!@0;lclwxxQ8lr9P5vI23 za0-9k`a{P(%9!%INO>m(eVY0dsf)gV>hN@qt;U^OEWL+^GF8RHrt^8))yht#yK`NUMi2mH|K>J&|Ms|zgq&^U zx!0jq>_&!CFzU&evDnI>vSj_ArX>j1#d(jdn%LQT>6FAdh0ruWDM+3PE}q!$I<4VfG|`7K=uN^v`^J^~#dscea3($$R577vN{ zBvM@4E2rQd?UlE}j1OC;Iq01#mr+kaF z1F&EwdES9Eo0b+}dy$i{N<0`d#>5Efv{z>xmh1TY4;ew+de~#y4YiWMb82BJH6| zFY}c2>*_Ao&+8obZ}~D7kse}fxPsCkF%RAQnrQP~U3bZXo;FN!0Ame|%;6r7WE8+{ zYQiZ;T|dTD8*3V2J}jXkf>`g<7haR*f(c}Dve*>scRSA&9mB_2L6+PxzD=a|U6~9J z^*ceUZbRXg6vAmLkZp|UPIdtTv7f5?~e+^hl+ znIL?ecQ+S5W)TuI`q=uofN@%QCA-T!~4$&syeZx;wU3bAL!N#v?M&mb4CDex5!9Sdr##pdA#D z?0&|Cg@S?~AojaEXsn~>dCUsTFIFTy_3EB^o%FpUkkOBwiUk1mJ%1`O9DMjq6*PO6 z*0?$(qz8XcVefugd43T_no=&;Ku&^`&tEe@X}lPpRLkiEeD9Ka?DQ&=*q|B1{M1rE zONIV4MwmakxWtp6PAYQnFcZs~H`$5xvGWY!TMl~_dBPqKq}T8-H_ zWm+hw7B0j-2mA&FRg;=b4zyW^39L=R*_JGqh{%ZIHB2G^`|>V%NZlb{31vEEi-~Pn zf_q=slm<)c3qLbgWd`vKxETWO(o$|uL9Ga7rs(l_P&=D7BSyyHM-bUdS+JoZ-9tbT zJ;9-eT)B_wId`~EW1f*lZV!|*zq7@Xz*k9O51JKF<-k*noTa5i4r87X)9N(Z?EYx* zUU~lsQg!H$of&~?#Qx7aL7}|j)^ith^@A7R9$%nkDTpd7Iuywqk_mm~<_spsv<8y` zYgo62d9UB~Y2t=wZ1=?bG$m`$yNtOW+?AA!4i2OsiYJ%AM%|H&NNvRxtm=02?|I!*;fnDwcMnCciK`r<;@*XD=)@`RmcH@UEZvWwRfD@5jCk)r4Y-%=ib zWi!)#Vw8iB!=-WBqygCU3?We2`bUGU9X6{$ZRyZnt);pz7X* zJ&g%ee!9v_>#zB1ic_STL`DPr@^Z8EXe;&tN8rm#qurkjNAc~1=HSV14*V0*etup# za>~k)!De&stR}z|m+xqUzCeC=0C~+$$LX-_F(lb?^9hJ{{W9;+j}q`hY!5p3Zq`16 z5K)C#DcRs0!JF=w&$N?#DxQE8Qq!gy+{^&D*syp}&S)P=L;s8&uN4Fj?w#K6_(sM| z>a#2q{-j*pRLDhV7hcmM#e#216#HYa1Z031DJAwrP zGcn*Qm*V_Aj%(CGhg0a)CR&P1Pu4NS0l~m>!lXsKY)~zvpm%94Ts%PJY(4F3iY$|~ z!>hOg9x>WJ+p(ccf}WGEK6Ye2zYSfM8{_R- zJvrT-(gG*(EWK2AEj5cTw66a`*#U_;m(r#(-k^Dnc~&!ic<{^}KD{&&RwSjqiG$ev zAeg!7b2{Rno1nAWEEj+u|4|H^ys8*`GPBoHv#E7+!>sUtcE`HvTj23?o35p z)a{lfL%K(Kn?G1zzd3fIJXQ9II>t8BO#)_*!%QVThbd;BDaEMUxWf<6+vr2D&MUtL3q{# zTIifL0a=yRz||M_1+tM}lXFDT`r+%zqNwL%?H}zH8GDfX7y9z%xTK1s7ebSW8&5#~ zywM9IAQMdXD&J|i2A;d&+%aiea6`;W2aGI;6$-t(J?qpSKTd28&f|_>7>OMA(@sw&QamOD9%PKr`yM<+hZuxBk|v9;EGp=0V4jlP zpKD-y64dZJ_h&c4-gTyUW7o;w-3iTR9T3?0>tdj?$o=$!vrw|o437%wTI}0>&A9F& zpH8C!?oiB;xX6|X_Oc|PZ3O8|CK%XRea#wHkON1 zNtjfI&O)6@Y2DR?gkua?mvDVe)y~6fnVl+zXb(M#8xdU8JMJ%3hu_l$eJK(sx+BNsVt~2zd;*F)7rFejuDsx9 z>3q@H!&*#Mt3zjaNVFD|qaAr~r=1!RiECIR6~;04i6$rkbhfoXG*^*&{ZLf+BRXR? zgAkR=wIBrI=MC%FQj8!bb~&{R|L(_PZt+AfLr&08pZme0q%mCL>#^$#3A=U&u=&&v ze{W`MG56gqHMqBS&jOy0^M4{s5Acn9fIqFQ-^R*@< z4{JZs1|^7TnT0YK?yX#EZgKTsYCT(h=Sf+1YjFWXQLwy_Ym*>5F8o*{ToRcnxe56B z2;f|>Fu4V*WIRm+>3e#-nDpEf0vVAKN2q^KzNyOFNXbnVY{7cJbt$=?C=w8T`d!5i+9_ zbWmgf^^qp8UY?hAI-I|rvyRTwwqioii%t|JcGT9uN5vc_y%Tf$nsIp*PmR8(Sw#b-3 z9;AmA#4Or#I7naGoF5;MijS7m+sxg{LFU$~-o)(_k+lSynko`Y*3=$++gLGtU#U9b z&R^6}Hzr;&6{3&N`3S+cpWc0A|5;}$_Zrrd}{)w!5{zZ0*U&hiCJ_6S`^o-o( zGGVKOlFRworb<4=>>LF-xtgN9&?RH6fKizQLTjX@f#b}Ai$knt-G?u+Q9F<>2U)fF zoce~C==%2RK%NxY6ZmRO3XGPH2EJfF)QIu&&rDArI;@d?b4Gt}xFIHZN|L8g8}%a4 zYVP8s2P%@{XWDTM5Km4%x#f1t2q^?z*)d#So)jOd3dIkq3_m|1iJW~3GNS5YnjWbV z=!GjFAA{7JEWr(SJl-EHM3aPS*RLTTwON9bj9CBz#Y53E;Drd5P&3X25IEruhaVSx zn(pNwkM}45O=H8|BROZ}L~m03W}Etei7J>fDW9)G`9to_Jp~;#asxu>L!sLHpnqT| zSOEh5gRCwGDCrd?Z$A>4sT6}0qp-Lu8CDCdak-Zcj)o)B;1CCzphhBqqBnr-om_u@ zMG)NU1PD8&&1wAz~Tf%dZj8>~ZU}u0wXRE2kQ(p?9`zw$w`h)fFv* zHE`0`M~W~9x%^lfKs_vC2Pq1Xv~mLT?z~;N@vrFaYfm)xuENw49P@NG zU%qia;e6ysM<+=9y|) z$6tcWzEydOKfKcZWI!hbetF)t`zl2P(hz%~xVY}R3DqK>cUDajlxd*)2km1PTh9E} zBV~rb#)arD^O7AlgQxn(G2?Ah0(3FoJsZ?4R(<@kLUU>LY zd9S~PkheVIFPEj|=FnY!TGOvB4o97L^(;5#il?+B^z5eJZ^;f!$q{0W5A%C-YeHf_ zLF|SF4L2<`mR$6(ey3)E-~aeau?^*wNh~RWuNCy>G}Xjy?4&I&w)K_O*R>02jwf|oSe}H7l&>} zeqDZseg3tx1R95CzJ7sdM2#Gf6;R(HX{d}&b+;&noH(Xf;A8Vcbo37=xY?HB? zw$J4|j)-Oh18sBq{7Hx77G$#Bg_lR(dY7LZRNyL|S~=K)!zYH8ka%l6jWrq%5HNW) z-wf2PGZ7VzxSVN9$$E@@tS||UgU0-%uIV)-gtgW`!)%2wnzS)0XF#q|{GD_uV)Bcn ziAL5YDt}w!v_ce8@YdVws7zdBzla%i-GXJmja(YYu@P~Qs2}Fgy*e9HXE9zfYIKAy zYT}$&KCERt;aQ(j=c7Oh#@&+w|LNF73LO<&mUNPs*nEjRKF}S}a;@$&p-)aaaU-88 zi!#D`DeFwyYCX0PRvqig6~F$l&LFQN!dk(ivnb>GKQ_8?SHH1iTesqG^pgju8XpBiaw8|CcRr8v4q4R;s{$gis%pg|ni|EjsC?|40nSw2 z*WOGp=nQq~C~ET97o~R0ch2IfR}6FTkqTXB2qN6-poei*kKX{?~EQ)Cty4WWbDX*K)pkiE%!vj4^Lo$z-|%31Y$36Mdgf3 zwm-CUxEqv^@YUA3qu@=T3gOk*dws3r`n+Q~$&oY+1fFo!%c%H!wmEci1~+ExCpKK;|=R-?}(Z%yIPlW6*^W)|#!oaIQFU zp@=HZ%5J%HI z7=sdKbkN2&id7<<5^-EY*x1b8M)O2@SZR)Pks_D(KVs$1uH-D--zJP}dCW3MGI`s9 zJf)o9s5NOaNH#utbtR^p>Vh^ZXSYj@hlIcm7YBUIeXhyg33{^e&Y3%Tc(2|kV~Y|+ z>oJ?}dj7fp19m?SdU8;2w3#Pf!n+jnTxYk_ZauIu6!M)w>h+E{pvbiG2o%&amTLG; z@bcPFdH|g~b^(7K+4n1!`;7@B8>|Ra|Fd%?aYyYA(Y@zjuH85nM`!bid@)~ByKu9S zNctUn5zO*F6L!@h3clGWa>At%jvRLVlCj=FBE{^zO^f_?ynBtk_@s^&NVV$lN9UW&gxh5A* zD9=9^pVr~v6rT)J44iLCamQCxDpL1EDKVJj%9>vn;jY!C&M(JN>WhY7-R%p2qfiS? z@?TMzUlRboh^23LHJ?>YG~^G%-K!H6a0_u=aAZfyPl`NWH0(T4O#$Ray>~kd|2gjk zQ@1me>HA40>-LR zs)frp9?|<|m>d5!wZttt8q#8)%n2*95o-kY=eQ~_KB}vuT9avK#S6fV`-ZN%i-vkT z8JUp#RB?Y}=hgrN1$A*ldt(WMHK1}8_nrS83VkR_C}Y}h$hXv0MH>Z`J4|7N{rY${ zVX}gS+(5)fo7=ilI9n@(Zpm=|Yl(eACgk=gFRZ9Lb$(ua1NoEr?~sEDEf5v`aic{; z;kp4mu*AQrQrCnDWpd+l^7|L8*5?cJkP!I4LY5Qvt4k|d`XYpNY6M}sZBdZ7Ie&vC zWU!fMlm>4cF3HbiG?A)|kNc5(b*H)82OOo=g8cZF+umA8LVOs4^V-v~ruV-8Rz0p& zyLsTakR%6Xcb>STwMBGwt$Gscr3au5xmU@yJU|MHq}YR8!&rHgIz{i6B{BttftVd&_C7usuBZpU&Mdyk9uF}+8&Uv&N;L-;3*BO zcmKHF)S!6FOyEjNh9=eSWS~>DN%iYRKH7xt{T8>!yV*73R5L?K>}^X(rE5MlG+HW5 zwNixR_53y^2a5D;)XPa76-=vSsB1YTLjV+x%Y)=nxRND}h__e;A z&wUnaS@rVpu58yIXY?Y&scn8Tt>{c7EJzh>EJ9@U9DDEMn2XouRIi!a-U}PwTBo0~ z)T+arlWwiJetS`#HK)l3w|zI;rWp5DcrVI=M)Z<@(UQE2_teuZbM|_ix%-(dur2vzJd{+UuphB420io4^sF0uys<0)L>(i@|k;-RqsjGB{A*q`h=dg@FJQ$ z>(Gr!_ZZpn2uaLp$+Im+W#EoJA_C$-Gc2xjewSadV%v3W8e9c{~dH@s4 z9;8(kd(0u@1)iq6E_wGA)b2zUhGJ?kg97D~-L`J5mR)V^@Yw~Sy-}i@20^s%nPfakk zmBA*ir{QQ?$(^+#;gZ<&VxE8FoHa9(QLW!gU-_oBtrK5Xi@qvvBBmaHEZ*+dqxL_m zUP`fGJzGn^tsb$Hw0_*IQ|-QA-(*$}@sCt3E3IA)q~JfWH+=kheB4mRB?d(jH?Hn% zgRX9MRu+Q45$>xi!ELv<@st%DTxs!8RU04vLziP`)0OwJRjxC%d|l#*Dd!z)6Uqtv z>fV3vZ~xDGX&uMF272TR$t~GmHa(I1<_}?7!)`kN2fvPQb^tE|WfE#6q}dW&B#te{ zWQ~zy3mc|NO4zDPBQl;&=kTfyGaG4$Ep@7hB2y07Ttq%HciN-yh4O>oY z0iaSMkVSt{X9L3ltp%$Ex_`?`t#~I_lnkMNDYh0^=-hO0^i3#geEAlv9mX${|ha%;187HZ00Il|592@;;|H& zwHtpaGSU2iRK=Wb#$TgNhur{*fSqpCU&`!}D7KuZ%O+f4!*W#|t0x5r>)%S(2JaBT zfQdZ2j#d48#1iDw1XM0{FB$-Ior<~rV^yvyZUM>IV3~-V83854c1y6;K|C;9UOrMl znN@xqs0`|)l8_N`r}(jy$=$>)&g;1k(g%uYwg9S@7d!GNkPL93IGFFPLr%m^=Rezr z%SY(?^xgHVks9Slh3}c2E_bemhEb|~M6OSYXs^bsLg;xjKM0=TQ(y;8btlPz!BWRa zx|hzt3nidv-ZSC_1#M^lx-Xo&j`fX1rhbXG3q0MUN7eBhN(GeI9Kh}ugT}JB_6?_+ zK(hf5>oDn(!?&W;cy%j#wSR$FoV6VQird%-J`p*QH=RF=Q#US_paZl=T**ZKtVs{K zmi9$C=1rFXP??;A_&fwftACH4bwM*jX#q`cU~)$^cv_)7XCVR=3Y0*_Knme;F+f*J zV*US6SU_95N9tz2Lp2@$$jE?eLZbl=cAftLkpVj|MFNE2`2ZB~3J$wd5`;;x>!)(G)#84O`%i6 zzI+?^$>BxPlyqFD&~#T=rXyHb3Mk`J1(6BH$GLqEO%0n`a==!djlkq- zB1((6REH#Stew<=g|!eLDU-4odYmw=P3y&NF0CxpI z$OrbZVSzKAL_(GObNSY2_4zvhq7ztZfxTBgG8N~Leq4_So^j5JSrt09(w51(ft;&E&e7-ZegapqM;_w z9w^dXT1}ptj8+N3&g_9)S3?Rh7ae?|DnhJeCiPMhOO%n{uwhweAu!s=#0A z^voZR?ru%T(c$TZK<-hLK+HZK*T%tAm7$CtcsGRbU+^_PeM z;_`z;W;c|=EOooxLV6xadLKalCQX*NC$I!RwS*$vro96Jv~7sbDQ_guq(wvPzue~_-1;maa>pUz#pKv+BF(;|iYt?D# zU+Z*0r>tF9UkT903^Wux*hbzPyy`VRHp&1xyk)>4gq~n42_|fJu`Vajq73M|#u%h8 zXNGMj{<`}apYlqIpa=qD9G{asQ-zjJJ_@s+gx92)j7wY40!O_ zKjRjH{y?+R80hk+07AKp93EA?OC(uvq7SqU154=*agfeNJRpPKifKG?$03U)on&&`uq+*ftvLR=1@v5A7ESZ+sb^r%0E5Qk=>Kf_Ip(f$~yC zY(283{0FKI{_H&31%3_j;-c+M*M-YboaAXA;RZ^fDoVc za_9wO(sA~~^2MS_a?#|#`{4*8aW#4pCpAMaYZq2M_H%*D8Ycu@_397NA;GEb9!&kt zhzDb;=5&=uuh)KiIBEGqF_FH-Fz68@L#63R?nk}s?(gbofz5pv^0}2unF!=AM;f>9lR7uz|1sT;B JMN+Rm{a;?IhmZgO literal 29922 zcmeFZcT|&E^e7s}N)bk?ihzSb1Oyb7UUW1-P(VO>6QoG*H9%CFf`Ew>=_(-7LoW$L zDIy>sy@T`;dVm0-yc2N7x%ZE|-dgX!cYm(sQoeo8?q`4d+h=cHK2T9OMRSe@0)d=@ zE8bOyKu)5--_?^xz!Rd9XFd3b%0*q_Z%A&-`C0J8QOn!Pw;_=H2-+Q!V-Uy@$bpYK&bvWa`f2AKUtaSkJFrHInT~`>IA2dp4W44 zcV`EiCl=;rCPwz888r?iyhXjG7r+)c}80k2|` zQZushias~D4-?k6rdq<#{d1dds+Y&PI&d*7KC~bnP&+E>x9B z@VmDkdK%3SxjkieGTLHa-!N&iYdi(01SS)R*RQoNuE1$cykNHc(_3vM~+gQD5 z-wrvpHYDZ8e*rN#+C1MV+iIMLks2wF_41INZ*H-m0<`|;&;MxPe>Ctv8u-6Q1G79* zykfjkJ45a@j%hRC*#VZ zL$*Z0l0j>NUCEF=nZte1YT9rvukD>liXpq0ZsnA{vdxXGVH~WOMzdofxwEf)l2Bx; znPyseE@z;~uHCa|XrS0QWsg&8sk|p#YQA#Uonxc#<9HQ$0r~k^JXg`wm-zF}GxF@L zyBGqO`(_2#o^*By^hSb4?LOA7j04L+jp&`+LaC< zg5NMHeBm3t{6ycC`C+!YD|2ce)+SKlb}_4FCU5xjxR)tEJ8RV(`;!&E%vxTNr74mA z`T4q-z7O-2J>4F;><(Q(ZDU1&!?&dz5qOO1Pi(@S7D7U4z>bh1)@`YcxI-(1`_xlc zDO|o*&_p(HYKc7{INK*=)ONm%ehh8#^`Zr z7kPt#Txj8Sz}wXew&E7I*QJIq-C^2EE*i=44(0RR`$OI24XNXFIAS$+u_}G~-IqH- z^z6fF7k0{!<)rK&6R)#Y*wZFbM-AoO*>7$SUt@d4;W@I)Ani%G!$2w@Lltw$tk$X! zjPVT?Cl*JXk{3J%U1DzbC-$dWqyhV;)~G!w)?7blr!`V+vTsvw=&~)VFX#T_QcoUo ze%vkDbM7>`vJ+>@DS#j+D<2S#okB ziHId*r|&0hMm%@=VEeVhPsX$Iq&%COMWtrGA1M|8nJ-8hamey5UECZMOZ@7KYbs7p=*Hi!@eA84Lg0fI&aD}b7j5?}Ub9bsL%XkrU4U~1 zAv^57hyDsS!jJN5=k!<&F@+9yd5(3ow#ZBoq&O(MCMi=j7b4>sZ=%ZF!SC z?74%A5SFD8<&&nNmvkYThd;NIaupw6t5f(A&bw4>Id=IIvhmz5dl8`&A%61QO{Me4 z761-ISm?YBDk*so%CTGm)PL7ZmTi`-tTwrsJq zv?#ZJlnt@q0Ua%Gx_? zTh!A&j+5!C=QT<5-eL)!w(0AvQn-$MOP-eN3b}4OY6`}&;;qu_1jM+57pbpwWP7UQ zL=|>FoLsfP5GZAgSjnyBn;MRlxpeAm{yV}BvT_Q^?%Wq_5^DBt@SL_X?SRQ7%Y9DK z59I1trh44=SOA+h3&*iau1$B~txcAUv(7}Ij%nWWM8&boWh-qJ3Y<)rIXKaN|jRBxiDQ)j=SNx{4-F-`xWPnnaLQ-sx|diJZ`Q1d#o^C`pJ)(HW^m>q#IU?pB9IL zzsKJ+y<7UegbSl?G%B-wZC6n_2y!D6zK1K{@(1#u=)*;4^Qox~N z_8b7bVqIRpJ6bG0p7^?)?WWf3jYodHG-vJq9)g*~L;lQDBC9au)tz2CEHVU~u z{PdR#gI_A`w0*~HHkXoB$vEYE1 zu~%a5Lxwf-4dM$vM|V^UOAZ)K>_iw*wlUE!v5P8wwUQIHJyMa(Owpg@I5MUBp3_&d zUq@Fp*oGZGTSDcZd$7%S%|2pTJz+&;vrsgP%>PU-aj8%gl5uVEW724v`1tzpd#~Qh zXVZ)G^y#JyiWDeZWFdz}YHR?y3I}@%?5non&|f)z+YP-3U# zl+j3$_C#*$xnPQH{00bx14lqEMdlmt#%oSyPEQ9cydE9)$=0Rd&R+GL{_yw3szFg( z6x~CUyyS|Yh1Y!+$q0ikj56efZuzOIWDcY7>w2wW;k3Y4%(Z2H#85-O`>lM(z#uP- zNA9FEFbID;JD--^^KAxsUTk|U7sDgcXULm$uH*!S@4?DEo5+qJc?YMv*p$Pe@iPP5YL7-T4XWi}1*ZQMOleY+|m@X0w!~MQ0%F&Qk1NbBF5r67!n=$?9mx1z5=N`A^Ps zoE)Mf?}p2lDv1kTN013+jx+pZhRKGD-niA8&!G;8=}MP~!AC?p5BrDtPXt~^X%?%e zIPr26?djFOLXw-Og)4r>z&k1e!b%!rWo&+I39I1u(U!@6t1rSz#2?30E#CR#wR}Ng zVPU40ed*9gF`vCIE{|4y9*1#>baK|Tp?k~Ac)Jmd^VSEhw`n{jaCa^Dw2qDP?Qiiy z9LtT*pJPU~_>Q?CJ;!4i!iRiYbFV9G?&WYGOna-`5 z-YJ#kijy^zCoSs(J~#VxO*sYxnvV%$#PHAWoq z9)RMTcKT{Qy2anL{_#p`cx(1snA~7m4n5UoUWNu%i_qm^=h2unkXycJDJHkMJ9KAH zgEwU~1u4F?K#Hia4qfmtN--HJQO+t|{i--S*_kn9TMA1T6*o_3$kU(pZ^CnIHvYi) z?z0EA`Yh~O=6%ABKISqUz#ETu@oQ#ZQiSZ)=$$XEm$h-1-0r!z#4eRG{mFHIaa&^O zc;bEyj7`q9T95ra#$!KD7Oo*5M;h{q_wO+zhn`qMEG)*zE7R*s87j}px_l4qKp?$T zD#JR;TDy{s zyxV4$E0XOi28lb9V$vm#@k%YXPV@Ven$<8=aZ2$k=UthTp28aUER?yVScL!aR8v1x zrW;wJV062Gcl8o-F5#>yhhu`+%wtsH^f<#FI-Hc#z;*K{%6G`(_=Sr_)>4Z<8F}T_PZ(jGf7&> zm9quQ11ieZ{ih?e28PzgUvHV5NcDe?@=wMNi*-WGA~Tyy_H8XBcZr+9ZnEx8S!Kna z%1O$3K^(8?D`fC${ubpXlaOzJx^3)O-S0Q(7vHK@AeV<oQGu96Cj>=QajG28&~#MbWn)NH zT0B>e7nhoU(K%P_K%}gAn*bxMowW3ijPt5w&`y1T<+TXlKq(or%AV^!@s#f2e#1x& z^~sD6+)+glrRy-y)*bjT!|msHjF@`b&(Q_Fz$mH<*B88PLy!){vGpu- z^R0Kv)`{NtA|i+5ELvU>;-rp4LcsL}lkHk^B2E1=UVzd43)H#}Z@*nzA2=+jr4 zb~#ve&(Q2G53W(pM5}jo$1hfM!e0)M@>sMe;M^Jn9}aESjo`rPC)2xo3I-a+?fdDE zT!6e@DX_6aS0gz|y+vql_=!`hXPDgKJ3;u0_x_Nl+1XA^>K>ZopKWTCUh6f>&T|0R z@sR=#9a@Np-Ww)ARW&s8+D@^B4z+rAqq0eQ?b35X1g!woE%_`r!zE^xhDfrcCWFB3 z%p56kP2*#`)ts6&l91PJnZAR(Fqp`6lbv2b)P*kkGQ57TpcA6y1gI!R8k*-gTE7^G zWM_||Y&9ejXE6F>H{FKG_B}M8P1)0DY?MFRT~TcRx)_{3)gfAAEZ$8zM}_I_W~vD4 zxRd?yyEtDqBtzS2Am0REYx4!GU;gUo)4Gi$uY$vVT%l89;1u01APl^ z5FOiOs*dW}zqC@4hj_9fR__`M4b`0jiLVQ{x4EextWpaoVhsR4R(bNL*3%mg7N&JG zHg}c={cR=#ZbB|}EVw_)bM$`E6>xDoh~>hmqV4$@A(PhHjC#?&#lILnn-;f}$s}-^ zx{Y)#_QuI)b|LJXd#^iHco@88faGkH2?E&qlxTA`&FkZOe$Mst7|XFWQ}R_Vh;sx& ziURB^whxPv=Rd!OHvxE`^s=9-@qv8H^t~r8S39>_W&b)_e$JNYNF#f6c(+}H0&Cos zNZ>MEckQ^E==xx9f+;9ShADaHc4-;z>{EQ=pDKUmS5yzxbilW^6(UX|F3E1?4R%7m zp8zHoPzbtyH$nDf4V-pzyDOe$c}lEt;(2jyhJy~+eF;zuk>~Kp_<&6s(ZxX^0<>v@f=c@HsT*ECl=YCQPKNm zRW&<^aTt3uLat~uk%gF<`#PKSIEK7vPB6};0hIgPIOCZ&lzmq567RGQD6^|Z>`v*_ z7+1>D@haP17oU&coIrNvo4%z7Y}pLU2_|rxUU#0q1Zazv`SqCnCG2Td&O27mI@V$uW~>N z3QBxEABw|jExM18gGWe*Ed*%^RV+25aQwzBNF-A9x?*tq9NkYrw9~otm?hU9`DI%s_~KStpZT ziTtx;1Xd~?^-%geiU@wvpDX||ot(u0jEiZfJY|eB`3bE$r1e*S7h0 z4nWmSuZIUH>P%fAP9**;b382+M}BP*~iHFQqDlEq!c zz#He{{Pq+C=1yRt2+(_~y z!fdrGFRoBK6&7N0WA?*_f^iU#I%&!GJVom6${Go7(bjTvn+hwZ)k&~xa@d$eVP3Jr zfp)bymu}AU{8BmA%Ns%1pv9C(|6AUxxOYK^eA%i``*mHkicW=oW%_nW9gTp z$h^2`8wTth(phGE8wXQgj-r6h8J*rxF|hFIm!-&jvud8z0d?O?3zZr#879ks;1yy! z-*w>tB$Ui%gPLeXY6DoNZ!0yHSIDEw?hHld#&HGZQvFSdSng&jwkxYl@>VatYzn9$2T_#SH!U+R zh+bSOJ(&V$ljw?|q3~+dB~Fo}I6U@@1L}Jv9EdT`UmrZg6w@R2gpneK-gFhC4eGw` zW;r)pO0b)uxJ5L@cWJ}VE1%_;2u>44f<)y=vZx8|e; zggc9g1wn(4B?5nSm^;=pjT%jh*G1j@Ee@;+dSg;2@qfEx5o z0Tc)nEOMM0P{@_EvD0jI`cOPqnqqsarU|Kba%(p}r~&A6>y&V>{9H(-;zkzp zCBXj_f$mkY;uPK+N5Mi-qg07H1)p5P9 z>L=~>$G1%OYbS8wHz{1U@AOg;!NFi9BE|JlsmZ5ktM^_u)D1kOr-)5dsT>nTvqe0F z&RW)FP_~V|VWx)M%W&TG1wsd|GsCz0o+$OoT`NZ>TbPJIm|tQQFX7z-0AKlR4J8!f zwMNj#T-wlC-bL>6$~!q%&q6}LBPNPKSjA!SJ17VyvNv?1#SP$kS*fU!$4Lb7KR&CE386=i^Z;RbH@N%Wd;MB85>9!t$UW;D zMzJa2V@)Llx(kR(X&o4I9=5tWDp>QRU11Qm`q}6glSjHW4iROz|3YLG%m+;8fx?xi zQxJs&9EJUHD`YF@6gAkwtO12yW`wBUN4i+@$e^Ek%v)OcX zp2mA?`^~&F<}q1%=_*}=^UKLAYEVe(TW;O(ko8hepPVpN>V1|JEw1G9MM-Uv02cy% zXp1W;DupG8gss{%;bGr;&75kkx|F|jE+K54CdE9eddYK_CTo)GOg&Yl$%4G+t*TT1v!vsLamTzQ3#;7<;Z>UZmz}1Pko7;J|336e*oMJ$J1wtZ z;a{A##=JXru9*v7-BQBg=QuA3iS9RrgH`ua6bmwo?Mm0Lfaj(R%fX_Z~#ywd!Cxb-i%^lpaA2dLeP-5H);F;K@IU^RC{ znORP24Nk6v##Fs{OkJAG+15N*=;G|Gn&B~wL*k?gdM9ML_!uD~%E#Fn<_0)6*1WDq zlSN^uy#9a_(Zwa{TpL7>Ja^j1dnT)7sjpQpDf*9&g`o#Bbvw3u#5`W51|PZ%hb9xrRn%MTb{yQZ^t~oCE3CY?YTxIFy&pKVy->8DFSai#d_^{6 zG@?@*3NeejFMwuE&)NFo!eptMh@L2D=aJUw(&zE{y)c0X%G~fbC}@9~7M%dosEU zly(W6TlNq5T5#qMpfG;{U!UcR4!EK*lG$FWBIMhxvue;BkKwV}bfK-i=dl-+T*d_b zxveUQtOV)xW>Q|u`IXlAPTn-i(kxF@QD)JnHY>92=0r}O2ZO)^=lze0&ib7?oiqJ! zM3v}-`tq!!L8t?3-BD&e_`QZaq-Qyz)TAaoh~;uQQUfZuf!i+J5A*dhDm8g?PezBr ztJVrhQB->AIg4MvXe?Nh!+<2`PI&kWCV?|>B&Q#SCc@5OMeMiOJdX9PH?^7YrHSnn zZcv=G(3%Y%Ra(;TbSs zKDt0;dta-7TrJc(?`^kVw-l-sPC2Gp3nTrJNN01oW%Tkxoo|gZ2x1e34RX*B#px}& zgwWY+>-Q`?wPKAYxm5e$n`=~>U54hXD02uxYtD6`^W;%nKwocn0k-3wPtc+4!#Crc#E zLz9tL3?5kJU7oG*vjYNr)SV24wjD0K_2HWZoaiXQ;DI~~Jn+&$)xJ7) zYo)m^RF@@gak+EJRgTw@1S12}U==b*K^50Y7Ej4fa00GZ>*d zej*7(&Tax@w4w9?2nT+4_w!Ss7UJO}b2rR+DwJZDO%M1y&I<1^Hs=3w^W$k|I9cJ| znis|AjyHbhw(6d(V)S8iJPIoqpuz_RvfVp4)fh!<)pB~)7gL&XQXU&7FCLlYR$x)-U6oE#6I+gP(uL(X2l7-~k$rO<+- z&O7;0>nR@aR-jmtz|#Hk42l_^PHP!l#|F|i5QqvCH#nFN9ybJy#QfCX14rTjMLbd4 zhkZ*i#OzI|)PGi&RNB;uL0_gSiXtBA>G)jxwLG=Prlw{N$_7Yo{``U2G(9kiJZpnH zTh69)xMIjeerZMEZ=xk!m8$Q&EGd%Zes20s03t3KLkn*V@xXo2Vy>Z-jEAXaP)*? zb?0KK-49Xe(@&A`1BFE9!qC|5S@t9ZVNF|!8A^TUl7W^(veIY+WQYA1hAU{vV(kIK zcCxX~pWXQZ7DiQD*2RPX7zESK3}+01D$VLZB^JbXR$FclDNF^sU3o85*s{Nvt>Mgw z5W8~XY1D@UdnsYL`9_Mq>}eYf%48eyDSMeL*zgA(qr#vMu~=zCm0Nr)E-cS#gfq|f2Vj+idn!I}S zY5Sqerxht?idIfF=9|ExEzKP+;d@^=$kDq%E}uHY%O9FLm?1XUQ~7r0jBFkmU*S(k zy%RSXpazKqVH=zZzCc*J2Qj&x)o(%!xe|Bu4Ps|+yUuuImB1pGh!{t$+wc5LH?B9{ zm?FqX1>=Rnwv27Hg}(psZsJhp3<0!g@DN+~sOr`+4dT?!a!Yxz!`6y5k}ICYI>FmJ zJw9DEPH%2x^!wJzrzw-a{-vu4LnF3NFhy7L_D>jlBmFe%69>3@in`SCc6`S9E5+%_ zUbRxw!SzuO_acYWH*u$KWgJ>ST?49VV?Z=&#T-Y*;g%!fa~G3$dae{p?yb$eFiArs zn~kk2R~J%UzILdB9T++>Dym~<)()~m42q7uPE%>exns7bWyuM@E6Ik~u&V=RqdEB?MPwzH=P?}@wxUcJwxjfO;m8w`r7_qeT`*Zo1;vYcB|l@Wfq zR6spue(A37DR$)ZXrqB_tJjT6}qt;73i1zj+4D~jMa`~@A=>}o#`!j6OyFVO;2UTuXk3=ih8Oj=q-;{O>^qbX?lRov7@i2gZLWAJB z&fUtU0uL*Wl|iAGGK`#R+z4Y)acPghk3*#%o{SKlLthOkR?PHsC45KvJ+#<9bvECHSOZ7nHP!{n} zGw}0H;l)c4eHV7z_$IPTz6>t!u*9w^VkJj)A(1Z*wUf);(9$Tm@ba3;3_8fCQrS~6 zV-2|y(T$voUUyrHaDbps%6%VdV37JsW#e3JAMAZQ2 z2gM~ysI`R^%w*3t?Y0^1I8NG|L>IPw!UT-5>}+_ZEi*%u?jG2hSsT^qHBUwk2B&`W z#Re-xD!GsKmLu!xRsQ}Gs5;M@boAEC!;o*vkJggfm6o_~@HM`<`i_!KkDD=V=w+=h zL%f}It&n$j581oM0?#QHqB|1fHrv>e_hYXBJs6q#GmX?AWC?k|eW;VSA*n-kZ(_)X zH@0fH^tM#1&r6gYWfwp$nk!e2Q~ksL6-v6B8B>ijzrU~ndg02)Gg}=( zD~1S2+F_gxNmFzdBfFcuEq%r3GGe^Ny)~1;2sF626Y6m);>16UtuQyVUW_42#n-lQ z>~1x-E_uvXnp~?p*Lzu-^C{!u>kp(QVIwCy_Dqx_lC}K&h<1Jqp?uwj3;*HjJgj}{ zGqp*-+kizAN6k{S7bbkbKmMdZ@#I9f<*ob^5NWlpXxiWE^yIQ$Pxjb zu@qsUr6w|X%|nzF4()dbHE~{ZFi&eZ^9*MRW9IpRtfTwMp!|@Qau9e!suVL9w_V>B z8?b59N9a=*=j{tMlullO10vyvp0~|yb#1ZWs!h2cnazXN%I!x_O^s>De@OVE9!ihr zfCWP5v~Nmd)-o5!i}OI{%ZyLk5A_B!hTh~vT=>47zJtT%pQ;(x`a7_L?0V`RKS*{i za~%5P8m!%7T&g;I(i`LEIjHohkSGDK61Ieg9DV0{=sRs}4IkW21nD-R_6INJR0Aws z$HnMrY5zAYq))Up*+@Odk*{Gc6jED51b6!Xoz#rKHds_K@mXn9O(4w&Kh8pZD^}w$ znOK%VFLosNgI3BPjeH}^YOp^ZO#REjT>T!ag`k!7m(&4SD|I1h3m!hkr!r!+wzF^uqkTQ?fmr47e&i3N@KZw%^#qTN?TyveT<`gbujZ`KkfRqs&O%9z z#KDIWp))5>61$jhnY6QHFSp77pfrb2&yZA=y6&u;68%C}bH|$m^l#2qnBjMS{{-@J z^Fwv~zs)^?vtj5CoB$0XN21hZ1DeD?{}KJs?Yv^%6J>xK*D^O z2CpRxp`F7b9zY@HDhJ1g@*v@jeJqDx_&$#6y*>C?nAMMB-MQdZky6SYLh}oBUMuYZqzYiG5%b}&tSQ~ns>7MDYbPNO| zP(SY~H&R{=G@yOTA6>hkxV4+Q?!i7d!PU$OeAZU{za-WB z+2Hnp{mpENew&;59o6Sz;{F%dWTI%r2U4hT*qmO!arX}Fcg#o(O*P0F@1DWzv6SKs z{?u}x{LO2c6Ur>Fqbe8q>$^brIQ! z9epm)kFqwxswF>5tmzjtzTM+RYg|4PtJ;54ZnDE&B z8o^LSPkuNJ$vPPIR&E-1-^UWZFwoEbsM7LO|4;Ck1R4ALzY8n5@N2^uS@``#X|Hc} zHXgQ2Nz6d?zv7d+5ftl|P2Qj-(Z@1%^S-=YDwDsJRNvKjN|omK0p=4#v*rxA=`2NK zL-J5NEpIFak#%2Au^CGiFvI@%^Vngy2Dx)r*}4!Sjfjz`8=O1n zQ-$ms!WO%~Spvyz6`6CtJK|2rK4vKaQI&z6R8i&+NWT*CJO1r)H`w*z_O@eM=!h}G z$W_ekk&z-;*m9)VZ$v9>@SF}g-<0X+V{*pV$-(h?_!8xHbJ=97MqnmTG2eWZry~7$MU0#a4)s4Vy9&ezJLhiSIwbB=-lOhBo23W5(k9@};h(6# z!U87>CT-=ryp6m2B~*3sN12zW5A|=8j`5>c>p7O)Od^;)s2ea+$>KcHxc>+Y@~!eA zLRhTf&aoV?H_1ad3u@sD)c?WH4BuFcP&s+z&749LN^_~tp5dKa=@J_KlBQ{y0HPn_ zFid?4O&ubcJaA@nvu5Np&~tN_RRGaX;_ztH!qmq<$5g+Y;1ti$^>nrB+S;TF=ZNmG-A3aO6E_(ywf5E^ZGw=1ZDv3*=>`cQ_5AXTmGq@RoHamci{K{;$wwO zMZoO_nX{Y*-fp?R>c0sW!P;$o&S<$$e*y6Ui)`hTfV4 zj*I8$Nmxr@iZ-Wubf%hDBVnMoz?@Q{hf zWygQN5v)-2&K5w$-3S4zPqr z03B1()IzTcd3W?M;XtuAtP4~H`c$`#wxwyC1e5M9585JNKuyhPKd{S zPuJOE$)5{-CV$nPaeV{>R{oVPDTbzMoKeR$u|?5F2Yd_okGU-Hdj53+%~211rRn&FpWYb=;*Hc=2pfKTo>l#o znkA|A)PES>>$VuWn(FD{TY>QOvAQXTm=AIAM2k%{I04W3bzp&1$4wMhe>${FTW9 z1=3S%goqUzg+-BzmBt5Z7(=?;wly_tm>`#_4o?BF#MXC4Tp;Q)y0p~#bdnnXLU%du zmG?SCV+kYRv%j+5cJ4lB`Iq#w8Pmx>E=i}{XylT7chtkSxk=!yyGA1AOZ3)ZFtS3~ z`dU&~#g+a@Ob@h-{JX`;ILI>Zhjv#r_@@0$vy~_?TnUr!vN@Ba?!3@b#Vafr`PsYMUI+Bz#e(UFkl?aDABz!u;#gOdqNnOn;>g zd)9xrqGF%Mez@Okz-_oZYq{zP54m^Am=)*vq#5%9pR?E2B{u8>U%JPTb$$=>^j9tB zMX1?8FgEx$&o#t$8`pxCtVcN>*1%`{-aKoA-B_|BQjqcf*2bKYF47mF;$EKF6(?4) z7|IoDzrDT7SM`$N(XWE!i_p}ze3|NZjJnIKFjc#Xug*&tJ*UAh3M2i5uD=AZz8_EF zR#NePE^j&!I0}?;FXnp1T-yBD&Qeyih6b=?=uh8WvYDFo*KFvR;uTO z6ze~eHYn8FU-8EGG*rtnV5q{DC=ocrZJ`E!6sG zZ-a?e-`vLf*K}4te#X?_U4&MQY{RA(yAPOZrHUe3W%p0g8qq za$fG^KBqpc8o?^*XhT5!r8ssQ8+_f)J7zn`Lco2GNvcy1w=?g{Y4qowBhPNWLSS9! zAHQ)n*cp~8oIL@*O`=jD3A05f4^92V)+Fb>>XTWLa&9v&RRJwC&@{yl%)Tfy^Du;& z#ak`;DZfhP1v!7HNss z-;^@B|8i-==+*PnYz9?B&a#>Mv+tIayfn}|s1%`04<%1Y2uP4AH!^iZPLS(s17)<1;mYLX;P=JB}1ogL02$o^7O zondv5Pq|A>PcCB^&&bZS=!?#?B~kzL?d$~Z0^KJc^SYk8qpkEsK+Iu4a(3FaDbX3> zX+Ztm(_tU9kT6l{L?7C_gu9_p(!RrCDkvjO%;#$%AwqxdI=<vOQyjtu}ElTSr`f&Y7I8YaFuQIR?*5S`aC!mwC)3iSwId@P6u= ze#qdu3_5$BM$>(0d7#}##bXXQL*B@TNyZUVjaSZglIu$D>+>@Mt-6JN@vNGLxBkHV zDnaUmrhYmeJ}^ccXccZd@hn)_XQe!uVZ?%@e)nz-A>41K3h|L8fQLD*-Rqk$Tjdt4 z@;b?yiSy_!kQP(U!%CGxfleq#c=?kjF*^Ym#wMj5<=cKnrCh_ZV-t;|52L;>&h zgl-M8N?obf@f~aXX?ysR~p#(3|=X=9ad+%i8f=}dTYuRm!<`&_kT8=!BJ`5L)A<%Ta zLQ!823EvTadKuhsTm72X<|@hFd!l39p=|E+0zpi=7#^?Jw7VVG{!K``IFmgBlKm^# zfZd<;oJz<07YfGD4)~NUC?FQ{QH@r*5TbJ3I!|h$UA1@h7L_t+^Dp@ z`}-o+j69ooco92K3g_kn-yk~j;2L)JNN`{mTnNqGx8KcT{24s{cK56c>8GN{S3@K2Rss%2JUxJHbNt~$k;hpU>27WX*r9x$9fx?MP z96pRKRi^!Ykvs3wlW@p&yv)0Qxpr=UC3MKOsIPsU*x!Jn*@y2}&{%DsKf+TL>HY5f z=As5cQ#}V2a~ozFZ8PVco+E1c*p%RMgCl7pBESbQXhr~6+J1c5%GXxed_W5C?wq?+ zJf>eb={AJXn;*Fg5=zDVS69%!3cxoD$TeU_S_Lh$dBk_5Kyk2-R}lod6``YX+*L<_Eby?M5SwzVrj zYx#_W5;ujHDn;;d7cGalw0#PDaeeh-LR?9I9<-{Mo1tvgo@Ys{u5t!wc0RTy_I2OPARP|$$vQ3Dl2x?jA!Eb_*sR)D9sw03a3$;b;s1PVfh%-$BRldH%6Y=gLzD%H0s1E3u zjWh0kixK4`3_PDWFH?5Za<4&k$#4oUtOvf@Kr53eDw3RfS8mn+RO9v^9SOXa%BN_B zzwTI;Sh4&g&m+`?DE2*A;{m!dTQ3XrsYXrI%1t9rM6Lg10Y!sU9ne70rO_kwWj)Qy zi)7b#LpmjUqKci>Fk7fKPg_R%FHzt_%uS%3qMWF~Q&x3Dcxj!$2GZQ9Mu$Kcn@yul zgckijB7xot2jYX5ArrY5$zTa8bAjt*s8DyOv0o;0(&YQ6v&~eSDnW`kn9CV?9h7OlSp_4Wm+3%5{N~9+5E;sfZGh;fbS~(uM{OZsMM?xn$ zN2)8bza_Z2)Mzw*Eg5O1xo7kYA!e&SHL|KrX&VVKH$rvFzO&ScVe!uM)Aj2!3iE!W zv^IR-$f#6U%FMj3AC#DZXl2|P9iu&7CWcxwWH&8_R{kSVBs}zrd*G#3Pw6R#5=u*? z4rpB|=HQIeA1id|p(b##C6V%?2KM61P4Wdq_p46z2Ta#ddNoYXYCy4e~yD|No ziQamDDbFEiO|8=CqSA7dD3Tz#{8pJg$g=*{0SPszM6rid@!rjWBwbR|h6B(b?^Y4nyOT37vIy|iP?d;P>J7gI;Nr6@{Q z(G{kU)X5K(Ex6H;{UHf&Pb0sK;lKF6oxWS`+fWCI?QP$4(c1$S{6#Wb-`VZAr&0_niG4`n zIcSyPE8%B@tHgJ-R=Ir^PTTc`J8STU`4Wjo*tKYzRQc2ET9W;S2r*H@DC8OGjgrUo zRu6a!5RnwwY*~cRl3`qUn`K;!`PR7d**-hR)}{^JHa0N&O%9Avh+O%3+NBj~QD|X8 zxnhB&_VOD*SycH~1RIph9}Ml8{4KJ(c#=U-KP6eH5Swy^(m-UI<%sGu@bEsPSHdb= z===6{t-Zd%8BV>DAQ`s4>1PKV(}3$Bc4OK*P2H~@q=Km7=RJ0pM&FwY><6+`N))yq zXbY^FiwHjj*5HQqgQ?*+Bqp9O{}6Gf^gwGC1E{_B?&+ZD9JqtWNhb8Ce9apUE#Hw< zx8H(l4Mi(7Z171zdkT#vx#aVgplT+q&j1aZT7PUXHMlG|oz$>01XJYu>jR7$(&vzu35ns~R1(LDP3P@#CbSXIBQ$Wt4p@yKK>N+a394L-Fm&Nd~`**UCtY{v(&q`3y7q z8*^OGpC0iK4%^wyxbz=`XvRxR5*Mer$|g!29LU>Q9$bFg#Nr-35C5zlX~!mCRmsOo z9Q9!GmhziF-0cR<*5mB-v@;E|bi=ystV`^i4Mya5`-|o5B4qL;d=DE*?W#V!#oO2S7n&?~mv`)5eu>#xTJYdnByROv?%&)@c~ftQ zl_v*bll8tphGx~enqqE1^m^%8``IoBDReAfn^;E19(<#5VbzB_#aB?*k1DDj3EYN{{A{vxLL1Sh$3@w84 zCEo{iM@mmM_@1P6fB$ux;yu6m@c9@S{|EU0TP5hs!`cZ~!Ke+z##1tkj9~gB5&Zui z7!j$GGXRq+WuX(#Dt|rs=s}qa+2EEaSNeAdB!^Z0jVzcD8I}S)tla5o;SUbRQp%A7 z2a_@x?HStHFp>Rg??VoFDI8G7all|rr~;TKDje;^AWfZDM58EF+I@zWz&H_Cixy=T z=lKC7n8Fbl?%7UojDAtKg9X3EAO+6FP8oF~N_L;5uuo({hL$P{J%C!x91a9^AMC-K zJOTqjb1Q&!HW!$gTI|hKr|=mkxA!+-%JORpfEcg6B)9;_^MR#tMq#?xa3V4T#BgIqi8pEtdD6-5KW8#{7x@ZW|2myD5M`sBWwYl z#&m$kl``f-&l_gBC#tm^;FtD|0Y|*5Yff1b8rQtZrq2_gfWH zhQ_=`w_zqXAj}zV-)lWX%@$cgphITb60(3lgQDASDD!?d$T&-&&tftez$PBb@dMbP zm*)5Z3~OZp82NwNJNI~|_wa#JCn{;D6emI*MRBCu?>k*sDuhskB;#Uf*q&$mMC?z#KuZ1moYEN$2 zRT0ynP`i}%&k$P~e9%Tv09hq5qbdY|<|U^v6d=Y9pn@Gvhkn!t*?<`DWf&AoL99tY z6(2dz>`kaY^T&z``pV&l$}X1zVyqyT4HHNZa*OMA&J|`)2B$U6o&?V4MxPoo3W;KU z5QB)!vXJ41$mBx|0LBHXYV(dR>^RAfQyOU=Rj%(=V`m+(-DqRml5J4X{s3dQ2+WC|StDR6EG$SYtt-TGT5si%H0Ldwa54VIU&yg5K2vH?r zTT5~tID;oXt*)B8tk?)cu6sae-#`3`xe~GmH39SyMamOi!3Qa*U_UKWqTWI(9Tu$x z8o7llJPoDEK9&@Mx%EOYx7K28P)}o>Uj+4-8|n^0uPk||gyEw5C33D1Z)!e1e4-an z$p$}3;H=MWmd^bbXsksEBb8$W^q49Xw2$DO0OK*85PAWYS^?xA>d=Y%>OH}UiRA$i zC!x9>ons9;#0umZ4ZyF(&u68fb^7ur9zyJHig>e+U$zhT%z~p7YseTXnvQ*I1la1Z zHsxdpG=B-ZjxP28=mlks1k^JLfHK$8U62DL^kc5i1wcYy2@ZzNbHH=*A@=>56%Jy| z|C7mPRzthKI3=kpB)xw!*+Z2pz6`faHt!) zBKj!krk~ku0=hYauTBCR&xyB!63fvs3yeXMv6qk@UnIT&1D0Hqrw0D=Za1z@VG9CfJ1*x9T)t)K4MT$hFiu9SuQVKz7m($Ph5(QV(4ZQ{~N_ zNT;sA=8huBP9VT*yG!b5(os0swKIu^308Ld$KmZR8o(7tRy1GxU`T(n+?58gu z&uvI`W~L3nH|1xdm&MZCAsIvTOXrhdr`~ZCC_Ku3ALTyyUIqQ`P32El!+|xokwY=E zpmcX*wH(*dXJv&^;jH!3$I!m*cZbe(^R!#GaVctu1jysysCdN$3g((l{IUzfj$PEs zdy1c74h5xUW}+GWorz#5d-_Un{9gmafEJ4<=HzQ}*Vt4`&JZDzux>kjz4ns|1NIIv-?#k57A4@7aqSsMi@?B?1^Fb3Eyi(1e0LZpL^zP3fa11&Ew|^<&uOsOpn4Ez?)K z9OCz2mQJ1=QmaLU^pvH}a<2I~?LjVYoyPUe#~1L0;Zv>r>6}N_5$c zFS`qa`HB81*3&wV?V9LK-6YW(_eX{J(WeyODFyeGqEl@$^sy(u9GKFPhpT&LYR^m) zqvp012rOH+PmNnooJ`Hs+ejN|&lX87%Qi*Y=&KcdybFX(#?$2$I=aPXnrxa*T^*0J z^FSdz>e1lM>1$Dz>lm5(`1H9-uo3>Xx#^+ylT{u10Y= zlholoZ)jcS?%`(>AE01cQNO2)$=78&_lw*pYNu_*(zNt)VYWWq4_TwfTvcqJxAQZL z799?uY0=z+>I7NQRQGPT(b>#k!?Ts~;#F=Ge2QJs%0BGF9o&P(+e=y+t^E|Sq94!7 ze}HZGzI!Q$GgA8~hNE@Z327X3<{aFMiQTmsR=JnF{q~M8oQFAX+e_p3oX`Drc8C7U z*yft+?@N6PY2#OZMV_7~3KnbD!rQY&QxA4G4zKg0CeEZvd&SJuOE3G?EW&>Htn9RS z!9&sVf4?BAc`j$8AV2k35Lx9A`Nj%^bd~xJp6W61?VYK{P8jZh$%P*qS(dU%jhnC8 zXZF`Qjp_u^cYhL{^WZ15kmXl9D=j8%s!l!P7pz((!G`|`Sc{@*_>ODpRU8(<)TxeE zvB)lz_H769b}&LZ)490f7~_#!SGg%!6x%qD2DH=hnbE?gvOVP8x9u-Ap6g^$mp|vY zEo4VdTNn0-^KFk$(W6Hjg2vuFKr10saAvd*8`vvsiX*|?S}hSV{S=pP5L2+0tlGGA zKlrx2J=5-!F+Y!rxJ7^Rg%PE09+&y!v|H>_Kds6~p8TxN(Qho=kII?<_+yTZ!X3c( zEKNjEL)W~fvhV4LUE6EZN}iYe5P+qY7V8Sk7TbYikJGO@jYkqs4b{o$-$sjq7KVCfbu(UhX_x`bN1Uz zhMHTeZ=>u6wq^0Jf^q)T;;xAfKHPmNk!r&HR-1$V`YI}KWx6N5huGDpT%0NYI6id1 zmrV7VsxOG9ar5U`6WNoNS=tlCHh%ebmisAjIsjj>Y zKRi2E`&MXVmLTXO!w}Q?USe^9_2Djde?3_xCt|2Dq+=<~2E2v98ZDa&?^M`e)>HG@ zqlpoC?TEIgkhg3Fv2))>cZv*!J?1>62)*l8Iv8Yon0G^@2s>t2sp=3&X|gEflq%j@ z@SeiAd>>zJR+>GRqcg(|$~WcIs3R{=eO1OZR*k*2mzQak##~L5-s`tOUVH6QO+ofc z!Cx1%6SC?FB|Jtq!*r_kJlb?VtK1Hb10ZqK_7EE zvC#aF?}jRLjo&WUmN5}lIXdN?y(o?EEW9bu>2)9^a}pIZr@MS8XdIEe;m-s5(OAaw zHVWcazKM!F{IdNyJLQ!9hCzWTnQ>Vm;L~bFL05*6?n=qNKS#>!q8jZ6f5WnM#a#vK z;%+e;JeWqr&gw}_?h6x*w^NlG`EMsU>P^FOq<-1P%Bu(cH-$Re2abMk$g>gzCrhTp ze47wQQFIK|TfgXS`cWU36)dQXtukJo@3i9FoaN)l6$6_7n?-EZaPFOtNOALDM5Vkf z7d1J>=iltH$Wys=_F$gg&}q|lJw6f%>2Ha%_~N**4cJZ zstM{-8$IlS?iq7T@Q5-TzD{AoFXZCNTTj%**p;Xo3mUntsM)>^F30N7?XTTF=rh#< za?;K2%WZ7Ls>JB;9-exm%sz&|S@GpjkHUQ1ytc)rRLw+2>i+fKABorm(zSX9|2n2O zF8L6S{G!FHsxEV9`p2(68nLzB^coYOcLY`+&K zN#6q&P7-Ht5`@6`baq;;9W%k0aBH6V`%p(+lIm; zB;^iIXv0~Pe&IbvS%|&QoI?E$)aG$Z=3IDWSyNzxfE}=4Y!fX7?abfax6*r&V zZwqRJz~e*)Yuq31YBydxl88fc>`g@@zF2VX1-(#ujhW^}43R3UpnLjWP8``6y4`wd zM#A9a4!zl8xpr{-drdjbenUI=E#4veB><0UZzz@PSitRdJ9Y9nOT#YXi>E~xUmLzv zu#eBtm}u^i`EVgmR#_%NXPcU%tdhnXQ%GjoN-fMIATJ+vub0_wbp8I_=Z6p{^~Lzc zTWyhhzQtxWD~gJrZOm1hfQa9&=;%h0?u;vSU-z`RuXSwqy^D>^Q1CmfcEk z6SRcW97(3D)9Ntv@@h4My4nvk$V(R20( z|F}%QeSV~SSy00=tVB&pBKAiiDTp9rPQMylpPhR+Z|R4%-yBg6H=(1 zvSYDlW`|uIlr26DtLuT=zn+02!+??d@0@i6{pox7m09b2;~3;%l~R%<1kyG@0_A5q ze&eZ&6a+EP$Y-fN(Zn1U9W`^_gt6f{`QGtZB>m-FOFn-6(Kt1ZNggG&qI!t2frc|( z)`}*fc^=gx-{&n!#!I(1*z`!-B>LL;#5a?O@#&{Jva3doA!$tk*}9m^IH$aCGJksk z`^gJ?`b?v$<4EPqyrnGT4T>N}&-^TCu$yPpb#_jzjrn!9ko0}1ox0T3`A1|p@4eFe z`0KT172^SKUMAyhcvsjgE82Y_1&=kaeAdXn(#tOsGHsLAzc6@^wlE2koA=1vM7&qz`U*Ni#cr{&qY)81A}1PgANDBxVuonz1(*Bs?zJrR5=?zR_MO%7j$lKkrn0rKG~8r0VFvu`ooOZMzLx?W zFwq?kh&hgBwm4+6LuI+W-*DY2K!Ia2G~ABq>8YU1syV~|{j`Q#qi>$!-VCzl3#Uea zj5oe=DURxxZ_L)gTrITiC*vB+nw>@mWONLwLZ~j*0bi@#CyrLM$>JUwMKQFRh9i22 zgKs$;YqAk-xp8-CMM0eULdIx5?)BiiZE$`Z>AXbJ4tWC=MzNf1!rVTef-O;7T$EFC zGxWEMv2yii27qSWx%$0L>MLTkLiEgxDKNZ4YWvIVk8)%a{|-~x;w`j^YvYXbMGF2BXCfHU_j49;z+ zF}5;Bwy^ZZBGW8khD)^@hRXaXZr@|0*ciGG9cZa}Q%&L1GwQ0m&hf!d$EbB?9o?3G zRpYO12z*w=xL*?8Y9zX6vmS2obNd+sZl5(=f2PDOh(CWfMU(U7!#!(sY?S`?Dr3&8 zH=yr+_X7Wh<#50J=8g>K@Uhv4^a%YZQi{~R5yn?A;1#Ar$J@5QGeXOoDqLzqY1zpf zU0>{nMxz2=A5w*mo4(^082Vl1{+TPZSKy$D5>q`i>r>OjgvfghtZyIOkoJc|cgw|DW#$`FGNPH}LNU{@uX88~8uG vfhED(KhL1~+&^P*$CYw`a9@kA{Q diff --git a/tests/torch/nn/conftest.py b/tests/torch/nn/conftest.py index 74493ab..efbbf2d 100644 --- a/tests/torch/nn/conftest.py +++ b/tests/torch/nn/conftest.py @@ -28,18 +28,6 @@ def set_random_seeds(): torch.cuda.manual_seed_all(42) -@pytest.fixture -def tensor_2d(): - """Fixture for 2D tensor inputs (batch, channels, height, width).""" - return torch.rand(32, 16, 28, 28) - - -@pytest.fixture -def tensor_1d(): - """Fixture for 1D tensor inputs (batch, channels, length).""" - return torch.rand(32, 16, 64) - - @pytest.fixture( params=[ (32, 30, 20, None, None), From 62e8533186c00ad8f0c58c69ce63d2976d357af3 Mon Sep 17 00:00:00 2001 From: Lucia Ferrer Date: Thu, 12 Mar 2026 17:56:30 +0100 Subject: [PATCH 07/12] specific layers for 1d vs 2d in JAX --- illia/layers.py | 7 +++++-- illia/nn/__init__.py | 14 ++++++++++++++ tests/jax/nn/test_non_parametric.py | 14 ++++++++------ 3 files changed, 27 insertions(+), 8 deletions(-) diff --git a/illia/layers.py b/illia/layers.py index 4c08f9a..146cb78 100644 --- a/illia/layers.py +++ b/illia/layers.py @@ -106,7 +106,9 @@ }, "jax": { "pooling": { - "MaxPool2d": "flax.nnx.max_pool", # TBD: name 2d?: Y/N + "MaxPool1d": "flax.nnx.max_pool", + "MaxPool2d": "flax.nnx.max_pool", + "AvgPool1d": "flax.nnx.avg_pool", "AvgPool2d": "flax.nnx.avg_pool", }, "activation": { @@ -116,7 +118,8 @@ "GELU": "flax.nnx.gelu", }, "normalization": { - "BatchNorm2d": "flax.nnx.BatchNorm", # TBD: name 2d?: Y/N + "BatchNorm1d": "flax.nnx.BatchNorm", + "BatchNorm2d": "flax.nnx.BatchNorm", "LayerNorm": "flax.nnx.LayerNorm", }, "regularization": { diff --git a/illia/nn/__init__.py b/illia/nn/__init__.py index 466c711..476caac 100644 --- a/illia/nn/__init__.py +++ b/illia/nn/__init__.py @@ -54,6 +54,20 @@ def __getattr__(name: str) -> Any: and class_name == "Activation" ): layer_class = partial(layer_class, name.lower()) + # HACK: Special handling for JAX + elif backend == "jax": + match category: + case "pooling": # jax pooling functions + if "1d" in name: + layer_class = partial(layer_class, window_shape=(1,)) + elif "2d" in name: + layer_class = partial(layer_class, window_shape=(2, 2)) + case "normalization": # jax normalizarion layer + if "1d" in name: + layer_class = partial(layer_class, num_features=1) + elif "2d" in name: + layer_class = partial(layer_class, num_features=2) + else: raise ImportError( f"Module '{module_type}', {name} not available for backend '{backend}'." diff --git a/tests/jax/nn/test_non_parametric.py b/tests/jax/nn/test_non_parametric.py index 0bbaed7..caef76b 100644 --- a/tests/jax/nn/test_non_parametric.py +++ b/tests/jax/nn/test_non_parametric.py @@ -21,17 +21,19 @@ class TestNonParametricLayers: @pytest.mark.order(1) @pytest.mark.parametrize( - "layer_name,kwargs,input_shape", + "layer_name,input_shape", [ - ("MaxPool2d", {"window_shape": (2, 2)}, (32, 16, 28, 28)), - ("AvgPool2d", {"window_shape": (2, 2)}, (32, 16, 28, 28)), + ("MaxPool1d", (32, 16, 28, 28)), + ("MaxPool2d", (32, 16, 28, 28)), + ("AvgPool1d", (32, 16, 28, 28)), + ("AvgPool2d", (32, 16, 28, 28)), ], ) - def test_pooling(self, layer_name: str, kwargs: dict, input_shape: tuple) -> None: + def test_pooling(self, layer_name: str, input_shape: tuple) -> None: """Test pooling functions.""" pool_fn = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name) inputs = jnp.ones(input_shape) - output = pool_fn(inputs, **kwargs) + output = pool_fn(inputs) assert isinstance(output, jnp.ndarray) assert output.dtype == inputs.dtype @@ -49,7 +51,7 @@ def test_activation(self, layer_name: str) -> None: assert output.dtype == inputs.dtype @pytest.mark.order(3) - @pytest.mark.parametrize("layer_name", ["BatchNorm2d", "LayerNorm", "Dropout"]) + @pytest.mark.parametrize("layer_name", ["BatchNorm1d", "BatchNorm2d", "LayerNorm", "Dropout"]) def test_stateful_import(self, layer_name: str) -> None: """Test that stateful layers can be imported.""" layer_class = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name) From cc756c3094849256e2a0eb3f92929edf37f94cd7 Mon Sep 17 00:00:00 2001 From: Lucia Ferrer Date: Thu, 12 Mar 2026 20:37:23 +0100 Subject: [PATCH 08/12] CLASS WRAPPERS non parametric & cleaned docstrings & tf seed fixture & jax rng fixture --- illia/__init__.py | 1 + illia/layers.py | 138 -------------------------- illia/nn/__init__.py | 63 +----------- illia/nn/jax/__init__.py | 25 +++++ illia/nn/jax/activation.py | 35 +++++++ illia/nn/jax/normalization.py | 25 +++++ illia/nn/jax/pooling.py | 35 +++++++ illia/nn/jax/regularization.py | 11 ++ illia/nn/tf/__init__.py | 37 +++++++ illia/nn/tf/activation.py | 39 ++++++++ illia/nn/tf/normalization.py | 16 +++ illia/nn/tf/pooling.py | 24 +++++ illia/nn/tf/regularization.py | 12 +++ illia/nn/tf/utility.py | 8 ++ illia/nn/torch/__init__.py | 40 ++++++++ illia/nn/torch/activation.py | 24 +++++ illia/nn/torch/normalization.py | 16 +++ illia/nn/torch/pooling.py | 40 ++++++++ illia/nn/torch/regularization.py | 16 +++ illia/nn/torch/utility.py | 16 +++ illia/support.py | 85 ++++++++++++---- tests/jax/nn/conftest.py | 6 ++ tests/jax/nn/test_non_parametric.py | 79 +++++++++++---- tests/tf/nn/conftest.py | 7 ++ tests/tf/nn/test_non_parametric.py | 42 ++++++-- tests/torch/nn/conftest.py | 2 + tests/torch/nn/test_non_parametric.py | 44 +++++++- 27 files changed, 636 insertions(+), 250 deletions(-) delete mode 100644 illia/layers.py create mode 100644 illia/nn/jax/activation.py create mode 100644 illia/nn/jax/normalization.py create mode 100644 illia/nn/jax/pooling.py create mode 100644 illia/nn/jax/regularization.py create mode 100644 illia/nn/tf/activation.py create mode 100644 illia/nn/tf/normalization.py create mode 100644 illia/nn/tf/pooling.py create mode 100644 illia/nn/tf/regularization.py create mode 100644 illia/nn/tf/utility.py create mode 100644 illia/nn/torch/activation.py create mode 100644 illia/nn/torch/normalization.py create mode 100644 illia/nn/torch/pooling.py create mode 100644 illia/nn/torch/regularization.py create mode 100644 illia/nn/torch/utility.py diff --git a/illia/__init__.py b/illia/__init__.py index 5f2eab0..79d240b 100644 --- a/illia/__init__.py +++ b/illia/__init__.py @@ -301,6 +301,7 @@ def import_native_backend_class(cls, module_name: str, class_name: str) -> Any: Returns: The requested class object. """ + if module_name not in cls._module_cache: cls._module_cache[module_name] = importlib.import_module(module_name) return getattr(cls._module_cache[module_name], class_name) diff --git a/illia/layers.py b/illia/layers.py deleted file mode 100644 index 146cb78..0000000 --- a/illia/layers.py +++ /dev/null @@ -1,138 +0,0 @@ -""" -Layer definitions and mappings for different backends. -""" - -# Standard libraries -from typing import Final - - -# Non-parametric layers by category -_POOLING_LAYERS: Final[frozenset[str]] = frozenset( - { - "MaxPool1d", - "MaxPool2d", - "AvgPool1d", - "AvgPool2d", - "AdaptiveAvgPool2d", - "AdaptiveMaxPool2d", - } -) - -_ACTIVATION_LAYERS: Final[frozenset[str]] = frozenset( - { - "ReLU", - "Sigmoid", - "Tanh", - "LeakyReLU", - "GELU", - } -) - -_NORMALIZATION_LAYERS: Final[frozenset[str]] = frozenset( - { - "BatchNorm1d", - "BatchNorm2d", - "LayerNorm", - } -) - -_REGULARIZATION_LAYERS: Final[frozenset[str]] = frozenset( - { - "Dropout", - "Dropout2d", - } -) - -_UTILITY_LAYERS: Final[frozenset[str]] = frozenset( - { - "Flatten", - "Identity", - } -) - -# Bayesian layers shared across torch/tf/jax -_BAYESIAN_LAYERS: Final[frozenset[str]] = frozenset( - { - "BayesianModule", - "Conv1d", - "Conv2d", - "Embedding", - "Linear", - "LSTM", - } -) - -# Mapping for non-parametric layers to native backend implementations, -# grouped by category -NONPARAMETRIC_LAYER_MAP: Final[dict[str, dict[str, dict[str, str]]]] = { - "torch": { - "pooling": {layer: f"torch.nn.{layer}" for layer in _POOLING_LAYERS}, - "activation": {layer: f"torch.nn.{layer}" for layer in _ACTIVATION_LAYERS}, - "normalization": { - layer: f"torch.nn.{layer}" for layer in _NORMALIZATION_LAYERS - }, - "regularization": { - layer: f"torch.nn.{layer}" for layer in _REGULARIZATION_LAYERS - }, - "utility": {layer: f"torch.nn.{layer}" for layer in _UTILITY_LAYERS}, - }, - "tf": { - "pooling": { - "MaxPool1d": "tensorflow.keras.layers.MaxPooling1D", - "MaxPool2d": "tensorflow.keras.layers.MaxPooling2D", - "AvgPool1d": "tensorflow.keras.layers.AveragePooling1D", - "AvgPool2d": "tensorflow.keras.layers.AveragePooling2D", - "AdaptiveAvgPool2d": "tensorflow.keras.layers.GlobalAveragePooling2D", - }, - "activation": { - "ReLU": "tensorflow.keras.layers.Activation", - "Sigmoid": "tensorflow.keras.layers.Activation", - "Tanh": "tensorflow.keras.layers.Activation", - "LeakyReLU": "tensorflow.keras.layers.LeakyReLU", # HACK: diff name func - "GELU": "tensorflow.keras.layers.Activation", - }, - "normalization": { - "BatchNorm1d": "tensorflow.keras.layers.BatchNormalization", - "BatchNorm2d": "tensorflow.keras.layers.BatchNormalization", - "LayerNorm": "tensorflow.keras.layers.LayerNormalization", - }, - "regularization": { - "Dropout": "tensorflow.keras.layers.Dropout", - "Dropout2d": "tensorflow.keras.layers.SpatialDropout2D", - }, - "utility": { - "Flatten": "tensorflow.keras.layers.Flatten", - }, - }, - "jax": { - "pooling": { - "MaxPool1d": "flax.nnx.max_pool", - "MaxPool2d": "flax.nnx.max_pool", - "AvgPool1d": "flax.nnx.avg_pool", - "AvgPool2d": "flax.nnx.avg_pool", - }, - "activation": { - "ReLU": "flax.nnx.relu", - "Sigmoid": "flax.nnx.sigmoid", - "Tanh": "flax.nnx.tanh", - "GELU": "flax.nnx.gelu", - }, - "normalization": { - "BatchNorm1d": "flax.nnx.BatchNorm", - "BatchNorm2d": "flax.nnx.BatchNorm", - "LayerNorm": "flax.nnx.LayerNorm", - }, - "regularization": { - "Dropout": "flax.nnx.Dropout", - }, - }, -} - -# Flat mapping -LAYER_CATEGORY_MAP: Final[dict[str, str]] = { - **{layer: "pooling" for layer in _POOLING_LAYERS}, - **{layer: "activation" for layer in _ACTIVATION_LAYERS}, - **{layer: "normalization" for layer in _NORMALIZATION_LAYERS}, - **{layer: "regularization" for layer in _REGULARIZATION_LAYERS}, - **{layer: "utility" for layer in _UTILITY_LAYERS}, -} diff --git a/illia/nn/__init__.py b/illia/nn/__init__.py index 476caac..2c396a6 100644 --- a/illia/nn/__init__.py +++ b/illia/nn/__init__.py @@ -3,17 +3,15 @@ """ # Standard libraries -from functools import partial from typing import Any # Own modules from illia import BackendManager -from illia.layers import _BAYESIAN_LAYERS, LAYER_CATEGORY_MAP, NONPARAMETRIC_LAYER_MAP def __getattr__(name: str) -> Any: """ - Dynamically import a class from backend (Bayesian or non-parametric). + Dynamically import a class from backend. Args: name: Name of the class to be imported. @@ -21,62 +19,9 @@ def __getattr__(name: str) -> Any: Returns: The requested layer/module class. """ - - # Obtain parameters for nn - module_type: str = "nn" - backend: str = BackendManager.get_backend() - - # get Bayesian layer from illia implementation, or failure. - if name in _BAYESIAN_LAYERS: - module = BackendManager.get_backend_module(backend, module_type) - layer_class = BackendManager.get_class( - backend_name=backend, - class_name=name, - module_type=module_type, - module_path=module, - ) - - elif (category := LAYER_CATEGORY_MAP.get(name, None)) is not None: - # Otherwise, this is a non-parametric layer (redirect to native backend) - module_path = ( - NONPARAMETRIC_LAYER_MAP.get(backend, {}).get(category, {}).get(name) - ) - if module_path: - module_name, class_name = module_path.rsplit(".", 1) - layer_class = BackendManager.import_native_backend_class( - module_name, class_name - ) - - # HACK: Special handling for TensorFlow Activation layers - if ( - backend == "tf" - and category == "activation" - and class_name == "Activation" - ): - layer_class = partial(layer_class, name.lower()) - # HACK: Special handling for JAX - elif backend == "jax": - match category: - case "pooling": # jax pooling functions - if "1d" in name: - layer_class = partial(layer_class, window_shape=(1,)) - elif "2d" in name: - layer_class = partial(layer_class, window_shape=(2, 2)) - case "normalization": # jax normalizarion layer - if "1d" in name: - layer_class = partial(layer_class, num_features=1) - elif "2d" in name: - layer_class = partial(layer_class, num_features=2) - - else: - raise ImportError( - f"Module '{module_type}', {name} not available for backend '{backend}'." - ) - - else: - raise ImportError( - f"Module '{module_type}', {name} not available for backend '{backend}'." - ) + backend = BackendManager.get_backend() + module = BackendManager.get_backend_module(backend, "nn") + layer_class = BackendManager.get_class(backend, name, "nn", module) globals()[name] = layer_class return layer_class diff --git a/illia/nn/jax/__init__.py b/illia/nn/jax/__init__.py index a650c06..bef8e74 100644 --- a/illia/nn/jax/__init__.py +++ b/illia/nn/jax/__init__.py @@ -5,19 +5,44 @@ """ # Own modules +from illia.nn.jax.activation import GELU, ReLU, Sigmoid, Tanh + +# Own modules - Bayesian layers from illia.nn.jax.base import BayesianModule from illia.nn.jax.conv1d import Conv1d from illia.nn.jax.conv2d import Conv2d from illia.nn.jax.embedding import Embedding from illia.nn.jax.linear import Linear from illia.nn.jax.lstm import LSTM +from illia.nn.jax.normalization import BatchNorm1d, BatchNorm2d, LayerNorm + +# Own modules - Non-parametric layers +from illia.nn.jax.pooling import AvgPool1d, AvgPool2d, MaxPool1d, MaxPool2d +from illia.nn.jax.regularization import Dropout __all__: list[str] = [ + # Bayesian layers "BayesianModule", "Conv1d", "Conv2d", "Embedding", "Linear", "LSTM", + # Pooling layers + "MaxPool1d", + "MaxPool2d", + "AvgPool1d", + "AvgPool2d", + # Activation layers + "ReLU", + "Sigmoid", + "Tanh", + "GELU", + # Normalization layers + "BatchNorm1d", + "BatchNorm2d", + "LayerNorm", + # Regularization layers + "Dropout", ] diff --git a/illia/nn/jax/activation.py b/illia/nn/jax/activation.py new file mode 100644 index 0000000..ded0975 --- /dev/null +++ b/illia/nn/jax/activation.py @@ -0,0 +1,35 @@ +"""JAX activation layer wrappers.""" + +# Standard libraries +from functools import partial + +# 3pps +from flax import nnx + + +class ReLU: + """Wrapper for JAX relu.""" + + def __new__(cls, *args, **kwargs): + return partial(nnx.relu, *args, **kwargs) + + +class Sigmoid: + """Wrapper for JAX sigmoid.""" + + def __new__(cls, *args, **kwargs): + return partial(nnx.sigmoid, *args, **kwargs) + + +class Tanh: + """Wrapper for JAX tanh.""" + + def __new__(cls, *args, **kwargs): + return partial(nnx.tanh, *args, **kwargs) + + +class GELU: + """Wrapper for JAX gelu.""" + + def __new__(cls, *args, **kwargs): + return partial(nnx.gelu, *args, **kwargs) diff --git a/illia/nn/jax/normalization.py b/illia/nn/jax/normalization.py new file mode 100644 index 0000000..58ca052 --- /dev/null +++ b/illia/nn/jax/normalization.py @@ -0,0 +1,25 @@ +"""JAX normalization layer wrappers.""" + +# 3pps +from flax import nnx + + +class BatchNorm1d: + """Wrapper for JAX BatchNorm for 1D inputs.""" + + def __new__(cls, num_features, *args, **kwargs): + return nnx.BatchNorm(num_features, *args, **kwargs) + + +class BatchNorm2d: + """Wrapper for JAX BatchNorm for 2D inputs.""" + + def __new__(cls, num_features, *args, **kwargs): + return nnx.BatchNorm(num_features, *args, **kwargs) + + +class LayerNorm: + """Wrapper for JAX LayerNorm.""" + + def __new__(cls, *args, **kwargs): + return nnx.LayerNorm(*args, **kwargs) diff --git a/illia/nn/jax/pooling.py b/illia/nn/jax/pooling.py new file mode 100644 index 0000000..1defacf --- /dev/null +++ b/illia/nn/jax/pooling.py @@ -0,0 +1,35 @@ +"""JAX pooling layer wrappers.""" + +# Standard libraries +from functools import partial + +# 3pps +import flax.nnx as nnx + + +class MaxPool1d: + """Wrapper for JAX max_pool with 1D window.""" + + def __new__(cls, *args, **kwargs): + return partial(nnx.max_pool, *args, **kwargs) + + +class MaxPool2d: + """Wrapper for JAX max_pool with 2D window.""" + + def __new__(cls, *args, **kwargs): + return partial(nnx.max_pool, *args, **kwargs) + + +class AvgPool1d: + """Wrapper for JAX avg_pool with 1D window.""" + + def __new__(cls, *args, **kwargs): + return partial(nnx.avg_pool, *args, **kwargs) + + +class AvgPool2d: + """Wrapper for JAX avg_pool with 2D window.""" + + def __new__(cls, *args, **kwargs): + return partial(nnx.avg_pool, *args, **kwargs) \ No newline at end of file diff --git a/illia/nn/jax/regularization.py b/illia/nn/jax/regularization.py new file mode 100644 index 0000000..54da00e --- /dev/null +++ b/illia/nn/jax/regularization.py @@ -0,0 +1,11 @@ +"""JAX regularization layer wrappers.""" + +# 3pps +from flax import nnx + + +class Dropout: + """Wrapper for JAX Dropout.""" + + def __new__(cls, *args, **kwargs): + return nnx.Dropout(*args, **kwargs) diff --git a/illia/nn/tf/__init__.py b/illia/nn/tf/__init__.py index 11edd1a..6ddfd75 100644 --- a/illia/nn/tf/__init__.py +++ b/illia/nn/tf/__init__.py @@ -5,19 +5,56 @@ """ # Own modules +from illia.nn.tf.activation import GELU, LeakyReLU, ReLU, Sigmoid, Tanh + +# Own modules - Bayesian layers from illia.nn.tf.base import BayesianModule from illia.nn.tf.conv1d import Conv1d from illia.nn.tf.conv2d import Conv2d from illia.nn.tf.embedding import Embedding from illia.nn.tf.linear import Linear from illia.nn.tf.lstm import LSTM +from illia.nn.tf.normalization import BatchNorm1d, BatchNorm2d, LayerNorm + +# Own modules - Non-parametric layers +from illia.nn.tf.pooling import ( + AdaptiveAvgPool2d, + AvgPool1d, + AvgPool2d, + MaxPool1d, + MaxPool2d, +) +from illia.nn.tf.regularization import Dropout, Dropout2d +from illia.nn.tf.utility import Flatten __all__: list[str] = [ + # Bayesian layers "BayesianModule", "Conv1d", "Conv2d", "Embedding", "Linear", "LSTM", + # Pooling layers + "MaxPool1d", + "MaxPool2d", + "AvgPool1d", + "AvgPool2d", + "AdaptiveAvgPool2d", + # Activation layers + "ReLU", + "Sigmoid", + "Tanh", + "LeakyReLU", + "GELU", + # Normalization layers + "BatchNorm1d", + "BatchNorm2d", + "LayerNorm", + # Regularization layers + "Dropout", + "Dropout2d", + # Utility layers + "Flatten", ] diff --git a/illia/nn/tf/activation.py b/illia/nn/tf/activation.py new file mode 100644 index 0000000..d4b3e50 --- /dev/null +++ b/illia/nn/tf/activation.py @@ -0,0 +1,39 @@ +"""TensorFlow activation layer wrappers.""" + +# 3pps +from tensorflow.keras import layers + + +class ReLU(layers.Activation): + """Wrapper for TensorFlow ReLU activation.""" + + def __init__(self, *args, **kwargs): + super().__init__("relu", *args, **kwargs) + + +class Sigmoid(layers.Activation): + """Wrapper for TensorFlow Sigmoid activation.""" + + def __init__(self, *args, **kwargs): + super().__init__("sigmoid", *args, **kwargs) + + +class Tanh(layers.Activation): + """Wrapper for TensorFlow Tanh activation.""" + + def __init__(self, *args, **kwargs): + super().__init__("tanh", *args, **kwargs) + + +class LeakyReLU(layers.Activation): + """Wrapper for TensorFlow LeakyReLU.""" + + def __init__(self, *args, **kwargs): + super().__init__("leaky_relu", *args, **kwargs) + + +class GELU(layers.Activation): + """Wrapper for TensorFlow GELU activation.""" + + def __init__(self, *args, **kwargs): + super().__init__("gelu", *args, **kwargs) diff --git a/illia/nn/tf/normalization.py b/illia/nn/tf/normalization.py new file mode 100644 index 0000000..970b2d7 --- /dev/null +++ b/illia/nn/tf/normalization.py @@ -0,0 +1,16 @@ +"""TensorFlow normalization layer wrappers.""" + +# 3pps +from tensorflow.keras import layers + + +class BatchNorm1d(layers.BatchNormalization): + """Wrapper for TensorFlow BatchNormalization (1D).""" + + +class BatchNorm2d(layers.BatchNormalization): + """Wrapper for TensorFlow BatchNormalization (2D).""" + + +class LayerNorm(layers.LayerNormalization): + """Wrapper for TensorFlow LayerNormalization.""" diff --git a/illia/nn/tf/pooling.py b/illia/nn/tf/pooling.py new file mode 100644 index 0000000..ccd0ca5 --- /dev/null +++ b/illia/nn/tf/pooling.py @@ -0,0 +1,24 @@ +"""TensorFlow pooling layer wrappers.""" + +# 3pps +from tensorflow.keras import layers + + +class MaxPool1d(layers.MaxPooling1D): + """Wrapper for TensorFlow MaxPooling1D.""" + + +class MaxPool2d(layers.MaxPooling2D): + """Wrapper for TensorFlow MaxPooling2D.""" + + +class AvgPool1d(layers.AveragePooling1D): + """Wrapper for TensorFlow AveragePooling1D.""" + + +class AvgPool2d(layers.AveragePooling2D): + """Wrapper for TensorFlow AveragePooling2D.""" + + +class AdaptiveAvgPool2d(layers.GlobalAveragePooling2D): + """Wrapper for TensorFlow GlobalAveragePooling2D.""" diff --git a/illia/nn/tf/regularization.py b/illia/nn/tf/regularization.py new file mode 100644 index 0000000..61fee1f --- /dev/null +++ b/illia/nn/tf/regularization.py @@ -0,0 +1,12 @@ +"""TensorFlow regularization layer wrappers.""" + +# 3pps +from tensorflow.keras import layers + + +class Dropout(layers.Dropout): + """Wrapper for TensorFlow Dropout.""" + + +class Dropout2d(layers.SpatialDropout2D): + """Wrapper for TensorFlow SpatialDropout2D.""" diff --git a/illia/nn/tf/utility.py b/illia/nn/tf/utility.py new file mode 100644 index 0000000..d9f2499 --- /dev/null +++ b/illia/nn/tf/utility.py @@ -0,0 +1,8 @@ +"""TensorFlow utility layer wrappers.""" + +# 3pps +from tensorflow.keras import layers + + +class Flatten(layers.Flatten): + """Wrapper for TensorFlow Flatten.""" diff --git a/illia/nn/torch/__init__.py b/illia/nn/torch/__init__.py index 3a2760c..b76a67e 100644 --- a/illia/nn/torch/__init__.py +++ b/illia/nn/torch/__init__.py @@ -5,19 +5,59 @@ """ # Own modules +from illia.nn.torch.activation import GELU, LeakyReLU, ReLU, Sigmoid, Tanh + +# Own modules - Bayesian layers from illia.nn.torch.base import BayesianModule from illia.nn.torch.conv1d import Conv1d from illia.nn.torch.conv2d import Conv2d from illia.nn.torch.embedding import Embedding from illia.nn.torch.linear import Linear from illia.nn.torch.lstm import LSTM +from illia.nn.torch.normalization import BatchNorm1d, BatchNorm2d, LayerNorm + +# Own modules - Non-parametric layers +from illia.nn.torch.pooling import ( + AdaptiveAvgPool2d, + AdaptiveMaxPool2d, + AvgPool1d, + AvgPool2d, + MaxPool1d, + MaxPool2d, +) +from illia.nn.torch.regularization import Dropout, Dropout2d +from illia.nn.torch.utility import Flatten, Identity __all__: list[str] = [ + # Bayesian layers "BayesianModule", "Conv1d", "Conv2d", "Embedding", "Linear", "LSTM", + # Pooling layers + "MaxPool1d", + "MaxPool2d", + "AvgPool1d", + "AvgPool2d", + "AdaptiveAvgPool2d", + "AdaptiveMaxPool2d", + # Activation layers + "ReLU", + "Sigmoid", + "Tanh", + "LeakyReLU", + "GELU", + # Normalization layers + "BatchNorm1d", + "BatchNorm2d", + "LayerNorm", + # Regularization layers + "Dropout", + "Dropout2d", + # Utility layers + "Flatten", + "Identity", ] diff --git a/illia/nn/torch/activation.py b/illia/nn/torch/activation.py new file mode 100644 index 0000000..8590551 --- /dev/null +++ b/illia/nn/torch/activation.py @@ -0,0 +1,24 @@ +"""PyTorch activation layer wrappers.""" + +# 3pps +from torch import nn + + +class ReLU(nn.ReLU): + """Wrapper for PyTorch ReLU.""" + + +class Sigmoid(nn.Sigmoid): + """Wrapper for PyTorch Sigmoid.""" + + +class Tanh(nn.Tanh): + """Wrapper for PyTorch Tanh.""" + + +class LeakyReLU(nn.LeakyReLU): + """Wrapper for PyTorch LeakyReLU.""" + + +class GELU(nn.GELU): + """Wrapper for PyTorch GELU.""" diff --git a/illia/nn/torch/normalization.py b/illia/nn/torch/normalization.py new file mode 100644 index 0000000..5b92256 --- /dev/null +++ b/illia/nn/torch/normalization.py @@ -0,0 +1,16 @@ +"""PyTorch normalization layer wrappers.""" + +# 3pps +import torch.nn as nn + + +class BatchNorm1d(nn.BatchNorm1d): + """Wrapper for PyTorch BatchNorm1d.""" + + +class BatchNorm2d(nn.BatchNorm2d): + """Wrapper for PyTorch BatchNorm2d.""" + + +class LayerNorm(nn.LayerNorm): + """Wrapper for PyTorch LayerNorm.""" diff --git a/illia/nn/torch/pooling.py b/illia/nn/torch/pooling.py new file mode 100644 index 0000000..dd9d2c9 --- /dev/null +++ b/illia/nn/torch/pooling.py @@ -0,0 +1,40 @@ +"""PyTorch pooling layer wrappers.""" + +# 3pps +import torch.nn as nn + + +class MaxPool1d(nn.MaxPool1d): + """Wrapper for PyTorch MaxPool1d.""" + + pass + + +class MaxPool2d(nn.MaxPool2d): + """Wrapper for PyTorch MaxPool2d.""" + + pass + + +class AvgPool1d(nn.AvgPool1d): + """Wrapper for PyTorch AvgPool1d.""" + + pass + + +class AvgPool2d(nn.AvgPool2d): + """Wrapper for PyTorch AvgPool2d.""" + + pass + + +class AdaptiveAvgPool2d(nn.AdaptiveAvgPool2d): + """Wrapper for PyTorch AdaptiveAvgPool2d.""" + + pass + + +class AdaptiveMaxPool2d(nn.AdaptiveMaxPool2d): + """Wrapper for PyTorch AdaptiveMaxPool2d.""" + + pass diff --git a/illia/nn/torch/regularization.py b/illia/nn/torch/regularization.py new file mode 100644 index 0000000..dac7ee8 --- /dev/null +++ b/illia/nn/torch/regularization.py @@ -0,0 +1,16 @@ +"""PyTorch regularization layer wrappers.""" + +# 3pps +import torch.nn as nn + + +class Dropout(nn.Dropout): + """Wrapper for PyTorch Dropout.""" + + pass + + +class Dropout2d(nn.Dropout2d): + """Wrapper for PyTorch Dropout2d.""" + + pass diff --git a/illia/nn/torch/utility.py b/illia/nn/torch/utility.py new file mode 100644 index 0000000..f822ffc --- /dev/null +++ b/illia/nn/torch/utility.py @@ -0,0 +1,16 @@ +"""PyTorch utility layer wrappers.""" + +# 3pps +import torch.nn as nn + + +class Flatten(nn.Flatten): + """Wrapper for PyTorch Flatten.""" + + pass + + +class Identity(nn.Identity): + """Wrapper for PyTorch Identity.""" + + pass diff --git a/illia/support.py b/illia/support.py index 4a72936..1127354 100644 --- a/illia/support.py +++ b/illia/support.py @@ -7,16 +7,6 @@ # Standard libraries from typing import Final -# Own modules -from illia.layers import ( - _ACTIVATION_LAYERS, - _BAYESIAN_LAYERS, - _NORMALIZATION_LAYERS, - _POOLING_LAYERS, - _REGULARIZATION_LAYERS, - _UTILITY_LAYERS, -) - # Name of the environment variable to switch between backends at runtime ENV_OS_NAME: Final[str] = "ILLIA_BACKEND" @@ -59,31 +49,69 @@ BACKEND_CAPABILITIES: Final[dict[str, dict[str, set[str]]]] = { "torch": { "nn": { - *_BAYESIAN_LAYERS, - *_POOLING_LAYERS, - *_ACTIVATION_LAYERS, - *_NORMALIZATION_LAYERS, - *_REGULARIZATION_LAYERS, - *_UTILITY_LAYERS, + # Bayesian layers + "BayesianModule", + "Conv1d", + "Conv2d", + "Embedding", + "Linear", + "LSTM", + # Pooling layers + "MaxPool1d", + "MaxPool2d", + "AvgPool1d", + "AvgPool2d", + "AdaptiveAvgPool2d", + "AdaptiveMaxPool2d", + # Activation layers + "ReLU", + "Sigmoid", + "Tanh", + "LeakyReLU", + "GELU", + # Normalization layers + "BatchNorm1d", + "BatchNorm2d", + "LayerNorm", + # Regularization layers + "Dropout", + "Dropout2d", + # Utility layers + "Flatten", + "Identity", }, "distributions": {"DistributionModule", "GaussianDistribution"}, "losses": {"KLDivergenceLoss", "ELBOLoss"}, }, "tf": { "nn": { - *_BAYESIAN_LAYERS, - "MaxPool1d", # TBD: name overwritten: Y/N + # Bayesian layers + "BayesianModule", + "Conv1d", + "Conv2d", + "Embedding", + "Linear", + "LSTM", + # Pooling layers + "MaxPool1d", "MaxPool2d", "AvgPool1d", "AvgPool2d", "AdaptiveAvgPool2d", + # Activation layers "ReLU", "Sigmoid", "Tanh", "LeakyReLU", "GELU", - *_NORMALIZATION_LAYERS, - *_REGULARIZATION_LAYERS, + # Normalization layers + "BatchNorm1d", + "BatchNorm2d", + "LayerNorm", + # Regularization layers + "Dropout", + "Dropout2d", + # Utility layers "Flatten", }, "distributions": {"DistributionModule", "GaussianDistribution"}, @@ -91,15 +119,28 @@ }, "jax": { "nn": { - *_BAYESIAN_LAYERS, - "MaxPool2d", # TBD: name overwritten: Y/N + # Bayesian layers + "BayesianModule", + "Conv1d", + "Conv2d", + "Embedding", + "Linear", + "LSTM", + # Pooling layers + "MaxPool1d", + "MaxPool2d", + "AvgPool1d", "AvgPool2d", + # Activation layers "ReLU", "Sigmoid", "Tanh", "GELU", + # Normalization layers + "BatchNorm1d", "BatchNorm2d", "LayerNorm", + # Regularization layers "Dropout", }, "distributions": {"DistributionModule", "GaussianDistribution"}, diff --git a/tests/jax/nn/conftest.py b/tests/jax/nn/conftest.py index 52b67c3..072154a 100644 --- a/tests/jax/nn/conftest.py +++ b/tests/jax/nn/conftest.py @@ -21,6 +21,12 @@ from illia.nn import LSTM, Conv1d, Conv2d, Embedding, Linear +@pytest.fixture(scope="function") +def rngs_fixture(): + """Provide consistent RNG for JAX tests.""" + return nnx.Rngs(42) + + @pytest.fixture( params=[ (32, 30, 20, None, None), diff --git a/tests/jax/nn/test_non_parametric.py b/tests/jax/nn/test_non_parametric.py index caef76b..f562621 100644 --- a/tests/jax/nn/test_non_parametric.py +++ b/tests/jax/nn/test_non_parametric.py @@ -10,8 +10,10 @@ os.environ["ILLIA_BACKEND"] = "jax" # 3pps +import jax import jax.numpy as jnp import pytest +from flax import nnx class TestNonParametricLayers: @@ -21,29 +23,41 @@ class TestNonParametricLayers: @pytest.mark.order(1) @pytest.mark.parametrize( - "layer_name,input_shape", + "layer_name,input_shape,window_shape", [ - ("MaxPool1d", (32, 16, 28, 28)), - ("MaxPool2d", (32, 16, 28, 28)), - ("AvgPool1d", (32, 16, 28, 28)), - ("AvgPool2d", (32, 16, 28, 28)), + ("MaxPool1d", (32, 16, 28), (2,)), + ("MaxPool2d", (32, 16, 28, 28), (2, 2)), + ("AvgPool1d", (32, 16, 28), (2,)), + ("AvgPool2d", (32, 16, 28, 28), (2, 2)), ], ) - def test_pooling(self, layer_name: str, input_shape: tuple) -> None: - """Test pooling functions.""" - pool_fn = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name) + def test_pooling(self, layer_name: str, input_shape: tuple, window_shape: tuple) -> None: + """ + Test pooling functions. + + Args: + layer_name: Name of the pooling function to test. + input_shape: Shape of the input tensor for testing. + window_shape: Shape of the pooling window. + """ + pool_fn = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name)() inputs = jnp.ones(input_shape) - output = pool_fn(inputs) + output = pool_fn(inputs, window_shape=window_shape) assert isinstance(output, jnp.ndarray) assert output.dtype == inputs.dtype @pytest.mark.order(2) @pytest.mark.parametrize("layer_name", ["ReLU", "Sigmoid", "Tanh", "GELU"]) def test_activation(self, layer_name: str) -> None: - """Test activation functions.""" + """ + Test activation functions. + + Args: + layer_name: Name of the activation function to test. + """ activation_fn = getattr( __import__("illia.nn", fromlist=[layer_name]), layer_name - ) + )() inputs = jnp.ones((32, 16, 28, 28)) output = activation_fn(inputs) assert isinstance(output, jnp.ndarray) @@ -51,9 +65,40 @@ def test_activation(self, layer_name: str) -> None: assert output.dtype == inputs.dtype @pytest.mark.order(3) - @pytest.mark.parametrize("layer_name", ["BatchNorm1d", "BatchNorm2d", "LayerNorm", "Dropout"]) - def test_stateful_import(self, layer_name: str) -> None: - """Test that stateful layers can be imported.""" - layer_class = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name) - assert layer_class is not None - assert callable(layer_class) # TODO: complex state + def test_regularization(self, rngs_fixture) -> None: + """ + Test regularization layers. + + Args: + rngs_fixture: JAX RNG fixture for consistent random number generation. + """ + Dropout = getattr(__import__("illia.nn", fromlist=["Dropout"]), "Dropout") + layer_instance = Dropout(rate=0.5, rngs=rngs_fixture) + assert layer_instance is not None + assert callable(layer_instance) + + @pytest.mark.order(4) + def test_normalization(self, rngs_fixture) -> None: + """ + Test normalization layers. + + Args: + rngs_fixture: JAX RNG fixture for consistent random number generation. + """ + # Test BatchNorm1d + BatchNorm1d = getattr(__import__("illia.nn", fromlist=["BatchNorm1d"]), "BatchNorm1d") + layer1d = BatchNorm1d(num_features=16, rngs=rngs_fixture) + assert layer1d is not None + assert callable(layer1d) + + # Test BatchNorm2d + BatchNorm2d = getattr(__import__("illia.nn", fromlist=["BatchNorm2d"]), "BatchNorm2d") + layer2d = BatchNorm2d(num_features=16, rngs=rngs_fixture) + assert layer2d is not None + assert callable(layer2d) + + # Test LayerNorm + LayerNorm = getattr(__import__("illia.nn", fromlist=["LayerNorm"]), "LayerNorm") + layer_norm = LayerNorm(num_features=16, rngs=rngs_fixture) + assert layer_norm is not None + assert callable(layer_norm) \ No newline at end of file diff --git a/tests/tf/nn/conftest.py b/tests/tf/nn/conftest.py index df26f46..e2124b2 100644 --- a/tests/tf/nn/conftest.py +++ b/tests/tf/nn/conftest.py @@ -20,6 +20,13 @@ from illia.nn import LSTM, Conv1d, Conv2d, Embedding, Linear +@pytest.fixture(scope="session", autouse=True) +def set_random_seeds(): + """Set random seeds for reproducibility.""" + tf.keras.utils.set_random_seed(42) + tf.config.experimental.enable_op_determinism() + + @pytest.fixture( params=[ (32, 30, 20, None, None), diff --git a/tests/tf/nn/test_non_parametric.py b/tests/tf/nn/test_non_parametric.py index e805cba..0485f31 100644 --- a/tests/tf/nn/test_non_parametric.py +++ b/tests/tf/nn/test_non_parametric.py @@ -14,10 +14,6 @@ import tensorflow as tf -tf.keras.utils.set_random_seed(1) -tf.config.experimental.enable_op_determinism() - - class TestNonParametricLayers: """ This class tests the non-parametric layers integration. @@ -37,7 +33,15 @@ class TestNonParametricLayers: def test_pooling( self, layer_name: str, kwargs: dict, input_shape: tuple, expected_shape: tuple ) -> None: - """Test pooling layers.""" + """ + Test pooling layers. + + Args: + layer_name: Name of the pooling layer to test. + kwargs: Keyword arguments for layer initialization. + input_shape: Shape of the input tensor for testing. + expected_shape: Expected shape of the output tensor. + """ layer = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name)( **kwargs ) @@ -52,7 +56,12 @@ def test_pooling( "layer_name", ["ReLU", "Sigmoid", "Tanh", "LeakyReLU", "GELU"] ) def test_activation(self, layer_name: str) -> None: - """Test activation layers.""" + """ + Test activation layers. + + Args: + layer_name: Name of the activation layer to test. + """ layer = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name)() inputs = tf.random.uniform((32, 28, 28, 16)) output = layer(inputs) @@ -70,7 +79,13 @@ def test_activation(self, layer_name: str) -> None: ], ) def test_normalization(self, layer_name: str, input_shape: tuple) -> None: - """Test normalization layers.""" + """ + Test normalization layers. + + Args: + layer_name: Name of the normalization layer to test. + input_shape: Shape of the input tensor for testing. + """ layer = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name)() inputs = tf.random.normal(input_shape, mean=5.0, stddev=2.0) output = layer(inputs, training=True) @@ -91,7 +106,14 @@ def test_normalization(self, layer_name: str, input_shape: tuple) -> None: def test_regularization( self, layer_name: str, rate: float, input_shape: tuple ) -> None: - """Test regularization layers.""" + """ + Test regularization layers. + + Args: + layer_name: Name of the regularization layer to test. + rate: Dropout rate for the regularization layer. + input_shape: Shape of the input tensor for testing. + """ layer = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name)(rate) inputs = tf.random.uniform(input_shape) output = layer(inputs, training=True) @@ -101,7 +123,9 @@ def test_regularization( @pytest.mark.order(5) def test_flatten(self) -> None: - """Test Flatten utility layer.""" + """ + Test Flatten utility layer. + """ layer = getattr(__import__("illia.nn", fromlist=["Flatten"]), "Flatten")() inputs = tf.random.uniform((32, 28, 28, 16)) output = layer(inputs) diff --git a/tests/torch/nn/conftest.py b/tests/torch/nn/conftest.py index efbbf2d..81c176c 100644 --- a/tests/torch/nn/conftest.py +++ b/tests/torch/nn/conftest.py @@ -26,6 +26,8 @@ def set_random_seeds(): """Set random seeds for reproducibility.""" torch.manual_seed(42) torch.cuda.manual_seed_all(42) + torch.backends.cudnn.deterministic = True + torch.backends.cudnn.benchmark = False @pytest.fixture( diff --git a/tests/torch/nn/test_non_parametric.py b/tests/torch/nn/test_non_parametric.py index 8fc4f5c..44ba727 100644 --- a/tests/torch/nn/test_non_parametric.py +++ b/tests/torch/nn/test_non_parametric.py @@ -44,7 +44,15 @@ class TestNonParametricLayers: def test_pooling( self, layer_name: str, kwargs: dict, input_shape: tuple, expected_shape: tuple ) -> None: - """Test pooling layers.""" + """ + Test pooling layers. + + Args: + layer_name: Name of the pooling layer to test. + kwargs: Keyword arguments for layer initialization. + input_shape: Shape of the input tensor for testing. + expected_shape: Expected shape of the output tensor. + """ layer = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name)( **kwargs ) @@ -59,7 +67,12 @@ def test_pooling( "layer_name", ["ReLU", "Sigmoid", "Tanh", "LeakyReLU", "GELU"] ) def test_activation(self, layer_name: str) -> None: - """Test activation layers.""" + """ + Test activation layers. + + Args: + layer_name: Name of the activation layer to test. + """ layer = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name)() inputs = torch.rand((32, 16, 28, 28)) output = layer(inputs) @@ -79,7 +92,14 @@ def test_activation(self, layer_name: str) -> None: def test_normalization( self, layer_name: str, kwargs: dict, input_shape: tuple ) -> None: - """Test normalization layers.""" + """ + Test normalization layers. + + Args: + layer_name: Name of the normalization layer to test. + kwargs: Keyword arguments for layer initialization. + input_shape: Shape of the input tensor for testing. + """ layer = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name)( **kwargs ) @@ -103,7 +123,14 @@ def test_normalization( def test_regularization( self, layer_name: str, rate: float, input_shape: tuple ) -> None: - """Test regularization layers.""" + """ + Test regularization layers. + + Args: + layer_name: Name of the regularization layer to test. + rate: Dropout rate for the regularization layer. + input_shape: Shape of the input tensor for testing. + """ layer = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name)(rate) layer.train() inputs = torch.rand(input_shape) @@ -123,7 +150,14 @@ def test_regularization( def test_utility( self, layer_name: str, input_shape: tuple, expected_shape: tuple ) -> None: - """Test utility layers.""" + """ + Test utility layers. + + Args: + layer_name: Name of the utility layer to test. + input_shape: Shape of the input tensor for testing. + expected_shape: Expected shape of the output tensor. + """ layer = getattr(__import__("illia.nn", fromlist=[layer_name]), layer_name)() inputs = torch.rand(input_shape) output = layer(inputs) From f6bac836ca3032b37b1ee1eb1ddfd21d180ee7d8 Mon Sep 17 00:00:00 2001 From: Lucia Ferrer Date: Thu, 12 Mar 2026 20:41:28 +0100 Subject: [PATCH 09/12] black&flake8 --- illia/nn/jax/pooling.py | 2 +- tests/jax/nn/test_non_parametric.py | 20 ++++++++++++-------- 2 files changed, 13 insertions(+), 9 deletions(-) diff --git a/illia/nn/jax/pooling.py b/illia/nn/jax/pooling.py index 1defacf..78e0973 100644 --- a/illia/nn/jax/pooling.py +++ b/illia/nn/jax/pooling.py @@ -32,4 +32,4 @@ class AvgPool2d: """Wrapper for JAX avg_pool with 2D window.""" def __new__(cls, *args, **kwargs): - return partial(nnx.avg_pool, *args, **kwargs) \ No newline at end of file + return partial(nnx.avg_pool, *args, **kwargs) diff --git a/tests/jax/nn/test_non_parametric.py b/tests/jax/nn/test_non_parametric.py index f562621..864b245 100644 --- a/tests/jax/nn/test_non_parametric.py +++ b/tests/jax/nn/test_non_parametric.py @@ -10,10 +10,8 @@ os.environ["ILLIA_BACKEND"] = "jax" # 3pps -import jax import jax.numpy as jnp import pytest -from flax import nnx class TestNonParametricLayers: @@ -31,7 +29,9 @@ class TestNonParametricLayers: ("AvgPool2d", (32, 16, 28, 28), (2, 2)), ], ) - def test_pooling(self, layer_name: str, input_shape: tuple, window_shape: tuple) -> None: + def test_pooling( + self, layer_name: str, input_shape: tuple, window_shape: tuple + ) -> None: """ Test pooling functions. @@ -86,19 +86,23 @@ def test_normalization(self, rngs_fixture) -> None: rngs_fixture: JAX RNG fixture for consistent random number generation. """ # Test BatchNorm1d - BatchNorm1d = getattr(__import__("illia.nn", fromlist=["BatchNorm1d"]), "BatchNorm1d") + BatchNorm1d = getattr( + __import__("illia.nn", fromlist=["BatchNorm1d"]), "BatchNorm1d" + ) layer1d = BatchNorm1d(num_features=16, rngs=rngs_fixture) assert layer1d is not None assert callable(layer1d) - + # Test BatchNorm2d - BatchNorm2d = getattr(__import__("illia.nn", fromlist=["BatchNorm2d"]), "BatchNorm2d") + BatchNorm2d = getattr( + __import__("illia.nn", fromlist=["BatchNorm2d"]), "BatchNorm2d" + ) layer2d = BatchNorm2d(num_features=16, rngs=rngs_fixture) assert layer2d is not None assert callable(layer2d) - + # Test LayerNorm LayerNorm = getattr(__import__("illia.nn", fromlist=["LayerNorm"]), "LayerNorm") layer_norm = LayerNorm(num_features=16, rngs=rngs_fixture) assert layer_norm is not None - assert callable(layer_norm) \ No newline at end of file + assert callable(layer_norm) From b9d9892825705825fc503be7d3b083c63b897361 Mon Sep 17 00:00:00 2001 From: Lucia Ferrer Date: Thu, 12 Mar 2026 20:50:23 +0100 Subject: [PATCH 10/12] cleaned comments --- illia/nn/jax/__init__.py | 25 +++++++-------------- illia/nn/tf/__init__.py | 34 ++++++++++------------------ illia/nn/torch/__init__.py | 38 ++++++++++++-------------------- illia/nn/torch/pooling.py | 12 ---------- illia/nn/torch/regularization.py | 4 ---- illia/nn/torch/utility.py | 4 ---- 6 files changed, 34 insertions(+), 83 deletions(-) diff --git a/illia/nn/jax/__init__.py b/illia/nn/jax/__init__.py index bef8e74..f47d30b 100644 --- a/illia/nn/jax/__init__.py +++ b/illia/nn/jax/__init__.py @@ -6,8 +6,6 @@ # Own modules from illia.nn.jax.activation import GELU, ReLU, Sigmoid, Tanh - -# Own modules - Bayesian layers from illia.nn.jax.base import BayesianModule from illia.nn.jax.conv1d import Conv1d from illia.nn.jax.conv2d import Conv2d @@ -15,34 +13,27 @@ from illia.nn.jax.linear import Linear from illia.nn.jax.lstm import LSTM from illia.nn.jax.normalization import BatchNorm1d, BatchNorm2d, LayerNorm - -# Own modules - Non-parametric layers from illia.nn.jax.pooling import AvgPool1d, AvgPool2d, MaxPool1d, MaxPool2d from illia.nn.jax.regularization import Dropout __all__: list[str] = [ - # Bayesian layers + "AvgPool1d", + "AvgPool2d", + "BatchNorm1d", + "BatchNorm2d", "BayesianModule", "Conv1d", "Conv2d", + "Dropout", "Embedding", - "Linear", + "GELU", "LSTM", - # Pooling layers + "LayerNorm", + "Linear", "MaxPool1d", "MaxPool2d", - "AvgPool1d", - "AvgPool2d", - # Activation layers "ReLU", "Sigmoid", "Tanh", - "GELU", - # Normalization layers - "BatchNorm1d", - "BatchNorm2d", - "LayerNorm", - # Regularization layers - "Dropout", ] diff --git a/illia/nn/tf/__init__.py b/illia/nn/tf/__init__.py index 6ddfd75..f69c20e 100644 --- a/illia/nn/tf/__init__.py +++ b/illia/nn/tf/__init__.py @@ -6,8 +6,6 @@ # Own modules from illia.nn.tf.activation import GELU, LeakyReLU, ReLU, Sigmoid, Tanh - -# Own modules - Bayesian layers from illia.nn.tf.base import BayesianModule from illia.nn.tf.conv1d import Conv1d from illia.nn.tf.conv2d import Conv2d @@ -15,8 +13,6 @@ from illia.nn.tf.linear import Linear from illia.nn.tf.lstm import LSTM from illia.nn.tf.normalization import BatchNorm1d, BatchNorm2d, LayerNorm - -# Own modules - Non-parametric layers from illia.nn.tf.pooling import ( AdaptiveAvgPool2d, AvgPool1d, @@ -29,32 +25,26 @@ __all__: list[str] = [ - # Bayesian layers + "AdaptiveAvgPool2d", + "AvgPool1d", + "AvgPool2d", + "BatchNorm1d", + "BatchNorm2d", "BayesianModule", "Conv1d", "Conv2d", + "Dropout", + "Dropout2d", "Embedding", - "Linear", + "Flatten", + "GELU", "LSTM", - # Pooling layers + "LayerNorm", + "LeakyReLU", + "Linear", "MaxPool1d", "MaxPool2d", - "AvgPool1d", - "AvgPool2d", - "AdaptiveAvgPool2d", - # Activation layers "ReLU", "Sigmoid", "Tanh", - "LeakyReLU", - "GELU", - # Normalization layers - "BatchNorm1d", - "BatchNorm2d", - "LayerNorm", - # Regularization layers - "Dropout", - "Dropout2d", - # Utility layers - "Flatten", ] diff --git a/illia/nn/torch/__init__.py b/illia/nn/torch/__init__.py index b76a67e..a3d143f 100644 --- a/illia/nn/torch/__init__.py +++ b/illia/nn/torch/__init__.py @@ -6,8 +6,6 @@ # Own modules from illia.nn.torch.activation import GELU, LeakyReLU, ReLU, Sigmoid, Tanh - -# Own modules - Bayesian layers from illia.nn.torch.base import BayesianModule from illia.nn.torch.conv1d import Conv1d from illia.nn.torch.conv2d import Conv2d @@ -15,8 +13,6 @@ from illia.nn.torch.linear import Linear from illia.nn.torch.lstm import LSTM from illia.nn.torch.normalization import BatchNorm1d, BatchNorm2d, LayerNorm - -# Own modules - Non-parametric layers from illia.nn.torch.pooling import ( AdaptiveAvgPool2d, AdaptiveMaxPool2d, @@ -30,34 +26,28 @@ __all__: list[str] = [ - # Bayesian layers + "AdaptiveAvgPool2d", + "AdaptiveMaxPool2d", + "AvgPool1d", + "AvgPool2d", + "BatchNorm1d", + "BatchNorm2d", "BayesianModule", "Conv1d", "Conv2d", + "Dropout", + "Dropout2d", "Embedding", - "Linear", + "Flatten", + "GELU", + "Identity", "LSTM", - # Pooling layers + "LayerNorm", + "LeakyReLU", + "Linear", "MaxPool1d", "MaxPool2d", - "AvgPool1d", - "AvgPool2d", - "AdaptiveAvgPool2d", - "AdaptiveMaxPool2d", - # Activation layers "ReLU", "Sigmoid", "Tanh", - "LeakyReLU", - "GELU", - # Normalization layers - "BatchNorm1d", - "BatchNorm2d", - "LayerNorm", - # Regularization layers - "Dropout", - "Dropout2d", - # Utility layers - "Flatten", - "Identity", ] diff --git a/illia/nn/torch/pooling.py b/illia/nn/torch/pooling.py index dd9d2c9..76a9dbd 100644 --- a/illia/nn/torch/pooling.py +++ b/illia/nn/torch/pooling.py @@ -7,34 +7,22 @@ class MaxPool1d(nn.MaxPool1d): """Wrapper for PyTorch MaxPool1d.""" - pass - class MaxPool2d(nn.MaxPool2d): """Wrapper for PyTorch MaxPool2d.""" - pass - class AvgPool1d(nn.AvgPool1d): """Wrapper for PyTorch AvgPool1d.""" - pass - class AvgPool2d(nn.AvgPool2d): """Wrapper for PyTorch AvgPool2d.""" - pass - class AdaptiveAvgPool2d(nn.AdaptiveAvgPool2d): """Wrapper for PyTorch AdaptiveAvgPool2d.""" - pass - class AdaptiveMaxPool2d(nn.AdaptiveMaxPool2d): """Wrapper for PyTorch AdaptiveMaxPool2d.""" - - pass diff --git a/illia/nn/torch/regularization.py b/illia/nn/torch/regularization.py index dac7ee8..a3b335c 100644 --- a/illia/nn/torch/regularization.py +++ b/illia/nn/torch/regularization.py @@ -7,10 +7,6 @@ class Dropout(nn.Dropout): """Wrapper for PyTorch Dropout.""" - pass - class Dropout2d(nn.Dropout2d): """Wrapper for PyTorch Dropout2d.""" - - pass diff --git a/illia/nn/torch/utility.py b/illia/nn/torch/utility.py index f822ffc..9879742 100644 --- a/illia/nn/torch/utility.py +++ b/illia/nn/torch/utility.py @@ -7,10 +7,6 @@ class Flatten(nn.Flatten): """Wrapper for PyTorch Flatten.""" - pass - class Identity(nn.Identity): """Wrapper for PyTorch Identity.""" - - pass From 06badf4105365cf9c7202d1a886eeabdcec64a09 Mon Sep 17 00:00:00 2001 From: Lucia Ferrer Date: Thu, 12 Mar 2026 21:03:29 +0100 Subject: [PATCH 11/12] rm comments + rm unused get_external_native_method --- illia/__init__.py | 17 ----------------- tests/tf/nn/test_non_parametric.py | 2 -- tests/torch/nn/test_non_parametric.py | 2 -- 3 files changed, 21 deletions(-) diff --git a/illia/__init__.py b/illia/__init__.py index 79d240b..589acdb 100644 --- a/illia/__init__.py +++ b/illia/__init__.py @@ -289,23 +289,6 @@ def get_all_available_backends_for_class( if class_name in caps.get(module_type, set()) ) - @classmethod - def import_native_backend_class(cls, module_name: str, class_name: str) -> Any: - """ - Import a class from an external module with caching. - - Args: - module_name: Module path (e.g., "torch.nn"). - class_name: Class name (e.g., "MaxPool2d"). - - Returns: - The requested class object. - """ - - if module_name not in cls._module_cache: - cls._module_cache[module_name] = importlib.import_module(module_name) - return getattr(cls._module_cache[module_name], class_name) - @classmethod def get_backend(cls) -> str: """ diff --git a/tests/tf/nn/test_non_parametric.py b/tests/tf/nn/test_non_parametric.py index 0485f31..c38e502 100644 --- a/tests/tf/nn/test_non_parametric.py +++ b/tests/tf/nn/test_non_parametric.py @@ -92,8 +92,6 @@ def test_normalization(self, layer_name: str, input_shape: tuple) -> None: assert isinstance(output, tf.Tensor) assert tuple(output.shape) == tuple(inputs.shape) assert output.dtype == inputs.dtype - # assert tf.abs(tf.reduce_mean(output)) < 0.1 - # assert tf.abs(tf.math.reduce_std(output) - 1.0) < 0.1 @pytest.mark.order(4) @pytest.mark.parametrize( diff --git a/tests/torch/nn/test_non_parametric.py b/tests/torch/nn/test_non_parametric.py index 44ba727..6115440 100644 --- a/tests/torch/nn/test_non_parametric.py +++ b/tests/torch/nn/test_non_parametric.py @@ -109,8 +109,6 @@ def test_normalization( assert isinstance(output, torch.Tensor) assert tuple(output.shape) == tuple(inputs.shape) assert output.dtype == inputs.dtype - # assert torch.abs(torch.mean(output)) < 0.1 - # assert torch.abs(torch.std(output) - 1.0) < 0.1 @pytest.mark.order(4) @pytest.mark.parametrize( From 23a046bd0be4a0519f48ced6a4591830dd0682ff Mon Sep 17 00:00:00 2001 From: Lucia Ferrer Date: Thu, 12 Mar 2026 21:50:06 +0100 Subject: [PATCH 12/12] example with redirected relu and maxpool --- .../Computer Vision/MNIST Bayesian CNN.ipynb | 70 ++++++++----------- 1 file changed, 28 insertions(+), 42 deletions(-) diff --git a/docs/examples/Computer Vision/MNIST Bayesian CNN.ipynb b/docs/examples/Computer Vision/MNIST Bayesian CNN.ipynb index 97104f3..dad1b02 100644 --- a/docs/examples/Computer Vision/MNIST Bayesian CNN.ipynb +++ b/docs/examples/Computer Vision/MNIST Bayesian CNN.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "b3342740", "metadata": {}, "outputs": [ @@ -26,7 +26,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.2.1\n", + "0.2.4\n", "torch\n" ] } @@ -39,7 +39,7 @@ "os.environ[\"ILLIA_BACKEND\"] = \"torch\"\n", "\n", "import illia\n", - "from illia.nn import Conv2d, Linear\n", + "from illia.nn import Conv2d, Linear, ReLU, MaxPool2d, Dropout\n", "\n", "import numpy as np\n", "import torch\n", @@ -65,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 13, "id": "1d0963f5", "metadata": {}, "outputs": [ @@ -92,7 +92,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 14, "id": "83ba2071", "metadata": {}, "outputs": [], @@ -125,7 +125,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "c96c969c", "metadata": {}, "outputs": [ @@ -150,23 +150,27 @@ " self.fc1 = Linear(64 * 7 * 7, 128)\n", " self.fc2 = Linear(128, 10)\n", "\n", + " # Activation and pooling\n", + " self.relu = ReLU()\n", + " self.pool = MaxPool2d(2)\n", + "\n", " # Dropout for regularization\n", - " self.dropout = nn.Dropout(0.25)\n", + " self.dropout = Dropout(0.25)\n", "\n", " def forward(self, x):\n", " # First conv + ReLU + MaxPool\n", - " x = F.relu(self.conv1(x))\n", - " x = F.max_pool2d(x, 2)\n", + " x = self.relu(self.conv1(x))\n", + " x = self.pool(x)\n", "\n", " # Second conv + ReLU + MaxPool\n", - " x = F.relu(self.conv2(x))\n", - " x = F.max_pool2d(x, 2)\n", + " x = self.relu(self.conv2(x))\n", + " x = self.pool(x)\n", "\n", " # Flatten before fully connected layers\n", " x = x.view(x.size(0), -1)\n", "\n", " # Fully connected + dropout\n", - " x = F.relu(self.fc1(x))\n", + " x = self.relu(self.fc1(x))\n", " x = self.dropout(x)\n", " x = self.fc2(x)\n", "\n", @@ -189,7 +193,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 16, "id": "4b0b9fed", "metadata": {}, "outputs": [], @@ -212,7 +216,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 17, "id": "b80d4785", "metadata": {}, "outputs": [], @@ -285,7 +289,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "f7021581", "metadata": {}, "outputs": [ @@ -297,27 +301,9 @@ "\n", "Epoch 1/2\n", "--------------------------------------------------\n", - "Batch 0/938, Loss: 3.542201, Accuracy: 9.38%\n", - "Batch 200/938, Loss: 0.405245, Accuracy: 83.38%\n", - "Batch 400/938, Loss: 0.096597, Accuracy: 89.36%\n", - "Batch 600/938, Loss: 0.062778, Accuracy: 91.73%\n", - "Batch 800/938, Loss: 0.162707, Accuracy: 93.07%\n", - "\n", - "Test Loss: 0.043868, Test Accuracy: 98.52%\n", - "\n", - "Epoch 1 - Train Loss: 0.206314, Train Acc: 93.69%, Test Acc: 98.52%\n", - "Epoch 2/2\n", - "--------------------------------------------------\n", - "Batch 0/938, Loss: 0.052432, Accuracy: 98.44%\n", - "Batch 200/938, Loss: 0.013136, Accuracy: 98.00%\n", - "Batch 400/938, Loss: 0.008689, Accuracy: 98.06%\n", - "Batch 600/938, Loss: 0.035820, Accuracy: 98.03%\n", - "Batch 800/938, Loss: 0.024955, Accuracy: 98.05%\n", - "\n", - "Test Loss: 0.033828, Test Accuracy: 98.91%\n", - "\n", - "Epoch 2 - Train Loss: 0.060348, Train Acc: 98.10%, Test Acc: 98.91%\n", - "Training completed!\n" + "Batch 0/938, Loss: 5.569467, Accuracy: 12.50%\n", + "Batch 200/938, Loss: 0.297848, Accuracy: 82.00%\n", + "Batch 400/938, Loss: 0.080678, Accuracy: 88.43%\n" ] } ], @@ -365,7 +351,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "45bc2223", "metadata": {}, "outputs": [ @@ -487,7 +473,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "009a2b4d", "metadata": {}, "outputs": [], @@ -513,7 +499,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "e21d3a10", "metadata": {}, "outputs": [], @@ -553,7 +539,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "21e1f116", "metadata": {}, "outputs": [ @@ -596,7 +582,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "93e284d5", "metadata": {}, "outputs": [ @@ -642,7 +628,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "f5c224c5", "metadata": {}, "outputs": [

YH>^g;JJgf9+zBp-YN z;a02TYle~W>MZG+voq}%#Ma&@Fj1wnSE^?hs(nK^x@Nj&bfBLZ5{~uMrY3oLze=(% z_OX!vDcEp6PG5m@deJG=CjSp&PO!jy7-Je$fbc$3colu}=%X%_UcY;1=L(-7y+Y?XUL7c%tUmx6(;q6{tFsSa+E|3 z2cHVzlt=~i8ZwUS5QL6L!fh}z`RAHdc-Lh{9NUCC+CwpA|9MoUnBM)>jAHyRHC#G9 zDFa%vj3_kb2Srmn(V0wpNzTJ|DcDf0;4>cOJo>RQ6jw8p5Mhx zMG1-R)9KykmgrJ|JaK#in zt1*bghTJ>YBCNdHfjFr?Ah>&X==Pf^v^)0b8^`!o$H+G=NvGblFw}9UIwU!>hYV|E9|5dg)4^hGF0$FadCf4jg4>-aC5Kz@Uu)6vM&BcwH{SPFLGNI!u+93K z5h7Kjy);K*(Wn!5@~(9eDtv1ejRB4c$M4P!am{y)H>PMj*-)^o5&Wn>h;Lj zXw9#jRC;cWh38b*68If4=oV5Zi47=TT@~bEvmg+r`!?>KZ5y-O__bv%vi;+wrDAxP zExMYWm#cQeac!!zF}l_~{vSUKYtQp_44T=^ezN<6?%s_^n|x<+xOiwr=dc92o3&_s zV*jv8XeNX0@AY%c9p3TT-^MoAOxXK&`9Dap^RI-W9GH)b)P@EO3%|fjkp3h@%SXC}EB4vW8tf7?VP`iR zeCQ6)ONi}5sv9+@Bp|hyK>*qu!$ZgJtvF z337#SFaT|i3d3?hujBJe4{04OBgP9+QWW@j4DSa$+|Uh|ou$270_56Wpy`4cL1+Mm z1~_;Z@B>*sY{Q8F@oVfvCHC!jQI-I0&;o2e*3jqjP@C~Q z_?emaStyew{LaY>+ddr)R#BO#h3b#j#oT?n1*R?{CU!QO0#OOyA(^7agL$A$rG+*X zp<7x+hrJd%@V_u^hm>Q1utGcD_g7xnn zbu%UG#~wT7C}yRfK-c+0-XVhAc!zl5q5T^hO_6XG{%vKJ0VaU%WNZw2lwJ1c2k_yZ ziaSO(l{VInX=Z&}Jh|UqEI=Z|$|Q91rvy6`4nw1*aGBUKhtN=ayjF5hN0&qp11 zC^min%g4hiSDWzrnuT4yi5>UAxY65y$ zQpfG1HatDDrGOB^&(3JJvNiABk6Iw7If#WUYciO^u)H;?I`1;9z=ZdCpt%_{QJ9tV zOWivOdTn~B<^2gi!|lW~G{a0xJ6rfb#sP)Vi)jyYWj8Ny>ovfvjcAd)CHrc zFGfD0B*sX=g|m^lSf)!T#qXdy--3fG3yf|NTzCt74W zaZw#HAD3>+M7xf?2{_KZa0WV#LPP==Hfv+E_{dp7=7y7d?WVU?pRjlZxuY#U;cLs4hXI{8Q=~WH?fylz4M5+w9(XBJJo)5)&Vs^{} z6>2BFo9AT$^cRH@@%+lrfe&3qlc=7^&XWWgHS#|zpG;wkMjIt+Bn zC2e!JQb#A53Q4fu#8sUx}B-)^n>c1EJ)p5Umc=2(nV zKvTPohtTi&P3BWARVKm@@q2ZfcwZUJK+K${$q$;zbw())%K>AmS2O`-6{WiF5$P<3 zZl&ZJjJaoQfRl~1^oUKp8NO(veSw7&V`}IY*~3P*)syEDhbGCKUC@UMVH?jx+pQvT zFc(KD9fnX1#+J%RJi);UqBpRfWFqQBs{K%LAv}X;uZ|c`}sNuQ@Jo&t| zVcO)>U=(v$qQr?jPqwkDUP3z0iGxYm_;X3=@C{!Ay7Q46sZL1R4=fK^aLJ`S(DZ|- z@}E@H>r*3TGeJA4@vNDFj*!Xu*+c`A&NlPREMP0doJ7gB2cG~3}a4zEJf0# zzFsb^d{-_7ccyFECpz4A&6qTA)CE+vJGe+@DMw|2;o6kRKl0= zHq;3Zl#ZWyIuDP0@1&D@iplf25gHPWU4t8#Lwk4L&{LAIrw;=2E+5{4Hb4X>qKIZe z?wR+O_mp!@mwEz-gULp{4O=h`n@EXGsor@xZr{gHd%>v6&5AO(YvNtdK1F(Jyp`lmJS-cW(I12xHtH9(|`g%^T;wwLDn#~(90i{VvUdy>TNoM!H zI5zGR6j%yYs5=r{;b;=ET47o%}3coIAf5;1lRTl39O8OjN$;U&#=EJBWiHwGEb=tv}iV_*XAZB(pBaw)wE3^P6dg-6t< z*p?s_!8RQhjE#2fh@$7t|K6{F%+v#sCrm_=#+nulW;UzxT+v)2<4Q-x1@rcN{tU`eT6RkX>wr6~Up+sIUKM*%Id|!br_jwx2qa+xasCKdA5LfXg^yo<(N;DX z4e7&Zm)H~Di&P259%s;Beh05cWl~>p=45@#z#KOZjrYx3J2LFv&2RkVwsnnpWC2n^ z!-k)hFvJ0D$t6_?4#g5K!>bTRvXp7N$R(VDNE(4oc_63 z;XNX4KMSHD_D42?FpUelNXSMLbL#%J+cgY$?{mk)Ut4;x5Oot>;UcOSw%i4>gdfM+ zfP)n=3UMcxu}$8GolU+$<1>wf2!7(YP6QqG;4rI19Qv!BSO`~O1lXEcdH8Z{FXn%Ysc9~v2Wa#PGkSq7HhJ`U7VsYcoi^zTnEJ=qs#Hf{ zkGlc=gl#;{d%~_EYnIthw?N{6RMY6rZk;8ZvNoI;bc=X-{5J?&Ys7dSk$frL_Va=t zdg~Ev)<|tymbBhP>Vvl<@Df@y{HI3SgAw;993G5(3X=$V|8pRgOB6LmS49XIa*YXp zrD>1Jg(~$oB9IKy_o{xM?88JVbCu?#hvS4f6R}fYoT}!y6Bs(4;&nM==_vJm!Q&LR6L=M+=WeD|$q{ ztTz5MPB5|an=R0Npo!aq=H6qpEM{yE+GI9XQ|U+NOMA2L@aCrR_N$jcepUoIAyjFZ zXhd>1E)ZnUJQRQaPY)<+lSV%uA_c~JN;gt)-6Aj95;Tp0K7Uhsnp)`G% zG+!zL<_P`Hqu|>6U=^|sXGg(>D7g{*nSs9bQDB})TsW{xCY*n~0v)2Vvwro{CPt&+ z0~igPmapOU$ya{>WV$wN@E%Z4m>YS%7bJ3F%9oHl=Vv=+$i9SuACKXH7&x11e9C{##*!ddo{$4 zE=i3q6#XWiQ8H2*(8xKB+B6S0PscWzRxq|2ZUzKhf_u`0{=8)PztN$$y4>d>h@pv2 z4-2WG^#%Cejop)bewKQoHge0SHz@Q~;>lL&6HdF*7`rJ+6*DoN5=#!Zzw(ov_l72C zCR%nU)2?x*U2_+D?++YtG4qUgS#Do!`sw1k1De1&f+6I?@WCi}MD#(tcrg=>KZCX~ zCqxlEj($BjkT|f>4fpRhsS2U*ivlz7?G_Mp!PWf?w5uV2Ef$96(4eWDInI%d%zZEa zueg5~V&WDu1Z|Gh>;*xx^_CaBq!5RMCuyQq#tbr^4j$p?CJ<75<-e2XHwSIZd(Rf4 zx*JC$R*ZX?Wg;r4JAP=h$oP{9UV<3*mp7f&s?1QRI=HhU(gam>W9Of-!AOPY)tqV912oNC#bPQaGsR|p7RU8GL zrXdUvapI$CMG{DWbX*634zT5|L<#^(-oTR7<(ZEuNIT7!EPn^~_PB&(Q#-i%+mX{> zuE-{P#ZI_-SjlT3Y)r@;i zvqdmhCq>%*Yacmz-H#TAk&|;>YCaUy{y6V3$)T&zV(~96R4q`Xt=(mv!%JL17;l^F zJH>zXFjh&?9M9i-8bm&Z*zK1B+euYV%bc@0nT$|dcaK~MJv~pRX zLc8fm!lkSGb)v!J34lJ=G=!_cZbvalJ18hU(7^IGBN3X=Wo#xV&Z z3KQsn_l?{~PjrOaNW-X-kFfL+?+TEJW{#-ywpGo|%12URXPsv!#T=bwY3UPONL|F@ za`MmOnU_ziyXHE^V?j&j@xfq9M`0<42O6h4o#XO-XcM5J&3M;_o85gQaz=L@HY+-T zG3CpVpi!AV%}t3m+b&7TW&&Y&6@~VY?^vx9VZrBY16LWK=KU(K`$yRe&Pw1CTb~Iv z)p_WmMRP%LF_873npJ@O1w-qvoI2#KwKS?J(BgI+;Mm9sI=Y#3)iozQ&%zc8yvf1yM7y(!dC70%tA;2qWZ88YGR#X4Qd}r2hG32lNZD1hQDhOAdrpyf5X3 zST5vcC1GeC@{8uz+bw?rw+Q63aP@)&wsQ;cXx@4`8U>UKNHjAG-~NqKNERp>0vIRt z&M7G1!WVV4iM3BW6I4;YO=IZc0s2Sy$|xo4X6Q*ASs)25ZKEy|kE5*wv9}zFmyx##pFE{zD+>f*ZF)I_mXN z;0?V#qaH)O#ynB#~HjmXKd7&w8z3l=mC2O9glb_}$m zRW9)~F_QNKIDwGPIATFOxep5v5a3mnMniZyJY9U&QZ>4I=1sJj2cz71wIV2>NNVg1 z9+yC;5Qc4c#P6Eyj#5AbNsUSv>WSRI$`puK%zvw^ZXFLfm>245y!K!VLUqk8l8`_a zbR{rbFqTUbo(+U3XhMmExBC9K@3oRK^Fs|Q=>^eECo-f!!5h?&TvJ%}-W^)pZ|~Ps zJ$(s_qN?A4Vv*UM;2;r%U%Z$~j;Uo`=dju1Z{zjDzVfyxQI6ww=eHRvgA~*iGE16avO?<%A&uJT`>eTp>|CK(d zbU563LJG)DkXTQ~z1(?mV=%Lp32=OmU5$@W3SoD@F+ zY(wycEO6AqpRof$yBiNzUED(D{BY^WiAJZt3Fl|$5&<+^1X-W0H_XPUX;c&oNp!?gnUA zyJIBFSeyY6G-C#Ptc*4yaM6pPa0W@Qml^djR36$ksDy(Vq7|T@aW(D)@d$JSr_ol{ zEwh!8FAg(f`0F(F8QwAZ+7Xt=8Uqv&o>R14aqT}uv!gj9tCMCt)`V#5+{4rB(hE{4 zhT0>>%Y;x}X*NK;MUZvSgkuXs zilQZCiGTv~y@rD>7rvmn7`KBaCSd@`tJLz=q3)2@FDz$>S<5fL8i-z#lQn4Yo)D!A zl&4HT;)dz_^e6e?bAZ>e2nx>vB(Vc;6*c@0tf%75KQPpJ!HC8lWYh?STy~V1nM~W z60h(#XN2lbSWfo0YK&78zTk_d*|!|D9;cA+H7Lit;5#G?BtLUl&Y8kQ6A6&gifYb9 zRnI3fuF1p;OH6X0M(~iU4r=S-YM`7%hypl_JZdajLGvFmo!FfV#2UPts)TK7im7*? z96DM#kBv)WrRj6namh`h$j^5QERydmqg=7wL%vOOB9cJV?u+L4@Y^%6z3C63k6A}^ z7eE~65d{#PFBBRqQ53`xC6R+tsu0b>0z~HkOgRyPVOq$bEqUYIDMM z;28KAo9*Mxyr*k1Y?mzVf(d4fDeGHdR%i5w#(QdOF}j)~G#6E!gb9^wvrk8IGisvJ zm6Io+1(i7svquTNVP1&&bI@M1C)25}oKqjgtCnIuW79oF+Z|rOO|?GrikO+0Mm=U9 zy+O%R0`^My8J<@1L2kSQp3aF$U?VD~`a>nt^zXR<eOIql&l(?jE0W zGdtxF@}JQW{@&6^H4C0i+?^d;q@M51*=x^pf|cHavg;Mq>fv#xy{ube{r4vPc5W%6 zoGZB={cA93GE!Y?C7)sJy&N1AJ&B$~MW{^jVHKMKr&y{Rq~Uly$T^H1Evq0KTM3kN zJ1df!b?B9?Vg+u@ZtX%pE)Ww$EjoGhT0}+CTT7e`SB1fl@MRObw^OI#b0p>;%*i^@ z+1POXpUqc(_NXf7aSo_XJWv49$2}`~-SRIpvQ0}QroEbQ`PtgPH-L*Q7#KWUK;IiS;18St+qSh#!UmLO8PXvNnt?;wC!c@ejs0-3%yZwiYulQigJd7@ zLX6iA3|;+Y!t3HWQBP|5JmV()d7J{a{i`t8Q!xvHqf7le<=oF7@|}6fUu~boOmH=6 z4KX}C=iWKsYE8>+#UFP$Ps;su@<`?fP|d>dhY1o`y(?Cg{wiCyT!lY*`9rRp$u+j))MyE`Om%|K2VrarR^{hGz%O&km_b+eH1BZ zqFnvo>xZTP?@zP0U;p?2<2T=@$mObT%LFCH0@i=5qT78AzRsIb0MhH}>gTe~DWM4f DFuHaN diff --git a/docs/assets/images/black_logo_description.png b/docs/assets/images/black_logo_description.png new file mode 100644 index 0000000000000000000000000000000000000000..83e1425e295f8662992022e82e3b816ac63e9169 GIT binary patch literal 16815 zcmeHv2Uk-~v^I)J6X`{eF1OE_*l9}1F&z?Oq`#kfU9bygi9#fDplMxUQP-tqX8W9i> zq6i4C*O3t7Ycf(z*zq6Ne2pF}6VwdfUB?%0xG3o=5fIcRlb_oY;iU--bWGIn_5XeS zw+H^e^+3b@!x;QNA@DQOGbSLsK`NvhSk(G?YUXP*JXD+GI-^$Vx9zL*l?FR1GL8IS zV_q~&?!9L?ggE<)`8f-guvKS>iSd{5hkS*Xw;WOX3tMP&w!8yRX>N%RJ9YQlCXIeb z%6uOI(kHCBigf$OWZ%hcB)2)~xGVdcnYV<9A#ISq>Kf=`qL`;%>0=I8%_q9bLv>EE z_TdOAN*#xCfv%{V#1z!5B!I<%p3atv(!Q+SS!7dLb^m7K^S43A8*1qRhR-~fVA$IR z7(wAA+7xJJK{(jzy|+_x$dR1FgM0F|>(iQMr?IL(l|_T!Sh__jy7;};v)y~Q{KR@R zL&Y~P`sGufSMm0bAL$R7Zm_=)#xDd?h=!#v0RbcRpTBDZya$Q|1oFa~s!Aq-pzS%A zCvY#Fab2S$ zqD$k7iIE_e>V37`RM6G_;A(ERbGE(n9t(IiFx1ZHL4&!^SKk&{*$0FFYuBNumsp)2 zApu;q29;?Ws+QMry3fdOQ3gqYKQo~q5RVr!J0Gaj;#b(?(YCeCX1?~w%xM5*oTThU zW7nm8-HU)gydu!6cp%M1(X_&>(2L-a%!J2y5&vwtKdaYG0w2vPR>7GHnW?c10*;i3 zwkH0bPwDM1rEU^frnT0w5j`wAqi_u&c&*ZtvnbG2z(Wt0C3ta*dG0xRq_7?uW5qG^+`IIVB&$zf}Zd3$#=gLdT!}=v0)v{vw)!UoB-q zE?cK5>SeNF>er?4GHL?3s;Z!w<6q(?9vXMvXn83tUqI)teGD0(E9vzy6*6klUnm)0 zIZ!2bCnVT$zr4qjA@n`50@k)%EX5wd^60usKD^iGDB7?|zejF-B^*Mi@qQMfRaG(& z^TH7<LcroCz0PKl)8 z2#-x|>^RPrbE>!)_)P+QQB@*u8#3?!O2p<#8^OY%#fc&?BtzefF(LszN)tR2R+}Nl zmu`-^7!=`kzTkiTa7x(Jn?;P~6)$ENEP^x+R^9leqi# zwEeNN5Bv;gmOoqQyDt7!Ou*z$7vkwQW1f^V=EbFSsOkA((A4~Nwlm(L zW4wbi^VZ(2$K>6Ct7V@?et6R(;}}8iwiQqEG#_NtR+;a#emxqj4wiOdl-0^P8Cc`+ zVBtnlm6Rgee?%6pmW&Yw&yJ@b1~+*4-xg(8sGP|j^;i$O&WRVvdYvq^uja{QH(UgCvl5z_Jd)vDABm^{F@N1w`d7imYYd zN=6=DI@b{g0tYNVLM&Nz9mDPFGxg?mTAovZNm4z~p)e`DMD?^X0N8Fr3GJU$n_a8> znh{*<8CJ+a|DQs>#PaaW;!d?%sac!b(1R9Pt0`$+krrQzn~sDPM$^RTsQax9m|Vhj z>dvZB(cq@(6?a5Drbd%eTTl^NjW{HjGzhQq6+v-dpISc3`;jrB-q6zr$qX$emFF*i zgPl_!$4|l}UWL54&2ovwuX~lkJ^++4;}4aMY)r1YE(!2yvnePWvmKie+5-wmHzQ#yQ*FABX19ehy3?EP^8$G&4-Y-3(2y`Td)-7f4pFg z1{o!=eV-LU$#yNj zIS-E7i6U5#bn1wukZtceKewFs8KNR}@a&81Gd91I9`1tBEGcc46yYeWjk8lrHFQ$xbBU4(!6|_*# zZjRU~e*SsQ_QSF|qMC7cqNt{X*LG00yzkHCM3P`va54!g0!^5>oU!#(s!nfkM94ooQ_iN7-v_e7#3WpS2*taqIW}!=M8jWyv{GZ1{MSA`ui3*%G_^+T#HNnl zq_X-BN!BV75p^0P)PFz=MA|+Vz}p<3Tb}sSChh%-nL8nghy`LW7fvDSWleb25X*wT z{26v59`5J)$g6iHr~UVXKUzLO@-rN^BkuyeNITgtQ6$iYkET?aH3d@QWkAW3#=Y4a z95Ebd1@V*_fIoX?5wtg%1+C!TU}FW^6s(64;tnf>3#49re-#mua;u>M5Cz1P{3FBW z+%RGn6mj}esHVidLCfdX&4?Is8qBQi$wDGoqC)XMLg1r^@^7bScpS^J`VJ}XKCj5W zy3<4$@su6&?DK=L@?8F-)(Z;;Aad@CGx&b|Kv1-6ykwEdd7$AFZyDecRd>ib*vDp> zh^tQlb=qS5fUaC^CpMi0oiwLSxl-zLY1ks)UjOvF$ESPCUQ_j_UjcfaZt~G=q#vVT zh{ue@&aT~W=V^t2$f04Ba&m^H>BhGy(W|T-0(q(z6gUU~c{_jD*{`KP9Ws)qnap64 zNlaMVwR13fKbV7nXAvr+ia228O`e zlf>5?>ILgpp-7=ytLf`|o)cl&b&X^uAH)bB>r=ggA-dBXlp5o?rU?Hiq6M1;1LgA) z9m84NbADD$eJozVk@Z}0(%~RsD=p3+d4!$wy=t4Z(awEcCB(N3RzqiC%qvi78qCin z`uiC~$_;Q zhSg|xr2{&;<}puXI?-9x+mq&%Nn=b@QnQduPqpfg7VW-&da!_Xb&wGSzO|pKX|^~ScX_T5Y%WX%-j$n$ zKzqv>@>7@BZR;K(J{@@Wz$P@@iTZEfw2^rf4hdhKj%xpS17C4ABN7z>3CB)Hh447D zoJxGr-iagnS0m9xIX#nyY3w{bc?65xh!m=j8k|qb@V(vP<-ZC-eDMk@5=)?c*U>je z8Yr;0B4%9{A%9K4sv}^S4ZVLAMnhzk5K2ZQE%=A)y~zKU3(Iv7tl}B0($Y^>SRi`l z;y!;8nKa%*nn406`fgU6n))9hvh=ydcV}eXOe^+n#ROML@IG12f|OFs8i;C!>=Tui z^=tO`^O^5uhUijOe5EDOAQ(@Kuk zyeuA?lh3VC;Xm#vD{gGvC}lOt<)#9^HtFq=-~L9(nml^oL&RdFO(oXXWyuxr%RfJ( zq~tDsK8v`RF~7G*P#FtXL}|=g)d9hJFc(iv?RryhX9JItxEi>YrZGIwJ>R@_Lu4!86ozCp?AOF$ELau7>$tPDwpN%>5QdSkKTbDYz zHT*j`YVh%1GG|wNcf%c>?7azT_aWLGr(jmxATbD%iNHKN)LO@kHU^;IHp;ny2eEH`BFNc6o%RL*w6YQu?4 z?+57#SS3z9c;y~%)CxH&ReFML0Isd!x z|AP-qRC_vSMN!_7WLWyYi!CN9WF<6Mx#6>nab==g@(*=}oW=iGo-t9l5s||PXYDw{ z%0yO2H|}_x<9{`6g78fXNAJy82o;MGg(rKBeE*3J|G7+$?-^AlvgwbiGt}}K|7~(_ z=j(P5ZJN;#)?l$5*C<^1&&af6gkRbWrln>qLkHj08H}9`|Lv1<3pyZ*-y@8?1`Ua% zTsHkGV4l*z&9e1!_;1sxNEG%l7>zjy*y6 z&N*XIaYi3Fy{Mk#ZG&3jHqud2Ur6ymThIZmHw;Ui`{FZX9PQQK?ZTR;#Bx&E;Q<<^ z06hK^Q%Rr$U%33ktiV9-gstw4f)?*@URr^{7?$}iuYD``<~py#s7^Jjl`k5Sf2@BA z@ecE|m6JCl(M%+7E|vYTN6s=!0o^lR-U{c`OL4*P=r?hX5DSetthPAF zm|bn^Uix(sR>M-?;-URlzsMcD<^NBkjQ=fzb7H|nlC+HUqVXt|1NAGY8I4JT;7nL_ z|ANNRKcEr!Yy20$fKoy4~9w$ri+Isxg zN*btv(EUkI*1uY@`2}WAwo;1!D$%q0b1<+={EMHf<#LsWK7y>Zz5m6>?3iT7vO9~D zKf6@^3>1d&&Qlw@??KkdXZCN|Zd-Hc^)sHo<*+Q3q3=PIf6Gw%LTCOnn!n|pelB+z z+z~Z3cvk@jnPS%(y05_gx7Azz(a-k?h(Ek6ax{`g9 zbBiZ?`)H*^(C+Rw=^ccrIg1 zdlb)Q{5gXZLxdui*FtlS1Ul!pl<{LikzwoG*RFMXJ%H@s($-( z@=nx0LN?@BKJlt=CeAlHXFOH#z3>&`^mu~E^IOBAdjkdj@Pa3VLe9pxgDoj>M5FZt z|JG1`-5tvP5QC?2{y3*5G9>mEdC9P-DxP}!GYM13i%F(nRe<(Y>|YUFvfE)yo>`&z zf8Cl_AOn2bLGfP|?M60CjnmG-t^Z*!rr)Q^57aF3cSz7#@ZpR3Nddrr)bR2M>~&fR z&zUVwn%WKzdHW1L_8OF}%m-YF=&oQZ8)|x|MI`o4`$+%vx}OX$Vw+t+=*H6Um`zBx zw0;#i)gLci5KQCK6Rw;#!9`l%)n4r0VXL}L4uY0UkM*4CRZG=cw`@~bo9PQnl^kxV zCyCR@VAqU0mtSm`S{<<-V@C@g16Y0tZ!@lBc zEoAlq>#Th=Imw<6FHCSfp9k4Qa3e0p#c%okylVWv<@#kRvSWS!IEP8_MSfaroU=`c zAfbgn`2N94U3MM6|uf#big zI2jHUz33kgrAYh|xOAVi)pnYqu=tq&=nm#;HsIHUB*0*_5KnpziJ~f!`pV^BB^?03 zYSU^?Q|o92>$ie_mSoTwo3>|lcy`(9HAJY~F1bL2tK^H(o)PGM{pKM=2%AvE{N@zG z2mE>e3fu|Zzk_52ilia_oc`>oxIS{&iu4ycjObON%x&~dN`c<1 z;SGhYfC>`E$PilkR(N4x?*5K_MT}7iL@0Gg_6i?4Vk*(jV|;r9UWx|NT3J1vR|*y5 z_-6|zCMw5Err*Q6)FDkg+WIS$aiRi$bE?c9n2IzgM4J9e<9_{=9r4 zWSf)tLD|ixOFoFtnX64JkkvD9C&5~ieR-N5!QI*RrYMDx{h7$Q6X&AkX!wsn>9HuA zJ`V{+sRQj@7X3JRBHbmIBkqf|+Ca4(RY8v*N#=>GO#|oosg~0NGu5BQGk%x~HI;p` zzogpF2Z7fZp-1rftG{p zH{J$@k}sxu6?N1kqea-)keeo^42=)43#E;V>40+J(#;DaW6R2m&g)24s9fw+(Xn1Z zwt8mmqGa~?XK%d{_t$ZQXg1{4piy@b+}$Izi#7Ai_-wTc(qJC6`~w^K@|-&=DO6W2 z;P3`ulOYcttUG8cR~RLCq1LI3*x7|C^J`Yi=C_bT?E^%v1R0VN$u4>Lk)2oZDw`)I zgNdnxQfRP6?9@6~TK}jSEqcM*-MZm8qjBN-JbFr^D}P|)^Eh`$N#x$O8DFy6`)Lp4 zJE<{g8R1RV&1k(KNAg;YHo?rYnCcLr+V8CGD&yfcHn*{`j(QZ(=3w9 zK0;qcn*L&Gwp2NiLgxu489#5c;bZpfVGSYdZas$8C06(46&blAY@q z1E-7jsNBVo@^4`R`yMP9)jj6ayfXfQx~ctoN~8!Mv`79oNv%!MXTfDtk7j=^)R_7% zatRg`>v3|wHaI0IsJ0pz?+o2M5OxVumW+Cj?y9*_yX!&$eNiMo&h`R%!N+3o!u!;b z-JOI4`|?>wf7QD$XWE)0@>p@K+1J>+5eNCKQ40LmS6NS;K8)a*cJOJx;bHBmyXtMpqS4lvLSd}D`GL5&R8QXtow`1fVx8#Yo^OtM6# zDX{gL&m(dwu%s6xCsG$)ZoMJlt=Xx(k_9<}WZ3b(4!^#;h9=z-Y`^H)<%hHzYJc+- z`|NZ_vCg->?C+M}1A2es32sO$X-a1Axc_uOMK?T3_JSTXez&z9OY3Ls#E20U((8WS za;cRMr#L@F&V?~9d{_w{{l$o}oI0p~6FefzM|s(q(?)5wrx)drKVEi0ezmJ*)vSKu zdwHDRtSxSRH^Yy*o7>Ts?YEPpU1S;Wia1C?h_~|d-DMvCk@oqGn$PU~8aswRd^=1j zTlAkGTt;&`%oNk&HiZNip|$~NC3Wk_F`y~|2}!Cz5e zLYpUE5?1vnq#Vc{k+$3@g3V!B<*#P}vp`wo+s((QeTT?qX6`+M#=yYzk+R#yAi*#j zx;r_*aPumSU&SoF^L}I9fw7%?TmZrD-5(nBN<|%IlsSpp_XCJ@6OPHTMA`GOqNrw% zoc(^$QAtl)%s84jP%U2`-XZ=ax&?sR`e@bVB=E;2>l=JY8(ZMLp&vn{0Kv{6P5MAV zVJG*|7)AbP%>BZz)j9-|%nVqJVO=iKhu zA+!PrsNSs};w|yX`_+vN%=>;H2`iHXR9Ae|MujcH4#~04$KFqS2kBOG?0gVFd4^bb zxm}w_J5gXiMhDha??ru}3{+Giy(s<}(f)S%ef#KUN6{T%{0pLyB^H(6Qczy-GLGBJ`Q<}8-FBuu(M3=%v(He`}o;CJo!hS@c|p0z7e9j5k&x zP{Hzv2>h!l+rxYBzF#s;Ld=(nxqASSW6HUg7Z+-=6l1-_j)4RAe3a%7@;_e1ruQ9Ae@M>E zfL*jblr<<+N8@_S>$0poP|Ts$O~u&Hlcwp_=+Hz)y|u?E=2b|`D!Yt*WDe_UG_z@= zukj=#f3?_4JHhV#v5uIBo+7-N9BMd!@tHWGzHz5%cJs1T4_DV%Y1X9jJng(}&UuRh zAE9U-mc>Bd_J^R= zwhpJfRC`ijE=l{qx#Vv!;ydRocGwKg7 z%;r5q7G9(F&B}wOVRcI#gB{H7j}ZEC_M&op4q>}rCOTeHbR;r*#XuSk`rWupYb&~* zm1jUks0-!Va=OD&6u@@vb9=!)%bq#oj$14RNLzJ3Oy;+E4Pk{ z<5Vy-4vP1-0U#@%Ek-{5H*6r$(oa&clNNK$M6^){GkNo3=FLl&{D8KKp zW0xcUJ#eR#U47p3ox)!ArPuBGKU0SNr2+nRHt2f|XuSdU4_03L-YcVF<%NBFi9l5s zg#JWnJ3nz>qsBzp_k*OKUp|QG?eosnF{D)-$Bu-5260r5|8lNt%VnR1<(_WU;}Yow zzNW(HoT086@eY5Yi&Sf*t)buLiWu?7Wk^H8QDgo7k_5F58CGHpQ*HVMg1g=J;6&ox zsqdY3mG-)2u_MB8{R~YjQ7PTp%JekujH_24dOD9Ae-6dv)9orU0n-`2(Ih=R&gUjp zb3yD(xhM)_jFq~lEfhD?oWRlT2qy7j3YB%?AE&Q^q95KzZTEfMop`q86}rT5Q5E<~ z!zma2pzO1r`Fl~Xf;jn;f@il%s+LO&&yl&DU5e%#+z%zd(K#1|>FEP3J_q@97#oM( zDa7by_s3T|fg!IU#x3yR@3~(ThZ!sVVJBbjAKh;wR%~z1hYD15!(^+A(!M{A^lj+7 z{n{5{?RS!OWg=*&Nx>@s3q2ZI)2mpWa->%py#wB;GD@3Sk4~s*!m+mhWJR!I2ptv= z^EbKz-@VOwICGv%&xC1g3Dli;kA-uWHFZ&Hu)2@TR(Cs?ZLx+PTOTal2RV`gDGWkh zsfYREBWg5L?Tp#sFKgLxcOu2Yrz{xDk=^!k;<1jXlCkOe)wdMdbhN_zTC3N7@5Gpus`#NU zNAzo`+bu!4JSoHbXZts@KSCPVPgFlRPUSPIe1t7=^nDy|9%f|MZuLlc7}8*JE3hsi zXKzeX%lIHWu_ijl|5xd?kegx%H_Z~v5ASz+R)9=K%AbB`={ zs!#>ozp@VxdXcT5S{?WHkVYJ}J0n2x?w&A%h30{gL< zXc@HFF1U%hjlDRhvJ&p&Y74=i(!!t6V!(^2oxIG`0|WGfn4vqK6px0OB7$fh2oY+Z88 zCUc}eC20s8G%(zo{;s{{E*l~1#IJjE?yfM=M4wy(uSr6O>n&(poz=+BdIG(q8O0fQ zj&Tn@~b+A*{ z@oA089zL|HOM!k6@M18+IOL07o5(T6v=i=02c}5PC{D7048u5=d(Pp9@N|G zl)UdZ4PTR}ifUOK=G-Y_)Ilipv=vHY6InS!O8^i`0tTGwT_*3MK!;lLb~N^RN#!~irv*F zt(uMHlD0#cmNB%f#9r@i+S^EsGGU^7-N@BiQ}eMW3DA7^`XF0T#vXYrgd$tIy0(bx z=4-(L6~F14fZ*Sf0`u+NGLd!#DZe2^9#h+ z`#qLU*?gsE9<*x<6~*PQox-)o@}2#4;R}+dH}~>JL9Mdwi@WJxd#PFX)qkUO?p!GBVKEO+b9-VFyGv|JKwbBsmnMo9Gt7LK>rb=9!F}7n z4jYa9<)PphQtxa*_6>grF-=|irPtQF4)%tbji;4*bGxSV zoL=J4Y{0%L^w1fuS|k*Fhn>-$0*EuR(>8xMAWmx0B4>hdld*h+uza;}qrppmSH(25 zM_$_wGfRj0=szfe)+?o_lf*MTDtJ@U%cANO`Wp+9%hY2o_@2=J9M|f%$%PEe&VMdB=3jGg4%S z*rAI4rq%tiv)evZEtN77cP?TgmGGnIE){svSn*_e7#4!hokH9N2gJxIe?vP*>pUJeNo+@h+FU!YNJks%A0$ZfVmw{D%--tH;5sY? zoE}g*&rmtmsu{Pw?$UMeI>>Y|dg-0eAo&vQTnFta+F|8CnwbR&3FFYt4ioksi0P{O z{*U&$=RRYmN)ySsoo9-b0;ql^DCU@o0rkv^j%&=2dz97MjPLg>l|snYr0{_1@8gngJ0& z&Acl}z!mfCXyV;Fz6^&kir|o5-<+J4=^#$a3ztbyUyx(Wqp&WRoCOH@~g6sNgH}s81)QQCq#z*c_B~d|KDDN0nbH_ZXNB2h=z;+8MO!swqkJwFn zhJ4c>d?iQM@T=R;_?2EeiEW02iS#oGYVow)F8rXWsGH`O=3f7i5M865ZxksWHX()h zt!jxFODrgf6uIDHXX2)Ty1?8mRC_MEY2!g4!@Nr?2O^Ufui?Td_D$_#-mFY{gFCdM zmy$;fPDZLdBBE&RjJLSGE{2Rr=O#gii#DVkGJ{d$a zrUt@Nm~4%+J&vs7JX1A@tm(`P$|J#w72e{Nh_&1tdN)%+&nn zHwV|L2b zb5mzTc1ccq8#nOT1w3)cTnFKZ*0E!gd%uE&KZWz6rkM4|n?tA`sIxF41vAsL{v=57xFat(z356R z*TGr%tT+=m4{B_4Ox-@1^NC*Bg9w%)8WD782n$|&3q!{Y@lD|B#i^sDDO9 zibXp$>iz_c*RI^{dPk1!&5eiVj)t`(giae!Pi?FjIJDvSP}n=&>WHM=qV_1jAew>k zx*VGy(c7!N%G*1IG)M|eOcJD&$%8+#7E%J3Nm+)B@jM3_j@t2wav5rz> z5)a%`b(nJ3b2s0SVeJ}a#)aT9kZ@TzH%j}^p9u`BtwjX-+^=Sn67|ksucZBLf~YO- z{>1pN5T1)p5W0;T&#!ppKA9%fWU~YmmZrxnIhc5|Soz*T--N2FA)?cYMAFz_UDC9% zrn?$D)o(lKaN^ZW)6L7hS}EW{{Yok$!E(XO+ZR+TNbSQzrNxTxOhgEMM#@)iK6hI8 zK1;&q$Y5fkAT1I#Y9BZgHeb+-iH>y3q;~5iMb6?A=Af!72$=aUN<*@s$iFl(y@aAn zQ0LD?Fe5MInuNR--ev>knlm3e3 zr(lE2btNf7DhztOiq2I-^7gSvu`EBmxTK_TDU!7%6}VGyYZE>H>C$pKenH3fH2-ul z?^(BNI?rY4{5O9;PnP9{2k^YQ!@;)C2O<1TT?tN#yR)+8B2M{c?#AYwS)rGs*6Do1 zK&$EresfE+V$F_3^UK+|0S>@v56tG?<0inj(M8&@B3XW-2S;#GFrrraDD_z9rr9P?m<2;PCh1Lr<;C)Bt1nFYb4x@JJ&SF^LS-a0sfsAT zX1CG?QN^?IY)rvja^J@w1Og3quz3_&xn#{0hlCy74ps_AcNmOV5o>n?DxH%`;MM_)GH_o70kRj(v*f8s>7ml11DzloiQ^M>P|Vm5A2lR#sG zA0&{M^K-ibRU&4iquambm>8vnrUtX@WQ8GMjS%mV9`BWPo!Jj*x*ZOelqNS%i&#tU zye4jsyR?`XnsMjMPIWw2##5sf0oj1wW&G#y+Lg1|_WJVO(B6|BQMs*zGT8;bBq>M2 zonmz-6WF(~d3*Rb zBQ|M1cTc44rToRohWFlTP<&j~!>i94XW4Na1#6@&&qQAN+v|`V1bw%tN6S=@_ViKU znPN4=22&knJN_D7&xm$ibY6$@gs$+Fl@Cd}=~Vo>_cgQv?!`{9wwn2F1zN%cfPZ~* zUKYduDghr*MG`%z={A&1?N1SR=X6^|QYzlrq9C>RFO=o`7;JkBKCoeYclNoUDx{z$ zq+f31#>hS%B(sYJkVv!~v<)3*eSpyb6xe?rT>BA|4Y?A&EH%w1+NNwA`@%Fid3d|R zC*WC+*B$H7@SmSUa~SzixUf~80?}G4=mUDmV>HM*X8?%}ulY)c56P8Jf@;wUa7 zg_>3vxW~#*e(3b{yB9!#Gv<7SR`^1kF0lBHJ~HG(>r|ywZQGPw(q{#fX*Idw(Mi%& z&F_PCakgKPA&0(TjzU*bDBn`r$jyr+dqJ>G-xJTD#ywn27~{p)R)=NN5jlDh6u^-n z3L(^%HK-k9wSC;%(eXVS_@W5^?C9RVmXW;(=kjzTUr*AC|4^$(^$CKdR_c5;;?_j^ zhqyQOIN&ebMP9tL*uNm#K5jo>kvhOAXz-zf+MYJ$_7UTE=t&=XoGz&^CqdN4v~;qt zT;Xm!V9EthvSazkUy2N+vGjD_MpQ6EQQF8PVrNk95XpAMi@Mk+i3<7525NZ~c03&s z^7{#>>GOFeIRG_w`Fr9@>WOF4$r<4FSMIw6r$G-G8u6Pvko_|_ZMaj&Bw(v6Ns`>-+~g0NgwEf zKKw%^bpX;O?W1H*C2DKKc$KzTg+~slZ@)OiD=X~_{?@(sN*6JG(IMC!#HRDlEz`;K zX=;54O$lw3@iKtG2{Ex^d@kzMlIhuUKLXM-x6d=byU2W5xDsYU0U>QgplcLCbdnS5 z2ZGt7UW}L?hX9-TauYLFhD;9MTR;jWFX57OU2#Rhk35TuQPx>ch3}<^n&}h_`^-W{ z3i?u|n0k;b88ni^=q?TroB8s!iW`VDo8J(jqjjzxU#MXulNFc+Y=zS?1ig3Lb~-ZU z$nBYPyy1=3dm11?^+@6i7(v*iP$WrA-U2_z4f<~iZT(<;1HY4hjLxgEgBI%*%nnM0 z3|eRiCO{e<2a;n=N*F?J#?UY-q8PM~TCK%*MM3R5UdD5o$B-iR2jlB z->Z)+b3>b^nsdoHB{f9kKyrbmn~G-KD{=Mtnk3f1Px$7Tdpi@;EQkq0(hT?-0Z`z6jWZW)zO9~H(v0k?23;Z z%iuw~YUcXlz>R@}GiGxFj&|>T%Fxreq{e}JU5IP&XbZ)}1aW{TDS^?0Xk4qi2`Rz; zgUEK2iwQA-;YUWy*=ji%0sJK!CKPvOKtZ4y`F6Wyr^axp)A;Nu{{J8RpK!(SCS0(; Z*s+!Cl-bAsZkm8VQ%z5`M)}FB{{b8Oqx%2= literal 0 HcmV?d00001 diff --git a/docs/assets/images/black_logo_illia.png b/docs/assets/images/black_logo_illia.png index a71dce5b3d29be7bf8b74359cd884245f27ac535..5cc2ba36fdae4f35b44412ec8c93d4263d99902c 100644 GIT binary patch literal 15897 zcmeHuS5#Bq)-MT25h+qdK!Vb%;$I-tNH5ZRmlBb#^iB{J5QWgCOYa~cy~G02LFu7I zq)G23)VqU6zw>aPzA^60J%=$e$ewGK-<)f%z1H4yCR|fpk?ivI%XoNrWXei%+IV;b zFg!ebWnz4QA|75Z4*UbTX)DU$mGv<#0T%?e_toy>;Z;PDo>*Q2IPo+e=*k21|Ni|q z0{^iQsJguy2CNf2cWreYJaWiwiTjEVv<=PRwg#HYvch~fNQlX(=~+aK5m`;`gP4`W z^Zj4w?(!5r4K_k0=eQqx*yEGav!jFcw+>Q76w>d8R|gtjToq77RxVToUBC0F)mst_ zl1mt0jK7KR)jYM)dF%Oy{s8XKC0^3hjuIP-dRb@Xt(qt8EDM_l!y_+H_|KANt5dMW^Cqa(9_4@p4E`3}tWdh#l>d$%m2e?|qfe zs1t{YU8&akZaHS^s{iv#rq$~?^D;M~H;-#tWS}0~T}ejQ+N#t2cDu2>O^Gq5eK zMB_K;V!Br!mYzl+2KBgN^XGOV9?~OriAP!BoR{53B6uw)pZOy^xoc?0Bhp z--iv%by}X5zKUKN?$C9Ny{wjEmSRyugrH8Yee9!GJn|+xhX!ruHnsO+qU$zZz4_L_ z+W2U>u?9Hv$4f>Ro~iqU_#MMP#iu8gyWW+!C64(~;eARED zFCiui7cbTBRh}-(PEI#QtzLqy>qs;yVYc@z{7&*MiqG(E4Dejz51&83i7&2tndw#Y z?6yLsI9|Q-mP`nbT>4?^TT-nwq8+R!WOT`Q5t$jT4KjF19+7AU?w}Q$V-6f;r@|X` z=IWTJhpk5=ht{1FQOBZYJV=_6QUC0H zjYOv56T_|7o3T&G^MLM%TGClj7FoZAv_u zq2~hC>Zb2*UwcWek)Q~owEy|#^H-W=QRVctB&F2JW|e&7)4bNMpo#dykGeiwc&wa0 z#v4mluO|Atx4hnB0)K+hN_x9kp=&TMqeG>X2NoK;D+4k$9gx$N zYU=cIu9U)t5^U#pJQ=0w_Bn?1`)#a+mGXJp0^0RozSz;x$4BGIC}gu&%>zR#xs~#C z+T;1nPbw_YZbFo>0q?mo|KH-EaKZ>kD5OQ8E)w6nXqMDbX&=AhMc*tGAxGnL9C z$TC)v;2l=$rFtI7f^cbaJ5WE5rs5 zg6c!B8A9i1yfPk2REW#0)@5v!t7F!Bd3REH_(4U_o7a~S%B_#AN z9P_29bm#}0qKp&>KKNV(fn>f;=2z9@q0`vm#jw6W4Fv+-3Q~ZqP$BB`$aW#UzETe| z$k7#sc!bh`AvC|Agse(^`7XXmq@}^LRrH$p@nszIIV(Eg_3oGGN+XzHabUu01YTx# zN98JbJ5U_W_s*@R0|_H0rWET-kDD^Eqm>R%UO3AWVxt6{i`=PdhJ1@i?0y8IHq_4Pbc%}=k}Z+KN|4cEl+G8EpO_el#6oOso(f4QbCK`WS&65{TdxL7@$ z?-d#AqzhcqkH=v-l{nXa9i#EkawH&-Yi62@A*r_Cr*A3o0xx}mshE>tp8hcTowaf_ zemFkJ=SUDBDX>c)?e3B$d-|U2^!xTzoHKDkU}Zxm%iTqKYc0i|s7{LyXO#yA4qn|E z6S6RbY0=Dy*VoYukI^1+7asl~D;5yw$F={NF+k)lY4?Tw_{RvRrsPG0?KVzzea9&M^@>;!l3 zFvmE=DVZhO+U;ly#!pK+KbS5X9$YgqbZi~Tau~fLc&MMbkq{$F(PofwFpN$NGI{^- zlh4vh=0`PggBsqN_ls|X=;iFUUfwsmx<#T)7D2&<<_frdkTd3yWD#jj zt=7_Yi~0o-RSkxd(_F*4wo6V{*57q|;Dm@JGB&$PF$FQ^k`emoK){m)DaNVY;om4xBh)^TeI9LP}yK{{e&oZwB*_ zLSzRNoVCD_#3g~0knL;8lYv0kN1JXpxY@)VElO6(z=r(Wj_aoF#La-g2NX(&CfQOq z8lbl6PYLAIYH5VpLQ^m>VP;b*(s>w!BzJ{ezPXtAD49S z2P~(CUK~j0ZQ4~7psVzP-l)NbOp`Spy?W;m=q!&@@DF6m%mQnv;O_ndY>KKfIMaCG1kvie9a^?@-w-4(xVE8swquwgVD!Me9wp3}&abgEyfG6rNZ1RX3nlTQiZCr!kfnTZimr**e!VC7? zKIvF6utT6Fy}W>~sj#JWX$*}n$EBS9LuM2E?xrfOnE^lg1oikkcEn2L4nl^2w-d{& z5%be`I3Q%B{!))CABZvPOdoGf)3Mw1C=;-S_Bsm!zN$Sr>~-zGMuqh7v%nh8v?1F9PB4!-~_KRM{0G$9bT!PL}f5wDB?&DFw|(=S6}m* zSgGZR7JP8a>Wh<~3P*R?;8i3Oom&(TB?CiX{0gzso+3u)utjzL2=l`B?1U2nU4sL& zx-Jf#A0Lo{kYLj%`P_OHqL_&ey6{NBF<-LEbnchEj0!EQ^^S7P zAOS`r9TS1kR~^vNgar_Hb@Q{&RfX#4)5?HH05FryV8C##K45s4Tq&X*Y%wUsk%j4L zstm}Jnr*xdT`BYfd=ryWTKKx2&6Dr)sTgg+x>6Nt^945#8lHtDG`{k4F(Nb!=kLM>{fTDc(yX-3h==_nyH$9J;)g z;)8%(cXFlRa(E=VNW@gQe<0bs(hfo(*BRY!lSSMzhdrJ9;Glv*@U7m|>CvCl00~|V z+!LvE0$AjSG$e5=jl`L6{+oC13c40;s9n>q9kOCG0ib+!iRE5Q_-A~Q^V#(ib@yLB z5k0s4G)iMZMvY7N(856GL6+Y@g*3dgzGGY$_HrCxKiheyqKl_9Dg%U_i#QmGWMDKB z-oX#3Z`7ZYL-&jafORp9(rkz`DXkQOFk+<>-T;dtnAwl5N>Jif*meFdm@r*1LUR_{)#qH4m2_qz%JzL|XcMAu{YmMa}!Q$lQJVZ=&! zv{FoWAm)!qHs*Y)TxhYJ-y-usN#8g&6*ULV66X^SHH?ny9GR2~F4+vc+z1N#6&xX0 zTECW9*(}(&^_^4d>3mbU7~x@$;4?O#b6fhffUx(k1iqGu>x|!9Y zxJ|QEU*v(HCVBK7?;KGIUITsMl}{n8)X3H)7nZYyjO5Ytjcoj#5gO)-CqWa1y^Qfp znoZAng(MGiUIHrP8p^bGpt)ZTXj9G?ibw^-Y9~TRbtftuU##@kFEbzqM7nmt*kg8v z=r@uiWZxBH(;PpnPm$T&}_~;YrCBBs!4M% zRy3O8Ei>|M*xN6t7KXra$!Y{F#!ExgC3L5;{}%&tzX$_4Qk^kt%R2A)8Z2jKd&rA? z6(Pt15eLQ5N;^DcG?J-VVnAvvcL2Z*X99xbr2)RyG7Thaiz^ed<0!y}9>G7%qSN56 zz_EL!!#l|gwldKf=J=q_P?(%;fv(CT*feD--ZI$nwOzHUezck|p-o(mz`J|{9Fw<& zF!|%8&T?2*88?SGo+D|wryO03q%YxI9l%4M5q}l^w)`kTy_Jx^rC^;8az|Eh=;t2w z0~!{(5!a*=Hop&7l-{rlH6ng4cOxAOP~fCVolp_!v`cfEXzFgfCmd%5+4L>OK<-f{ znLW&o=zd$mje5g)C%~4BVV2Vtg#93fMKBiY3ZD89^5Y9BVDHJc&XM9vEyfFS(L7z{ zXP&;~L4!2T=y?1wDTmXBADsn<<&npsFVP*$=rY9Reh!6CAn2M(z6{qeU7G7p6T1H7 z@o)sW!1afR8?c+p`oxDX&LZNE5KFJ_Rb3`N z{*cP;g7J9Jz))c6>(^VcA&Axo(yD~`>cfV#+$)`glK9(UJ?d>QkKvkhU0kRLMy*9B zW~r_v2;}?ulPb|V;k=5|49ndsVcUx6!Apl*=i%#>Y0nzOPFU(=5vI9MjPN0Tz2!@+ zq$+9YAS35RG0t%5)$XHPls%-&G%)l>X{%SeOy--9|KQ zIrUi-?>TrcM|lli617TX(`5m|bQ6MAPh~FHg z)H4wEUSb^xTqu+-_w7=BlaSDN-2OF~Gw_o55{E`c#y-CG9(#*YXzJ~zBtC9lH|UO9qlD|?{_IL^2gUR1ZmC;?+s{uCak0?|aZ){(;B6K)eC@1{al7>RQiasD zKfYCPoHxHN{KqrrK{s^`zP4A^Yl2C;-KG+pPPWzDk-nfS(7{gf`a-QCk92dsZ=SG6 zUeVDARnL|ep3lla;nK&RNtq6NV$5aB%S2fPd;B)~>F=45y>K|&4{Z@6oi2AWCBwHz zUO&KfnVQ>Diu5K&21Ae+Cfm`ThQdvm{R7CXt4{D3|u+xEhy`HeI+wj0SWSXb6a-JLP^8(-a%|Ul7gWi+; zsqM_K@4M8cu4r3!$e&8KSfs5XCY#h1zyj4eDAv!)#zbr-i&~+zCvU>S8YE9w>hoJ} zQAyjDtfd5vIGoJt4cat$ITGdQJ))NdG5vDW1<*9(QwdvESDBnC^aR#ves%e{#=sVo z&*7^w?=tRp#C{F%v>gulF>>Yr*D4&4fLI<|cMiQ{i92G z^au&qO1^Yhh!wY7^22Op3GukONTu(kTUl8pOZcO&qcDT-8IfkFF4)KFD!5*u5G%xz zM9}H9spx^Ic(rt(=Su3J)Nyq9+=~h6-YiJC#TAC8y(DdR8&%90SqGTRSw2|vj)s0b z&nu3byAHLwy=7%r*Km+ z07iW|KvV}zMW;Vosztp~SMJ7v`cg1teZ+1N@Q#)-83GCbY%%m5-l>8N_#P9 z&TPyUbGBLI#>n2m@{+s}RG;|{uwY_jv~{X(X$6x>okFbE$q<6edNHO3Bk|Y4S%1!}WT5YnQwYAkvk7Sg*(s)~_UJ-|&7MD?VkF-bu~BRbgMF|Tfg~=(1|u9uS#CmJ zRxu(Mn^Eg`Wkxzi_RCmRF2?U21F2aZ5ONc4R>%q&uV6%GPrfCG<}F4Mv_A2~-(F?` z{4HHMuKqjTxZep#G$nF$HE7FT=5FZT;_fNt% zJckJ6#69s{Pp<(mh1Z=gJY8CAXa0CK>+7iu?24@jzTSdtQh@H<00jpThiwrP zpUA>qE5d%TfUP9J;B!jK*{hU?p@?fyh>y|)t=|8ii2!L}v}OZwzyF`&@W0LX(-N(u zvmF=TyO_7$*o}8Q(={56)mY9|UV(Gw>$p@1qXu4I6%LbD^VG81j~<{1PN7q*g>p+X za8!MOr&WC0Ak`d&EEtzNPpx3l@-9O~b;a85;|xhnB4dL0jZcIt2A|!CuCSvJp3lzR z4rL9-rO{YI{zn(-CaF`@Ae{(*0VwJG(@w3U=*=kFt6TTouscW?F8@~T%pJ{Zqw>2u zMKduh+Xm2b@4b_dcH#JTXl9>0`}~H?h24rwOZ$HD^S-({-h(()ucdO^M4!Vw*&A~f z9>S%uC~^{9%F0bOR1vkjHRM+4Yen%SMx**HUCy?T;(V7-Hc+!wbm8{sZ)jY`<6B1= z0!eJPGwx{z6d!i7%>LgKSPcj}>;%7oHOfmT{ZUehcJ$`rhNwlEtvrq@|%sRY5T zK9Kv^!HP(lb=Jjzu#Zi5>bItEV+?3X!&O^<x@vkWe5l>_^qk1=Zl#ZNyD-i2~b8>S6r&2Kl}IL``Qy{lRw z4u?Iyu$jbV&eJqjrZ`8C(V>F=j*`JTM+_5XM1LqD95(4IIYZ!=}P66>Q!al zz-BfwxjcN6M#Q#O@mc%8UvuYpx4fP!oUGKA5|;o_*=gRgRUu!6(yqqkt}Vj-npwny z-t$jeBWjJcOPP~VVFh+V!vElIC&<{5c(jkXcxv!$NNjO~+5M{mjI;M%e{39pkNur$NYk!POe~wF>b#?5* zEQ5@!cC4-G?&zgQ{{`>B(-{mMp0(OTm?rJTKO2&hmWREI2fV_T&VNiz{zp|3;^g8`g|U_A2Q5fWf7dNcYa!zUz+<#2{Ap)h23vdG2L7axysS z46P6l7_&k+*=bD9Z0WoryUbA;%#*wVCnraOUEU^H&Pvge&w(kE0B@I*Q`5zJZN7Xk zpG^*&u!I-TB6J-$91C`VZA_oI!*1KcpnuU24b{YWL!xvzvqnRza@)*u>^EvB8cXdXqo*6R#>Q&9ti-3|gvsV?=)>620 zf#RsS@TcM}cWBY0qdkE7=`uPhrgi1Q0AE? z6F-v_Anr4}mZ+E#vSAGWhqyImdBLe&(vnubOHIi@Y(_~L;ZxgD!Sj>>DWysrCI*}p z!B%%p$bM_w764~OA|8h#3~Ao)^%Zp^+?x{+1-BsMtPnbbi3X+6Zp12!JZ$JHUCCds&G7d$|&|SaAj>?8bWRg_Ip3W`T=I>CRceN zZOaoRN~@(#aMR!CWjdGmL_pizz)zvR=&MyW(kjb*jGTYAN72m}OvN#E!)4%s^#EX( z{grodkfBR?*;T=lbQ)5O=s8#1&(2v7=m)R!2=cQ(1Qsuu^nsa1Ow+og4UmXJODgYjG;x1x!Q|z)>i;Gw;a$>$pvM9Mf`j_DvAo1 zc_3e0;-?D2uXF#g?(LPxRGbV4&L3?;=r_p)&3{EgJmw9DA9&ItT{dC?k*U8Tzj#B7 z3Nnhl^hwoXfC0%LJO&LHn>PddFmPNN%E?Y4eU{4Ur=`329oYaO#%=JOTqiD2UHPio z#F%Jxra0i}RfbU{d`W;i7Q}qtWOglhWk2e*b+;!lMbK+GuvuT>&zNBQoF=V&|6|B4 zW-glzv&pcqTZ^8^%uEFCbYP>oO$gQY*bt7XsENNu#eJ-~A4tl;co}!N=txo_7iUu} zS|5xQ8Y_Fb=n-R9Q0y9ih5QokfH8OFP2ZH`BF_@%u$`IQ%Zb66DzZu<@dUEi8P*Hc zsdcdr!a_F}#--%r1N|BJOz_ZU00w~OJ4s*3M zeiE-eU790$b>2GlWQUWU#$^1xg0`zL!xD1;A(?8QbkNE2s5Sf@wbmO<&|E#KYNC?g zdxBVtH@GLLBSa7LbjwC-QRujCDl-Fr`>zK>(RG1NV)2ZkXIWWfgAHtr(mGowjDF=( zrYmF5ZiMfv`zd%(`SJad!0w@3828cZB{zETfQZyXAzPMP^3KKkd+ec+9iQeAzc{8s z*WZpw4MybG)-8r&Tr!w!&)XCD)RLxmn_X@&upWy5@1@Mk0x!jU*tYf(B&gKRZQeV+ z!~8jM>?ABXtFF;PXpbG3e)BT&4i>Yy0@q1d>^!S_l3Upt#T)J-SMz5QFYSP-a`k|X z_(z9GtEXC`#kVQ*-I=eIAatGM`JybZ^eAl>sd2 zq0eZMnJgW$sX`0uO#ZcpS56ZsDG%8Uh-_M|yfT=($467<0G!92G}!Lcnp{Cpum*rp z;RcyLESW4ZR204h-Cq~UF7p$a{`vwp)D@?8Zf~4c;2Ry@_^AD!k!HPHinR&3Q@VNa z=ehN}VtVx(ZC?}r3E13+GmtSKJsea`_uXpYNqgj;VVXIz+Z$TLv|?Is(WWe!$5hB{ z#4TK^QX0`En;K&*$`A2aY1LQpd(SP&p|_g2|JaVA273BQ-@T}ErtPc7y@2EW%jIsfH?a%S;gls_>4=6X2n!1>|O`n;}?UDZa{->k6a`24M~_@2SXO9KmTD$W0Rc}+aE?utWWs*hMs+lP^4 z8sUOct{W`d4`;PKGrZq_P&_{PWX}f2KIBB*N!@?Ud80(@C`2u-Q5-(`c2mfwQJjZUX}3PyC|s)IQ@Gagq(_U?rj`BaoEf%p^g75T!n-| z{@<%BwO4V~6{QVZ8^{mi2?wvvKc$=~N;*~c|3S$RX8};uj(=B(jLUJgs9OSsxBg<%l>^4Bi>dyij1yM{C{CrC z|5K|ANC!MkdBUggM=SSv8bIM4e}3V+vor+f>DaNbH0XQO6r$-6SKBk;EmonuK=t5E z3D9W9|L6Jx0|&tWvb#uI{-S{Pv>PZqk9$=X=>jiq#>kZBa9;5S#san6i`k{xd47dp zvSRu)`X zAn)jBw_*D+@L};U18Xjh&=v8Q&^Bqt2%XEb|0AMQT`ENN#LgQEbPNEocO;s#EVBz^ za{WaAhofWkpj+umkMHYVT!x$S-vW8XM0F)=D_pQ&#dIirOxtv@QRW8TaaFJ&M;$seKgOq(!v7G6 z{5U!cKfaNf|4TU*6OOAuFiz=r#9U~RhE$K2#{!f+FQ5Yjr&k(6YjQ6Upm?H4WMTi< zNJI8Ko7k*Di(;!RJiIE*z?7XL#zP@xVoBIZ-IL^eQ@Ox;WPCLs5c{9$*zF8Rotk^lcZ;wB1 z*a=#~87`EHLattIe-zpCWlzgeRVIBZW2~8FiW_iN08DkYdR4iF7T?78M$>E<9}Cb> z>^VumcC!W((HrT)*TpELi5x%QPGS+6qT-EcCjp{p08$>UKY1rGDtK-`J$`03(WgBB zY)w?w|BFIy_v_U6%O8J)M4eVySMpuY2eg?I%{}j+-H>dt`JUY^(&EvUENQay=J6dT z<2zn-`YtA>dBjoiN`+^NL0GRR_Qnx(x3)`rP|FiLq0N)WhsV9?uAB1#yx^>~RFV#c ztf*GKlF5Z{?grD-6*i)mw%U^^6e&vI8=bMHq6g}&CgW84rtLckLEqIW!LHh`#XXkQ zk|f^0ctABBjuH3#vg%vmF^~DgZFC9x8u6I(F{l$Hd1eQxdTu*iB5b0LdI%_I0lPPqEkK(3e0aO^^ zU;BW@+*?X<+KCL;BhZUaB^km#n@N*z5xYlx!4n=PYQpjAhl$rY7-&_->5_s3_;msO zt^G_>?6zh)z`TqT&6P{y8jD*pQYRfg$^ItoJ;U`aM|6^}(=DQ0O~rLgoAEE2np_C6EgJwFW$#nnoPhh%V-{psBCdzHdp^zq$QZ?Q#0dw$ zAHbRaFaDgqDx48T=;HWqXnSQbK;!Im9MJT8Vbay65!XVjyAuVp)t&+hMW?^+_4w1* zI&KjF{_TU74sfl$qh)T$GI+8M5YG=3#2IpXeILla1O3*&Q3}*s0Da2Gvr8&}N#yhi zfSvvGSgyYzNGZlat?^Qet}5fcFkV?#0O%Ikn^OKO*FX~s$ZgXM9OaP{$jOcq*?bSg zd2AVC{g)>&?H1rk|GfsR#7q zha(=_w(?)SdMEm+Q=V7(z~LHP&n4jW<-x#7plX%KNNwO+aC^|n;?H4xR1MJoK?3j z4*ZkvFT=uqjY}Re7gbxy&enzo2038M2S>lmTQpB@u9*o5Nfkjsn^N>n@9 z8erE*U_QsXpwdNF)1uOO-2;>TFh^zcM$Dv>AND_!tQoJKX8TUxaq>#+yTd)(wOZct zWaESXPQ-dokVkN&ZSV2^vttpn-7X(gi=Xv|RzMUce*H_kJ-H8RJolIy7j*x|mU6S5 z`R}t4zL>+-Zr~~Fq%VyTrD8#uLY~7P#`}`q$jw!L*P^c6A<0(T)meGfS)9XVPkO+h z^@W3rv5t-R%WY zD@X}dqzM5+51}N_6~LqaXT2ZZ_xbofw`;jvUbAPX=h>b^7&{O2$G+gi6lpweiXJ;(_Vhzg{u zX`l>z|L>pwYT*A`4U~&)JO}0p$Wu>SA9U$Sb|J2*j9%7=Wqju+(jMNQLq3i5yOc(eirR9`0?im<8 zaCqz+@SmXI(1eK6W%AC(&mUuhUptx`tILbty-9fy_9`tWzqqpY)921F->{Q2^Xr7& z+0E^>#qY!YJx%r5uVY=gW8M~`Ken`Y_YRCqOwHl&d;7$#)un~;(Y~&>)(;JJHB}Yw z%SsAzvoh0@EpLlEM<=FYNGqtkjHH*5L(@WOrH=teIP>_fsRsxo_JQ*E82F*t2ngiy zkJ>-C4ZN)u$Gn~}*;0L&l$ANbs9VzPdW?oi?IVk9iL&OcTc4Jv!6#%HpDmY|Grg2i zUtEsI%*s|7D>BYj$zriD1JV!*lXkPI$w|<;*5yuTmj7#=?!SWnR|Egmz<)JxsDXlk zGL1N)RCbcAM;xDJw&!+Fgkhd0R&P>K+?YgWZ%37%2gSVhM}{%;8y3Y>3%6r!^Nfm0 zRGJ-`#q0a>jLpki%p^L36m4Jk8afW-8Tc)E4dk999e?7PSG(+sgO*JCUUaEbtJg{x za$Xm#7lj^cj&B$#s(p{mfjkQ!j5v^~U_+!2OY|~TOIOS}eTU-B zFEtSDR0W8(ICh_JEvlRzi@{4#vZSC$Sm6t7WLc{l569s0+Xqn!#LrpDc70v+iZkEt zj8w{Rzo(K-X&|59P4h8IF7KHi%JrD4DeQKswo5?Q4!kqSP)=PiY`-q#su9O)U9Vj@ zJLZ@^m^EyrwY4~2t>3!tXHl|lN+(=^Xi=6;3tZ(&NUK2Q%Gwp-9y0xZgZZBE*C|V1%vkSjjxMZ6EwSrD<7FEwJpIffSckiB3cs%m@6x8SE zr0PkA^TW`g6-Ig0s0-|Y*v9i7o|&D2aPmeeL}SlkbocBitgpr2lN!qOo2r+s9N!;_n#0#19D=tsddph4&)+_UsMp%P!!WXj!lzaL zcfCy|7BjebVXx)=jKdpm(+-7+pe{-U;x=^efW5wU!9J+i1qli0-uK-Cnys4Sm6qrGXaX@Uie}~3&al{9Yw;(7>*M$h90yCSQOPzu#mAS|NeY0Ry#28 zlE-5I3HwxB!gOnFI$hoVRP@QQopIS{2JhWMRgPMp&suj_>m*$|_k2A3ihpu`;F82g zEr}Ctuw`@oIQEK9jUv9?qh|uL>lNnvd5h~dzr@5_#)wn~?5W*6yXLo*kh8`RRJ`1! z__y}9L)+8G82MJq+DSE>rPoFqLh)>T;2x}BwAIyn$xB0NW3YB@eTtN>81Q|HRndE8 zEP;joGxW%3f$VUME{3DE=*V$KJe43yfyNb zcm?6}>Qrk_sx18L8)b3(?nP|*T%G?pZq3A((7*=9YbqP_efB#Wq7Q-@tn0jo-!}w= z>}NqI8v3#Yt?InDS48`EH_nS9ND*hw&2BDAd(6J6_Gpd1gsmkEm3pW|UXXHy65uT@=dnJ6>lW>xQxB6OZH|6$#hEa9}V*ccV`AF3tqRHskWlO#kA3twX?zyO0 zNdCh&MXhwET*lW6PukJB!mWn*KyNh$sZJpiY~2;4rJiwOVdD$|#xtq+$hOtR`(JK2 zGlP1w=4~s300OH;6A9;d+HW)KKKW}=W8|_rqE68{K!o|;wWMQ{wn-@jLN2qU#z{xt z-62E&zGZ~b__od#wfTuBo<3XC378HsY5ejxL4b$B(lf(-lb7UzIxD=?843aR0p=rx z1@e^L%83|U9aF_|X=w)ZL1%}J{rpMgq?C{mW13_xDv4FQVX}OMJq3J6B|+%4aQn2} z+E_WH{NZbPS92X47cCc z6fP$H47bDxfR;hr9ipC|-pkMh^}1B%SkVAn>%2@)DxS>ziYj6L4DF{46sNm!3S)Gc$KL&<^^3n={5>{OeQQlv=UXuoMGMs;&L`Gd=wzfQO0+HR z;tru`+1Y}dqQs5Zduc;Pm*J}cPQetYp7qnuR?0NHSE{Cdt@GlM8`$xxeddoY%(3F@O$b|7TSDXSl#F6pM?)Fx)-_eZc z?4r`eWu@wL?Vs0KWvU3hlFGziySS(aoTVcMHsAYMr;6B&zZuUITWUxf#d@^#q=-U4 z=9m|;SDXNy`SQkej(#($7B|(VFTR+Ey@%l-eh z&Y`}EyZvu@9=h%6e7XhpZ}0T5C4!*4wOMnsul&;L$&$&I9{cQ^4eMJEr0OLDW*z-; z^Hs_L+$7QM$pnS%jUt?+^m~kH>YzytyUCk{;nbet!2HT7~LR79Am&MPA>2_G`v&g=iEGYT^lwpHj`&iXjN}iuCmMS{*9ocu=+EofAh*u zd9wFh`CL(*GdZfC&!E@}?O!csYw5j$z-G0_=jt^$b}hsW&bzI~w_1@uOb;55n52@1 zPU%>}KYgUDDZW>2x0z?y9>=?M7j(Czw=3VP;eO6i#qh>kJbq^pgM7vsVItVAn>kCk zShs@d39R$O_~vkUe(f$ahw-xpLarJVk4=w2wXF%L*y8>9gb_~v?XL~u#^G~6dMx); z$>s{Ay^yKmVSk*)*3#Gd4l{*Gs_p1p57%UkilLS9XzR3_fm`p~%KakK;&wUxths(I z(H92&hB`PAUS0506%IdqW}6c%{qQu63Twf0oR`FGrmM0}H5HJDFFH@&Ws`!9e}OCb zE&sejm?#XV(FT!f+rQ;m7P{t?UtC5E$E%V_Gd$4@=hr#?WNjDU^WsNIQ>(_V)ng>O zo@Ikdvn8|fo4lcmd0m6!`KzujLUIAg{Mx=d>$e$nUa?lJAe!Ht*q>;e`UFdM4RG5J z=$_wmPH^>751F8QLVmyIv|Q0Axw%YS%OueRM<$7gtrFgJr^zB#o%A`0+eLIy+rEv^ zWViW|m(jzeNVtPNgQZYU29DiPj4@?5)xr_Ok^pZTFR$U-C90NLV~NUQ)xW zk9J2&bmMx$b8rT1+G z^XyEgpE~QQ-x_0>L>hO)rCDQmc_j_aB;+=WKAzbtvH!Rqf*%=!p9ejB6Sf4!C%+f( zTVbu(n$#XuCsg^WH>JtR<`4eh?0y_@<5n6D(j8bqd(Pv{m1S4RG=-)=rZI zIk%2IEDFn+VC<$ov*H$F*R3|+yBU@cvv#}Zrs`zeuR$7K6?BA>T(1hHbYJ`;UBC!BU)VIj z8AUr6eB*+AwbfFI(pxq3wP5b=&(iL}ovp{Xz@TaKxi23lr(dWPyY${Hpr3y^@mFM^ zzu;oj#(DVq76b|U>^+wz;%0PH@vYkUdtn#@|DB!pkGvlYU2%v>h!wB0iY<`@J*?|x zRa8_+x!QZ3@YF?K{>Cvr=%`eewV(V}QTGg{9rR+gEFUT*nsT}K?V$K^E=FJH7vnuX zb_!Km*b+X_i@5%uv1cZkUb1-X;4c~lZRB|jOhMA$s!nXmASI4H@$V|~<^`DBw4=u` zVK40B8ZX6l+fOu_HY%Gif<7CgH;XBqIjw)nnw)(z${eeTtUud0ng%aAH$Vl7=PP%R zX-uDU?QzrybC)HLi!a7)NBaIeJ$UU{Nx{D2-H|x3N4CW>(L(K|<^BgzNaH8yavxoO z&?e}~@kmMk8!6m2gL90TpO3Yb{|?jYwV zHlO8=!z*gr9|>L<8PEr7_4IE%g4W%!gShn~2=m?lEEFPWYPnshBzWWn7f%vF9fO?PB^Cs;8J8RFQ(kw^oNs06hH!*SlLMn z#(alecI>p|n9>}M9w%e;R z8hRuh_)>`XhNRsV;5N|*{eG;Adtk6vRf;{SF|kZ>esX`qv{PJbmPZa+arJ#uWZ0Bx zG@Kr2oslJ9+5%b?YTVd3LGkydDhH>?3h^(Wr6j~;Z&>w&)St^yEqX*zfNg=>X#Of| zd(a3jcv3AQOa}?Hg)lgs4+h#i&GB(olg^CkqB=VX9zP5kq!v?e%73eHVB-MAf8Bf6 zRt_MN^ua7Uoeky@RZssLrjue-vr#7^2PmOQ93MqvA3ij#RUcR^BGP$fOe4O6ol*bj%wXDbwEIE_pjJuwbu>qA!M&c3lppJLty=0QQ-};(3^^e}j950Epixdzc%LLwK{kI$iG6_)X!(*V`#3e6)awd?Sm`hl&+G z*W!{{0Oe(3KAeY~YMzrq9{&&)SG2FWhg`#8y(o%1rqj(J3znR6)dhnJOy*}3TCKr7 z0p{`mN{bDRbO2?H6rAdypJQqNo5u~$wZ`$0`G6xt?ZCBwu0rLr)`hx&7>jvJ4}?*p zIJ4@u8$K5-6y+9QS4D6HMkpP--(1$=&%UcK;yz-?&l=1l-QeTuHgwx9X@94M`ot6P zsb*_%Ynrhnt+xAnVm%aSIZtSPdC<~g4OWG(zb=}V-mQWFBG`6!89xm9cRR{`CYqjtZlU%8O<%JBC*PXjSofuHBYuHUxY=u-o&%hXW4R7> zt59m073ebCP>a5H>B|oQI$?1o z$xZZO9d)eq1^_>4TtA@1u6Hg#FEw=Gl)_o=y}Ej(W0%_%ph4@(&c2m&cVe$=Rr=fj z^w;UVW`jI_3zf>*LB|tO6+xDv)rz@cF14jZ`~jjgNJdA{0}Y)PQb0or{L2dfo)|e{ zpBaEBQCNuy=sjai03IP-~&vOHCo`0}_ zA5I1_#?}oo&;k;myS)V#GpZtdiZUp|Nmq8$@CXhrf_Pr zi6-s0&{JeoPgZT>2T54|C=k zx5xOXC;$jGwmAa;>Lo0!Q&cB2CMpM{y?S?N_9=qqj*V0MfrT(pOYd|+&wF>;94LHW zLamvCx$nWE>vfBUEdiccUs(evJf}EiuF-0}x#4>gP=ID#85&T4`kXLN@HrJtmiqVB zY_I-t*n}WJ`f5Zf0qx4RMy&u2m;XA(dvOi4O}1qw)sk8+5t8>xIV=;Eg|+4e%Yn0 z?URKRqit<3^#i`pw#Uk>e$^|qR+q(}P(YD%49^KTYhow)9fTt3mN&&@KoRjjf&@K^{nxjpngGasoHzLa zoq9&r>Sm`6>rsU1_tHOTff|EDzip;c{K+fdivrDz9qvKF+)1+=1Yj%b?|~@&EvbHtJST+$XG2S3w^f%7n;x56wHI z5NOEMI;5bVe{=XrvzGiHksG0u?k*#m04y$&644^#x*o8^ZVp2pflRa)k-Y?>B}KAD zhhkK|Do@YidAsoMSE|dCOupYP(7|a zFk0PsbpM0XDI`HBK5OGoNH8kpA zy{?n0tM?9Ej8}I(#ihv4?PEbn%*R!y_%n*y84}$J8Pk+oe7P!o!&jFT7v0$dvv3P&joXqj^gP#6rekLI;rT zcdCu2k9~W0CP1=&ebS*G^O#)u{arUCY@0Fzu20cq*(D6HauRyqmB2b`>>~9bc?OTZ z7VN^{igIER=!o3S3n8Hg_K49GMy<_pdf_&dGfA+xg$au>IV3~6u-AYuo?w2%FG<6L zd}BULzRBP~Ml~Rdog~B#AKDlXX$g@qANLh(LgkzFXV)%2ZVuQ_Abaz$`EI8{+7E#M z$>{#Up8EP9(eVG|>uub{zDlL94s0)j;{|Zh`e}5rEvl5Mnq&sH9C037UPtO@PAHoG zXg826DKy1kiZ0%)o~ROOp&s)bvVtre@?59RGKiBw^DPGs<7te&BNxQ9tvb#A zWnkUv(B;TAD0NozJ({^_q502u27rj^VFjg`78C!O5psp=>)!l4gqLfj<@Ox1`O|?V z^L;W<*n%q7T+-Mq&~$IUL79uwx19@(u{m_N{#spiuUbA@^Q#lcX4Iz(!l-Rb7LaU* zKPOKEarfOAfS?^FZ)e0-`Ik!iSr+}XPNN+0dS{;jCSp0XPr>qFhJ~bJg!%Ez3R)W8 z&{-YAnQ-2x##{N!|56~!I_9E_Hj;xfBNPP$-d=Ys+THul*$L$hyJs>G(F0d*12k+n zfc3rqwV@E|BhNqwuv%Owl)7lp`;rrz<7lFJuuzn}VpWG38TBot1==qRiTIXAJmQSk zJ5HpsUvgU^;2VwJ;O<+EXIXr-v7sy%G5!1UD1Y05VdC~j$c9Z)g_eoZnYea7WAc0` z1k$`VK+M939jbyBj4CK-ueIFj(`XKSGF&h?NVlF~k!4B0>i}654)UqePgGQ)Y+-HB zmD<|*`W|*X4Nzsp^KR4!yI!0n8K=qr*k7$z39)7QI$e+H6b0go>uSMF>PFQ?bC8ZuZ{4=kX{fVrIAPVg=WR{JWvP=Mbv32BrlpkWKs^o&Q$Zocw9+=3- zzOp;5klADtZnMS#={}@ff9lOK3Tv*oFs&y z=HkzvJwedq9~P9)uhCsd+5Gn7YD4%z*Yn1}6@rTb2jf82W1y|9Oo;ualz<=CK~E~0 zENlio$cuM0PZ;Go!n9iI2B=Fj;VDvY8JiyF37p}CQ3WdaExukJ&7+o>IP^@uvd>L5 zYHHi1%n6}h+nR%xm&md{s&&jT6ZZ+E9_~p`_=aWcQG+`Pt$)eMs6Z!C@ho8f2g^QK^I%v zI;}y?tSSe%-|H@4s9d8l($@pmj!O#&G>9DV&Oo|1y@^98YO7P*R$8c6^^PY5yhwaR4{L#A3|`ES}jNUzDVapv5H$U-k6Bsl^x1 z{`%gjlsmq>d4suqd@1{1=I?cj(qv={bl#(w)CsXCLw;k_euc_b!ak^P{Ur`HSB#RH zATY!gu}%H7_ss33)LcMd$E1|;j~+NTOBVzVQVM;mtEZ6x(mjnltCsOLUg_BDzkhdQ zQooLjF(YRwwH29F8?8&!6peYNdi0Drbpb^-24?y0n~N)VKzg?i_-$JAp=MKi6g*n{ zh7px*{e(-1rMP4$dTE{xHg9lc@9!rDy5N^g>W=%Y)LG7z^)N-;Mn$sAc3(6+aI5V# z{8XLvOl0eL;M_nog7l*Srz5i%6I@vPjW+gpi6bxSE;SeWEU>_1v&!-Y#_->q(h-kL zKCwcg>xt!bjpJw-EWXDNWF&tehfxzv)>hG}V))>aPTl6h`|4^)WP-Tkb|#foUHKTS zut^S7AafvR;WUdn_7!uD#Q5^7=53845aW$}$z27D(2zo|hnB9K_*G;pQ^bf5W9Zmx3O zH2G=bm237rQFR;Fm6qR~VStX78kn30k<$(g!4FKs($*^ziZ=y?3+{_{1+G`7ItHCM zwo-f~zY!q6sg`Vth^>W5ZA>EJVTc&S0kmg+2s4OT9mz2fAn_WXQsU0lXaD7;Ur6(@ z72(6qF$Q2;r=oI<7c`o|$wYY14So+iLr~ZbHV@nNuV~ubFVr%*3F68*9QIbmL;HkXSZrH;6Lle9 zd5g2jNF_VfFRA`wQpXN#o+N#hE$GRMC9H|!rss6n{(5ru-hnq|)$6u&$M%yRF1uVcxbVCL6n#l!G)k}63hIG znN<0ZC1A~k?evqFBgSam_SD_6TJff^g3sHc`@zwBQt-S`a zeLd_*GJ8|vX@EEGHW?Ev458)r+Ad_TUBPtewV$xY0Ll9{Y7JVC_lj9-&Yt)_aj3Ga zQe8gRO&gO?#hJ)7arb4E>_`B7Rl2J^BzG+iS20IQ_9uQ>dFc_ho6%F199?vY<@hZ% z@WD*zH3r*{tq&+RUVl9BiM3dEI=Mw~aM>uwIngm!&+t{TDSVJ!$_FxkXDrOa)McD1 zQqGL!m!-0Db=wQaRw^@y7;?R&%4WdIZbx_S`D~M?@wjm*+ttq^UW|0uJln*JPtG0z z&Cyj)ttF0}BdxyF8h>zcSwG(~PN~RQ(6YQkYKc3fE&S1^52;O~Ak>pXKNdvlEmO zeh!%wHoN24VbOQ|mfMlYx?n8^qNf|%zRm+{>FRs;WZ!fb@igAx=`?1lv^KfYdFEE> zp|b&}Ug{8kk+pQGY1#(6;+4KP@2ZHh=b9pvSGFhnoBTmc$%invl(6e>Lr6ZcZrb>Z z1N4f5F=bsB8@`Bl*0>|~zDakU`o+;k2-RMw!;#Y1mk@Buc26VWp)E5GTb#u}eD@j7 z-s2BV5Mc#1XCJt8Sfy@W%Kl!-41uVX%na8^$U`q_L1yF3{Z$fap4jLgcx|&87;8_G z6ph%Gs^)|joaF}Ba1Uw{=gdX#sc9hl!7cI(IVglG7V)rRk6 zwN4eyTkRb`exLVHjn2rJ)VThDdS>?7dc~>&&BW}R?G_u;DL>4ACEfDEv1E}>Mgzz+-HF`7nTAv^30|Ij&^7KdcI=_rHW? zVXim#?d9BqFd{Dobl8ao#+)eeJ)A1dhG4AW76P9hT_e1*gM`G`jFcf>rU}aKOlCTT zNdL>w0;#u|GIcHO{#wg2B<4rE!fw@7%TO_=_LIyQfq(H8DLJ@Jk3c>le0}gDYNdun zWFr%m3_GoWB9rKX6W_^)v)7He-Abz4bhS@IrSaQMO+A0KqP0Pgd6Wn1L_b$2=$7b_ zFYuxk9Ya*)sVWGsW1zF>C?5|b>x2-0@f^ET@cDm{X(HX*J}5&zAU@-WAJQOiemIpb zePAAI++*;`bT#Ms&Cg~BHJ4V+sPnETne34-qP1!`HnUp_kw*H$i$$nF&2JBVAV>FA z;Dumw?eU1GT*9cbIre*Rm3(m6KPa+vYpnLX*<7W4#GwTjv-v_bjQ1kq5Q#Ct@@GnX z59eL89yl_}=LT(M-KsDtxodPK@{NDv>WgKFJ19);VAEyR$oNL~^ksAP@fasd5lcoQ z*D>zY>%mILz*i29D1hwU+BAh!&2$A;PWRktYhUm;ZY)UwB9ec7Ob?tKL7!Rpxg)a4 zfa@LsNVnNg1M!f$`r#0FGEk;-yCOr>fku01h;>6vvEBi5?T=%M5h5z?ay6b1-0Ge^%*$IDs9V4Ugay+dD zA8?5QKALKm@EOh#8 zN=X?d-r*##Jx}Ei;@sDuK5-e{s|%KI`r`0bH@?!BMLj2$8#(Fj-Xizdb|2jlZ+Rkp zMF1$n`h^qltOf7hT?R#%2N@0}=Z*26@^s}O`2x`l2nZf20Yg}p?po#c(`2jik6+D~ z2+rH?3#H!85A^B~DrVQZhf&PUWx)>a6kpJE!*v)LBNEOVK-% z%_M!lS)?^&25=#@!!?nlkJQU{kF<-dP~2&|0>n+MFaP!K0YskeKtbcYK26Tnyma1A zXu1GkpQEK<)0!96u4RrWUpBN>P>?Txm;PQw_Eo8~nxxHBMecW2nU;t7do51<0p}ET zmP%_lgCZ#^fqRoa-@^a*ybTpXE%qAby&szT5$l?4g5qga`7NZnX9mj5qp=I&yBc@m z9Le%EFyPt4EtIQ5w;hfvBb*N*uY8Fpc|(~5zow`jO_uYR7oPa&XHb%d9g;cng)vIQ zp7~!5#FzkT1uBZ*IK*1ZXi3z)ojUgsdrk&A1o)4MewN0z=T4xnpSJe6I!DKV(<)VR z;K;(p)5+*R%&BeyERXBS9YsE*RkbP1f^s5pHV4O9t@TX4qu=o{VmtqjrIzcRuDWrd z>D1nqPNRfS!EhKQ?i=Uiw5rEg*(P-AJCIqMCMbu_BM0KYjqF8}vK4_^w;wMdT}A@M z_zHjabwXHQUvJwGWzI{ z0!FE`a%_4uzP#4T9Ef|2heu5;V`U`rQS=@&fYy)ZwK^gL<%FGmpP!aq7b7f~CgJ?y z!xTL>%O-JN=Qp!?A(UPmL1D97&7*1fp9T4i1k8m&+V#E2->`gXvVNQh8Q;H0cHk!t zr=Eu@qTA@_4D!#~?Z^TPrrF`t*Cu(B*oLqa<(ye?TSt5OkfDaul z8d=4p2=)@`v5SmjKiIraPle9U$`JimF}U{;^Wu0#>yl0TnDcyzPjl*pzbQfvA3~>?l9m@X16nA{DTv4?vQ9CF1Lp81TjAs z@%Y?2h@K#(OR)+A$&6pC^|Df1H(#y&NDnKM@1~lSYj=>j+KtY#?bNuoA9s2)G6bk zRNY)x+5?)##wx;{R>^lJ)g`-d5^&f23rmXO`88-KVdqymDU?Vs4sN{zC^k87SGgS4of$;3;l) zgll3A+aDVm5TOY*3JdMYdb_)4Ta~KDiTH^Au~+DU`?Uk4X;~e5by6{(nt$&bKF!sSt#=o) zg(_xu_b;*hxic96cdYwSa z7jPUdIk|$UdTk&6h;uF*D-#+U=oSsbo9m>K#3pZseQi zgyF&1P>a6}n$S3Xbf!cj%W#|fO~6o!HRAvjXqW-G5HtPnu>p{61JE>1hged=}Mzli%-3Kq?& zJlyRfw+p8UYu_C8-zs6bH0ghxD)h|3E^{Fe>X(DN`7x~OGvx>%o!+VC()1@BcWgVS zPda`*MzOT;QTp26s#fkIyxZ+KHh}hx^H?aNwb0{s4P*B6gZHGD*7O?|< zlh}Mw3W%h*jzBKu$R&r|qpsX;Jqg*d!R<}qAXkv*`&h{#DF&euQf2d?wmWfD6+V9P7-VU2uC~Um=jla{BX??u$ zCXn?w%8vj(X=}zj6`RLzi@YyzjM6>ZJ%vs(Ll&Pz{-WQBV^DrM!g-{iELF#MFxADeN ziubu#GjBA0PvYcU*8e1BM{@o4y(^8bW4qDO-g#?-3a`nrVllSD3KBRxE5$7+Ic#qv zis-%E@LT&5C6QOWeXPXLtl*wo&r&qPRy(nxieq$dl#h%kzK(Ekf{iZZf7Ia2?S;3> zH2bm8+{!*mU)AWEacudr<=(X;q`+{7_66GkD0w05Pf|jNcDjB6|3k9fHx$0oX>*R5 zCu^(0vtDN+@n++FhX5UE;|x&2(R}Pj>e(jzAgPq^B7D9*m4!R@7C1%Dj=eIp$o%nY zZeXd-FPf%te1%jQzxxRc{rX%%d3Pb5i_5()r5Dqg2Yi#-! zlKnUX*MEMi z0AN&s6<=>M$sdidhJoYa`qyehCwsUmzL!ZbQ-26M@)axK25MqdOo6r{tiIQEj#}g7 zO?${{ns9C13G4J6U69e?q5vF)3;KkZRpI0BaxcR8&>M`dmO3fh!ZfzMTw_fCvI9=M zEcRpf9`}Fdlh}IN*Da_oa;tDjVLu@pF-6;R=a|V+rh^vPy+>x7>r(A!S{mFYU>ZjL z4#ucl*!0E1wR=jZ|zV|gG;qpZ^Cqt~H_@Ee>eIOP|dj{5Mz zPlg!=GKaKhJl^pdr19@!hK9y(cW)^IIl;(a-WE24}f02#dK�c1>E z|76q*=OaBOAL(oOi3Vj8S6%eFCD%f1oex7L&O~0|uO~A{5cp6Ftm9%b5!+CKwijQi zBwh7+1-67|7<^0FCNlOC5{kzv9lA|7LI!JMD{1lM_I-V4t1j>Bh@XMJ0yOpqS4F+YJBayuTJBSdJXY~ ztW20Sh8YY3&XkmE86b&gYAegWzT7GDNUf`u7$s;HG9#Gtk)gRN-Ts>s4Sp$ zgNgr;$RJtw&K8p1eq&@YepJL|GPs_+du8sM5VIZC(cM$wO&TtK+#Al_V7G9dV&k4G z>6Os4@nr(#SZSR@`yxWG34K5A6 zRf#J>fo%szC)?sI!+Y1qoGPHBF18xSFCS&sfSW{9(=1pa;X~K8FlKPM9lhT+k>8hT zKHMV@ikQpyX!7rvmw^7rkHzo0!gU@|fn^Tmsl#UgNuT__#rMLq$dBOF$ zUoKa-3Dpl8GN`f}oUg)&C;iYH#P9cs#f z7gey}cVl$PeEH(@GRYeA<}A1S^RB z%$=%m{<1NlQ2JK8++)xbW5@#n4(bP)t^j0=C7S3XC>u~d1zW0o2k&&#neZDd?qQ!; zPRx{q`l&?M6GrnLB3YDc{BlIFwjFW&>?Gh)q7Aq(<#j=pr74{O?m=#2S$Fwn_c8yTDECaw|Q3 zxG)fH1DD8-8Jb$g85V`Q#}95z-|G(7kMkeiwN5$xzJmoWcwI$AwUA{5H1yAlSzL0q z(!BrJi$5-W<-=7&HbdiMlpH+wG9jy!#KFTFT0zvsmbbaOW@M71i9h7vX8sP1?Y@Eo zA4+@T&x_$|zratdt@~QQ4KrabIQaKvZ(4Ffwi0nGNbL`v>2|Zh2V>29?|=J+!Hz{e z_1qjwhOU*??TkejwDDI1a2s7*zuvU-&qevo?;=D#&+h1AWHamRQa5Dnu!P|b%}f!N zUl>)_;DVXX*Nv79p|lr{sUznPDzah#IfRV^Gn}=%pKn3d41X^2TlYX$A$N5XjGTi}%LIj`&I=Om1 zfQ7V|rwJ^BTkf%1qJjdDx4ho=S;=8@3mDm(dxp_d-PVP?112 z$8PBzplHMO1Gi<ZI$nk|L-dueu;(4Aii6nda69XCpF-NMYX;UNch$k#2? zu<3N# zBF(riR3{z`e;%n9*i~Ms=>IHd9Ff`c=4ya&_e2-)3m^Do&N075$SyqZC40QFr=eK| zb~((i!5hA?m!#Zqaz>}#SBFhOH@Z$`e|Gg1F_CdblqfT*<)gk*JH(zeI@tzJn+?{4;)kF)77$`CuY zPeALv=XQ)aVBfWO{YS*&ICm(;lMgqAP-0zMjkDnd?yki+S$-)g;o|EqdY6TTrKAw& zGk4^+R*REU^-=h97EU7*=?MFUQ7(^}=u0g6$2C;D+2#HIA)iVcu}L?B%=1#plVkd; zb=CWaiIwmiTAb;p)+&~^D#raCgui=EoWjax(`Nd1CjO0~^xDw;9czv%B5?)-%1@zK z*=P<(a<#_QW8UQtpacojcmB!sC*(!MlKq@wQ2}3ogxUe~yhVg{X>qt#7Cs#Y81m%DopruUvEuvhoQytLm#OqU{}Qlz#@^OHjujie8>(T&ur!Ci@MQ5;5m zc+wWjI=)5%e&=PU*;r?yeA3sL13k|?;o|dXw^&DZC5E0gy^-=bqVo-o?WPV<8|=})QdQo%wD}}$YV(usfW|otzu41v{`?7(gtNnTAhShHvRoF zkaNub^9aL?PP*b+xD?5MuD)lid{WfdwQPRYJjEA#1(yb!=VFI#drU(~7kpa#$QOu7 z*Ceag66w}eNjBdjpK9DRm32eDrW|W4C!p|36^<@vIuSv-*e@@K{2{rzu{TQG; zTDh>@EB>8nx!vZ1Vg4+u8t||k2zbnEJm>YY)NNT$>z_J-NFev^IjrRf=x1wI^UZV^ z15f1by0XIa^s9}!#Il+`z04~@cYdA;S8ykNK}1PAC zOG^jp0N&N40k4ag{4)03%mzhn0FQRJl+JH;2mw!?fJZaZz+J=N6b||ak7vqUnvY24 zclS;ll9&?ej=m*rRRa%rfaftk2b~UH!2oY&Vks}`)c26RMifR{N~Zpe0L?ayZL%E} z;tbl(*`}F^N(J6f0W|J+DFFoVjK+4`9(Z44BaBj8N~SzSdOv*sG3DjZ_J@E&ZtmDu zfY*Zyqr!>uDA9C2;Gs>uZZ?OR)*mmB9#|c|O{)K2?Va~qQ`x$J;n*F48Bh_BprYad z1r-o6l(CFBsBjc%(!>H1N)$*aAw)+35kb&Vq^pQ1Ep!M0GLwij0U@*iNu-7n2sI&) za@XQK_s9DW+-G>6{PeNcTHm)edvCJV`|bmf_hO>dVcT|sFV2VPXz4*nE#b9b#56Ap z+@+e*>nXngXl-I48bU~Vkk9&@4LaX9EnJOjHM zZfTm?9f~f+awGhkNN`{nUbrD-z@(Y_FttRGQVjTh7cgZa>>9TviIIbu&?DRx>ay5_ zZELvI+@b~~*i;^Ex7?Snf_rB|2YV0z9%g+EV7>~vfZsdRg@DML_ypT#E%LwMm@Qzf zj?bJ45kH07fDbXPQ@29^PavrUb99FYz@#Up;GP7qwWDxc9Sf#_O}o4i0$4pp(*+=t zVu8IFa$BYupELlZbiEF6YhB)XAkrbM?SVP!vl)7zYTRSSpla3SjV#zxY=wi*SBie|5od<84; zEXksK(qMUg$70T7EA)oMjREJjLeOW=89%+uQn5lY>YM**=|`bp{l z+EobGA&O28p3y0#%O5I_#>%IyZuyXs2d2jbZZkMXA4o?d#B2^j0l4>v@ z=2bqE31h76O>1YRk^r}ATvEOjbmxtjM}a0MgpFRXNzXdGYf~fhILJFMz;VEW`b}8@ zz!&F)9(PZ=eK{Bu15nlC9(SV%_3eqjRg~L;ka56G7!o8wigl7)>4ce4nub6nUtOtH zxu}tucWGD3davqzkj~VjnzU41b3Lx!Bb~_z-=*7@!({0VChcfN--K_WoYW`BKumHMZHv zO9}l^w(usywoiBK8jxIJPlEJ&3q1z1w!~-)aFW^OT}x{Qdl}UxUn|gF?p|f730zz< zvo&%dYu(YJm!SqnLndG80*4mSZSY_;7iX%yL6vpv%BRM_6>$rh#5@^dMInUuo-R@e zNrNPIQ(nl(^1UiRaTCd%TR_A8Y{crz`yNv8rwLH>%W-j(|IB#z?gRXHD*t91$bSJm zTHmP42{gz4mu`>I?*@8--EI`+RYSUQ4-Pyt>DXn_%RqF%Mb^xPA z(rc(J$S%YUE&fnpQlUG*(thc=SU#>gI>-=|eU~9Yj;v+Ha~>+tm9e`Ui$#ASJfB$9 zassVBGo1Mer)8y3hWSlVM(5fs@rF6KJ;uC;RiMrHoykFwP`_Z!T=PME!i$HNGyZ5_ zee@MZota1~E1I5S!Bv6chHGJ{Gk(Ay;MqN#Mgua5mN>n~;NTRaJ|vV$oaAweLcr8y zT3nBU8VbJfB+yXQ^cC1ZB}6;7yxL%UQ?5EZvLbC`M4D3eXG)q9Y&bAvU#iZ{r9NHQ z>CgcljJdm&ZyAOP1-Z?frw*6NN4HsDHDHcq6$T6$h$A+-hsijc&y_&4MV)eDv%Jo) z$4gB{r(u-$cMNqIl&G8dH~<(t!d%{6bC7-U&bB77bh4pBS01#=e&rhwaMJ!uPTOdU zWt8C_71a!b17NT%;Y+2!ZXt46h;fqx-L?<~K8(VR`)R@+z0F81yBKKc_<=6&G4?^7 zwEcpjMyfYIw%w!BT7?hoH7-&mpg^jUgXE=GO0>`W?DUC5w*z_qYP|QAN^<9X(dJ!H z-Y;8N&Bb?XAgqAQLpo7DO4E+trXKlKD!z2FG-v5H#{qq8ykFj^Aj=b!}|FC66p=?Q;CWd~IiNK=Xx2zPu=+I-Ot8dEqz z)sA1Em8_8#N%XuvMB}?at%_9LNGtWw5SD!A_ZO$g>2E%sNec6)7s|`bCT_KkSUAV^ z^HQ{XxZfdjx*mLkxWU{+4a!zJZzd|!LiSn&?6$y&79P#6w$TpVw^gP&M|v(9 z@khc-eSQ(&{lEqC)gxAFJAqZ^E1OPRh>&&YcJ~T->+_IgFP!=7!y)=`RcRKgwfDKg zXB8;3`NWue+&*|XL7o!)=I+%$k)pXkCMNx*eicsuE|rwr;5zEP7Z+lptQ__8HhXn* z3(`sM#1FK$U)@b*ZbX~9Ug#IAUEC%O=_%azq38OlmHg^{Q&(mO?Y_)1<@%GSDX z{>phy2lKXiElqEnAX{Ohw+MLKyVuJU=kRdihI^40UOLtX>1xAPYHE_7I-7irCH!0(h8tmjQw{czB*@4JlQoW>Oht4YL~~aQ z&iziYqGSu`wFh>Za4yK~al_hmt5|ahVyv*(5^Aw7zmAn_f!Cmn{+GHo; z-tFYt&R|DPKgwVFk+R2KKO?3Q>dLL#CjKO#xZ>r5u?uaNScBHjE!_wwG`Y_Vnp60l zUaa3_8+;g!7>acR^3cWVu+DV%x+jhkeXBKZT6v}p-KolLpQbOy$sX@|A<(XJS?TIr z@BC;!`~KNDZ<|8@FS&u)u^Ji5{4Kb4(@a=3go|5Dw8g4qmny~)p>#+qg( z@53`K-3?_MezsLh54<=eVeB4}Bjt)&wHJ;eY?D*5;_ronFFgX=WYtoy^vBlAB)y+> zCHoNS&>Gf`+gsN)>d%x#)%K20ZNvr10bN(1_rQ-II=nEi)BZDq!t8{zEa~J^dXQJK zox?2|J99=>^DCk&srx!JITh1uTA{bu^TCMfLdR0d?n+#upLbV|O-)!*M?sSF9m`io z?8`hx%d`#H!;6;*!DxqGR^!sRry#Z1hH1H@8+9cc_3C)-@~#^goAM!+r;Gn&`xIOF zL&r!i>fx9{98`Bc1lKg8DWChV+&&~y8*JxZ6^(Gkecrc zTC6m#sc%a)a$ixiHVF~DN}MKy)3pZ^Gk2j3NjFw)tX2m3jW+d{#z}Wadau+dh9(7m zaIE(e_AZ>ThY5*sWBtH_g5wj7iBM$ zma<|r(oDwV+=%3Pvahc3Ee_Mk(5cx4p>riGgkD8X!?a_a(6y`;^Y9f{>F0%)(s!** zqf24Fvq&SBaM5r{9vK|9(exCrtITQ{FMHtwH>1HVgYK%~aw%m(v^0eP^s6$y^+xDj=4JzR1O$ z;&$NM2-pdlMOxZxZTrkFP7VpWaSJ+u~M zxgOI&Cv!1nJKc3;;?__3N(3Rq1?df1zKT(jeeR=d)QMHo#wr8lw*LT`uMTvE{_sO_v>3vT!QC zqKiwY2)P%Zo2D@XB1Ter4#~L2tiK{;&CT4WZkD9tnx@~^E6{a8mPn_o>${Aid=nVw zO&H(l12T$lX}$|o9iZ40E<9Ah-_#~gmlhs4?lRNP39*w0BHN?^y?@8`mFqp9UUR z&+ob_B5TeGBm$7-U2uL`uG_M~`8gBB3(xiay(WZ-=P z%F~4={d}rNAv;eW&_0LAfN_-tW<`nNS9QSZ~)W72W+S0ihtpw8OGrzTz9(jb^bOOwuhQV4% z967U5R9KRkmw&r`qc8G{wr2gx8rbw-C#_fL_z|d_Jx#VH`4@$HQ{LGt7m{0jUU z{@a^DT9h78B3}m%vsL+@R`@N_0Ert%dhb&01U;K$ZF=*|6Ol?{0wqsH|KLc95z(_P zDQ0I&8ZvyOfmKuAnxv2FtYiTHC&E<6h`8RUm5;b*2`m#NyQx??r}z8kB_@iYM@$vZ z18FnXhX?k0w~41NIE3!m4xGt2Oyk4C#S5D^oslH`9QR1H&OJ$UkhpFz!-CqeZm><$ zee8v%y9j)^;4@Iks0js{QNsSmOFD53H3MA@Smct?%O${RJ2x7OFv5zyZPEOCDWw

Fgz#Q;sZ88ac;A9(9HAmfZxsjofn^RAfvb~Im=NS?{hO~f+A2{~eG;nax zl*vY4rqfzla`)>=(7^du&>7NO_T!Avk(sni6;?MdOI6@=2 z6__~oROz`}3;lg&Sxx_jeoTuepemYKI^c@}$H^dW5mS}T^=@!7Y^^|T8+%b1AArD# zG3mB+x*kK(tlM#{f2!gxK{uuaW?b~X|62RKsg%ZtJGpoZGsN|*Fw>FYf*dZ|yY8&o z`fiG%RdX*Oh8DuqwY!qpY_5AtZo3^San$Q7L?qrS!o(N~?`Fu{Nq6XW0wC?kmOwYQ zW~xLe>J6B(;}n{c^A$}Rm>kw*QmP&aRH08Pm&9hakk`SY^2832agqpA(S))1k(o6Xi5 zV+II|U#~^`GA&^XKQv!&FU9q4Vi(xRpVHAv^3|H7cdcN58S)4*2rbR{>|w)=D@eLR z%0^Nh($@+bA(DQ#?}t}TFn*va;2F$E_5}YCg6<_TX$lp|W<#3;YT?K7DS{IDvlcfK zdZi!_VJ_5;*a`H#9_%XY&o=6jZ6Fh%c_u%Rza+6Ey2Knf&D4*tTY3)-F8*IaYD$?- z0-{ZAab}9?z9858{|6Nl?e~XU3;;eLn#$ZGq@mB$8j)b;mb9c0{X=Gugb^)<=7)W~ zATdX)|7O|$LdiK03M}LUa35jC6sF>UaZ=3|2U=c(fq4VO^FU<+$O5E|9H96ZYcm+p zUrfDj6-gEN-}1vP0Ui9_=mJ1h8&vXC4>1}4AA!TJkq*L1fCG1Ki~q^jw7V+PV6^9% zCvAX>84xZ|9Q1ME!dhd11mV#@rk2%|<^f~s1S|>PVhM%GlDae39o3x9zCH<*%=6Qj zI+)T(V)|5n<0p&){X!7Dp&kIE(qE2;&6*z(8}xku=0iTy#ApjlN1y`Ri~i>)9|%%m zAOmR41ZD-E!I>?hy+J7Q@0^r2rV7}X z$F3J~*t(r?N&H%kd5uh~ z2!XZqrE&S!@=mMT$fz*cnczJaoK$RzYWF0S#^Y2V^@jc7}-5+1>2H58hiUXu~7Ac2TqZ2?(1RgCv zge^GrX5i1!Hnn%8G$xHI&!>$u{mGwUO9Z!$Q`gWsj~lDor#sBEZOf&XEnV>|2V*`? z9kEJ@6YzfiV(v$}*-o!Zl&;)ylrJ7+EwP1js8u9z{10L$TujLY{5Qd}c|9;Lm-qvo zEx$FpsynfY0b;j0HF}x~TcDiY6<%)~Wfcz{+t& ze`x+o-|0(*SzPb_|Ka5VFuhcFR?my$ljQJnB3mt7LWc1IxH;JqHmahn^P>PRgn>HWJ#X^jn!HuQFi~~O%K@Oufn=1Qd{IIa zzBejbczT-H9NbNYs~7O&?@nCIFTaWlkaf6zyED_zDyB#EA5l26gr9JWRDyAq^#17U zP59^_6LMFkpB^Zk^IO0*G5ASp6kGVlBHu?mSm(UYPIqpCDDXdH%E8noOvhsu`L)lF z;EeXgO4oD#(Mo-HIOB$&!6Z|oL3CG~9^YXdDUXfvNZe|A>rrd=D{~5jRW7e*$r*NBnxTm60;6l6M5iXN zFYvC~Ys`u2Pn!_qSH=b!9V)xvqYgZSQWM?zwzo&UdIH2(3NH5EHeIibTW*>_g~C1t ze&kCr>rqQ}@gK}TXj_OAV^+p`8t=zzA`KqqJKIho@ty2Fa z_ttEhB&Zz9cGz?uo}&;2%L{{km-GLOha+J45p#|x=}1|*e9u-xLFUF>GePo3TqJ*e zcLoy2fvw*pT-mIxl1%JdB=~~jVGS6rKsgGHvV)9NOTp<-%aau!arAf zR`R{bMeUk4b$y=t!#>O-7L-+_Uem6p$;#NSHdjb8E=hN^gvweqZWXryCA5nm$-cNA zHC^YaDw9l&0R0SnOEN+v7<`h$Xs$Q$`|8~I%APW|ud6_+rO`IQ-gnvsKuCC}BjHF$ zs~BOJtFbl=wFycKhlg=I`00tfHl^F|EaSzOMd{3vcw+!!X_hVc_$Rhi&0%Y@^rB#q z&@XP}mf_QTY{ZwDRkKFs8En}kI(4(XT!o#pR+`Y;869L1O#MAGhS!l29~^w@fDsn^ zYzCL0NXLzlU^^7pNjuhr{ozA3gHtb-)`r|J+J&0*AEb7sVsJ~%!;-KI5)4O3c+h=< zZtgVra6-l4Bw;<=bftT7e!wd2t%Din=LOZ>&NmY8@chCczz<>-C(M8eCk& z*XGWl@}z}ZWPE>4iTHh75z?$mG)IDxltgESE;gt1db74e9;F7L^HDT@1fI41H&Q&NktE4$7sxH3f=bg8Jhm)1<+t{w z^E|xSUqwhP5^K_PKGy`4qWLliJ?0;L5K{S=amlUixkc0_EJRy%e4n%T9oGx;}L}xR)cd?9wNos#wL)^Lah-dB#-da&&zb}3qMrk!7F+h{NkfWOr@Kyjqty>mK+J$P}`1}RPM7;{FfUIncq z1%2;Qn`*J{l>{6a3{tRhoGv;ARuo^R2^UWjqW0wLH>O3gbUFGQQj9eG$*gOB?*_-Q6ok8W2P2HyQn(Y|$a$r8fd^jj zsKqg&+b`Ic7u`fMRpb1N?mRXdtTevKFm>J89HjX&KgD!_Wyb*dd{GEnE|WD6Ilw|? z_IuFw4XA+&M!TW9??qJ2hD4-lPU=T$CA4d~TTFpU3-xAodWdj96Rm*gX5B?FDa|g* zv|CN48Q_E1k&Xwg8y2;~RG9k3lg{8Z4Yk$(>2d|tXec^MrzdeP4%w|MdQ0&R5y)#6 zWVpsl`zn|kQMCDoSxFvkOdJ)beN%@|tBl z>?GCPnEv4b4HWMow08xlkIBSjX0=oMk_FfCKX(B0s&}i>-~=Zf(TkU@@p;s_M_4P=e1U^jU;_&c^`W z)ujGEO^K}rJB|YepTO!|hfU$d8)G;!AbmD&XN8%InSH_?=Mm$q0+NJ$R4;*spb63o{Na*2NJ}$X8llVi_5mGWiCBaIDiX|hH;{L+%y-eu zIz8V@y@SPNpeGuLw|T@y+Y3UHW9CSE8+Q*Wn-7A@sg3n}y~#GEh)G5jqmdtO3>k!_guRjJ>ky?ms2JFOMzF}5-*IvVF= z0(zGWjV8!le2{iJ!c%cXEKARI$h?@yT2;RE?1RP9VA2-Oz8*G9eQt0M%N0hLC3B6{s=iJOfof9Q!TC>nib#3payq6HMDnQ=eg1^{y8Tdq9-?=L-FARtJE;_Dy5YjhPuzan z#QPO(P(f`Wo5Y{9TZ%si!j-K)$6#Bs#BDeEK#AMmhPqZ2=wZ+NtZ>oNmt_*I)iwMC+HvqwuT7+P-X`5Ou*EF6+~YzM94Ua z6c}(olFn&)uRBxqDow8kQC7_hL5v?>!Y7RAk_N(jT)!zk{XV$U!1uB$7#r1zNvLz= zNgKj|(=hH@dPGU5kljOR3E1Li&M-C2@VrrQT-J%($LLB`+X6F})RbjzA9K;*uDa;n ze@6KGd(o+Bvuxz_5r>CK3;+qZ-BbS1iGx}wRQsYQ>kcgpu&UDhKH z)IWmFuC4ANh}+S=+0;y|tB5wfeI<36I(jatQ|*gB<6dGibu8(}`K#r+)#4_Ag{>^e z=7+t*M|8aQaW)$sE_Rk`6Oh;a{I`GsgCaT^X5KUBYHrESNP|@jH)IL7JkidGd)aQe*i>lUes`{9ktQs6!p z_w6HoM5pT|WN)12<#(rq2|B2o;y3j=s`KQUasc1phqKLXoLkWDuDM<8vt(86k)y;H zo%1S6!6>uL&GiVp{UIh8&hXh4zgCHw27DSJvh(hh^|2#zk1W$qJJvbzg#AvD&Sru^ z{`pUKo^jud53sl(Yjk16hZx!UQQ=U_mCgIoj7Cu=kXByPYop6Q6B#p?i%{a3n??J6 z7)z5S<@K`LH#ZvQ-G%nRDLi;uEsCiA^W*+H{HE5Ae#g`+-V*J?JoBeVT-o;@5aaYr zO~df(-$WVZpPYCp=fg8c6*R=Hl|$=p{m@A0+Cn5Ro~d~;{Ce%X>GdzxPj3}I(>*#S z+cainFY9Jd9y+GP1e^bGVuAgMT#m}jmnKQE&-A+<5lWb6+^6)`6Qgub@&Z2sKbNF# zd5`Rluo=Zzr);!by(#kMlHBaFMIT#)z4zY z_>sc$=P$a&mM@d183LuF5w$cnLfG1GlmU6IWe6Ma-A`;;7KEJX#i{6h!PK!P@7k@* zmX^||blb$h`}x-o=W=T-#8eH|6N^7uxxXAi3Hbi5O}YF-?GOK7s_LyDeZ_e)yEVd2 zfq?N##!R^K;JYxUoBR!)g}Y$-K}X!RK2uXL{JPzt6OzgJ%PR-;uwT&2SIVDd#%uv- zUC7it2m@qE*$O1Ie>*Ydp%rH8ZU1k^@h`QC^;=L!f~jn8#+5SLHZnGJ*G@-D zyYFj??EtB;#}URyFNK>-HKSR-F~$6hW3-wTQ767ru55aU4maR?6qHxKDlBLokb7!* z4!JY}5KlG*w~MfTa&;FD7?Pk|4*TNqvJ+C__VJ8gN!%B6-g+x#?*3fVF0w&)y-`?) zZenauDnyNbhRv0YyGod5ZW3SMN8rvOcxe8)SNy(<*Zgxn*X>%Z!fB#6rA=UU^!hCT zwhX|w+Pt*4K&sFBPIuuoRu^889IcYd6JIox_*!~|{~(>7fq zm5$-9E!k`G^=4J*c3wvX8%60Nj99PH;?&kxQJAWVWiJcM-K#|xE8e%E&T-Luz%(4B z0C&{q>w}|{-hc6l=xltaaH~&1c@LJ6bUj$wDNOxR;c*JEfB3mKg<3Eh`{-J@%NX2t zkRvH*XiqRvfO>y_^G(t(OtslJV^l>gTW|J#1X`doi4Vn5X$v89Kz>d^xg8 zo!FxsQQLZ|h&onXoi5mBo^u#XymtXkXtadbi~H);K>t*fFWelj|B7A4E^+0Sfm^B^`dZ@hbj##EC-X;KF+v*%w%0uj+)z%Q&Vheqrj7kdY z*YH>^oglmy0pO>T;HWC8&W-HQp@Zg#LxsLJ3a+`Gz6P4OA-zApIKe13J=_me~ zcMoX$E9L&MFb1iC7WXYU@BiK}N{5etziUiRG`fJ0p|@*;xJyZSd863R+U!tG%B}99 zR;7Q}_5k{JBlMLkUUv7IJNe*a@~!sQn)djosJXbc#bUpNuJHLI6LB^&VQa&qoBeeI zisN`NSDMiYbNpZ%+}vo*ozrzVyQhLk9?2=^C=2Yhr;If1p!j{ti!+G4zcSF*H`1vz zmG$0YqHE)=y=1_U0zIpooXdlHkBO=qG)~FUHbzI^ejBeL;-P0wux6^ zB}KE0;rCd~Xn-VFm2S}S7-~H{keYjxr`8Ltkthc0Fg7=)U^yK}4$r^^NxG5OzWM$s z&){k^URJGXz$!!Eun}*71Yq+#2TLF1fyao}R@>fs_hu}Vf>ZH3Xv4=A`h!{Lj(dc-&I~VeD-I|b_ns$k)}$vK4oVg$hsR+m&kvylikI^9UK{Nu zt^d2N@m2i!14jU9XQE-H$gi;Lxw`vqqBy2GD;UCs+he5LC^rLq-n=a*S^$&~Et&}z zXHMqr&}qHjk__bfZxNmT$6f;}FTCjfa>XGr9E19;nK*G23T-f_85w@ z@8eSQbSpm&$j4o<>BD4;5C%CgRct(T5gt9)D%rku_W+Z!D6x3xC#8tDU|Nb{R zH8&WLa+kzBSoxj|qc&54upEJ~ieb0e|E&TwhYB82;|m-BK4`tT98QYC%&f+qUx@>!;w6ahHIY2gu4!N= zNQ71X=Lf|n;KxPzvSVEgZ`T>kH?!;{*=s3Q|70vj`z)QHH-N1|(271{Wxa1Nx?crK zz92yfWyJ~d;P;H@pKO{00Nyihh&)bv9(;|dKl>K-x+b`lmkE^XZnjQ;-yHVm%%)?UvWZ&?dC*blm@&wA1yuLw#0rpb3 z+s?ejrNN(N=Ip~vMZQR%^ZS^sGhUt}0P*F`O_s{W{kn_zaOiuhB!SRAw!S~$>jbI= zcvlij%r_I;PPtB7%qiXqUB^LeeS;^B1DrN>PBBVHhvzCkCn@rjx*S|{otr490)$F1 z3mx#ltD+U>qSZeA1e#R;>I78TB1$&`nXX5tl@p`+gMtf-e=4{o9!#|U(&TfB>rRk! zT!}Mp2E}L_i94?T49dkj=1$oyz3sHCQf*>R=Hdmx4b+pVEF?4MxS~k>ePi`L!d$1f za<%g=5LECL>-203;l)tG)+Ak;bb7*{fAjZ^V!;VC8*es7ZhTWyy3BF}&;CzGiygnO zZozg^2}SLxN3QnRqElnI97Gao3d^~%ui`R=5!-9}>%1h?r>4Iyk6nqegGd(H?V53R zOXfSEG>3#v70-wjhhGOhyyjN@<{xT`Ly)s1gU66J)28vM>=>TCU7!?H6Nw5B8+tti zp}{B+3Wh{pA5&X=1w{v#V~Z;0a(%z45%e5~cp#b#AB)9-17O1IxpqzeR6pWAXwV9T z)aFt(&x&~6V?3Z=bY2%IgkJU6EX*eWS@?&DAM z?NFT^|CptAvrgYRHc0o;PV9P%j&3h2E`GFN#|xV=HGxi+L23JfNb(o=mnCBCq*tec z=u@^0c1Z1jNZ8jwj}|RfFTWuS0av`(`QVSO+*p+<9uf zFn5(JDm%Ial+d~*3IEhnl)Aw$UDJ#KmEy>MQxuCW(_cPq zVuR37aM`G9qiU#ZKE&Cg-YGUaVYv;uEAe!u(6RC$2W_vU?Uf3Z!)(w!r$ffnw1c~i zp@0$fg%s=O^uEnb zfL>I0lzGo}lZ82}fH*rSN#xlLtG|9XnDhj{Zmx$&{@A*1GY~xw&m1867C67K8C8d9 zRZ_3dSPLg)s|;>S>QrBRezVlFK1B)|gd*|m79GJt{O2h{xfh{vz>pY;^-m^(+gNF@ zuHC0g1E-kbCa5=7SZ%4p;DPel8*a6c1IKiF4j+eF6}v<}^%inKt{3Yw{rVeRi#Q=q z2jMXr_c8={25PvL^2rxS5yXmC_aavulIBl#{spx@1-A-++eN<#I-UV}+8&Zw#wdd$ z&l4Kt8vQrrSRe=#KC>nrZU8_jHbB#oF7sykZ8V^V)y_d&_{fqAhU=AKKWg<9Aeu$f zaMK0V2Qd6@vrNBHjGz0V0|HQzBPAu$s*n?!91vX$Nzo85FxU>INO9=jVACsa3ceP? z>dGgc>DP>@2Gko~-?yqan{QcLwGUeL0^P>Aj|55^WoR2DcKcAA{gtSRyT)4cy zWwG_3e-a==$B2~$5~n;xdmB!~^1g&mGtu%XN7y_#fwf}ndLjbrF&ep2k9V#r5EzTe zsEIak$^`p`?%}c~#*9n=-;W!TW^iGuGo&BA1L56oj1ov7(UxY8_5V;`~K?6%WUdIHZ)jeU(ozQ*;bDQT9>=L+Hdpr{PVB1UQeLDt`iF_GA{y0 z%@wlQXcCRXQ#$m~1Y(8gkqMeFctl;k?Ta zwH!5mcJN^&-uP=(wiFwQMI}^kcdQ=SPk+|f4On-DRa)+sD!`XBpu`jkz7(2(k`nFl z4mU1zJfKpgT7Uc{m3o>A_{QkMU(+J}!XX-37ek5l~!^ z6mw;z8Rov;nF!Y$!fzT|vO``9x6imoj!bkP@ISKxqGOzR18UQNJaDLs#cElBUX5CI zBvMz4g{TARg2Aglb9R_p{1JH2lXgAj~==M_!e~n z`O#wu^&aasD=yOVfJFbP*dWHQ+ymN4Ddq7JU7=s>M84sOEGw1;4++&kQ@ z&cDB^{KGD})&^Qdm1SH|xm$Q=C6|G1xfm4kZv%Bqy|2Sfu#Zjm9o}+ohj&59I}tPo z<;?Ekm>KIvC%DnX$!cp|C40cB$X78PtKD*W*9rqu7?D-DZI z;rQ)!Dq;ha0cgE3IosDuF80Q^Wo)1JUiGdWQ6>FS1G2OP0k82dlgj6{U!>ZqWFWLg z_O1561EY@-_c@}zgZv|@Iug%q)FkfeEk=Ms80vHrkdD0{M!}X%(wAgdH~w7#3pjQS zs=N6@$xf)d$-HunXJ1Hi2RdDGFP_s5hQ{1r{yM_wAEREUG1J%>pD!S`JEh znZq)U4Y(s3dcC|Wm%WZcleLn$Mh&X`lg@5o)ndz;WjuocbZo0;%MH}A$?*v)n-vr= zEs<*;jIYq0%>da|(uZKG;?cgxm>j4^`EnfPO@{Qg^P_Tv+?)H4&y(z>zK5D)lRLA@ zxcGwe+9*2PaNU#}S)J_!h7wsCSOs*cProyox9c6+sSS2=W%|Q8oLt}JrY@aZbuxsr zD-tTNfB!W=ysf){OFzW<1ta+Bh5FMyC@8v+(6igzm3NLh4YEGQiRMp(&v|6uaNT=% zQz}E*;PBYbR~)MjDJN;JO$;%K#-IsME1ojvf?VU3B7`+=#@%_mm{Oz=v2M3;FjU9q^Kr`iI7;95dwP<`@z>T|QkN4k0a_;M2 z83_>x0!pP;YAYsm_WgCC)VDsnX|9sCBd6(M(a&~5mGl)-h1#W6YZe+hK26V@z1*WW zzxV`&O^mMi#85k#$8*{!#A7>O(45M(nDQcO%{7Q*gH6lj{i>}5ZaPb|lDM(8d-x5f zFg?D4tuH{LL)rElpyAc6D_Ab|JWW9sS${_>SV_=uXyFhx&gr6uk^Uk_dcr z-fNaX?zm$_Q>$%|i`V|A*jD9qyaS&05UBr`YdXn1^R*zYqdFddzK0Tfu1cBd7w2x>)~<&d*gA0j_!R0ox;m66 z)b-wjXf+RnCO9;l_y<&>l_3?1=A$Y`{&x0JfpaSHIz8Hrk2t=I1CKsmPjqV2i<#hN zAz6J69F{J@XjCj8A_>e+%1-??!!jO^T23qH_>{v?0=G#P zYx@Pg-6Fvknfssv!~A<{ym=fYx(|09dB4%vCU(0CoNYhr0hNmOm<^Ca+LaW5uOlWC z6@h;X%I;<-lXOvmsBP&ffj1)E-|N3ZMFXMT}eDNwO;ngv8%6ZfQHX zhXl^uEz`kv&E%Bt#pNZ4FPE2dkoKK2SQTxV&lz6PhLY}gCRTzHg@f$lJ%f8A@hx9p zT^m>{2idRVrf*!J)o-PSI5W9ThU4aM_1JE{z@q5a+}y9tcMID`j)?MHL7OHX`wUJg z^w|bZ$FOJX;7mT)Vg|4lq0D~0KQ=vDdzw^JcB#7g-%eu3lj3Ea6H+#-3ni}{6MWbE z->p6nQa(<5i|_n9@Yi|akY4l3oscVsPj5={DJ23#x^w|!eHGMXh;H1tYE!(~5!3Dz zz4t3eL2e!P)wfQDvDl_z;5dZk>13Urli-fiVh;lu=g(<#GN|4r(d>R|?)QE1wd&1^ zN?x5XTYiPfxYCb|Vnk&3WZGg&1_{kWfIgq`*~f3aK+~cb-O0b%Q4$>YAjYi8(y*zc z&D9{bc+j`Ou`b3`c&0Ox8YSor(8LrZ&mep^Uy{jv$-}b0+MY1f?ujb<2 z*N;N2yhSM90qC17HyF-!?reCuPG(vS3G~ZGLuI=iyT3Gk7bvK<@jmh%r zOf*E2lN5XR29nPWGRt9SS+c#aW>5d3NJn zm)iz%SZUho^XgM-Q>l~0u|o!3>V)Z05T;x4JLt1Pr=sgwlG{g5OkEE8Mg8p^zOLvj zRUsvWQvjK}WW-O8eGq9w9%IuVkqyo49ecAmHkI|-u-`RYNg`=w`Q&hLksc&GslLE1 z7h_FnQ{vQX=}9!Xvs&oZPpkz|g2B4H$!(A^(a@GDzEi06MmMM|)b8g7|NTRHSRVz0 zQ*m-1&MrnwlyU7Nv4fJPwr*NjuWYpdmCG?fspt1m8>LYz-rZ=|^i031OTR(dNcws$ z#djUG9#W%2T2*Zd)U?QZjdA3#CoZW5eUzCKgDd9VLtjLF;!-$$n(1bflet%V;$57;%p_m zjf$RMTl{=NWTVjS%GJZP=h230O?-GRh%-hpr}CsY%b@n?^1|4dmo9@pt~V`r+@Xk5 zKAna1J74y%z>h@TSiT^0vIFsV;x{iVJml||u;P&CdDsOMer;XJD_#-vGM(j+chRTp zs8W;e~o_<@0A1IzbRQ2hx@?FCqI z5A5AiLn}{%PSvyrd1b74UQ>n@lHGpxP6MV#On6wiAzN9SGTb6G=mqk4FvqgC2;6&w z72Tq(I(`SV^xUq`9wpK&2kG{kjEh{9tBkKVxobRsuckArz&9^N-D&BIfwu{u31kAB>S`pI!v%k7+yF5PIn%ciZm zkquOmjN(=|}6;eRaHt8?F%lC~YygMGZo-9HQz)1+(uTrW<_`n5QE*J2XxnG_2Uk4V9yjTox z3VVNbSB^v39D5^4@%Oz4S|}`N6Sy0sTVqGQ03Yg}P6;ETT)aev1Aa9CqJ3#>TipNU z+WUzT{KSbGxoE+#;^-`1SxPMT{g{zN+u_IFtD9|A*Vb~u8Oz!bou#O_DKG&F4);p% zE^C`r<$Lb|i-5`!;r7Z@XEKp+eEws)vRm*T+BQjJKlZ$N&H9HG=BB)mAzaUL{2|@K z3ciO2HN!AW^^G0@NWBrH^}}s>jcf;O3wew^1w@uAdzA>Wotsux9R39$227&KrQOz} zD^2wbBxZqBLSnv}ycPwTml2z~2!D2bub>uT%|zWB+OLpaSfo|SUjwE1YkaIUtN8Sd zH&S2hz*PqF;`_4;J-RDl6Vc!U@Cp^Z^*PIxFe2`(Zs(2L`osPSr6AK$Nkg&F0wry; zI>U3q9$0}0SIfXsY&q&y>#JpjG)ESiv~Ks1SDK^jakv{SgiX_XNU~A8eCkmjPZzis z=bBJLxgj8&Ds+hzYL&DNePIRy%3vQIsQdByd1oIUf5qr0q1n4hTs|O}ed`G#Ij0Pu zN|Lt2H!n4Vo)V~;cEZ`m8J9+~AY6K9`)x9L=HDEU3{awTYOhKTKUMaf0+}0#!w z(F@!O`VZ4e2JZX1j<#Jp#YX#SkDtgUx(T%xQf|nBjh)c#7>YtL|Fqo)GMrfjC7=QQ zc3~yff2RmZgH3=nO7-IM?KE%q=t|kab9P0_nglDq1c5xL=-@+MB?N)e2B@+_e57D% zlmISFX*(;_-DCu}uncb>m^dLe7&gwD#MVMyqkx{wu%tjSs1c3gTMW~_+A!et?pALq zTi;5G0SU=eEju*$bt6*A)gD~R@yf}D&f^k5hb9ixSnoaoMZEgdIAF@8)qK;)Uf`a( zqkwj->({Stc6D9aA5ob^sf%wSgJ@-IX!tr)S zg$`mlh>yil5;St8&co^DAjuy8TcAb>Chk>LrZlPf!QrP^2>M;DH%kR%*ZdZTxmkwh zQgyneQkYpUr$`o>wopCq5V&F%+sgvo`Q_!sGG8Z>y&E(pi2`AR>7Rl>Kx|aq*&N)l60@}#4-0JzygvF(90hEl@~9z|puuW^QFFb~3hEJkaE)d$$D=(uBlVp?sSL@UJN77&?cI6v0)=o0As$ z3^Tj~4J{z%D615FSIgkD5`6Ih!VNyVaawVE9MWll_%gjL74=rFLBh-e)zzsEDy+XM zhq{%Uupv)RIi@%Hbb#inrU|c>ctTzIPH6DCAd0-?yB%6Bd6u?xTn%&>7xjvGY=`~t zm3LyAgB(HG&Z7U3TSbW10q{?%5ZVMrVoG!#)U%R&it1t$%;#Cqa%60}Q#90zAQ z3u3l|WQCycY515eq_T}soK}BR>ijog3%Jl`@&l~ZwwEALJc0DzX|&UqD_;A%-4|ql z8^z_GF^g9|^oT7Mra33vG`D1fLYmA0 zHO}T%(4;@mDIEC2G2ISU()yCI7mHvYg9=}(z3n43QJ5*;!3Qlm9^PYNJZI;{lFto$ z)BCQ%;O|8k@WH@72+i6+Ej~D0{0|VIR$}}Iue-*-%`J_%pjA)grl04f#NGZ5g*@8I z!5|@D@c{OK-k)~+X(B!ag4So%1-#OnflfmqjSbgq^qLBRGDX-+1;E6;>`fzpOUxB9 z>2JO2?hPRXx)$1NXoK&!t2tXgr7G;}A`JouG|_|$x*ZZEiweFq#0OGrtA zRH_#IgWFgs6j2lBZ!tWlSveCb)cMPUVSasYPe#FYP#O)iVZW?>QppWdhfi^mHx@}w zEvKGr>pjM4l2&}7$dFnU}Y;BCTk z#&8e*03CGTAqFM-2Zc`s`a)1m{xh-F;}(G9&|kKNozw@`KwxK!c(fORC_KmQKr{mL zzrSC&)Jt%Q1>ywu$|@lr45ZhsyvKr30Q2URdGJvSQ(mp~Dg--D*fFEPqnjNF9j{_F&^;`0~N|QCOzQ4y1Q59Y4q~BY{f>Tcl_SDjS2# z9|450kzP=;xV}qni+?dhFP0fY;3BeMo{Y++or7qU$X~Tyjm4+k1{3vlx#7QS8a7jD?E59mLrZWDC7VzZLFe*;0f?HQsr0zn1>3*6fT zYT3r;BUow9qZrd#MOPIE#O>+=aA~untTbOI+iIsvqaE96+Cc74V7X@^q`PL1v#LnI zwAa;o=Kfd#1_q%;ygY41F9@oJai!a-lI&V1NY5**yCK*+62NiVr}OF(zaOe}>?n@+@m zJ5hUJY~bhug6}kBT$hP|2dIPrpCM;63w%-vhGc@6fN=vbX<45gs^|r6rWt9V2eAWy zK2S%0z_ z$%DZ~4qzV~2(LVmigLdXEKb?0l7jWwLM9I5vwzHkv6P{$Aq0_d(2m@}Gk+1}9TRMO zUIJCZQG*Vkbl82+Ra&DYQq5(E)Kb; z3S-}^6f|2W*bv~9|JNAKmLsuzrez|=(sAy$5dzrF-^PQx4nwv#9t3k15w9 z5F}C$DTXw16F;9D>@R3;J|4PafltuXZZ&M`7+{7WPD0I2rdZnf^+ESQ z05+nkKbtNtLu`S0n6zDkn!>p@9E_nEmB3W*JBgB&FWFBG(ZFW?;?6_3l<2-5>T^Q= zMFZ$S^VNn$kdd4$6w`{aWkD`5NPtWIU0C1#c;aprY{|QeG*fS>Hce5K*1) zcf0t4g7d$TtCdzkul_!}H1%7raH1H&E4b^t_!BT)z$xWSg*02KLijlH2{5?N1XGHC zha!CwMq4Zn*~Cw;f|aLl1+ajtr0|NGSv&6wpKGX=jP_m;2LI<2h~89B8AwSU{O^ww zVCx1LFUYZoHU~ZLBc-~MZ+Ho9W?)Y|q6<3C_lV|%L$!3^Q?N=ob%a$&|5Ad=_8ru8 zM9M-S!ms8#;1^)e7$UE)AyPamxb?Au)nHw|Cvu<$Tup@1KpsCMjM3P|;+w%5hYEL- z=h9G5j%Mz>{au++&Jd+yHf1Vgicw9&iG$d0ahC{di@`}Kw61!z!au^u^ z@q?5`ax<{GV(4|}x3e&OuGw_&m4{lRye@y~cxogHxiRsVd0i(HdG^d=tn3YfxGCV< zt(tweTWxT>ShiE!#^gNIU2F*aQY+%lLRXGrSPM}D*U31Q{iCu<^b|IJxA19gtrwJ1 zdwv1yqE_Tr_M0E8m;%R$jlmk@k)j1f9Xu11-xl$>`{V5m1uz6(_9x*6x6{2qwy*EN z5^CGcRk_9Dw*hmjQQHS@u5Sw%yTi!ey#m%^JBIjQP3#ZWh15<-VQ9<>I*L89DfCR; z{*3?>TLo{K2WPE5frfv|0LI{N4lS^#X&|mz5x6#tmIS^Cwn`BlAOg7!s^0vMeJL(h z-F$Ocy&N5?6i+!y23gn--;~Cju3Cbu|AIA&?+)N@M20=x7JX9W5^w(;6y{+m55Exy zRKh9A*k*lE=xIaeW~H-WHf5wsT5T1fu#4QbQJT*l!%Pl<$q$533dFI`-(7ub6#=z- zj)Dq1P$*0U#HGlprUn*#(<(W5$pgLHU`(OJ)|^mE`33@tf57Fc+v@PLL?FcSM{YJ{ zPdNj6C8AzmCny*N#jNIrgYCjdbh)$T*_dB5j5vk4Rd;*#TyQ_Oip2~-8vLsqg5{ea zHOJGwD}zJBXgpaA@tFEpe&Fym=O?z5@6m|wTMX-4A6e6MS|O%lAa^HfiW%J5y}Gt` z-(DboD5a#fK|mX-o4LW4MKEf3?-!PIiz^>nLWu+R5Qbv`lSijwg~ z4Ycd1ExF_2E$&!_{FYs|lDGj1XMS#%cp-ZK6yk8=`|Yeg;MJRQFeFCYp$f%i?!)&Y z2a1i^Fw|W@L9rAT3J^C0K#&fzGN}Eo{Lan;MJ@8)E63$HL=%kLk<47RDC*tvUr)Fzxgy z5_hm4d5y5i9~!@^hGHR!VMeU!>TiVg(eF=n*a=F=8Prx}EW=o9iY6&mJ;%TXG#7o{ zcWw{*zlaY+f&$>Rxb1jL4AJqKw)s6oc7?(g`3n=>Dk?7EmTjC2f+Y7OtK!5Ds8$)( z%6-aHl7Y52gY8;vOQ5pQ?(l4p^8jQkU`1gpNqgcJxEiw`_V-dZ2y`&HpD!-Jxj-L~ zAH4^eh`wY%WZA*D0{q{D+1!ErOd+VY$qiY5+t|)m;K^fHM2oi{l+1IgTSkzo2UM{8 z%b-~Q*4rx|CN7_bS%tmgfA#Ifd)oWc9d-sP&{dpII}S?Z41y(M@T1Kjq_>>JhBNG! z`n4&lX8yL4M8Lhlii*##s1Lcrntl8wKzQj;5gq_*?|y5^G{2r5%UN?pYrKgD*Bv}z zyz6?OrhVx}9mnK%Yjwkb zm$P%3FfV5FwWMgZidit6U3Sy1SF=o9yLWfF<{z)I@x5>A1QV4{I@kGK?jB)WYBfv>%TDHT5pi3IGUcmIw>( z6pR@};5-^Sf~(j4skuVgz)*~x7YisxH7=6&Ytx+KR7BTf^Mgn&o>_xBf#eLp!;_e(|%(BB1;j>01P+zu&vj1?0siW;~^lI@!I zVQGc`zgf7mNCcvJ7_Wh26>IeR(??oXWWh;&isHUu#eZzyUeLb^5WB3W?*>wAov&tt zvH54cK8(v;d|x;2~eRWk>!o%GYJAok%R)miT5z>cI}E(yj$p zeWGpsqvcqwQpIJ0R0RUXqCu_$Fc@dS=*4E9bPsSDF=)5@39X;w>q^v?O~aJ$3~6Gu zT=+wf0gPqhw?{)0AGz$*XPHLBv_=yJkfPQLC8Bq#M6udQBsPUy{nGO$tFn}&0Ky=l zyB1-j-d|X4oUd&Wtk1D45p9qG004=kz%lo4{jf5nkwH@XQZBel@w2{VMwX=u=@jGX z7j@P;C=f`&2jRTB5LwiLk@F21CGDJEL{7~@9yk6B=5$bBw}usn%}9yw>Ar56Px4Se zjAWn(P!nN++*JTW0t5n94x_(&lcAVpcHiF}6rD}^PN}P|I8M;l(1x!dRq?Rp$7t!3 zNxuHh8?e4uGxvs2ifhI)?PO@Y`yvSajdK>;eu)IF$21a4qiSn!!ihP$ix{V}wkGrl zCQ-lZF42lDTbwC`3-}2jYG3bIL~1=ws2(oRzZz0U!8AVoeU1iw0EcOpR!(FBGG*(w zUylGKSF*-Fx=r@&ToCX;|7HzKG4t!fDOKxTy5b$jA2e?s#3{%AP`3eWa>&sR!_af*9DEN zZa(^!IKIC%zo=x=O88-n3g}H8(x)Sx}FTLHT zG1?vl#OYEs6Oh#S5~SE=;0gkn$9G>Wc7MQj?!SDX=Y)lT%d86it$PJJW9E7YSM&|d z2_zH4=6bksN9!rfH^f44Umx2!_lE1KjvMUJmLq$s0-_Z^t*13{zX2?Rpfe8ak@{G;JZiIJ|^CE2g{iAvNEX@E( zDSJatt+t5oW(S3$ePJ z>4Ji%Ox{_xtc94Pjap+1-B}^n13Ohsau^tN1MZj8U+lvp=P=a*a+Q_z*-}LxpP|b- zwS!Vw_%bxuQ=>Qyfsf#fxrUGbWb1J1? zes_Jy#svlzxLBdy$=b9GWXldtL&zaC0y2bMu2xn^>Q7TUaq}n$SkV5Hn?9}#&pEc+ z`6XbTuqGNFXYM<~r5Hpg*ZsPO#9NuZnN%x*n@5eI`4vlm*1H_zEmj5B7+|$ep6xSQ zB5yh(??s4aXi9m^$Dy3F8V{y}#+QRky0Om&y=iS|{c)`5_JOrnjT6Y%les)#Ha67; z5{8XCXD|WWxnDxCGl)s~%GwGX87K=ElSp!WFjF&Y2tp~uSpW&qGl#GWyZm;;w>hx7 zn43~PlVZ9;a9pB8x@s>_Yhc5dHy#a<{vi>$5W%kMSM%a(S1m+IG+PTg_4==E)UARV zL6o6!K^T}X7tLJ!re9XCNa-74f^&Izxbe~_-gz?IK|irRr|9BxseF0EsSZfZL*oHC8`rlJS!kpx=ttxIuH!_Br0F0x48EXTDx3XWm!O_uHMTMt zwN*qbPmKN*{Ha7+Fz{UBm3*?bE79zht*3X+pVdNuxtin>uVO18L|vb%K-=;QU>T3* zaILP}p*(m&qh4dQB$9JNA_~5-8NQ)0Ho$vlz#{c!`X3P=O>8QzjtCKl$bK=&7y#+R zq^MeYoI)l?KVwJlC5?E5-)x%%>uJGr77y()EpQ*KbD)ahE@TZ`k@mIf#6ru>(|6|=NVST5#( zJt$9^{@bFGo7umhk~XRSX`xaFm};Al7JBtxE$0`At$0Ky`M{%>`u+DCv!qI8IkH-{IvZF!k!mZSI|&Me zsXeghwiu|-aO5SqxVo+eW8^g3*Ld;+qaneZU7*#CgRJR`C6v4vTR2=(85~E!QLNr$ngir>u#;{I$Xy zxEcn)L_)67-p3x{PWFCp(R?-*Y)P^erRB_7LyR;u=6+Na`U9w=5bK!g_YTEtcweAsAAtLS5YA zb{MbCn#gPs+HJFA#z)|zysOuP>)2(NIJ3qJ3I1k~QgpqNJV*i@E4j}m>zZbwa%}E; zll2$?Qy20H!dupDM(d1G_CqhV^6?)}(cCWk}wO<K{EuR`fzTZYe{e%9NrR7**_S3450#cH1EW2>S(=X ze3d+`FbohrRCSI~{BvHBGf+}5MotBvN4Je{60ic%LD^FW*ub-e6Ay}`M~qYM<%+h= zD^L|6x!Ky9DtYhsL(aatFn49t&tlp$-h<$S@-L8YGPoDZ%-cqBes<86P<|U;#k4C% z;o=q-(VI!&K`%pu@^pP6h!NdTGr9arBS_~w!q!Tu5Xnyox}TpS4SV;`;hF>OG3w;6 zDTOaEwC4ysX{s{=1@5$_ofMsGW%?+T2bcc13}VZj3O|3{qUj}&p^~$m1E)4tvpS(C zYdrS?3yg5~EgYlQ==ePnAzPm@JO*ME!wcQcpFAya8SX-vAC9q-h6%AeoG+1jx=mK# z0Lt@c@NkTI)A6%Vtmc_CNcCFT=kgZLXXJq+f2K@5xGv zakv9mHMxkgQ?a?CQ*e^R)!h;H5^50x7KcZQcfW(ph{X$JhsK?vDSFP!Os^JJ>!-bYr#>Bf%JZ8s``j8`q`>kEL0Z7Rh{ zB@PZUfDWMWu>O;+Iu_cF(1kjc__U zi2@gqh)Xyqh~HAx*E9=)P-!=tnQj@Q=mm99^gSmm=ngOzc@7M3GZ}K-Mgv-6e$*PVH=HX0cd$EAfUR1aNB6*d!dE+6AR)7O2nXp0n9k1QT;BF;PjSA z&`6FXrUAV7T!Hp$oRA@dypF_Vn}s7FI$ z1jvYRdBVf|OrQ(qa~3{%LBG*R%Aw-Osn_f};JR%aFHI?D{g<-;t#PS9fSn?r? z^D4`h&>*1(jsdhZ zrVr(x2BRkC4d_aEKo?Ad^%J`9&KZG7V%kkRTyQM+?`e(}uJCR$C$jALffyb+$mr1R zqX9FKdjr@(ued=i^QKaO)*>jwalf>f)6F1trOseO8k20QfNqyRZTB+=(FR9i-9rR) zMw%vDj5)K831U^6xZMw~RC$KJ3?*JWf4D6NC-dRUv%Wd^kvWWDG2n#9SyNeHBc|mlk_HTd=#T3Ca-uh0BoE%xLtp(QX z3i@oW3d(DC;5#X6Re^AQr=#`%JTPm!v=`7=G)Q6;;p?#G;3=QdL@P0n3^&9UL&&o1 zJNa{rd84BYF(xE1KZq3wEB8VRy5Wb1=!z-Y=@)WqXypLfp!(Z9QjaPEj$=La#s~PU zKj4In;wUBzBP@pzCfkW@lSgl*qpl-q_77lT%#w+={H0Jbe=)#r}^*iCb@up=^GB5;#4s(qe zG)?$|okY!Q;$_GBT@1j%+`?14JJf%?S>ER!U7Yk7G()1vp}SkxQI!=1H4|5>u*E27HH-WN86?DrIVa;12OR=F9mUt9<_?#?IT7)kY z3t(D%&Ee@$%P{Q+B%(frl&~yT9C{T2KN?bf6nc1ZXZ;;4KrtNI-DbXFINf6?$7ck< z@oMWc*1%ZIVqgFD=_$(&5Q)mKjj!T=+(XdA8i0m?`s9z-@e=L^ou2iwtAp@uuCL6Mj@dFn497 z?p2iGb{!1v37}of0GkC%e=wIHR62LB#rZz8h*Tv+MeVQlPV6N>?oVB> z2Eq9ngzrpM;EThA_nth^diHfO$iq~nI`yHM`KD!k-fxN80ET6@Jo6%=(BSBpCaJbk zjzt=B4+BvO$PJ4WCBWKATN)~G)tS7tX-C#G$y``d(`a`iZa?~^mCi8TK6jYIma{dsJ75&A<%AAhCtK7M0~@FAY1|enZd`pt=~F8TcN|0nOf`W( zxOo&zXUKc`x_H^Y&e4Rx%?t2*uf((*c zL{Cwr))j+5370VU-tbC*LvoKRQ_qjd9ReqfrLT|1k2KHfK7>Q3WO4;@UY#2~1t5{c(HIp63P_?_qy=a; z*L~I4MVU2spKMaf-iWZo?6CcFj00QTyX$ODGyw3@OkI*_{H|Mb@m@r{m)Q*$wHFdRTpvGG%AEKs%pVvV_#Le>~tVJl@^Af9H?oy@WB zZ&Ja+Rk_`Fc3IeK9=Gu2~=WY)=4qKNNOXFeL!mcMgS{ha%B$uJcYsR?13|^<}b$3^rA}b9` z#-%$|)il?Ie2r2i^HwbZL(|gXVgPtP)dqVKP=^J{4RjlDY*GMu9D%Dx^=$+n)l+pI z*g4mY*!e`|Wc1kI60F zBbL&rR3~lT#=0H*%)o<#e6gb)*a`_GQ(20gC{Kc9?0&=P7+i6xZ;`O ziTD@OTgv1|-i6>qQ8t-FN7|A7Ng+u&}zvA-dqF8<+#}m>(lKhCh3mooS1&nGR!mWn@c)jxvMAH7y={FHQShfH}`{_UPIdB(FZkJZLk$6LkZ z&RF}Hf)T~&Tm`jt7kA8RMcE<6_!3;!}p6e7_OiC8#^lJzk~NY3f3%Bb{upu3y9eyj0L)q|f+?5F$Ks#9Vk#iJI8vqT zbsEwJ0NsxCfcA$CI`1M{G(_gj5-Y}E!VS#gN5>X9MFcHVN7y|{CB=prW|?nr>0i(S z>ZYI%VS>gn=NDgxD@^)bufORpo(A#zPzH01*Ps?|VwNJDBN4Z7hT7!Ccd6cocNDlB zsj>H%?y?-5{MqsQl^<=uLiU#e<3)aYXw^S}HOIAALM~UP=k|>*_?d55A@r^R=_+hK z!5AmHt$(u-Rn8sp6R5F?9*ki=xXtO_A@N=VbkB&#{(b6$+&}AfuR-nD4pzv!lH1OQVl?mKTv6>~8UN{ZIdEw?2=w9Ji2j44}r%91L@x+yG9cyw6Yx zT+8S+v@cLmJ9T40zQxRWaj#qvYc&aSLjK8{f=s(dbZva`9;C+ZPk*zGx|QA%jmPaX zoguf;bQZxc8`R0*MS2`7R3-wtMPeL??vxF!LpCcLTmEGI5x>cJv=BQ8clz{ImRN}~ z@suZmZ;>uz+Pr9@m`mP?(ypS4KBo~;!D<<5;#jz1!;z*y2!S_a`iFH)9ByBL3@%ub zKDJAAUPcnaJh&?#u{(nv>nk(XKQKSdwqsf@OaSUEM>g}=Qbc8`*0^k)7( z4RGC83A#qx{_6zFXM%x@IiF~@{MU~WKS?o#M<-`qCqwU27a|4=cU;uz_0(@{rLX^U zu#N)@v{{XDw{vW;+yYQ-0pe=4;B_Z^^4BYdg~N```j;YRd?w1&SHeM%Un0GGA3OsXYxKbH)_i1?Kzhff;`+QVq2|wrslSMNaJixT7s~Y=ps& zxyd4hz$AkEMW<@v_UwR3%|BY#kCRYR0NVla1xVFSe~X@y%+O^~%)2{{0^B1|syjA? zMD+VzyThq6{Wk;Ab&7j28(|wi|DszQq#&*kuh;9HQA>0XDcIG}@@D}yR9S63@}U(* zxjPM)wZcta@KONRgCwK@t|olq>=9)j#BCSCQ^_zY%h}Ex4J~uwe=jkw`SfRnk`+tM$7qn z>7~s3n={K$|{Umn?(JlBo*5cLQuG=MwC9 z;9EMRc~0itX@}ekpx+_mjM*0$?WVpwUbhC5mif6YPE5n|A zU2F&BZ&bP7n!p?5t|*>l7olQ%!j|KG7q<5}%$>w@F=?=gMT?ry1Y_vJ_4qc&RZe%` zs6Ep)-+k3^5O$gc8`L`~cMH)90!vxC*vFW8r$tobR#iuS0QZ9LTZ2lS+qjuXNaS&^ zUbA_tQjDj1rRt~r6-CM49R+*PO)o5M=azH!)~`A8(3vcX0%&_i!Pjq7QJh#NWrubX z4zJNu@GUYlcma_U&5~=K6}R7iK;`=BcOqs2-hv=LtsX5iqXG%TVK|o6A9e# zmQ!svDAM4zs3;i&FpFGXb)ssBcChDBFM@Yk8n87OFWP;eEQD7-o<1GUtbnWtlznow z%NS}pSWjbfU*A_~HItcvcnH#v&CB58CkB;!8%8V-*CD87E#7BzLhSs_FKRGT{gr|l znImiqyMtPCewGP=P~3K(h^wUgTEUM+t!gN1^C6;wFGDdC z{9=9cBpVxOiVV|?A8v!%rT(`vcZmjUJhf#YBX$P-7q*QXom22uxY`*_SOqVvGKOVs z4&R2W`n$s`MX0UkuE5$48rrlhwXA?K$k|2>2A$P;?OCR8sdLs=R8Ilc{bp_5qQlUT zR=0F{m3ryf;5SSw*|_AnS(7%qw-A|H*D4={7GIa#-?LfGx{RWGjj(Luw@mxJcvau> z`by*0*WJ3PjU=Lo%|)0^pAbL^tl9lsyuyK~Ga;f0w_lLEUr~?@O+_LZ@^3gF?;dZ? zN4o;EJq76qR?f@%i4!Jb`esM}983vsY(00PEDdCcCWTa%mK~?fO^zJ?eM)k9*mq+{ z5oGWSlOGh!yLt6li{0w;iY(;b7ey;wijgt5j9Ex1;9(K@{#|Q_$W?=Qx!Gi9JN4tb ztBDSgG5U>{=6;F^R^q7-qvM6d@5cNe7HD5%wBpPDuH_Y}8T~#I!EC9U8JXzKkY+z! zlHqjhHeWRV(@?BONE71_+GjTX zfg7%dwF+457KkLGCkv)Cek?De_9Wy-eG8JKM6Cr5XVWzA%Pe|{T$&lny!=HbXCMGvTlOik3gFt9Cx!$96F&hyE z;9BMCpk@&~)XD#Dvqk@l+3<7K)8)UKAgFNWUU~ha!;}x6(r|3_n^wNG9EGS(e5rbJ zDfsbO;4TGGKLbm5vZB9YZal~$x)pMls_$JmP=!4EBP zDWf6CLMw2X2CHZVJTK&CFv=U?G!|sb)RLb-hDeC(7pQDBD2%XK^C)CeB)QaP_pE`1 z1SZ_ML|m>&yDq$3;?o->yI4y0QcHCD4MO%jbUV=xE(v<+T(|bWm*Fyc=xPe~e`M-@ zk4*fm>4bl>s+aOAb5LLd;dD;GPS^)t*ks+bOBecP9a}09|LZvB@@Q*mi}L9TlHOgz z*!3Lyj?D8anN^u*>oWQF3vSxqK#zFvHS0*+k=b*y8$KR*qclRkZ>u72nrV?_=MnMb z?7rs$ntDO^&FFt*?2?m*Ehu|ZNm=ija{GUOU;N=J9QOir%D5op6tXN5#=Rx*OI*no zXhct`$A^5GI|TpXG~C2M%aSb~7t|nX%X>HKVo@Lc8lGT)SVi3vuczH|!= zcyq7DkcLroWYYzebO_OYem*;UV+U{}a0`%zbxM9KY>C5%JFLSq+T8D$cj}6PN?p)B z3)|G91+`-QP^*Dq`d)n_##^#RvlqblFML15l{?{_Fe597Z*HSc zFBH7XqI4+LJx0UFSW{D-18F9{85MuPp9F44-}UhP;MG8^alZx6wGVJioH!@bvCb0I z-fcVjQ_B8I$mf}3)maXT&;*<9l1iLQ<79K_?I0gls^FXc@01FwEy9!`F2QPyXfWOj z|ALY1A`W^FXFAl|q1VEk64|({4DL%7=%va0H={Nk`b$q&oR8vnUc675Wf<1qfPDW7 z_%Q9)>PCZ`O_0C+jivz^&AL&yj>k)r=*g|iTIf&@Gg^+t9^^i?klo*aPiW7VheSI@ zJNf~J&hSEmQ`1DxKU>QE8kp{kqCbGg2xDR;WP0D-0ur;vfq+fwR7>Qcv7-fHB6l*zKhe($=hJ-_95zSBH_p^ zni)3Z7)2Up)XN5-Q4}SkXP-UOX&qzP6^JaXEz`x4pSqbaV4C$>(6_E^2k(!0Mi0%n zPkTsTynTTaHHctIju9kn&eVK1`liioym2MNYu6iKegqn)#yPRtP3R?pOTaGX^uVHO(q3t7p9wAH`>=hr$Uf7ipBv4612HCvZi0j%c@_! z{W{2z3VJ1H2r3+Y-hy^ELH*}#pbJM zx)AYN8B#D%LhIy_f^ASVVQ?4C?C{deSZ30d&{76{Wy^;ZOtVl9YK+}V5ATCkb}(6O z3V_zqZxDkEQn`<|wj6bX+L#USg_N67-+726HYCx34*z`J3f+g$pnErY(yoMQhh0Dp z_yNqp<%LjofJ8%x4E(2jD1a<0@c-8QN{C68$v``aDsrTjoW(x0F%M5NPW~kADr;9| zfLbV^$yghmkz|^shjAH#>3Tg_nvKK*_}sVz>3MKRCz?6@ARJ|_bJsp914dJ<8ob-L z(=6Ry=;WqO#4hZ`NnmCV2y`u`pX`$P=ZngFf(bb!1z zpG4E~L~A-w6#Zy4%B}C2*KGHL$ARc^QZy*kb1KSmz?srZ5BRC1SBiJQ;h~3`CErV& zyc7hu6NtTDZ{k*uo?Qcq(!L!qQ-kx2hUekZRb zQN?U1iKIe>T3H^JAWVYA%sfM4MpNt2n^@mgl@BnHi&g@d+hG_b;VL5PuDZudN(IGd zNWAns**vs5)b#{WPYhXdxHPx;7;j+*>PAQph*pz&;wG~^48Jr{^ z>QyKW$dJZZno8d@{A0E#W`L}hpn1&4(?O*ALzoR+ML&xuHh~M4-OdO`Lwh#=6#(;} zATLp!XTZxegOAZFzh>7O#>-wS8AyJ)$HuF3Y~S{JzTbO=|GBaFXX{_KzC3toiR5#!-X{4RiFOEsN&rvQw6Xi$fS3VoWU_#ziQ)HMOF@~|CFt={wPSCj`QK$9Y*;@tC+R^S$`@P zZv!uyIOlQ-xS~6^0|dg!{(<_4+XuMhq^MQpcKh~U9xi;@9SZz6wiaj9cP?Dd>U}xe zN%A}bx^l|_@dvZ90jBr)mVg^Y^w_-5y;T2a+V`rns-+INldWH7@;(LFW`C*N4Ll!u ze)4BPWamV=@RIiqD*TT=pj?~@WACFP{O2p(UiNmm>yEIWjca3c*vZ;amQ6X+;%P2)8fTX3zeepH;p3QLjsY_PP7KSU1<= z?nM@SAt&UC5Kb*YGv8(bx+y2^WZh1H8)@*CFN9UAO~!&4^F8IN9G5!Mr?DGFi_;DE zE~P7daLqM(5)mu0qo|9fyt~jvSB2rO`_uOS=Fx^Np7L0NAYR9P%PTFM`5-CnJ2~cR zmlIhK-DzF=oyUruMUqy3y9TNZ;ZiF#nKhWuaS#J3*9dj9q57@~e%2pns3hSb#)MLE z^kIz>mJ*c%2&Sdyz#G0DS=QR}Qni3o;^O^-hnDu$_z|P?y`l&F;0JwsF0&w6-&pFzips(~VyXqX%7eZ1*n_I-(CHv>H&Rl1dQ#Y`dS$+H) zju8M1zj)FoeSer<>qWo>0f|oO@vr=?a*hB@@RC2ZthzbPyQ*68+t7-E{=EXMfRZ+= zc{mVYH?SAeh_zphi!E(6q5O3iP{(4+sg4S?N4{bLyCjX1>8`tAxrug!h@nN7N$ zF`tmyl6z8bp^C9sU7JQ$=#s=908Xu@DQ zZHz?q8zX-wsQ-LHu@J=aJiALU+9o_vjP+gKQVi30lj{YrG@q2#cU_L>hm$C(YAe>z z_J57^k0)-nW-9Q~;ygrT2+H1N9tHuCCoRQrJ@qefv;a<2nZczvb*W9*1w%&#jP4va zk}{3YzjE}H0Ifsf=1RealMDeHvl2D_HMd;W=qO+_+4U}2f8>WoaIyQrT+p53x_Rg2 zi1Nz_8rFpX$FZWcd%w!8j(C9shX;#g>WzqmP@OW+keT2(S@$!~?D6ZKUPd^d(ZP%L zxV4vH7iuS_2+kF*B)CV~Z7X8C=0R)GZV=3#mW{(#ZQY*t_$#PrS;O5NsQL~8! z_W>3l)9$J?Ep81^CQ~$BrEV;;>~4%2paZQr#X6P1#M3P1fg-F#BfG1-G;g!?Uw@?g z2L&-XkZ4-Yw=)NvKc#lda+X6~Y2vF_TM2^KV7YQ3Js2NFI9v}S(|%q*5YNeRhR{U< z*?ar<4q`1ty<-BjiB{9)Q0K$piDkILKz`pChMP;yZ-7C|jf@c?Y@R(!mlH5YHa~Dq zS--brrA>iRWEqvTJa5J{GPpwz)4v$iQwqOXM>C_!P{8wqo(HE-^WV92zC!`6n_9_T zOd;SS45%q!^{oLWaMmr{A#(#pSffsXGp+S)|1Rc&^L0~Bmi@rQ^Ta0VJrBG)@S1Gs z1I5LK>0!Z8fgA9=wL_1sg!N5$0*&CNz}GUvP0I+Xdti+3S~6B%R1_?s=v*N!&&R}* z@pXO|Nw)3GwV1CgaFuA8dXC;`yvH0Ps9GPj;Ze(qI{VH>twh!_ltL@^ST2Lvcj!3@ z&?12RDGyBlWn!DtQ=)$mSvm4&n)(Q`H|m=^VnE_)2fxZNd0EFGV01HJzjoRJxS0(y z``qNS`=9N;b<}M`_qYCX!aj3-6;KkVXZ3hy>J?cmP!Z9jm3z9SQ1NJek!kf4<{M7aAI&A?`r1Y6F9TXI^uKdXY!WndX zf3_%GjTQCE)urVKNOfi7*Wa+nS6C(md-UdvU|O7?m`>f!4^IyfrE`yYoq_cV1SF+_ z=1{J}F`;>V1W&lSgQt%Glk6j(qnDiK(de9s`_1mS$=VtqCE(;HUvE;lhHjr&5~f+x zfOU>#U!!UY$L4zdTYxzkfV2gyZQ-E}zb6TF1yPUH@7-_DY#az&!D>x7I{Z4_FL5yb z;BQTm_s7EMbWDuZmbsP5tGyL$-uJ+JqO4YGq}8@x-{vXF4+XEaXUT4CB?cr zFBC{qWz3E*RNY@m#%UNOUoM|B9x3kM<>PZoUH|8dlc}O|3DkmmMK0Ovh5mCZg9?v( zb=VO#>-P*Zg;RrnShAQ_PgR)@kkO@A35oT2p+JcMtoeK!#BhtC5NfwL=IIG`f9afb)JRCIiGu*osxT-27&9#YFJ zT$2?CcbS~r_~#dU|Dr==ucNrf9Cp$@Vua~1fZZQG_-AN-ajbWtmuP8y?c>v-0oOk- zg{iT(=>O(Bk*`er$f_ONn;?!4!ZmP5?==+-x{eg7fjdPa*YGfNX{`xklwHa3N_ zf)ZbQ>~9^0={<@XQ)Wc@e=4~>D{rjj${vp%7PXOA(JzP6l|xeRs=Y(6ZhHH0z9b;| z<4$qS0p%^3uXCLD{2-0=muE)@!KTwk>`%g?!bsI4AnA7rnOLtFQ;8EwK4SXi7fH(r zYH8^%MACqIpLoZHbK@ADRdbKLQTJ#Sb(k^w{tjB=N*!_v-btkYsJoWT#xaV!Rji8l z50Bl}6EZp*tlM?2?OM#odNE;-$s;eqHsMBLE*_m}Kk9;nE_`%|7#!aE$4@XSOor8= zzw2qfvlX8NTTCAh#(iDxG09?=B*)8|O>-*CeToB|?K-nWXyGHqkGg^j99U023Lbau z9QTX$T3)2K*;Zl3HjZ6tTlRIVQ@uURU6LWbKPwL=G}$s7^XOa0?8m|ho`XJOAj3m0 z5rgbDIsVuunstukzg8=ZCuG+Dakxx>@u^kMS3tZ#vraW9j`o>2H1qQQ;)nBvIad-V zZVqmU-KkOL;lDlIUd(Ec-Q_(!r|7~XQL`&wybV;budgFrd&=9~pf@*GSnUKUDy~rR z$34Co`v=5Rh1YKsZ>oNOjvzW_*XVc`Z=AR?jUGHMN-*HG?HwthZrGgA-ld*jS<>xC6Pt1@6fJvJO)O5c@6J@NS*_{|UGFW3PW>J{NyF zTzfP9Athy6wy^XLBtjTgPY+qzCk37_a=DdPQjj{nlHHnH-sGzi?g49>p20&}3h^d3 zl=x56v^NXUIhN9~x2T<&@kcir)%nSH8*6nY=i_6oNrmEZ^91Pf%dGkpMtpG{2mpW6f)+3Rw4)=#^REkVNrl7^`rfe0lsJW@mVOKF{ z1xqP^CDYk*1uKe?CvbtWcd<_R=z|vy*EiD18{&8LJyJ>6u4+sE+qc@8CoZcq-39-< z#XE3bDJh>e@GYt=WWR(|Q^}%6k8_dT$E%P;86sbK^+<>~Ik}r^p=l9s4boaq68V!28Sg>y^Gi_9Fi#&7nT{=}p$t5^{pG68i9hP!vvE_SDv(yc$-A`J2SLRJC z)mcFN?&tyE3Af?VXtWq9ubzTPw58;Bgu1@My}ybog*-v|MpTur?C46G=LZJcM*%L% zo^N}&=wP+yg3ehATvd2tpbFwkpJi?dEM?C%Ej+he*$R|RjhBQ=;-9SkaOwBD5Vlg7 z#=ikypRi@&P;y=A%9SVE^*lHA#EeGVF_OgzeUWJ=*C#akGtO{k>I)nQJZu+Bqq>I# zTLyVVCbYhl8m{lZA^l?x@u~O7HOY1Etno~bg=4x=>x74Q94_$eyfFck`kuV7MdMv? z+riu9c^T0Op-1(j6WNk&^l5D8+BfAfUioW9-Txu!Oe)tm?}w!X%Tb)Rc*SBk$dz1YgvI;Ec9+~n@{ z-b*=vM&6M!ZLmE>KAi!BU_ zvnLmXPw#Fl~v)_-T!zgGy`q6jjnM z{NotP>HA#LM*IkAl6O5b-CLOZl&XjW?^E$JX=_^S&f@$1d+bO0D}~jv;y-74X?!pA zjvS*>b}wTgGQjzg?4Brm@&xFSe3g{pnq-oT*~T#u4^|D!#LxpXr+3ZMqcp zu&01qbBEabU+W9Z-kVZJH19N+*ykB|^<1)&89xQNY{=QIQ1#4lX;QN~>_i#=H~$tT zqNMA<(5;+e1K6M3)Ty{l^cqdKd(c~r^V~sE<4v&1tZ3Ke4GKRW-Hd8GG^fuwM3W8E z{WsouJXYo7^4jd+fwk9zu574{&+pJX7VKVfjKMCwDtPZj$GCIpu)k!bV9lt^+R`Sk zhs2Pvjh#4yCeui1V<1cGao@Z6{5c*=(X`J+o-c2HzMS~*_O1PvdghGuR(&^OLG3n| zK+BGsa9-(5Q?XbmCpI2`h!_IFp3j4+d%A}0Gn%gV}n+ ze6Prd-$^Q2%feDmZu^t}t=#aCbXQPD&;Q5No5w@_eevTjMHG=1OSY1T>r_RyBOl>kz7^gN5=l zy9f*P6r?*Xe{a_If+;pJA2QN?4_fJFITFl3@|d%l1kMzo1a zEo$6CXj%q}{&0;0rFA$v%@tJCD>HMzvLP1yWodT1(mr_@5E5vC}I0NPYmsUQnT)-T^>^n)?19gUGe4TpGDe!FeYi(?D z%&I(~cUnK|+-dzPb;KXZi5m#>w(p9OUJ@|;e0x&-SQ)xj$$fW?382$}<%*~jx5&g%`n zu^EvLq!|W92bCON_j=I{?m1+gxaWWdt+Ml{vFBovhzJJTuKpHcIQ%G>^r?1uoo~hVSoK2KmA==_2 zQA63ql$MDgT{H20ltD^HP1ac}^-9mJ8_iO*>LqceAl;buV7_MuMS^X(M)#x@D9thd zFyhAKN*h?G^!Pz~kg(@p#cGh>vdDUhksWvgclAXR=89(?>!JzEZE|aq^loJUb$Kex zKk5}!|Neu1FsYVECuxY57mVKheK_i4OF!;;cC3`Ms=T_YyIHMEP7*fqt+ZGFfxG`X zbh#v*>B87@nD+{M%g*9;8T0?x&54RYx8sH0ysXXFEIq5`znLqHyyRI08db6`xS&g0ZD z19v%dhyP7h*x-@Qm~o@#dagi#c6WYKZXoin9?ja(kJZ^vW?95VlV=uQ{z>qvqa*$j zlteOid0WI|=DVRu&d(Z3Vprc|mYl*!X1LaX(bsaOQJZK5y|zCr`sqn*t0obu&qcYt zm08&P4bXp$vJ(0C*Y>VUimU#ODF+6%7#L1i7nxA{-Z!v>7;uni8`HFL)e@bM^YR{J44JJ zgYp?X%@K!k4?nnMSy-Fg`pHhxHi>X-dgk0=V<+K_ZWaC&h$}GUW-#~;MT47%c_geM zQ`PK0BNfr&Z<-E=);d3m=_N_A6*5ju!o}aHf&@*m{#a!VNYJqS%IG9YW1Uxw7;qR} zy2>uK#s`LEFhdz_EWRV@KanM9!q-unE6H;V-UZ%=CK1&n?ZM`BC1qJ%ll zWUad17E%BF3qig?oU>pu%OOrM`%S>JQ-T7KK02A7+s_hf5Es~e;}g-N0bP-FeDM*T z1lADVolD+a+p@~b`GoSbVQoh4;PvW*M{h2}ae`sr`V1I5_%96YNuy5F2IuQ`ixsl` zqd1j70~oxG;so1N`Zc3|1pVU@fMmat>$Mg&RL{98MI)wit ze=qotsKUdZpol8hMjP&E234Y+ifJVqrYPh4f+PaiV_bpU^)97?nKvvOWg4iV;S<<8 zLUZ*$41M(qDAux|*cf4>E9FlZ*n(SeB54bW+xs6C~C_XNquxS-b4sbgS2p(@LF}3yVy1WXT z!?bJeaG>uoHS+@mpe;?ys`ghIhlN5QRfNU0#ZFL##nsX>wS!#1re7@bB6HX8 zt>*>5=_+SAh-V3)QBci8x(ab=Qf00yWE$lO?APiZ0r|eDv7$^XNV68WH~YET3*$o| z#`HGIN*U`m?QNO!HW_4{^hYn&AZ{7a57!nu^@!XAInxo*LW7$s?^={U5#jvll^O85n~@B!?jsEiD{PusbuUYRfv5sA}kR;SQ(`+C;xf+Y|Q)yX%ziB|dA}@V+O6yN4eomS|w? zX7R5`&(bzYM?U5mQee~M9|p=JpRA|~rPflPM6g(X$0GOGSgA{{wH_gGjZJxKk zi`Ak6!d;t83a9|0;AmF}n!jgHH#y!qbRf>LSwE z!ZcDx+)|Yrp}rpPg#!n@9HJ3f;3li+3^NphWHqg@SY*@icQ&QXTvLnc1e{VpYq_7L zn@pr!>CGlB)xFR&bwbU&MJj5bMij!ya^SKEw$CLz3Vij@QVa-CK1})7hdF*hHcOEn z{lfhzWwuz*i!O@q&lq=nrS^h+c>|IMypUvdOo`Uu9XTdbsost8O77L*u}(0En`j_Xa&rOIRT_c?(y>qx*Eg*Ism^2E+U$TxHOifK(mDUh z12M+4O(rL;RykbsObz4dc^oZMo?@JhsgX=mR=9G>&8-q53#PIkY9aw)RDg^a;n*zR ziZyc0V4;CVBdFX=Ekrr6U-yjL4GFz%o!NBVpj)O~77aRj$(2;RNgxJp*UA-!=O(^< z!3e>+4Llz39NPduwaUrMvKq?abV82(Qz1`6lp*)tDSsghi6tRYBE#p_Bevf>pN4J% zgh3cswK)Hd$R`ZTi)Y0c*7$ui*kmh7`2GaVW5!INrjLnqB z^}us6amL`WtzXoNzG6MFeoT>J;Wzzv16|RV4X|IvIqgP3m>P$C|ucq{sNE3oniB8wCo_ zVpUxKTx*F9X>H#(dRUU4n%dv~BSG?G1T6=nr#Hgvqu1gi?u=HVmw}@Ksd{`;SXece z&Y(Y=_N`H17Y~l}#l~)RW6cc#J5Wv1)`zw!A=MAcK>Ni(g4EBh76V6}6O-wOiNo#` z(AS#kY@*(+2NMSR@fP9R1-azZj@g~Y1A);GX z&s1VB7z>fMK{+w3gMTvxJcZS#=>hQ;bl-u?!)CmPKkufT#Fad{MZChzIf}!Ap+ORL ztVb+od)+37f>Sb%mL3|d(9u2yPBM+wN5FsL98x7Q5lptL6hCHh%q*t})72}DdPuv` zpIhU2@(I8*s26_r=W>$;PhZWmbp$RJq=N*do@7z8yzCRu{}6mX!=RX%(qN2wapYe@(%+6|yruBA{1t$KhFWQJyU>%K5Kup8b zTlm9s9n^X!uN?LY1lXI>LN|Wq3Q`V*+mE!?2LVvgZ9VRZkDpgww7}7o<9>f<%KkP1d_KahkjPmQRWU`nAMeHnr71Pt*;QDm0`Z-x-73Ca4}E|VB{8%S=11$dBFG6bQy{j_CsSKUT|d$bWPRZ z38DG`E%R2&J`vmj3{2qhMOEoZ76>@E;cU+e8NWHaw=Ar}e6WV%-+~CAnjdSDm@jIx z-oymi<1aIhpb1ji5ci+~b$9W-DXGdSKCh<~wNb-xkdT0aEnHWo8=Xy?e9W@JgeveF zNaGN^>5f{le#yd-)7V;m3nUWOK?ew8&6(v2_4T7HPyytgaM9%rWV?VWAH=!Pz4yE(w#m>IgUIYKyam2?|aT`0h6@w5OiELLOP^s7NbAe-cg z8mG1MsWuj3+3gxY({C_I(xyJJa1wcnbl>5=b$Es&UmOMdL%jig1dH+Zkh4U1*07o< zRn@7U`FRZIc!BW|Y+PaUXQw0pU=^^3lL7Y5Bod@RyY%_+x!TPdj><{ie@PpRpy8bY zFY?052dE3+9&$OGWDbhq?5;}&S|4dZ6(XuwPwt?cX%fe>s?Lsa;)LO(BZj%&sENGr z<~_Iikx;&)wlM!yH-qugk~?cKU#;3#>#G|ZAe#-526Gi?{S&8cOa_4@m%cc-sm>Rm zE=p8ETAHb^`s?k1Fw6?1KgO}&w~Yj z=Vp@Iug$nekeZJB)~GtIA>uV9(^3lT$M_x&wJKkn@phiuG+VhC(yw~Bj_9JHk@V}9 zwur1r?E=*4Yl_7DH2=z#%k2TgqCEdFxkA`tMB2`vCwW=69~@=;~$=a>=K zGAzC$0YYgp6PrOb@~zkT2HX@)E(v{0<6v#}hTU~ey4e?>fpDm}F8O#{K#T#QD-Wn7=KTV=#t4V#M0JYz1>$g=!6@0Dv>^bBW2<-21RUL+!d;_W zbC`xup9N)ij5UiGw+xDE zC2P5i-MJKWQN?eq_XIa(dL`@Blg~8ogPE8a;No2=3DW^f1g0o@vY%VAV1|x8P-^~4 z7TxOQ&LI25yNeJohe~9nq=&XI>`4C3@ir5+n~^Cf3YJtN1y7!pU53 zY7qm){-zxs)bU?ZKrIWbSm|*FPAyQ$odJ@4!j54!hNX1tYK^Hytw@1)#PQb{_WbUoeh9Cyxi7kN zs)%A^JR{7z=E z|7lp6%%t%;@B4H^jW+JX$1Hr6J6UDV^X8Yw@-%^_X_e7LBjC!V-1QVoSr9-S&5&X- z+PZ9E2~jAKKR_l+wEPJnPuQ)#6|zd-*Sc2U%-G~VHxI?8HsB)0Tf zK0}|YiA3g=ne@UxZc29StT;OPN*nG-hNhBD%q$=M23hrR7Q;UF>-7;6fa9VZe=ga$ z|2#HSr7co2Q_Yc*p}7uXjEf7DwPKCKzG`N#BJHRE4IZIQ73q4r)qH_~54|Gza;*1~oVq>fXNHTHWnO{=1M8!AWSM*&Tj6@gb>yT~&F z-DdQQa*-alehT3-(7>pV31U?p94#a8@Eo?#dKDSlB!P*m-pSs+Ilb0z`SAlnyP_LA zFL(wtxD{b`Nl)UQanVD=#`kl@py0VQx51Fbg3Sr*xXYkXm&ST8Ci&CRcr{z#t)VR0 z*C1`zEDsznm+1YWnvcOxF=<2>;MD2<%9YjF*N-|%*mW1$m8#Kv2}27UeO!2o_ZJ1) z1_U_=ZZB4kbA&4Yav=9&=A5?epx{Y4jl(Ob(1CHDujR2taHwKcdgFIHi=;rxk#|wA zTUy-s>w$z2DYAa=1h`H1j-M7fu9UQu`bNK+oALJb_@>1($k-%V2>kOJs*^ue<8)}YMj6{_6+3^TWa&iPz1#~>E5 zG{V5K^frxHw~3)}KrN_GuO@axP-7**XkAT0oQVYMm`qhD0c+vZqRdf<-Z_k z_Nv#SE6!aOKrLE=Jik|gvVw!(`)`sFe?=~wt$6&`!5uqY&hYzKSUdkOfoZbW_=&V+ z-SRnT?XrT?->-B{>6;kSn{G4L$=dfQA3ou&L8TGS>aqvB^i`dW8$U{CRYe&p`$n;D2()ujfAh1m|WWSc&e< zXKg-thUA;}>bY|1=n=q|btjW$0Oa$JA6=mAmO^7~Zx6i2k;avQOo%w7dSYJh1w zVQv3GB!{BK+gTD0*CMo3`I0NPY%VmPi6Dt!F&|hIwa3s2#Y>N|5h}FtIW~@KzEmS- zYY}~laU~n`Ls{`ZHYy`LfB5oJ8RHGWllPaBh;)nXTk<#VfDxF{d!xS-8dTWV>Zj#( z^zaa}Dw;t@Z(APx_g{D}@eHjSjeLdLmX}Ct!~bNWT(2YcPjUH-MO}}6vf8ASncYQ@ zP7!66@dXzsTiG+EmZhcsqxJ58j5{$a@N4Op?`EB8>skopR{jt*yZ~xyP4|`xYl#it zfzo|{Vse*=(Wn4$Q)ux{+;ATa3+j`DXij|xucu)%4TA$u9J3F1i&>;qJak74fK=AK zeZ`^K1=04wH5iy->KC2(%qP|_2s^HJmoqSztS=|4_?jk1%|0juAo=My%heX_sCDz5 zc=Qwc5%4YLW$HoqX)EO`P$Kctp2}_l7y9-@mpy^ORw`Nmz%>AF_j7C^lqMlO| zJ1HQecue~dqs1$3hfY-!n|&T^C1VRfS~rD&SmTp>sZxWsyT_D#EQa~4n_ymBEQJTs zPML;B-^-=n-)L-HBS+hZp9-neK@9+`K0OqI zVpHVUEfMC{CFNZWevy2t2gF2oOs>nP^vd-1)}^r-OI)dDXc~*f-1-V4EDI0WZ}n_D zLnz9OS^n#T>W4S4c$duuV*#GhZ+3+S;0BZqza+kYb!2s9GSUa0YXy8eB+u{$1jJ`* zi)5kt0cJS@U;1~{<`jMaghG6$%q4I5ea-&?u5TS4b`f8qfr{jCJF{0xiyeaFk!jHA z%8gC&3E=+Z*d`}N%HwJdCd`kpo&au4w8elg?jgm~N7zO0Ssn?aEY0N#Y<$*^{1$@y zZWhqtrui=r5(l!RpqnSRsOhMfrBVy)<&s_go8K5!t*l#D3-vY}T-D<=8thG5S#RyW z&SE>Eg1#jL0M=?>2VzefQcEd?hq{C2#yx9dZa!nReWIkoN;|y7^d7`x4|y-*x{)bs4Jy6Ay@!t$IR^Oj z&Ew^DDJ!MmpH4wAu)@?Ae!4PY>EV2Oy>RQLr&!affM`I_I*}xLy3XfrdhlBMn)v41 zQ5!fL#v+rB$2x+fowJ>AV$!>3;PCKy1y6q1payJ^tL37L^uZ+@AvyP;_mkApnmEby z$+uqb;edc}OQz&gG()*I1+TeqBZR#z!uZu1LgQd<#St&p0O!if=bcLD5gY-U*~qz< zFD5m#1UNT1R33C%K+DAJ<#UBA2KSSYv1C8Wh$MK|Y#cw(2iv`phq13hV2t`#N^H0t_rExJOeg|o6-tGziO;4%@&y3H zYfbh^vE+XFV(wy1mp=On2W|t;ax1Fs(_v7UL&Qecw$)LC+PliIzhSA?o+=Pa`TM5> zZd`Mm#pM-8hn%HnZ2U;%Zjd2@K95Gp^T66uB9(+_2 zPk$ptE@Iv2RsXzs568BA7FUn`9W4!uVRu z+T8l<LVJxsF1|n z@_#=o!t$$aKW(jgO_rW`deZzS2i}YQazrlt{)GH3DeBFIb z)VYGsj&p7<&SZ9Q>XR&TB~Co_*5u_zwGxV8wAY5zmPluOBkO zGE}k?Y^)Ip!yHbJ$T$4i!aYc)FWyhafv>U~;OI59c?Eu=I5OFVZE~IisnoW*H&O*_ zvMH%s2u^QK5{YEWJpCLxdWmzzd%u%s{wun4#KpD21NiHzZs!nCEVCtt+vzHKNLfje znn1Fx{2WEFCRK%n{J-Uv;5bsHXyW-0e$p6dL5}Y@f6Zv#a)P>un?nBQQp4fKcIw_7cx0rC{O!zk5+ho=FCry+5v}?po zNUTnS;*+*kf%L}*^j+i$t(#tmM5KNpq%v_Qd{+q*9`@kQ*VMRtpJTAK$JT~8g3 z+$@3i=}eJ7*1uzHvKpdg(do79b*}aT4LHs39B|U(wkEwSDGA}$k$ieQ$1Nwo0h$|; zKa98XYAbEUh2YF0nE-hH<%`6%QK`1=w-`x!hZp$z)PD1^ZI;$f)^<=G&>#XJlk+po zkupegS;m;<`1{L(2XBFdgLzPkaV=ijm@`b_d&;Ua=LGP@lR4be zsqHXs$3*~1uD4UWf<;J3YeI0- z5#~D|OW*Xd9*8b`ZOZPwR6QTyu#at*U0vv-OZcgS0A=eJ+hZZC8&1CVU+AG(aMo8^ zaPqhzg|XfQW@FsQC~0MRcY+3s<@rwTq}cgJm(Fu&1sg?eY>6EfvW3Pbk}+{2d|C}(C1cRr#P=6JxvG)=m=I7FvK6E%sC ztv^bwrvyb`sa?N!MBWPIt@zgULhnUFeggZgwz~PxLmUXUq&woJe(F~%TpnZkmoqx< zY@EP^dC&_dbzd?lH+teQ8xqq3`@v$8Z4k8(pf(*|y>{TQJU4*wta6X}oWP1)`8F5U ze#f1XT4VPu`|Tf7>oeiEzZ9{tzss?Zd)X3{n8e}3(8TdVugHk06CF0UJ1Ke!I}|x6 z%qT(b@Rn4nMRE0dARLjV&Q*`oAE6~ovqtTJABNCdK8pCmn_BFB$R%`z)d)7DqO5ta zWs#vH`aRyE@LB^C$eMB_nc_bV4?cQqj><1$UHcD6;14oLv558wi-xM7ENf32wj8m zb?GhpI5wJP9LS$!>XhD8Vb4giM_##~9$PI2_h~$SJB|(c@o}}eW1IBmgr?Qe+U3Zs zKI=r}S$LV&!FEg@mz@+NC#c&e?F|kHed!}7 z)*$$wSwk=~u26p&{jjz;en>%T(F zYXe|!UC#(Jww zfp}h}ZpliAEb!0lS{N&SQsmBpExvNjW*HGEj;_NbGr;;pZLZ)wN%AHFw;mchy%f?g z`=#@y8J-K|4sFY6{;smS2<~U^>fnr5o%fBO35ibRvWEI8bLIDP_?U{yYptM%kr_ef zO+B2T1Ey|nm3bUHClw2}FY4HrijE0-90U*RU%oxw*NESB??yOiFM|_T{adX-_gIs) zsH0GmS^fLDZ$yONf=qlw8|r9IyA3{g*m=X@^K_lZ*~K=s7cX_%B^-qyh{yQB)V&E0 zxEfEWRycO~Z|jH&Y54bhVU|Z? zVi#TO=Y)Aq#m9ON8*@y*I#SjVJ=T}fGP>&8678Ehl{%`3j^O!6LPbRnYuwiL^<>s` z;=#@eZ`+(gR(EqO%g|Wl*$Pv(DiB_*zN2c?HH=L;`5^4xoNcUd-=q6Io; zY{Lgu6;5Gu9C=7*axG%@LN*h~p;+I)RW4j@3i`Q*E*IIb=fL>hIxR)6WGv5BqhC6I zm``EnTase*^MQ6~Qm%V%^=8UOZi4)M1}(GXt~ll+AWk>le~5 z3&*Av&KB|$#U~f*>QS(*W#58PmM!?#M3gm-xfqSC!#YN zCGp&WL?A};k|Al4wRl^(Tkrn$U;fGWjMrpC8RIM85{|fa#Cn!DqdCEy4$y8}C5b|} zp8)|6i;v2c@~!9{DGBePJ$Jv$nIH1;9jOg(`c*W{MH_X5r<_K6D4~f7P=!;9ULVP9 z*0M)mf${V&(V3~uG!On8)=59Zdktx>nSOe~u!tAQ&U|{kCu8KQXRW$XzzHbDnJr}9 zxKjIfi&OS-30*ne-&MJ$slV*}Zk_12@)~*i7z}U&&A;-JY3tYPnQwQ>A|*B+v2$+W zO7Du*czl}nKJVDvBcjYgSru$)7*}px9GQj5zuq z>DtUq=VsWRUj*03|ftM;kXscbke?~=`Eg_Dfu@0_~rkXPWMSla~T zn$|cXqqT><+a2jk-7fQBmp}lV%9&{ zm%7S1N&h4&y`+i_-}X5wPiN5qJGn}N-w$DEE3su+&6k{Lq}VIoWYAC{c&wUNne$~F zOAy@MCi>^)AGT7k9_eiPkPxm{kN>GAXV>vfD*unJU3k9sNQ|FP8+_CzrOZXw=g=e* zg)Jvq9eJ0~ldlo}_*a%T{rvjB6^E(rkA9TvV*|31>jCP*nAxJ5whyeCm*^ek|B_u++JOuGjPT1xM`aMIIqf}t7vw$ zkI^j_oXuz1@goSrezA*p@?e?}w0S4EWVm=Z>sT5azF%qo0k6MbX7W(SdZp0veqFeVAOn(xIP6u_qK6Iz5&- z`6^xJtZw@ETBTDjY2v?bRMh{j(_ZIqsq-`jid1()y2US`<$PV(-S*6w@7Pk~oG^Ha zY?G=mjjz7UPP>gr(#yks{qlfaN58236xQqg<;bBEfkZJ!q1(BORqIbinA{HH zgoZCT{cd$ZKMi%C!ViNcneNZ4evc+*GHu-P;|zj>@^5=N(?5j(DY}Y zH@vetG13Y>}>y9nb()iIQ{^!3v4@-R)!WRb`t7O z2PFLw|B*}@;tswHdTTh%BV;+92RlOK)z_74q*q-5v9tzodINP%BM&0hj0SZAmzP4Z zhhH7p+%>phHGk@9p^8}n1Z=3GOS0CF`$0NeWI5S?yUc^XDO~60p`dH zv&ZM3e)je~QD2BUZypaLn5xWZkBMcDG)=8V8<1op+Ci$M_<5L32*ATht>|+WRoBF7;yhb?QBg09M1k1FRU# zfHV~HHdXvUU-SO1*zmf7Y_Me*=!*K|XB_A3=H_MQC=)@WCp~YG!}q6dK)20Dt^2R8 z_^9rQl|?w7Elo0&7`l*GATqahzC6YW*iT+fDy3)#!=)i0ZozK> zEmpFy~n5hR3BSD( z3=oJBRjrI=|0hG?BOYb-dy@;y#rjV%PY zJ{GIY4dL{MPrW8VTdmw$_2lkZgY1cI+5a|WX6vcn^$0`Jgd$7w27&{gf$_T>A2t@NCZA6f$+VKVcLp6(8iKBI=nF(MS+~l8Ntp-`fH0+6iA^dWVgc3fL&i{bqrsNGmtKDK zAR-oca|cVfkd#3kT8?*!1(QKpVV-wSFZiz%eQ6z1tx10b8Ul5uQ)KrWJdQQ33KJbe zLO`GDd1B|k+P{je;T1r^A_LepQq+XZCf(SDc`CPNU?kp6+r`VK7ylf9)(rv7W5+!? z$>kE}j|zT8q*B8n=(NH^6*}YEQl#pzx?uz;ki|m8&oQO`4d#GCaqg@z^D?6@Kkn=>2D)lZbJ7{S z@)npU`UTP{{j2zhsy_A?^WI{O@)tn=7B}3Iv5_!Ws-`gpUw>fM4dd{mG^g z$LYYlL+2W&!U64mcd_yqWQ!egEL$=E8o0C&$JI7?lb`(BNockG@x$DYAzsmz2+8Y& zKMm9aSEBHphE(=YxbjsPqGSHo+}|SA!3Lfz_W}6Rp0}02VuHp_f&F@*YYw#PT6?;T z5@rea+ushcik(J)@2^6~9Q#lj!F4>CBsGS8D%_UABKDCtDmvzFq4(Gg`z~u{X0Uk4 zOQG1|H8j=uHMJJ#oicJJ%U5)i)bMuc0V@L33n<^*j{qvBrljXU(YjE-sCZi}lsCh> zV{;3z282f~T=}OV08nVmPlm>T^qF)2&_EVP;(DjxMP!bbpQccRSL|1czKw{qh)B~8 zueR_U`6laSZNeh?lH_SagvTn_K5wLn0fmJ7`jQt+adcKZ!|>5?1QAS?3(#fF+F&B= zoPf=ffd$eL@9>U%5PWp-F_7JX;S721CqfzZmD}eNnBrp;b}`4N_O2LN0qScACP%veoVMf&K`+P!o@_ieSCG&oSNB+wP-n_E*z%M`D~~=!MCK zBNh6-W$NFEJ>;A_Z-c2K4y*G8J;1DDO?*lYsMB8-SmmYl{8U+8) zOSgKXQ(y%sB>zR+*%8b4&dtT=C=y#OLX2OYDwf8>n<*PrjGOiRBf^_8ENRUA`Xu&^)=%8$g{KZ$10l z0)h$m+3y@O(dIM%7Yoo@Y3Q26GX8AI-cKL&aa!y|x~yg!JWPK|j{R0!J36vc09B2k z2G;%Vq?!qNvywsMI3Wc@Wy_(6pCK^K%Zs5{*qKV}$G|R2qfd>+QV)-8H(SCP6HVe0uzKmcc#ynW$Zx^ekXNjg{g&QE%X<7;{KGm`Bo?D9&< zTl3=_xh?ZKYDYlIsSYM_G=a{*V&m_)|I6VT*F@|J?>;G*(QFi>QhP@Y>j}Vt0r|NB zwb!SX67QxHMYGFC%QDSZZYV4?#Vj_cj^pf7{R^!YF9T(#0wO;h9wP9aK!Wb}wnrPB zmt$l-6*!{j4vVR(Z1pqMV$~yZ`oCGnN*5J$w&{@0SSm0_o8W>^9t`7#KqtXab3jFK zsLG{N0jx#MxS~0ekxhIg;~G1JbK#`BYT}aQ;J!Qra#a6Tog|{Z{97d-YjMRU#omro*!WY*7Mj{c2mU{?!6~u-PIV%B7!*^!Q*xC?rZ=n#QOU6Rc7B`3r+8I^ zoP9tOq(J0wIHIh*EAG7G<~F5%cwmL@AK(h{pI=yLS^!y~H|oo?o=hjaaO!2y`m?9u zdgRT>ZC$6sx>z5OVY%<`Jz8; zjtEh9eu5lBMrx85%45W%bA<<|qQCxzn%oP)zH)7adqq|s5p#z(=H~GEZEzI>^>_Z9 zHh61}^xrA5Y^P}~9*)}vjJ@LkSqq9KH-A_sf3|w3U7X)gmI+#S0myO;>*+mn% z0ZKbTQCKQH>afn+w(pIsZTto=!2S;4{r7^GWdPO%6LB}r;sAo26J4I!9e#2O8;dc{ z`|Nx1&MBsmqUw7>4}k*%00qS(ZI;fwiUka3p{?Eq9Ur!}uJ0|Pf0PC?x|dzfJ7IOP zS6ND_$wA<#gU+%aqpKxIPWmE*iyb+u{5AsolCavxh?UIhgaa^)D`8q~nCy;B)JyXn zz3GO8qZyajgu@Vl85SYLgp^TQVNT0<8^-4)kZo@F7ej*NZK3 zx(D0&^Fq%1%+=htUuIC`8AlNbdn*S0x}aON>&LzA(^g*TkMjNNBHNyDylFA4Jx_@& zukb!C|D#1kH_l-Lv=mMM>c=Orcao>>TjT&Cpg44yr0Trp44n-1|Ni!d=QmKHz|1R) zABV!4@3^02HOB*P;z}UY@JK3eb?2P|qtF9(#dd;%&-Y>^cj^OZC{7#bi#C{zIh*rKZgOkk-izdI zkh1GOT({`;=W3H5T?CqPzFU{7P@HdS-g+!k3{sQQ*&yk^B)~f1`Nn6eT+PUH0m*U2E&z zjIeG=w`mxpu^7^k377H&ok=PJ_~a_@7EbFwIGd(|j^QtS_L%9r|I(>!T|hcS?O{kw z(ekai(jF!N*en9)DIvF;qLb27?mDt;vQns&`}iN%Mw5{3cqJb&XR4^gz3o$0UZq+i zw!&OEtodAStHz+jsnxk66|BmHRpOfXlJom7S&f5;(kd0uEOr34xe|RZVD0kK_}g{) z4MKoanRrqSK7<~`3<pXD<`lq>epVGgeB+OE-ez2V}FW2zOV{fbT z=t{fp;C?{Gj40b@;g#dVTh<`v4J_uqcjunVY-BA&nean0g>mGQ(R(zWb+vx1V57pFj zj$rtO_b|6lwff71y&(JI6CaO574}K8E0#N>&WP84*W6Nrof`2jBE-E?{5_6{xAAWk zZ{jtWorIdrs=et0rwntJJ}JURMG(NJqIzdMy~I`Q*pHU&#|2tSBj6!PomLY4aD+?& zxiDN1n#TjBzu3l)yR6gg!0itwUb9kJyBzA7WA$lo zMXt2baQd~Qkmwfs>|~`&Y?-1lz^KnX6*YGa_U~^T^xg=*eK}jbQ?Qx6wXo5o&Sg4 zeKHyWRBd?3nUunW45Nogt)<@7Gkia{hPqqAto8BOGf<6Z!rq`)X`?)&Sh+2%&?}D1 z*JnUQeZAKBkaOwQdx^uRJb3vC%zvKpkCAziCZQyO-sl(C=lTKQI%V{K-s@1NTF2du zd{CSMslUwIqja~w)joWq{8D2_#{{Q6pMD3g-N$G5@9ljZ+8VJJXU zRg+o&Na?C?1dWBGj{cGVZ6+b*tR=Pha_Xu%LUg?!Thh)72VKFcINjYBMz}ohmhL&p zasT-7+f|F(+A;-V6*j;Q2$voiPJhDnJvDOYYuFiaJ(D_x!Exvq9lMC-(dvDolGu+U_`+W3D)IdQbUNTdV6V@;9AGlv zC&@(y4PbB-z|VOd(T1>CmhaS5wcNz41Y;iZNIhiSy)+A(hd!?_+CIXqpqpMMgyYb=2jcN(WP57`_f*42S1PZg=9gRwCh_- zxelHI_7k38nDvNZ2m3jH@wxl>4MMT(xy`%T%R5~eW&R7L4A7&uK9b0r@Fo5!ZxXWq zWysB8&v;~{zhUP&ai9C#d0n0}TU+e7Pr`CLk%XAx1U7az z=kI0W8T2;ZoGMeIkZa1^35m1&?LkIh=S=&qI}N~oJydJTx_ix;`7~B_n7Nn;QgmmY znLM18vAl=0lX)f6>FCN8+~nMroIFh)Xo?lx-n0Z7Acl*_#{XWM{_yz@*w{hR?{Ln& z=K8LWT>9=?80)Ot=d>(kf%dFCqe_>rECHBbU^kp&rXJ>GFi}l=rsPO?PufwPlo>wG zKhvi%XV~a*vuZFFd9^m+X_Dl01JuR}?-eX1`<2MC`gFMVUaMSOz3U~3mJiNkV@rm; zu=bh4}k7~AzqL{Wqer*@C?E z_%0^IHqb1}MHXvYPu5tXxxG4LVu<=~V?sLrgqa)+E&m~I?9E>g_g5cXXJvDfx`^-p zq2Y5QFZ3ApV+_3Y3DvOYhx~+fe#{x?C=&{vD4QpE0_Z|T5HSs8V=icK7=uAs#d-!*ELnKR_`$55Sbbp?Dp zSW( z3V`6wbB#;N?K@mLAf!pA`Fl@7V z9OCQkSgtx${_5=WubSA0GmPtH%R3D6s%N(ML_#ZqIZ|4N1r~eHZ+vooujCFb4uA*h zz#IllDuMs-ijD74?C5#QThc!oY7}C>|N4pF=Tu>1g;NtuIs-i|CD=@}@pt@te+_>! zHmbsZ_gr%4B`wv*@;~NVH7|KHhV3poetAsa&!Z(klS+T+gm3ZE+qCO1*QQVJI8nb7 zyiH4^7)N5O-#iT7?&z;Oiov)dk zmrH(Zdb+hKaTV&0*5~*5s8ytH_*?rzjLxJbNMiNZ%u@QTKt?2tP81_}q;-|^4VWn{ z1{2gAG+18S$-lqWG-EEr^3DoB-sx2PgP2_KZ7(uA~(~xIfIo=3qQ`1N_M>E z?p>-3Y!u8^eQLHwGj}Y2G6MMEJH54m7-t}I(y@oMpGtlqE#hU1oY~{AA%%v&r#*f4 zJpH`uL9jTeU0K99HURzdmomU$=3_CFU*P7gv65epXB5+)coYK}!KGDnxDH?lCX42u z7;(hYM;E>Fzm~wcRWfLoG1(Y@PHpbx9JS<1`aL7|_O7K64p0K3^98go7=;391W*#% znPN41&kx?czvJ3-O)&&iiKnjcE0Z74Wl$YTLUp}yzwW+S6qHLH#dO}iO6sg7gu_&` zJ;SZuc4j}1{PDS1T^h@-D}dCT9qD7S3G>!0PVfSXX&iyCvwbF8^Em+(=G7xxGT2geOe(>4%eFBf+&g$7XHQ zS)Fo4VW4Ddv7xfJHXmd5YcN5@jdJ?ii;gXJ2UhFpEqZ4UZHl|;qWh0kD$jnMoSZ8_ zrsgkso3=^|`pl(3$yTlR>cMfP@5yjMhV@-d?fTO<2=c8M53KeF(XPTZKIbm;Kgzuy zBLD@QbNKPVYms0HO(t5~QW|(J!oKZ;SxcpQO5rZop2-StQ>(AvZAh5?Q?t_AAf2PY z-P4l`&qwjEz_q`=)*=(O+i7vp81_3k<;qDh!X+LMd9Q?BR7UByee5^!J=iO6H6ZHW;xC=DN{*sq7jkeSY=mMO7{9w6KTkHLe zr84HU(UrRb|H{M&^NTd}KR*Y-jaQ_+1HGPeGU>K)F0U>@NYu41qTrT!3!|}e6Zcc^ z)%}$Pwi#Wvi*hkxThDl&s;&fs+^>;Qr`gwUd^i5n4^O*3;CsfAP}9x8vOs+Dw@sN7 zT5YVX*hq<6zuF#oy}V@UB+}b=SUjv}hhhL!edX+l1zENoK4Fqa@jkm``iY*mi)aUD zqhQs~c5yuDdt&^Bo&pr17H6Ci8q?YdSct$(tp&B|OYG+%kRXX*9sogNkH5T`Z}ggr zJy*(jF$#GMs_J8AZC3hk$Q17d6a^uUCC@&z*N?otf#URb4=dmOKbQrXV=fY>J(okl$lCDtq@Ze0D?X7zHi<=C^#h_5;N0 zh3^$}fv{Em&0Nv*2YEBMd%uUjJM=7Hycs_R%ioFQ_=B30IWAL`{G9vP&Lc{Mo*wNc zpdC;0Tq%jZPVcn4N$9VRRi1uZV=jiQPPiJe#7F=|hF-=DBOZ?_J!1GP64ob@Zi9;- zwT-KnKn%saVYf{>ne}DPa4oZ_fb-5!6C~0}tq=wytx|^l_jirLx%}0)ql=~pgrC-` zABCP9x48p%qYuIV{t0WkNvi#6$kzvXHqz?b7R_g@@i@;%(Jhu^_a+Unk#FZgMaZs0 z)a(ZGQz@)WzpZ`;OdU$R(!$$CSeqM122t(HYwwRFnCdbS;`dOxu_9x2Pu(x?4QtC&{E04RV<1$<~m|icmo(zV3729_*if=+u z0dfwI%yGFO5Plvf8{sq3B((j9+hCK3VoU}A&ghF@g$672+p?5ABDUyl*T!3bi6l%> zdGPLSg0o~u0#oCjXj=A^A2z%m<3u#EV)j}g%kx@i0@No zLFxdfaiZDmDw^JPc&WVow*f%*g)CfRXMNk!0a?+i1bOLg;|I+K-JsBGggM%bvVxAPls|E(OcVs1ETPgVerbhjzX=L*xjI$9j%84YL?62i{$*YtL&I(^$ zN)rz~9uZAjnW=JQgm!23y#}Q>Qi`8xUpq_6FkwQUuQqdl6h1IqQLur#ZN*DKxk}v& z=tRZ8jQZP&`0`jbgEtOyMgjW{{G6@ZYbI**e}){%!A{u|C}hwl_)=CY z!X&OV{Ksw74Ga>pK*ihePlK{fPuJtLL%Fn-2Wn9w;}Mm4f1f2y!&b@Xf|Fl-5Y(=@ zZcxenT*a!=W+;7h0|dbU+05ePW#OyUZiO2;_-XbVUoowsM8a_l_|*sfxUZs(dt6$< zTm9%qek@UAx%!ZdsXRR|DLtL7$ip12uAX_ZEj1o6M_V`S9E6Xu9h|p=w0QN zx363O@Xz4>Fv#M7+p_UG6u8dSnuEXTp5Y9o5sQCha4pXAD!c)Vy9*NJB(QXcw%4a1 zCwL;P#@jCsZeX8Gn7JEtjEZrYkOv_>KsbU}nwDNR&$A4+hOFx&o4FxjO;TPGes#lw zwJg$EF7oR?6X;vsP`;U_4zz#NwLuE9jq@Pen6KeAu1a9~gHrnwKKlrn)_Tc9LkqB9 zaXPWK1lIMAM5n1hw>ib>w<)t!{dW((tSK6z;Ss-X9K5hHe7|ia`!R;yz*5SBDw;Q; z38YhDXwOF(iqK-)x>NHB$n65ywbdlGJ-JUnkoMyJ*r4MBzBz)XKq^Ran-9KxyDNTW z7_s_Aq;IsvF`|C3!;x8;fVr_mL-NQw(uP(bp~;;oVMhj3f@%Wx652o_VOeke*Jnd= zei4!IUpspL5n4BOMVxB1NsOV!odeCGIJueF*1F8pdKZ7P zItSpfJu0x}A*?gC50@EPcvS&fdZjOThMS2>Y@@bW5p#)l}RtN z&htwpOw4lS-=*kzVsw%()ml=Cah7KBAgEXtw(Od|x4uJgI0^v8mHS}tVj?k85c%Vyd#Rm!PYXAD`_-HgJ)?so59A1v~kVaCM~&PGuJ_l67s`Yik}I=lXR@Jan{J z6@oC4VyQ}F_aIoN1IRd5vwh0e0ag3qC`0?jbSFP%~K3wM934qgc=1?-6xyGujEuMg_`;N;1t8W9|6503>`Ytitb9}Yh(;OWT%Z*c*)>?7 z%FLZ@Qz6dvB%=+$o5m1eK+)MACeqh6@0*A0XP(z7HvLd@0=v+Yrh)cfM$Oi8ANkLm zv!X}xB2Fht{dT^`m0kk|MS5GSDa1O%h2ws_RnqfcRak%x>%7d|j+huJFH32zh6opE zQaOCQv&i4tSrgWEU18-VA~fO@zD^2NjKJq4&5(EAys|rMW^+KoR|sOF8Y9ieK-d5h zX2jPx^Kw7QM9IgOdS*6qS(Qc%7B}ARHTU?PQaCFDM?A;NoD`^BfT|7BX&q`md3!_a z3n)IVx7m`HoLeLwqHT@^El1l#l{pEWD)sHtk?VBl$l$lQ0(oFc;6=$Yw8>ts5z1*Am5ocxO7Ii(V4foyBFycd8FpJQ=dEA47mP;bt#<@ zRT@7N5(dXTCCI#2o z*raKX1>ItJ>*y6YsvB+KfzS_k7fB{So5zVV7NuR~fY!SX6~kvwDi}arXq###UK?gS zlY2*A3JV8WT9NT`tsU^Cy?$N`6#`g|e%o+2-f9L&-IgIa$A^t^z;@mYaA>m;g;d)R zg9p4!cj)y9(k(%&Ph=>k0PV-#d3|h#_0;3I2LgdF;%4EcV? z6iT5PX(qH|)qiO6(r~ko`=dvSc%ar5yvV^w5$D{kCh7Krj5Gw@@EIyZo7jbTX@vEE z+;eyL@D`=qL|QQKMN9B2`(Az^Ftb#Oo7{85^WWU$gB54F!OsQdFp%P1wQUpa^(p_j zZGJ)kEhyRwZeY#55|IzO)fz5((wCu2RuL{zZaTnd^?Gs2j*w0n2>d1SFy0(13b*A? zXxATJBv)o~W1%E1myjX&we$ZWa}fH|n-po*E=&V&?@v{I*!a`m7Hy$ON}{^x_$I6CiDj0wHU!;a z8f|YT?}x~b-f$^;rcK{B-qgwiIhJWkCjHZQES_xG6{P!@ZE6jF*Mb>dP^MIN>1Q_` z&=u``bDm$1$J1!}8+BG9?HHkx@?Z`D=vZvA_3A{w<|JihJ}=}Hp%mWEWwm8WD(uEn z^fOdr&DVn^U|nXso2oyqsr3D^n+26|PvFe$Mgh^ZcqQ5`g4Gd@InM?!ImlP44Sl6F ze2T&D)*SJ0whJXFC=yL$YDWZCIuqA*Qfg~H6?G`MyBV~oy!wf3vMA612eZKSlQ0LmnS4=nhW6s%OE`$9&d!l+=lDLh?A1X)TC2RScJZ_WKqub`6xR3w!27 z+6|>UGLB9rX!ldhgAA$ZOGFLg#z!)R1A5+rWgh3NmlFLe#pc;_bpYAs@MW1ge#?%& zZcPV5VIyp0L@~aK(+Lrz92>balgRM>M!R%85@B$-(0sx`fmZ3=39pSs8O>bd)?zs zi&J*X*M>>`=Qn~>8EnHI%7i`;SRPKL^}OB77^DFt*RI%un_#hxqnU;9aZBd%$7X;s zYIWoFEP+QXsx2AtY%oGbW?P{eZQKXetf@?{-?cXhwVtFj_KWs^$OK$+N=A*%i@uMF zc#ZaC`hy`>yZCK;Pd!O0D1GTRC${8XIxqopB+iKIX85O{Qq_HCZaxs1yFbkBZd_oo zN~Kl4L1~BqgyeX_01t`NOxCO|aO& zC-n$g9nq%^R3C%47T^BP3Ld|uHh9|1V>awqapYd2Csi$cbdJMvbt>J3)wShV)Wju> z+^G@_*#LZI=qAGr=av^mo!Et&NLsDthEV#mz!qUab0Rzx~a8i!YcQ@+O zco$#Y`X9s5Qj-nHMDt+*P8JksrOQ^5726U~+O2Q5aMP0DagYFnEBge1u#96e__swI zgphEh8)XMeR_|GQP?0SRReC!~fjh7v>020J8w|u}(EcD&Z{#0vb0@2lxTl->wM6XFR<=&CJ(TF* z4hti5V#|1vDTW$}B(!Q?xDDr78W&BY-Ym0gbUbBWZRBg+x!ublc>ycDi=nJnFr*h* zr$%pC|9E`Ird;pNlR}cZbN&?TE0f%q$PGmLnkDUNaGw(G@Sm`Ekyn$kQsun6mL{Re z!e6^QS-|6>a+3N#whG z!6P#6VR`RBq)v;(Ao>ZjYHdH_`7Z({$BZ2^6E9Xf8GKdc-J8%%uTRo5(Kz$GhxPQ( zUM{kkG!IzMg}TL&oo)dvJ^NCvh&8Uo4zsq8_KWR&X^O`=ARJL9{%7mU$+wKru7=-I zX{J~3eVn8VeoQMOP;d_yP)7SLH=l!=CaAOn`6-ZrcOY4#`YE(OU&{kbD`0L%Y&)H` zfN|pd5jRdw*+3IqF=aC5>KQQ7Mz}8W+&F@p;d6yM_+(9sjHR*4fS#%KOT@Wac&*lr znG@qNSHQ;2jm-S2o>Sca+w4)00Nota`vb9b??*QFlEN!`UJHwuGK8#=)`xu0I+z2f zgXAlm6bXJgm#xtj^UC7s8}^tC*EHE+t9wwh9riDQw~l03^>LXSAzf@n3E#djiGsjR zWW!W@WT+vOCkbrmzP!6dK`WPs(rIO&;3m&UW&xn}VkOg!kfKe-@)t}&W5=haCKnJs z77eHOZh-!bB6lQz|D(3);I{&hEjB~uslTerHL5-Zrch+F9=PtHh^?R>?`acGvVyXq z7z3hN-hSt?nb)-;V$6x5O5x?sWH2;*mAsVOv%>b11$DvqjM3gfbwX1z&`PPA#X9k{ zlX%iOScQ`p`wf&`i>uvmU-o2#B|AJ4PX$#@-4q8ueQfBA2heBwsln1ly&6Q2)ax%U z^0KWD@*WmFGk}kGI{^^^oxaFhX@%AB{$Of^QxfOeqj)piCYnF;nle*@5Z>P>c7Lgc zuD_-+?nRqPcD+}*-Cem8`Q<|)KCYOEDCTP6wQIzOn-mN|bLiKHR(V2k>7x() zcff|O6DZ?lnk_)W`JnwZuDMyBo_+p&#mJsXU@k!sMVh?5E*=4l^t^U0pCeBuflCJ| zTYQ_9R|#@~hJl?qS_9sYn`c1F5bd`BP`KFzyv}m+jdqEXIzJq^5OVZFpM6u|VR=-) z35;skd$x#ElxxbQdlfW8D3dH=oGmDt_$`@} zIV`UoG}Z0R^Lhu@hOCf4JzF3gN>|>kzv3qtek#~n04jOWQ`ihzEq)|<@x?98SfVjQ zt|Nb2p8F_&>?~;Us82j)pF6jB0vdoo-Ozjm)ke0EzR*ZV1jK1cpuxS$^^MVrUZ z-b<_V`LfMI0D&}dIkv%xO3F^QgFme?iqr{eeu4cVyr~$hN{rhP{3Md@81YvY%Ab)Y zT>PsPzVN3g(9EUN0)!S$^t|8j0%BCU0TL+P3fN~d>*w_g}@i=-Gb}Wofsf*|&?>zEPDK+j1K}Is>mjh%P>a+9ILq z>2dV=2Y?U1R8au3B@c83))!nkYQh0RuAilCnx8|(VgfpBAc zyU+6MYtW!uoBxeky<`1##^aSQuKml+W=~fLh5d3O9St3G(bx_o&i3afNUa<^(2aAm2 zXX3w+222GYE-f&ODtgVqb`0XY>b?hC8w548ziy92{-)WaR^i=XL01~3<`(hxng{>3 z@Qu*|zzophFUQ^~%SZRulWpO3*iqlY84cHyH#NCPITP|ysYJaT=}M%(kOd7RZd)qB zG4pwPN7dfZ+j9YJDdp$QA0AFdc+$FPO9?vy=~`S}Um$QSZp#qi7Jh~c`%(NMnG#m) z`N%51JgBxaLcgGnv=~+Wok<12jXQ%_q<$@;$Pih?*_v>fn5*c5yA%LrNVJd zm+3Rj=s2&LEsrD_3OUXjrtO>f_GS)O^J$Co}ayTHhG8_I;e73V?_!#c%P*m_Js^t23iu^ ze7~Ov#ZOz(`VpB(f5NvYa>GS$Q<`5TX*P}8)~{CAKY5x-(pb1MyVIK`jkB+xSxoP{ z8&`TPu9nr0dQDnxxG<&jGkYp2UL(9#P5*tFGu4_m+rUWHNUCe!+YBkyBTa%qmS*i= z2n;1sspVy62W7~+**Eq;atw%iD>L13a09xJe zN{{ZZS%w2ieVa6-F*yWk;a{0c(T~0a;_YdxBE5d!D(_4hk=5(IL)ywW7IGKNA-F^O zuoT?_+VB+HteC7@ER9Su9IuZ-i{m4U3RjV(cY1$ps;vM_iNA#(Pi!(BqP9=B`1&PG zGX=FjW$vRAEuyyLoT>mjNZ>k3y=Ul7TR~qACl?&_R9;q?i`~sw$VNR%@?BtYN z3PPSsG9-ZN+<$+4AD8voj$!j`-TD008u@^uIroUAni6KXm^YhhZL1}~~ zcN8k$Em>L& zGn-uPlcjk96|6z`qiC<^N4MbKiV4+fd0Q;SJL~Yi$I~{h4=snEWrdJfZRww7f{K1S z8u1|Y_Vs2f&&h<>;a;znOi9;_xsIsWEn&&}%Vy~-OC@>Qm}Muj9j*kxUCP`kN?4~J z=56a%mZc(@3uwkE}V%Yr0n)u)*FY}if%Vo z@B_G(c zs>0Jp(|3^O(wlRDk@ot1%2^Q^a|=Jpr2Dw5s&Q&?W6Rx0&D1J>e*>W+A6g876p^g% zu4Ka$tbYsMXh5|%EtzG(+~Rp$?AUb++<_c56p@sJ;ib_LzCHwCg$y=a`ayD5q7fqC zo4^=ET+)|@vlVg3S2amcnAH3SaUU z&tub1{Vj_Dl(N+VJ#K{b6b1|*ja!66wQe+PJYp~|V-A&LOPHP#D{+h8Um#RDv0#;` z=_$D=-f)s&^*?19psDEO-#fQHV?~w7|0WzAu#p*Xmk9Kt$iw!B@lPAg!kV2~<4R0l z;q)Y4@9rE%n!PWn*%w{A7?ETS-C*<2ko$!q2+dMEIjBuJb7r+(a2T#7Wu|Ot4C}hl z^?-u;?ZT7L3k}&Fr~LN`E80`a_jQ9TVp^g>&-yF-~5UHW<+8EO56b z;!K~9`10-u97XAs;2ifZQHVZ^#Y}xfv=tD93wsv#J}B$L2{QwJFLzAEM*8n)t?8=E z(#D{j{eY~b;j@Ew*H=JvDuEOHp6BE<((5%O+TU>rp=Wpa@+Y|iO5=`MN4nFGgbd|; zet^n5+R2A=sIT$;v~m+?`-csq_g`QVb?@7g*Bct(K)G<%^)c#cV81)GEega8r#{1f z8k8q&pEv;8$L2XM)V9gJ{C8V=8JhbH-+s5ATk@T)bCU<&FBcdLQ+m(Qt%EuD{5JfU zU^hCEUPe87nWMF2DZl9{>W>m&1&W*1NgvQyvC>4Y?C&(AgjsWp@<8Baeu z8T@lDaYela5gul9QS(}Y`9%76Lsti~3!Xb7&FXR*cf8XR@aK=d-Ki$B@;W^L^@8Ak zM7Qj~Gb6lIMsiU6A>UvzTgksud*Qb9lOz+@cW+v-X*fI2^?MG#GlGp70MANrf7XKP zN`C;wfBd@0A2KtOR_PLFwl42W(^J&qPPL{3WA2RfBF+^{c+TPlr9$dI=V>og0L0S7 z0l6krsKL!)K$}pLf}xb_<{1H^a^>!(hw^zi*Q?~amuFswlUv6D+QGpbhh^MeK8l@4 zTq}-KYet_`7Y-P=Ldduu=-GYO3_o={S|$|MU_hJ)Z#MYG02;5g4tu3_ymG~ERN_OqaY@XMUuofM4`QDv11)UaEK&UuxO<%9R7 z5}i6u80SjA-$uDlw z^y4a4P`V9`v2CXDmoC80c;FOoKtUL)_4o>93pY7PR`ub?Do8o2Oc}@12%Gw0VQNlx zK4n=8h5c(s7w=0C>xU0yjh)qPI%p^5S;k6#qrCEfi>}uIuph6R zMM?R00ved>#lc^GI;sA9LhiqQP_#QHD6^?D8rC@IpgoYLGa{-Q=gshw-0|{%;Pc`G zYg3oZ1lG;tb1-$uHn&D!#^qc;%eJ}IQ=%GTzBNVLY;i-pD|mtfXPcBm-zcWGeT(&R zLs9Ou7ePy+Hy5_|gUcdTDH{{@8B%}ur|JyerPD)a7jahH*7v>oqu}Z1Li&SJwT*MH zqh$^!A8haC^MdvPjY{o`dH&Lr|AKU2VH!ZOZ1$&HvO7UI+b=-f7Iq>RL=PsM^j3QJ z9vtXPR0+~4zZ`ZQNEX5wq5j|rNSWLDP%OhG0`I&l#!+@O3oG<)8ai$(`*PB+tr`G> z$7cUjo)Fbk?)i##9F)Cz~S z?e(!z>y>-DDP?Gz!Sn|P+!_=n(O&x}YPln9pPcBuIdhxX`CU-#F)E)9j8!cj6hP6S2(yA!)YEUu}Cv(D+TCVjz$r?}Fjwzd1 ze^cA>v}RTV40DG5GIQ;JI_P%K^K~HZi5IDIOa+Yn4P=+?oGAu`h%ahR4Z;uRFZ&J1 z+VvE&?%PEf-18d3QBRt}vjD`eT!$z#W-&Wp>^Qi~)7I?rV1jN|0Mq2*Z;lT#sGP;O z?NgoF2LQv&>#F)6DO6W2Kpk!wn0rZ@FPKl%+GlX)pOQqb!jY?_R+(?O^Ynw=!QSAt z>YUzIABMK!=FYB2JWe?i3#<~;8}m@wWJ%h%R5iQw46ub1sucGgb;^pbwuqwgpy8uy zJ>=<{?uwLi09{#ho;uwIyPRriaml2z#_>XJS-(BmOg5+x>r{#e_~B-PO@45_!C<#< zdK<+sJ{<5f|DsxMFrdKAEO&NUad$b&q|3EheeDyoA&jQN25T^SOf7!6+x0*3n*rh{ zNnbVvXiv~+mS5fdHrcPadQe{&gUC)yJJ>(>zFyIFF6cTFsPP&L`03VDdTfq5!XW~R z+@^9@{HeSY^)N|>MkmKA4DZL3X1w!*@@mRjJGb5svu-~&&Tfw~RujGoD1Ys43|u{~ zj}gYJfpSm2NLvDO)|c2>8%H@Jg5jfBKLI~yAFb)wjz-ka<>Wad!k(A2>@AynQfEp1 zYqifaOvZ}j7Fo;$&@+aq^c{F+HI*0Y9C@g$Cw%H7@X|?6g|?VZBxa=UOg8L9XE8#_ zwK)!F8JsqEt{HJk&lE_&Nk!nb#+G*lib>S5P1@C%kwVXaR&tTni7ZNQw|g%31%?a? zLRDdj^fTq5N*W#?#A$lp*61r`ptGbyLX$>2IZ7oDH`;aY3z&X02m<79i@b5A(D1T0 zTO$54FbZ>ju~>&)b>)T2*clT$|66;Kkqu`yIGXHRcAqVjW$n6-KDnbalM#9hmK zw=H(%W!A~aM2elXQ^c1bh=?Q~2RO%g17KvvJ z;~Rm)q73JW%f8}T+dok>_x3pUa?wjt8rz1!;>3>S>ZqP;t0XXLu(#(++Qwx*hk-UD zT%HNbWu-O-mlfUU*-e*awyS^z@;Q{tsZzIShc)oQp~o;htCIoLuH_RNz)cCt_0!gu z9BLrgP5dwhsjST?uqj@X9IXk_1#YU&x;WdS9sWItD&01U-2Mg~kuI^PnI5jUTDE5{ z-j8uUizbL?OC5GtqhUKc1&9qHnZQDNg^RdbN1XH{Z^&(psT}LWs?<@oFNXWGXmo{9 zgoaL*5jglDG1Qn`*m zeZ>;oyqn4NeW6y&pv`4zLc_=L&1akxPZ-7k|1e@%AKxtr2;^ngHQrSIR1J|C1vD>c z*&~$|LZ~9b!L~@J{k3U^8cOrn$FnNflu}o7ri*9~dNovWX)(fK+0Q^VfY+ODg8-JT zF*>3#2E=Xh3E+AK@oG(n4!T}Kzn5{x%qKE$4WN|dV){DaxOBO0rVuipwd0tFYlRsr zuVr@A3}zC*!{e2y7RNKDc2`W$Ez0WDz1n-qjdAC9UN!ZSg%= zk_|xq*BaO0CWzNpG{W7THzQd_)ApG5K%0#az?70J4T z%l0C-v}WX}{}DhS%QWM9me|0S7exVvhIDXj%j2| zjCo&*$7rA%{_*b0;Wt$NTf<@7uy;yK;a(L7z%UlRS^P9e;Eh1DHQfL)EJYA*qdp{x zTP)*BBw20eru%CE7`f4a_!4TiiJG+xm**%U8SPXGm!Fxc``j6RI))?jn(|zhy*e6K zM{iN0fij?N3v&MP!~z#P5vHYZWiZ3RmS{~MFnd|6>RmA%#c>tPOtCn*j~J1Zzn2Z1 z<466r0(Swt5$D8ZFs3PESh*n1PGbl&XpgccG^k?->_9!&DoA4R(rBZXO23I$7nfdQ zy$(;<#YDgOok-(&wW&^lav&heKwh@k6l~4uSAs|vzKa>JaA_Gbh&%wpBpIcycZmba zghU>&l=L~S))9|EXcVB~KA!TGdAgX=)BE7+=^fBpBv+*oLKnpT15MRaq>2i7@jbq| zIop@In~>7x>#$xqo@UDzXboWvA!J;ct0@7idE7Dpu&vLlIb^n|%+&M{!gF1_Fy7Y- z1o1$9{_)00pHG_0$TZA!<7I1tpfW^UO2{qJ$!9=Vdc@QM%FaJ@({DPhJT1?|EYA0| zak%v$S962Tuo=IL)}wEH(#>k}HkG2^@-)pZ%leHQ4MEd8QH=D;9{q4;fp%jH=^^k+ z^xFV_X_^YvZ7bsP&^4LgQ!r1GpnGZpZ&yrJCyco~0S#H=>k*dw9Z@H#4t&TX0kM&6Z1xR)kkkZ@1x1&7=VC`?>!ZTmcCcB7Z@0MY(dc|NS4r29&{y0`PCP@AuelE;Aa%4w_; zP~-Fs#n^nGwptyD7mHPXd_^J@)0-}7cN>z4`E3B5cGzUwsR1+C^acDUvHNpvNemF zxg>SQ9iR^t<+RmJ1z2Q=%UP#i^WCm10dOJ#Hx`SPf@v~B9F`d;&o2)Sp%~1)nsINy z1w}`7)hgV{A+sSU1ePH*8q`hiWQ`?r9BY!H>wn9TCGtVR+jv>-2+-lhgzAcfU$4kg zLk)mmyJ|=vwpZrt2Fhqnr{P(j`|+AS_zO5Vsy}Hs(pYd)VLvqh7hH#gJDGeS%MMrH zlR1+-3{Y186V|}ez*=GMSOm8ZDuAtbA$8m z0>V!V<%ca7Aejtw;7b*Ya{d8PpuvhxN>l+kTZsTs%xB(9<@{BjDZD!_tJhD6Gz2wv z>(EqSihFl%q^G^&bg{~^dSBb*p_rIZh8WLSFGA&!OlE>hF7Y0K@uO$351j12%p&nC zsoD4*lyyRT(6Blo1?Y1hT-&^B?CKet?Vq-WO2%vjDqLI!l{xq;6;uK)Wp}gQJHrKp zrXj=q*CSk7({DI-zwL+xnVt$bv9WRT-&N{DCcF!?`I57)Kla5RUgrx=w43R|+8BaT z${wwq`nes6)fEAW(pclZh@G_zyy*6zzj6_Y@yI0eJ(vKLPf`Vdu4S|<2nh18S1N}$ zjF*d-T6z~3v~ILmIht01^`ydU;+pQ#L0$@00#K+8OqwKI`TnFu2G~$z1;uCYFQUu%5bC>d^;cU;sgmq`c;r zXGEhw4RnH{Hxt;mz%u$*00KZ^^;bx&Tuc;?=P4?sy%QbP%_hwCzyR8f7x@5{6spTg zc+p@e6{O2U9<8oWPAL(W-rg`|fa;zcbr8!0KKan&y8Xf5@!-ahTKG=;2B1$>G#h1y z-m&MBD5$jq$vP{%;^?a>8|jDjBPsWLWein2GXP&O4;q?-Tn#F&!bvAqh0{_*OYcXi?TtzJ>sd8*_RxrX9I<-_`FD#$w^>+|GaA8tKNNSV30XXRKvNw_-^tw%jKHJ;jB4y|HV{_fgOUq}keVSB5$ z@ppF91N<8BCWBx5vxrt$GRR1`KeZA_ya+Cs6Y0+aL^UTbXgMIovX7tXA!{g#tu4LNr!DQZ@oQ5D=N448q%)gID1y2;0Rx6QQwPqNE6mLaz*a|- z4yLY$B|HSl<1c^oub|ltQVA(|z$7_~8lAC@7_v9#SlMv@PS-3!S-#&&revZ%dYXOpI+M$c8l0w$-%Q z5e8W*5>PqQ+!vTEe1`vaf?m^mP$BgI2ySzt+O`y(Jp_A;T2AT-YA<-TBSL@5tECMR zZ|B&IhM!JsBfUS**^MO#)|V}_PXHoAr)cYm&&3U(-$KECwD_AwXz2e?oY7PQp5@5s zKbQSZJ9<_v#cMGd6`lb!-1@2voZ891D+R;hPchr4I*_#=&uBtN0ATXE@tJ%(|+$kEt~E}8IZLdb~(8;80`CXZlK>|)*2`a zkjA#4(>GY*{gi~-n0teYZTK4HjEKPeLyz&BZO-UDQw+bY5fe!*2*-*hGfJp@nYl3uzTwVaxO zACba@FHj*)RzfKecMf*ATX8_DXC*cuC;pt?`S(0oRy$CgSo2LnVI4r=`mP7OvUTof zcidtds5`=ae)SZ*u5i*a+v;wMcNZ7W$cfJ?|SfIoSpax=afP4mA#cm;nES5~* zA+%I;xtD8@l)`~jq_6nnuk)fkvP)$Am#-i+`Vm}w^)c>N@TG9^KlQ|Dzr$j@obhu2 zq`s<8B>ag2U9te_#9{f{aYXOkeT^QlQwn%6AM8tnrZ!-bFH3`j&6ICGxaibQNyUK} zBQuVh(07xU4t@z8G@Sat;2-s`(-MG(6L&zei6*4dYd;gf5SWGw0^O+S#Cl&~-4VMC zhr0hFj4C0I3Y~DE@E6*F16Wsg*^Z#@z&KUTM-D@k05ONreCYNULS7kn((U5>aHYgK zoE!$?m=<8&6}6UpiF^ETaiY5Cuy#NIYRGNar80jE0GiWd6!Ry+9@1B#xo!7t=>e#WV|0_g0X7D*}b!OxukiJ`KC zpXcd!a$0x%3N}FzMoa2tNa8k-K#$l6;Kbu8kD8~HWT*pbzTY}x#!QZO_4K}FsFUl^ zuFqBCixmrlL_oWUI_fVzT>+&7V+z{G+w>m+ZavsV`A$I4JP(K<9zRcOZU!X*d#3$D z(I)O!R|rf&bnbKiNiV>Rnp6cVHm!Y$c+Pz!%bHB+B#-~;W!o)k(E9?cQ;KGeJ&Ghu zs6NCz&fSXbeND#H3?&kPSxUtA;AaW0&7}sihl_0Y1z63ovj~140`WB|OVm$t%e9(I zXp0I})E@&t!vt|_feBJ}eRv41K z@>Id@MhYcCqBxk{qz6c)PkMtp<)_be1Otcs>f3T8S@3}4!>RSX==K4n#_!Oi-HK5_ z34l@uMgRz$|uDvVbebUKunBBnu)NR$y#b(~i4()yi8l$9? z>5IoTDqn*14luEx9hh-vqpSu>7&^9Ns8|*Z^MCFqRP+s$4h*Lf8f;7t5keGi!OwOZ z`AdZlRlww8zH4L`_e-&6Ke%ITyE=8sQ%hO1pb=i&uT=LQ_4Am&y29t|VD7-pxCk<} z7u06Y!;}9)2f#Ie&Wiuj0letx4tsqjfP!y1S4gRD*yz#t6dTEQO$c(H3$z&QIB5hHB#=cx9BvY)=O0|$Oo zi#hAtda1bF4$j!7b9>|r74U4(NsBIfNBhSE14Mc|b|yrS+ zTYbg!Y;mBmNFbsLa1gH|qOotXn@S5VeAhNEHxSlM$I2jR^7A;C zB#16m@9cT>kG$12Ask^&gk}fG zQdWEbdDQ70_=b89g0BSi7e@_H+0d5Z40)Krh=|c@&OS{BCOHW5dl|v_x*}N60IH+H zpHfLDP{8LOniwFcqLW+f+-amD)E9UVMSv+4;w%P!7D!S-P~Zb_hX=o9JTT-D@dB8> zZt>ju<$~r^^9Z@7YB_-AkQ-5@6(Y^7n8^l7aDa(V!ZWf&KH}XwNC8<8US((eixoUQ zp^o5P3o8N~?c*&mKnc-+YmR1Ha-kbtHlPP6qAF#Nwn4nXdt0(kAD9OxhTKPYK}-ko zxQ8DzA0#KDL_PwXQ&8m_5p0p#>1j)J34+|MI@lp6VQ{>4zMa}{@+JgL0Bomye43Qq z)vEOA3dq2mWr8}v6g6G@=m_h7P4{P@Xw^Rp5_-9qh8_3RdZr&J0+b#U;P(ejcO?S{$~+EGTr!pfbfTvdD)QwD%|1k)3?jSJ$-D~ z58h|=$>2k<@JWz?f=u~{%OPMF{nPt04g9Scz)XkGH6#E2qY^LSyw^qv!CltL&guW` z`{)OraJ`NSRJQ#;s@^-0%C~$LJipJ^KgxYy*Y&zyd)?O+yU!8QJ;){+%u3?&e}3tZ zD6z|6gcC>MYg`?iH)q^j>f+#GCkIVAzMQ7zK8c(gMeygbS z5cq7}_GLP=c^t|Dj4xnL;!0!G=9_)4IP7IAWbn-{t7}5qQh*vM@Oqw(Cl`6Z$-DQD z0wUezmn?C8ujRAoKq4)`Jp^1F`uXGcA;jT&9K0!t;=>QZB2a2pq9uQ(ew{#&t=wI= z(C4F>=tsNz!257vvHDatqhA;tT0V!OSGh?{{=P-20D=_!5o@Qi{iyok!oSoAZ?~e! z2vf&Xcq4`p-OyGke=pp+31=mpc8iQJlo)1hii$6ifE^Z2_2tWqn8JEP{Y~LwFy1fVv3D*I5*}8)B>O(M#Y);)cgL1EW7BQC`8Gv9}q497wz?B8YVHBpex$s zpewFthN6=dL&o;?kk@ksy<6R-dl5oM(Wle>?jKiF5X2H?Zb`9H;Jp_qT&|jrUupHD z*qHc$b1E3p2=>dS*;U~Pqsglq&qs^vJItzqLgBxSBfU}h+KfzKKkrK)W*Jar8sBaP zM5>_ZTQD6JEthpO{|D~b6+;d0SDHppXwOu@i5E2)66?!{$m0U2dz<*1pSp1A&hSrS zWk!^8y`+*ZsPM-i&`_5<)UbX+7WRYx2a-Z?ONYb-5o)Bm2-qRGGr%@_^5ch%<8aHi z+@bI5Cl3ASE)au5#RE}sj7j!&4F-W(pY;vyc|5FK=Qt&V;P036H*wpR@FJA#5b|#- zkt|e~&Du|mtdCnonxGrX7tTf%`E;LRU1F*`8A`pt2a;o2P#KuSN(>{Bv8!;<~ z;Q(x?`+|pdq?``nt#32p2z?9rO;m@$85i#^5B5qOTkUB%2omT+m_2vK|j_?pgTxoO-d{LRJvv{i7Qd@=M zc@v^e$9=OYPW!zefGA?|w*npve>NP-)F``!*!+aA_zK|Fu~b5|L;@-lvX%Oh zu(??+bc=!0r%1e1L{;zwF6UvbzNs`CoT1n*!ds5i7FjTA>XhsrvfP`D1F(hQBV?I! z!c_=Vk;l#7;JE|35iq>M3H;Q~3)Q6oKg~N)hkojm{fvt1PGj`G_?kB*>v8WwoEyFf^e z&f?}G&O!CaZ;0~X0dW=ORUpUSlLm+Phm0x9QiJOU9A6aWGPnLzY6-!3rorn|skooFfB<$bujWW<8#F3rX297nj(31T>Rcg*h;i)N*O z8~z85%I>1dUq!*MeH7>jIal~;LmhlrDF7(wX7%-OxmF(3FDOq?m5V-cF@(#LGZ}mz zU{TG3KC-!kiWS)52>a9~^K;%FzUcpmt^Yxt$w}#O0=X%aGX!`FA+n*zeB1`rMc_5HM*>lI=%Huq*ZuhWNn^ zO~n$!7q7i134xQ05UVy5A>9Y+?^~JhQhjz=J&jEU_%C*fRLQtVdDKwQ5>m*i&R=E~ zu;xHBqB;d4sL45Lld87=_N8f-raa0S2cd1J=a#ZU_ZK^*LJHnhp7kk|#7o{aYZ+AIz2WHQhUvb?wO7 z^0xsPX9Jy9FgnmRHeDmL*0gV-LtMhTY%h+gc10+{nkbNm70vkj2`7jQ;AiRH*YNd_$&}C?7)gSzezVE=+Tv2-#F5@ThIx-++-g!(;^oLTxDEV;i_imEw)9>0p-2^R=4vZ8S?@uqO_0}_ObA={Oc+lpzw={MZjv(@ zC%~~Ae)TK8Ax!m(hu%%0nO>wNh{DLl8&l(-AMlsDeVkgEh^$^Ne?lOio4KGF7(RHk zw|2Jt@B>-b^pb4g*wxga0twhIAq4;%BzV1*=<|qq&7l>Y8Om9rlP1IE?)~|E$B*MV zT`>C~Gi58T#ZFcTeet6l_BNr9g=$kjgY*Vnb>H#yu}yS?l)2MWU>L}2ImHBi0iszD zMj%&0CIN(*@vB%?nc*NmD2V?|R%!Rv5n2fo3T^g9x6)1OHwn?wd;gJEG}o<411*gp z0jLX%%xCTtNZ{{JMxy>CZ=Li#^N_znXDi)J#sTcXcoujw5RHV9K@0X+(u}ff_&+39 zzB8E^U-k~>l2BjTrW=_Fj=|w+mfBy(VP!AIgMrC<6c0h1$jS zY1-g!={pBX4)yW>w-;a*PJ%F`Eh2sUL;t^tIm>)$3uDkrD|7YxyESNw1|_`iW|~c% z?NsWc2&g(`L&=|^EO4z6BNzisWQtB$?v68NBED^qg2IER+j`yEsItWER`C$=Hl1fu3bVm@6r%@DDf2vPg_H@?-Qh09TMn3%r>x<%H1fSd(LED_j!(%Rygr}7rz3_0&<9FDEdp1y)2721=3iU{Xe;* z#}{_?&0dZyegYX~N zp!X2(rxZ$OmHbO1(r!wqMEfwF4wgdKc{b%(Z)bUki8=o8jzFXJ~y%N0NvCxvcE@Ox-cxWmII z7sGxg)59!9(d8ePsyxI!ErKhumCc0 zz?^7;13c6|EvMyH=xbG{xo18C0I|qi#&xc<3C^mT7yqCAO{8l$vHrz4EwgGrC6G_; zb*ZWrza`6^>uml{$LU0Xj1qMM=eKDTGw%QSn*FZ04`g;Zn(~c0#G$JCf2RtSIP_yZ z(){+r)B`_Xi=Z!>Io()%1vLUt1{exh1!Rqj3|_Q_$vQR+{CWC&3h?+8#SRm5A@%TL)bl~X zpyC;E*TXq<8&GYQKGdzK_plb$9h}%@F@V(OM%Kx&z_6XldD%1KfzYx1``3vawUpHP z)s(%@z!bUPpn%Bx<d^lehc^c7W>MHjd#v~XG&fS$bT~5 z5|`HbR54yQgMQs9Zr^}qfy9HV&aGJ1&U@7pk>yRsM_Zzj+Zhu#)KIH|#)!yZF8im+ zOCJ1vY=fE)Tz!rOc?~M)8r&7{I|BeK?A?`M_DlxOM-s9U6PF|Ppu>9hY-e!okC#m0 zDX=?S_R`v-^NOPPQZq$EFUL~+9`E)K?4oKZ>=M?R#s8F?I3xZSK05G?gyO%=rLj~A zi=dQJ*Mtl1Q<}HUK$=$3EIo+o4G3k+Rhhq0^Y%82+%umZ2;J*)hT&*xZu32eJrU(^ zI~12ly?L{{6wg0l!0`O@wMuH1VqH4a`+<9;h1cBD+63MGkAB+c248zDEy6v^n_2%y zZq*I?^4OtezR4`-ZS8vBbuowooDY*RQD_&e}ZzQ1(57Q|ZL@N;AU{{H7k1$q>RgyOwGp7)_oj`wtQ( zRGAuL6V-3U3`c$sc8;ZPu#bCBr075@D{G3(NmCKJx_Qd0*&ry83W}OPAb$vI+KMET zHzr({o%&E_glT9#n)TI;Q16eI~Kov$^P#Fqv0)X|dzil)k2j#O?;YDH|M^H0N+<3H>QF zkew=FuFiAPz^ahIQk2SUG46o{SL;K6cG=1_8aE<{zs9Z|v6`X|v|&xiC+GoJ)~<@K z+ppL!DVrSbzz=ac`Al`}vOxmM2E^j+zEb>UtE|$S;pRfN?C6gOA;#zz0&Hu*`;hqN03YiRL_*N_86D?BinFpA1h9vsFTF+mXyT>Le z5?Vj<=a+T%$%vizRx9Fhs15tCsS7>48MgMTdF|JtGlPXBZ@n;dB-G@H8CE^j16jx| zoq2QXWjfL!(SSSFM->E@ZQ)xf(ooVTw!vU4X24+o`8|6syWe`i-4O^TAiq1W4qaCu z7lPMgf;B2DRxE!>Qf0a7eP)48e%y6cUEi30D~&MAQoOmPqKF&AR1IZspc3^ikrg!eNdy4Dg2sbLN#AGB_T%Yg%7GPsWzo)B zeP?UTmA87=K9o+BKP5`dXG#=D%wHQ%W9S%LG_6sQ2C(6ag8##@)OZm}7)c#&^QLrw zwUc_#{>`uL5x7kX?@Vb~g0wD2nqB-1PFFh!{cO8-j3FsCg1wp_A&V z+6FxOZ=j?vVQ~FW-@_Pbt6%6}nW0|}e*KFcq@Px{U%OBGkmYh9`lNH$9NIunV{V8& zAgqdC;u3OqOfE?%V}=&HvF3NuJP2ONy3qoA*2^!7_(R zFGHsXVAsSmr%h*9Quxru(}S^O1aLPriAT?S7a~);gFmQ z-%(AYUY{kS+t$r7jwhGbtqzcL6~G@th-t?taarcN)OTUY4?WWFF{~i>$n3@4DI2Bg zis4Fb5?(@q9rf=A`Cp(85 z{hp78Z2pmvLfX2Hu6g73;xF*JWvwI(ue#yKU=L!=8ye|7Lgayg4f`jiK+yK%b$VP! z2atyAQKQ(%`pJJGZ*mvYf2cIv*Ca-zck>QkR0h>mO)~}p>6!Nj7#e*5kmy|0te{gb zB&C1-n`w79nFP=ss9nhl8n=2prGIEIUJuwIrU?t*s*JFjb8vAyEyg_u2A*ctdh;t= zQyyu+MtN%<2K*)UBprftlH5qm3nI6u*bKoZo_zTjup+;QcYL2Gbwi9VBG+ofYXvbfXby zG4GIL?o`?!r-Svu@tBe>t27-zjk_tR}OE`qdw5yq`Xq+DHEM<*YiUdgw1l}m?IT>3lfiE5!4Yc)s~-di!G(wZzoQ$it{&Z zkyb%ho`JiO;k|&;2A@;IMW}*V9u%E>Vv#Z|h8%fOh>v!WmdNR6F91?CE8U2HkNfzP zDravtg!oL>Ky!{7al+;A=EUyfPyixs@x6ObH!l?zW?1A^a~dR7{)vUUJj_y9D()}? ze1;HT^TI3c92{JiEzWs>%uTdnJ)EuMX>1O_EUzu0kdRCGbrDEhQg-e|0m5&4aZ#?W zNDj)Qw|~FLE&1b_;fOGSj6}Oe<;MRxg+T?jq%2)nt>&Hx5i=vL+nwhNZ12P?6J7LI z{xiL)xShC7YH)cR6vdI=W>pYg43-g}>=IdiaZ&jaaEAVGuWqt2Za+Q*C=xyD^@O~n za18{9-&Wv=I6f6Ct=rWNq6^o*@xh$^HG z>_cY#FfVMgL~hYD5(E%`5?ET435Y_GM$-?#5w)Lf*C_hJ#;7u>m|L1-LQBx`1~BI1l(BX zgz7kW{rpbjWYW}ZRaEU_`7-R^G9BBr8r_kQU2vt znB0%|RuSzS`Qsm$Nn`iNKo270dSn}W{NJ4GdSD*mc|#+xgY&*uD z3JEhT2JT&(k>P*pfDxG2fc2kwye3nGO6-Re=1l!XKZHCe4G@4a1qCqi!s9zC5jI^f z3JGr6wy!~T`!}d2J5c3ZLj|`CW$~7z05D~$=gb(^Z$F3WG;q+XVfqXM8c*V*nKli9 zE>8HQG<&gJjTtC{qhQI4z(V7X7?AI6gXoniLQ+ud>+unXJB9_|2T1_ej6uOLrWw^9 z$Tq06WlYp)qE;}vSPpFmSBisG4I3Q(CoSyDttkvFV+r0-S7{bAwb*@l8BEGg=~;eo zNE4*_Jyt!%!l{TetdI4gT%41DPD@~%DRg2WWYEp{C3p-mLB~DLuVDx_ikN<^57QK8 zrsyo(M%V}OsQ$N@@8&HMwfxjbOa4?CU1oq-AQjOH3o5`%>MgWKBoCXOpNP+6FK~Q> z0a8vxV3?@}{k^y%F7i?sBMQ7JK11@ozvbV2mIVQ;wuz&!6vp-=$vIC^gCzM<9#E;S z2`J`^3pF3Ze4ROo_72?n;g*iPnZkj=jKLX|nJC%oW zR7UUdy8JNb>*{b`xlJE{u4)8LDug2`VW9?}zYen@88sqv;aaD*V7vUYc9HV!g81LZ zoU86sTv|Mbg9#Lp0@w-=0v&}ZI&Z*VSaO>c>=+!L<*{e9^@N2&ts=*3POpXHs5H$< z*LmkggC1JJy#%+ak&zp8)l^=c>CaM%-y1<7Ks~H$)XJm28(6Nl5f|x(VPbj>qB@le zTPH~^!hCZ3pqn8ROZq}?Glf_MfAUk40&H1vuRH&D^Bm?Upwcp)--Gs;BWTSky0{2X zgxGvS>3`hi3=M2`O+uQzP!4s(2blqWd`Rgx1?*)HP<7jvt}}3hr&XT}buJ?JF)(W5 z$UjX*3<|*MgvIM; zri@-g6;%=Jd~e?N9z;F8^0C%h&c5&F`g)XicxBl01IyM9Aq35Hk#nwrI7@Il#7`et zlY`}a;5Fx{QEM(uxcG?piBDR$S@Ek76GBYHj+B5K)BP@o?gWStPLAuSQ&$zV%6*Do z99kBuh4z8ozKxnpES3%RN*{`wD%gpCe2e1plcjz98{8oVNdy_sdzuQIoza0KeTi<2 z&ryfvMiO(s!CKWZZ=hY^Gq^GGpS$r;+vh&!Qgs#(xY;j)daQ_zF|)5p6Y9DU$Rcye zu1p>`0PuR;%h8R={lpL;?zNMVX-l0xt680xj#xVA=B>aGTK&S~vZidNyE!n}aJt zjTRyBg@n-3B;|ewJK^3iX?{NY4eCC(e zQQ2^E~PYif0>Se*e*Fn9TibjxxC-m-uss}UrOGxtvL2p{=R?Mg| zIwGcZ=4U1(`?cggIKuyWc40jUuPXolu=Wd%+y)_=Xq^f>3S(L#{tG0>wlxlM_}YU? zUBU1>Meyd>)+^9o`8_xM$Cw(_%^3LS7RNy9nBtB>+|`neK@;?s7`3h)vd2q+jvH}F zx(*l5ynBm|0=wT3_~>bd>+-ZT!!I4UI3|^JXlKLQEC`4+V6(IzC2hj!_m92a*K*Jz>qHyE3rCMi&VR|40RA8aOxVRBZ>r_x*D&ULCOq=VN6_ksXx5 zo!p8~pf-;3lb}(gvbdd!Ap0E-?|3B-plwkG!klcSk4E;x2l}5Uk(>iyaG{6#pRB0( zv~#xyi)8{5vXka3Zt6u&rvsZ3!?v&S;kEc~RW_IDH7(;-3v{&0Xl%FwFW!1NY8p@T z8We%|l2ADD?h4=1P-7<)+QhYPsfA1;d2y{W|%*Y8S@N44s#&j)=m5N{IbKPDWO4@Nl zDn~!JQ~A8ewygzG-CC8M@*_0$`AX2v`xMt?&NSjIrn$c#sPeCTI{t9p!S(x4y_jxG z=~Ud*N}M$da8mbZpl#oqnk$dM9*?L=oqliJp;ej6Ox04-GjjQ)baaVp5KE@Q&EDR9 z%J(q)hn6Hpszhf_LtE8Y$2q(G_;AZwm73QokJ0SJmi|wtj$B1VonCisb?KEL#&N2y zajs$@?<(cS#^X&?={NJ({rd$xbWcxtCyc%VaW?8c;%mWok6wx73b~4PxG2ZET`;C0 zLhBmnwtwqZ-zc5;4aF(iS)NoeroUS#ZN{KFW6V})nw?&L!h!E{6!I*r#*FOj=gD{3 z5Gb>(e9W~6Wze1R^|8_f-BZGA5+kWoJAWk< zSJKpJzLO|CVDJAZ<0D;;cCvG3k2i&^d&uW|a8E)~5oeDE1&^t?FuNFm5!raVI~IHh zW&Lz4te<0)64sU<_=J83afX;KOOckv>$_<Gr(1hy~f_w*zZDCB2U< zR$J`xQ@S^<&V1fP&4?bar*Jd=-5+C8QVd%mLjE;?GJ;N60zC*2|7KCWxe#%kPg+%= zG(h)u1|yBUvPB3zSZo$7W|*$t^PA7tArr3Je#NoiK2rBKb?Aj_(+t( zXkYM7fa8HXV_ZtTQF-j;GUumW*(r=#X-(sj2Nlx8NmnBvZ!9xlis&C#WW?b2vm~B>$MYTKJXjcfs~E?kr$P zxNW8GDb_;BzC64#3AY^TgL8(6EJjQs+GD1$k1oEXf|~LoDJzCqZ8L@ouPcodj`+qd zTv&s&6h5}Iu{=-@)gHw25@|G&Ts$Fgc}Ih3_qxa%4Jno8-l6apg+wE9r}8?}A9oD- zXz^ypoihiXEhvE5cX*n2wG2>)9P>_Cc<^ctGc45BMY=6sa?nov;+w1VgcBWH-Y3f& z6yWo#O5Tw_pXp!&;3UduWEOQP&=ND#!X8HWM zh85rMD`2XoDF_btYb@;C^NG$m#DC(&s4?lF4f6*rhgJ<2uZJfMU|3V59dk(75phj^ z>Sw~Ajp+wlCDPG7#l~i|OYj7Pxx$c=SQGYCfAZbKVok`2m<}JWH`fWaM_T7Bh#e@%^Y*l+o98uLZOJ~~M z%;BiQ?q4#;5O0r$vf~!+%zEiG#K^5oMT8B$jv5&=Q7D%8kYON>Zxt&d5ndFx1e|zq z=$tSBHvGRuJ)muH}|sVC<;VV1sN5 zb>X02JT<>P2aVBS(u=~0*8OEQ3fTc9zCE>&bIACH!y!$>dBDa6@{=g2QfW={NSIj-4jOBP1{DV z$NSI;yv@*XD{AfkrL3z}*<6wYiRmd$jRAJcubgfWkz;vQ3dEOSlb)yTl$KU_c zMau1&=KzG0jKrIU{su39kt|#KZ!bU^1S;t_Tg#c`ASaY_Guf%Iaa|AQnZ) zxFaBh8xWG8&P<%NvR97lIZKa3{DGWj(=f$?`q0{Cdhr29TQcnBIeObAl0SW+hh5c4 z^wavpPlX*U42QVS;r_52k2d69Z5mxv9bPrZBifDv55;HgP56-L^JbxM{DB*cm2QYR zB|xU6B^=P-WP7j;+z!)h6yZ{hT=>+Pq@0>Qm276@^1BR;lSNX0@F6{#R~Yb1N;L(f zt0m3QsQ=VO(E&6XBu>%UZ}RZa4elIsZVd&DUUe3bk43a=hkbdp-Ra=fV3Z_d{~}`r z5%!L~jcuTc*#J#n7}QvDBjPT@xBaG1tuodudZSCyM*1p$aNO0PCb!s9MNiu@xp(X3<~_NIdZ z{GH7n5uJ(JH08Tj!)@D!z~+?4`)>(=q1CyS#!RhlBKEHM`aza*z+6N&aCj^x!;M;h z&Y1Lr-9PMU_H8}0P%>B2H>-qqaI)>wfixO-xdCJFsPIbMps`|6F)UdSlS^Clcr( zFyv)=190;DjS;<#fvPoi&Z!QqYga>TJa`{oMBjaRc>kx+twuVeJrLNjs}nqO;t$aN zF%77-@&5w%U{3BAdy=&O_v<|NOoN}pmzlXzoT!Kgc+qX1BRvHzmUBKXjD_S7^;8`Z z>#C1I>Oz#;QY--Q@5kI!$72@!T@ceJQ^F~e`{SQ#KwdQ32?+3B8KJlNT^WJX?+2sa z2TIbI|JlN6S6V7lq0q^h91pO|HltOX0-j;HX^0qV`RwhULxSrA7tk?v05mpHC0?4nh?pNx z`aVO$Io`QG#b1Ca0EwOhV&ubHfW1V8=L9UueeQZD3)?jpuZPY8N4RB)4$3DJ0&TiP()2<|+yL8*|tI10r^pWDw`Sq9W)2y7KTaOoZjJ zi^GaJ3TmWAK4i)hDADDDK{sjVWAI;wI?Ppx2fo%Y3yn5)9}Eal*xrxFHNT<~*vdv1 z*aE&8^ws1qo9q0tJVjI+^gO0)ME^M7ekB-dw64A z27I|sK*W34X=cnaYJTGDQ05pH1biIQKI+gj2Tq0!b;>c}6_=09h$naobR6werVj*U z!Y|O_uTmzb=mf%LIi`Zf`*6M7uVY^WQH(GHMu@YLx?Gy?sMRkArh;y=BBB0%!{saK z*xJtWed=Z5T7PS}J}!Xui-F9cIDoA`o1#$0jsJ_z?8Ohwfs#ktta`j)apa(kRk|LE z4D?lZM%#h^VD7l3Cf6rf%DX85ebhSm0EqT9=dV$I?C_czpFY`k2K3>JwlsPIsy^di zChdoBKk79i!O0Z?rHLRitEq};k;UOn9=o%=5k29jR8#sM0`@b|WSaLO#KXM3-bFJ$ zo>b~nS;H#Xn&7z+f4(R*Ed#x&KRFIkA(;!HH8oK-SQTL31LTK@O_^mnqR#x(oLf89 z;PdTA9{m-HN7g3COc00IjfB6OdcD;!G673!W-XZ7fcUp10^8fOeDT%8AQJG>_SLDj|n}&@g%HUJ`P?; ze8OQgVE=)-6O;SnOz-~E-+xmg{Ooju1fpX|wrwm|UvW;%)nGAPli=PU-lAaqm6lw) zAUK#mMEK*2n}Ydmjt2`jr=M$KN?}32V@3Ze?3)Z@ttv7fW|Y#U%IA3VuRmbEm_$t!bV*-~ZT_Uw$m0x{FmMaxt|7NOCAC^FGUquZ%iV$p?6&a3aMdADSGXK3Q8t=&+wZ^o3e=P;VIQzyy%!84Kf?l;T+9lRrqV?%x7T@E@8E^!e! zIU0y)#iK$-Cy;Q-6H$c@(ZF(rnE1>7|9ri9$5pa$%l;-*??F{u;dX4Fecuhv!k;- zPC)}qQ(4V_Dcm>lW`#Q%JY?ulg94mv$@daJ#NWr2&44ijsiF$z%qUZqUk0T2bN0Yr=iiLCQ-S)GDy};PX)pdSxkfWG*SS94Ok=-%qx7m;Wfn7H2m=3f z`wE~cVK_L{4h@V5(ZD5(&zK;?tiSG-czFNaOXsxPZDRwonTakLu|I?Xp$-->0*FG? zjDdX^b~;6%YN8}t$K}}6-R2#9zA8mhwowp>4a2oMr#ouH;=Q*KqZqIx!u?_DQ88hkbqYBl<9#= z;9G)ovQzF2*dG${Hlv0ci((4?y!ybZoSzD(d&R-^16 zCZT{nT%9(Jk!!$tc75leXs{}h{vo5L+oAFAFJOpSA`OlZnLx&NqpqS&EAQP-`otBy zD7oA$bO+{`*N3WCBwspBOXkM3F5j&cs|(2ZUr(^;xsTz@d&K{BQffD3X^i-&CnDQ~ z@kgXv9*#l%?Xp(}vwHEYUt4jU5G|3wbI_Q*K&en(^P|(gS$Air!=|oQp!BMQ8 z8GuuzaP{f?&ED{SJb$i=_g-WIDxFAttw{J;+R0AeK8dzM1i6@@v^*TMzw%_XyJYO-=rV& z#Gq!BIvQJYu>{Cl4)6VXZPStunIL1x{27mFh$_%wLiF_|FdKQW*_J8C&>#~%8rtH& ztEA*|sAc)f{^{~#GiIZ^+YTjZJPTG}ZBA()>&M|^U%i-oH#Z;&I`yG^fW9sAu4sf+ z+jgy)0ded2K5AeOIz*sbb#cI(O-R3PIIxU@C<2P$e0N$Q{a?8$8ZOPO)W{tuFd^gP z|JhC}awXA#8!-o)fN321BXNn^C%G!IWox)=FxjycHxQ@#sZosgHYsE(}+uQOLa61p|B zNMwe&U*)Qj8DMJTN~MtwgV)zxlbxv2lR=zf4zxyq$t=Cy6t{uhSd4ydWgcYzoF`a!3hR^Sc zR$rL;()7O4*zsbLs(=)@9lBc*Dj!D=`s@7S8e0a_ z*6^Kl<295B#a_nU5slvnTN-MxW*JlsOoMo5m+7TNQvVL2IKl=0Q#r;)C%MYj%(^lB z<}oU}0N1wUr^hUe>IqX}p*sbR5XvKXElUzx`?XFR8lzaJzHV~`Pp}Dah9t;Wl59@| z7z(S`!_}jbRUNb?C;mrc_Sm#`mc$OcX!Ut(Z=Q#kvA3LiGf=N>M7g^%e&eFzYP?SJ zTCB`E*T-d4sr)*_kEmM|L6=yoYSgp4mkhJaSPlkaOMofRVL3Nki(=Z0)ZAb?jzNhm zjI?8YaEUd1o?Ews;(^3X_#rvevF-XLo2l3(axOyFm4b&ZQ0P`%BI~7bt7dzgeD}7< zu`EM5E*C`4D)3cQhqrr#Ezk3waC#Lv{CBiHVH$yU)`Erd%W(!gUa z4NFR*Ldv8j78^PyL_Ggh(YfIDTh&X2@Oz$*Gu8 z{rJ1TU2Lgo5OoG^?U`E8Soka^8UKiSu1fl?#ie$EKIAp@wu!~|aWvRXChgl2qiF{o zl4JP`If@w}GV>jeC%9Mz&@g`6Y5D=ao$|zw{C{R1ypN2cxE=> zPf*exyY8jNR)}}14jZVy@+dye@x8hsswsO&Oe$^MH`i4~VA&k7{O=`XBrKsC%v@%= zGFhhw2%O!*jLm`iX{u{B{0#oet}}$eAve*Wz|r$*qcPaf!ErRZ!VF(>Yrud2^TZ{U=xr*;j+DNtLG9= z6>T${N7krXd9Tw`;x^d@V^H^~Q1L(5d|g;qF2EijNf%8#cdrPG5mSboN(^)Bs{pY1 zem(EzrnbU8JB=Y=`F}>n`AmE}HMae!yJ>R^QN3x+hpz+Y49Rin@tNq13g8`}`PsuB zFkscX@52U;K&(Zb`%=MvPe??dSy;0z13u(m z+|d}9;ed$RF1yXs@ASYDQe59jr~||#)R}8vk6GIYP+3}`S!H8k=w1P)fc7@0gKdI$ zZfV~#=A$OWtf=r;H|q_+ayFuXs&)#h*o4NtV%NMeom*65HO9Sqg{~ZPO3*50l*@mH zPea`1_#3vsxzL|Fe{K7M!_?H4>k*FE;CPsWF9A19KoZu#qhL&bUWH1v=G^_i6=+;X zw2r}dze)tXBKBZhN%_Hs2uf6=?W=qUzeCihTD#z}1vM?*c0q?PK?eCz?S3b7*x>qP z$XFSqgstd8HmX{pu4i(8!`QP?_=U)CTk!o`XCf7Lw~Qxp)12?#t$~~6Dfh-=0E~op zIc@1+1zzj>j^dwJ5Dj=o?z>LOdCbuwIl{?LmVW`)APksG2Udp0AAVhzWkO@HFqP>x zP&B9Bf+@BzJ|cyWSePdSuonTkua|t9s6HP4hCUi|oad1@*HO4Hj?rV_ftLR%T@X=2 z@?@Lbh>@_*M;)i2VBqf~U9|;2$k>tof1rfuqCQ=3><_$((Q^JF_tJv{;?$hID5cN< zZW<_c4C4`6`%#%%%B)F31aARxl6F(YK}0tbEG+*J|0)!>M zhlmtnm~25(;-WihM#aLw=aBy@#DRcwe182FpK}K>4_w~uuNy*%d5;rW`cGe_#~(lL zoO@Gs{;$qZa7btJ_Wj=jp`Xv3dXGoaYxQaN|H}bI1$$4ccF!OpQMzsq$E@>`@|vD(cM{8bHXe zeRm=*PHq-+kl{U&ccc|cBbzV#1_I`k&d3(r+ z;!^=NUaFhYy_WN*%f#$gS^x~w46LCDJD@Pr1_!THoApWFgKuNF2$k}7?U9$90*~#!|dY_WwEAF%HQwrP9 zA|Oyk7j3-l;sAla^y@G}C7_t%>8q4EAGvtIfm-8W&Pmk{LC!$Fk zO2#N;5)u0%;yS&WE(m1q?Ep<1^N=1gL2aEiMw$J*(9R%(6cC^L1e654u}5eUZS@(f z&{PvTko2pOuJ{@_)~0WvM_SpTN6ssQ8kFSmN;L?15Qhf`^aT1Z9FJ&5_jVeRSx;bZ z?A1?|i@iLmS?2Zm<(7w_R0F-?jG(OLQxq=o55`N_9`vg3C$-S2&T$^R{QCi<%u2GD ziM9&N&u?s=&WSoSIFvPf&Vxl_xWoq9J@VLF1!}+1#1FtRzr&31E4h3L%_K>3KoV~O z3LNY;9*@c&C1fBGzuuk`P}ZkK6e0wl%&T;x5dLJjGVNF=u}9op{>@t3Q^*M5WuQc* zhuh2k>&0kX%)TE<*hsasbN+W%tZkTjt^bVlbQbP`!)!iZFiV%;5N=L8hxAsx9!SbC z%NUS&V&24e;T+b62-J5$N1|NNZltP<6~6k)yhMt z5#@&cH7opGoz#*74>SLCXj zTEu7Xhm~ywX@1i<_I>;JSxn`IzGG+cG=?-VnvsV1%{0SWM)%q~9cP8@`DlaVIdU7q zwZn`J)%PzzQ!7{An?HM-YK_G4-1{u*SLB|UD>vYj)skd@YsVnVBt{mgQ^PD8gi4@2 zNgga9eTWYN=i*C#twzV|d(E{~LJL7HAoHciorCor8;q_dP!d}VOGMM$+#{@O@u6X5 z5^P1?9vhHVcC2`upi?nVWJLyDgO8Q2I0!_A-2DUkE{50>cGOjW?r&F*9d7^CMw!6U zB-ns1SFP}u6wC9UQjWOgSB{9kIxYq(*Wz5KhPw^PXwEqM}NZXn&)gog04uzP+H%uo!d z&#gCQhlc)%CJ~I;Y~q#Zkp-6ndmO&X)dg8)DOtKzo6i{REG@M-D{Lh0A^HdEY)yTv z-#CP*7pfTqeI9$g(@kenk!F1^rE)t8=Q?{WDO7mp($>JI^aSUB8I$^&C5PZ6*1(B70)YiGe-R{1rpu0Z zLh>icq3PK|b9=!4@v*(g75Y#KxXKr0X%b>%?AqMvmH$aw zoUJg@!-K_U=I_ECa;Tu!J8Gm{FSbH&W0jFMW5BJQYTvXpKc+1GX|DN6>FqV}GS23Q zOW_})^&4qT!CTfnVGjw=dG7!5Cj7AL zw%Cgs`KMqMJ85lVwPg7j+T+}^4TAK>(mn+v1xf3&IIWKC1@0hcjw9k7n;imF1jn+U zpSw!P0b561J5Nj-?0Boy(6vPFj<-4o9Wyu5u72*wrgEqkNDabTb^mcDjk8vC-4ILK zh;=u%I!UeGCYD^%ggYJQr|M?7v!YV-C);ydkV@=)dUjXV=W9XG4X2k4*WK-c@GB9W zW%7?EY4OM3yFo?H9$ZttS$38^NK1KfYEZRDp~n_$=qbbQn_{PocU1In6)HW6Y{XlP zsX+m_M(-IYw!?9tb5)kI0K7wU`p?gmSwrjgB-v+I<>sw#h$ZekUstnuHT9Wmhlhqh z!;u=)=23`?&BF!0atzwnKWiCeiZCoWPg-LDJt%A^-3)_R05&g}?HL?zSZL)e?rL@6 zOnqVRl(ahPKi*u-hVEpASB8>A}Ulpn&A?-mK{1O=97xj7mFZ)&z!kd_d^ z9W_7iDUptVOs4f*9sd@i7_&=aV&Y?GB&6syZ2wVgpQhDVXXrgEb0)I2;f&RpPs|29 z6-PhTi=9c!;r(fMGg*3xz_^P0>{Oq5HOQ#FTVN%?YRai5dgf4>-<*}7nxA;bCrqL4 zBBAsjJYUTFic^h!8IfX9{+`=YI*#&cvX}js*EL8Bu$K6?rBrwC>rwZzH}8mB8p@i`FFnu%c%cf&7*}9R+sjk#EA!Dpz0te+G^m`iz9zpKnEo#ZzwYihHS8|S3 znYhR~iLE(?sq&rEKTfFya4r5j^J(nl$*oV0gaQ7q`9}Cw-{3befljVBvidixpUF|B>#PFF}0h!s~JaNLGKf?Z4G7|U&F!faUw;no5 zt|z0E)6qX(OUdk{>3n4usoAch{t7~f&X}y4%EljO?{OG@NPgKkU3aGYMy|Y8^`35#u(A)1P%^B@<%^7(|+nTNGHn&bDR!H4c+n^Vap zuduQ2buu?F<#RNZw7)4=^X_#e)|S^{O;(DhzlT^>a=AQa(GwUF zR(k!ZkaZG6!pL9A8GdFW=O=HP>Bv-bcQ|;H)YQmnW0IjxOLFCID=c`YL1c#=aq zjpuDcQm_9d6{3E{V^6`HfDp&2d#{5D}N+kBZTzLY8Yo zeH2t~)|Z@Qe74sR=_wA!F!;mCWIm7fx(p-&15G@_`AZ7K`9|IcCP7qf*bmy&HmO|4 zlPX+ndMxd$m`v~QZFKC`;l^*6ANAGmqg4;lZX?%A^4Ax~x&bjBD1E0MaSvF@#j@lLUNWvKD z$)XsyY@+)b$MGY@t~5V8?KIDuduw855w9o>@2mV{uHt;BdaCr&JQ3~wal+Dec1qKI zq%8jqc=cHQ_e!83qEY4{p{>TSrdJO^_AFGKO>c$_p(p$htKWs1M!f!ogsFw;9MS_C8l*Ef}M~y3-CsggGJx8peHrJ|oe95IrHu-U<9;V*#|6Lvl%` z#?99gtzVaEsbqQZ4L)}s=@l$`@WZ-qn$mVN>tgz59^}~6uCd?uk*}+kjJyGOuy*H!;H;T zQR^K6B!F;tP0<>GqPxDdBi>>Vf&mx<)r|gOMi^Y_1(86q^qdE^UF+_Elb5`l+q)(? z3MW7LV+gX?lf^@&)2nRaoP2N^!93JW%CrMnp4U%>Gl$I(J@-xU86BbrdM#}z+7X%G zbAkQ~5$pI25o?gbHxKG-ab?GX!1_r}6qQXqGF4j41KRfLkj*_VqT5pi{2}PdcwvO^ z9ah-euR>ly590gw5vDAB*FjwGGohbkm98MHFK;jM1%F}(@c5rwEo)n+eYi)vhPmMm z($R%+kCDzwdqcXyS%<;q^|MjUBj(!WofFyeFtcN$z^9XhnkkYm6D8+(d}?Ib zEoh}yG#kAVuI`F)WUwThm8hNbp}qE7Mh#!w6+`^Xc}I(u!B$cwsWW+skVK zA0NC)Y}=IL>n($Xxc0u&+!!T_j5H`F_eUNuy>uE#qK?>*aGw~yfD}8%&$@rs)osN- zUP|cqC+KB)@+-`x;3iixRs+}Lqzufo48h665Q5+54aq6w11d7>Hp8urhZN46P^(Vi z`V|k)-r;fo0$Y^9!%P~wXDAdt(AdXQ@WZ+E{{Ew;P8XCAMu?I3eZwi=;3}jwIuZ|i zGWAkjLqZgv&Dqtmf2Y~ou0gzH z*~xzr0$W55$&t@z8s2PQP-j0?HIc3wbfzt5!gfVnik7%NNA|GQJ27>rEi@DkO#r%8 z6Y=Djn0Lquh6kO=vo)_*kGg0h|C^Zk^mf)hlE|3Lri(-GTCeO|M=tzMS!cXaa=;29 zZ~pGBLFV)Hkjs1tAv4+X-5dLkrL*ylB%<|a+Bl@ zNKqmovoSfq9yVrHz#hTADaGs7jD5{p-*+zV^YEy73e>MNw-;OD2$p_BvaHIUisLr> z%Td-jm{RfKi5ShfjqeEJH?VLfOxS61FFO&)aa*3C_}IASmR;{3K?t`9Al8LTn=}@y z&Pxy2AU(4#l$M7R3Q7zC))*;FxU#^wq=47&)272k6_q%i6^CZ=Tcr3#BAa&fsS&4` z#Ve2`t4#Cn?@_{8=ugmE)v{~URjO6hQK|KT5k$Ax7Pv*f9a$(a&Q%z@w#nfm{VkA2 zNR-5{+rTN2qb}0b_P7_so2rf%VG%~Pj%_Xh_Qv0O&p9GMAayUcOgk(o!(f@t-WNU- zrWP)|3hpAA?9K7yZM{caC4a4K{#7v#?$LPUpZ)A{TCjD8h?hPczwAnr$=J+;OCwq% zOVdL~TTAL_e;)N;gc(EPXLpSjU-NFq{|+$@MN+3cXv%%hRvnt47s&_(Ij@#=Z`sw= ze|_7P^&0a?y6!`#$ulGhKVmzeU@6ZDjxV?;LfvGU{7ywG*@MnA`{|rgYk8>L?>+3k zp`%nCE#s+fAh<`6xZS4h-sY-r9HtN>G}{xxQ9rwZ4^8vDZc-GJ?z~IeAPcfOS8E?0 z%&27MH?R^`xV`htlw}BnFptsuc?~o&8!U}Y(>FVgCli()&&q=Ia%*`*M)dimH5q|O z@!9zPFlN*pgHYiMhTCAOrLQRsK6P&UcLk+SV#Ca^ zaKxv&yTQIRHytn^aNrF7`|2<1dI$9VPRSR7Rw*IUh3m zZXCGwV1yAxxs#_}HwU5!*%jXD(Rs42`TAmv5m^Kzm43%In^?q$qo~CAsHsa3@!+Xc z)y)wRdK>s{RJr?i2y9JR#Ik>;;=2or36~Az114&2Ia@<+B)Za)b z08?Gq_mCyw^F?k{FfmLW>73iuyzN1g9Q#HLbw!AZZVsVK@7eF(c>NZEr#Eaem{BFe z(`$#Wk7*r8d9P2^jVoV8lZNF8wU=f@HX6iN0*f>d5_Wrc^$QC2l**P5$j^^zqeo@> z&PmJqR3BM0e0Ec_i1u# zWFU*sduLAo&IbgLMz3ot^KD~ze@3d#_kHJ)9%)u%E3$JqdU>@ggMPeh3J3}M(E?Ye zkDN>_On6Of=1p=qAa+BW&Kz*Gzj{-2ZS!?)A%gwu&NV`_Mkhs*y1&1%4E&sV=;r8K z;d3G0OHGxLqiy{jSKKyo3VRBm|6E_|^D@+{fzM_StZGdp(u^i$#eJdyj<{E4X5?o& zBVkF9;_Xb>K2I1(r?6|2&Cx3&o@Z%(Wg1FjH^#24uO?E<>D4v<4CM^wg6lBwJ2zoB z!!iO*k|LST8WX<2v#MHAX`)sWc!kD3f{y*t?4MyKLlSZVN*wqFQh6~$au6cbC0J@0 zy2fO#RFQhf;kB`sy4Fcbw$pigQBYbwQ=rrPNk43cMOG zig^7CeM^c))3TJ?E?gn$=G5;rA@TD9INA;7-1(*DmVlx<+1H zGKGe2G0xJmYC-{<>vLuOaLttJ!tgX36^TgZu+H4aqKN~e0#?ZFBV>_+x;&M^jgCr# z2{)LmX!;1sJs$RE`B1m%++)9Ta*>vGQYTJTGaofGnd|&KBK;~mKPXkP`cLn%kq^MN z1R{q3LE7J#1U>(E;0V@GGQpZ$vwBz2WacMLv2+VGaDO>+FS_m(8&`;(n!Gwg%-N=wWmc+U!^oF=CgU| zm|6ae8l2~tLbxV0()yPLjgiy}_GkLITzrDwHVbBsy3 zC6OMQd|H24G1=o^eWSGH|I9kmC3(o14^D+{Ih9^BvrBKB$KY);Jv2wsE zG~Eh}lsL;zC3Ji?w^aC7IWHzD)6XGgGWISo6ylAHrH#;U09+0(hFDhir_x1y<7R1+ zNWFNnd)k|p;UWWpo|Nxt`ub^Y+ToN{KHYt1d{bu~T*a>^**q{`zWlt{B87)qC^z|* zaKEJMgXKnKP|>`g@yxL1mJhsM`JBeYl+%m8ygvUP=n}P>nUV7tO|COP9r$cMQJ|?T zw|E0Jqx9IK*73BEmJFOFT$xh|r!QTQa#q$rWG=yEMWrk6t{9{R1lyZ;?tZS6ZtQfb zbUr{@0O_hr-nc(nJ3Po5sXt-l{Vx5sO-`TE3Bg7C<{d8fCQBp!`%D)DjGJ1_ z$f4iG8%{0eK-@X^cEy?Q?(`r)vZ69l@GShA#~gP?$VuP5|4pAKrA%6CAaj@F=BH!R zb4cVu7w=ND$_&tvtN;lxAwA=twhPFZ6RqI!%lY8sMvq}4nCqzjg7#+Pa8=CEp)$gh z8bn5i>1{b3Qg#>7EK$9`;pc^4Guj7pIue~;7pFhqMds!-6GGCiK53dpRL&l>Ngwvz zbkTyBVP}-4Uy(Miz1qF*<3Re*xZCSlQciE)CjV)*neK}8pc!q1p&Kb2mN6Fn2(D*W ztnf(7j(U@WjQoSQJeXlA=byWJ`j^z}Dm$aeN7v{&#}?-@hg=|vO1nmQkU_f64!A*D z`m{cJ=%94<$6ZLt{u7J8O?+R9^7>zXr2af>KIlx^o<>qz@y4PDtkOV-GGSz-7C&lh z9#U@Jr?d_7E>y`;A_Z$tg^ItdGSBHF9!F-YHG^kzn8S7&HASm6=A!~beP>&t-$eYa1^q=yTw z_4<#~7q~DQ!naNJGlOr$d1zoe*${P19FS z_iR+0xNO=dSbl0Q?d26i*U!d#Eygo6yd8w8fsw)(M06lE-D)Ft8LvVXDLf(#$XiuAn z3=8Z~&HF3Xx$TKkqQ=6&RyL)h^6Q0R5WTJz@ZfSGQ+Ci&(|$7z_Xa(uVEFT=ViM2mCWL~A(5XojpDJBI_O^)?URW+1*mW0UJDeuO!n3nC~*=fi+z7uhTq#G zV-PNU@a2u^`I*-aLBf~!4gc|3HBy|t0U4AUUh~#HN`2#d=D$m^T!}gVi1qpKv0TgO z;Y>KSBev>a1$WiLD+-U)Bv9ldRB_}HEt@iVw5mj0B z#3{}X8;57hlO&5nI=SrjLXlFSIDc1Z+3~=H{?y_Xdgo~caW!!(1}l7N@{_RzCo-eI z9m>?_rN)6n?R_(tFVh}Z3{>|WWI#}K>h>+Nqs zM2kg+=wpA62Fryax#2AwdvdEN$FkwnfLbNpq}ES2!VQnKrck={QsV69`zk&+@htqe zA#^0yH#_0d%xKWnx`nIy;Btd>)b!z(PYs=lKe9E|?R(mC`N`v><@PssRi`bF=M>u+ zfkSssGkVhwDT?#GQ|cC_u6sRjnz@EYMKqkb(`KaZz=J&7Iy5vjOB!Yda!7p9KAfF< zhh>o8ht}FtgEwukg8P!{e)WE>fb=8WcUyy<78E7?|zF z$XNs2o)Y0TpqIfx+}EC698Goi_Hf|~la6(ux&nYN!h#@(Oo8!KZt)6jSDN~*4~_Yq zYZ`g8`*3e`u>mAaM|LQt zq4J(G5T$!FXf5YW26>CZO(Xy8VLLRw#IASFkZ|l9WI8kEJ=`o4)F@Id^e$2P1s_k@$aGQ z)+}|+=#J0ce{_0X5D}4k%`Ze9wRtTaMidBiOYr-AON^Af_y>l^ zfI|tq{53#z$AQxfoMVMo+QPA|b;q@=LQycxdtSG1#e;Rit^@q2S!6E6{&YMj_UcKI z%pY#=gROM#B}p)Bgj5N;D9c++GU!Pfs0I>RH%~l`;oaqBW0AgK`%dBbpCp=c*vhA$!h)~`ELLD9@3qs(*Z7=HWp5IVIjzRYxRwj*;6Fz znDM%%`#v8O*>D)6nrR)IIz+3m(8zU_G|Y0a&^V}^N&BPs{u_L&1BW)4hEV-vfr6!% z#p2p-ao(nWZ@nJ%hwk{zEEXsGlp9akS#Nb#T%t)lx<&s*1pf2CV9(UiUwR%FszG~I zPZHYbPj;jA&-}Kcu6)RO@UGiRBUcDE4XaN6vPnfY0aU68;xy@v+JF$gsl8i#yvqXG z_oO3LnidpVn9dgwOG7X_{o(mL9yx|&niCH zt_k`N&~V`CLr49{3EsD_zoq-q!Zv<~#4d<|Yb-h-h8?7RN~b4HC%7E=`dW1{RABz= z*2-0CU-o@ob{MI3#AtYS40Nmjjo|rsb@mm@c0uVmO}0N}o&D`06cs$@E!y4&k~*pj zr0~BXLUG3C=Nbv}q|+Jzlgd$yoJMLX`~|-lm8+&5e?Yc{Gb>j5v`6CQn}{78!?yil zeM%bn#x?>g0W2&KF|{-H=$Tvejn*(z5>lF}p8P$0>Vz%H#E&B{DYkB2I&{3)S=fFM zgILg;17tXcueGp{UcV;0wD_)4AY=2$>;pCv~ol8J3!8 zrEzdT*JR3$X5qViP7U-J?55}@%iP-g?OUM+nfl-^;S zXeGPl)h!|80G|0&a2&3r(VI@n<`J^jG^gvad{?SYyz7LzH*c z{sMg;yv2XJw(<4U!SqUQk^jA?GjW2(>|vRCiy`e3BpR@g{Nl&Eg)ewZ*3q6}lh3l@ zPJZ`rjKPO5z9Bn$)hvT~E2r_DD~r&2@|5lx0Ko?W=EL}wh}%2fj~+1fm$!$Q`mymTC1)5V4!0^qAS_)g8STF!mF!KcKwb0!$% zqNt`4Ab)I~LexoUDlmK~^@`}ckX-aoM2N6-s*|53y0{C)qBC=1h+EhC}{f5@6I$=pmzwW$4wQIFGqR)6i)p= zYxa6Xxikg7e93HzK%5xHQ|BKpm%?sTM7OXmS_9ySu0wakRR2d3t=HSnyuKwgE8RM^ zxH95j$F_5oc612zT>^HJN5xxFZli&1N%gBuBTG{~uXmAN6I-pvCle`)+fT}TzP!h_>%Z5J5oP} z90-RDL5RUcFigQ#CLPHX%73rY(Jbe&qj!%?qY3A_<8^*kj4t6)?zf7RB#F5<$80z& z-~&?($$V@Tkety*U=YKPr03DPbL=4xo&NYKhcr#)qI6tT-;R^}D-uBCBd5JM_*d!6!-$wWCn;Cz`7aF(?d3tqJjH;1#IR`I8S8`mPHaNaY)o zsUC@nZmswQu&12?GdRc<(_GTG9bUjMNA~*zBeqFQ&N>1J*X=pk@`d)NTW3&+tN^yx z$~_k+f&^e7MC+5o)nLGZeO?CJH^vrR+bVlVfMM-VDQ>GPzI@s8v;6qfe|t9b;;1+9 z%dx``Gp<{Aw8(){nS!FgPc-K@VxX_cxvnk*d;Vo1%JZy>WZhpOi2=0bR-;3R?i|IM zF+-pG6JV%R@KubkR08G&1S#lyi80)wH-t7mhigh>5Ft#3&E62|N$dBu)?7oS2RuqN z)eU^suL&L2P2-I)LSX1}1vA!tNDIQAS@#$tmsa24N!6ong6+`+*Z_EGgaQ2j>AUzQ5Dh(KbgY zKVg%@KQ}|NX7q$Ml&6#{jtVAKBvX{D0skE6Ak}g4h!Fz5_%IbM-qxSMj_C-DCkwTk zB4jjQE4Uers;=f9IW}`W-QbJW?%>F-J0HZE*gtna;^mTHc3vI&CmFg~{b|^fM6q5$siDA9c#L%!{1sD?vv;rOrfM zD>(1%sgodytwH%T0+v|Vs^zLF5Dn7rhwPIX;!q_?22Pptb7vBTN2=sJUNol{gAj@o zqp5=tvaP+*R-V>!Us_J&vvUi(SI;@q`n_rTRo-h`6T+~~7WFRy$h|=%xxbayE0oUk zYHrzRzs506{q97!lZ7nA{3S?WXj`v@twP^EBAu~+=NR8$iZ5+|Vwgqr*d64p>fvVD zAyf~!0-$$WET0znnP`I?B*WkVp+SVA_W=!wfY$zLJE+G6oP?TYCzitg;?7Y zh0GPILSUPpv6l;=`PufkG!vHgDgBym`(4j_?>6hhw0P^P{E`=MoO39HdHF!okrMt2wSf95w@iK$KJ+F!91G!x-Yc(pT}Vs&TYF6TTSxn)u%(<6Dkbu#+-$Hjga~ zbx!M;&0Pgsq>{YWSjo-B5yx*2Ko?26fiV-gl4xPga5C={_PUsX7n4o3_#vxUs4&J? zq=QW~X2^%82ASiLe{|WUMPfZ;CJmN;E9{#WRM{GUntIA(0!7kT?oy&(ANi9&1;1_7|;OWE`6cL)~Eh zW^h70k28>YCvn3pJull^o;DxetcO7>VN}i{mu0`JEl&vS1uPCxpCgfApl=Crg582Az5htW7Ykaqe-J z`tFx18_qv_*{&bUSoK*A$rn`JmyPL}Gr&w$3^1B~!az^2RFAy1;(oA=InuzpVkFFI zmwO`02N7os@yYF(hi`TUZZXVK{qKYJ;Z`{eisRVvkhSN`UEvaMT0hBm-ALygW!;qP z#}I>VEc@HZ+D(Vig<#L`Y27j`79d@1j^;XnpS0ioEjfM|Em5^tJ%*jcskJH?Mu(_4 zij28NsauFVi2Mu#+k$beBy(&vS|uT`Pl*vB8cwAvFqVF880)WI3zMiB%9gV4JJD?Q zHgvoLNUXYGE(NNW$Cx^+9A>(3dMmpalmY{aY+%8I3S6LS(CrqP{c=;O=`f6q8`PnQ%6@?dLS-P>`hD2eUB5wcU4aBldARX*2|)sDuvI7?!tk~=57V4{RkyF+M5;1GH+8B#m%(IDsYI)4gG-yglkDb0 zuJb5u-XNo~{}4OZ_YzK1cyP}s+)tQFE?&|47_7Pk;Ezzq3JE!dZO6eZ4Z_u9Q_jBI z8BUVsPCa|B8r$6Xl>vlSgG~}{J;sCvZ#)%0>-fvKvA4V&G%^Lo7!dEUd|64#65_3A zTlqbTl&|UEJ{Q$*$o(>gE1Xho;xHYkA1h>2!B^il@MOrdXgi!mMCAsA;lZ6Ojc~kJ zAJ3l3v$AX3&mP*yH8j8~$H-oVU-DWO$WJ|@{BEu4UoGZ)dOOO14?_)Z zmJjN45DXy4{STRUn+m?nt+(?RZ?u*`Rc=TSrUhZuOC2SLUnN;-uzE7VZ_N$ZPsGV> zP`-T!#(vgFCrJLh#^Nnuz$mjB$LXp0sDloI{KJLdG^7>!Hw5wv{Zm}bbER5VDK#JV zeJDSUZJR3R!kHE)wyfe7~P|?5%8!g7L2vMq^P`SRE#SrGpJprBv(**EW zgRXaDUDvxeY|&P}w}4Qy*Ig2XsnWr6uuu!t38Imunc$bBec`c0C%+V4@n8n4($t@2sz)m&gB!r77X81)%+V+;=&FFbBD z!%X+Q`A$346Y1e=CTziQ65;OCNOs|autp?;v-e;PG|8~Q0G)7zanUe{X3ssAuq;U5 z0EGqI^faDhB-BF;_k;pi+?-j=6F90;i_!{X9rm%8PB=5_q}+XQa)YzNp8sCO_W_H7 za&EeCgf*Jgu*D?@PLgv=4`G5cp`D+#yVy503jvQ=CK#TvIw42#y&u~<>I~6dn9z%} zxcPRdKvu@~fu1pR(!fFdW>*|w0C^G6HL!1@6#Aj+V&q0$&^bPZm!o+F0UWqYIA!{D z$$7*z1Li;_T-0CI!J~ETl2pcMQG6KiEuxAhP&U=X=5^N8hP~(#>0(R}DH!PeItTRs z^PZPX`}d%G!==U|cUPjUn5z~;TC<65$3G0f>2-4jik7jK8V2$nG%2|N%T7?zA`#r& zUn5n3eKq}S^**e}7mR}c=-@Now*KlP7>1&W!$C_`OK7W{1kIOE8%(aC5%Q?Uq@j6> zwj|maco3nJSij(a_f(nJkQ$6TO2&u>N^CAp~8fMsFMz7vr zGzqxhx>fH1qT?$BfFBrCbJuAJ&a)9Sr~fpfh;T8kAKVI$yVDNb^({f03BcevIY4Tw z^j&xISY}S&5-7h7?pjzQpgBWn8hr+D+`#8V{yA~KxQlu3>J{LjD&1tTv`zcMU8K^A)oVKvf5ajjuHy~r~UmYCN_fBP40e)p|<4Jm^t@=<4iC66;!T|5K+2O{{u?ooDME>SzZD zx!|oGuWA=Q7i$C(BFaerK2{Lt*5Lxfcg?Rf0!<@rx$AUE8V4=A;fyi3pWXWDo5?Bm zr!@=)4iH7$RgE*SBR{nh+li@5)8x=rmjMBSO~|im5KnjV*uuv+6^!rxT5c~nG*B?5 zD8i~S!GJ*{;Smx5$V3w8w&D?;`Yo#`|yQ|%lV&L{6JOvPz z30_t2(w8HwPorpL9RyK# z*+}=dp42=pofU%*kQpDf{G-RlvN?cvhdKt?6%?|4)jy6Oi0JlSpKtx<4jLpJiGau# z=&KrHeT;m*O0#O()>`Ze!sH>wKIju3)+~2uSOexpl9ie}`}2*yqF-%dpwT-(;z)IV zX6*K*&u4&xdq^mr%Qb)M@jK)hs+pz!o5vlQGX$)T*9pJg6=U2`mVD3JgLD{z-b0vD z2vrTQzA3oytOJ%)xqoz>CU=PlhIg?z z$7l`6>=BUIufge;3VR+HHQy~`j_ybX+uc#^Ep^g+K0XH_4WQ9hX)N~>E~OB#HAhHAw$PQnzkd}4*a9b3ohf}har9g_hI=F%`1pitAe5_B}`u&o%wljK;>_l!Md(j z<*DS``U3>}SG$o1op?J#kJ$Odl8sA>*a|{DwLX;@XMug$0g>LGE8|}4@B}2xC%)NO zSBmbk^`&K83NlgRR2{|pxyARZvD?E3){M&ke(3WpkK(cZ=#UwhmC(vb5c~~ZOh_23 z50_9I_k`Pw?@1VL({%8O>2Fs!|0X1bkZ?K-svtucK^oY|{V*wcm#s+q%!w+LNNZPA zBNXboMQ11N-~EpvU9_PLl`Q_|K{E(?5Ge)0G)cogue1Dr+_RCXle3M^O_rRlepnv1 zGQ&q6#S;WeN|$7~KSX+daqsQME^FT#uY zL$Q{{YD|F-B(4jz$2$Jüp~ucmmb^H z3AquY)(G9_(K&mJ1_xy@#7^=UZp{{85T?1+6CE)q$R!f2@2%-5`2PM_ z9d&tpE4x%16--nVxr0cY1`9_d#8c)^ay0=T(( zE=dRt0torH&>%KRM)q7Fine3?h6-H37zIw2EynHt>m{uJqWf6?Nfttc@Bd$c@3TYv zZL>~r?-^PR%EfrauT8GtOt1~{bC2rxF7Dk0MXdP$FpLSlpJHZ-v`rt-TR=ZpeFeg- z!-IR`ORJFoovkg*dhkpRV(p_ih7;mKRpKQoe*T>{`z3ef-S6x}IUvhUGfbGtaz(#q znAL7YzwrMmC9C46FBf3PZ9tOSz`_-9;DF`44JW(@St#1DZez5F%&8J`ORw-od^Cjn zk0?2lga1;2phrAJfflB&4%~=g4f(_tOKi^;ycp$~*Q^0yuE*RGAZ`ctRVl_v5%q5& zv_)W2{(wK4c0A~LhrIiLMTFv9KGquD`xvf5B18<1VwHvip&Uiw6zvy=v_!Z0{?-$Z3?#&&Ld>c%uhWw80pXtE)Y zEfmy0_`Bj})^Gz#lxIS~l#8e%F&HCYD24kt3scLr-a--xgc=|CcR})x6r11aJ}tyk z1iI7^E~_JQ`zTm+pe^E;Ev5O-gOf=jEf^AE!nbM{a%VycMX|oayAk>K0_c0 zXwD$2LM~SBKjm7Uh&n)Xf*uSJe*VRsjgvn-))!E}SmU*hZ{nhC@Oi$4_vUZ}E#}EcqD1 zB4P}iS`MiRJWpV30Jomo%|qy(t{H+N)vDSX7%CtwXMlkFU%}Lv{%uwlqCKIo30#ac zcB+){;tCcx2r3G{CXGWIC%83}xS$>aP(Mco%WyH7^%up9UZ+U%F$eJK7)Rbt##pQh zKK$>bj(jGp-w)tZAGe}W{6J?Ql!w2F3QkD-jG7&`IOO$Q?7n?IVGQ4vt}e*fG0f%I z+s|>EI|u4j!feJ3WOJU0RTTuWL?@(`8OEKjv9I8dga6&4;QkJ$h!ST2l(LTfg?erq zyWMB=2iJTvYLF&j>QFJpT9KC!6Ah|Gd_2H51vBMTNt*)8DloP`pm=Hr`uX|4(se6i z5nt^sA%2?-xteL5p{-DelyK$Nh=1{Rj>8OX;RzC?0HkHYpx_ya;IbB6$g!!X_=;qm zaN(ad1ey%(&nb+3l2f>hwaQbUO)B=VF@T%x13&&ju>$!LfQIx1g0GQ)BO#D8?|mD* z7FSxYSK%@u3C(cf{Hw-OYV340IUHiJllyz~h`d($72fuI6RU>Y|Io?a%B7pp-#a>^ zv$}WuPSzBOfOBMGLp_~msr z1!VK@gmTlV3N#}d_Zb8ol{2k7Le)WcfRG^I*C4(hjK3;`!-l7!0#%vI#*^~yDcN{Q zPPZnb(~UkX=`XZW)5QW=r}+b507dD8mBnT36Lpq^B^|asZPBN_fVx}$M*(Fq9~&h0 z<@UYkjSicLh#!@uriB3*KA{B#F45;==W`=eH(XBW$AB;5GHt}uHLBnD+0j?Jz|Lvs z?6LVrzn}_&=y`mxV7pU+mg|pNDhdSp7`&yxNmRKBm&evR;XjLdSz%A0Yjk$cDZ5;Xa$-GT|k( z8#%ty^ZrFhzy{AzcP{%zHmedYf#@2Zayg*VI}S3^2GA@hYtbqN+(gUdXS1BBf~Cb? zw|S?i?4+5oUQ~T;upMJ+NYzE!x#)~68_qu}tF2$R$Ia|1a7Fu5BVrsQNmu4+q05^9 zH;$!QEjp<^o4E9Yx1+d4_dopcj}7O&;-OrV++$XstzYeS&Dza}eqQgut!C>=%VzFB zF%{K-)cG`@2wz^B!KMha~QPJeq3%*auzGt&c%TTiAyf{Gjd%M#us(;{N zxqagiv{$ks7uwb*Kjb6v-B+jlqb%RH-2}VnB9EFG{k}$W4T2!Q z6AvFejv%YO;6Kw_?yU)#T zsAzFyPGzxIHS>zWI?fROVujQ`f?TN3_afQ|}7& zQK@7%`Wvw>rhO!6BrOiiexH-2x@J`A&V9+#>XPpW`QEm4WI}o2V~omZ&^dHFX6j!8 z=+fTrANX>F_qUcbk2$9;E!o_$p9*g?poW=+Rr-9u-f&v$g)ZQF$lAAP)-OJ2-M3Vl zTVyHRoR_A0-67W>dzgIC4&Fg_T9Sr3jBLW*=yrYF*LdQK27!Te!F|paS zVq)lDS+?4FbKjhDIir7~3$>Y9_}=!QfKZIZ9lyhmQyU`Fu~76(>|V)^|0S# z9&T1n=#5j!EssEtOx}U7S31!mSI7C5X0~!_v@ou8v4R4;~*mi#2u58uT zQEQiKjoMd$9Io~N&2=($8=}zdnhs;^Wjl~U0yMpvEBQn}E7oPHunaI+QVelfXOT$G z#9V5!uSfXxIj`vPj39J7=5b8N6cUZ5*5TO8n_3$(WmP(g)2R@HiNShfTM3(O_X)M7 z00KrFT{73>F2YcRp<#__zCfrr2E7kxegFU zQJL|CcXU2S2HjEF3SUkjwaCo{a0&v~(5v45@Q(Is(?JO&$71?q);*&Y62_>mNtwvf zNTv#Fx_b*eMLr+Gcu&6bb@p}Es5H~L+d1qm=OKQwU2wAw`Vw2?L`w!OcQgA+sh07? z3tA)2Uc+^qy$V>{Nx1*cf}&JN^tL5=;Cg5X9})p$pcrP+qQ2#MxRsS4=HBsxE#gi% zW$97IXwYGvHnj@wF=X-?``un3b%kLVDqvaDjMB>dz% z+u3EN{TGFkGpwAVIiu@PVry}y6?MAoKC&;>{F;To4lAHV2a7${FTTp4?{K%$hIjKS zT1VB>%2E`^P?Js8zK=!@N=FiJE-Hu*-SUAdtae{v^r1SgHDwo)@7=+IApZB~?uWeb z?ZpJlK8g$2bv1($c?%7>>KA%13Bzw><_YcNiI(zJ3`(UbwUbu%1yh*kDn%?56&@!g z5lV=SAeX}L7o)wpaT+ynb$6`www`e zvOmP+`~Hy-XhllG4J2(~JxYn^T9R+-U~v#Xb1*b|ycRcsw0`Uv_Zw|kp{{&X8j;n= zqGc^V+luD3OcfwxETB#PO%cPP>mFC{9l`Gg*6;e)Jm*U_v zWQK|J(P3hK7i3&o{vb63RZapP%eV>|@^2N({gL2sQ>uUSWFER^1SdbZh^A@o-3j~M z9%YFul^LPW7?@0h@6tZX1-8MX)s0!hZqq2Y2yTdZ$4O)H$-ZOA%o?RyaW%|cDL=d; zQ40$w_<9AjVO^H>mG%exTVDWEBbPw(O&s){7NR)Qi4(cBeccA|km5U$ycvFT&o|dR znC^%WMl$;^M~~C6_(j*nHTi)y9HRYrRdU9Cr|2Y1Qp~adGt{91?$9o8;t}&K%gu1P z3jaooaLIFPXv5ldZgAL&@=Z<^Ut~~iXGh>ZEe1)I>ffz}#Ih@BJ-7s0t8ocNflCm? z&}U!boTBIO!@l}pjLn#merWP4l0$k-tyZBM3LU}ZG*1IL%{~m`*T3o(yof$9Vrv+} zFSZq_#f>@%I*viD3YTqWJ$_PQhO zYGT{zQ~#zp$ZK$Vc<5_AvfefqqWcu$&YyVTnrxXrqVNXw98^=x3;2UNUAFhJ-`HON zp@2MlXd0d)>1`r^%s&QSIba{B;^2$f^}TnvtY|?{bJ<(A1Y$Nw?!b#)Q?gRVxr{`_8uE+eCvN7@1l`)V)GTn528y3KgutJYnR?(=djIcdl_{3lyBZzNQp9Y%DX3EtW z;(Ti0e69z_InxP@?)t@O1WviZQN&Zbb9*XE;*2R~KGr-|48-OyXJDA3gj3FI=2xHV0_jb&BF$)o4!(ySVrETpi%(W-LaeoL z796*tF^basd5xHURsD7vb~v7blAofc_oatNp9+Zx_CS;!F{;$XLzTHenc7S{N&@Ru<695xsmUjs~(xXP5l#6 zlmFLF6VjIOZPowM^B1N#GSWg9ROj?Lr=rKXT}xXmn2eOrkWF431d zjD_Lk1R!~Ksmz~#d78L*54r|D$g96YJp#qBN4(v^e+~1}SmM3@m_2?r#Oy#m1MEJq zv+`<7$JSEfgby{T@jR!*_Rqw2<|4Wq-miQ9*861-!hBKN#yDWQZO|4J-U>+L7 z{xm;Ef~urLZ-3cH*DG3u-SD&^yzMEDi|fzk>kp^9wbTQJiHp?1%Z*|sGFh}ns3H}E z?$deIoTBgJmOYF46m#`6S_#p?e~f*md+V$h6jv1k>9mXS3)3I`iTmF9sM|0399c(z z{kgu&HHLOp{U}fJ-yA}ftW$;h56Vs=^b9JjBo)>YA@J_PCzSyA`^%<*9})SK7R8W! zJz3VM+jDs@E8u+3Kc}O;bXYSXukEy}K3hf1*RSM$gYDDlA{B zp4_ZTq&zo3$eC0$f(7G-tGId98crjkV}I6V6=^5USj(oKY|#B&HfmoT$u0dIwj|&N zOXS|!+{Df#ge5DQjqhZM3p+(y5glG{hzgcA-+{`Rh`EaA4(%szEOgE+UFx595^P$j z`|488x3~^|Pp(Mn2{fKk|3cl6eIkGwl{w=X!pRMKbKKNiAyn3?G(a=07oJftvhFon z+|+)lSZCZ;lGygl?CU1DnS_3mSg(S|d z`3Lq?F(<)w$Kq93?$P7B>wKq0Kj+Y{p;3T-8s81|R*2p&T|-tew1?DIG+W$j>()vr zTFxgSc=WN$E#_+Q=1Q#h9^Vw40j|Tmi4|ewQaiUkic6SUQy;^^^LN~mcum`Eir=Xw$nvxuSXDX`t>=r`&Sgw9!ydF_G*qOcsTr(DZ(?HRG#B1Lw0uLp4qldj=PfcGwpgrb4iuy=VWW;Iswby{&Fq z_I9YXS>kD<-Ukf9Pp$croY|X8q!H4z(7C>BEYNw{;graPF{<1Tq;1$|Z#9=6#6J?; zh|2jbE|UGU;fkOYBMzowN$SU(qSeN;`#*+2LWUo8MO@)g90iV_DvR+|=H)R)ak0BD z2jV~ZEKZ*S(5IhdPaP{a@|0>Wys76qmi{h-R*Z*`0o=g~7>xxEVG>T-m*Ut@LmPB^ zoKk{&FlFOJoSc8SsHqdJ0_75$!4l8S%SmcNS+HJ*Q*e-!;_s3EF0OmU7Zn!6Y~sE4 zRheEtOtZ0ggQE7_W-FoubPL{_j-PU%&_O z!w$fikVl!fNYop^*e z>lt%aM}{R1?QTL*m9H@SY49Q{^EJ54CG1Y06t=oIv+Kp7)|w$~=jG`1a_hYxGcMD} zXSeA5s9P?k|GfZ{^;*gF`Og8+Z}gu`mp?$jqga- zwX^DvGBMxL12sMTumf=t7VS=*j0E6j`Zv)}Lm-LkX}~^0=f#wkP-O}{_vZ#7Q9f-t zl*e3Ebg892mIRcAb9anyQ!GK>PZq+Aq@h=~jNelPq+SZTxNcvlv%4|l<8O5Ll%11hT1Fh z6&Bu*pQV4lZsYzyH>G>x{N~d>Uh-gbS>lS@$M-I_=uocC!8-V1)A3V1&{G)^qdW>d z2GfX8V-uR1)V;9P6bE5oyaFDgE0&Qt^iM>83r56$|E-_*YZLU-7dRT1-lkX1Pj_{S zju=H#*p&2*~jYjgTs0`yb+=E&#V8 zy{7Xy2TAsqJjllu{{^=Rz`GYI95g5EYCn5}b*N~o0zcZqxbvhL+o3+|__pos<@qi= z{A=Tnx&XDR41e5Vc^7XO%D&lIk@*m1_ebsIXr-+6>?F)0gAmz}hpE!lSY zFQ5NMglWebu5<5-ihajtQP=ntwq~q=t0R9`%L6D_7dR;xdp`PqM3Z|EpL|QRLG`Q7 zeMNQAvg{_yAz4r{KfCGdG;;1MbO}bE3NeZfU{)cZ%wlkQm>)_Rufv|v>IsU^bLxBl zN5K9B@?suy%RJAoI|G6>ntqSV0*^5YwcvQMX3t^D;Mn(ZUlV&q1`mSE;r`Q1DXbZi z6q8-`)AEf)8E{3H!SrGs3oiG3?O1m5PP?oh%bVgIoI#&iBywb5^wAK%y1ZU$g_q`g~ z;k-6~v?_jiY~j{xzTzJfftalE=I!iwMeAiZs-15fTOFDr$h#d-&b`Om^JVIy>LL4M z-LCr0lI|7fKNX_BVu^#N0=rRx>X&B$j?}X{i>3ycp8xw{un2f(c_Kj$94+I2|F-a^ zd^W9-I{&`%svkHkJf{pSmq7vNqN32Y_sY;-d+VUK%Bv^28W@#Zuxg7hakFq!_HBZm ziB*!iv`4&axzYR4P!t44Pm#Kh#dp!uYy5iTH9S&ZX}ePGOi#%QSOI9PnB=T1{OdG4 zs`HwJ*Sgt#?W;=JS~@KAvMrItk6kiDHE4WW>6k%tk5Bf83f;XRuG9}luBy4oXtCeW@O@9}(1yU9 z{>^-9=iD#L{iq1ykMg=bC`3xVbH4dabV88V2BU zbZh99$}qe=vj#&v(5a63gf6e*iypbUoG80V0=r)#8AZPzVOw&8u|V@ao7O`pje*m3 z4?uQLoe-TE^YoBs=W<340V3@!pk|*`nD75Fo0{y?e-NuS@<<*!EL3T6bqXr zm|}ws_E&sQa@nm*8=K_4rEod5o?pXo9|%gRE;pN4_yvy#Xg8rzhItz>m4nh!Z7ttj z<&E~#Jb2Njaj%{*mNi@vh{kp9N}Tg`q?S%X9x!Ut=Jjl7TgI)=_EghJk=Cy;6j}!K z?&G>&XJSsPH1_V%=7XZ#Vf;nVn`aMlQy0J_TP7>fl0X3Wixo+!CxY$+D#EAR4lQ@r zC1H)N7TJM!2Ok9qnEcm(g3G~}^3+GcM>p+fEN%PR$(v2DCL+&+oflXm>q9ZjGcg*Lf55-ITX_=b$k4ZVa}BlxKE3tgc%wV~Q==}#`QN>Uw$8*CF`4W8@^c69ZShiX{sxLsz0>98N&Woi zoczZ{-GxPNmwAzCZtW*IfWW{SK4t zx1!K9($FPW=SHf;b(6`&VB=eV!+^@Yuu72^2`=RjdV?^jrD6k9<}jMPVf=%zpN+;> zNIG@-qh>|fibZ_-MUwBm1-@Le(g97yt37>aRZZfqJ>1Q zhoXnRzWke#clRZX9t|um(AS{TT}3E1L=fx8W3}RX7(h%Z#i;e1$e?icMarij=}o>< zDs8z~jBLOLoD>*M!f13eo0p=&FrPSp&6<`>(PD#H_kcIIlaMsJ3t?7`6bLU*Mw!1R zi$V`+jW8~vXuxR4k#rx6`ea2+eaXpRg|GA3A<7dYJR@xz+>p`KJnYZBsG6@R+^ z#xim()_;<{U`M(ngn;N}GTFD5@xeHl!cj;X#xO7q9feB3^B?>$l?***rD?&}9$o~x z;<+fhX^aE*TKw@kbi<2DXaXp}bRcyFRd{Z< z0iUC6DK!TbFHgzSuqulE1!WqaSSIYn@~h_wUPUDRY!H1UD@^7POM>=Jn}Qc(44 z(5s8hE!Z&gM3^S4(4lLBG`@u=Y(YK*bwN%*2j-@_IPX_cvQ?-4Guu6gLW5G#z@jzs zrx^T==M1T9=qGEjPjaw#w6#E*bp8LR%~~Fd*G)&5e278Dca{VAVN zvqt+Pe(!sO#mloqbvLZq;1Xo{>=uu1K-7H|y}?mDk7Crwm;!y-w=nvyVqGM68yrop zxrQ;0VKx*cOBj2P#iJJykW1^()!c8mOE7nv@U%f%Mwn$#mZmIrqtnpT>zJzNGvavR zZon=CQSIA|imnN(y_tEah=cE8M>_XmBf-%6PEbFhTholwFNK6sfT5BV!b zQ1D(%s%cR8t%7?$x^tON7sIATmuRs&jW=q1s2gQI7t?V5Oyp%o>3i<8aPB*hSzGw#(yf=os!6;Tf%xkQOvV z{t#--E_?EZk9lPqCTMciceKFM4|59V6!;5?j%4!X5+sDngjJ=2S1^-Dww6i>yoDD$ zmC!Up*=0p4msn#bB;Ij{e@t^m-yu%S3Pj25HfpG8$I7=wni;ceBDKzxiS5Fa0) z=p?;Op~cH(Wd6^k^g6qSuBhN{c%3YRDZ2PI=d(stowc=Y)ZMIxD2(+Z zsH}|Dav%I$&!@QW@!ZQv>yI-cOPeA}p=O&Z1%~`B6<*lZj`1t~J=bOdFaN}3Z%rTn zV{Uhy!>E}%vdb0bOKOz{T^Dn5s8Z(=zN|3m-BGugvBr-0k4?E*LE7LYizOlJLVuF) zznIiQ5-_P9MZ?Qeki%Eay1p{Yw4BZWWKpGc=c^O;TLUMlX@A17-ypwZh}VanzZ&fl zOzsm=9tBR2QjU zE+M?oczK9?Th5VPmPPZURv3H#qa|>QbmOaScl}+b53^2VQe0%tVn!7O7wV6qa<{%k z`)KSf!Fgm|brOuI;Lz`7p(<`*9v z`)CcvKmL^D8=C*EOvy~|kR#sjHP*PsClNeqH)h7GhAJj+4eZtu=rTZ^fNVVfj}{P% zH2G(yKVsIDb<4=)UFHvrZT)EKGNN49DY&G^ljM8%;e23^My+s6nt;ddU`6JM5kjd{ z+7DP~t&BP3S#{%rHm#LWg^aJVIYrHcIf*rL%%9z6y$?)hedg`dqp!#}gS-ES)^oWu zUDl3mtsY)r963dIpV`sZSxIDgq)Z7-SmzXF3Gy}7gnZ5y4?2d1DeFDhA<*$bSAt~u-OU%jrAYcf<*8>^*2tcv9-_kL^=E(A_}3>0osih1My27ojYJa327EH@G|Uu4Z;8cuPyK8)9Qz|__q`{2HElK-U!NCcxPm#-|Byo?TSG(2qez3Zt!^#?nCV@}sU&(Q zJWS^e?!5qtj@sq9wNCvuSGn$yRsC*T`2ia@I8XEd7F|Lcso#DGz3fkR_X+3ZwtfUp zAW?<$Pp=y-dwaC!a;Ht_O}$MyMI1rH+^oi9?4U*wG{xVm)-(jt;gV<^(G2X%tI^h_ zw$i}l7->W<@c!UakM&evaZ&V9R&rJkAX5wEk840@a|=A_6$ zmv3<6tGu$mm4vRC&_+h6yPfUyj_RT9CN&OJ^GX9$je9Van4ptYjp3B5hWYLn-mxwO z$`eDQUTvN9xqHg3pEM*@xMy*;s^MsA_%n5n9O-ExIFUJkg$Lzh17*c%1izD%z%261 zDN1VnIG4~+Q(^asGnkXrc=DXf{A3koag2edw4VR5c0bAY)~N#i?0UEG`r*9aRTHBk z%Wu}%ZaQ^YZo{Q68?7;E5F{l63$F<%0rs<6{+*N z6-6gWzIO&ePYfr=a6qk>!?@fTg%CTr4o=E-LzT$Kh57B{if`>IDkcTvODt1-Tz@xI zlw%Rh;Fv@#nk1~vN@%B)fM53fDIT45Jj{5a%tz#&+ugx9LMCw6c(VAP8RrEHla@1* zxvC1CjCR+(qub!=|q{osN7lLNwE2nWyoW$_)R;LhJ4;_z{Gbf$6h)?a+b&#WomX20-rF8 zq@2bFe6wx4&XsW1hk4}KPYYEyZ}(RDQ%zz`uP&OStp#wm24=x zqknItnDL_t)tPd3ll9=wJA>&yA`D`I2MzG-<(z)$C@DxH!|U7k##g7m?euhu)4HA; zc2MHXc1vRJBSz6ilm0WCv&kTVgtb_-65D6iH^+AhI-#8nGl3HgkuJJtB|baF{+EG#W!ZMWx_$hahZ@EPYx_ZjQk zGkFB747YI|5azXKsc>Qn7C$O((KHWxcR)FKYGGZRU*^9>_w#BLTb=JdeEwr>o7?y* zc%KQuBh40;EMVfVpyaEMZ>=+fWdF+d##PI#_JCrqh5r52sEV|6k zzD*;h8r+Ur%^*&^b(R2C%VPC~QaVl1ssDFQ{*i()%3V{*DElBH6fNIA*8AN*nx{J7 zG3S4SXq(mgk>(^LN~8722exVP+m8G)N#;Jh+*9T+$i7W7y0kanw1r9IgrpGu+UAh488Af$p680yXF3U--{)fRn`%- zkMG(Zwb}E>&F5GS#OYngvDcZH4zD{lc$!xzBo%aAA%&?5t|irLzqp0;PA*qM4p3gF zbe~D!EgP0bE4)p3CTFfEwajhv%$FHjV~2EJNM;6fff!um>oUE{6hIl9&S8H2fYh>| zin``CPV2`|aIEiVVY`%));p_#-hB;N?Xp)=eq%5iK^bP=?I4SV#5ab{MkL>VFuDAL zSwePOreKycTf?0yRnqEynV*L&$=cl3*`v{JBU^g`y%y+-wFS%vCtBtR{3%X!!3aoZ zJ%2(=(faWMbrO9ujdrmFE$%2!@Jy`mQazE4)~S5~$;G@#FM7j07Lwdf`;ykFAhheZ z-W-p1E~(EzqRBrRUv3UQ%I0M|LuOaG9i=6Q#AiT2Y&xA@Rm%k9}_!5cM$ydgg?MWz&z#uP1m&`M`ZZ`X`7JuP%agpCg z5PZFg*_z7eM;c0F^di3&OcTkNCbVA#sQ=vBx@|&xXkd6JV!hK)Q4?;cy}fxJ1e;li z-kD{4=|U$nRBFlQC0nr8zdMy}Ie2#D_1`w|hBId70qM|)c)y49ir;$Dg^*3EqNP1& z5@J^>eM+b4V#cg&)r#W(+WMrCt+QZUg?{ma^rCaS*C0x#gF{QBw?C@LR?8`h0u`gz z_|YKBh8n{MnAJ$w%l`nWPzTB&SoYf3{y=*mWqEAF`PU55LqOe3I+IUdcwpt>tl&VR z7E$*H>OsnCSP+y@)$0EW^I1R$L@0e6Wt0{E>!iWD_gh7J1XmYs!37RV2 z3qeicgOM0)M5>JC6>IW&%H(7I`@GdGK6$$FWotWe;u&VX8p;^An@B}Tr(*iehPE}d z;eL+H+=j2}c!M5o2bMD#{T*$XJRes+5J#BJBLwx%)(XFvoPJRx8P??+KiKQP_;Yw_ ztfVzpmK((Dx)+N99w%DP%1jlkc`>vcoaUpQWgOa1xs1@@cx$+dTzB-%$9hkd@v(uW zujy79vJApnZ70cPlUDxm4)k5A|kx~e=?Vv{AZktZD zI*~c8{iVENI#Y>RmP7r9J2jui$z;`9&+;WGzZKJ29gnH5U42KKIo!^DA+D zaI&WJVc*Q=q!fOtG%8Vq}kpb`uK zYOg$vz{OVymaOU*d@e$i<{_=IETujfjukFD?|fx;^ChgW?qu_uka5 zUUr0bLer6oTT!halRze9d)AMCt7?4y?Xvsi^3eFD)E8)p5?0pa5N)^4>eQ7+SR(gO z`{`S@ch`@MpF_Ka{^+Q{t67*|u!b_?1)c4oWTyW%L|mj#Nd#OtVyCY*KzrS(Qc!MR z%{@9a{(cRU7v;qcPal-~yI)kzO6{byXD1QnTE%&k)%+XFV*3LxL|RH@_@o4x@i<&r zFUEbuN?HY1cE5GmJ6jh8^k}U@w6C}5Ykx4MT4luZ(%o3R^Jk?@3QoSAKpI%qJ(ur4 ztf=u*kK51Bys-dnHC>uEoQ@9FJ*b81ds50P2~e~?p_#F~Wsrtfj6)v^SDB9=3KyWb z{R?2l>AT8F#cH})E0||UEsX&^Ken#1>-@Z}?o+@%zd={Q_LcDrN{oc8L+oyo?vEpq zH%!Zk6G2o9{v^Z%lW!+vQ_$;s3zGC%MlyfWb3IW=#=BXnc_1H$w^{_pCRVo1%2o)- z*5%`#-~E=#AD8#};x8*fGauRiU5hAN@1FGWlS%QX&WA~7RYx!>$Ro>dpw+B*% z-`X*Kz(QOsNO`JvN`y3x9#$m@3TI`I5M>Ey#DM`0Nij`eucm!H`T=4)H_T>{ZtQLg9Fjs@OQ9g5ANmkOlo^mS z2(Q1j1+7=*KsOJ{6W znt#tI^7{a((d0H&TZz2UWg}0(sR6>Y|9EuuWxJYLaqg-kcFf1yJjP9ih&`8Qe`6XK zfDj5^@gt#+Xj8jIO34;@JB`qTo%Sy%DDo6Yh)FcoT2@{~nxUxB{%bP zE$%g4Tb24{xzKFb5As*%UNcpZ-bjhr9TFvWDfQIuHkywR`4NPVpzR*{`>lwvI!}4& zMADD#bsR{FccD=>5#pmnWYMN2gmh1B&`#r_ugmcG@F7Cbg00hwgiRQaL0b`{#D4L5 zWW~OLKkA0YZwMgS_EBX96K{c#iGvd?V8f)tTb3z zG{s>mx{Mdb1)XZEZ3lN`c=ON?4ea@#bnM`emu_^#dxW_qrpfU>aq6=3sr+oxN_Gd! z`Cc3`R?{flHcQa?j8%#cvLXF7-@Fm3P0t?%F#t$OC8tga@iOO0EwzF>AND;|v~lr( zx{9K)$!dK_>}H*$Q#qTFrsHTQq@~I4bW@R9v6qV!C#@GF52;!B-0owAi+Lm3b=D?T zP<)*{xwT_@o(E}ClZg!-O}Scgyn>%iWbN7```ESdc{gFU`|p5uha+}?>)y_nm#~z7 zbtijw^qZCN)V~V43ZD8 z*kobSU;#~gnt4wpQlL1xC9>gt;Eie$CkA1(%_L7gfdo*aDTB19)5@a#kGiq~T}Bv? z3^H8o#^<*y&Z&f{No05@9$aG!al819dg80WU7x>bRzIC5jr{>2qrm~03wKY&JbI*# zxV}-}%U;GtA8s^2g3Uqd+dLD=uc>xtw)q6!=Mw-!v?T{yFNiBOB$OlxDh*|8@v@ar zK=}EwfTtl%8xeZofJk(``oXgcmdD=mvp4mu%lFLie)$TEP8tKbV{u*sx6eZP5;*^x zAhPI`%;f?GeeP2ZuNYDhJ?@fQBqw&a|h0<+bpnpzw17<6baEua5Sf^X;EB588acF+B0 zP=b<1py1R_TQ8>YnlUuzv)(biL(Yh(xUm!|Zl0MR=!l2_xXtIhAR--ec6fkrq$Rsk zi~l~-X%sH7=%iE~*l}#^59XwG<|*zx1 z8v*4yS{$*Vi#4PQLm*b?A9(J7h?<29jQZZ`Yj7>`5n``4>A#XlJN4W$<=0&R+BC7} zMxT-P=x@2&U((l;d9-&jZS0)4l>sKr6WX9@ zm=Nxzoy{wz-PkkZ%uo3=BhIHN^SNDMJCXodC6GGVsA7Gu8yW-ygd05Yui4nozS${i zu*{MP&xW(>#Q+ibu+Ca8JOavSKdF8Dbh?H#>mC+qAj;;g&V@WyIYreV^8oFu zLgazul$R?{X0FZpn@^=|HhI(Tr#qaoLiC$l-Ode~a6No-o$wh`Aw&VbxXS9= z#qoh*9?EIjrU>Z-p_NJ;;AT?wi+QAg+$)}~72?8=5Y=NOehEvH>X19ndC1|c3y9-s z8y$|1y4mFwH{w(waHR)TaArS`G`MBTHqVy?XjyV0Jg}Rx z8~ehe1NbSsj*-%+6_8F0={Gl#udwQaohyBiC9n9t$|Ti20jK1=_VYUh%^Hg^(o4*p zjvY70@`< z!3yU#BI*8o!(E8Iu4&`!FK%N}3OB~I5V>?TGYMog98^SUeJKEPBl^T6WL^O7t0&jb zzcIb>Y;{)8euScn-jLW2>t5m2HpT7iTe*gtK6?WGJYvV?g|kF+ZC&QTJzP}>CIbQp=fp4@5=85X6yEugbSQ=@{sBl)aNJp ziYSdTdanbW$}*CbUqPymwd#w8&OP+~K;v%=w~agMg*2ipXPO?tQT`-!aOMY7+u+@bq8-nI*O{> zj!Bt(yx=nO2;wQ38Vf+-wV?oe50%y^%};G9%*`zaz`A~LB!HpgF-Ptlt9@pqnm zt`#Gp|7!f!d=AXVGtcYv&;@`NdK^g7fMd`-Wg!$8`wU8~X@&dE)?4BUWG_H%D^~s1 zev4Ly`ER`MN1LEdC|;FAj#Ks=#j3p5mK2 z!LPifV;-mSSjUfl>UJLzH)-RCkjCC_bU&)>H(^&LSm z0Hy^n@~D35MlM}$Zxvq7OpF?9>y3x}N*%Kk6?G2)v&n@@G6Alb$$qkK-?y)ei5_jf z=f&EeB1+fDo1~&GoREMQ@d2UzwH0h0B=xLaZ-3&Iq2uaEK!(@aS03QxN~3QQCACx5 zi)nYCM8P(S*uW=grfSUA0Hv{+buJ=2l%n%F_5_U)2&-C{KIcWNrP3p1>@TzAFfxZ z-%%Z;-(lhfw&(+WH^b&q@9%0u+yVzyVe15jvfthq)%k=ENSGaiB ziw4&(XwK;oPidV8+Vk#nTpyTtIMgRV%Jq`8+cMzNeHVy%KbPZ&Mz|ngKr2L3A?u{&aCEy zwI8<{Xv!iiO{P?ZwY`gL{i9ogFSyP9MW}(7mgG!ll^%bF7tj1blJr&$$jz8l1bC5( z;`=;1&YGsa0@(+hXsIR0r!4-kk~m^(<&!`!avxA_gt$X z7(Iq#QY-e6_bxITkN#8EsB<>^{+^!Jj(2U9V_{8~1RUVFuE(?&XC9>We*YCJ=qa>e zUl@M^mx^1EV55jf-*?m*Qo|C5C#?oF>i1K_qV;ytRkz~x37G~)$*4}(=V2dpXYH67rc;jv)Mgp+PuRdUpVGCZ3!C?TcE8(b^!yP@^jZSD&XkItz( zMJ~unq=t!ExXNW?A3yA-m3{2YA@|)TAAdUE z_@|ZT@?f=i70+zY4G(=kN48_>#hl8^;bFo|*X0qVvIdwE5)Tb$6IoJ>DZS|dEA;NE z{?^$CVUDBXOXcOeF1<9KG~w%on=`%iL$@VBz#q#zCkI0Z(uN!hXAiXHd&u$pmLbVq zVYzk%5^q70jZX#-Q%Gd-DP!Q5%g>QUr{UJ9EGYGtq!&fUz6YH2umP~mfO%(|*Gn~^ z_YvIJy8Vz*G@N|)-l#}fY{8<(0W{^hEb8!_t2<~B$`p`5$lff0RcTJYtH(KeuVg-j zE3;DClO-DF6EA0t!Uito_V#Drx!>0>A3OjPaPkqBfsyc5lNw)YiG+*;%p)>iga?*E zq;`R*F;W#TycI>@s^NA?;iy=+Z*@bgh`0mIc|pTUSa&3_&jHI)#n{`FD6vZsq-IT0G{l$GiI)*_pEi%jMS3b;7)oDYrCD}qt`WQm2Np2 zB7BJ4I~#!f+UK;%ojMboFQzyA`G%4jUjK~Qn&j_w@9jCexD9MFC-F7kY*Xma)kc+e zvmuELcj=!QPtpLsFY-$sB&GU49z4G*9Qj-)qWHr13ABR^;b3o9FW50#H&w;Hs5|<; ztjX}kYyH|b@%hs14$gviacx&q+eY&xCrnm1Db&`LP+LmOzLRs4B!jBTD zIqnF!tcM#o>W#`LrDZObU_BDW0m{$;$%<-0i;sQJgjiqQ>36d&&bW|T?u&Eke&*~p zNn;ErUq$~<4fDZObG|NaOMLyvB@$_DfTiKseP&y}7I!6b&O>1^ftTr&ZR3)MLQ*}f zs5EDsJ|uSfFYV+DaI@QpG;&tmd|bQ6 zDKPi+PS|aqW+Xpf>yUwqn`5|3d9=l$*szJXg*M|eJYQadMOVK&f{?wSI3u9&iY2I$ zqQ#mlw37I3Gt&tO+6f9ENvRhcY9mgW+I(~vP?PC>@y0$TY>edc?$kc|nIq#}zBCwY zDFC*zM@TwQYAlV19Xoz{{uDK;=VXF((jV=bt=kJo*$byk8{;daWi>la`?nT4Y@K~v z^m)@-@_2T}=S^x7Z|hT|fEUR&1Z{9m!mUPobXsR&u{^J}jD=f#5FL$=^`CY*(c*q% zg;4-4N$^w7By=n3Vow5I^le>(&^OYCoo+-v=dNAupUF2X90zaXB^AE*yx*jWnuPm% zi8Ntm>+b7O9_k6aNHJ?hVP2!o9mZ@CAVuzq<;ybXstu19vjFE~8jCv?pp9QgStDKU zFp9MM!wtn3mpkFk8`D^#%_wNGPsK!>haxL3pizsWCRNZ|C>cgZx%Dw`XKFTix{PK3 z!u#cd0$fUj>e`FO7D8On%Q_$@0IHyqK>N~+Be$cBxOO$INBd8YOQ}x?!gLbt?+-r` zX|hry>OxhlcB{hXXs>xZ!!1kvT0uAr{qcLdUA58 zFg(Zs^{SsA?2E-`;|T>Qyqo03*3Hwg%7+PZ`)@*0f!PE3@a;^vR{NMxp5mnZyH#pD zLUC)e(K0<zu+D!vV(Oi+)h2!Yu@=B6 zWj~5Wpq&ou81!w*zD_Db$_B^yUpULBW?8GpGprR#`T_{>=8TX9L%j6UZwNQW%jWfc z!3d(KY*RDB)kp8%`2d-%w4y19M(rZ7sK7CZpS({OJ<1Vgd)qu!X4uTt(Au+x9+!Z+ z1hnAp8;UlI%fAd_^&9!so>HVAmh;L#3=`NsQK|WcWtb=7(Q4E~nV&onyAi(5cZORXOw}7imx{M)ochJQ)_cE_I zn6tSvc$jf97N&TV%+1At2;@HQpc zykJ=B>V;0}D&ZA~%;A%%W9>ORI?JpDw;iZ6t~?a{=+Aj^RqBZMtO@?C4eDDF1B;q@K9r%H4g*<43L zA&c-jFiG_cuW{*{;|e!G-s5r5@)0-`gnbIUZF-zf96>l|CB^h6{|{Mj0uJT+#*e>9 zDjm{BWhqINm^derQYUgq8`;UIP{|fTS*F#l#WqT*M1?_RtYIoD%%PG|mWV3&=eh6Cz2DFC+7Lm(&a!RMhZ&5$_t)f$P;TDkY`zh{F!KWFN z_<>oHa>fWz-`>q%t9*L&8tKp1IG8H$J6_^TS&FPsjpvA{w`$9|uNS0-q})%+4c2V2 zXkf7i2&LnXs&F?P{J4o|Q_8E(+Ga%|Le5Is@Hu^G$e9642Uy}L!*GlXzD0dbr6{$I zKc6mk8NS|<{^R-*N_N+t>oyzA*k~x$Nti47a9z-xJ~$e;lP>&wl4|P;>XBh&A$LIH zZRB!17bir7G(R75roR8vQOq(!BI5a$KI*%zkuCRHlVL!0HI4E^=SR5uSl&SMH0t~5 zXMgc5pe*e~%-AH)!hI=MB1Bsh+$Td_-yRlGIIx9lXORY#bEfc9NlOih)4Tt^bbWMq z(;t*<-y>kYj`MR|p0_&*46%dpaUngc)z~8)751MI(+C)U^S)J^;_JT>Zjyj2l~FtaK2yKyX=rW zZ>1g<@orJs@ZbB%L*Kxfct143o-L+uUBU2moT*50l5%iY3Q~lB@Ke-S~oN0V*;EG+aWQI!dJ-DuAAi*(%*iGaSkFQM(OS` zGw2`7MgO3~Qi>X&yUMn9n26yV-(_J~^a>C|{&S%RM z43Du8+YLcu`yFpIC-C7i58IA0h&$*}BT-l)E$|SLWwZ28P_DppI;GnsJbB!j&8y)f z`Q7}1-#os!I!ES8(hShV1~-)*Q~vGix1T3n zzL9Dl3YoaH0sZaR={Kkqz1mRd(EF%yT`AEw4;WISZy#*FC@i>U z&LIIq(SNKNX~Jh!HrEOMz3}ey)1TQ(hYS{+Z@Wq@jvLfkd3uXchGT$4@u{rR!4~7Y zb-Ox>?$$g$RPa`avd?3QQ64r}YV26CHbq57)-S5=I0ua>5k4N!b`qAGdzO&NxIwO7 zK&rVX=m**}MS0du`sHa_(>uuQ0}^Wu=*LI{EB&;(*8(y5_(P@`fbq)DREF^?2VC6b zyBDIA$G_x?@dxYcJ9NpGlUwY(s8CnW+0PyuVdDx@V1+9FRSfxAJy3+HP$>r%OG*%C zaa2gVIH&wzr?$L##abyI`d-ZlR6Gx}T;=y$NT2Z}PoYQ|nWEC3e;E70%z=zHFy9*K zmGj5)(1n~)v}K9@^Ual2|IJFq_musEu+TuC8C5dQo$1=>6!q{mvNaAHTuV`Qr+V&c zPdlRyJHp65!upo7`q(K^UF!SeT_A$6jF2Kgru@6?3kF&K-NlERK9tU%v2&`tghZJI zSSVp-CURq6@CO0Ktz=S)x9p=nI1N5HD*Y!~M>n$Ac6zpZyKXdlI$ddoWXyxKkPUns zwvOT|T#%x(VeW^M%R%;dKJi29rK*qBTNkGzYUKQx%gd9vzdCwLiG2nP$3K}FLc858 zWGFYdD$4Kh*yfZkVPAbV{;wB+qIRd+r~27mJF_M6Hpt@Yf4&^e+>DwmZK@gLn?A@8 z+gzA}#q93B@P(Rvq}94(*95r5Ht5qY^Le;f`iWX~8d-5& zopqBzxxSBBmDRl&oY(ITZ9cnft?@-N=}22AS%dO)ZILq%rh_2GKU69SD>yR<(8zOR zURgJpJKty~f1UrkM4LL(n8!O_56Cgo&=96~G{bB6k$U^-f{avakhDOQ;6q9`V}8P? z9b^ZdVy(uCQUgJ1dpK6n|#x|42h1oS*?h$Hj zzG+a8u1DB6{ew@;haHQ&-tjQN4aTWCdV0u= zE5Mxm)%1mm9lZx4&3^GE;?r9~Zm1roF8N0s>jx>^pYlr>sX!Zj{?Xz6;16@Lh*%~F z!I_h3Vw)7fyW(tzlY`TPpLtu+-`R=@(hr*x5IeKT6k=XmKP+CT`JA$x1-e#T!Hy!? zsvbP>M+?^HZ!5#t^Kv!)vb7IYz~YW=`15W;Z?YoV`+O6BC)2`Ql#jF6$r;dPH2a#p zlC}P;sE7}RA=kU)6j6>$J46VA;snhFG8av}1f4(Y3gTVupdF^?rUP^(f|90S-26p> zP=J(|b4$g8qlAaFlUK$^_gD9B0?qfpmV>KF&0LjgTD39w-#MDBExDal~Y^h=t<3bN=7y- z{zAQZP`8+|$SbE*`f3mhr?AbgSaJH(30tzh8|C`BJa9v0g=$)r_&%Mp0<;YvLrpR! zNLeN|0B8@hpxnhPsTn80Vh`+TF^=1qSFnCMNBVbwO>|&c4R!`huiLc(J&iZY_c#?v ziE@&DCoO+MlY*v;xYuY7Q76KqLxFc&PeE6$x~`w#LdYxo67n2*+JR<#1p=PBCF1G< zifc4kn3rDjnEsxR_4}E7ZB^@%1(*+ge5h>>HZoK%LIXo+yQgp6bs`05YEWc!S~0IN zk0{6LH`Yz(wm;bJIHEy4j7`k&*b?8{>|-G#NbXW@B6G>c(%Kl(X=)*Ze^Jz4jYY?A zs(aa86QE={m}W}bEy0*ONyu+$=GU(ouBB27((_565>l=WNp;z{)2|% zrEyChS>}h?4CR6KdD3oY1Sr}%#R}EB4(L{o8L&N7mEL%C+Z-ZK+1#;RdeUHRGrF@! z0Y?v;#KihVQrt3Q?5w04j|}z(TXfMqMtP085HU{RVAF{jsKj1m!?M53@jyX$t%%~{ zITD`MV7S|Aja}&)G$tg9q7EELZQn2B*y#yHp+(t}&oC`Su|)8xgTZ z@lPutYR{^SDjeaC(O-{*-BPWbE79-lLut)ND8><8D=#0d;bjL?>vkA|_gL#62t;O5 z_J1qdHOp4dd&!)<`ekjqf%Heb#!Zo9X|UQ<%&Y7yOS3NeoKfBt$pf$jCS@j`u+ty- z!nJXH5A=#hZ&fBdBT2<2Si%*)%54)VRL+xzFu(-L>V7}{ zL!Ek-HJPcM1^7!VK*1at|NW&DwrQYbKBMw;t@*ADFWM|g)?c+b#4Yq{|0E?LVc@WF z0oBp<@W}cs{yh>k771ORFg*oAHvR=pLV^!d$}5uI`c|`@3Boo&--@|l8wqok+T(a< zB8I(fFsPB|x6j~4BWr=|-;CvDpEK15av@OxPXV7Z@62I$7;?ERG0u1OI`~0~DZ!Jz zd#|0@lVfzr3afR?buDxPNmF7Idpus|%!fRh5&b_bF}^*=)kkbPAIJG^<8lqgmmEpV zwL~|Qf5!pGxb|a^4~W5<_4anxq3ozOgP(ol#D@}pYR6mw3RM{CZ|Yaq*r6>zKMLI` z6)8!F$&5;Hs6K!I%+z6)WWzdhWpxV@F~Uftc+Qt_hH-4OwpTsAxpazG9@vX)r}s7d z04?)?q=SIe2GmH-RzKvz#(VuFH~k3NI)mEw@ix|5cx=gRiV+6gMfXr$B0#eqKe@@Y zpdha=-|MjoVYd)FGz5VOWb!+h_-4x{#sqTRAhv*E%!QT;FKz#e1dnuPM9&P4C|)#5fjJR z=!%=Q>Ix{SB{s(k4$DbMLXK{N1U4-84sTuVhsHg6Nfse^krCkw7peuPPlOD%ML_RS zRD=3}zmn9z{fMA%nq263ul##robF7P*);m0@ox8c2Q(}aZ;=wo0km$&5|bGk8kAA< z5QM0S_(IX9LBwnJ*_M`D>r>~Q{tr}6jakVswy-e8&9&w-o7k?bZ|Pe(b3kbJM9A+v z`1}XZzrEFlXu_$5oC3yZN~<#{rH1T1wvx~30khp4)*^*^8Zs%B>NB|%$-`9|7oIo_ zU!H>FGRt|TI*El@H5BIJ?%^TI;y5Egt+JTsG;o?&ae%IK%0gX^mg+l@c$C%M{L2)3@|kDpma>BK_W|3@rorq74!AEtoA!X8JZ zc>{%kdPlJoV8$}s0#~t8LjAyWh82G;!JrV%mVqIo@7{M^h*rSWi3%lLtV?6(Ws3=H zJyI_~96MQAYPblg)H}c%Ga;z4BRJiQ#zSHGjc<<9=5}!+WE^2ux zJp85>BH}Yc>N1k^m7soPqgCrqs55PF%>&6k96ARWosWTEGMiG_8Z7Y3Rmr2@afz^M z{6Aq472Uxv?Duxj-|YJp6-;UUKWo&vm_bPLTZ!80zeEB~O=P^l8WlKp+er+Sa(uo- zLLiR#6muZz+wZB2_X}358G9jDZJ1S%fXh`vs*<<-CHgk6J`{{Ut&D|8ikWo>7BOLmSWiD z=r<>^FnUJc`(ar;2S+``SBVD)mEV(>q=xu#c=Qq$vNu!Q{vwG@+HQ>0F0}FBU#x=+ z{5^KwOdw)yxGmLe?Ie4ysd{_+xrInOceOuxKwM**T;Qo5b@}M@hqM#Z@8|d#*{URp z3k1bt{CxNzoE!Y{dB%E{(g~L-tr^0qZm6-&z|h=3Rox6Pi87k}FzGEMF36d7{bWMN z9-u63*Qp2_b%roDECon;EWy*ql=9;f4j`O@t3xpalswlwCvjq38mD3nNl3_G#DD)( z?cIzKp~;jIsH(fF)1&EITnK<^HrV~ z6H7^(BPq2|LBpbc5yiaD)%gRHbv{rh5P;Nw`(Vl<=qu*+I_@K`vG`3Y;0SQA#s3m; zVB+`7F5Zkxdxb`={F6D;+z!Y|s6jrMN}gMuhY0!JkDj5gN^Kg14n5Pz7mj7Qyk8%F z`x-(YQOxL|Gyhh9kv6VzF)e62fVrXSp!Qs%-`7dj0{!HF5~T$(_!CMs{vZN@$73m2 zdPhQ{L8AX6V91J@6sY$ID(V2X4an(04i3ubYhLQPtv!QckC}k$BjA;8 zYc1S%b>!j8YL9zy#r}=EP6)g0Za=+GH{H`z`pjqT@X-9k-;Z!-s`N3n2oim6?^xuw zp5RZ4;4h2wNhh}WEt|Klei=OyjYJ1_r7UTg;XA0J(dv|@tU^`)B+DG}CALHAEdt{+ zh^Q!flKOz7UQ$TZwB~DnSbbk$Wb3h2_d&mp4|;hOiUz~o^Ga7@O{{>Kp?^#KL>iRj*q zlFbdOMNyURUdvm0P{dm{o?>bq~s7K8k1PNygiUvTH#># z^J)&G4@`7FDUqh);g>;+6Q!GvBzI+ek)Bz*gPYuR>;te^Qa3sNvRqSxPluJ@f5TfBP)F#_Pd!XDi#kg_-$FGUlm0 zU128s46V9Z+S81Yat$zWah)fDaGcu!1MA%B=(LKYw+I`X_%Q#QSea*uD>$!#Q7zXizll=(4Dmnz>6a8(;=H)wm{!I#=B3g{ zgE~b&c!ymVFXU`EUI1TfSYUj6kz_qK*w=NNt8B996lBiVj7e}r>V~4i`5YN86{QI! z$L3!@cUe^&of+SdmokpR6K@2)>B!QWUhOfzMd;@!S7%L)AjkJ-YLgipK%f8vQ~-L> z!HDeIdeyyr4!GX>v2g3Va{|g9D}mY#+cv4+HY2NTt+J(3I?aFl;O9yDU4B+#vWJaCj-TUEL+`(jS!29ez!5i;M<}69l99Xw@`Bx$9 z6GADftx0`g_}LrQ08Rgrc5%)&iC+CMQMY??L#SJ2>H_5M)=tm_zBTA4KJig_Z zqmS76dh3CWKvhLGw>syDyK+#!$wIo{c<~D#y|Kp0(p8Z{t;o%dTKLRh3dIz(MQ55F zyd8b3*dMB}w3e&Uvrs_x4L?1&St6z&{(zYbMW3lYpro;D{p*TYDj8Kr zzstN&e0plk-G?Hr9qTmg^)0TPy1%|RxP;4%2p!gt&r|dkkS1fDX#({q#-(ATAZK@4 zIZXsH%ADmSf@RwJ3O}zB8{O#IYHhlE+Vo3_4Sk-n`kIG(3jUna{I6;9H4iNwgR^lk z#aQj>nFV#83nbict@if6D_9`XvvuL&ChO5u6727-<~|Jdv$`gv*!EKYp`G5?C?nWj zulyG$xV6S{|FES~R!Z@l5v3yE@SZ1H9!fPvA2`rA)JWRc=oe`Zk>c*s8)c$6PTOsb z#-tchKF=Ow(DGpWZT99})ItZj5c>}&7KB_=^7|giVt-pUxk=Vs_vZ&K`K;hcgMhcp zV|%6kkgeJzALPb*XG@9PE*BQLOcaNek66JSy8tC0yTmub-(C5xR8(rrr_Lm%DZG^8!QT0bxB1@Aw<>%3(C-Sv%pi@k@m};cHqiXc6)rwi!llr>e zog?eGH{IVww%l|V`1cjdecj`;#B&A#;o>aXIh)GSvcT3C4-ki8?NZDQm@DC)@sK05 zp*Psx;ygV`y6t^co;GJ%)IFV%0^;D~Gy9;NL>U5(^*EnFcC%AyWGGyA@3*^#GLgu`3!%xQ z%M>|6=%*HmPwYa*f&X_OyRRoC?e13}!O>Mt*dRpFe@%SKoOd1uU0g-uf_yt%tPGs@ zLA&c3VEeT(E=>Rqb~U$4qCZm`@D*=2ba6G65sb&FI@2#EW`z35Nf=b@p{TnLBQ9*W zYkG}TxyLRd!VlSpSsU+(32YxIgA+dU|56fMcdDP%4hwz34ZU#3#}$c`D~I@Nlz4T` zbd|>zftUjNW;Zu_$kS#4viR`g z<65z02pvPamug&C-mYE*EeX%KY4;aF>c(a#yg00h@UponhS!(|24EY){7P$Bk! zOg``Eo@K48U!Fec+fzHKiK$2kt4c|%P*sXgbYI?nn-DzWepIM#%4#3G1$ZG?+o{17 zte($SlcD0Kxjg+#z*R^_=x{0tb_Bh#^~zE=d`x|lG*0;8?Ecm7VA7!P;%Wh+Fl>tN zfAOfFJTc$yu#4S7D8~DyZKown+D}Wo;F^Ity&kA#qh4zxgX#k+^827@ zC`R8~{c?TpRMiYg0jl(7a+c3VtDccs#UBU(Znwfas$a&)2B;;fxC5bDEYOt7&*9U^ zyYOETO2r&{ZuQ~uHJbC%8`4W_MI2Pu~=z`B?IqOf7?XSYf5Pj zE_RC{p_}e-gy#WN%i)%h0Pur2JdAgPjTLYOv$RAh&b5P`t2Sl+9Uwgmry)fq3rZRz z{~c**|8ZmkiAq57Q??Z$%63hSN+?tL9$3@fF)?K3h{qMI5LRVMtx%OJ3{n_%Bu8b^ zbVrB%j2cR{#HpO!-wa6#fz&d6rv&0Ngu0UkRWF2Xd& zPJg{5K9eL0LPK?zx1$=EEha?GUa8UWYC(QbRA|R*8sr=M+?)_mDH@T(2{)zSeaITT z?0&C zQ`&PjDv?gBG?ER<`38kHui;!4+Osmg&?uTBDpqpgHU2 zUtRh-AhYaS`_`K-7E6SwBT8=g{meUq@;ai(X3z+&3b}YsbhQT)dQ<$vD*5+%<>&rJ zQRfbsgSZ=v8tV7eu;ro`6AfN1DCC<4PNbb)d9s_KAZ_Ki@MGP-J;7vI)c(dgZ!J{; z!BqYs4)|do=v!tXL6jzppyxuWfL&TJc+$IqW#$TeTAtnEy?Xu-w1hTJ0-z=OFP7-4 zUyqe6JN}Ag(_ElGlf!iETvha%CwG&~X6uPp)+hJL2;RMe*}Q2@3s@rd5m*1y)IG~i z(#=eeHl08=+~zr-9EX1q!9Tu7W||b5+$`@-T!(LM99O@_2Qlwv32&o!B_^UN#wVO;mv5fjn zdgZ3hTR3;naRQC*ZCWUeEo_^wMTGhtIJ=1odA)1DZdBGIM>~W@Z%$%IAWGm;D_5v4 zmCv+5ONGQc{qn2bXTArX3xA+?l{M3)BY0N7g+`5y+e5y5qdMQ zCzs~NS_O4O$rXl%uH>y0Yz4~$6g4iST&-fSibm}2{Y&D0SZG6SF2DbPwj@WLSpd|xHM&oX%isS1C$8~=tYEgKXerKRoiMW1b(5Zp#iABF>XQC|9+E!W?=PC@3x(wlw5qGvqZm&G2U3sxZkK>-UAX8ew#^iKmsYNz{mP3 z9M53^$yW;slAcq(h^L#4P?pw=>nYF%)V`aIc8iJITe4@+))3SLpM3~h#Ka5TyVSDN zak2*h(roCo>4MuT{GI036zYe9_xvuZZ8fOZQqIzSGR+$|gu7y?$1B$Jk5}x?Os*PK zm*){2F#6CaaW&M>F;|zPWtj-u5OZ*3;rFGO`APWL-D$@Pm1iL%lmi+QQCv!GKj;WX z8S~Z|w+hO_DtOEpe>*vV;25Un;1avUo?F^8IL(Mm^^){8{awtiLfi^c1HC`3aaQ7- z0jI^%%M3@<`2uuJ&k!J^DH3J z(5e!Me>GlP&EXHYzKK^P)YvV%r@leaau)`;ROPF=aG&jtx zz8y`h4CT+YTd(Vv7pPTPJv>jM{|U>K;a<(H z>#nlNXoP>t*=VbmukC3eGtE+Vg(@9kTew?AyP@ZNJlO5{tGL2-73-;O`u?DXlY^xB zO2G&<2V7hgshu9#XL{hz}(i^BmRSFPS^1ZG-Mpx|Hbrs>Q_TC8kxE zdjY|zQKG2jtWQw;%(xxi8S}2WP$}@RVn2&-O4j!s#%0EJc<1mf8+HM#1elhOS)1p* zV(n~R(1kbC&z0P*s$ubpWogR?YwzKCRkk?4iCEW6Tf!V0nQ3k4rDwc?JnKD*4DD!# zIp>TYm2dYUq5TYw-PFZjZxwszDc1;m-+@M)ZWv^5mxUH=L%`=`<2K)aiq_z(ty53` z^=ilaMu_jQ1TH<~*lFeMs2Y+6Y`Qk>?iAc+%%_Z_oJ98Wb~9`hk(u6R0LG?t&RGD8 zIWEBjL$!P{u+^UTf{KWknA1YiarbI+_pJ5K|9#`M1>ejMLAX8j&GacLOInTTzxgKL zuCHf{nR|g)#+TJ08QiLMv4sr826vDMF#m7n`o7UQSd_Q;1Txx@flL%Ct0nl&>Sg*bH9>G=uB zG&5?4w_}!_rx^WjB8eYaF?`y#d`sCN>G#bR{S1Il-iXi4;Im7>Hk!{>EU+{s`SrNE z{7#~~DPQ0PFTh0;ilnoER4m#tPA2+GL%?#iAdw!r*|%1EtuGgz$WU{?ra#m&c~=WY z$V2mLj=F@U76xBC;xp^chuv6x+EG5eY_$Eu>rM#(fcfq=xhlAGbd?eW&n(v@#7;7{=+(Zfyc(j1}gvixNIp^}yr zDj?W-v>fS`lRVhES)5^jBH&h8{mG5jT+9{|6~c<>=Be~T=Y?DX7k9K;*AoRC#M!iI zetuT^Q;H8bjeKpL&>oHaN#jN*KR;X-U^lO!}8 z9puwq9je8*MFG95CSMKk6Kh#}l;lbv6L0Zj6s7KrZMWqA#1ASL%gZ}HD$iTi_r zi`yKqOz9UZ&t>@({DlDRz~HK)zamDzEY0zT>VSbfy1d=aJC)_?I-lVP!uu_Sq7$E2 zWS;5(LD=MnNgz6{-vYIPtJfX=KI)w)z&G$O4~A z?JirM98wjR_0Z%twA~Hp-ODCm-hmR;%>#GcITcf zFC*AV5vm4c5)YB1vf58jW4c+Z~yu!kn)EJW<$ov?y5SEYZ&n ztzGFizC5;s%FGgOOG63a*AIzJ4Z&qP7eaktpSB&Xvp#7;O1aOldm0{uyv9RqAu7dt zLCfAO*jM7(EtIJJ`?n0ky(y0ugm8}FLYE{p(Nfl_CI8;Jvzoit+Tp&sS6pI(L!dmR z`^*{0CJAo*yT!>`S(G!B1b(9{?bOY|y8QPcgJIN|R_jAV)k{c&Tw8VX94OvQ`F5nw z*xrbq)I~RTXa?I|oRf<~dvh=AC4c>*83l@f?b_jilo!W-9VHuZc%2 zs0o)_zUJwb)s!qcHh*pB=dPCX4{4>&dr7yPsOYNS(q@gUh-RP*UwNR`O~^-4=Z91@ z)J8uW>;~;f3FcAMjEqeJQcw74)W|rWaNscv;fC8{VM-@A(7R`WTKbtBmGOZZfA6{v z6rINUs}Dx8O_a3KFlrO^1US1Y0*0f%V!~$g}y+Xjvu@G{*+f8{ru1O zr6Yr3U9WbunJk`m<7^ky)-bmHHYyeP!M`ROo5$y#Bd+j|!LzRnF;B;o!vb{_St zx~;5KGrg4`zyIABu&qA7o;60Qv|oBo?M51j;`_C6`|-2_`9i7*P&gu0GJ0fhlh&`XlJ{GrxOmD>F#Iz(J`vF_2DvvmaDsV|^W>UyX9}+oWh0%; ziHDu)nYRSbdv4saeGiD+c8b4z>3=5Gdsb~y_G_`M^Rw$Mns_MrowMxPpm1{QNabm+ zvD5W!<^Dcm^mwG4eH(&HJ^cm5R5dQd34mva;IRzxug|VL`}S{ea7r^f`a-oG<;zBZ z98_{kGDYKZqT2Fyq(Nz-P2H-pW5tu>M!ypTRdX@*m3%0j4>~=w`eF30S>{`Zw-xpj zaoORa&mE3PdTe-(;5kS`-*IH*NncaWb;*K~9<$KC_N`Vf7FVDc7}-#j6yt(&)$ZPB z*3TxZxMl&&H-lP_xFV(Blr|ZEY}_02!EMB(&!72vMnLO)QJV`>M2CUL)2IDZ`*2*s z({sGf&G;*FeD|ui2ep}YCH}rka>g_AV~AVkq0AJre-O1Kl{IsIUYlu;67xJUuL!RI ztv&XMZ`skk=U({SudWVm%e1c?%C+yPdf^Dac3uG`UnD>I?-O3$pMMY%@ih#6+epHR zrk>#5J3g$At@m913Rp#-wsU#AmPYWNkBjpOyq)XUGmwHD_m#N+mm`=&U&PlGPG9Q| z+aXARGp`j}L_Zvjq^m}-=?tmlAnV5J?peN^2e8af%2ZvIn;uM?ybGy8GKfqwXKA44 zfx5|&+&4aRd1_CZVgE*hwx0`Pp!Pz%4t zm^8#J>5TR5?2-_(bZ?DG#pU&4~req+;BdI7yZe7k_VA18d_Sirf8j3VPWA?sB zR$m0u`gAn5UUKpKFU`R~8fJ)lP@hPyFMmG*NBpzJ{*NB8}Z|Di)G>P zpTym3=;o=eisbku>6Ne22u4_$@zi(+at9V|KfL~UhH4wa`Z`?_oorsuH)={~(C==@ z8<&>YCBNV1>Wl&uv{ZL|ERsPYo`w1yi~S4l2OxW+;hgZ_B*3|nvF8x$8yeMljcTtJ z6zx0f6G59EZkzuy`@Bip>HfF+`KtYJrb(*0!XLM_MesrK=#bns`0*%6vwwN%jV)~X zIQvGle1rH4Zr$#-(`yU%B@Act8f&pY-jnEv+Id(P(&x~JXnQQGXno?XdiOY7_KdBO zX7+8`s6B}0N4WhpfE!lwRzzPhEYMThh$d(Q{==AO)r`9u7aE*iq5ZG1e(EkIk1d5e z^u}KAYH39BCgvs=sYmn-kkQwVduQ3-x>~~yb90?b!#h8gpc=wO2LD=vX@1_+3ieG6 znmOs*=a!vP@R}{qdXo2B_t>=M@;RX#dBKPo7v(AZH%D)&gutCS#$4#r(os9N{RHn50;f zpwBD4v#dn`CB_c^i!bOujg)&#sz!tA+YK|V&)PA4E@e!X1?Ei-Z55LIY_7OzO=?oU z7_mWD`O1uQJJzIT)GVU*walf11%%f6qhY*v~pVlFfhKCIDdJ<8I^kx7j;Q~sn- zWt+3Z*-Pmd&PU_fskxV!y+2(!>f3{%X$t(yuZ{Br-e$QtX4$`%nUlT5;PgE-tjp$# z-Cr}yHpi?rA>TH|L00i(EA9}V63EP06JBa;{%1umWv|DbUswFrsgO?)lst+;f547j zYjBKg5ySOd1o217+fvxP65f_|`lm$m{`QZkv|Wks*6|$;r?btSw?kO#mVZr8g@Rs$a z)Q+b6h%p)Zm+z#;#+X#4BN+@=mhV|p!>3HDZpHpks5G2APp@sF<_JrKwY6Cv7a(agv{{-b{pdk?2pMq$0HO#4aHhn1?4ecENDY%b;{H|a*& zLFkA0V$ycXNLkYG`m=ETf{YI9o($eH)p~1jz+2q2P`m$LeVES6Ed(OeR=!Q6E_k?B zwAWeQpW%z6KsFwgxuxb2=!T_t%Ol>s$`{oJzNm7h$C|{ChgURwR*a?cNB6q4xD1Ba zulD$>np&P~^y5+NkLE9W^sTlbaAp?s)%DvOLF$!t-Z4gut2pHUO}ls&yBD>Y-k!kA zcg7bxkU3BJz&2^Ks0-#sR&gfRSNh8)ulBh5)Vk-h>Le#FzvpV(BxP{fKs?nqL!*-)^vVqnH9 z{8+DOy7~3EuSfIbKV_f&;(}#=^%^*c_PQiyaU4ffUN-)}H%T!}svhu06zneb+`vO` zj4K^|d;pMd*>xHY0X6-jJ&Pz&>Y7PaQS6UDTb6C0j=qNC#VMNj>ulsU$cmG3(SW(p zdYl!B0#;1UP6E7AA2f4NZO5mS-cz1HTaihX|7GXTVyyyg%ghb0$C;>Fi-2KNkTE|z zot_^1;2(>R*6X4LIm0S3I%`r3&f{AoPl!?CFa|^V!qEx(+#i+XwDsy*M9D3}1?O>) z9ZsJ-3h!NS2#pxah%=4qic)IkcIDc-9TozNtB+Ju zlX6MkfNE}?WD}Q?YPM7UbenfY;dvCQFDffjV+VN4$n7C~uVSL|%Od*A5#`lgEH8=% zjmVMu-3#}ZFN+*sBjsvLC@4+sSP6uc(K)|>aepLZibZIK1wt-a_k36$^n1(Y5{2rC zE{a>LUKzw1G@Bdg&!*3q?TrMjeb)NJ;1fDaL`HLtx z){ID-n#~Q8-L!0-Vf4CrXJ)F)fXZ3FE%=z4ZE#?5p#kB<|2IOOy$Ah~!d zcY%$^E9$bL7&njyc@&$GSy8kt)jV)wN^!Rx&mg~$4|5Y=%J6^3E4B3zoMR^l@X}k$ zzkq&v;s{@d@L!6;zk#~3jNDPs@_-KFPs(ZqiiPALE{-rky;?Hod*w(0+4!PlxHK8|lq%?n)v|IKT+k>@%x z+;AD6YDzHGhQDH@6@LF!x$pAR^OwjIjL6n@h7A#8+6K*7wrVg?Kpm~+6GmzknXO_5 zuP8a|hL4mZsyNgkaufsQMo`RAcw;SI7nd8f!{UwhKlx&$LM3&6vVlKkzBx`YacS9Z z@lxCPN3!jLJbcY?(BR*`htK||0E@RpNjdCR8j4;xI-pu10&Y*dA#8(L^=9xJCo}*& zr=Ji@!{w=0uBx;jx3@@*)qkpk=+cXP`{y2)jm8#lM*gz%bSZO?#)Wi0^YIJ1Db1K* zIe})54;+nv4GujyQ(re{?dr8ww6d;7ukBm@1)k%vtf#g+-Zi>N0hJUpL?8KG`?YK| z3SA;GTic!yWg8L0pzRiKwGSndOWLkDW`)}&m=^O~mjnE|WEc-MHm}+zG{H3Q*OF%h znFZNqxF|yDIA}|exsF||55?a(vol{WD4H;`_+p(q8!^Bbq5k(MmsD2uAo(6i=fd#* zTJMT1#}2HM|4uj#R~bzp0QEchzoDA(1QImC@$m8# zguYMn4wFmXKG4rn^jXum4K*1_GK1+a!cmccqOsDuCrZ&@^Z#~>cY^tG$omuPOqv7v zQtE;JW!=|tMe$Lno976SnMK)N&GWHpR(A#Xu%*$utI5#L$PP0`vjdg0mCZY&ptiq} z;Dl!|2Onyvh1p0%Gd;;W+p0c0GBX;1bbIob!V& zb1xiYD-sM-=l5UAdgk1f06_ZohP zPI=fvf)wPoD_1|WLQ@#pbtxu`G;tKQ^Y(RUkr~j0djdA3y0oB^iK9g3_wW|!)}W{j zK9@e?U3a93shMQQnYq?I`--0M`V7TVrmkSA)a~dl$~lgnFdSxp3Q~YYv-S~bA`aB> z9W(SRrN%~(2VWsJMsW-2Gr=reu4TO(G`Oq}Hr=OTIGs^DMgzGIAbK;ZnjCd>%4O94}u$-wvfnoD8W< z>z*x_6Zkm|B=}R&#AHkkpP(rPg1jI=&=lt3vY?ohLWuh((7wx}@x-F3@!CG1*2UOE zoRKSc0rd0&pO>WA2cm66BN68iA=d^tdpm!eEaLlE6i1Z|c80{IN9}--$_POJxs1T6 z|MdctOtFoTXruW1V%AHxo6K}-DN!kTx1m(s%-Z){9-qQI<%T!eULeCo5eh9ah2}h# zgpPnMQ}d>Vj$QhAK>5=xxNh_yLMVd_w(O@Pc6{7%n5?>8-6kN$aS}`VT?8?*cq@AU zisrkBIe%o>?&!8&SA(WA@`gzdXQ)IJS^w$#!zq!q_gB zj~b-r|6rTi<`@SoJTB6w+Dgd^-dJCF&DyTxMv9scj#=@Bo65{2Dhm2N)fwN zosT2V*=x_qcO*YZcRIp){uzgl{uNDB9A0IXVVOUJY9_MobR)TFP#wkUlK<#xsqkB> zXQ2QCy96m?OZ3<1Uw)crNN%GF9&20F6~>bpe*<$l<@`<=jAw)+9xo?dtr4aMNYFQr z-)sZLeK2X|Z%ZSqKheebmF%XEWTKo*J~4SlKi0N*XPGrAQJi&PAZJD*>AJyK8zeuc zdD)S;>L{5)B&k4?Pq{bVM4$k*Dpg?Jv#02ujR6a^#fPTUg*(W$8{&i;LWp6EA&zdO7Y7RR5?%p)GxotznQ2r3dFkY#%;X}x z({u-E?!kwy5l<$?!~&lZNr-x5JrwiESkuQP`>+(bfJ!@ZE#tFoMjp=PZz80Lt_QE; z^2L@I@Zmz=x9~F>kyvNo_CR15GTj!6vUgUyf7ASf4>(RU>ov<-C;x~9bskLzRNh@; zc;dn+&aX9ftgwR0WZ&Vzh(8WmZgkqH&l>a)T9j2>+c(s7J{WHXrp_ZDAYZv5W1+we zoL5D?J#F3Nd0Eo)#Y|-P3w{m2p$+<8wz9G)_Cd4L(%x)HQq!GiS%r7SACf1FCtFL0 zQd)r-#=kb@>H5?mqBGXrwoe>hW#{iwhF-QqN9rg4DXO%bEcrE1t!#DSig`sqi~7B< zX{X-?|EN9rpeg(yCShw;fxF+X#{~Rt2ep@9RWR^Wn!(9s)h)PxIivn;LWN4qeW}zX zMh>ID^TvGYZs+s`Bi`W5w_?wrHW0HUj_}gxhq_olc5+o;=6%wBIyqi)dSP=GZ)E&z zcHiVgL*K-Nhsb?AY~A5YSzPv^Bq2(XMC-jb?GycC-KIGHosQIn#Kf1$q91b>HvV>7 z{5Ghxr1sH1s;OG{&S|jY>+4m>20!u?qnOf|ZNZr!$M$N4=l9hm82y%mx)a9s&FXtZ z(^AR|TFQQ15X&APYw%XXwkitFO4La8=eyU1ERQLu5+dTd<8m#s? zyfNdCuEdg{#Y02MH#Nr}ww8{LK6P~zWSr98rFqSzUQ2|E#C}@jpP*r~9{IdQ7gO_* zxZXKKwF;u*MyHzISl70vPJ5fzx6+Jtd918&BFJaFRa3@GHc0)i{(PH>^;BfNJSy3* z$Vk|UN&OtrJbIyywWHY`jTRG!0Usk9j?hmv1WR4pAW)W5&Cl*6@uxE#5b}V5m~Ikwx>!A#0KEmf^PC zw}U2dLW4(>)l?^i>*S@b_Eqf@`F!0OTU2~>!}n3MpF%Dbx~gz46!A^D=2OPK0IgL8 zZVM{b(6{6DyBB**@4KyXVi~gz_GYn;JsR`0`cb43D8R|e^fK$T{tG(#4Adv*E1c_? zM~24;aRLrpLZjV#EfJb0n^%YTMRYOb3X+o8M)_6WuRe)a7Ry;QK5(hpq#^kAf)cT& z6@ti{#ym3Z6l4TLI_c|1?g_c?Po=1*16i>@@_c5{HyvTwA7h^vwLY2rQGE3u4pK*0 z?sXe=1sJZ{yN1-8ZUIYDk-;SHZbIHFgI&sE2kppT=TzpY09BujXyxGmqK*Qm)(p}J)P^k1k6(=S7Te=eO?YMj3qBHb(5bCY40&c2>n?0kNi-~Lpw z*<1OM3P)v4On?$e2@6sz#6O(dP)4Iq?`D7AHo4kEfVR+p|1^UhgrPl4XEO|ys6V|g ze$3>Juz4q%kuS`p0{}5Ebq@wC5}y!|%63%#bhu{@=g}MM$!JMAsq@JE8urYg`Tj>a zilH#2-EGA~@-!nPOs#tw;JH41=1I{__mK<#C=~k}4(YgeMke}Qe_ehQrY=co zKudG(+OBrLmU?oY2$lBnEew&$(T8(Bzm2^|Y}NeOF|nu5y2nb_a4w~IGZ&A{|J-`pKdyIKY5oz48G%%4 z0&f}PbC39j(!3f0O+OPOE4G+`*K6G~zl+i4>vv;7p|5!>>eM*Ci-ugyxOLCrBB4~x zJ#B*YeZOE^SzD=x9&d4kQ2UM^9CjH34se!B-?4dk2un%93s|T#uYwCt#Po_vQrvgx zu|IADQ;onB4m5a*Q!>9I2cmNQIYpD{T8o$6N#NB>jLwlt8|Tl8?lMT)Q(JS~7fa^s z7E7NSU~+{y6plgX z@a(QWB5&Qn=93Vdz;hMA$zlgZ2}*W&@wCw?zNZK2OO7YHeB4L>)<77GsoA6;nZM+w zhk%Y{@UDp!b`p>%X}?e~z!MO4z_BMZXZKrp0t2tW;5@UsI)hr`95{cy1-_l=I~ zPd4}{JNjQ}l~a8BaSinrTfZ4{U&I&h>ul&|VqXWDibj8o=NZy_Y(*WmjyP*4+jP2GM~kOWRD9`%>Hq*ln@;gdPOgq=d#jTia%$}8;8Xd}?t9scq+cAdKf$2JYC$+(4 zfxq`#FI3fprB=$*+)c0U6R*-NQ`gxc=*=XW}s)z%kI?LDkdPk-#NsX=9gF+-Y<+I z-+1sjv$K!6MWEQ@&z}s0%T6&<@eU2p4r)k=Fk{mM?T@vfnSGdb17uuYXBZ`G2TXRk z%*+=sbyW!jdB#zy%q0WKXcrR1)?u|0YC;#;4b~31Jl$MWO=eV@88JdXwuNonPy&q2 zfq4ygiqk$>>Yfk_x_~9x>Ucs=iV#XA%|oVT$+fZ*h1DOqe5xy-M)yhmprItPtUuZQ zT{bkEi7(;1`b->|X|!2@2=nXh{-s)m#r9wXgYbJn1f*Mv0l5cL?7<-q_~FnJvT#$#(XhT&aqFhY)oa;bkHSa7*ckE?T4!|0WRX=Zl?I4BKW8LR0YH9YMkqE0eIqd!Z zGFq|l8v66ti8z26R zdb8gsEQoEhOv1Lrquc}J8sb4xQ?ZaV1&IN9+SD(Z_{Ep;%FAW^9SK@V!>udqc3A9rGlME8$N)3sO zAyWIDjPuU9$0Z&E9fCTiCb}DVTu&37dB=U0n6@-8?v1b1eaj}D8I}6sQ}1yKB2mZm zE8}kt%zv3H`zCjbWH`KeUJ|xGx8=1%IpBS3(b}-^JM)tpgf|8PAIrzID^Db0@)O2O z6k7&HjO4pT7A1|6v_IBRR5*>Rnl@tsJ+D(l_x;c3HXflg@xEsJLS~K~#Ju}mk`q@r zOC#3jQT~a}e-}ZNs`f5vo8<3GiNvleMM|xnve2_lfs@+GrmA19Jcc(2@kdz&K6c7V zZM|Aga8XCXIC!Ai3 zi?e&wa=k4x8nhPE!q3@vxReFIN+%c5foOD~?oiToM*NZjO;oh&&oR?cqh>JHF4Gv~ zNx^IR6#*unRWzO-wUn?C_8~%l89TWd$?tJ+pL!ussjD3kU#}()3w6$L7I~}P6@D=O z5$)E6^LNU4%|&bEG9dpzws&-+6C3IV1w2hee>?=H z5*P9vv43(M{>464`S#RiXXf*Ra5M zX>K}gAUv7hLP#yk5;$+RZn9}bPfE2L%bHLihCEobl(8lZwSA8k@t*{>Wt%<5E;&rS zuKaO+2xoZ>Rg)V_>@6hp2le<^+g5uSL(puQ>hj3AlpA-vus;EVTPDTpum2ffBjFH- zL)s^-S($k+CG&eWlq??p8cwW};bx{+rTsv>WX1K5rHLli^81by4_jJL$Dz=D^Sii!5IgsDm*IU0DBS8A3c1zEUrE)ZPi(1_#80xE1kzt zh`9*KGh=))@JGE-@>29Ph#ncWfE-dr)iv0jgP9k?oN(nO;1@P}l1y;wAZ@ncG^MpY z2?7?^1%|GA8I-(M%h;m>;4kL5!jAb32)Y>PhhL-w>(xiKDQ#X?9Fr&UPF#K_142w& z>im+DazI-nV9kJ6t}{Ge1bl%z(LX%;*-}Ws*^k|-VLJ6ep<^m?96n_&4L;Z&Z|}f;ve+_T;vvM#&6VA@ibK}a=l605 zqkDk;A~x;~zG+ffP&H*3IOdT8ux)xwOp9}|RZv^k-^>+TVMNIBoyT6z&Cfr)=5Z6V zouWYUm<*wam7k`9h3pjVFMxHpIm_7O3NPY#jP<%4y95(Zd$lgA28L`_*7D}d*fYO! zIS_=Il$y@Cq!XnCE7ikK^kY1t<9arL+2BS~JA_QX~%8|0KSg=Qgz9IMg z36t7n`WVb^!+H}s)4AAM_B1c|OXT!Ab(;n1BGsv41HrOxBFntU8=sgA4E={=2>4`bN*1m-eFXf{6fUJfmD>byUk?u~p~dE$27%e}`c4)Szw|LGKxOzwhY){6w$9uneG#hd| zs&8P)kL+js+D%J_O{wN;DZZ-s=U%8c_EA>V0xw;e>aA^BpS&#w)m^F(-BD&XU@XiAotnJ2= z8HrX!Q$WRC)0a`_qf#vip!&ZF>}zKM`?r$=GJfzJ#GIFbNcDwF>auA){uguAo1hlJ zgRu0+(Eu37V)nc81lxIHFm=JQMPXq2ptBqKRn;V!gVY=`(&i} zCw+@@aeN~v%5hSLZ)B$F5919Y;~C z_sa*gnYS>*wQ36?f1VVap4|bzs|tSRzCHd6=XW}FC%f-m7Nc&L%YJg&mB%Vh0k=X( zY7;>`2EqZ0anMZRywjAhSMN!JEIUs-RHq0l?z`sJex?0EmWS&-blKz)xibzQ*Vzh-Zb2E7Bi4_hc`B)`M`l@6Tl9lL+jT z`BFAN#tX2@oD{)U+>gl?O2eY>s1*LYGs7OlScVEXNbR6)5=+A?>^>~Do~Yy(?9Q^j zaLPdMFXec?tI%0|nFkDRV=HONtvDH%LG+*bmohPW`Yo%bdB*X`9sOJKi#wqYTrK+e zQ$CQ-wDOMe-e$*E|8Zc__?2<$gI3BWMTQNkkAg#q+N(AnXfM9Z3Lsl5NU6tH1fJ@$ z(bfj#$SSe8V`6E-Ntnb{WbApb?0m2!pjOF&4FrJyP88R+KBt zy8R}x>kd5@b6DveMC#b(f!QTfzlh#=WU{&Xi&h{FwOuPnYWnMEkXOkk_k;Yy;UoT6 z6;BHIf=^1ZG^!@@zlF%Se#=nO52LP=APYby-Z-j8D<$__bIn1fWxJKK{67@ZTw@^GO`hFd_?c9=%8Lw9x5v>*n7}Pj7 z0=ED4XA+=JzqEX39kW_r261_B%$0Gk6Vlc-dKjtBVJtBVpnaz1jFl+U&d$TGCn9!O zFF^41%M;`dSM5tP-S-PUDbhqjq6Sf!)vN{S11n9;tIu+Q{y5F5yi*%ic(M*9Nop_F z1GMggb4U&;Ol|&xf`^#^RtpYIIPsmT1Uy*HEr+4c!BJSy4BCpTjuah+vo&??KL^7l z^G-a=yFo;JdaDwWuKY>#$=#>xQe}k(09w#jIZHp1!g_~%;+lsNC16)NZ*k>}ortl# z-E)o7{#iN3wh)&LngqQ~aaEuM`#KJ?F@?KeaOwTOm;*sjK#-tgdBP%-SOh8&(Uo{9 zl=BU~swQr1P*AGQjFr1uktIGT7Zd<2i*rviZ7F<$k^s7P($pew@GMLaXhf2J7U@2M z&`;*?4}CxMwT_gy#}=AkX@`c79E0j`h)os6;MCS56MzB=J&H6|GrDM5+6EUEb2%N> zZGN%B|HE>c1G=!*<^+jj>=hlJ-O2WjgMPucL+U6g$8@5JoJ@_C4S7nrZY*W*tWSNR z3FhOX#MR1MZgpTG@K$l02?s9W2okr(YtIP97XYm0v`N+b_(K2u3DD7@-7kq>NOo?N<~2aRu5vH+>fQL%1c3B+Bl#e;?GzFeOnTW<38m1CV?vF8Jkq+SM$Z_2wT0yp=H7#73s(SDFZ6{ z$R^s|I!_Aa{>$(hkdjVY*4t!)FcvF9#)D5CrwuM>%{@P9NPK7OV*^!xv60kT>M|H?3<)9k!^=SNh^LkdVoG%CU*Ucl`pSfzx@;6Ba;#VArF(NE-+*44pt&newp z@!6z`HV9O3`bi=r*6(lrTew(jSsM6Ipq|oV>tvgyxquI}#10D|vyVUhkF||JRmpH7 zVWZDw#sO9`?5q@V{7!MgS3BlcZtL=|=Qw;urAS-oQqtOUffC}Bd=7^D8va8MU^+vA za7ln(IMDH>Ko&$?rpswhBOZY{>dLl>Af@H32X}k`wCkM0$}VusxB-)}U@`lZcZ6V{ z`l?h}IvA9imO?H~c&If+xIN^ zDz31CX{~!Dzj0X5Z|QAr$G20c|9FD_lXL4sAWK}6E?@(*kkixE6Hm>8-B76( z&v+mFls+6OB9D9=Px@k*>4KxfN~luUZE; ztv3{vm*74p)u9;uwPRFX=$z@sBbY_9J}|iH_0`WA3BCCRmC7wC3T=Vq;RVBkpa1|6 z4ZSVw6agAeeGha>5LqWK7xojSgyPIR`*@W16ADm5mH|2;KpVt&{}{ll&DDR!fC?$+ z1H~ZDk{`k@xtaHcmMmU>K6KI_UCDtf{fO@UPc*B56;s^pike*TY7UOd8Y5x+I0 zJ}c$&0e=EEjGTB?V9lh}_XkXwnFt>&bz5-5DS8G{17%6vYQ*!p9=EvU3Q*`_B>B%C zx*6oA0z%%A19jFA*M`jO>keDc1I7wogz%>vjh4ggCgn%$1?|GFfWgr18vwP@T39sR z2K{Sh|Md-N|BUD8k4xzwh8nzP0_7P)v~Z%p^2r#tNc|Tm;#g`FbO&4U7~saPIaD&v zSg)POyLC{x{kG~&7vnICQL z6!@oB9VEYnA`e!rdEER}+y_8aee{gfEYdmmG&m4t{^1DN;`qJ)VkdN|yuuN!Lnc(? zl!(r*__}}pU^AQ&q^vY&81dzCKzeEzuLRBpj8X`A5S)^93RLJ?v=Zdg+2qh zHvk)hP8(3n)gLFLg7LE{C+>lS+=*2*jKhxJw`weI7_Vg-t$`{bBb;|32_BjrWb`Ip z{g*jEGX!PtMCTwEoTK4qo}Sdyat_QdQTJuNg}D=zA7yck;d)U}Ir(d>hTQin27y6; zIe(Zf@qpn(YbtV}lpfV;( zFD@QINjQHFwmltwdCy@yy;JG%?Sj&&m70#sP^j${jFjlfKnNiroq}-?7(qcgU>MYe zCrVfKmhcoyoh|Ssjne<=>f7(gvT7SogR6w6ACeMMsUL6k5lIFquJph6alJ;Ld_(w4 z8IOjwrL%d#wr*(uC$t}wTTyt#Wv)eP z>vETVU=NHe1>+#wZY3yl$tlC}Ec{SiAs;`aPO{gBC#?uSuC;o~3nheaKFy!OniMv0 z?o3%z7(ogydm?iNDi^e22+;a@U#ow)^9^#ZkEkFR26@k$3~h7HK7{DGy_(^7DG?6& zqWbUS+hBV~9lnEL7=mi`mGK`N%bT0=+G|=CuZ1HaqBV4KTvLRsJ_H?VjmY|`EYWUv z_JL|PmsGx4nO<-$`tRxp7=1>>&?QSUe!*4w2nY@(IObG|N2)I4|G==fgfv@4vj?@N zPR{hc<;=LL4(e>7>1mnytJ&ciCRG_k(1PGtTtGacdyzGW1hI7Q@!LMftETt)X0ZBi z)}Smd5s~x<@Zf&8vS=?MWoiX#_uB8~oz>7+6Q3-k@xEploVYXA+xxaJ8f^@>To;1^*WjpL6@>F-|-qusQt>!_EN>lV~jhNP$$PId#$+!3OP! z)VpPKBW|K18qE1Jz7jzrf4X{0bE8^f_w2rKyIsE)DAvz*3F0yO_!d$6cjit+377+E zWtuu^IzmZF>L#pA4GkbehT6{9krdF;yN3Bk_0gsHx$VjZVSD=r--fJYAPc5n-e&v{ zn#SZJG?I^s5{JHDrQm@+tD@u7Q$Q_y^JUpLOp+S!!6ygN-AbTadh(7~Gb$a0C#0GT z#>-Ir{lZ5A6R_|qI+M@3Pbqol&Fz^e2tLG}n6N!eFnE~KWS zU0yyW!VZ((JATWe|UzPU>Cv_D6d8_FX0$ghYfT9AS) zT+nh_3?USV|0wqPeZ#!!34urPb+Z!-xvX za`LiyA+}7(B-+t=DF9NyUuAD3w0MI|eh@33%eZq%JU+Oj_~6^-m{oG~cV9BX+@<~& zce@iMKb8e2L_FaDSsN%JC-V(j>d}O6Gtxm?I)^f>!-5ER^u-3;L9Y5Irq7(zP4JJ#Tc%nMb+{H8MTW@E$MaSS~nbu z8Opu{K}PP<%an}8GzMk~f%F?|peNy79jcKqiyDYu?3ijRDc$S&mODBNiXMLkJvVPi zivGBJKLOR&%aR*KFJ0Pj1m(8CLE*yH%lEQL-u;dCHTAP9 zk70y(m;nnYSnI3yFMVUZ$HLp;dCMpOAL_FFcUlsB-K+zT`NVDPnM6if-Dw2<3c;Bp z+j?!b6gBm#LN=XE*F--H)m#TROWziIJqg4^jyq1#Ih4L+&Nns9h5g*ed6uoZi`qUJ`I&wG#|K=_Q5eq4N|>K-2e4O+7qCQ- zF?%l|L|<2z+IMmW`xc7a!{719ln1)~BY%SUdw8oS7~ctWI}5pcPNAqz_NmH{3gVVR zc?c0xDw2FIlV?N~K_o>VMpGX0iIN^_X(9o`y_Ac`6%4kYdMA(NYp)zJdWw+QMqKR*y@2p7oFZ!D__`Gi)1Wl_GV z1FaJyn;!RE*aW;Xd1XQ5q4_#7uP9FA3}0b=2CF^fk6;EJ^>n2@$NmUDy2`;%)lIQ# zCWPaAH}QITMiNtJmEc-8yaL}LSWJl{N1u8bLMT!|^_K5{$6|{5so)Hsm!-%`Me=%*9W5-;*3ujp|l0Cx1T|2$K4$f7ykZW&tng^~`;E(4ds| zhNhSlIv}ATkZR$cgMOUNG0Rzf4V28Wl0}wVtr>Si1>>VgYwU_~pk8R}M&m5Be6ORE z&3N3~#Ib}gzFeT~cu3`A`9PhSl$#p^E2N2J)brk8g;ZD2{c##On=N(+V`)Jc6gf5FpR6apa=P!MWy2YP}mVY9G7X%wf1x!WMqb)+~uqF1K<>*V7y3BL_e8bQ=v7rk3Q8-c(1wIp&b^Td=NV8X|-U+%OS& zE>?eqp)86FucZy3&2mJcEFr#pLZlMldZCwPQe-fH$r7=5f6y2!7=u#^UxIyXw6lQe!KQn-J|A@Mu}=87xHWQXL2UUH2epu>^cZUoI&uC<%G`nxpF| zOAu)PC;=-tI)G#SE~2pgsBhH5ds9qGJ4eXNrVHtSt%IHMyXxpC&TGPU^gpQ2@ z1ku$nXl0{{aXh)SNlVV>aS$m)Wq)g3c}N&00FkuXu$_o{VxB7}ecLz@CKn(?4V$db z`Hr~<@il0Il@6RoY2(k+4|&zpgGgDQ@MV192HP44Z&&Kc4R~_dQ=5P)M37l349P$h z)4;hw3u^1?^RvJ5P(sjqZPcWZeeoi&60yrM9^x^=HXd%(uHg>-t!h6^g=#kn zX>QspEaC=Sd8bclt;B1kyjLwGP$Tc3$Or$l79}O5>YxJW^rHQdfkNkQLNA5jze`F| zCbjKH9#v%O+5H@uEz6A}QShR0w7%KZimy=J>*#FLy+{RCz%k9&A8`@K>L375B)2~T z<&q8(acI@K4#J?M6*RG64h?mErT#`^9Zts_i(Ooo(zW(mwQ^iE1Dodu))5dCQ@IO)G-P;50JDg2Cfp1lG6N^n%b8e<=s;R!TUStqe8UTN&s8u zzJD<323_Iw7Ojjzv7Z3`l}3t)P<((|!dGr;&v$%-LD#zk!$faLR?&>-8x|8me{D;u zA`rdGS0LR83XVIvKVYSgRQeZF>6glNHyTHKzgK53zlHV}ZbK?kUYN2$rN6DSE}dMr zYAQLvEthQn^A>faK7;Xi?>J_(4djL+^zk6O zj-S16G1wkouSIu^hg$_cgmB3pAzXL`T=i%??%9f1c6<|{DZ9m}7w-KTQ_VoXz2r)6 z^J!$4Ec|c*or_{u0hFk}4!+pwcBRssTINkz03Ht%sQl9Tv+~X@@42 zc*0!1u`~!ezJ@YfPYoA>YqA{v5$0+}pTaQ=1t>I)is0$FW|nQyS#y5g#W2QayvVfv zWO@9Uy6JjqguJtiCj4K72{l z5BofAVo%fX8DrqExAr3*$;CeR&wN!-;+afny=OLqK^1#OqY`eKq^N1$i|zU2@ud#n+VJj&2loxGsNDMyQOHgqASHkr^U!MjE-G*b+@K( zbp7h*Jbi;iclue7S+lKs>4D#ROo71aaQFu^iZr|xz=No|XEPJ0jPV(5^Ftay7B?S+ zkvh*u%??Bmk3jG^G>(!QV8Sz@mmbT6Am5(gSeHdPX74{*L)+B^wR7?F^XdMl_TXk6 zznIItF1xM34_KuW2|%1O;<;HHXC&}~GuEV07nJ|8JHUu)-ib0Uoiae>j9!_lFF|D9 znUXkii${K6E+UICHMSeA;ZvxUUfa_b8N&1HzkU~aep#MxC2`6I5+)_p#pO;E#v4KlB{85ZklDf>{}s_Pv)jY&#*iYu653F_50WJ#iUJQ`%spoI2W z*85@F3Gjt9z`!tpk!SyVN8%hEPNJ_#2%{b%GKawlMLjkpNP&4TxWl(1Gweli!WhFU zu*QpeUIK@I29q#MaD;lZ`bT2alB7`iT7wt6s)WA0u1ZNWj$>mxJ0 zHiJrz$kPaIVgZfWY&t%%bADNI1YQR;rusYS8G>#4dP|6`?g0ZaG}1j=mUy^tDBWUM zGIC^uuWmRHpP!oHeA;OohMcgw+dURnYSct>79EAB{IrC2?#oL7aVX2&=l7;Df|*3i zD9GW-h_WxPq%eW4^;gwAkiz`l?SxSQ6!1JBs{Aupais}#<3S9vyx*Fih~h(js~R)= zRj7(`XgnX)67td!U0rs`HAcs*SDI%00RqIdMy{Pkw2%dfP0g=O23ytPhe2s2iEYMP z(-#~U7fXgW$6G|C>dQUno+oRV^ylPDQ&dvrj@I0ZW4)SlN(WikIu4217FI==bhHuA zE@-|_9Qt+$qH?m1+5SW+0=zKb$I;P_u3Uu%=;{x$tUU6s`%!NqID1Shw>j0V`R=aN zuoNQo!lSez?@;}IE4wl%fU)Xe|5>B?{7HWd3pgKr&cPC7tZ5XqX~vYIa13}{q;eB= zPe`VX9|ge#sn%Q|9Oqh4hAywEOi*^ zG5v11TxvqeJ{xtLzr$M>Qh0!h6n)<5$i5a|@py5P?wN4}O@()e1IM9eZ?zX=v_uz7 z!@&oj#8Yt%2Q!g3rFptngI3t<-&I&7@E%rydpuS&iPr95Nm7maC3D}4-$h0?{Jmnh zr{V+PrYG;o{)+NOG3T<2kI!K57q%0_1QH?#BfQ~Zd=;;!@J!y&R+L=}3j-dXbqD+9 zubOPkd)-`Xb}SwHQZM$`0g<|HYDnKCEJ-QK>CBm0PAayw+M=@J?|cXc9`qhN9!6qG zr=#^P(?SkDT(t{z-)~iI-G}T5KqOU*Z-EufLPQ(hXG8Z!?+(ifSL&g^h{l!@>K!BU z7RA|00}+}eQ?Ac!L<9)1JrV(MRZ>I?61yK+N7-c>X&GLe17OF{9WU*ECeF>btfw$E|Q%o3je4)zJAra~F znC8Gk!s%$8zs}EF!<_^OVh2O2R`m>E;`sycxp^>Zt?}|qma`Wp|CPGa{2>yhtovT7 z);}+;SU42J7MKZ;1CjYd4jB#rY*CFi>`?gfQjR{pu?BnnEOx>JCfS;{-)qZ3V}VbJJHF{@o&Ksxy(RR@YrdDdtxvuQaR)2iLN^#_4R zlXp5F8~bG2^XYxn6t(f$T~s5e8z^C1eTomgGKnCbHR|&?-O;T3_u4kM)_Lcx_qRg7 zt!Pyf)LqxB5=d^)kWrC}C?y<~vi>UsS@8Edras`meVf^I3USL+2|o1o%tr4GEZm!NJ&5V=AJAsAyR)Z z#6sq%(ZP&*eAcPlEQF%hJ?JXvSpR`htzDdB2`gMZ&blf?{F{bPL^@!ba-Q4`V3I?R zSg&TkG$Fa%NeCl;scS^P^o<-M=?;$j@YXaM`rxL(5_kqQZ{@6za+Lby+pJ9Rt{_TfjvsWyGPZ8 zB(l>^iD}_yuYk7;K6LqtToR@6lcH#7Jl;E0=?R(xM9TO2Z5EH4#YP5;xn%nWzOZ z5#xtx#L2<2iL?ug_Zd|yv|pN=>~2LjeS3MnRy`K_T-?r``x2hXosOa2J0md2PJ==y zQ`M+L|J7yPeZPUPXY*_KWNMen=K8GtMKyLQce7%)#Ti8jUh}?}s50v~rQcp6qJ%U> z(YBFv=YH>`{ba%`(s{Zwh9x(se)TSaN((h%ei9Nqj=UiAKM zW%UqGjUIw+f};PAcl%UtfX^o7+*U`T`TfSAovCQZ!1T`hsK>p1TM2~1kiw5W&ke46 zipKRXL4Z_1{gFM&@6@SxVY`1W^U1o;TaU&LL|_!fiDTJOf#2|<0SOV`1O)%Oa6KLE zGmmojtEMD1$(hrFIhzVvZ}%85=8X~>Zd2yBJ`dE2{N5>TQDwX5xs2xU)!zNCYrKhY_jQZlm}kqM_<-lL_`8P5pcMor zK#^P%pRFwgVYm3++P(~u3{mh28vmA8Ht3o4QtcI(W#Tl9!qbdqJUrUy@{kVLvk~Z- zJ5l$#P~?xy&FN(K`}JSQ5zKzp27DpS^qJY)|i333VWqa5$R`4q%|Dt@nu%7KrZWWieLy9_MHitd^&BwsHqUESz0(n05 zl|%5T^7vG{y2v-_0I7{}?)aw0foB5E)@sJ4(kq!%hHPANl?8bQif#^|66d-DDDtXY z0;x?2>fdJ`2qc_0#raQR2!`9k@!1lJ)(_Tk`vHIPvwMOh2 zBU*!TtEPmLIewK{!Yh!jfYbPJ)ej5=dH$}uSw1SJovk>bjgPILNV3KA+HPg=mPR2y zyubT1-I86A)}x?J?Z%G-F^PEFB4A}@NW%r&Sc_536^vSLQuj!6IL4<3z-T8Y67&V( znWk=RcK3EkU!z9T_d&tO=ey2g>b8UDC08fDWI*s&B^(*4*TBJMa+5vbp;=v*W)cq;#dhEPS~%aRWH!_OJ#|uhT~~6db4?b? zGV=M0VXuEnZOlh#n51}N;U({mAqIR2q8XjiDAc{6(&f!n86bd#Nf3M~W-zh*R1Jc7 zJLEK`>2oJYM0{x-X4O3~>zn2mGZ9fycc&xGMeh|jC(vmOd}>w#a7s%s((6w@KW_`? zy2{Y;fIQ;>rt~_3sFi0Wiz++ft4Siu!q49uw$!D{UZnu?gUZDY|4diY#giE6{H

YH>^g;JJgf9+zBp-YN z;a02TYle~W>MZG+voq}%#Ma&@Fj1wnSE^?hs(nK^x@Nj&bfBLZ5{~uMrY3oLze=(% z_OX!vDcEp6PG5m@deJG=CjSp&PO!jy7-Je$fbc$3colu}=%X%_UcY;1=L(-7y+Y?XUL7c%tUmx6(;q6{tFsSa+E|3 z2cHVzlt=~i8ZwUS5QL6L!fh}z`RAHdc-Lh{9NUCC+CwpA|9MoUnBM)>jAHyRHC#G9 zDFa%vj3_kb2Srmn(V0wpNzTJ|DcDf0;4>cOJo>RQ6jw8p5Mhx zMG1-R)9KykmgrJ|JaK#in zt1*bghTJ>YBCNdHfjFr?Ah>&X==Pf^v^)0b8^`!o$H+G=NvGblFw}9UIwU!>hYV|E9|5dg)4^hGF0$FadCf4jg4>-aC5Kz@Uu)6vM&BcwH{SPFLGNI!u+93K z5h7Kjy);K*(Wn!5@~(9eDtv1ejRB4c$M4P!am{y)H>PMj*-)^o5&Wn>h;Lj zXw9#jRC;cWh38b*68If4=oV5Zi47=TT@~bEvmg+r`!?>KZ5y-O__bv%vi;+wrDAxP zExMYWm#cQeac!!zF}l_~{vSUKYtQp_44T=^ezN<6?%s_^n|x<+xOiwr=dc92o3&_s zV*jv8XeNX0@AY%c9p3TT-^MoAOxXK&`9Dap^RI-W9GH)b)P@EO3%|fjkp3h@%SXC}EB4vW8tf7?VP`iR zeCQ6)ONi}5sv9+@Bp|hyK>*qu!$ZgJtvF z337#SFaT|i3d3?hujBJe4{04OBgP9+QWW@j4DSa$+|Uh|ou$270_56Wpy`4cL1+Mm z1~_;Z@B>*sY{Q8F@oVfvCHC!jQI-I0&;o2e*3jqjP@C~Q z_?emaStyew{LaY>+ddr)R#BO#h3b#j#oT?n1*R?{CU!QO0#OOyA(^7agL$A$rG+*X zp<7x+hrJd%@V_u^hm>Q1utGcD_g7xnn zbu%UG#~wT7C}yRfK-c+0-XVhAc!zl5q5T^hO_6XG{%vKJ0VaU%WNZw2lwJ1c2k_yZ ziaSO(l{VInX=Z&}Jh|UqEI=Z|$|Q91rvy6`4nw1*aGBUKhtN=ayjF5hN0&qp11 zC^min%g4hiSDWzrnuT4yi5>UAxY65y$ zQpfG1HatDDrGOB^&(3JJvNiABk6Iw7If#WUYciO^u)H;?I`1;9z=ZdCpt%_{QJ9tV zOWivOdTn~B<^2gi!|lW~G{a0xJ6rfb#sP)Vi)jyYWj8Ny>ovfvjcAd)CHrc zFGfD0B*sX=g|m^lSf)!T#qXdy--3fG3yf|NTzCt74W zaZw#HAD3>+M7xf?2{_KZa0WV#LPP==Hfv+E_{dp7=7y7d?WVU?pRjlZxuY#U;cLs4hXI{8Q=~WH?fylz4M5+w9(XBJJo)5)&Vs^{} z6>2BFo9AT$^cRH@@%+lrfe&3qlc=7^&XWWgHS#|zpG;wkMjIt+Bn zC2e!JQb#A53Q4fu#8sUx}B-)^n>c1EJ)p5Umc=2(nV zKvTPohtTi&P3BWARVKm@@q2ZfcwZUJK+K${$q$;zbw())%K>AmS2O`-6{WiF5$P<3 zZl&ZJjJaoQfRl~1^oUKp8NO(veSw7&V`}IY*~3P*)syEDhbGCKUC@UMVH?jx+pQvT zFc(KD9fnX1#+J%RJi);UqBpRfWFqQBs{K%LAv}X;uZ|c`}sNuQ@Jo&t| zVcO)>U=(v$qQr?jPqwkDUP3z0iGxYm_;X3=@C{!Ay7Q46sZL1R4=fK^aLJ`S(DZ|- z@}E@H>r*3TGeJA4@vNDFj*!Xu*+c`A&NlPREMP0doJ7gB2cG~3}a4zEJf0# zzFsb^d{-_7ccyFECpz4A&6qTA)CE+vJGe+@DMw|2;o6kRKl0= zHq;3Zl#ZWyIuDP0@1&D@iplf25gHPWU4t8#Lwk4L&{LAIrw;=2E+5{4Hb4X>qKIZe z?wR+O_mp!@mwEz-gULp{4O=h`n@EXGsor@xZr{gHd%>v6&5AO(YvNtdK1F(Jyp`lmJS-cW(I12xHtH9(|`g%^T;wwLDn#~(90i{VvUdy>TNoM!H zI5zGR6j%yYs5=r{;b;=ET47o%}3coIAf5;1lRTl39O8OjN$;U&#=EJBWiHwGEb=tv}iV_*XAZB(pBaw)wE3^P6dg-6t< z*p?s_!8RQhjE#2fh@$7t|K6{F%+v#sCrm_=#+nulW;UzxT+v)2<4Q-x1@rcN{tU`eT6RkX>wr6~Up+sIUKM*%Id|!br_jwx2qa+xasCKdA5LfXg^yo<(N;DX z4e7&Zm)H~Di&P259%s;Beh05cWl~>p=45@#z#KOZjrYx3J2LFv&2RkVwsnnpWC2n^ z!-k)hFvJ0D$t6_?4#g5K!>bTRvXp7N$R(VDNE(4oc_63 z;XNX4KMSHD_D42?FpUelNXSMLbL#%J+cgY$?{mk)Ut4;x5Oot>;UcOSw%i4>gdfM+ zfP)n=3UMcxu}$8GolU+$<1>wf2!7(YP6QqG;4rI19Qv!BSO`~O1lXEcdH8Z{FXn%Ysc9~v2Wa#PGkSq7HhJ`U7VsYcoi^zTnEJ=qs#Hf{ zkGlc=gl#;{d%~_EYnIthw?N{6RMY6rZk;8ZvNoI;bc=X-{5J?&Ys7dSk$frL_Va=t zdg~Ev)<|tymbBhP>Vvl<@Df@y{HI3SgAw;993G5(3X=$V|8pRgOB6LmS49XIa*YXp zrD>1Jg(~$oB9IKy_o{xM?88JVbCu?#hvS4f6R}fYoT}!y6Bs(4;&nM==_vJm!Q&LR6L=M+=WeD|$q{ ztTz5MPB5|an=R0Npo!aq=H6qpEM{yE+GI9XQ|U+NOMA2L@aCrR_N$jcepUoIAyjFZ zXhd>1E)ZnUJQRQaPY)<+lSV%uA_c~JN;gt)-6Aj95;Tp0K7Uhsnp)`G% zG+!zL<_P`Hqu|>6U=^|sXGg(>D7g{*nSs9bQDB})TsW{xCY*n~0v)2Vvwro{CPt&+ z0~igPmapOU$ya{>WV$wN@E%Z4m>YS%7bJ3F%9oHl=Vv=+$i9SuACKXH7&x11e9C{##*!ddo{$4 zE=i3q6#XWiQ8H2*(8xKB+B6S0PscWzRxq|2ZUzKhf_u`0{=8)PztN$$y4>d>h@pv2 z4-2WG^#%Cejop)bewKQoHge0SHz@Q~;>lL&6HdF*7`rJ+6*DoN5=#!Zzw(ov_l72C zCR%nU)2?x*U2_+D?++YtG4qUgS#Do!`sw1k1De1&f+6I?@WCi}MD#(tcrg=>KZCX~ zCqxlEj($BjkT|f>4fpRhsS2U*ivlz7?G_Mp!PWf?w5uV2Ef$96(4eWDInI%d%zZEa zueg5~V&WDu1Z|Gh>;*xx^_CaBq!5RMCuyQq#tbr^4j$p?CJ<75<-e2XHwSIZd(Rf4 zx*JC$R*ZX?Wg;r4JAP=h$oP{9UV<3*mp7f&s?1QRI=HhU(gam>W9Of-!AOPY)tqV912oNC#bPQaGsR|p7RU8GL zrXdUvapI$CMG{DWbX*634zT5|L<#^(-oTR7<(ZEuNIT7!EPn^~_PB&(Q#-i%+mX{> zuE-{P#ZI_-SjlT3Y)r@;i zvqdmhCq>%*Yacmz-H#TAk&|;>YCaUy{y6V3$)T&zV(~96R4q`Xt=(mv!%JL17;l^F zJH>zXFjh&?9M9i-8bm&Z*zK1B+euYV%bc@0nT$|dcaK~MJv~pRX zLc8fm!lkSGb)v!J34lJ=G=!_cZbvalJ18hU(7^IGBN3X=Wo#xV&Z z3KQsn_l?{~PjrOaNW-X-kFfL+?+TEJW{#-ywpGo|%12URXPsv!#T=bwY3UPONL|F@ za`MmOnU_ziyXHE^V?j&j@xfq9M`0<42O6h4o#XO-XcM5J&3M;_o85gQaz=L@HY+-T zG3CpVpi!AV%}t3m+b&7TW&&Y&6@~VY?^vx9VZrBY16LWK=KU(K`$yRe&Pw1CTb~Iv z)p_WmMRP%LF_873npJ@O1w-qvoI2#KwKS?J(BgI+;Mm9sI=Y#3)iozQ&%zc8yvf1yM7y(!dC70%tA;2qWZ88YGR#X4Qd}r2hG32lNZD1hQDhOAdrpyf5X3 zST5vcC1GeC@{8uz+bw?rw+Q63aP@)&wsQ;cXx@4`8U>UKNHjAG-~NqKNERp>0vIRt z&M7G1!WVV4iM3BW6I4;YO=IZc0s2Sy$|xo4X6Q*ASs)25ZKEy|kE5*wv9}zFmyx##pFE{zD+>f*ZF)I_mXN z;0?V#qaH)O#ynB#~HjmXKd7&w8z3l=mC2O9glb_}$m zRW9)~F_QNKIDwGPIATFOxep5v5a3mnMniZyJY9U&QZ>4I=1sJj2cz71wIV2>NNVg1 z9+yC;5Qc4c#P6Eyj#5AbNsUSv>WSRI$`puK%zvw^ZXFLfm>245y!K!VLUqk8l8`_a zbR{rbFqTUbo(+U3XhMmExBC9K@3oRK^Fs|Q=>^eECo-f!!5h?&TvJ%}-W^)pZ|~Ps zJ$(s_qN?A4Vv*UM;2;r%U%Z$~j;Uo`=dju1Z{zjDzVfyxQI6ww=eHRvgA~*iGE16avO?<%A&uJT`>eTp>|CK(d zbU563LJG)DkXTQ~z1(?mV=%Lp32=OmU5$@W3SoD@F+ zY(wycEO6AqpRof$yBiNzUED(D{BY^WiAJZt3Fl|$5&<+^1X-W0H_XPUX;c&oNp!?gnUA zyJIBFSeyY6G-C#Ptc*4yaM6pPa0W@Qml^djR36$ksDy(Vq7|T@aW(D)@d$JSr_ol{ zEwh!8FAg(f`0F(F8QwAZ+7Xt=8Uqv&o>R14aqT}uv!gj9tCMCt)`V#5+{4rB(hE{4 zhT0>>%Y;x}X*NK;MUZvSgkuXs zilQZCiGTv~y@rD>7rvmn7`KBaCSd@`tJLz=q3)2@FDz$>S<5fL8i-z#lQn4Yo)D!A zl&4HT;)dz_^e6e?bAZ>e2nx>vB(Vc;6*c@0tf%75KQPpJ!HC8lWYh?STy~V1nM~W z60h(#XN2lbSWfo0YK&78zTk_d*|!|D9;cA+H7Lit;5#G?BtLUl&Y8kQ6A6&gifYb9 zRnI3fuF1p;OH6X0M(~iU4r=S-YM`7%hypl_JZdajLGvFmo!FfV#2UPts)TK7im7*? z96DM#kBv)WrRj6namh`h$j^5QERydmqg=7wL%vOOB9cJV?u+L4@Y^%6z3C63k6A}^ z7eE~65d{#PFBBRqQ53`xC6R+tsu0b>0z~HkOgRyPVOq$bEqUYIDMM z;28KAo9*Mxyr*k1Y?mzVf(d4fDeGHdR%i5w#(QdOF}j)~G#6E!gb9^wvrk8IGisvJ zm6Io+1(i7svquTNVP1&&bI@M1C)25}oKqjgtCnIuW79oF+Z|rOO|?GrikO+0Mm=U9 zy+O%R0`^My8J<@1L2kSQp3aF$U?VD~`a>nt^zXR<eOIql&l(?jE0W zGdtxF@}JQW{@&6^H4C0i+?^d;q@M51*=x^pf|cHavg;Mq>fv#xy{ube{r4vPc5W%6 zoGZB={cA93GE!Y?C7)sJy&N1AJ&B$~MW{^jVHKMKr&y{Rq~Uly$T^H1Evq0KTM3kN zJ1df!b?B9?Vg+u@ZtX%pE)Ww$EjoGhT0}+CTT7e`SB1fl@MRObw^OI#b0p>;%*i^@ z+1POXpUqc(_NXf7aSo_XJWv49$2}`~-SRIpvQ0}QroEbQ`PtgPH-L*Q7#KWUK;IiS;18St+qSh#!UmLO8PXvNnt?;wC!c@ejs0-3%yZwiYulQigJd7@ zLX6iA3|;+Y!t3HWQBP|5JmV()d7J{a{i`t8Q!xvHqf7le<=oF7@|}6fUu~boOmH=6 z4KX}C=iWKsYE8>+#UFP$Ps;su@<`?fP|d>dhY1o`y(?Cg{wiCyT!lY*`9rRp$u+j))MyE`Om%|K2VrarR^{hGz%O&km_b+eH1BZ zqFnvo>xZTP?@zP0U;p?2<2T=@$mObT%LFCH0@i=5qT78AzRsIb0MhH}>gTe~DWM4f DFuHaN literal 0 HcmV?d00001 diff --git a/docs/assets/images/black_logo_illia.png b/docs/assets/images/black_logo_illia.png index 28d30bbd9a39a3aa8706558cf64dc86a5da183a3..a71dce5b3d29be7bf8b74359cd884245f27ac535 100644 GIT binary patch literal 30663 zcmeFZXH=6*_ct8n*r*4kSpXXldJ~YYcmU~0?-&%28fghVdP_jMLTJ)N1f(}ZFG>WY zD@X}dqzM5+51}N_6~LqaXT2ZZ_xbofw`;jvUbAPX=h>b^7&{O2$G+gi6lpweiXJ;(_Vhzg{u zX`l>z|L>pwYT*A`4U~&)JO}0p$Wu>SA9U$Sb|J2*j9%7=Wqju+(jMNQLq3i5yOc(eirR9`0?im<8 zaCqz+@SmXI(1eK6W%AC(&mUuhUptx`tILbty-9fy_9`tWzqqpY)921F->{Q2^Xr7& z+0E^>#qY!YJx%r5uVY=gW8M~`Ken`Y_YRCqOwHl&d;7$#)un~;(Y~&>)(;JJHB}Yw z%SsAzvoh0@EpLlEM<=FYNGqtkjHH*5L(@WOrH=teIP>_fsRsxo_JQ*E82F*t2ngiy zkJ>-C4ZN)u$Gn~}*;0L&l$ANbs9VzPdW?oi?IVk9iL&OcTc4Jv!6#%HpDmY|Grg2i zUtEsI%*s|7D>BYj$zriD1JV!*lXkPI$w|<;*5yuTmj7#=?!SWnR|Egmz<)JxsDXlk zGL1N)RCbcAM;xDJw&!+Fgkhd0R&P>K+?YgWZ%37%2gSVhM}{%;8y3Y>3%6r!^Nfm0 zRGJ-`#q0a>jLpki%p^L36m4Jk8afW-8Tc)E4dk999e?7PSG(+sgO*JCUUaEbtJg{x za$Xm#7lj^cj&B$#s(p{mfjkQ!j5v^~U_+!2OY|~TOIOS}eTU-B zFEtSDR0W8(ICh_JEvlRzi@{4#vZSC$Sm6t7WLc{l569s0+Xqn!#LrpDc70v+iZkEt zj8w{Rzo(K-X&|59P4h8IF7KHi%JrD4DeQKswo5?Q4!kqSP)=PiY`-q#su9O)U9Vj@ zJLZ@^m^EyrwY4~2t>3!tXHl|lN+(=^Xi=6;3tZ(&NUK2Q%Gwp-9y0xZgZZBE*C|V1%vkSjjxMZ6EwSrD<7FEwJpIffSckiB3cs%m@6x8SE zr0PkA^TW`g6-Ig0s0-|Y*v9i7o|&D2aPmeeL}SlkbocBitgpr2lN!qOo2r+s9N!;_n#0#19D=tsddph4&)+_UsMp%P!!WXj!lzaL zcfCy|7BjebVXx)=jKdpm(+-7+pe{-U;x=^efW5wU!9J+i1qli0-uK-Cnys4Sm6qrGXaX@Uie}~3&al{9Yw;(7>*M$h90yCSQOPzu#mAS|NeY0Ry#28 zlE-5I3HwxB!gOnFI$hoVRP@QQopIS{2JhWMRgPMp&suj_>m*$|_k2A3ihpu`;F82g zEr}Ctuw`@oIQEK9jUv9?qh|uL>lNnvd5h~dzr@5_#)wn~?5W*6yXLo*kh8`RRJ`1! z__y}9L)+8G82MJq+DSE>rPoFqLh)>T;2x}BwAIyn$xB0NW3YB@eTtN>81Q|HRndE8 zEP;joGxW%3f$VUME{3DE=*V$KJe43yfyNb zcm?6}>Qrk_sx18L8)b3(?nP|*T%G?pZq3A((7*=9YbqP_efB#Wq7Q-@tn0jo-!}w= z>}NqI8v3#Yt?InDS48`EH_nS9ND*hw&2BDAd(6J6_Gpd1gsmkEm3pW|UXXHy65uT@=dnJ6>lW>xQxB6OZH|6$#hEa9}V*ccV`AF3tqRHskWlO#kA3twX?zyO0 zNdCh&MXhwET*lW6PukJB!mWn*KyNh$sZJpiY~2;4rJiwOVdD$|#xtq+$hOtR`(JK2 zGlP1w=4~s300OH;6A9;d+HW)KKKW}=W8|_rqE68{K!o|;wWMQ{wn-@jLN2qU#z{xt z-62E&zGZ~b__od#wfTuBo<3XC378HsY5ejxL4b$B(lf(-lb7UzIxD=?843aR0p=rx z1@e^L%83|U9aF_|X=w)ZL1%}J{rpMgq?C{mW13_xDv4FQVX}OMJq3J6B|+%4aQn2} z+E_WH{NZbPS92X47cCc z6fP$H47bDxfR;hr9ipC|-pkMh^}1B%SkVAn>%2@)DxS>ziYj6L4DF{46sNm!3S)Gc$KL&<^^3n={5>{OeQQlv=UXuoMGMs;&L`Gd=wzfQO0+HR z;tru`+1Y}dqQs5Zduc;Pm*J}cPQetYp7qnuR?0NHSE{Cdt@GlM8`$xxeddoY%(3F@O$b|7TSDXSl#F6pM?)Fx)-_eZc z?4r`eWu@wL?Vs0KWvU3hlFGziySS(aoTVcMHsAYMr;6B&zZuUITWUxf#d@^#q=-U4 z=9m|;SDXNy`SQkej(#($7B|(VFTR+Ey@%l-eh z&Y`}EyZvu@9=h%6e7XhpZ}0T5C4!*4wOMnsul&;L$&$&I9{cQ^4eMJEr0OLDW*z-; z^Hs_L+$7QM$pnS%jUt?+^m~kH>YzytyUCk{;nbet!2HT7~LR79Am&MPA>2_G`v&g=iEGYT^lwpHj`&iXjN}iuCmMS{*9ocu=+EofAh*u zd9wFh`CL(*GdZfC&!E@}?O!csYw5j$z-G0_=jt^$b}hsW&bzI~w_1@uOb;55n52@1 zPU%>}KYgUDDZW>2x0z?y9>=?M7j(Czw=3VP;eO6i#qh>kJbq^pgM7vsVItVAn>kCk zShs@d39R$O_~vkUe(f$ahw-xpLarJVk4=w2wXF%L*y8>9gb_~v?XL~u#^G~6dMx); z$>s{Ay^yKmVSk*)*3#Gd4l{*Gs_p1p57%UkilLS9XzR3_fm`p~%KakK;&wUxths(I z(H92&hB`PAUS0506%IdqW}6c%{qQu63Twf0oR`FGrmM0}H5HJDFFH@&Ws`!9e}OCb zE&sejm?#XV(FT!f+rQ;m7P{t?UtC5E$E%V_Gd$4@=hr#?WNjDU^WsNIQ>(_V)ng>O zo@Ikdvn8|fo4lcmd0m6!`KzujLUIAg{Mx=d>$e$nUa?lJAe!Ht*q>;e`UFdM4RG5J z=$_wmPH^>751F8QLVmyIv|Q0Axw%YS%OueRM<$7gtrFgJr^zB#o%A`0+eLIy+rEv^ zWViW|m(jzeNVtPNgQZYU29DiPj4@?5)xr_Ok^pZTFR$U-C90NLV~NUQ)xW zk9J2&bmMx$b8rT1+G z^XyEgpE~QQ-x_0>L>hO)rCDQmc_j_aB;+=WKAzbtvH!Rqf*%=!p9ejB6Sf4!C%+f( zTVbu(n$#XuCsg^WH>JtR<`4eh?0y_@<5n6D(j8bqd(Pv{m1S4RG=-)=rZI zIk%2IEDFn+VC<$ov*H$F*R3|+yBU@cvv#}Zrs`zeuR$7K6?BA>T(1hHbYJ`;UBC!BU)VIj z8AUr6eB*+AwbfFI(pxq3wP5b=&(iL}ovp{Xz@TaKxi23lr(dWPyY${Hpr3y^@mFM^ zzu;oj#(DVq76b|U>^+wz;%0PH@vYkUdtn#@|DB!pkGvlYU2%v>h!wB0iY<`@J*?|x zRa8_+x!QZ3@YF?K{>Cvr=%`eewV(V}QTGg{9rR+gEFUT*nsT}K?V$K^E=FJH7vnuX zb_!Km*b+X_i@5%uv1cZkUb1-X;4c~lZRB|jOhMA$s!nXmASI4H@$V|~<^`DBw4=u` zVK40B8ZX6l+fOu_HY%Gif<7CgH;XBqIjw)nnw)(z${eeTtUud0ng%aAH$Vl7=PP%R zX-uDU?QzrybC)HLi!a7)NBaIeJ$UU{Nx{D2-H|x3N4CW>(L(K|<^BgzNaH8yavxoO z&?e}~@kmMk8!6m2gL90TpO3Yb{|?jYwV zHlO8=!z*gr9|>L<8PEr7_4IE%g4W%!gShn~2=m?lEEFPWYPnshBzWWn7f%vF9fO?PB^Cs;8J8RFQ(kw^oNs06hH!*SlLMn z#(alecI>p|n9>}M9w%e;R z8hRuh_)>`XhNRsV;5N|*{eG;Adtk6vRf;{SF|kZ>esX`qv{PJbmPZa+arJ#uWZ0Bx zG@Kr2oslJ9+5%b?YTVd3LGkydDhH>?3h^(Wr6j~;Z&>w&)St^yEqX*zfNg=>X#Of| zd(a3jcv3AQOa}?Hg)lgs4+h#i&GB(olg^CkqB=VX9zP5kq!v?e%73eHVB-MAf8Bf6 zRt_MN^ua7Uoeky@RZssLrjue-vr#7^2PmOQ93MqvA3ij#RUcR^BGP$fOe4O6ol*bj%wXDbwEIE_pjJuwbu>qA!M&c3lppJLty=0QQ-};(3^^e}j950Epixdzc%LLwK{kI$iG6_)X!(*V`#3e6)awd?Sm`hl&+G z*W!{{0Oe(3KAeY~YMzrq9{&&)SG2FWhg`#8y(o%1rqj(J3znR6)dhnJOy*}3TCKr7 z0p{`mN{bDRbO2?H6rAdypJQqNo5u~$wZ`$0`G6xt?ZCBwu0rLr)`hx&7>jvJ4}?*p zIJ4@u8$K5-6y+9QS4D6HMkpP--(1$=&%UcK;yz-?&l=1l-QeTuHgwx9X@94M`ot6P zsb*_%Ynrhnt+xAnVm%aSIZtSPdC<~g4OWG(zb=}V-mQWFBG`6!89xm9cRR{`CYqjtZlU%8O<%JBC*PXjSofuHBYuHUxY=u-o&%hXW4R7> zt59m073ebCP>a5H>B|oQI$?1o z$xZZO9d)eq1^_>4TtA@1u6Hg#FEw=Gl)_o=y}Ej(W0%_%ph4@(&c2m&cVe$=Rr=fj z^w;UVW`jI_3zf>*LB|tO6+xDv)rz@cF14jZ`~jjgNJdA{0}Y)PQb0or{L2dfo)|e{ zpBaEBQCNuy=sjai03IP-~&vOHCo`0}_ zA5I1_#?}oo&;k;myS)V#GpZtdiZUp|Nmq8$@CXhrf_Pr zi6-s0&{JeoPgZT>2T54|C=k zx5xOXC;$jGwmAa;>Lo0!Q&cB2CMpM{y?S?N_9=qqj*V0MfrT(pOYd|+&wF>;94LHW zLamvCx$nWE>vfBUEdiccUs(evJf}EiuF-0}x#4>gP=ID#85&T4`kXLN@HrJtmiqVB zY_I-t*n}WJ`f5Zf0qx4RMy&u2m;XA(dvOi4O}1qw)sk8+5t8>xIV=;Eg|+4e%Yn0 z?URKRqit<3^#i`pw#Uk>e$^|qR+q(}P(YD%49^KTYhow)9fTt3mN&&@KoRjjf&@K^{nxjpngGasoHzLa zoq9&r>Sm`6>rsU1_tHOTff|EDzip;c{K+fdivrDz9qvKF+)1+=1Yj%b?|~@&EvbHtJST+$XG2S3w^f%7n;x56wHI z5NOEMI;5bVe{=XrvzGiHksG0u?k*#m04y$&644^#x*o8^ZVp2pflRa)k-Y?>B}KAD zhhkK|Do@YidAsoMSE|dCOupYP(7|a zFk0PsbpM0XDI`HBK5OGoNH8kpA zy{?n0tM?9Ej8}I(#ihv4?PEbn%*R!y_%n*y84}$J8Pk+oe7P!o!&jFT7v0$dvv3P&joXqj^gP#6rekLI;rT zcdCu2k9~W0CP1=&ebS*G^O#)u{arUCY@0Fzu20cq*(D6HauRyqmB2b`>>~9bc?OTZ z7VN^{igIER=!o3S3n8Hg_K49GMy<_pdf_&dGfA+xg$au>IV3~6u-AYuo?w2%FG<6L zd}BULzRBP~Ml~Rdog~B#AKDlXX$g@qANLh(LgkzFXV)%2ZVuQ_Abaz$`EI8{+7E#M z$>{#Up8EP9(eVG|>uub{zDlL94s0)j;{|Zh`e}5rEvl5Mnq&sH9C037UPtO@PAHoG zXg826DKy1kiZ0%)o~ROOp&s)bvVtre@?59RGKiBw^DPGs<7te&BNxQ9tvb#A zWnkUv(B;TAD0NozJ({^_q502u27rj^VFjg`78C!O5psp=>)!l4gqLfj<@Ox1`O|?V z^L;W<*n%q7T+-Mq&~$IUL79uwx19@(u{m_N{#spiuUbA@^Q#lcX4Iz(!l-Rb7LaU* zKPOKEarfOAfS?^FZ)e0-`Ik!iSr+}XPNN+0dS{;jCSp0XPr>qFhJ~bJg!%Ez3R)W8 z&{-YAnQ-2x##{N!|56~!I_9E_Hj;xfBNPP$-d=Ys+THul*$L$hyJs>G(F0d*12k+n zfc3rqwV@E|BhNqwuv%Owl)7lp`;rrz<7lFJuuzn}VpWG38TBot1==qRiTIXAJmQSk zJ5HpsUvgU^;2VwJ;O<+EXIXr-v7sy%G5!1UD1Y05VdC~j$c9Z)g_eoZnYea7WAc0` z1k$`VK+M939jbyBj4CK-ueIFj(`XKSGF&h?NVlF~k!4B0>i}654)UqePgGQ)Y+-HB zmD<|*`W|*X4Nzsp^KR4!yI!0n8K=qr*k7$z39)7QI$e+H6b0go>uSMF>PFQ?bC8ZuZ{4=kX{fVrIAPVg=WR{JWvP=Mbv32BrlpkWKs^o&Q$Zocw9+=3- zzOp;5klADtZnMS#={}@ff9lOK3Tv*oFs&y z=HkzvJwedq9~P9)uhCsd+5Gn7YD4%z*Yn1}6@rTb2jf82W1y|9Oo;ualz<=CK~E~0 zENlio$cuM0PZ;Go!n9iI2B=Fj;VDvY8JiyF37p}CQ3WdaExukJ&7+o>IP^@uvd>L5 zYHHi1%n6}h+nR%xm&md{s&&jT6ZZ+E9_~p`_=aWcQG+`Pt$)eMs6Z!C@ho8f2g^QK^I%v zI;}y?tSSe%-|H@4s9d8l($@pmj!O#&G>9DV&Oo|1y@^98YO7P*R$8c6^^PY5yhwaR4{L#A3|`ES}jNUzDVapv5H$U-k6Bsl^x1 z{`%gjlsmq>d4suqd@1{1=I?cj(qv={bl#(w)CsXCLw;k_euc_b!ak^P{Ur`HSB#RH zATY!gu}%H7_ss33)LcMd$E1|;j~+NTOBVzVQVM;mtEZ6x(mjnltCsOLUg_BDzkhdQ zQooLjF(YRwwH29F8?8&!6peYNdi0Drbpb^-24?y0n~N)VKzg?i_-$JAp=MKi6g*n{ zh7px*{e(-1rMP4$dTE{xHg9lc@9!rDy5N^g>W=%Y)LG7z^)N-;Mn$sAc3(6+aI5V# z{8XLvOl0eL;M_nog7l*Srz5i%6I@vPjW+gpi6bxSE;SeWEU>_1v&!-Y#_->q(h-kL zKCwcg>xt!bjpJw-EWXDNWF&tehfxzv)>hG}V))>aPTl6h`|4^)WP-Tkb|#foUHKTS zut^S7AafvR;WUdn_7!uD#Q5^7=53845aW$}$z27D(2zo|hnB9K_*G;pQ^bf5W9Zmx3O zH2G=bm237rQFR;Fm6qR~VStX78kn30k<$(g!4FKs($*^ziZ=y?3+{_{1+G`7ItHCM zwo-f~zY!q6sg`Vth^>W5ZA>EJVTc&S0kmg+2s4OT9mz2fAn_WXQsU0lXaD7;Ur6(@ z72(6qF$Q2;r=oI<7c`o|$wYY14So+iLr~ZbHV@nNuV~ubFVr%*3F68*9QIbmL;HkXSZrH;6Lle9 zd5g2jNF_VfFRA`wQpXN#o+N#hE$GRMC9H|!rss6n{(5ru-hnq|)$6u&$M%yRF1uVcxbVCL6n#l!G)k}63hIG znN<0ZC1A~k?evqFBgSam_SD_6TJff^g3sHc`@zwBQt-S`a zeLd_*GJ8|vX@EEGHW?Ev458)r+Ad_TUBPtewV$xY0Ll9{Y7JVC_lj9-&Yt)_aj3Ga zQe8gRO&gO?#hJ)7arb4E>_`B7Rl2J^BzG+iS20IQ_9uQ>dFc_ho6%F199?vY<@hZ% z@WD*zH3r*{tq&+RUVl9BiM3dEI=Mw~aM>uwIngm!&+t{TDSVJ!$_FxkXDrOa)McD1 zQqGL!m!-0Db=wQaRw^@y7;?R&%4WdIZbx_S`D~M?@wjm*+ttq^UW|0uJln*JPtG0z z&Cyj)ttF0}BdxyF8h>zcSwG(~PN~RQ(6YQkYKc3fE&S1^52;O~Ak>pXKNdvlEmO zeh!%wHoN24VbOQ|mfMlYx?n8^qNf|%zRm+{>FRs;WZ!fb@igAx=`?1lv^KfYdFEE> zp|b&}Ug{8kk+pQGY1#(6;+4KP@2ZHh=b9pvSGFhnoBTmc$%invl(6e>Lr6ZcZrb>Z z1N4f5F=bsB8@`Bl*0>|~zDakU`o+;k2-RMw!;#Y1mk@Buc26VWp)E5GTb#u}eD@j7 z-s2BV5Mc#1XCJt8Sfy@W%Kl!-41uVX%na8^$U`q_L1yF3{Z$fap4jLgcx|&87;8_G z6ph%Gs^)|joaF}Ba1Uw{=gdX#sc9hl!7cI(IVglG7V)rRk6 zwN4eyTkRb`exLVHjn2rJ)VThDdS>?7dc~>&&BW}R?G_u;DL>4ACEfDEv1E}>Mgzz+-HF`7nTAv^30|Ij&^7KdcI=_rHW? zVXim#?d9BqFd{Dobl8ao#+)eeJ)A1dhG4AW76P9hT_e1*gM`G`jFcf>rU}aKOlCTT zNdL>w0;#u|GIcHO{#wg2B<4rE!fw@7%TO_=_LIyQfq(H8DLJ@Jk3c>le0}gDYNdun zWFr%m3_GoWB9rKX6W_^)v)7He-Abz4bhS@IrSaQMO+A0KqP0Pgd6Wn1L_b$2=$7b_ zFYuxk9Ya*)sVWGsW1zF>C?5|b>x2-0@f^ET@cDm{X(HX*J}5&zAU@-WAJQOiemIpb zePAAI++*;`bT#Ms&Cg~BHJ4V+sPnETne34-qP1!`HnUp_kw*H$i$$nF&2JBVAV>FA z;Dumw?eU1GT*9cbIre*Rm3(m6KPa+vYpnLX*<7W4#GwTjv-v_bjQ1kq5Q#Ct@@GnX z59eL89yl_}=LT(M-KsDtxodPK@{NDv>WgKFJ19);VAEyR$oNL~^ksAP@fasd5lcoQ z*D>zY>%mILz*i29D1hwU+BAh!&2$A;PWRktYhUm;ZY)UwB9ec7Ob?tKL7!Rpxg)a4 zfa@LsNVnNg1M!f$`r#0FGEk;-yCOr>fku01h;>6vvEBi5?T=%M5h5z?ay6b1-0Ge^%*$IDs9V4Ugay+dD zA8?5QKALKm@EOh#8 zN=X?d-r*##Jx}Ei;@sDuK5-e{s|%KI`r`0bH@?!BMLj2$8#(Fj-Xizdb|2jlZ+Rkp zMF1$n`h^qltOf7hT?R#%2N@0}=Z*26@^s}O`2x`l2nZf20Yg}p?po#c(`2jik6+D~ z2+rH?3#H!85A^B~DrVQZhf&PUWx)>a6kpJE!*v)LBNEOVK-% z%_M!lS)?^&25=#@!!?nlkJQU{kF<-dP~2&|0>n+MFaP!K0YskeKtbcYK26Tnyma1A zXu1GkpQEK<)0!96u4RrWUpBN>P>?Txm;PQw_Eo8~nxxHBMecW2nU;t7do51<0p}ET zmP%_lgCZ#^fqRoa-@^a*ybTpXE%qAby&szT5$l?4g5qga`7NZnX9mj5qp=I&yBc@m z9Le%EFyPt4EtIQ5w;hfvBb*N*uY8Fpc|(~5zow`jO_uYR7oPa&XHb%d9g;cng)vIQ zp7~!5#FzkT1uBZ*IK*1ZXi3z)ojUgsdrk&A1o)4MewN0z=T4xnpSJe6I!DKV(<)VR z;K;(p)5+*R%&BeyERXBS9YsE*RkbP1f^s5pHV4O9t@TX4qu=o{VmtqjrIzcRuDWrd z>D1nqPNRfS!EhKQ?i=Uiw5rEg*(P-AJCIqMCMbu_BM0KYjqF8}vK4_^w;wMdT}A@M z_zHjabwXHQUvJwGWzI{ z0!FE`a%_4uzP#4T9Ef|2heu5;V`U`rQS=@&fYy)ZwK^gL<%FGmpP!aq7b7f~CgJ?y z!xTL>%O-JN=Qp!?A(UPmL1D97&7*1fp9T4i1k8m&+V#E2->`gXvVNQh8Q;H0cHk!t zr=Eu@qTA@_4D!#~?Z^TPrrF`t*Cu(B*oLqa<(ye?TSt5OkfDaul z8d=4p2=)@`v5SmjKiIraPle9U$`JimF}U{;^Wu0#>yl0TnDcyzPjl*pzbQfvA3~>?l9m@X16nA{DTv4?vQ9CF1Lp81TjAs z@%Y?2h@K#(OR)+A$&6pC^|Df1H(#y&NDnKM@1~lSYj=>j+KtY#?bNuoA9s2)G6bk zRNY)x+5?)##wx;{R>^lJ)g`-d5^&f23rmXO`88-KVdqymDU?Vs4sN{zC^k87SGgS4of$;3;l) zgll3A+aDVm5TOY*3JdMYdb_)4Ta~KDiTH^Au~+DU`?Uk4X;~e5by6{(nt$&bKF!sSt#=o) zg(_xu_b;*hxic96cdYwSa z7jPUdIk|$UdTk&6h;uF*D-#+U=oSsbo9m>K#3pZseQi zgyF&1P>a6}n$S3Xbf!cj%W#|fO~6o!HRAvjXqW-G5HtPnu>p{61JE>1hged=}Mzli%-3Kq?& zJlyRfw+p8UYu_C8-zs6bH0ghxD)h|3E^{Fe>X(DN`7x~OGvx>%o!+VC()1@BcWgVS zPda`*MzOT;QTp26s#fkIyxZ+KHh}hx^H?aNwb0{s4P*B6gZHGD*7O?|< zlh}Mw3W%h*jzBKu$R&r|qpsX;Jqg*d!R<}qAXkv*`&h{#DF&euQf2d?wmWfD6+V9P7-VU2uC~Um=jla{BX??u$ zCXn?w%8vj(X=}zj6`RLzi@YyzjM6>ZJ%vs(Ll&Pz{-WQBV^DrM!g-{iELF#MFxADeN ziubu#GjBA0PvYcU*8e1BM{@o4y(^8bW4qDO-g#?-3a`nrVllSD3KBRxE5$7+Ic#qv zis-%E@LT&5C6QOWeXPXLtl*wo&r&qPRy(nxieq$dl#h%kzK(Ekf{iZZf7Ia2?S;3> zH2bm8+{!*mU)AWEacudr<=(X;q`+{7_66GkD0w05Pf|jNcDjB6|3k9fHx$0oX>*R5 zCu^(0vtDN+@n++FhX5UE;|x&2(R}Pj>e(jzAgPq^B7D9*m4!R@7C1%Dj=eIp$o%nY zZeXd-FPf%te1%jQzxxRc{rX%%d3Pb5i_5()r5Dqg2Yi#-! zlKnUX*MEMi z0AN&s6<=>M$sdidhJoYa`qyehCwsUmzL!ZbQ-26M@)axK25MqdOo6r{tiIQEj#}g7 zO?${{ns9C13G4J6U69e?q5vF)3;KkZRpI0BaxcR8&>M`dmO3fh!ZfzMTw_fCvI9=M zEcRpf9`}Fdlh}IN*Da_oa;tDjVLu@pF-6;R=a|V+rh^vPy+>x7>r(A!S{mFYU>ZjL z4#ucl*!0E1wR=jZ|zV|gG;qpZ^Cqt~H_@Ee>eIOP|dj{5Mz zPlg!=GKaKhJl^pdr19@!hK9y(cW)^IIl;(a-WE24}f02#dK�c1>E z|76q*=OaBOAL(oOi3Vj8S6%eFCD%f1oex7L&O~0|uO~A{5cp6Ftm9%b5!+CKwijQi zBwh7+1-67|7<^0FCNlOC5{kzv9lA|7LI!JMD{1lM_I-V4t1j>Bh@XMJ0yOpqS4F+YJBayuTJBSdJXY~ ztW20Sh8YY3&XkmE86b&gYAegWzT7GDNUf`u7$s;HG9#Gtk)gRN-Ts>s4Sp$ zgNgr;$RJtw&K8p1eq&@YepJL|GPs_+du8sM5VIZC(cM$wO&TtK+#Al_V7G9dV&k4G z>6Os4@nr(#SZSR@`yxWG34K5A6 zRf#J>fo%szC)?sI!+Y1qoGPHBF18xSFCS&sfSW{9(=1pa;X~K8FlKPM9lhT+k>8hT zKHMV@ikQpyX!7rvmw^7rkHzo0!gU@|fn^Tmsl#UgNuT__#rMLq$dBOF$ zUoKa-3Dpl8GN`f}oUg)&C;iYH#P9cs#f z7gey}cVl$PeEH(@GRYeA<}A1S^RB z%$=%m{<1NlQ2JK8++)xbW5@#n4(bP)t^j0=C7S3XC>u~d1zW0o2k&&#neZDd?qQ!; zPRx{q`l&?M6GrnLB3YDc{BlIFwjFW&>?Gh)q7Aq(<#j=pr74{O?m=#2S$Fwn_c8yTDECaw|Q3 zxG)fH1DD8-8Jb$g85V`Q#}95z-|G(7kMkeiwN5$xzJmoWcwI$AwUA{5H1yAlSzL0q z(!BrJi$5-W<-=7&HbdiMlpH+wG9jy!#KFTFT0zvsmbbaOW@M71i9h7vX8sP1?Y@Eo zA4+@T&x_$|zratdt@~QQ4KrabIQaKvZ(4Ffwi0nGNbL`v>2|Zh2V>29?|=J+!Hz{e z_1qjwhOU*??TkejwDDI1a2s7*zuvU-&qevo?;=D#&+h1AWHamRQa5Dnu!P|b%}f!N zUl>)_;DVXX*Nv79p|lr{sUznPDzah#IfRV^Gn}=%pKn3d41X^2TlYX$A$N5XjGTi}%LIj`&I=Om1 zfQ7V|rwJ^BTkf%1qJjdDx4ho=S;=8@3mDm(dxp_d-PVP?112 z$8PBzplHMO1Gi<ZI$nk|L-dueu;(4Aii6nda69XCpF-NMYX;UNch$k#2? zu<3N# zBF(riR3{z`e;%n9*i~Ms=>IHd9Ff`c=4ya&_e2-)3m^Do&N075$SyqZC40QFr=eK| zb~((i!5hA?m!#Zqaz>}#SBFhOH@Z$`e|Gg1F_CdblqfT*<)gk*JH(zeI@tzJn+?{4;)kF)77$`CuY zPeALv=XQ)aVBfWO{YS*&ICm(;lMgqAP-0zMjkDnd?yki+S$-)g;o|EqdY6TTrKAw& zGk4^+R*REU^-=h97EU7*=?MFUQ7(^}=u0g6$2C;D+2#HIA)iVcu}L?B%=1#plVkd; zb=CWaiIwmiTAb;p)+&~^D#raCgui=EoWjax(`Nd1CjO0~^xDw;9czv%B5?)-%1@zK z*=P<(a<#_QW8UQtpacojcmB!sC*(!MlKq@wQ2}3ogxUe~yhVg{X>qt#7Cs#Y81m%DopruUvEuvhoQytLm#OqU{}Qlz#@^OHjujie8>(T&ur!Ci@MQ5;5m zc+wWjI=)5%e&=PU*;r?yeA3sL13k|?;o|dXw^&DZC5E0gy^-=bqVo-o?WPV<8|=})QdQo%wD}}$YV(usfW|otzu41v{`?7(gtNnTAhShHvRoF zkaNub^9aL?PP*b+xD?5MuD)lid{WfdwQPRYJjEA#1(yb!=VFI#drU(~7kpa#$QOu7 z*Ceag66w}eNjBdjpK9DRm32eDrW|W4C!p|36^<@vIuSv-*e@@K{2{rzu{TQG; zTDh>@EB>8nx!vZ1Vg4+u8t||k2zbnEJm>YY)NNT$>z_J-NFev^IjrRf=x1wI^UZV^ z15f1by0XIa^s9}!#Il+`z04~@cYdA;S8ykNK}1PAC zOG^jp0N&N40k4ag{4)03%mzhn0FQRJl+JH;2mw!?fJZaZz+J=N6b||ak7vqUnvY24 zclS;ll9&?ej=m*rRRa%rfaftk2b~UH!2oY&Vks}`)c26RMifR{N~Zpe0L?ayZL%E} z;tbl(*`}F^N(J6f0W|J+DFFoVjK+4`9(Z44BaBj8N~SzSdOv*sG3DjZ_J@E&ZtmDu zfY*Zyqr!>uDA9C2;Gs>uZZ?OR)*mmB9#|c|O{)K2?Va~qQ`x$J;n*F48Bh_BprYad z1r-o6l(CFBsBjc%(!>H1N)$*aAw)+35kb&Vq^pQ1Ep!M0GLwij0U@*iNu-7n2sI&) za@XQK_s9DW+-G>6{PeNcTHm)edvCJV`|bmf_hO>dVcT|sFV2VPXz4*nE#b9b#56Ap z+@+e*>nXngXl-I48bU~Vkk9&@4LaX9EnJOjHM zZfTm?9f~f+awGhkNN`{nUbrD-z@(Y_FttRGQVjTh7cgZa>>9TviIIbu&?DRx>ay5_ zZELvI+@b~~*i;^Ex7?Snf_rB|2YV0z9%g+EV7>~vfZsdRg@DML_ypT#E%LwMm@Qzf zj?bJ45kH07fDbXPQ@29^PavrUb99FYz@#Up;GP7qwWDxc9Sf#_O}o4i0$4pp(*+=t zVu8IFa$BYupELlZbiEF6YhB)XAkrbM?SVP!vl)7zYTRSSpla3SjV#zxY=wi*SBie|5od<84; zEXksK(qMUg$70T7EA)oMjREJjLeOW=89%+uQn5lY>YM**=|`bp{l z+EobGA&O28p3y0#%O5I_#>%IyZuyXs2d2jbZZkMXA4o?d#B2^j0l4>v@ z=2bqE31h76O>1YRk^r}ATvEOjbmxtjM}a0MgpFRXNzXdGYf~fhILJFMz;VEW`b}8@ zz!&F)9(PZ=eK{Bu15nlC9(SV%_3eqjRg~L;ka56G7!o8wigl7)>4ce4nub6nUtOtH zxu}tucWGD3davqzkj~VjnzU41b3Lx!Bb~_z-=*7@!({0VChcfN--K_WoYW`BKumHMZHv zO9}l^w(usywoiBK8jxIJPlEJ&3q1z1w!~-)aFW^OT}x{Qdl}UxUn|gF?p|f730zz< zvo&%dYu(YJm!SqnLndG80*4mSZSY_;7iX%yL6vpv%BRM_6>$rh#5@^dMInUuo-R@e zNrNPIQ(nl(^1UiRaTCd%TR_A8Y{crz`yNv8rwLH>%W-j(|IB#z?gRXHD*t91$bSJm zTHmP42{gz4mu`>I?*@8--EI`+RYSUQ4-Pyt>DXn_%RqF%Mb^xPA z(rc(J$S%YUE&fnpQlUG*(thc=SU#>gI>-=|eU~9Yj;v+Ha~>+tm9e`Ui$#ASJfB$9 zassVBGo1Mer)8y3hWSlVM(5fs@rF6KJ;uC;RiMrHoykFwP`_Z!T=PME!i$HNGyZ5_ zee@MZota1~E1I5S!Bv6chHGJ{Gk(Ay;MqN#Mgua5mN>n~;NTRaJ|vV$oaAweLcr8y zT3nBU8VbJfB+yXQ^cC1ZB}6;7yxL%UQ?5EZvLbC`M4D3eXG)q9Y&bAvU#iZ{r9NHQ z>CgcljJdm&ZyAOP1-Z?frw*6NN4HsDHDHcq6$T6$h$A+-hsijc&y_&4MV)eDv%Jo) z$4gB{r(u-$cMNqIl&G8dH~<(t!d%{6bC7-U&bB77bh4pBS01#=e&rhwaMJ!uPTOdU zWt8C_71a!b17NT%;Y+2!ZXt46h;fqx-L?<~K8(VR`)R@+z0F81yBKKc_<=6&G4?^7 zwEcpjMyfYIw%w!BT7?hoH7-&mpg^jUgXE=GO0>`W?DUC5w*z_qYP|QAN^<9X(dJ!H z-Y;8N&Bb?XAgqAQLpo7DO4E+trXKlKD!z2FG-v5H#{qq8ykFj^Aj=b!}|FC66p=?Q;CWd~IiNK=Xx2zPu=+I-Ot8dEqz z)sA1Em8_8#N%XuvMB}?at%_9LNGtWw5SD!A_ZO$g>2E%sNec6)7s|`bCT_KkSUAV^ z^HQ{XxZfdjx*mLkxWU{+4a!zJZzd|!LiSn&?6$y&79P#6w$TpVw^gP&M|v(9 z@khc-eSQ(&{lEqC)gxAFJAqZ^E1OPRh>&&YcJ~T->+_IgFP!=7!y)=`RcRKgwfDKg zXB8;3`NWue+&*|XL7o!)=I+%$k)pXkCMNx*eicsuE|rwr;5zEP7Z+lptQ__8HhXn* z3(`sM#1FK$U)@b*ZbX~9Ug#IAUEC%O=_%azq38OlmHg^{Q&(mO?Y_)1<@%GSDX z{>phy2lKXiElqEnAX{Ohw+MLKyVuJU=kRdihI^40UOLtX>1xAPYHE_7I-7irCH!0(h8tmjQw{czB*@4JlQoW>Oht4YL~~aQ z&iziYqGSu`wFh>Za4yK~al_hmt5|ahVyv*(5^Aw7zmAn_f!Cmn{+GHo; z-tFYt&R|DPKgwVFk+R2KKO?3Q>dLL#CjKO#xZ>r5u?uaNScBHjE!_wwG`Y_Vnp60l zUaa3_8+;g!7>acR^3cWVu+DV%x+jhkeXBKZT6v}p-KolLpQbOy$sX@|A<(XJS?TIr z@BC;!`~KNDZ<|8@FS&u)u^Ji5{4Kb4(@a=3go|5Dw8g4qmny~)p>#+qg( z@53`K-3?_MezsLh54<=eVeB4}Bjt)&wHJ;eY?D*5;_ronFFgX=WYtoy^vBlAB)y+> zCHoNS&>Gf`+gsN)>d%x#)%K20ZNvr10bN(1_rQ-II=nEi)BZDq!t8{zEa~J^dXQJK zox?2|J99=>^DCk&srx!JITh1uTA{bu^TCMfLdR0d?n+#upLbV|O-)!*M?sSF9m`io z?8`hx%d`#H!;6;*!DxqGR^!sRry#Z1hH1H@8+9cc_3C)-@~#^goAM!+r;Gn&`xIOF zL&r!i>fx9{98`Bc1lKg8DWChV+&&~y8*JxZ6^(Gkecrc zTC6m#sc%a)a$ixiHVF~DN}MKy)3pZ^Gk2j3NjFw)tX2m3jW+d{#z}Wadau+dh9(7m zaIE(e_AZ>ThY5*sWBtH_g5wj7iBM$ zma<|r(oDwV+=%3Pvahc3Ee_Mk(5cx4p>riGgkD8X!?a_a(6y`;^Y9f{>F0%)(s!** zqf24Fvq&SBaM5r{9vK|9(exCrtITQ{FMHtwH>1HVgYK%~aw%m(v^0eP^s6$y^+xDj=4JzR1O$ z;&$NM2-pdlMOxZxZTrkFP7VpWaSJ+u~M zxgOI&Cv!1nJKc3;;?__3N(3Rq1?df1zKT(jeeR=d)QMHo#wr8lw*LT`uMTvE{_sO_v>3vT!QC zqKiwY2)P%Zo2D@XB1Ter4#~L2tiK{;&CT4WZkD9tnx@~^E6{a8mPn_o>${Aid=nVw zO&H(l12T$lX}$|o9iZ40E<9Ah-_#~gmlhs4?lRNP39*w0BHN?^y?@8`mFqp9UUR z&+ob_B5TeGBm$7-U2uL`uG_M~`8gBB3(xiay(WZ-=P z%F~4={d}rNAv;eW&_0LAfN_-tW<`nNS9QSZ~)W72W+S0ihtpw8OGrzTz9(jb^bOOwuhQV4% z967U5R9KRkmw&r`qc8G{wr2gx8rbw-C#_fL_z|d_Jx#VH`4@$HQ{LGt7m{0jUU z{@a^DT9h78B3}m%vsL+@R`@N_0Ert%dhb&01U;K$ZF=*|6Ol?{0wqsH|KLc95z(_P zDQ0I&8ZvyOfmKuAnxv2FtYiTHC&E<6h`8RUm5;b*2`m#NyQx??r}z8kB_@iYM@$vZ z18FnXhX?k0w~41NIE3!m4xGt2Oyk4C#S5D^oslH`9QR1H&OJ$UkhpFz!-CqeZm><$ zee8v%y9j)^;4@Iks0js{QNsSmOFD53H3MA@Smct?%O${RJ2x7OFv5zyZPEOCDWw