From 7d4725e64660aab8740f9b60043011f1128d7be6 Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Mon, 14 Oct 2024 13:40:16 +0200 Subject: [PATCH] added figs --- .../_build/.doctrees/week37.doctree | Bin 591240 -> 590863 bytes .../_build/jupyter_execute/week37.ipynb | 48 ++++++++++-------- .../_build/jupyter_execute/week37_121_0.png | Bin 22221 -> 21894 bytes 3 files changed, 27 insertions(+), 21 deletions(-) diff --git a/doc/LectureNotes/_build/.doctrees/week37.doctree b/doc/LectureNotes/_build/.doctrees/week37.doctree index d887c8b6b7c369c5493bd36ccc26ad3de2f3e27b..bcb13a8ce67c5aec6fab99552cd7bce11036aeae 100644 GIT binary patch delta 35244 zcmcG$xvu+2)F+1d0%P96$pn)T819=hQKGmn;v$jE#C;bRks_IB0tW*duoDCG0QM^w zeh5c?BOl$K4>k-tba$hn{`b99kyUl-w;lec|Nh_qkN@f4|HuFK-~3Pi@<0EZ|K@-F zU;gD?Ap}PLyMKpM|AD74`rrMRzi;L?}Pyg~ie0>gU#oOJXdW%d`vh?pcD|30$bnZ>Oz0RU}Dg^O)8Io#F;z91b!9{PIXBT$ z?4r-m^Z9XzU%R7c)}S}4+k@P)^CanrdvvXo-`|Kb3)o2z9nrZ4elOO)Kee0ST8F<6 zg@5%D_@Gxl{`WztMBYhU7MmzA7wf4bJ&yslIbh@M#%_NEX(~uim{3CGD=ad}y=xyZisVNS~?WPAP_#N~f@d5$58cbu@hN#DS@( z-?I}Vq@tSW_mQh!ulVnS+l+DJd_~7_`%y1`Kj!p|UO5eXkaw*r=ii4-bBE>kKQ}FV zEq_xX<*!ARet(uLqb6;?5C3mp%DK^HJXLZot4D^m|V)8VK=WxG-{vD>J z{Ql;Jv~=&o;8bkRMfkGpnJl*UJj*IZHylEcPqto`*E6xURLttJ88~b3523%jxBblR z$vGjOolmXGn>MzPP!`jT`s+C(Y^sqreB3eH*~5K88}$6xKc|l+eJr`(&ldT8KGOP) zI4Jok*4yN)NnWoU!lR%4Y)GHiqIkHlDZ8?8h&_z&1KqK8-ovsBUnKe>a^u$RL{Vde zQ7RAp~3z&UQ;Q>qy0TCeZ)=;@=O!et$04_yQqKGHoMJR8Kur% z79mxwjAsfBhhEah^!XU}?W(wkI?Jv5x+89T-3$a4v*ak>b;Z4tO2+c2`$tErE^tkslkM`bS=x>6vwKk#Cn5Cj1+_0w0|opB2W!zYDwzDdUTjr<iDG6Dn&$^XT}aD?zkx=_dL!K7w?<+WUTXrLE#~+H)fTQqG82ESv2}?!VM}C zw^;Ma8l6FXGvldz3T?kUU{`jLm%D1mp@)SoAAPsArw}@v_kmIgD{y!wld-(=JpVXD zfL^6G5`vUs=!w*vF8qX-w?|x~;cY3^IsH3`TGD4M+L7}TKVwvpXV0m+nC8X}?$#p` z|9$d&drV??h}%1=N2`*H+wW9M+TLcDL#Lkm4yQn^-_*H(->=vdaDF{pr|xp%tAu9U zaElAWr0O9(}D%@?7cN-C2}M@(gmx$9RpTF79EHpXoR>3k3_L!tRJP2A(_KV}Ej zFH=_7iJeMOgXh`sShN%46~Sz_g{R-0-e^=h?$Vm>ET{$9rz^La@KkY~NR~rMlH~2A zS9T)pqqo$1Wo`CHdu;Q4A>$<|KA}m!iRnI;Q20t2ZK6=hc{pwKZx#gpnj?DGQTXO= zso*>9amWWn5vtUx1ox5sRJ4_gLpvFQuG5s;35qO5{Ti+M5vPj`)i21YB8r)(6d(;rH_t%VDt8v(ja$_w>7Vc;3#w zhUZJQu8$GV>{|I4&-Y{8VxjyHC0zyg!KjU6PY&bIm%NAbpfKzbYU+oL@550d`LywU zlAp#Dskp8S@FTm?^egd<+8F^ zPx`@|xlBtuuV-6B&AC2mrJ3}3sguPsdT-bYB39d$-&TfyzV$1?wDyEEv=wzp-|Ue| zqcB6R->S=_T;b~L%6+DZ-S$r&eQg^h{8>MJ+KstX8WLK$`LtI86H1=rPGq}xkFajd zq9^HRK{v;ET)X3vi<|m6ep3@z^-RPDhrpH_v`6d51I8rl!W{C|%TWZ)`+eW}Xzf4r z)qOv7)2S^oo+|?i5b|Y{GnZTg?da7?EQ{3h@$*d7Q+im!r&0IZTl)LNN-Q;4n~iGC z+c>o10aX;x)<@Daa`Km)ASANk_x{3=a?RyS+3;k+dPZuwmi3k=I9UL?rlhW|I9yy9h zvDsfd?-_f6iue6Xx(JAL9N4D^$m!K~oLr^b%yF(Neo;G>54AaqmUMvytNaQ_9t3b7 z_AFOWF`Zx{B9k#sg7ad;z9u(BZW%z$_*;Ma)#>yJ3ol8E8H)*usUEW-7atV8x%zcz z;j!yb&EZ(r1)v#FL1qqRkA;^F;&}@V>3h7X7>>|Y?!{qIijY&%Xw7-RV5@&omL6kD znYweCkq7sCY)8G0kpKW}nETTjjGaieN^+NNU_?1V?#y|$Y%_b(?!bAWZJD3t$xSU* z8jg%`H`H@|x3RR267%a3BgB{QDfjj{J|P;CgLbBZtL1XCeH;fNuff|K9L=SE2$y?U zEG)F0$gYoz$Wo{NeX5s+idXsd+D;ie9Hi5DTtNZB@KB;=Nz#7<^LW!+K#vwx$0e1X z$%(WjYPw+<(Tc<6TLBJ}H=oLmz1BI6F%eB zS88bc@N2_XuoN8w7QC4_po*G$g&a~$7Oi-DYM40IN~*UUPb|)s1lPEe#v;HOQ!jDt zD%wA~y?$<1^H>H^RYrIs8(>Z-qs$}ak>@e0z)!s&`n6fJJQ2rJP*5>{V2nFmr!SEz zw9iV9NVshAk80V6u_?_>`n<{ZiodO9+-AN@LV^Q$?d19KNZ~Ojf9zI3)kAS?`z2FvzMqeljiGK7rqz4TZ{mpee;%cfSujl%YoV={rh&zz z{ZMXh9#DPG5Bkj?1P+||QYU$wA7jtYd_L8a7rpj#9Q8{un z&?Wz!fTL@$LQlUHDzo=W$d2$8%A#Y1&XUbd4Jta`?4e5;T>`h|~MaUOD^%&Q5q}?sJxh$_7Q7KOz4k(Pb z?w$`d;<^0Qhz&WObhKA=bd|kxzS#>_<@;&Z6kIKlAFhN!eqaBLlH;1**G50V8$pYX zqL4lrJm-fNrmK3aP+(qA2w#6YDSE#!#w;9n2(do7v3xj0yCKb*&hj`+r3li>55n7> z7n|=2J7)~NkuX@?M{{AuKP1~z6mP1Vfnz`JkGt9=*(LzAce? zTV1G?y%-UcBTzJ`OB11+H#=TX3dHd-)+@?_JEK9Z5bo6Zu zZVJEc6$^M#bU7$-paF4P?2KQr^yTSF=118)Knqq1z>NmD(jOX^->aRvYEvePrQk^&Bb zw+GkKQvfR8D9?+wKj`6yP_C~`m9|rAbf5T55Nl<(`9!=Q^k<#U<@4zQL@fUfqd;TR zSz^+7(DsrT?-bA(KE3<9o;mZcIAyU7C&7)pYkNyTMKoz{KOGoMgXnfpDGkA~ywUrr zYo|+_2H$hphVWfy!Dgle1KLB`sK>ktgXvuMJcGTznl(UY>uGwgmi8I^*+`~Tzi>5E zOysmx}g>0pd%FGoNP-6yU4#MR7jOHYQpeW5YgXQfBYYhz% zo5P1rkf&So9sb;Mpns1V=D&;0>Qgvrmi<67`Q2S9deuRG7`$eisW^_398AKTS)WvE zfte}rO`&|haD1BPG`pghpX8#0rAIvA3{gKOv%SiwjUWi`jd!JWUf5IcFJ@QYf%b-P z1c-ekl1w1@f)wm!9MDo=Kcgu8B#fqze%ZPJa(x zsXb1IT2QOB$m49T2b!%83jgGZVK!)UfB1DSaEQ{ft+2CL&S+C*Q=q1fisR zL~+}e&UKb-`7#dok&CqhnqW%AHv{Q7%=5>a);Q@BE90?SNVPK_Tj8}YV~Oh z08|nH-DHiw^TVMzPLy5jt-OMG!eB$PcHNU&dq3C=d0CbBS*6!| z`5w0dG!Zzj6Fb5q{!S4c^SH@!$nF8jVDiLe)}EnFOQY*YH+vFYL%cgeo#Nl`xvN7Q zVOH5B>%?mu6C3X_KbEOALwy@!!~^0O+tSJ zbIUTLZ|?mAoy`u^Io_?FUhspn1c6_Us3Bn_ zgFot5C_bv|UnPd){3y%52!@kAuP$I5CZ|O?sR2QQ*w^uJ_!OUGC-61 z9LBP3=O0REUV2eni2=A~y%im4c1PNStcJ%;(NMp=OFbWv7rA)PK7pX1AZByo9Hxx1 zGiiGMouJrPS=C;yrQ#vF3u`&5D|W)s%H!LU-VeZ9j@jDJ5gWuC0_t}xy89MV*CTMX ztT|4zwu3i>%Ub7QSwA#4u2JA@ceyR1*yAeJSM2I}{>^*cduo8%DRsv)^1$=TnYeQ1 z+gFFf{CvlGf##U5;YwOh-m`M~Brp+p?>izoZ*^3`_?|+$Q|~3{_gR5LzWPCLg*+@8 z-BJahpsHXJY;4KXBM55kM^X^?f`Lp+7a(vp5I@!8i9bK705|bFYKI>N%k&Z-nBh>gnG1rOx){mef1Xd1 z%(AWo&5x1c?!3$4)9>5V6{f0c@e!tu%Tx)G_dpc~=J&l{qojWb#y0l^-~!{wwC#)M z1!UD-1SJLZ6CnU#X1zM4*K)WhAoUq{16jQsH*?RS=27Hb%}yCD7ok+g_r-+&w+lZ`0YB24VGqA`l*@GHhtX7& zM^So?Y>U$O#uQ53w1jarEIw2=M#UqSlt+-;$c-e9K@&SSKH#)>-q!l*QQO<`EIyyZ zO6I+TB9s#Bg4Ky+`EkeH`K7lp7?c5+#oVTPp7PV-*T1#p35O4O0`%^_eXH?rT9ofn zB=1nag3#RP@zOAE0W5g^v0!<2_ppx!abv2xV2+rtg(OqDxcExj2$8pPeAeKaynk3< zUc6wYgD|gXVct}BPQ2TPzr7dV`fW=?1DJ1+uqX{Cv$J*7&ngmQG~n+}6lkKnrxVC8 zvU0bY>>V2N_8>2fFpL(s7D3f|$wk1J)~v&a&F(FWe3Ip^-HF8I?(d_n?wi9lczdc1 zqr|UMqxYlmNRAWTKVivW_*F!&no|vL9znw`N?yJ{G~5Ys1G*R|=&50xgp zkBBk9ac6<+aXOwioh{_CeGkSBB+-BF=B{qyR)nqwo_AEx$sVyh!nPBM@)`}ganZp^ z^Qe3#wLn}uN`6Z&VF(X!0~mh3$>t#E9miDd_tSPCjB%cH6L&+cL(m|ch5Kc%tolWD zn%k*AJSRG*+sBH{js)fufHA+1h=0Wy~r%N>2Lp?R&7}q5R$oG8v7$7JjpvZqvcp7LA3L`?HaU6fL!ciL6 zwr#^ej&vkpx=vHo5nS;FZ-H^T@wASda+#|R4x9V0AYIP2OSC%RTycKHn)rJPL7?Rj zVW855eBLvsP*%EO+x@q9$1=l6V6@37+y1$vlYD!#Jf@zDrNNYyseh#yH z-M}m%iXirAjM-e!ePj@FeUIA##3r`;s>*kMH^Alw)Zbt51Nb8MTg(sjc|9IaHnhJB zlIP3Me5aW9RH2=h*+2w~_6^DgE|S{SQ_*^{juPL0)H>&#@gkBxl>8x{M+l1O(|n9q z|05IIVKhGd_NizsFPh#@%dp zIz5@71-W3e%AyQ-;l8i$ERn$-ao+*h-$>T@8ms3yWo0>)-h-bgnX-K+jZj|kUS!@` z?b_n&4!|S_OXzeSf@$7(p2y{uxa8>#U})9iHS}Y78&qv-R$VAiH!V2H zj0Z%-N6#M)hBvVxepf2L7jl_JBKf2bqSo0QOD&3VqG!3zK&55l6f|Rb%YR>PGnB{Y zm&=8n>xwG#E?8zGzw7byUOhEXh^((_p&LHoZikCG8X-j#$4IZHk1P5ZhK_px6!9JI zPDy%)dRQ^?exQTF1THm5X~83IVKl*f9cZhQLZ&KR@7{r>xGP0LLP3c^ynDx~NJ{;w zOvor1{Uy_e(Y8DU2^#u)-EadI$-6qqPjh( zMQjaEKVJB*x`~qPJF7GI6A3)4tO1;a{`tiHh z^)cPw8|VN)E-vTO1m^QnYjI_uG}jk(e627I&3J%zRb^mO@2Y|EUDGh!={;(BG0+5M zOGpe3EuiFy^^;3pAe%1l?eqB%bHE~*)d!;?0UmXe_Q8Tn=3s1E-5@r`#77eUoX~Y4 zdCe_eM28S(f&pQq9sSRC8q(hMB--$~$XHHjbo5X4@trH~=w3uW9X=qHTYt?f3>P?4 z@-*>BrMLwIaU_oI{-6?-24$^ZmMqIoH3|Bn*^k$S)L$GNxg{J6;Tyc|m5g6FxgQG6 zCFd%r_W5W^RYhJ0v)t_i5YcU$q)AdMy=RMnf!crIOwwxC_X^VQ`u?H!2RB5TRh}}0DP0U|KPwg`aHoIe?{jDplVmT({%G& zE63itunQ{Zwt(fgO7HZWcPy@^KXdr!>!p78*_k$&HY$>w-XGhC9wwHA zD`{NFomjrkgH0A|cqks(1`HDT_P>e%l}FIJkYiNB0pV!$@;)6HrB$WjaBuzfSwX zFh>3HQvFPt@x4LZUfpKvrQ4b`#Pk9ts&0~)ewaZSa-@M?$9S`ofkTGM2%}?89qGIV zCNo>1OPsgRM}i*X5YVEUJV@?o{F}=6d|`=k*N?;@MW`Zz^JW9n`KqV{d!L07JypF0 z>*s*!q6pzI}{hi^-AMs&9E5SA2Eru{8V*|g32 z7vtZr&M#09}TslsqabEra0jDo&9aCp4+oDjOTdtW2@Oua?Z-oX-t*+gccUUu;Dk-8_2z^_NP zo~Cd!~g&@fMQiED2BkP)O*wq$4 zcmI{V8dmL-Jx)Kw_u8Ex*{U(c57U(e7C+5wksknwm%!*e>u(Ua>G+>nKUZ*M=)JJb z0I`UE3#7>&(yxy0fZUS$6wD=lbT6uqfo9PSaJ`j!0{SWpQ^lq2lK5j>(#X>FOj?0C0Re)i z34>HYkt9jN!ilAa9oL$+eGdwn=$+SmzuvbHjS*d}@_xB&@RZIVNR_vCeihpc{_6$Q zL;$i8*wo||=1+UfO`Ngg5f=A^8dVz%15i~6nuyCyflAALcA*GGQ2-VIdt1FV$~k69 z{8}L#r)ZNw4bN{rzvoT+orB&U*Klf2!3ld4K>3#QoO$e8|r3zv;QU{Lr6C zZFjsv@=Gh%8;t|@b^2fOwcS8}*^U}aD5?N|M*%AakxBA{$#5gU_l5;~+a8ljwXgw> z*FfJwLRfT9;}`M%trHK(OZOe;qw0&a{D7$nNkt%>)Vm{6+pCyoGc`>47#6Ds!kD0_ zeY$W!7HI@F8{@WvcSXV6c}y*?%M3|qoVG{7r7A(&(c=1(=rx}LfDi-e`ddFpuIoD9 zQOWrV=7gsbkUIU!LGsDhjbbNoVTSBS)E{sTULYRik3_=2`R(Z~QN%c}c&UF+D>Zmw z1#i-l(||k&i|J##N>%(lDH_*=>l(GaMU9buMF1Y|$`yZh9*1H_&a#7g)_)OH-UQk8 z^02?Rmv}WgK!z->e||Y2F58a-)m?W-z|c4=ceK7pT@!masY7_92AqRQkBTO{(+eUd zn~|QWIX0+#Ez4h~W4(fqO8*w-)E@rJm}Qbp!EF(l)*l_^l%etbr?qRQT%%t-3@L=R z#}0JDDkWaG{q{^>*Hx++x30=~z=|l%3J4UwBuD+{3oQ78d6CKnoQ^X{eCzG!6Z5ZA zf`K-DCWGMwUOo)#VLg)NI>={@6abz8f&$q=v_;k8(CeJF#{HYqP}g-}B3e65*n@ck z6B-5=IG}5a{xc!%Z0R8aq^s@uc*gbb5O1$`OFb1(n7yt66+4{SeWVE4e{c^qSq$lE zBrMe|JpQv;R!Ez`ctLpJHxxzTgw&kd(0n4@n5(bu5@uWBF}L=8k6TDCw*kF*+qpO0 zhOKxOLUqCeB6whFPU0LO_L}!O1i`=qV7y!P3%azFf^x~t8?>zFP>>l&n?vNQ1;Vu8 z9VqX}&|?5ea&Y7Ric^`oGsu(rLQ~(xPryao#5Ltj^XNO*)TI1(>!52usa;mdgNWtj z4qELI-$%&rL4sWZ))A0oJNKuG>^x-lqmZzQ@SO~B$Xs`GSPq_ml!ujZCO~@Yce&s3 z&0cd_bU)A$(VIt3j?LFnGtG`hAAbe*(1$P8?i8xBM?t^x6?^5QX{=o5R=wRMut7`7 zLHRfB1j1lNyuBe^2w~)|@0lOE3YYVqS9-#NK6!aLCs0-x?C0}y4%9ebe?p9$P_N>{ z5lR=hDhLSQ0b_m8P$EZh#px2o7KkK2Ga0bHc85I4WvnYB)$O-*`dwH0(Zk%5r6+5j zKMEt%s6ENq2;_NpXe_?&+(NdWDi{Z4gD4|xV>lbR-txLA0Cnt|Ec*yVj4)()nMTSLkGBIxfMwZG@ioneHJ|aR_DkpWLFi7YSwD}_{ zBv>+=^ll)5$KgiEU14CU;BCf()F3E;DXKw_eq&6ldxdB(4A8!X1oJ%?FBLW?U??p0 zc4|IN*FxA>rB0!xBhct3JVg*hA}_3Y0|00#nd(;;x5&)y6aMN2o!1-1uoi?E@Mva4 zK)yA8Lc#kUHAFl8)>qWsnfQaZ?T<%t&Ty4_`(S~<&fOQR&_%B)4EUesH9ZX>geN~; zxw}nU@fpsT+dKd4r*3~XqLWM*K&@^I4-tQZ9_59;%Q>o~bs*g=9VDCM6SmMEwLnz3 z{1`H&Qn8P1GNc{u*J!imLyJ3=d^&Lax+n2Iey4)YP{4Nw%j#e+9$Z`|=6SrkD`0(& ze?d5gRPXktnQ+6=mP9AuZ#L8m{jxMJNVVmf?>;a4V_*&dQf%Y?oDZn3@}=_tFZ|Rf zBop9~79D{gR4&UhnF7=TNxx6E?^w-@>fRUJh55d>5911!yO*-gMms(GrfFr(G{6Rc}hT?>v2 zFL1hA$@IG}G%A0N15G3z6jh!Vz+?Jp zf|*XALG`9BuMve$-V;DNuA)PvQ>5QuK`%83Wv$i^jw{E@BWTn{^k*7X=`jQxXZ|r!A)k@INYIeq z3I&UcEq|VHvq@%vLdR9jCalihSue&4vje zHMw_F;pbdEGKs#P=kp%s(~VB)GI5uN^m!U-y3ny96RI>{jf~4MHnHfSULK$mErX;f?9FR< z9k)aRF53ydC}c1vYDwZaQ40paQw= z>0ucG!Q{{rfvPQ{H8(A^r!pFDARG0^{H-B?6;ZYJXn;b{6U7(XFAHje?*bQ|e$$Y} z#qfssln<8crWx3?cW>l%5AF1giKYDK`O&B8(L)uSdUI3HehU49SCCxx$b+gdAMT?y zz;cD|y5*(~;9Yv-jjyw11^oqdpX_!f;~~oJ`8`eA3rQuq7Z2~UK6`_8G>C1y zL1z);_5?JYeh9JAbv{#tb^ptSC1nHcV;8GF4Oo3|N9#2y5NnrjfPxH(c>c0s{cOHK zs)Lpgg-Mr9$szv&JqL?P-2Ctwr_Ju@zlewZgibdc-;N8EQHTYx1vTYe{kreaf(1c= zWEvFr!k>3K=NGX0sW%zCK03*gi^S5xZmB)!qYWzhTk(!(kkWh`0!V&j2LR_FF8O|d zmk;YW#^5?CyhRyes@(gCie%;6Pa z18+LcWji-U6U6)ip#>U7oO<*X|^NsUPJQA+mognak|0xZ*01-T@q-*0@|Kt6^} z9HE4y0r_B1>H-Q?)HYEUccjnT-Y17}(WOWrCo1vP=O2+OAN11bgEy3%%@|!cBN`H{lqTUA^-T z1UEc!i=-4};PL6UAZMN)w&YzaK?8C+zpliVydRAdKGZs%`|<12meXLH#Cc65DUit} zxi(D+vLDeERvB)yZ(9z}6IiMd*5~H?;pwS2pKG(FX$bu@sR<28YCvL;c*4nR@Ss8A zVB-@)4)^3{LO|u7s|K@A%6qX1^o406WIt{%7ObcY`ft_qt%E}dG`{h!FFW!Q$P*=> zA)UfQk~v#+zMIq`AonUH3~0v4^0j@A^=A{6JoUhnx2IcXZwzZM;=M~JCw19J`?hr_ z7Kj*bz8>+?Qb`iC{su_G08tKCZb2I)+t-MtWP#xX2l#j&`qm0J5rQ?1lky%!n9gVT zmy^zKetqXFI5uNir%?crYX}oPuT1IzE&3^)Fkl3tXa^lb(Za}v?7B^^( z-;Xtb);OwDa|gP5{$#o964GC2G0NcnArwsB$oT%kT;&&JDNN=;fhuz03=FhCtN-oa zGBp;ifR1NGuInFV_hcOwB`gqUFgrHc4fxfM+z%YQ)Bf)(fpP>^~rzq^s1?jf3`@^i#&r~1~?-IM^YI7o-yw4x)a@9*1^VaK{An^%u-4NZZ!e3C8){#B=*c5GF z-nLNlQxwIbh7y|$Y5bOrTGrmq}#7@+Cjj)^G9JH z&>>k=n;&26yu#nlY=QE0R1o1+J!&$(`R$`8%S;nyYPxsiM+^`>P)mNkUFl65S@k(# z8+ZRD+}#h7ITqSeGdNd|=Al9JYK*oJ5$YX+tzS{Oo^`Krd5Z8e2QDUfT9jnai{yigl>=ySH)1j}k3e)&yw$RI6Q$4&0V0KnCO8|ab1DkHQ z=a|C*r7rmXCKPYA?hknMB?)N9OFT$DBU+FygbW%&!Q~?hKdWC~4NTSjrdiJ$9dkEG zp1`!A-kM`za&^_07IHB@c~4!gW!1ZoZqZv$-iPc5s92o0KocSD`H=a%oc)V|0RV9u zXlqk~W}v;Q>pkxby(kbvF%gv<8bp3!dC4WvVX}!s@D9$9oq}%UNdgrqg{~?77vCbc zhP}2UUV#6I|1O{fw0&3WEAxJQvMKnfRLcudCDedljD=mzAz1!vr4jnK(jx`9*8snU zAN+y_NwEfJd46c+?c@!xpK)mh9$f4P@2#&#G$tumsMNw|GbVF5uj@=JIF0*0&< z1Uui&&SI-xfU#yX(L{jDV&~QKb3avmC!bDM=AUJ|yXooj;}Xz|!o>4!{pNDMs}nFW z%tb--F`P}_&X9ncaqijlX1*Q(uJQx;|sFt+6Xe{E05fWJCMzogw6S#n>eC5r($b!mNWPTcIo=m!p*K)xY&8&iN z+!l5{Y!kXX+y(L0KLJAf2v_jn4aPVJ8^MB*?2FN_F~tDm38;CsL0D@=&(rS<m1$w1V9^D)!~d*?Wjm*4S9nm2ppzTj zxZjtrqWXF%29n&-9r(A%TG2iI^tS{$SAOs5;Of~B6f8g6puyZvrD{63yh$@B*NAK! zUFlueWb1GKzyACIQ#H#oxn3`W_(R0{rrnm(`4cE?4*_G~@tZ~mlEO~EX}>;E4xGcs z+J7e(!FD)YL^SDDnlisGTEzMu^ zAgjz26jK9H4hYKjTnbtLOGi+9@5iFWw=i-T!gG5HDbIz+2-2$bd;LOg1Ye^=ZB5T0 z{xQ9uDSeLtTS^?Ns|-{t_L*G`&Zp6bUD&;joKTh~Y>m_gQ+}0+B;8&;B@C6^MKZ6JJ9tiv5Yt=O(|_LB-R8VLoJQRA<8-ASVoa)cf7FP>^t8 z`;WwCdT^{>NR|XrrfG+RkpLo@2Y;69Ewhr&wCmsBqIx!O3-9hUQDBBk@5bMoX~KGa zrd$SrBKeNf4ol(GW%Ehu9U$v8%O)K^y;rW>Ax;Z1k%q%lOTW(&ykjNyD$_L}p1DcO z+a1^Id(S6h-!=&Ey&ZE?U;tJ8YsoRwFB1oe{d@)d(c-WJKq|{2OvB}we#JC!LjdiR zNf*Ld;7^m+2K|VDCfVuL^`y>7RSXm~)?0NIm_grOq3k;vYh;jq0)iQi(5Zau%9jSO zXuyd)nwvLzZg|LeT)P>^KM48_AXzx8zrlPz;hWxVHAP^y|y(jHx2=P30=@%}3%v&`9Q=pafleMBdI6R%(7vkx=pC0J zA10ki^sUsD%#uJB7Y;f$y-odV7B9nxv{+6tn9z6PKJo3z-ozll?J!>nL^(0cNd;B;mZ!My?|uYx%zEAZK08@Z)lL+ zRcJVJ>2NVAi^?yzK-~?9ZM?a7Injtevud%cr=t7T;OFIjUJ`PAm-m&80sd#KSMo7L z>FhvdKb3z#@5XzLla=LMlA2U5kFw2hv4MU}F`x`C4sv)S4Q(-mEu*02pN)P9&$EpW zMXBp^#fIsd{>_M-!e1>kBm5kE7V`4nmKJLVXZ8j9apA23jcU2)zXp^Cn(aEhPZoll zk2mqLy}^8G`Ek+QPew!DiQ74TL>%jHy-Yi|a>oSmyRLRY7BUK5PkWn*6VeVJ5V zdB?kbx7RKypxG>6l4Hor`2+d;XAD`XB0%{w4KJ5jA!6mY;{06N;$>aNJA&GC4{vkm z2z5_-j0M{EQP6|>LJAU8)rvH68`23kGRKv)dK~U@SAPOwrJpYUXJcOiFG*FOOV>2_ z)-W?7I)E?(ibS?zrndf)fGl|WZ__1@Kc^`h7T#U)}`E>a*yz~x~ygt+8g zW5k3!UkpT4j0+JJ5J6E?B&diA?>p7A+?o8|dztzDx^JIzs?Jhp{r|u3t8&g3?Yf;6 z$u8GwV;t84p#{_E53=C(kHKV_I?$L6CjhcB19l@d7p190kj_3e9_vUGwzjaRLhY$X zg#(!ombwH%Tk_{R(Ph36_W5B-i~6JfOe_l61aAWsD^}|812?DTI3`fhN*OYD&jXC) zsQ064a^P`|V6Y7i{VPY4aR8ZPe6`(=H>!Cp)6AwTEvKU=j&b}3mPV4bo&=h%8fs~5-`Pmc>hqGfKI^+e ziD)g5RLfH-2mEbEDv8NPz|vF)rA~Tgw-f^lZvwlENop?pHJF^@u0+lzz!`*7a-ubN z&%=evIFxEns+BN<$gz%`hORqZz_^`>0y{_+8z+E0g^ISA zl)a9wob!;irnC%zi3n8gw3Jt)!VrkPX=t7RU1pksdPuWd;30w45W($h=Hns2Y|?FV zyb5+IQ!Nn*besSlSDaOrkdksBtO{aaG;#L>$ym_iQKOK2$dE~>oeTy&i(w!xDeD44y*f0%b~786&j%c9W?-sZs9nS1!?ATx=_5=mxex6VgUDQNZyp*&hGYK@r!-=~rZK|m?v zi3xMDIV=`CnWh|8N3s(&#@WHk_FV>_@gPCsj(+8aYP z(C*iPZ%Qu9j%)>`O7akqV`_@WQZCi!u42#~bH!)PNDXFfzAp)>M6XcQm^h44;39KG zSWbayjjxoV*p;!oFWiAt0Fmh?PBZKTT-xhn6UmInB>?@#@m}n9iX*sRI1kI_+}1D<5)hogIW7pNgvHCU zQ?=#dW0pl$?az`K-ac_R1*vb#M6|ghAgkR-peL6{lX6=NRfm$?gdaZA%7JZ$V7RHm}ac(n@Y4l@_&> z+EKuG_5uhUDaSO{w;;pQtJXw0KO4DfK7ZHW)PYj< zFPoiw+?T};G%clJ-t@Suiqxurf!X&5ePA(9hmc9MX#vMrWF|sqHV&!%IGm4QHU=U4 zB2_sh-(2#Pa7c(ZIR=n^BxkO3Ib!=)67`ANH0g*5{oRK4)k$0%E z)nz*$4`#dlnqVm;E6@zA%PcP|vmwW}pl{@xj{{Bnq>rO`bCl0V3Z6oNctBH8EtFl2 zc~7txjE|y)aZYMDg!Ukj7|R7IHiINcAA5YxCR$`Dy7(uaX0f1DI+3yi#0AyQaSKaZ zS+*^FcWfD#(!90gZCS#_n9B+GQ7@MioBr4c;(~ogtt9{kA$bZGc*LY)ItCuF*qd9Y z)_!_2=(~s;tOX``)ngOO$xa=$v&0-)yyL~TJS2m8lIJYh5*PE>WwGPR_PnK7uwNb& z`uSx%=&AbpVa|=kaM8C`2E1SM*HeYSWNgnSn|!bBmR-eKL928N=f>a3i<|W981=t)kRoc1Y0=yM%&e{1cbU2D;IO|aH<{;&+<8cE@4Tq z(qftGN|>)lc@LI7j{*Z*Dw=_di3t37V+$!Z;1^PlRT6R}(wU*Y5wYckg?%1Xx?+3K zY3HF0wGb$!t4oNfEU)ze!C-qVu0;QAKzVI1eP-E zfRIEJryifX>;o3o(F{=*;=?|%UGZhA>9TW_pN4H5dRTGjYeR@=0v~R& zsSV~MHj{yzk~b1@cotxtLZOGS6u`7h6LFKM4=$l;rI~^nl5?DQVC$W8<1pIEE-{-W zob^OwT&)syEuQIWs>?pD#x0mmp@Wxp_&Z5YaKX!gfSO1Yzyk}{Scm8e*DXLcH7&zn z#~G-&5>hHEgzYt)k6f)n$dR9D+BgWMFS(oWjg>5GxL~Um#^b3JY8KVnhcTv~UY2Fd zxq~iK?h6Dg35hlThUGI8~`9jD}CqmqM&X(vAyn0&xcTi}+R zNewEF)}pnUsr9*j-XDgaMGK8=M1+!$kwu1$TeXqDo#6t2T;-BYY(DYy2MthX>cHuvVYR!_* zB*!D6W0h)bSdj`!ksYRlPO1i_rxZpN_Gu%w$_idA93bN-LrOdv8~ECp+yHVG3yI5g zLA(QMwoQhd&zelSMJeo#g?7kA?&ax9F7_r+ILfuwThncLB!PbA+ug#!lXI~~e zr5smf6d~?~OVm*gfG?evlLgGK0hgBO4S?})MQ~PVh9}sw2`x5IVEHikfwS(EO?S(3 zVP3Fyx%!~2)L~YMS(QR07hCY{T&_Q^wE~!t?HjVN zHghe1V9`wvaH!`s2}3tvm$Kb*bJ)Xb7MW&>5tlv46nOv_T)BZTjj&T*@r1HN*8&n4 z%R~-D{i3}mH`ACPYEpHqIf4@Fib2(4uECA$(_CPNb$tmnCCe3C}R$4s7i6ZcEK9 z703*^vmuYu)+##O>4mq?s@6u3#YVCh>_(KDr1YGFx>IunE13v4b6Og#kgNG4@o^O7 zl0jCqJ1X`@6F9cyq?HFHxIGy*(lJy<>-0zP=hq+y>cKv|(knp0tlG;ori|Za6GPyG zC6`sHQk}pZ2B0s7N5D0Wv@F9~G~UW4H9ja?V5f=8(Li-jTtE!K6Ksr|vq?mp#4{c5 z(4KM&O|6+MI`}|2)eZn0+MM;YwlE3vXGgWMhJJu z(hUOc3UFq_n&>MLe_gQf036rHR$zvFjM|5KOTj+NK!$ggQEC&vpn#z5&D5*o1)sH5 z#%$bOU)p`O1bEXa0LcIrnX<`gxa%m_8~%0$j*srZ76s#?TJ(0=u~q^Y1!5n)KrAl_ zFnNy|sCrm}mX4I?*;I{p1^|injcu%eT~9A(9S}*MAY}E5c9+8$^C!cA?FRrpcPgG? zvQk{6xh0s7Y%`KpEej4bjA5YGj@jh8lhs(zyrm-Fn3hL{Ixs_%)~Jw{QqIY+P-X1^ z*K%?^-2osI%6Uv}yWQ@>79D`Ed<6r;W@QGTm(;x3WYRBKU0ks}>^o)N4VB_zzvBeasavoPN`n#C z8F=FPDLDlrVZY8nUPyp=%< zLTYN+YP#7l)T}BNsH<2tZ!R9M3vks&o8eF_o2u9HfdL~#JW+c+-&3WWla=R=Xh-T` z3T)xTA&n#BR750OZ=s3}B#XULD>Nri{%pP8aV}y#aQfA5KO=dPJIQj}}iHtdU>VjEh=$rO19T51g8#+aiMjfv3T1}8(_v>L~CVNi* zaG4)QRW#G66bDZ7*+* z8e7Qlt(4*A#giyUYB{DrNsDebwp?R*F&JPDZXaL!){rsp{b|}t3I20Ds%D@^BCX?uF zvb4#d`THT$RN||tPTv-;hEPF9jaz#5F_Yyn-o#)iwTM^zmHAW!4Va%caFU6KDw+AP z15I!cpGu1uY==Xu#h&+NQ+c`JDPbokho)_Q#>5jUQ- zn*jeqk~C+v9QLKPxeWWAR8_`s!ww5YS$@(pv+d4QKdLd3_L|?05vWMm=i0kS9)9QxS2T;`vH2UF-^jZ~_>jn5MLtB>3V`pZ6D*T5<;D zccXz10pO-S1ao`!8kYnZiAe4bi<4d?XY~+F59|nqEYb04X)<}mK(Fl)G2N#87^Im5 zOl~07WJY!_0c38s0-L0jwM4-=iOKys3yo9X*k4Z;xXEwLWuTyb9`n1ob&YwEU$k+kCP|Cd&3D%L(s zCT=wp>yXzq1RH>0!48K%`A!T+b`l2tS>lN%e;@r`hpNKEe43qtj2iNIVFn0y+zl5G zQ*RzJ5SgmTd1ge2}Y z4MaMls*1&<9BzV~UmD?{7guvlP81|atc^)?6WWmvTf3ya16G;{7pQe1l(E8CV`E5I zdfhJIA7wA3x;@Z^tNH-q4f_n%vNoJHdmJ1uDIsVnN2mVsA_@>;(p9OnA?Ro0B3OT| z7E!WS=g{3J)VxU|;P+!64#Lb3(&t6!?*+v848pk%IC$>s0d=LJ39xjI^V$f&+`KI1~~1O?8}Bc zp4(d~9tL!%Y$%h_m;(_efENM;Mm9X`Nf4ycPF2zJN^)X>3JCgx3rt~o#sJGbf+{IQ z@N0>-4YLs!oL9QQ2an?_l;DUUnPU=$pAgzoL>s7U4HNP*eDGu5Z;g(Xd^)tuYQ2?& zIp|##cqsBIwIl)CSJEOH1g^T}jxFJ5iI|+j5%mVRfX5@0N<+zM@7gqw3R93qPv;uI z2MYGV1Qt@LAF-`Kf)yKMIRSsiFaY?tqirm`a1~gTMX55%bLwyysS3;zHc$`^7-_Iz zdSN@ygrK_t`efc+pGL=V(7ws4C4u2qwt#Z8NZE!&CJvT+7A7r8h$x~byGfCqtmvDD|0SW$(+fevv>(d@n*)w}VK{}Q z!C|i&Vqpm|Rz>UXUf2H5F4q9mfg?_ z5aLi>v35$ptDvKcwc^x+d87mF_$nXgVE-2?U|E#2u51{Jt??AyRAeWk_4&DK-LCL5TKzryMvjE{$N0{6^Wa))*>CCH11kt zrw7l{oj@mH$a&P36F8X(4}qd8EHV3dE#+}KXtfGrtJH&5Bj`Ym7_=EVzh}WZk`Y3A z!{jk7hnmH96hw-`h3`G6$<`VgNrZ_tn6kwix6<&3r2zSm>vD*retyZ)PkEsW{ zMqeU7w6aJG1q33i1Y9J~Gg^GWg#B|Vg}qd+1HrH<)Ma4T6{~Y*n6tBfzTisYh?aB4 zhj?$tlEp~{SdCh+?V37Zg@W0Vk&6H`3Y^FkJ66HoOaZYuc9R7P3yokGhnPCY0?$va zcs8v@dmI?3K<>sGa=qSm`b_p;T?xPNVS0?6%4xT{pP$B>}Uxf zm#0bWBy+uBB+ONmD&#T&S^%;UG&VU0org@B!7CM@P9E#V4USn9Q0&FR7$R1y1p8A4 zpyfD`Pn5bi@TPJC#3hQhLKu3Tp#anjOV||_!#?+{mYx9MQiE*HvhTg+Q@mmU2 zalq$`_$CWw(ShJ;xSxaKqsEOEc)Z#|COQFeccU>Anq&*tVYr5rlP5Lr($U583AzmD z8e{X~Xq52cq{2i7<&sTW=Y#__fCzsiT4>rKr7|9hc6)O?B-68X0M!gTq!g8LnJlp* z0oBUqN}X;_azJ{7{P=ddPeSiYfv(a&R7)Pj+qR%J?L&*4y*Wm(MoGlFB{$|`}b zAW7qns#GK(+o6;s!Ob-1@o zugc_jWCizEvk91&#VRwwp3Xj>jy$g6yr1mP3bknjHrGHwv)a4493(zn-IfHc0d&T> zFcd~mJHcBuI-Xp69&!(H?tq)IP9YjbDFLkoWV3Br9lM>#Ag#&o~&o-ooh9-d=oB$fskc7sN??C%2G z?M@Ym6z2%9B8mHa(G-(onvho=_nc7qtI5Gkg|p6j&_9jTbN<Pgk7Q=;M3pXGY(WN2W)Q4A<@qHrOWz{v5}V|ZDOgA+{2Cc>+%qh0|1Z<3KS9gS~)%Glr5plkm^!fuVcj->4R}MF<3vB80P~pc*416_l5}pEs zR#QDV;o<<8n4@k0i{O8T$a#}LTY`_gBMg7=K38^W9K(*B$Nq1}vH!+v_FPFgLnBSt zER{sIKa$-uXaxKG+z^~Wt?A<9uDY*jEtfp*QZv+q0Avhu_Dk%ABW@=Y4(uaqAVZYaT`4f3!GTu)6UgwBs+GK+Hs{DoZ1I9d}CLHPd$ zEfqu{sN7)@X<^#%M6ug}6amx+d2pS$ZU8<%@D-wI@I;Cr8Q?`f#TMW2 z7wQ+-+xOsC%Sz-TJM`V*c))A>fN;fM|DV_J{XgHZC;T_x{a14&_>>)Dw~0of?%Dj) zC#joG|GPhK`gn-AFEp2yEkv(%?;C`lzXUazOea%V1Bd7Bn^HIoCTKAv7@vGiBJHPSvlaFhh*Ek;`U*5do8|KeZrib*C zzHL4mU%hXc?>P92dgy%pj&n_~)PvtP-+FY|ZvD*fm~Yw=Hh96jTmQv(%pczpW?cKV zhs@V*2|Fo7?bdJp5A$_f!i;p~@0v%*aN}25%g%3ZE#E61Ha}~k&beUY-o$H7=ji8u z-+bGVU-$k1*`|JA_UnNkm@`L(f9j}TyY){#V!rj5pyi|HFbOKNd-b0@YUZdnBbPX* zCmu8JKvr*l%p4`rD3bm#3HtKpj~_Gd*+xxPg_-E*K4HH1$SvYIfJp%{!QL^JfnJqE28|9ps;$Gk@|(itB!D z-aIzNpZ&&s=dodz|JHolv0;wq|7+OGe`ijUtooOkPSfA^JJcYhKl*#~#klr`-b7^(AKGdge_1 zpDtWKjk=f7tpn23ovro}2>9sScFB*4?QO{qX z-@C`WXY=#vwR23Sm+6mX)@-I7o4d1X=a@}r=%!28&c@ee#kG$e{6(E{p^j>utiQ3e zcI}ohV-&8xY3zmi!h;)ND|JPecm#(>wPOcnE z{@Y8}23ziKH13E0bnUt=VMZz1m#w{bOPG<)a`{o|Ovi8At-o;j+6T9!Tg^A+wJVO! z{-cMo|FXQcZ%cCHw)-nb-PX9pZ!2qO;}#oddC$e`v6e?4@Eo2zT@*>VRXbxASm zYs?Z~Q`UA+J1#WFlKx9&?K#u0$pbl8-%(%NVR}|SwZ8UN%Dit&Q|{8s{k02kcoV&A z_iIi$G%1_+ZJc$+IUAQ;ZPulRapASSwY~Z?BDGh)qOlgI&)aA8sB_50)}5yux$^;zZLhga^;N#7AGt-$ch_#AZ(l`!Xcc{zdL;S*b?plJZ&uNNy(;Ew zw`8HCA@8UEc@_UpB>rO4J*%?c*GEf#p8S1|eqv{h-t{M2u3J6Q&9ettov-yDes)jjcMsRR+mL4Cq#bAJmu%8zeeVdj{^90%qqUHUTHAl* z@lz-6*UPV<_#H>CU(@;B1@^3?Sm)Of%C zOqY^2|M#iu5AQZzv&!K;s~mQvzHm5)ckb7(+jacD&BVU-$4@j%qF~d-1MBx2e{CNB zhV?J~C3X9j%#qy49Jjx+O`X2k`ri7ZChGb9tBG9s!Mb2F>6S;=FE%}|KlFoj@8KxN zBkON4oqQaqG`l*yw1#}jC$ zOIhPVoc-kbzL%TcL9TO9SF*-~*mafl@U?Gajb^&(x9iPS({z8k-k4E0vqzo_k{C^M zDQi3zecGpgOMizjWyp!b{TU#y~^J{-OC!^^{YKDGIZ5gn$e z7tjFMC%vFwHKFf3_zPdFWm?wgjbp?1Pw88a4WnlC`?iD`6Xks~`nn@w8|8POxe=e9 zZQ}KN=kyzqpJ_qAhQyQo+ef#S>#_x1Fi{bUQLc#oy|>VxJopP=2e%JzrLQ(cbl(-U z6LSl0c)tFc*K9l4d_Q|Li*2iC_9zmz!RzC$6U@ zJfDLJ@4ueD>|jEY!dRi@8&(&SZT_7%(0fe(b}03>4Z1>7lbCmGAm#@~47oCSfO<8u zGTlgDj0d`!Fj6bBD*^i<{TKpUzU$i8iC0C+a(HrY|*}sGDx5 z&(Pm_GkpA4b!aL* zSh&(1^!3!IaKYDHI{RVz1Qc$yPl|n*{^Itpt{U|#Mx*K%eFP=BPxpU>e$ez?qy5lX z1nTiscDH{NvESAI`lGae6}$JMTc=e4}-gpI0 z+7556ZuuBm=sue1P<#2`rj zER7w3QR1DceWx9ICiiV#{&(mE=D+2RJ8t78UzGZL&e+MkOwJrmgSbOmm=jHRZ6-Ep z91R~>Rp;R^(n0FmMov4cM=p6lf9Z2{lO!VJ{sVuHdfugf{VDp?&3pcyPEyn_jRx8| ze9PfX?$UqtLwdJ9_yYZr?IzwBSTAv_B{zDHak&xSy@xJtKXDbmi(kdRv?c!4U!*@| z+M}QK?-*%D+5Ut#n!5OpxW^t{`A7O}Y7cLe>hmP%V5z?UkMt*BMjhbs*j@TpzKXfk zD9yY91A1`zC!U6-5xHs;K_i zZ{jf;_t~rS-@;hC`l!S=d<)}wm6&{y$@Khh)4!%}Ju1~@-@yuVIMr%Wd*nNqU=fCf z-udBYj%m-$|M3ugm5I7%Rf>D`=y&NZ_PL~aHcs>(puWb#8gPz&;9>eK1Yh3VHHNS^M*6@E1seEQ|ysw zgd0;di6>?J=QkXkM{j#jFnW_;SoM}$9>;LK3%wUB^A{ec|II{Y1!J_||HR>Lw)xX1 zXv#z>Mu|51FP%%Nf`0v9VUu&+Pv{eND&&r)#X}o6}kk8B8^Htd`zJ~bNV?xlj$Y>w&&;>Mcau7CR| z!p24CmB<&a-L=;}M+WTHhldgZ=nW z$wvvB>{gz9JU~9~Cm&CekH^W!@3G3Xo+lswg7vEPzsScYFom}6Bp>IILcGqt`?%vK z*KAkIU1dD)ql{RHTDJE;zkPtA)-r9sB1_5_Gs+e-$`v!p6f?>bGs+S($`Lcl5Hs?R z8F|Nyd}BtQF(bd&q;VR_VBhA&)b3_XUShi zwSP!j!Kn6_w1QFXOAlB3>*Oz^+E04FaPmB|Ih#7fBV;e`w!~>^}qjXs!nI- z@^AlkA^y{aK$(C0_kWl3`9GcM|Ng)Kc80&63H1Nw>wh)>)4%?o@xT6`pMU)y--p?} zMB8`p&cw3Z-|j@N%Cww@Wh*;M*4)#y$(Z931d_mVNg%n?P2Vq@ySv+xJWXwd!VSCc()&qhu;>KMTLYW-eo>)gZx1t3vr0wXP3$mepE}b z9^GQz)7FhtQLW&=Vk*_6XGKSJ8jsvCj&;OHlES1Ze}AuNZMV0zH&6XCFbjLFvvryX{2O~ zOB5t6mCgNwEm*-ZLik3pP~7`V8>AVdS}Pcn_l}>AQ4m?mUoXCzqpfe-i;BLO_%f)}coz<>?=PgB&7AC)|GgifT`&}K`aUL=W zzpB;#Bcvh+SM%ihb8=l|~y`yZb*`j3odD|Ilg z!a&enfKh^W5-N7*f4AxoGv6&5=izVA|v-#1ss4lEgyJ*+vO75Qzs?b}K zuk8a2(e3(71zsc7ZIz?Rox!CEb{dmR4z7Fhx zoMqN1&d7wVPq&i4~5%`J9`+2(zxI|4W7mbIFGNao>@``c1gZi?s3j$q#@smARn(Ubqb{F&LvplVH z!j|;S4_5QzueW&0JBEVYQ@qNtGOF>_6zhUK8&qiTO6V_kj@Iw&b}72k{CeTM%F6=J z@$BXD;Gbn*pKJ3WSH_{6m+ZMchjXZJAEbJbb9COmq?x;W$ol%q6N*w3(Osy@aMup@ z3aeC(>X@19(GJ|$TCqKU;BB|$`i(xO;ZpdIPoWiIXub9x+jMp4%fEvx7K$mvq_A{kcTh9Xw987HgpxH=2=y~6?%{@&EJE@$j97dR+VT1cFfysIVzjmu;f zDo(#jwF>I;ijPw_V@d zJz!5KhFjN=WnHS<;`kkWZyj!7SdqMrBEBi*JuLe%wI40j9?`6L?=!h(T_k5zj{S<0 zAxLgP^cx*Wwi|n|V4+WW{&br6&0#}Fk&ZIFV0J{6D;rgb;Y(+`5ZL)d^NKgYenMWf zom37VY4Nqy;Qk{DVYFWQ^!j`1$=jg!16!1;tEdNw(C%Oa*9#%K&08nq+lJGT?24PX z4fb$<2<8-sA)efyoxd639xopkU9$?cn?e(v{%zW4+aH~P*n{VUzJm6YJfF{ET9V(T z;@#rwlT2P?=rmC&hQS3Ew92eRC&}G0b>mN5$rMx1MIU+2Ebv>{3#dTOkD!Q&%yHAI zFH-I5rPfYUCRcEH4%cvQN$6Y``yo}TR9#~HieXrDTT_LXNb+^phw?s5*Uk)(?~}Wq z>hqneoj9ej8}o>ncl*qhkc^2qgjVUFqWAMHy4~)YtG%2SQs45mKaa{H@+;aj<56#g z^nAAM^*BgxRHS+gVUfv`v6Mcsf(_pUzgu4kHYOQ=nlRcn~m`aXVjj$PAy&M2wc z^6iN*r_8Kv)*XDlU4qXT>_j>`(v}5yM&`mn;Vj3TPO?l89zxTsktz;$nTw0~7U<-5 zByw3`w^8=ADNOKAv1Fd=@q| zh>Z7*FglM;%+8xO+T^&4eo3awuqd9^@BkjmB1h)k@G8)ocH{b6 z*xqX6A+Ri8-1$k`4)&vX-P4yp3s;;Mq#Yjb(hZd_QqarELiI951G%nW>e-R}mozmQG(xA+*YL$2$$R6b`d#J;%43@P6LO%q;GRb$n^&y&IM2YjL5I?=V?FX}cb zw*z)>mb35s%%O?FMQAQ)yIHwKou%*s6xIj)uJ#D}L|fLOW0w)V@@1x>_ZMe3S`|O6 zSN^#~1(EJi{GCwp*3}mZRvuR{aEN;**IZGCrK!5=X~v$GRJ}be7nZ`Iiq9eEJhgal zTftAGqQ6Mq5jnQb(~IfP=?3?DebdA*tVFF(Zb1+~qr6*(vhy}p3lT*OeKN9E{c!biz5AjzOX;&i$HhCd6q7yqJtO+O zz%S3}vDhd+Jg;(%c8nvY<=FK<@Y#qH3DryGsRvURFXZ(``J{hG=H*aA`ruEl@?9TV zq!}5vRs$UYp7;39D>wjSOJyUU&;FuZ<7pi1JFGE75**$`@BUfh_0RSLu7)~2)=<=6 z)>e%4(ht_%WszV!)k9j4PYuUiB@EQzqokrH*{0XArzK$FA~=mP>CV^4-(vJKW+ZE$ zSePirWxm$E*<^n8gUG!XjprLBhuX1RC&^)Cy}zL1Ilb4SbneppY&3tQ!|pDJ_hfrf zVhih>0VF)z75-V%o$V0r$O|Ubhx$Z4Ty-!b=!m7-3b*cCn3hsJmD+Ki&gT$M`H7!q zbzB+(cYa5%{~fuw!V(s8We#Rn#+`%@;)9>4Hlc&ln?;mM@LRaQPOFyJ3ac*#<-ZH; zS`1hyB$RlZv6YlOM?S$#IE&TwvtmEkfBn*ka9f$3TK8&(Emq0%u38_Yo7S8DvNejp z`1rc>`X6i(Zw$>M-Yj^|TdfBTPc|o8=Y7PLTYJ8DYNF16U{!H~Pg^e<`g)6a^Ylmh zBqSFqUQdV^Dcg8k?Ix3_pn&~17i#U`Z!_#lXe1oPtXFN1bx)KU>kpU=L#56_lHflO zA}Smsy#*O*T#|puT;!VTj~&S= z8s9>mv7Q1=lR6aOjAz3&en%HT$?Iqqs6#x=A40BmzTy1g%y(TQr;6xwX@YP4$|V!# ze!D`m95s>tj{YMp3I;`Oxo6F1SnhjXqz@x+0q%0Ydt2*zLg8Fn--WK*+>BGVNVrbe zdz>D)KtFHN8|Yi|cYyvTmrIB+u(qZrqCLnl2qqzq&`)xkB(382EXKFOCA0PU_$21Z&3thi9oV9_tlc}7oE=U!qYHl{(Ci#2MnV<1 zpjjKUM#b1F?^!|_@>v4QeFbS5ZH+^2>CFW~YQOdqg#HXV4QnZBCs z`8hHlv+ruZ{9P5U3ksXVaNV_pzgan=qTZ;bMX`Pq$cdUkrC zhdt%vq`dWE<*KK3FYl*ZW3zT~zW1;gg+JAz69?a7nS9(W>(x|%`Lv;>$nDf8#EH+6 zCspADA1NS!0Gw8ZXkzP?(Gq8DU7W0%7I=imRSq*AV}qDkS( z!rL$6eb(yM+?{3l(#3pKkG|5yH!AMefA%@{J~RAfC)j=s*Q7yf#=09e^jRKRy;&0T zF-fi)=N#U4&Y`uUfUUKpj)dm9`lPk)gcER~y({RA4ofk@oa0Tx4tkx6v!lgaj*_Zt z(kPaHTPci4C6qHy69#<`7TH`WX-j!i`KJb$zZ!5Jmg5x4_+4V39`i7z4U?``9Y(pL zX}CN+{wY4G#cz_M3>WfFET*v>M#|Q#%`SH-_1B9T;Gc8-*?GiY-IQQYsrhaFjynVE zVb@&HYkyHdFL3c)b^>58Iy~9Fmm_97Js>{~UyL38s^&bwLRS zk=@+Wr3&tToNQ;#b(Ej}qe*#kr96Jc(bBHJ7n2Xk>II7@ah3NcZZrHTnwQYN*fkJP z<-NrrwZJt^o&Az1P2frwDd#SHGxo|GQRBZwdHZ#=s^3cWx&$IU9gPL`!oD)kC;lLl z^?dW-gv4KwyCuoXYv?|D3}U{0abHOvqyE@+BdZVn3J0*IS(#Sjn636byiA~CBsEER?n86km`F*q zQ7h^kuX3*RQht6YkNvJg#5D#j;IkQ)a!RQ85La;C!mM0~6xhY2I*1{x)b@tVxRy%K zrV5G5aCKUkB|9qx*Vjonbzqcm5!C4#QQ5*G^YO^lL3vxwP?=e|^IS;~=-dymkK70J zn5&B>(ey3Yb0b&=`CI)?{F+|)IsbG_@n8n;-(Or3k0f7|uD|Gw*J&sqTx_aAkmRME z&aaAlp#xqKSBiifu`H~{XNjTY;QbH8(ze^~3wbkt+ex3F8yzI+LOCo(dV)9kXWykLbV6~r*7?3%0?KB6#WW**L_-F_W35&aYWLaFTS z6UdBW7=2C9ZPa)h&N!ZeGG?NsTM2S{d`kR&l~$E)>ujk@plGddLM-Uif!_44;hi%C zKFD||5{VxN8=He$_%Zr1mBbJ(yzVu(Cg|Nqi)XJ0O$GKVthB|E#PJquXJcLQrL}0v zb1Wqd7x&!*m+K|9-<6B`_9g!9>w%SG`gx}5i(H(~a*v++_e`IdY4Eanyly*Hwb(Q1 zO<8zg_RgPu`TfeueCk2)K3#<4{Jg(>gQ*vti?eUe_R^9cWz6PmfP>UEGs%Ca%yfH~ z&#eofBdQ#n$t$+k&B`IkNBbVHaL=EHQPNLkvwg`G8Oynxo*nVBY9OceMxRVsAu^&n z2%G_$e7=YbZft5I?;}}EU4>eguh8_utzGjXX43nn?oZ$B$k8!cnU{ScelZtNFPb31 zhj~fjo7D;>n_a!ZMRNuF)mt}%b z(wg<^JWq1H;}^NV3uDPP;i#xDiBHf6$rAV5I2byxQD%#~u#3DX8zPMJUQdDYySz2K z1goj-UViWGy(M4X8@*CMox=sA5ps&B6H{KE!G&p}A%3(`^mz3#=(ZD{ckjo8VBWr} zy^|}=KA;G+l8d0V91d9WvFUWikP$1e`%naD>H$k4e-7@H1+n1R13x`$`tvzgcj=x; z*>}{B(~A%`l0@Q@0xR`mB=hOrh{1rqct>jm?Ztnh5e;=FNAk)J4f&Oj?E@4ZB8Yt| zYY%QaQ(5i4pQ~NDTj+D4E3#ZbV+}`M2LH;xHGhg^8$CNeq;#l>mwFlwHpTLNd{V=* z5KzlN>v`*OtJe1ms5vtRha4fvhz9irDF51>pet1fW(1XUF_F);jcSCt3W0s@1AdU?;U>XMZ67i1R;YRH`qdow|wnRqnuCmOL71@y~aywieq=x)o^Q)%j}ag(%< zdP}dBOfxSTs<$?X!lxq^Ld1;>E@O0?9}l>aPkE1wPWVPVI3B$x+5VX-Ryw<>l?>>R zqHkfokK${mh1!{~zru0q%0+ke!T9*GNwi@}x*%2{itCoI_>F7c%aMNU$CvMlu&RXV zuGlt5&2Uzq6Jv$5fBR9dV^sjCO819k2l)52-X`>q{b0PM(xp{W>b^n8FzWMP2aJ5l zd2|^1a@OU(?xVn4{e}M&K7)XjCGM6B&KT#s{GH^a{d9;ox37;fXQx}cu%;k7{`y14 z(%pqG4AIqMPW{UaKN!D$yzlE>^j%wO(XWN8!{Bz_%q`uS)2ZY6F+kZ`Z!=bSW>-Go zpsIfkDt`PpA9KQ9s{3*B#b!HgBjL{W#*ch}E^R3T-}AtQB?1%Ys`YIPIsLBA>md_r ztm(g|^zpwv$K-?NHCh>_(7?{z<28dbq{r8vzOM{3{xJ6Y!t8WyPmi-HC?DKM&wu*rfrHV~L{k1K!7h^1%sCc=lh} zSA|mG#pEolHqh;pRL1S%O_UpUy(YSCl>?6F@DJSeWUY70cBvWxu}Q7h)D>wEs8_oS zJ@s}4f#D|BniG-uc{{1=fm*yu@-8mrO% zH?OPwb_2lKi|JLEoab>yOHtc_Ccw&eB-hmB#>#MqRLb88;PqA9s5@f`OAE@<^r?JE)ofnr>v<0h-ZkGi>(x?Af~0eE>7}%Hyr@D1$T0VtjWI9XM$D z@1PwyD9QDC(6(H`Rr>nAR2iwZOR~|bhxrG&>^}`)2tfg}^-DW@V(|GS1ZhfO(v8QA z4}e^LF9K|+?xC!6rA=~M$VeKXeb~lGc_9x}=eGxtPd?(nlLd6_o6Q@DYdkO~H@5-N zt8eP7J;4q|@sC*y;8}wu7HclRI{rc;N29q!oJ+X!eB6huiq<>8XjTAN4vpNx-#B~9 z()-$aRpR}F-9a;{Y*L6M{O{89eap>tCSyNRi;6?Fq&Vn2(v)x@V1nGkf3@u=1hM=% zTV<<0rKKJiKBeHX`)=cGZMr{p^F(iNoKJ3``KiG`AStoi>(64pl8^IhoOPBv>#j!f zZZlkX3&$&qTYKH%(^Bjg@RduP|5Orh-EsJ4y;4W73mx^UeWB=#`pbnAj*qp8axyln zurxT9zKQ;$KK-^I>#sz-rN(%J(2g>b!}OXiJ>8N|<&%Q}L4Vbk5vR z@0RgBc0-YTyS^_Z!TYZ;C~%oQ$4qD-NM}6>K5hqa4Z&3ptp#P>-rsTbHAwd>d22l= zVq<%zUQR^@;i+i&&<+JZZj(UQU=eD=|b#5;#RmA zX-!Oz=RKoO-2L2f?{wBN)P6u`bfqb#nDgJ|thu+PTM5cE2}Vtr^YKRvz11OZ9?`fJ z7~~1!8_+IOBQ00Yne$T}5h(4bq}_Www7v=xE-YTci@0cASuCIy4$lfc{O5 z`?NZ6w+N6y^r8>06DlOxjHS9Ny2hH#Tljp0FSSOgr%unGGI`i>tr)QFU6qL^(B;{l z%jPo_Bu5k8*cTKh1LPgn7DEFhwWwG_TX!46+Hjmk`VO27Q1dzPt`@6n+jFVAllFP= zSN8+5&h^84L#6~sH-nKN>n+D`aPuNPa3SJ$J!}8OsZ}4RmT^@ExcCB4oKe zAT;o;PMCr5uJqf}UH_1aVSKPsy4d|W;fvo^+Q`J~-raM-+WNV4C_y}ii##z5vz=L+ zk3H36*HKR1l~ERaKls&kNu(dSh0>|o(5=_gI^{twQ=0i(gs%$_F7PbS{PFk_r=-P) zM-U9}P3P5pxmHvX%Pu9<&#eIvu^Q0CgtSotcgQxiDVzv+!vh1FC6eU)sqdz9cV&sN zA~{raUjS8x172#c%}sJBw=2r}7~EIfJvwdr(JW4T-{8kA1B&^c#%sV3rvN0E2M#wT z274-gTe^56=#@`H-`go=lPw>&UYw0XVbzoT%$~_4ZoIK8)!;wy zU!a3!^~~z%ge~lwGXMlU_Xt4DwuI|Q%ED`ZOSmAuzsd=?g@H(Z$gLy&>ftsN;hj+I zTb3WQ%EyPxymlM)%HieD#JET7%J%_9pE>|VkF5T2#YW=9$ZuAo*SPoj_MF}(=ma9W z%Z@PQ_PVtZy0QGeN5bXYcE<5rsM62Q|8AkjBF=7wVDy6%73MGK98`Va8XH`Z4gyGe zlS%hE+rU~a3JWMEfT|g^PD{WU#R4fVrlwTIt3SsPuXU-N0J z{`p#8vr zO=M$5WxRlp*l2KYL7twhmUt!aKCUSVNk7+$oX_3T5+`uO0C?wS`+AY@3%_(=^*#Z` zXzuCr-TsLGvqGI)GM!zp;Cg`HteHvgU8>_8J4?tho=e#~I~{{5t*l7xNq^_b(~fac zy7e(%^7h&MAl@5n^%FiP-P^KH&O4knkc0IFIw>;*{Y|zGTvDMX&Rre5;G&)`97cVp%*rE-7Kl4d9U#O67Kt z{=?RxIN(h%ViaftK&}dLc&(5Zi7AOb1pw00NBPSgND1|Af%KeKHGMuo7CYHAg0P(8 z(AfYTe)sW*l=ds60fsH4;kIl1rw7@l$%7Y~UnS{mZD>1nh9VR~CT*2IOuf#s#{ur_ zRX;|0GQ9YuzS0@m(D`&&^pbE>(ycTWCO?vC1U7`r$s6l9M)T*xM7bltKY277Ma& zVhPsZi#>qhk}cvfU|Xqro*ywwovm*`aT|3K-nOa3rE*vGCwBnSyG3|D#q zc>QVLbSuAOCZAt-DqVtPdW>h6d?~@_g>DJ>xDH07gYWQz4+0-a*t&QO3VjJb%7X&^ zCEWlRNZ{S@at%U&$lTAv^u0}=4#JVY1ja^Rn)n%Bo~;F7TLZsK_fBELAA0bi_cGek z^W{J&+}|@#{?zYicx^LV7=n)MRIF!kygJA~NH2?a>qYwcLZy+>LkE!Nlx?V zp$m<^p3u%o!{TeaUp;nohrNYkKtF>ZI9YsY&j4?o9?azE-H=%|M7Q>m5Z3d$)7`Il z2QC3uB1kQe|6niYGM6vG5I#XKxR<6kMvyo;E8w}~DgV>sPu7p`+r#A%GANm46`gxv zxiepKB+<}*grMu;Y;vQ#VA_?>B}pJ{P)BdqAjcH~aDH>{9%MQ{I!`MAs)1gl+R}u6 z9F7EBkv^}DYs2p!O11*r~=bXJi=uzO6Nbr3RsC*2Di@>GxDZg?B`R-@KmP5yc4dUJ}fSCGmdA;CU z7l3D`ZB$iEmD)#*n9l+F%ReXcO#v(<(W5T@O9&qfoei9sR?Nn@7Ol(_Ii~x zopaztA<5l6*lOrS<=P$uNnkVVy_20+B((3_w7RnTvWoCELyVH>M$fFlR}4_MCxy4f z`B#tul_G0nNhnWOIC}<^BbA>!5OJ0h*uGz;!s+-X`S@DnwOFOySX7}|J?dtaHQ_PK zxq~S4-^Kp2`6qjZ0O{`U=ZhpUSu%H!&8Ud%(I(L^%4GyfwQ;?ol6u_ic42;u ztJ8fTgo8?+ScTg~rhzv#6u>m$`}+cLFV#$^^zj6;Q}Z4&O?Z)TqY0_(jCrYvaY%57 z_+z=Ck=|+WF|Ll~bdD@BlJoQV-fJg0vYq#}Nv)I8DsVZF3Mb)O|4OsU9J|~Bnz|?V zgyvwG5a$Jd=g)74Blt-vAQ%$yNXEU^jKOgnU>Jl-+I}%fRX134H{lIM=|xQL`@R-e{(R$XTiHP-``elz44+M*2XkOaT3}Q=>on5Q zm3I;U+ER^e)6Z5>ujH(ukX}ABj+~u;Y1WFgyfAJe1C5GZW6Rw*j8cV#g5$Xr_Q?$; z3mZ?(R$!3jgM%L`n$NKt3jV775O60m0+DssTV8k1w-)Goe0@tMVZ!3S-3XdKe=(H^ zuJEJxKHo!<#VdYstd05^3Je2@kV;9N2J)}RcA9$%;}U=e`~3m%8e`Xa3+DK}0l!yV z9r$1k!KT7ImdCnKC#$++3!+`J$K|-91;n=v*VaIK9_x!~!o2}7@EujUCdCjkW^LvG zY`#}O{(9`MP~eTHtS`EM-Pb#yyms9x0Ehl91 z!xK&C{0ei(EnjlJgJ=T+Q#c;0vTQ`6m;Sa^j zMi=&;Dg&Jwux>=erO&^_v}RsQ=-0dQb*t^2Z9F|)?Xx132fK!blIBlS2`(>?H{uzp zj;XC#DRI{E$;-X-57SOD^s+)QLBE2QNbG5+f$P787fA1v7$B*00*7=dKH$!rV@v6= zk&-vKoo*HP)r|}LlGwY#=f4m1R^3C=!ok$O5&9bMiZJ*s0(Jakh2z77fc}RE)ft0a zRaVDUuWKuw+93ZmhYiaVic^@GIQQ_nQ`vQB{JXE(@3x*~3^QZ=6NCZebk!?n54U52 z_>%`vXxu=}X6G+x%IggRrZ!-h(E}x7-cpDlJ|AfVk`0htz3OrCXI%Y6q(hwFn;_`- zPy%TG+xwQozp-mg=8fiqV~~y@^!r#zja2LHp5C}O)+s`e>*n=$U{3oz^lWZLuN1v3j8EooiYX5b}-i4nYm>k+L)y6#Z{37y#Zrlzeo;%P}0&~yO* zT@3qOcSe2~r24UB zA(@LI9;92R^j@7j8Ew-s3h)A#mc{=5+G({q)cQdNHq`--{SnyE)7sDhZ59T@! z$YYlDVR*9higFnk6~X>~k9Bn|1eXqWvi|)kms=XJxFP?2a7qO?=ZpjfUIS-%=zDU! zeVG6-JV+7XpFV(QJp|Xs2TtCF`%tlPKcfW?t3K|Mk-ZHV2MJdZyn#bP!|hPUB^yoV zM1sn$H$T=Ki39HZL9GBoy{{fNyCoHDj?f3_nj+DBI%+})>I^G;h zY8^%tTNaN9CB32)goHNDB+m0|96~S^HNbCjLR{5=L z4zBHoVR|}crL8XqjTQ#+6lXG?69GXwp6i^?3uXbZ^S2W3m^MR}@+c5}ugEBW>-+ewa-LVn(3MnhS`0{HivV|}Wkkuv@HhA8& zv&C5!c^{l7@_fIU74ES;&@@ip%&uW7Q3UJM&f5K-Mg&u3o9ly(IbhO zWd*JmliMPvjn%#{pVxcf3syccj00C>Izy|Dh3E3cNIajH1&@Olk(YF-I4ZhX&kckR zo?^G1xI*4*zZ<5^J}iZ;ns=d{o+L=%zMoH~mmS0ihI8$ILUSD+SvQmy3^fS#_3)(F7bsyB*_$IS9m*=J^ zWhRmBPldlD6YRqvD8a%T>ft9^!RUZ{ zz5>W*t{s$ItQ!tJs%kHA*4GQ=8#bXhx8GU&3S$KvgQmL!8}2@& z-6TV^Li=QTQ`6X~9JogD`|{8SeCA3paHH32>SFXa#2{8nAJ!lc+Zw7Vj&KJKg7Cv8 zJL`I^mR(^{=x5)5x|j~CXE)87*zq$=q4bhHxJ2qpWmMs#t3`KQ!6@xjAvh!?#3(`_ z>3Q#7kn3?H&bufNvaU13|HXETIA`!5qK*eQ2DNj9+Xkcr{gIL-yu*0Md-5>aJr<2- zly5=>fqfrK)d`9mqV|z@);zUOgz}Pi8Y4YEm~v25lFNG|iGE_&{Wi+^bCu0)%!Mkc z|3ZiylFRB7hxmw%;YJXBX9M*MH^rOnG3k+BpSSOtBxh>SAx->%iKayL zuV`LjZu6)@C3MbHxb(W{S{u0AkqM(6xB?*L zrB=-$h&o+2JSX^Kh(R7kRhm~1yA63B-;)f{Oa6&5$PQx_KSnWS*I+ZAN`E#L0ifS> zehOuQZcmtUTG#X?R>ib-Q<1Cmusn$ zmlI%v3xpz-9%B35FSS$#2t$4^e{>5QVNfnAj81d34%ioXwrQb?9QgG*EEiJwD<1#u zXbnFpTozO-+f1wg83c0*%eq{&7z%BHk}if7{aVmd>F` zq(2k;iOq7!iwj=u))2Xxcz>)D0R90i5>0ZE^sRaO5Wqs-y}#SvHkwJ z$ZsDcZ(sMV5z)>*i3WoOo!xR|Azt~UMLt=4KAwG*&O7AIZXASGq_Zx@F9rO}WB%3z z!~4XHEbjd*VZ?MdeIr}e2#p{0gmBpjxr!WD(6a>X$X@p7eN3K`ECV6PpY#p$JVpOh z2zuYKjebhp-B-Ocqj>l!dLZM?rSqo+d9?KTdd;T@WQ89Qm8<AgedZHXaNXtT73#x4qE5RlnbxHlm4|FiYG%0+vO_ z{loi^p24+2VbjZisR9e~%*Oy#G-r~FK+?#S0x3F$4yo^q0@}#8z#*id{>|!25Ir^{ z-{~2#0J-wwhqa_ZJ+|SDKSt_fdVjv&XVRt_ zAUjQhWzydlnsuxJq7Rn6)R;Z$3Zx`#Up{`GZs%YnDejuBUcHRSgXRw9y%@jMVDN{hB?W=UN0)_>x~7rzLHOiN>NL$OZ0ksEDx2xzut)l!{j`S z+5F-}=uP%+ZTK}>S9=N=L+6zfPB^?Hs)4mCSOQa4EnoD=dbuUesu9f^%c>4OnlSMn z2?l5_kDEIa63rI<8(1V6^W~Y9jH~VP`0y?EQNZh}OM)J3?!L*|gh*yWIosUBq)fF! z6zMI0Yg=zUR+%vt0*70il}&y9m`N&1t&r0`S{Wa}q}i}RK-GS^@6)lEc`V^Zb%(^O z-9`=b&`!2*QrEPRVCc(PdhEhbF*Gm#`pf&aVf|%vpl5(-boV z8*;;0J`Is2T*m7Q7y^4V48MF z8_Bkcn}rI!rZnx}zyWIS&*kjzJUMSLb_LgHXq>#hNFCBY<7#x_`a| zkcckNM%&+M3-YJx{rZz?r{6e+r$RuWV_y})wsXw;1(JuiuuA9-teEMUV`!0dm_ao&Q2cWXPm` zuXXYGETR50cWH$QmkV$cKr9Uijntznt_ZArL7>j=Zs;b>?3zS{J|1*@!kN6~^BVVD z@Mt#{?-%KJ84DQFcLhG^lnf9vHwAMBGT(dxp~noi7{eEk_lEKAzH3&cMq+)79Z)^o zh6Fz#`F#i*K~4}rvkBh!^)`hVbMCKGlHYJlZ6!cTtP{>#w5B&cXB(m!0>BD2WL2)* zuEh*tf9b!`nk}JhBixd*+@Lgw0sJR&#-&2--9)*f}$hm*xr|2i30sj+_vV zqC}lOSqk?Y;>j|MWC3K=1qQ9sf98HFD_%+z&xvO+Rmw*!fAnf-I=?i)4*wU`!aM+;c3iP#J7WAI3Z^9yp}U<^MYU9`Qw2xohX$bnHT)F(jn z=q%c%0uA=WhojJsF{n@I@A(Z7(WqTIWPV>pFW7{<1hrb^@rIr32Jsz~bL!57%*XZ2 zuvV^9cMsAJi}I^0oTiG%4Ven3ZZo@{tNH-*sSEy!b z74QKz89-X{@JW`e0bzFt7Qk3bH_aTzP#tK`nX6>B2|k zOZ`%(-D9PP2?Sqb%jhZzl+q}C;=iY<1lK>%H?mnPP`?6HXf490@SCG_`SL_qru zED3KErgK8wd0Q4IcPaWej{s#?HQ@{Zfhs=)4J>i{x43nUekhw z!bcW2N9FaIvmY3(LMZx<+3{G~zwJe4d_nR2^JrTx4s!AW>~=WE1_u%Gl`62ekV4mU z2=HHU`RO&NOEJ@M=jL8ex=>(Mux-K*& zn1TiE6WstOq&RXxVeEGLjq3tbdZV?&zU}LYIgl@u-8%i1T{4wPbT#cDcSSw$Aqk60 zyL=EQTU?f*U~W>NVw>Fm5m5Q9<_IK+!Ra@9j}$&XGeO*A6rS&p?Wa$4fk9*Y^W&;8 zKyu?;{C+WVQ0At;C}w^}W7aSg_VR^+QpXOeGa(Q?ynZNTjqUK0Y!=V>awW}xoMH0E z;iB?V9R=M6Q~5;I%#e1NP!fKO32a*a?};fe#+z|{wKKpD8J?Pu_#trmGBhkHN(2PX z2}pH>H+d9tti-{5_1NMIy1(*y&4IM0kc5e5us#;p-Mq_b>vdV!`a-fQNGHG81L`&^!!r>m-%e0Jl>JsvN8ism5Xf=VUehnRW-2Fhi|qY#-q-#He17j>^xs+mT~>cQ#-5 z{wuxiZ~p|3p3&Bn{Ueq@E;AOwb2G6Fhd+%J@izhUTs6RMu8@%@q$mYTJk>4Yrst6} z{DXA-n-bkKKLoCc;Im^#dTQcn5~=QuFS2|YmdZzn8S=SCKAYXEX)5ohKSc2-jO%`f zFu=5{;3X=roqWPHar`3=^|R0!Xo*`2sRE$@Yi)tYlSris^R$o-$FOd+e)e1qkEl_w zV`V*xri~krQ3S{B6gTV75TTYz&IjnZoK!LI8d)~nvJ?>>u(MTPesk}UXnZKp`1VU2 z$%0&Kzx**gOvAoQxkV8KA;V)ZfF6k#sWg9HI~b~%v>5>~UZWow1O{*(?;-9V3;nc? z74LnWfe^)-gQ+=;0cc=9VcWid(*W59@&z+ZXkv9erhfO|B+LPU%HJT2$iW~?_5bw{ zi4jRM*2)Y+!KsjUU}V|!bzQLIL7Yb8i4}U|;0iq2BtLM80puKC`!nA_1|hbFG5Ty3 z{w4_(GV3U|US8AX|1Isy!=5SYbIE++edk*^M-(VK0tNjTzHcUbQfOhaCzExu$Bj&q zNix}!$s`lNK&_&(^Qj|;B3jqdTCp7a(pIrrdi2ybIPDs%2?ii5$QgB24tf7Aws&>3pMva$L&1yPZ3L4YBqsJF2DEoG{mWof2zHm}xT zg%-wu7EqI&8N4wOh4ZW8q*M)h>nm*6qGOJ+r=qh7?DSZs65UL;K5m`pk!AsA~W zTYzoU4KG=$iSTE$txnfE^BrEL}JDx0HSgyDAOhf{^H{gw_y;i-Z%E?kPQpZxU z8RACcQ63vrLF`ru-nEikfqpQB#!F+?k7Df(;|Y9>KzZi*k}}Zs>;O}h$K!DZq5C3@ z2k>0<6~Y84)RZy|)w3vkE{+PD=`V9JM+>{MJcw+Wt_pHu#@84N?W}V`=9E%ahfkr} zka;k1=4mOl-yXPvA<;Di{K{@GHBqXFUs+Sc^a6Uaug8gXJJy*`^QmkfoOiHuxlo`xnR<(!RvPLF9buVn@nOCc zSM0Xd0%pAxU(5@IuFxrZvs$E^0~x>85V`?{vBOYPOHSdesE)%WDbK0Xacv7sjKfVG5%hWEl&~S{5UOU z6|tvBR%17a;84Hd6@M?F!bQ@Q8=R0PYInXCoKxWY$D4t^9ui$lz6{kGZ7da9Jt)?6 zv!Qur>gaF)DR(<$sug`u-Dv=tQ&h5$MJee01eV##kVk(8gVs|Uc>O{SfUrt6Nfs=H zYysnsr{vLw^%T!Z?x>${w4JRc*~SMJ)uGF0gWtyi=%hF%YdAsiFXKIbC4fGl1GN-# z^~W%=_`^1Dh}CRbEJ&8>Lp@HY7CaMIvL%KUC8x6m_pr^!MLKc!AOWc-Y3{A0oL;W5 z8pL|UN)hB*P!4eVie)TTml1`m1wlwDc;K!Y>m!zRm79)=5-RZl)#k+xY}}qLBCKpL z;#pm`KqGgkmB=IUQyJ(Ju?GP&qB;nnE+O zatmyCT2&AW071?cM5iqp)Q6cu35?oO1PWj7g&1@-y|}z`%4QI@c!ru zA}Hr^c(Em!-rmakISYW0aQ7z1c8urFCh2!Pdz+gp-2XAM*;K{ zZf>_1`&gpI2{EMzpNg;Pw-@DT#gkx{jMDZEWeh;MZhRT5PK87da*DaK!j%JX#||nh zfLg$GnuO!+m<$~RXJ8O(p#zMa&{k{4e948>uh>Tg&fAVpxI|CoYH@7WBI1Bx0vk{@ zfb}ex9`F&n3W2mi1iCR5S4iZg?6j1u#X*}|xBv&OK=w(7fQ24Xh7*9t1fh64+^*_PlN@}b9L9|j|er(rG%GhVli;=mxUk#j52i zJ2R1Pp)vE829;W}C2L?C$DkII_61{HqTQ)XL5Hokr9!n}59Sp%HN`NB)(ptgjBgfk z&g*sv7Ss#Ds4|Y_yE%wWfgO_x!Rwb~>V0S0BTA)trrB=fffbl`<9aFEV`^HrU78eD zfowPJ&$+-;^kD-zRXU>Vv;}0)*X^k#=bv-+P^(BDg+CerF)20)y%_*BZ5Otlj`A?ylqL+BYGKss!Aqq&cu2O*1;2leMJd)N&^!UDA-O6E znr|BE>OL4q^6aFnq+}=QFk&}`1(C{^2d=I|4P+%pQ^*6%gPTGnccaBsn0hnnPWRmY z)=VzJ1sjALx9_j0YP=aqN5g^UqS`A|qeBoGGQ@LM&$$}BHsScjV(Rq-7OqMo3;S0N zr4&Q)aT~rTP(3^RI4}ZpPMSx1Sz_~vBePLw=k7WcZ3e&W$ zsH?J?9XVNtL#!3rax>0J)3yR3n-pd^nAt&A<|@H5$3Vyh{?`Z?wPKD}gJos1O4Nf< zzpLdgmb0C4r(cRJcbySHcq34^OVl0URw`N!vaC`PgfxHDXLE)`UtON}G@EMY6N{nR=H~r0_}3yp zCS`fPh&WwU)mzNh{Y*QD&4{Nou>-E)idTy=*dxAVTENWJ!N4_c!l2YZhV(hrAF~P6em37wJ?RgBF;U#RZoTh9MX?sv2tNOhdx2(u%Ey zP(gCWylhK=wSu_KiDoTSYbwc5KF5YroX*UJP9e#AeO_gf<+$2lSkHIb{m?SQ+w03k zq-2{*EfzcpumIFjs%TI49Pv)fKkX&`Q?XRDm02Mn+S8%FNcNLpS@CkF&x7L62c=a# zU-Iir$QOXv%)AtX2&zXWf(?JLQE$SI^AFTBc`*Fj}Yu(X6gn!2qAi*>$fpw$)dV zTHyRxb_5o&r60;im27&{jlj06N6PXHfDtxW&bnqI95(G?w-Ifn;CY|6!^=nj^rSB6 z_#8Up)aS`$d~&myNCB)G^fgr%YmWgW;kkH#*m}i4b19ABvri`Kvuq{_M!>X`O~k6Hp=9e8 zBYe*VXcs$#z-q`Q#1jFHYukj3$eOP*V5QLGQ*OWn}q$OL$2!C zLNvxX)V9`(FYWQTR|!^hZ1BdOWEd+v$yx4p{f>665rS>8GXm7tKAr=0Wb;IWvb!{x zHkE!LpnFnTy&dh=7h2QR4@P+w_K1!WgQb1A?AtoFmb1tJeKF7>7}1MY+hSvp>iZ-5 zDga9A(hGUhx}wBvavQTz!E!8qu zmJ2#uu5+)d4xBY92AsDDD&CMNWBK4uok944sNxXRbUH!adrzhdkeTL~2HLAZw>fVI zw3xf2S1 zwn~+91jI*Gu68=mOdyEqY1HluV8IC+Y(JXu#T#ON)HlWJlD@p2jB0hTD&>{fsdMmb z+rU|I&gyB{mZ!_9V-BX|yf(B|0+TUY4HRd14cR;kauEl$$f{=NvS8;1iB{Z_)x4cq z!zT|*WL3Oq_@L6`t>uYJFIt(w7#f@f`D~c4avt8rxoe^qidbW9T1XZv;2*U?Yf7kM zQ=ScYKUpdnxrQ*h40D_;~0P+1)N zqu^P9z|84EZxpJ==^m)AQ81j^07pgvv$O*+91i$ErS-a^6IgyA5F67&Ga0m-Gz;l) z2-c3n9WgnGD3L|8n(TV&AW^uIGhYmR9BL|RdXKC+lox5 z$7mYlYAXJ4H$sTZavLCh3=LJtSCo3PI8&=dEnQ>5e$1BbdIl)W44`bYI;)rL3lWHY z$Gj-V^Vz7TLhz>SAGw^6$tmPAs?(chY=e1!CMOv;gxKtfNxm+nI&;2}UP0wl25UeQ zwX*79(>@q238hX+50=2ZgVWP1YOH-yoInIEF?VL;A&-CN$Per3K{iH&g0eswtNF0* z3bp(t-QR?Ag1y?eRZB7~aSB+3vZmU7!$6%)!^DB@TvBe#JdodHeJ-uAnn(PpPH#9Y z=Y!eBA`i-4-0fCo#bgKiflWxcb&4J>=g$V2tWwJWcGz?VvKls*j*Jh^#tNIO7W*|Q z195O%ls#(MPc)&tjYd(n&0WQLbK!$%K#56-vyrocxp{3~+K$mKSv*277g6srHRu|KcG!p(H4SX}x65NN?D0wA&{?D5&1 zkT+DPkWLvOgko@3ar9PUc*rJ& zuPHE1U zo7r$(!Y(!y%6cHz+$?MAK&(KDsS+9tmiZhX7Wq=5Cqi-+n^%QTGmN)juex%f6}0c$ zASI^56QwRGj& zu*rUVlWRH>OPx$2ZS3}2}J$5InL zdlqP5`_z>gIwRRo7(A93F9h3QX9|n)0#riA>1+&`Wx<`s+fyzyBv{;1z`t}xIp@$( z4Z?1hhp(m_1=?EC#tRYhQqyiKJrz@W2LpYH$pM@hi-uu=5yLPVX$_$lXicXO-K{8K z#w@)sz&MG6tDdi_C2t%vWi#Ke4ZZzbxa9IkLrgt!ecBRvcs_=O_@Gy3mH@&NYyh7ZsCDyat+Ow6XSZ)k!njm)&*K;yIPPyMbz|kQ758By~HjPNcanlY^1aH}=9s~YQhGqPjhj)yzkvXhGX z^B8`{$r5I_s1S7vZP0SG23iDmH*yGtyW#09+MY-*SBw{zVvECF7-TOg1P0M&H?2%BmLI^Bzv3@D}#`j31Iu&uf`oy+GL0pwBVgq6XH z_tZhHojaL~=9&AVB8=vdU>(v^uKGl70Mp69VM07+!5afDxr?o*4V$@4&V>g~ zM8`88h6T)~9tuDK!#4M*x+^)G!M`)Yvl}0p90*}=FB<_!IhHI z(0Kr8#VF^D@l49=fHJeAv4XDOk`sFQILe>)f?2u%>Pn1&Ul-|Uik!i|8P((*lF#WS z2wBvXDQB@W3(hetIN|Q^gGR|jM(+9`>WAV1Ql+ZQlFKo0gTYldKTsy5YNqMb_^JKXr5e-V5Qd?mJKKB(QF6+$Z4Tp%>mUE zk0(YAh-!z$Rkd1k)EX&BvB`~wyM)^M1YXFptkzL{5zO0#QVvMBsEReH-fc1-!0>f9 zbX)=RsZGkYN~#yeg1(ZkI=!Xl1j98`tyVGQ7KKbyad5MFD8N^-V9^Ex4!q)cu9Smy zNAsn6gMq8Cn&GgQX^-gZgMp#D8i{U4j05%C>;XpHmP9ZYC%HxyxB|T(MHVWN!D%S$ zqE380y-qbf2)FyhJ+rKdaL4wdd7G+~la>0+i4nP0#2f-FaHdm}oUPWP?Pl@P*T-cz zseAFMB&?Q&nWLcr8PCgf!9@+r3M&WE<#Rfug3?XkqEO*5ags(5__7el4#9s zjTQX+zK|dK0zx{v^rrcQ`36853KX5TYt|CDd9VSddm%Nhb;#-@F7)(%F{fdg6lc-k z!W#j}sT&Uk6s{^(vD%cQT-cvQZ89NUEn+7ct3{KwIp2y0^4)IDyGS`JwV87SK4U$& z;)wudCRcz>FsS%gtf)!GZtN%=o`@ZO$6%ssj{wBq<}k5HAwnL;ciV}JNCoJG+10SfLSlK

z0wLW2%2bs4Kztui7Hw>?X=DqJHfHq+qnu)$u>=IfAAP*kBh zx=a-8F=+c|hqBDhfw>3Nwo=5|2cXe(AiV?)c`cJBV?%nD_5jZ#wfnv$Q~_3r6)_kjyy8 zK&ENo@&c7$SF-4V`m8*$3v1RKIvn~{b6M}_M|v#f!|n(QKE9R9-c%tH2&zSrOMw@v zgFrBw6vkPCj_85-FSW@5BW>G!*5(A$b=r4CM_i|fmr~(5&_W3{D8O^6c5yzF84>ij zTw#v!KB5D_914I{%gt+QcBo~v+053lOYyF#dYAKHFl=9uoBMD;CLmW*u8g5t;OpqF zii)$7g!vS*9QI`>A*O=R>nS#Ku6SY6>jmAKke-aa6XLVSIXNkNSqR4ot+HZ{8_RYN zHee4B>)lbHk;dsJX*VDk0>B`)R7`T(J5#uFqeSp>1=YT$JS6g~14UIENTMDKRb(a# z>r`d9ett{_+O?4Uh~>Hy2xEcH+X!PN1hd`T&tpDo)H4&V*3f-eFoEkds6ZN{47mk8 zr}&zoJZR`k;0DI|B%t2tOO0r)KLi*6ZVFk-t%;cG67MtMkK++sT8ycxr zWTehytV4$dCs1GkqdC2~_$tJ}DKv)JOwts6RG3s{=TZZXJ)|wYY{XAgqUMt54-c?g zfciBbam{oGH_~UKo{NVfIu{1=p@b7t5*XA$t;X)HG3vo9EqY}|Z_2V?;8ieY!Vs}_ zyYX5Biko4b!!jJKc;i+$egZ2N*PzUY{8K4CSIYL(EEp`>!R5nN3d*ScAgmvb3Ls5d zg`2r%U^_4wkh|w_&AU8dqGFL-c+J5npaX!E!d$!b**$K%E1Axh%No#7b+yr$1+f~M z^-|uLJ>81r`$9j`n5`VOc)c82gxW~aUG!l~8^h5B94Cz(a1^_7N>>K9?XCxB6)im@ zz;u}IqzZA;Vc6fQ3K(;eLM93M9ekHF_FO668TN7$ER;de$&R=wW>j}+I1VUryHAyv z8P=Ch-7QtB{Z1kxC0EcTa;2BpJ3An|!1VA=3}G`F^-F+wH^+8&QJqO+n62R8aW_zb zMU1c2BLROy7-6;3jX+8&7moqBfWc%m=(?fs3_`XJW1Gh}#<2@g4DMyJzKN&vUC*e= z=`bTj#wFs|PENIz#j`+-Uk$IqObDJP;NryBcKk(!;Rr6hQAC$)Z?5n`tpenFp=N zxAZRoEn5k;R11mWkex}%)@$O#8|c1jgGH6mfI9&Nk*JUmybs*qPCwKu`$7mClWGha zKK3434#pHBlsh8REJyUkxGBr3#d4YJVQQ@v!~8f5I8-y!?4ya?d90X=eb8qe5;`vU ze^Wd5`@{y2h?YlOx0nMrJx3I*M>rG8<&s>LNhQ>7w>%1D&Sg1>UAq9{H`j%ZkVnXY zl^w?hwki~Q)nacXaJmAjqOaTKb;U80960x{(&egNCk|GT%SBrZ1}y>F1orOK4o2B( z(1)^vJj)d^OvXdrOmN=CDnDAo$TKg-JC(jrZDc_ta)aZ})Cwi3+SNtiBZB_ybdp|n zeGvV%`|Kk~mq#WuA=9bzZutMTWqBT+&C0p}L?rx7Gckl^6PgG1;npzLg?{je5K~t9 zFr<}+g?5T9EvoT&cPMKqLa)^Wqs0>3lK-z``2O!l`mGKg5U8iomCLXTV|55>OFqxd z%8>Q92cytkP&?SlvpiH1yL_Li=L*@9xwmX%&ydHn3kD!8IK%twsKxSt;_=uMw6hI} zlqb#8&jQN`k!JDMr<&%*-jee;iLimUu|iXMqfJN8#U-GAmmC4^Jc(6&*z;sqIR$`u46u}S{jCsz`{5TcpKHIl8gE)cZy|HCPm)jaEGMiED@>6s5a z(8|JJs0VR^+$;;P(fejsZhhei>K&(UfBz>>u^dDGwl4h*^>NEPpWF7i=d9aK-bTH2 zjB)RSo0o45PqB_)W4(LZF~=BJJFTzV`p@0gb136md+=}TLTlGzyq4SaSif{2+<0=2 z_0Dzh!+Wi7*hXDPHD<9mjr-l(-m-O( z+j{A(mSeZB_=Z)oZ2!vcV~%N`r2NzFeJ>2pH;%jCy3_LItyAu|-a}E}-fg^4rp`5f z{%z|=4*am}Ha_wO%j=A9e#d&-fosN14_N==;E&7x&H9A{KMuq$e%E^AVb_k2QzsZ_ zeb0K+Vb{!5fAl@;6xa5>P~eQ~A2f?{>x0&xS*Wuw*!QK(IhM1HyMAE3WB)IFt;_Q6 zhftPvjDy$S{IK=*qp#T?`R#Zck6Hy1ug0Ek3?H>Rs1kBYJ9a(%juVe*zp=d=O>?&K z?~huO$lLaq^-l-4bOY)N7hdrcFk$yXf{_@tP&sa~hP(Qzb^ow0Tyz^jlytsAav(`^qsbd-QksNEh>1Wov_y5Azx&b0D zqDLHzaoMk|CmI*NWc{RpdbvpJJ z)<2?>jB)l}3%BcuLxnxoxcV2?>|x27O}Fb6G~H2IJo}23J(!&5m-sRLUCDjym)3V2 zed}faW!-bwHM4hr<-gFokILevSC49xt)pXPer-K<`;CnGM&jnHZn7UctC;Z$3$#w#ADZ=Ub@l7n*PXjk%4TmW{33avSGcsgo}> zpYO@WQ>BfMANqAy`QR^HTtA*0DjT=$k8$vtRNXj@{P^rGmeY+Z+8d`+Atab~7|&FZ z$;rkqsv9>Rea}CgF&)%|e?P1rTQRomFJ{~pxh!?oXTjkil1=aLv_ht4qmLE1Qz z`o|*@IIF(#o})8;ylz&UjC;pfUpe@yZCq$Pek}DmLu+ijL_Kdlqg}6k{YeJ~re}>0 zH8-xHesfr1EwpibZ{xyS-b5SkkvDcCY~R^uoWJkVcUp~qz;Da5#=poL*U;zgF}v8= zB(lx8u7#Lq?%8KMclUAelMbbSn(>Vm9+G#@p~kTA2h;z08|itC2is^5?;f-0Cm*`k zWhQ3~IvcyF)AsBeopP>mM`z>B7HOU39tByxZGV=h9=h!`W29{OsAn%Uhpl^+jXAwq zm-Wi^je{<3+#h^HcjI#U`gQQNB>3V3AyRMSR{FMe$gSp$yIy}NlV^=f`x`gYf4&a? zgHIVE-+R`TN)J(~&yoMnGyW(@(Z+j8;Ir$8wRPuk z<2;MyG2@$~4c7AG4~#cl^kYbBCbf?@-ZtJi#VC$9&fA7d`;Omvw(o`XQE%LPaA2^U zXVjR@i;WB3jcT1^{5i9^_t3Dg_42zn?s>1}Vk7(gO(%8E-u001@SgRMkUnAaMhi9B zONNBw{O>eapGFmAAqZ0@wYXuR#= z&CtOJUwnA;kEqwMM?|>jkxkFR2-iQdxtsd^BO|=@$maDVf;kl3@#yC1l$SM!qURqq zb9nX9%^JeZRmY8wZSJH{IP%_Yede*vriFSFYYvVV{}7SOThSkGK4qa4)_9zd% zAbOcK_Np6yxOL|fn|oeEt=K~k;R@sUm(eh~QF(dOShvPYFK@ON)IQeuNOr?P>Fm1g zkpvlzjb9Jw|J?pf)_gnv)y#L-E#==k@WOv>iyP5Z`a+lkvwQX)p?3i|y=M?dpQ`nIF5{p?CQLavdFyKhHfo?y+9 z3xVi-4FMPGuzombK9I?fqJ`6}9Dx${8C zH?N}4qi$Fi{RZRItC0tOk-_=y)xn2>oN6zfwDmVvqn)XL;r5NM;EfNz!>s#XzJvaT z#qtoz{tV;RchU~(Nzz_U_KEV}1G>+D5&4M66%DiyrTfMZVDV z28o5mx8(-fX*_l<@_NWP>)mv1oz-=g^N$Egy@!6ofkNzi58bu+jtIWwz4RLnB~PBn z3C4%tOMl?dwL@7}j=1xgYv~z@MH=MGUq8G-$XfI6>*!xvCdTnMqwXKx+;-f)Q^Iew zTuu_W1ef_6=rvYaEcHKgsYI)EMAvc+wc49O8&fnf* z_MP=>|KKgO)w2E9HuEif6%nv8+VwuP_A6T_zmG0Z)DFAZt9KZ;e1Lw7WruO|?WpT< z20GX2#_@OH+1&d<#NJ`N$3Q9f2XB0keusrU6pTcS+pn>lPQJ~B$EzQtFCi(DuH3&B z#d*a>I+$_Ot@J)BVJH3TxF4Q&@`14cp=j-`cl{6gc?zBVBJXQ5H8Cj>sI*j zN9mor9w7Hw+S}IC<45U}jp9e?-$!&*;SB3n@eB;x&GgBZ7Y^M+Jzzh$sCoUzP`>-@ z=9?J!7=5jUvO3I`I_I84C9s=Ag6$LZA5bSa_T67U*SP5u7;^AG>B06#506=U>BOz` zK1ruGs0+=6cKJ6>Ind1#>4 z1Sy`S3p z?&s)Di{-29%D(zHbd0*+%+y$JA^fYxySC^KzMkKrFQz`_z#}+uD{v1jQq)h@k6?27 z!Q>H4hK67K9sSYmuR6@0@=J#~gYNp{KRXo5cCGQ}SECx=B?C-aHV z(;uQva+-T~vs`C6&DrR&FQ8l}8P9wHBgjd{YwkT%uKK<7U;Z~NR$udVI*FRS_3QLi z6csg7*n0IFcuA=2I*HN!NFr)naX-!M4>$hle)?{zaYXRnev5t!2__FPYFzYfJkF?d zy}bDRx9QWVtB#0$%6I78!Pr|je}_K7LVe(f7*9Qb8D^axNyr=y{aN-}xThC%?{qtU~>>6LaYK#(fXsY2RZ!^&lPC9}i#aM5XW3 zTjUx^RQSQcM2+qb=+^e<*6sexy4{VP53R$=B)9h=dTyb9=`>%hzy7^b54;ikpDXSD$mvQr-!x;A5lPK0@#w$-^(PIWzsVj~QI_GKHM_oorWHWAfn%=Sh85o~_nr?14 z)+KuX{t^j4I#8k$xB5S#-$hX$U6<%*cOOh5)e-EDmES$cZt z7xx_fIm_LLHPgS6W^x#pJ&&$=w=w+>OgUz7m3sW}kgeYHcEf4$>ZWVt;f55W(B5aS!=gG(O7vSSr^0Dngd>lhQenLK;CLiC& z{z>^R`RMJ%M~8eAum)B{^6^#j@lWLAaq{s9`S>{|4&_Di@g+{;~039KO-OK zl0v-ReFAo6*KG#~uBqyy=Jb76zVD679%J" ] @@ -2080,7 +2080,13 @@ "Error: 0.10398646080125035\n", "Bias^2: 0.1007711427354898\n", "Var: 0.0032153180657605116\n", - "0.10398646080125035 >= 0.1007711427354898 + 0.0032153180657605116 = 0.10398646080125032\n", + "0.10398646080125035 >= 0.1007711427354898 + 0.0032153180657605116 = 0.10398646080125032\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "Polynomial degree: 3\n", "Error: 0.06547790180152355\n", "Bias^2: 0.06208238634231949\n", @@ -2090,18 +2096,18 @@ "Error: 0.06844519414009445\n", "Bias^2: 0.06453579006728324\n", "Var: 0.003909404072811226\n", - "0.06844519414009445 >= 0.06453579006728324 + 0.003909404072811226 = 0.06844519414009446\n" + "0.06844519414009445 >= 0.06453579006728324 + 0.003909404072811226 = 0.06844519414009446\n", + "Polynomial degree: 5\n", + "Error: 0.05227921801205686\n", + "Bias^2: 0.0481872773043029\n", + "Var: 0.004091940707753939\n", + "0.05227921801205686 >= 0.0481872773043029 + 0.004091940707753939 = 0.052279218012056844\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Polynomial degree: 5\n", - "Error: 0.05227921801205686\n", - "Bias^2: 0.0481872773043029\n", - "Var: 0.004091940707753939\n", - "0.05227921801205686 >= 0.0481872773043029 + 0.004091940707753939 = 0.052279218012056844\n", "Polynomial degree: 6\n", "Error: 0.037813671417389005\n", "Bias^2: 0.033657685071527665\n", @@ -2132,13 +2138,7 @@ "Error: 0.021592704588025025\n", "Bias^2: 0.010516485576645508\n", "Var: 0.011076219011379514\n", - "0.021592704588025025 >= 0.010516485576645508 + 0.011076219011379514 = 0.021592704588025022\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "0.021592704588025025 >= 0.010516485576645508 + 0.011076219011379514 = 0.021592704588025022\n", "Polynomial degree: 11\n", "Error: 0.07160048164233104\n", "Bias^2: 0.014436800088904942\n", @@ -2148,7 +2148,13 @@ "Error: 0.11547777218872497\n", "Bias^2: 0.01628578269596628\n", "Var: 0.09919198949275869\n", - "0.11547777218872497 >= 0.01628578269596628 + 0.09919198949275869 = 0.11547777218872497\n", + "0.11547777218872497 >= 0.01628578269596628 + 0.09919198949275869 = 0.11547777218872497\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "Polynomial degree: 13\n", "Error: 0.22842468702219465\n", "Bias^2: 0.01975416527185249\n", @@ -2165,7 +2171,7 @@ }, "metadata": { "filenames": { - "image/png": "/Users/mhjensen/Teaching/MachineLearning/doc/LectureNotes/_build/jupyter_execute/week37_139_4.png" + "image/png": "/Users/mhjensen/Teaching/MachineLearning/doc/LectureNotes/_build/jupyter_execute/week37_139_5.png" } }, "output_type": "display_data" @@ -2701,9 +2707,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_57311/626635268.py:73: RuntimeWarning: divide by zero encountered in log10\n", + "/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_59752/626635268.py:73: RuntimeWarning: divide by zero encountered in log10\n", " plt.plot(polynomial, np.log10(trainingerror), label='Training Error')\n", - "/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_57311/626635268.py:74: RuntimeWarning: divide by zero encountered in log10\n", + "/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_59752/626635268.py:74: RuntimeWarning: divide by zero encountered in log10\n", " plt.plot(polynomial, np.log10(testerror), label='Test Error')\n" ] }, @@ -2838,7 +2844,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_57311/3817475779.py:63: RuntimeWarning: divide by zero encountered in log10\n", + "/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_59752/3817475779.py:63: RuntimeWarning: divide by zero encountered in log10\n", " plt.plot(polynomial, np.log10(estimated_mse_sklearn), label='Test Error')\n" ] }, diff --git a/doc/LectureNotes/_build/jupyter_execute/week37_121_0.png b/doc/LectureNotes/_build/jupyter_execute/week37_121_0.png index ecc705d16dccaf15d217c3f4a0170dd814955d72..29e4b75aae0f28d3582c3961a6abddef542bf9c2 100644 GIT binary patch literal 21894 zcmcG$byQW|*ES3yp!6Z7@t`2mAsvb!4N6G2fOH%h1PS5L(p}QhAkrW$jdaJM8>IVN z=e~c>`@GM1zxTiIa}0;$xc6Rrt-02k^P2Oz)((2BD20nffrWyCf-55}p^SoZj}HX} zwd?@~_#ZVV2^H{tM$IqP(gQH1g0+S`&tXf^UfYi<&Q%XO4oRdL$$9O4T)Gch1FC zRqeLx@a#$All$VI{dpdsLb92l8RGfSXVmCIlDZm@w-AV=eROhJ)LPKbvT#2s#CypS#|>$F{(??9$QigN7+BEzLpwT0%l1*kFIYQME|pu;S`m z*Pe)m29KXI&vA1&V5BC#ZOP!zH_0F7BN+8_HiF^mD%y1c(|?>s<4Q7}9jRTaP2AlD zA3l8O=H12KwI7^(l=n?Go^6+`LqS91QI1^vIR37h^8fxwD#D`I7l-N3XCpAUL#F38 z;Qj4+`8CL~rhh}c0Y5#1gDL+%y-4^$@H5=CHjcHlVGz-=H~1L(SAVPa|IasmQ)`iI z_xOnJ0AWHo`JYpjmm|?$T;bq%?#1Nq|MKIr?A(B;G(3}D@z0`qL2yc>C90?FdDE`E zFDSQ@(ie;{_cB~;*Bg~{G91m79kBaS9`+|CDzZc8<-vNY8BI)in>Km- zgqGT(_w}Fd(861#R&5rPUrS~DZhs%_PHRr?UeKPkVhyGVcdGq`1U9a3uH{8@H>@Lf!Pu%LKuLv&}At{^x?ak63DZ^gUN1XTWq0J?0N_a+q zS*^8*Ltn;oG#v`}8htR+R(BckE^B38TujN1!}9=j^gFsAX4`o2K{w+-xd0T3o&yHR zR*Vw8mTDLC?QGmEF>yNd_OSAirV~}BPdKzWyB|YI40o)s4GsULGGSjbX6$p43nt0- zL14v5=+%k*Jr^tY5ETK#zM>mKmsowTL+U{?nU%5p4b6h z+a_|;!2oSt?*~wXA5X78oH&S{?<;0CPL{+=QcB9>T1P_|$=0aPSYc{>VD(4Tbn2%5 z)zZh%CMjS_;%-V08l#cT@1DxrPS3y4*w1WBNVT~vv^1Wz`f2MKU33fDc(6haaRphQ zLcjdHRef>WRFBEdpqS}(&O0HzY0`P-k3y@7YQ=uT_UR|Csj;7^|9#?5IuY=5Ua)|q zGe4|NZ`PVTbCTUdbhI;doYwjL)ag{G?Y3PGmryBT4~NflU|NDJM&5-n!1-K|Ymf3CE0sazlW!L@vt zxa6UTbb7I0cNG@@>kRlg3Gg_|bY?K|jg##oo(Bt^l@HS?dm$7Xi+^t3|OUo4W53qi}NXpSnR5%Vw9y}7dDr2Yb`A7;m6b9W~364uC z>dpUjcJL5Pdyq2=?glA&hq2prCcbZ+rZfWoKs_R8Fzg++1##cEo74d$S16 ze?G%^H2pAkR-lFWyva{iHf11R^)99R;c9JaL}EBSl&1BgedUL4!ppP$!LtQ#B?kwt zsi`U8ECaaB26PU~wX1Db7hC+?sx8L8le{*9+(pJ=cu!rjRLASeEu7cpF6$_F45_}+ zIieNipN!05wB?|dk`Vsx@7-u}YQgK0~FhUzx=0?Uj$=waXJ)7QE z;nMyJ;bo|7Z^g!JEjOcLiosNcN&Kws_INRiZe7gf$#!&NV)sgSwA;gLE$~zeMgrPSZZV z_VyHRU@@JIovBLU^F_bxoSb)cj+?!E+ngN=ceghee|y+<6+)ewon1JZr7Z3Vp^J_s;a6_ zFl7Wk>q$G25{Jv4P8^%A)+uw0&0a$2a;u{TpmPgSsaKa5z$-|t3bAVYAK ziDBBv#+Y)P38%p?6w`r}ZkL5mQnAm~f{%qMd9CQ!*akW_C9aj6c^htc9k(&&-BA&r zQ5WrgVbUfjLZP{jc562mn#Iz+E}39!eUF8OQ(gz+p%OqKuYw4lqC66Ge0FuVZ#JAQ zgAz*dBDg1(S*70Dx}u^Yfy)Go+qBQ16K60{K&@R{AstW1rS*q-ZZxs370dAk>fI%o z@D0!XdQ+Aka92o{2;XvN7(FX%7%8h30U24mOR}Jo#k?pcKFx>0G!eJ6%8H6d!mb>A zvvz0-$-E{Pe^)&(R^w+soy{@ey=phpAiZ9=dzH*X`qLXTt=HrLCR5>Wm2!RlV zp3V|~U^!|JB08F*<@)g8bpVdN3KVj8ax!tS98u<4zWGGG)Kp<(2=z_4f11eQxtqI0 zd)1GhF>n+Pqx&E(^4Qu423g|J;E3Ja4UcJl+okbgCP;6hQk*YuGl^@2y zJSF6ioyMN22L9+EP_yyQ_Go()CnRqqUusF8hVx`ht#T@*k?(8)pOW`wqkAqQV;1`r zB65)pdo^^ptiT9~L}Vb|v@12%@7wrV2^^Pl%s3KPhlKd;%^8k9vukrtg(3`rpFht$ zc6?OXj2+R@pOtbGv&r9qNHjCJ^EyXhgYmS_{c}r%sBdNMW8qYeImZ|ym3rPE*4rtg zr6|nJa5$NYJw3vV1zYr*0C?zZap~`%35x@R^-IkKFH6B7cuh2NG?j*ER@3(*+CNzf z%9dMB4GXB0$9*6;v<3m>y01NmfD+p!Mi+SvSl!qbpbmZS7pVXfA;B_jcb~tKs1J<@ z-7~rgM=JU{CqFI|gW)I0{^=t77wLAicy8}{Za5;-_wb=TTdsf`*UI@?b|2JB3Hf{? zKg6bq++vI?wY^BM(O^MTT81-KLSpt6xR}oGO3-wPMdQ})NO)vZi~e2BFG7s>e_c%w zCf{*hXCn7Ds}%6CHSPO6lBbXdusm|qm@K_+vRftfDSqZ1wN!0Wl>_&rBs}H5ZlXXD zUWMvyajXMXv7UOpaq9DChem`%sr8CUD?1$!$U(a;p~4q0^T#e)brOoBI`KoPRQW}dS<6yc7}Jo<_Ul+6mMA&ZKr!*Rz5run|CC{KMH)+ z#afK={J!@2eY};v#%dQLEu6>j_aF`!7=4Vd&Ein~-|=V8o9n z+!G*qfY*Emvr6maWs__(mtripGVI>Tf{<`FU!%4BAQ=3g%T-3`JCm6{?db0+S7;~# zY?qc_Tgyv9AY=e^BC;41{d;0F-C!d!4X;ZlB|V+4Ny9(Ha#Bl5ltdvLcU;4fPu<$7 zdN`!y<}*usL(R(~D)cQ8PqHD^Yd7dT;|N>)bjMsU=nVcNZ{)E9NwlMdZ2LBH|Ggq& z6fAWvQSNXg+#lvPg={OSujh@#Do8;h3z3_mYiD{j<=bkclsx01=q}Woj_X;NOyE8T z^3}e`S08mVzWp8p(?n%TS^R881HXu43bbVunsKCnFg*tdMbvbfXJZl~8^@E{E_4#C z`Mag)S<}t9BjJB8f0*H&{PA$FwhMGXP0W+>MVr_9as+ZyegjD$;&rZ)%jx8-Ti)iA z`Cd~$y>jft7udriU|~gmLz?Dwu7V#Pb;`Dk%pVbg8)|ZL4(}!~^UB1?nQsrLF0;>4 zl&KZZ8KR$c2&rV0muNsDa#~Jn3jZ&!W`5>Ip9hraE)|xhL_ZFOy8!Topa*YEi^9U@ zPHpFN+{Gd%FEj8#wy1$@@z+3VnU{#;wy9vye$5(1%_hUTGAR`C&(`{EK9b@GpQ!>5 zR)dJ6@Ac4ZFbO!-FCb%S$COXT*qyONh^lW-kJYwbwtmTthD#eFeUn4Ib4#65ooo;F zclE&S(g`&c==>Y7-Qtr)sl{JA$@b`iUF>#5$322HT0Tg3C04fNlh;_RWMePeI^$Tw zRu5my)wLWfeNEYEpiqzyPItGFXqen@ZcBP0_;gjV%HmZRh2V>)2!&A?J;M5Sh?(1X zU&J5d`pc>Dp09U0_oJR_r)`WZsn_pG?_(w_(nHn1fnCSWyDN>o$5NeiKu5y6H(E@Y zBK$CfEE$Xl9XTSo-ER0=ph{Iu-ZkOKJI{GszF$=nTca`XY7VX0&_|rU0l1WeG&G6; zz3J9D8Uhrg?l~LvR4!k?Su`^w(Iy`+7lKfOIZm8MYyXo%MBPu$&dte|J1j`fw*jiM?RFx&!?sQd_`ADwS zWSI|{o~sXIx@Q!5620zq-*HyIqwM!bU~paGEyFp$IfVn$f>E*hMg#+a$OQ;U8-V!&gkSlaprHU7Ch_Wsm{`!(TF zJDL8<@DKBn%(r*T@AhTbbN?+R7^Y2_YR0X`5lfaCcj0|kE9_kBPcBf&8<0FRA1@+5 z*&18czq?eQ|EXDNYQNuj=5V^Bx#NAAgM@iUJK29g`$wuuvmzTx#K7`|V+d@@JLK~;o(Hdnhlii()*YLiog^SSD_8_w_WFW| z7&U%cO+7s;)N2&P7rW+QZ#WR2{~61y9u*VQ4vHu6kdWT$yAF37LPA1m1%*bVWmloV zwpSnnDAulS%Gii*JYxR9A5lB#*4$D5qEmO^Z{NOQsm{9g3G<<0;24bLDzNA`T?b!H zTmAGr8=Nrnp2s8je}R%j(++n9!$pFc$uckIf2GBm@W{QJqQ)B>oX_n?PmW@tB=ODT z%3D{qDde4|FTp+YKg(u+D^wR=KV88wxCx2(6+3Jv>Pr=h?+77NDL3lq-J_(W?9F@~ z_}5yIgH@ z#CgQ=Ig#7!@0`oRyByhAX3^YtS#JQ`UZ45-@eh=O=VQiq?d#SbS^efJ&a5Uo@lD^~ z&gN-fJlz?5K8U~h0_lI{z&<+OUr1+C$vxQ2O9y*t0Q805af4ue;AVe#9Q+urG#hNV z`gC<_a<(^zL%{=Q)&6;~6iCZu*m@rWpT-J7AQ3#~gH{GD#ygV$&PRnp>RLYZhJPf2 zmk)Swww90f+%~iPU@3h3^9|kJ-rlVmth}{d*umnf)19ekmuA`6=PVj!pJQT(Z5j^W z=y~kEm@iJFDwO4h+%8&DKQ_DaI|BQA0;&p^(CV z=xg1d%x89Ud152|1Th8b4RI#C0Iy9u5;u<*UlVpxZ}inU4Q2R%?f%z{hBHG$qGV@9 zMq0*a;N4agXR&5`gv6ARMKKcuAJj(LHe&@)II^-%z<>g8Ue+7=6 zozpD*h*%ormm}})Z@l+nYQDip=0!qV?_BUG_6O5eb^TZC1G&+^-B^3A=!B`(23`OJ zbK7TZ`ivBkVbU97qvu)lI8U)ra$O)oyufJS2^k61SB06M12k3fdRzc#-AaRyuV*k& z{^YwqO@?B(Zf@3ZTE{({?eUhTPe>O-iwvxGwQ*s!1!0?1RlXrC=?oZEmYA zM7Hb(Vvz7`%IFh82`{C$FH1I`IY3ececDj#K z8XqfQf+&F^W4m9!i~_VhPBOW|QeG;ucVl)+!0$(!A$SmpP$GC4Uj&V>jw?TZ*5*iD z8#<7hYU$0YYw=%~W0Ta9R?VF@imI}O^%~vZmVaY=NOp*fv%;g-#$jb;e>g2-L5I+J zlVJvjDFRy3D(ytb`1TeS{?y)bQy>0N)KD;(_~rUQnMXD0F!AAi1cX@Z*z)vDxAurW83itC$@Ws@406Dfqv7SW>v6-{z+BJ`Fq0jOwoh2= zvp1hXz2rcI#w=$^NKKOH%8$K2{o`#e-xhHdVW5fG(qTYu7W|wQpdXr*iOSeXFSb{e zgdXMXLv5q1wXeZi#d)r5&ux#87)TS@-eQ4z*(zEP8ltX$RC8_w79RW!k9Ii$>^6F{h%`AI$~MGg@wA@Xxaw;z995Fd29H*>?{_49fo?r7tJV)X5s}o3 zqxDM52{t?`{$IeSDwOIq>LjYQo23e%EqH}6>>WL3?Xk*sTr@|%{v{ZEIJHpJ*RQ`o zcDy-~hYynZ^~yof<`75-odx(?|zHT=%I(`qXQ(Ay7tI{EL=zJJ*TPE;o!Hi|`~<4x&t zCNAy^JlJg(@DIS>t>-4&)ERiZe@`0Cpm6V(X=P+Wf~ym#NxW1HhjG~FDS{1MSjBpV z_UhHYnDsVCx}%>yLRef&YZ`q+v=7r(GzS_3Hsm*4pFrM!T@jLYZ+<5mcpOX(@i8j+p z!^)|TpfdOB)t!f{q9R_s^DbgQXy4II8lunZ!UjsjK1l@&j7~cb&@fxSNe)#NA_tZE zwnHJFO&4Xd#-83~)*chYw4N(HJ39^l4sr{<+$FJgsuvd5)0f870d{w(U8BfX>C$Z9 zn#htqe5Pv8?Rjp8@?5>74+IaXk00~3#e>eX<5<}zd2DUfeXYH7`o)CWJjgM`W$ZUb zAKu>B{vHU(fa+#FhkkjN&B@p3exhthkGKbmc#*3%brOT6Y`EMj=;UkMWia*}B!btk zeL|8QR(m3olCWNasvDDf$?Q{GsDlY3RgQ*x1zReQefpr~B!Q8U<5-NeJ(C^grr6zu zQfph=QB%|8m@-t^PM@|pk?P(iK|#b(6C2$xfil;5Vb?2bP(kq22aSuB5S<*f;n&lL z!1WV7ia1Z?taFS$e&2kCP`snI9Am12+)Z6#XxnafI~jUwC7B)?p|wbOs)Hwwk9|v3 zbwGg*`UP@Grdj*S(`kn^O)M-CKD=9IzP99u$q#n@i`*KHd#Ta&wHE#%`eTdzc?KI`oCo-PU659kyr|o$pH8q+=HY$+##Q14= z@MEc(@=?5zciE4eg0;H!tMQ;O3VGhOpzq_7MYb~8*^e~1!Cck|4k_bSscc7>9G+6d z@9R&;YfG~Eu<&~^ix`uEA}^v6OJ~+<`bUtU(-r~Pz5s8t)$ikiGSwIu*4Uug^Gas= zG{tuyy|6WUt!O8A&fceBT?B$m7 zF<8QKAzYLIf@E3gxt%?7pZCPGr=L~9iTh_qJ7?cH<32{c zY+H)}E@rVqw^2sGjo#%=2`3mlBN)7lynMsP1en7>uHK4ERoqLp1Y^PAN6Pgp`>GE` zel-|}sm;P`WFp7o?oHM?F#|}Mp;q{Q*6V5)iP8Xat>a3D4_^FrrMJ@f!F&c>uo1i; z1K=92GYw-l2UC3soeZ!wk2gmEIKl&oOqR`D-K$^D(6Hp^b`Eh~$~o4o5gQ`&s171Kt*xwv^B<$Mxa3^^NW8gKSh_YN3ieEz$DY7m?RwfhkwJha^R=tlB82}w&;^Of!M5#O z-HQd5-|JoXf?O*q1s*?1&mSy|6$8Nl$C9Ev2>xpXxk%iXlD4JW$AGs$&PbYwhhAAD zaO(}aaJ8lBpVo3SKdrHEE`g_u0XTCgf{1f-hKSGppRkL4`k884^7hy4=#v2Tv=3l* z20?fj`6h`S$Ew{~HL$sVPHZ zVxrsGU}@y49lssF=aoh5QP=u*mnN0YpE#HzPp12%-uD;*Uq1tN$)o3Z^&$(+w?(>r z_?|y&N$MSz3pD)CV!fJlU;kH)-4^VqTG;y9r?~p{o=Qs*Iw<`hu^DX~fg)dR+ znXNs&E1RiEbUEl07ke+Z@V_zA@7}!wT!8N3zKf5CjROo;DwrTN>%LtqpUAZuwSfQd z;o~PyR(wJ2ea?3N_pM{m-uuy?*MH^UII>yhL1Fhz+|~w_?JI<+CMzrCyEsZ51kP)bo z1HL94q#K-$8*fkd7Y4Is1_~d7&?~vx6N|(FnwpwmAYaJ2O*xD^L%-1kz-O!%@Wk$L zyh|Hr9f=P))MTl?DR!s!CA;8$Nx*$AQG(pGpa}7CqJ-LPFl`ke7vw8OM^#%}TjAm1 zY{1iii0-K_h)coq;4{FqoB)#H(Fp$r9sS#s9vj;MXsoGbZ?UJcF&W4^L1q32CBknVAo=L zDT7tnXDgDQ5mFQZcd|Mum4QkUI$6>kVRJTJrj@7!L`2apThD;1V!`|g#GB7H4VKxC zM-6xdB@&R)&XSw$>%onAQUw8mgN-BO@b$Fhr+J1Pb*9qtkPG2C+5O96;pCk*!nlLD9zwqK|I4|EYJ* z7lZrT0&tCi;pCHenD(O%0H1ZZQ#tr|SdP7xCj+j2-bP_gsifOG-?+Tla7_NOcHZFG zAulKAP)&IyzZW0`%q1F-cm+)NYQHQ_*{3UKLL#C9)dE5kkJBCCI{dSwBK}SqN7RZI zz~d8Ar~SEJ<$WYQ%mNtb3ovlJo-emq#s?W>J1U?ZHVSekWx7h0=04`Gd9x5R%W|@a3KT_Fb#z@J*l4qWv+ddY{VMK zAZESqZUD*sHdmgUr56f#I1sx2UaY69G$y&^fX^Q(o_ zqo;Gu$pH4w=Slxt70S-bJ31N^gI%B7gLJ9|khKy(0;D8*k&Rp~Uq*|DS>)=|*xvO5 zP{ZyrqA=hV#gmyX{RjAg3qY-t^Vv|nupIB3d0+URwKJ5wO#s$=KQEb)b6Rr8|(ZZF{1W5kxh8?;Dcd zihQ*~(&`1T`og0i*Dq5AGNV{msTPJ;z)-ZqPb~zZ@fKQ6D@l&$37P!G$@qYhz&{|M z!hZRUR<(@+z*=*Wa_yEM%-R}8JB3Nb27#G4t$T`}^3X*K6v*I|9Dmv5hw5bw8Qb{! z`bx{oKVg(o=?y_C(m?I1pm&s&)hYR4fC2cjww+N1;Hh0>fp?+dwR!}0$Ljgva>)Qa z!pU^N|9mlP6n_Cg^79NZiJFOe$!(e@po@nTVDTO8)$dn;+ALyu89>eKmGrn0-BL@k z4yBc~*5l2gs%x%$R!LtabV@-4w9)`LSe|yoP@+Ks_)a$6I-sv8KGT25E9bwX_B;RWUJWg2#MXy*uNw0IsZs@xj^SsBt2&jb4#wxXE zDI{aq+kXYn5$uk(I*DR~-?rXQMW|)tc|o{2BC+V}KUiu@Q<$#}un2*r$l14>=fZ}au>xiZQ3H_f6mTQwZ37>#~zni6G-l(Z^XnTxJ>BQuB=Tb2&tEiI+aM-{-_Y4l9yVt@l*p5z4Cyl@C;ff<;{t%j+3*5Pel zc6%0&h2z&*odl5?qzOSWa|LTWy=0&SX8+_VHE?H7(ko23&ByzOwN#+q|6I_WdBvK&waXL*M)2E2gH&E;sn;Q-9M(xl6SM*SljEkcp!1Hjr>8K8NK@#KNUDJ% zYHOlY>Ep*|6FM;5{pP!-E5G1{BteoM^qfE6Qc9u-@rNo_?`)_A`Kz5ael=drFV(M5 zg)=yDQYf{nJYuyOND+8FSLZ}7;_m2ky6}IYwYW`d1PacxQmD>Xh-%mc(f<)dK;s=< zMwM9%-dm^uV+)Ia?IyFG`N?Vx{vO2pl6UcQ&c2IUK7j)@ zu+3-Arg@PQBvv0xP1oj>{ud`UOF3EgPky(_M#PBWuv^7z6MTu=<-MRC9@5a2y$BMB zqxGLV6xAuW&BCBuj%Q>f&v3+cDYE$=36(ktA1F{l*ObJnI5{~#n3+WM2SqeNZLnWyBlL8_EKAH^sSid}!%oT+B7ciA@u7}IL1 z;tL=Mzdj^l;BY-KAUf=j`gF-OxjR&xjBJ;P>TACrerpWV*HmlZiv<9M3znU7sh-Hz zSRv-Gj8}g7pjzO4HM4-i4<6UcM0=YfOG3(`@e))__~u>dOB+uq_M5Is*wD!0%URa* z<_A(U<;elG#M)m9Tskn+`0*P!0$6BxEl8sz=RYrofY^sXpGo4g9RNbRxdhp3+1|K| zy<6As&&6(zY2R=VYkAo|i;?~V-tV-X zgYAQoDGL*$Ef2M1wgw0V&DBEm0f5x_W>#b>LbNcPe>|wlTpk~RKL?l^>2eTAy!NBp zs)ILx6c~y7d3;|h+Y+;2~ zsl2B;khrjjx)C*}hk*E$tpP}+=2g32W>PlGnF+QJeyk>e0wu3*R@_^zMXG50!m~F> z8Q7t=zBg_`IM*@!j{`Ph1^{}1%#<0ZZTw6U73mRP&u!XmZ`Q@^j0<*W-&*8>e%VYg zJ3kfzqG1zvYT!3#6+usO=IRY^Jza&p0JjG1_$HYcrivwyEnwTuj_k$pzW3__<&U-K zhm@$iAvB!b@*=~&u%wfho++RMLWzk3D$4j`I8V{IK}=!dZ8Rc_N>d3o9|17Po}Gjb z;gYKqm?Z^p8Ay+r^u}6GN9uMcIzxfNs=X0R*aEo_saBOQ#S3shlb4ceLdVuvnR^x3 zQF~d4H`hI#VPy_akGDax2qyCUKR@;EBQWNKH z)6VYc@|WRfYN13k77QTW!v{{=;v=~S^B#cjs7V86!Ztp2$#tG&OL}947ny^lEtk~OiR#6F3E4+p-uLsP28!udX9*vWu`YNH z@6#1VM@tF%l*Kqp%LtJ;p5GBg`X6}A^USv@j ziPDNtNleSRv+n6r*H1YTL*fBs5Vbtoe9od!D0hcdiEQU%bBmzcAXEZcp6@JEtTG7)WMwlLPGITM9nff5SV?e$(Ft zh>2MDVEv_5c3K6cUKlZFQuIECevfGrSFz zUaD2(50mNxnHQj3Zi!S(a|>k3i_UgB690S8Knzov2VcY6O(JANvf>->kom>&Et^Ih zFsUTqls#pEjP@`9rggC`x61{Z*%p3h$e=y&-gHSE;I&}n#))BX`b;fkFv$V_qe10} zOUwawPOA5b8nex&R%kXgIiwhNgr$sa0uYnGQ+Bss>fJ3b2nwGp)5pJ?QlSXX`4`>pS6mmSNr= z!NY!(1(HY67E`~aHp31qz?C5b41kBOjVnaB8nEvSZG?FsARtsgw=r-*3-ic}RY#4y ze1W!^PE%F6%kcAO)k-8$QHU?5zMX$^OX4bM;wy>j`ahsdPJ{Z_yR=SZ7 zVGX>)guAs1J~E2vzUxJ9Ec5lQc@|wPCMK}+bO7i+l-*WTTQ6L${%eFFzGrp$j0u4R zoAEE)R!P95l=QjUb35;7d{-?H2O#xid%|q0Le3jYNk*o{v{KjZ3W%aYILlpqoA>t= zs|Y=6*|q#oB!b&6=7IbQj6H1-h((;XR59?VeuuC({YF++r++X3kZA%iLj0#$P{bAh z!F;|L6lgkPG=y7n6*z>dm|in~lFeWRVpK@;pK|)q!gVSG7DRVw3F`@99S`E0ufKo{ z5{<)R^cg9e&hHxgh&x2f3T5_ZLi$*yz8MP}YwxXsJS52}7spb&$O%e-Kdh#rfc`r=GV&D|*&|RpV7>bRN6ULkM}1{zSR(LS(Jl3`n{`Nt6o7&h2ZE;!upHL_MXxzS(D1=z@s- z9|Eiw<1i%31zaqEyca*a+S}~_EDRB4U}Fo%7d`*{-zNvm0dEVs1PYcr-y+C?NF6N8 z9^^R&MNoCIp8iq$KLlBwduZt~l@$iRztSb~4X&Qh1{%(&dY0~%&B*MH1dcCv0nVWT zssa>HGcyji*K%IWj9pV6M1;d>?~5Di&pIc(l#*8VehPc9<O0yuRsuTv081b_Ro7 zN7GFb0KD2*_V!*6)Lhwo9KMf%i)FO@<^fw;Wt+_^b2Foe&p)Cp^P-xd;9w{R$APb2 z5|HBQ3?;(^s^{IARdPSJNTfSNj)Vfv?{Cjm_i>2!?-QjaGrAafdTrmP7bOS7GKI}F zuaEZ)cG{<(=SD%q{^f-^zJ7iMfD!8M?!NfR2o67h<#tbO5G-Y&Y=b!oA9B2QIe9!8 z*Uucw2+$7n7jBL-m%(S)JkU}AxY#|oVO{_P@qefV74rz*gQ{Pu4A zizT0m1u70mNJ;-!3;^bnCn|BDTccNl&bweE7dl)3RC3hD*Igaliw zsUPRqU5D-Z^MiqT4}ghKfgi*4aB^V>#mK*=WB9<2MfT?F{&m54pE6)s?@`7`KMgzu zaFdB%0@1%cuJ(;I5FeiVX9LIwRp)5<+ZBT=*zt?{282O?2GY7J77M7+q;UlLMjnoU z%@uj?0lr|D&_uZLdkgL+LFdX%e#AO>XIEl$Qac|b1;^I(A2K{eVn~FO?M27zds7i5 zEAOaKs{T{vH4uR!9QLS$Z?wIqW3STi-Yq19mwqv*Y}v55Gg30;vE6T6aHKjk20l6~ z^bzV6ch>oOl`(P%(0ok?e81<4%V8q;<=Z+%;H`Pcw`w#|fuN@+pCW$3(Z9}yC=Ph4 z$k3D4`HLD2JSGOzY{IQULvlyjJ7u)k)z7g~G1Rq!_J9F z_>B5$VRm;nZ>yd+9EAfAfWYIMyMK4h7)paX@`5psm}t4sHzeI0K*HXZnKYxW%%4TI z1?*3!Z*15A$QxUZcrA-{y~_T!H0=m23@%i#{w6fx6Hib%X5E3}SotW^Nj(U>h&Mnf zW|i8x@Xu)x;`&DNRX4|Nf;tJ-EZb`xuwvU&Z)dbAQ9a+~QiP31tWAACa;u*9xSIi) z68BWQ8E7?FEu7@#87sRo7l+@&iN-JxaUqUoF#0?t)=#sCI~w>PeZx%upa27)*# z{^Ac+UV7Jk;D8wn*gk;ne4pRGe5t^Vf4no_H5Xc zfFfk9cpqthA~u7)-fUV$m%aaCn8_k%Qv-qKs3kiK1>z>Q51%z3O1a8Qk^4cqY^E;cDYS-0hIyCW2Gh|z*NC0{C%@+QYS^JWcFq*!Vw80E?d zb~9HT@{nt`%)w#TP)RDXT?KJ8>b`;_C|}HMH+AwnqH9FUP$l>cT5yNS8`T^9yVTUuE1Bd&%|K$7_{IHj#w;SNiEk9>Ta|0U6VAF0-b$t z3%G8vZ{A;~a_NKMWFcTWTI*f|Szlu|-+-0m3U-3>hpun|#*JhS)Y~Ik*UBwStyOIa9R}W&`wOGg z@^+v70&r7_e1eIQykC^Qmrt^7K)RQ&ZS$Ar>kgzzBp+rWX`?j`XQx%H9zlXL|HDRzOe|~AXj#)%4B%ep9lq1)Y^OB2usk|%YXaa{C z%ll5~em)OrBx1PYDT)iK*r@zUNxELnt1t&ot?m6EA=fRn5u_6_cL1TQJDzjQ>fSJp zr+y!ZNwPf}`fi&Mi+oY3MeJ<<*5%CxSX+WtUVanbJ%10$rf;eGuK*VuACrtt#MoLn zC~o(LN^T2x1u2*8B7{7KZs5SSaF)jwJh-gXZO7BY5Il`RP`6!8wMO?LH*1OX?#m3pF+{3drUBD|mU6T>OQw;;_}ft?n? zFT8Gf?7gA-%os8XmxNC7I#+#KVPFz@wh- z`hhb$dFkKPV2XWb!*T?KMuLfO=_MZ4%0#D=yB?3RdE?7JYpVJpiGQx@zNQw6x!g+J z&3Ns!KXhHj&DSJ)U-WrU%tg`GYqu&lItWgz`}QT<4RfFAOuqm(OFEjM=`y;f1mIipJMY zcZ;R=N91KUOi9+B@#EHu1$i0P+Wljzy{fb4k!t2u=Uww2iLulE0AmP8AE1NRGPobf ztoLbv4=dywZWb5S6^N-s{8&k6)c^JxGhd4&&GlZL3ty_@>?^0jh~91=&A@1Btvi}9 zzEGq;3oX87Kb>`_Emcj-FU*i=XTLwm0*?EH(|UbYD@?(@!=u58Wya+6x<0X*F%`_L z0SA+4PiAZnBE0W|vm4BNSBJLuryLSg)+K+=UUNir3}#6fjK`*f4757DH(SJgXNw&iC^zpFGg!19gq6o=|w#ITsNl@Nyo zQ?kb;V;8F5m1bP*@;%d~5OnrmYFqj_Q=wV$f%>G&2GeO24px+%9h(TVXIs`g?DNNs z41mezaIr8Jz0Bu&{FB9oy*^y=9rGqZZSeV5;{i-_a?FTaL}v(~1i@LhqmIJ&0`*Gx zRGLu(W<&o)Ei!kqYKsxx)G$Wqc$EKRz?C zC54pgBVWHveKD0oNr?uns^#cDauABa(;hfC|Vv7^iW?%vjf%WYbT?u-DFMU@2s+4>H7 z6vD8fhFr**#kTo|7o2^~2EZ73t`^7&^&IZN=^l=cLv&uZ7iNHBB?m`Y0h(s*Y*#-B zY_V7ua6l7CQHw*ur>t*_b=w(kFxOi*GfvoU)nz6D3^N0~`Kq}3< zty3da<3sf>wkUuM=xF_djZ`DhzX`1|xC69rI#O~4l5Z4?@uF@pG;#rlY$;;CXvVhO zHfuPxsG_Iz^DufZ22uXlny<_4=(N38bqzO9PW(w+NXhJNLxE zK6yFS@6eUE?`yGbW=5VnJS$`Y68kc?!}Vf`ml!6#ibN2{0OcyehuE+*Qf%zyZ~B1& zf`LYQTc*`Qwmv=s_OIiw_~_{FSUH9S#NN8Qb96-rmCmxhYwgGNB<~DPE-GR{O8$Tt zBi+^`nb%sQ)?rnWw$ftkIUu29d)tMa?z~j7+0`qvgyr3jgjsnghOf zle_Ht0*p7GT35qUfoc&T76FtK7;qTHi#mfl$q>>%fFlYCuSR~Z=FZrWcpCgXAN0O$ z3#9e>4J16SKwLLfX{I#a@B$1n2gv)}uFiI6;^*pJxPdDHhuB(?cY=igN-<>xuff57 z2)?mnUq8^Fca_N+-(}r4=(s~M`ZPjLx zQXVFSXksyjtcPKkPNhgG&y--69$$xIWC>|$6kTQX=gGs#dM%R`I_=Xduxug;5e z-W>0I%;%o_zW@LK@48&q_jgqW4k&mOat*3e^?d&RYYu7$?+4Wh>=z1XMNghM7smFg zfhk!>zPFaOEy`cQOYmfj;DtclG0K(WS zNdzoC`|jL@=IK5Nh92y1fGr3h5@E& zJiDQ86Ek`g{c*zKi8mHjI~R@LBAW+3_GP-p&dUeBBr&YK*`Y^%JFVu-+LjH5TI+Q> zxAWi3G{809n`ueh&_+TIcU{znxicjB!i5`ALqfXxePv=H@cQ3_3#(+vkMAiWxu6N% z)ZEPN8`^`*;nRcs*pY;vKNJy9qcBm<#T@A0|l@=by zF8_A4Ee&78cvq(iR9u!5GWq#GUyQ?!vewY>2uCDGS!V`uWrlA*|Ej7|awV8=DPd$1 zf{f}?C8b46Ox$jwf(i=gQL+6klQNQFBg-ycxNQ0I`~89L2GN3e?UO# zf}(bzMU<1Ceq^VEgBJlVP{=t^<9&`TVI1!w<~&_Y0!qeNv}jQYIQH3$@~DYcOK*he zR!%7*iV#vfcJ0?K#a5zm0Xo_K%0j%Avia@HO-7?_qXx6wOAnfxSX*}oi)*-3pwqaM zvCiMLu^HgnC*z-~jCAo5;)meHZRLyrv|@{AP6$931soy{wi?Azx7!g&!T4yUjP$vA6sEjs?wBQ(> z=x-%+j~gn1EBpObc%R6aL?QtGzLAMQ;Ke1t>m>n7h$E5B{8*cqDp>;%PvyO3hpe@4 zOn)^R#-E>4wBv4x{Wty93Dt-|Z$NXoOEq-D1$NVaLB$$Il~wkMHHyz0SI4jeaA$D1 z(z@AHT_yYZnXg-NO>ctT_hgA??nsYQFpTHh;OEJmKJgc@9|2qb9$1vnh_?Fns^E@W zuxq8Hq!7k0=7K_!wSk-wBc`8)+C`w~=R_Kto0bT$RepMQT`h-_&SJH`zG&ZuweUUv zLtvYHr`JNw-VkT!J@>;hm(}JajXw0vUeaKCmt_eaVRQmswXz3Iny|RtOe$FHCR$iYspnLU|f3qc>8d) z4KYy#r;5O{F$2fV%`FJ%3NDh%XoK?<5iqJTO|J!Y@O+rk2>Q0F)5oOo>#c%gm9lCY zS*RkKFIlbln~eU5RsCYTMtSklyFaxXkrcy~YXT>imWA;VBFC}yP>Ib_k2{gTvJq!; zx!j(g+g)m)Q_nFYh_4@io|G`V8Ftv*qaPebgZPMmW~khfaIS>qz5>1hldz=8XI@_{ z-&PLI+E*3qo&&5M{<7}s7*p&&aC-#Dpac#`fOuw2A76`Pw+|d;KN3p1q&6?tCoV-?%$8BYfbH(6L{Nl&_JA;>l>vi_>8>je84CJ8<0BQdo! zHFx^?Nhw90oezpPF1$%GF7zAi;coD$$wS)ka2+==!qcYAo0En*`QF;Z1n`ibEnDW_ zoMBjlQt}cN70sa4_c##)@n&c%phY7Sc_8AH^ZcZ4J>6*pd59okOMrl#zDzs2xJfDC z(PQ<=D?M4>4Ht6PBVxcHTwoP(GD%(g89W#a$;IU4UvLHyp;*8>eBRC3Zv(`rtSpx- z!s5Z5CR24vbHDAD1nVNyeS%G)P%6Ml=~#v>w@Ter{j!i&bV_x_c)P2;3`el8uI_oc zuRV?+K5QyqMH?t%FB!O5i{;!L+3(E5W3*@ui`x#5bb*evpoyR0B~OHb-j`lIt4~-6 zaz|cGd5kh#jSLMBZ`P}0Q$^!i2_FncL-|f~8poT@4i)QXY-s4kg0OkBgC-%63n4rp zC4h?$LVhc=v$LUnl!W&U+QQz3)KW>JqV+P&9ocz#K`)Uy$O{ol^yOtj#G412`ubrB zAG!nS0&nbuA?Wl*VL;?fcqGY~Ky=q4w98LfXfsw5K<&C)_u^4J2bZ2=E=)5$92`!Y zNXuie%4d;ZonSfH?S}`HspY9G^EM3tPEusn$4sv4_ za5y=`(beWKdJo~hlL~a@g0eS|pUpxRQpco+pB(VU5P;XjS7m2p`0HWD&{#Aq-Mu!k z+GZVT%zkxGr~KfSj$%)5q;NvKkua)+_i`5Tv;;>mz%dGtvG_C?LcO7ue^if!Tb1Amy6+sUx}&M16KuG4trujc5}fru z=O1K=soJLO6Y60DqQ6^OcIpuCT~{{*d6*ZXYb7>8!I(9qDNtk8=EpD?7PuqhDTYc4 z2@}UiCKgV^fMhFSZwYAhf}VPWhu@8Acd?|;-Dp8P_AgiSGDw(AzjCq5&Y5St(4>7% zHFV+aPh~A5y6w z21^~?oS&TcOVU=@$cX3%=$J4G2S2~{9o}$|glC6Fm6@K4!#Q+`SHAypPBA?ISobPy zS|6ci$Og{*`RCsD3Ww`?C|0j5iWu#&CfZHt%Mv3nVEQ}tcJ~_p6T~A4y10?X#H3A2 zOCs4OIwWV%ad%+sfKp-CZYAg~^Wf)FR*d)v_IG`KJ!)xd8i>h@Gp7;Xav+xz2vu%( z4y-@O4s}Fs2|>5~ba#84Qj$BJ9378$GymOO^RKNnW##RJNG!0?eIJKFJYKKlK=n! literal 22221 zcma%j1yogA*Y=^iOIi*oA|NOYA{Ku*?X_O)|zY2`ON2;^M)%c%HUyBVM8DgJULm|8wdoM9|A$D!bAr@ zQGX9p1%C*-NNKvL+MBt!89A9k6pUOPZ0ucZEZ;qJHFa{fw728s6yW6Mcxd6`;@~XA z#bx{7H*nfJnR7j_t}O$DU^&QYIYS@>Mu>lrieD62LLhI2&q~fNX!C>Se8=-JGoCA9h58R_g`iUA``@&Y2i}FB6P7cd% zu?fxG+(n0@ zPggfNt?%vOiVF*Ha&iX#d=Mj@*O@8mMMzAH93sIW6s@&7vlDHs!AtXE(Q(hkywo@; zAtA`$-+%nRpT7V1_u*Sf74RS!pN5upb#3k48-wyqf8!$IXuV;F8<+m-pBW`Fdg_HA z9VDLq=fpYq!JIwy}Nny}Y^ZQbhh}KKxr!QI2t!Q_Dd+ZPqhQG&iZt>_4!4 zF0eHwM10FTA^e}^dnbf+jvRv~9cqUw|2%J9__1OVrcuo#hMO91)T*N^bX9p##QVEq2zsXq}}JOs=`@6mrRX-m~=#LazX0*faK)#hwvl(Lj=NP zZ(QR@x_)@0L*SOT_zR@!FG$rXLlmA)eMUQ2Kr$N|ou4O;ivy=8ZdN6cjr%4hCbsxQ zT7K6}StjN4`N&um!_lNh$M4CGsR~a&FDTDL@Y(P@W{$_@y1nGXH^ng08TGQ*aalCX z+AT=(hhrLcp+0;*X_yrX|MLOy`tQOT2EA8b4a=?X9(guqJl)=k|K?Bj7}7}NerYPc z7V;r{2pQNtC92Xcx`#q8?`WCz)0*X>d!F}?x!M5rGXLZUhL=ux-mjpg42W0bT%RHF zewObV^8cIs)~!b6g`2wow71c^^WA;vOz*N^zt;I z>3zUh9+JZFhyW`T1+no7=cgkb;Upa`p^rlrJLkV)Y1ZQlyvM%yMZ!P?FOC2o)<8ZP z1b3mR@4Nd(h~R1aMgrWLj#P}(>~UxTs8 zSu}>n#Pt9Amf-kjTcxM3FSocDlYxO@V5IWqRUQSGKJ3-2S37x*>wVI)^02;qb``@P zwT=%~Yw0s|<&9Y?E1p!jK8cM-hDk>#O2Wvh$u7US?a!%iUe+)B;@I2UGchq`YgFpT z_*B%_^Ditc;3h}IVLBd~J|Wvqgh`ZzKhL){|m|=3-zy;U^gU z@dF*=?(VMEWY_GvudJyFCx4>7(t5rm>EPfHvRk6YUaVF+z9s0ljHZ+~CT=WMB(kvl z)_Ts&2ROdZ+Q#PQ8k?5Bal~0n(VaMV?YY%n*w3oGdT{XaJ!kPLh+BS*v%svM20 z1E5FNN*Xl6iz&Zn)LCQX=)8d(oW~z(^zJKouK*6AETvN1?RL7}m_lu00V0ipN3FlyX*adU(M{OR8&JXrnoi;3xqeTqqS8Pm+1c1SPDftE?Cse!G&G2~>LonlPheH*`;j5+c(n3z zqC%%$yONg21k;3vvd(^4|G=1RzYz-)Q{2j0vn7lDfOmTMhv6*;ZM4{nK^U{?_2qA=6=$G zhYE#U1qB68-A; zKp@GYUVQNh3CD|W%SaG%PF?ub-`zaZ!B5I%lbZE*w0!nUABNMSyecW7JRchQr6n!% zI(3kCd(l0545gxyC@Kn*H$`%W*VJYr9V7ict--4jrqKI+8gn) z(_MH)rs46BdEmjH9dTc=DyM>NCKxK_lCx@J7B4>2>Kb z2_qQ5e^0Q~ido~ewTIS1QPiNuf4-TJ5!B|#xeSOMX zMIndN1~{x9Iokr0XK!2a8cI(3Vk~cAG7Mil5s`;@sriftdEeeR&|ss;FfI3!;`Gy* zQ|>ldZ*t~%c^4XJSsy?$T^RyMHVTK~1iO`wykz@_hOjkboYC+I6K17cNdJAy6CHF^ zcGcs+5w6_430Z>an(g0C_*tyc#Izv;r2rhoDGLgAT>b5M>^l}a_zKovLX;xkd~W9F zN=-9t$0>v#H;HhNIea#wOMQmvhn!<7f8G^O8$ENB1wMMgOOgozqOkrB^LJ#w6!*WS z1=l4wA9oJotHZT{F5lomk23wzr#|;@6+OB+1q)4*K>9#ckm07P%OQjpw_yy- zmB;o7>1_parU$x%BT+`*1poqei{qKdO0dvg#AK@N=^ge{|I)@cRjRUPI~voaLV3^; zFO0BnLrQ&)lIi`%h4`rn&;C-{6CM8>?=ed_2Q}ioy3(O%Fa92{*WQ2ADWlLIT{5?t z=NprQbEH*lLtrMCzT2mGOvCOUW>0Vl-)p$g7*X+|Ho0L;Rn)Y}O~U$mz{}B@FPkmb!HNY8KkMlvAvkpB@Bk7M0m6@kM#9TU~o%eL#%-k;--Hl=DZe+OG%0U;J{fK3`2b2L26gm z2#&bPL&VYG)~Op<`CTeOaQ*@&^YqaxYP`%6+OYTa*LkonYtHN8xWNGA;7Y{%Khd!n zt=)Y>7hl@(AWKwM?Q%`r)p|??&Vi5E!JZP;j=#G+B9|r++iWZ)&Aar)_E~{on8;`e z6Gy~}c*tjqEF#MM)h2~gC_)Zkq%pDTndB*qkdWM;gj(dlOyk0G$b5FFq4)60McWo3G$$!H4NUXF_y)75XR0Tnuk&x%HbLki|u zyQ63?FnId3gAobBrK~~Lt(vsf%2@fZT>~}!7eTs^sX2yxDk?4=Zt-M`mw*bH;|Lzn z&g7frMpvSbpgaR=*CWQ&U96 zjwr&5Vgi%p^QRsD2}~Fk#XS)KTR9tkBm}3WTvS%;q924k?>&S<$I}$tJQ){G*=T-Q zfmbL7PcxX1H5vlv2VOBmhj>Nrq?fNi%5-p8zRN`06!V07;qfSG935hh^=;aI;^6az zVEz?g5sJ`?|MoSku&&T8tVj4Q;Uwli4;Koz68(0hskQN-kkylNr^b5%KCjzQRAMu=3ihHSqwOt6WDhf^Y+!r} z;4jO8zf_5`ZTd-#BI+9yX&bQ3X2#XE`|!smf0x1ejg$-nj}F)YHO6o3Tr}S;L*i=B zBctCDp?lt-dr_0sIUeH0{Xo25+PCc|3U&&*qzD1xdit-B2P?kFFPxYD>pC!f)ZGD= zgT}A$=yy+{E%>X-u7u-ipL6pFQumk; zm~c;pz{!y+u}zAi`|M|^Gneqs^En%4OD!JT6D1_+85yhl`%!Q>rf!RS_4ssee}A52 z7=BfKy-ar~UbXk76JtJeZkUu5lBn)TmueiNP(&}noCdt}>r0}I+iWm1ng10vkNEwv z{;by=T2;mUXK$9INHL?U{q8SU%W)s|Op8YiQ3A=w_c*hnLI=v7P9luOhKMx33#Hjg}~!h1#))s~yqay@UQ zFkj9^(;Q*DY!?)YXFEFZgp4XhFJ#x^?#_2YI`7OO8+nF1Hd^c6ss)C>L6Cai zq0YbI^tX@Ha`A+el;L!uo)6jBw&QjS3JbgX`-_Hn=;`T6$;cQ)MQMF~eNDvx6ch2j zSPk1)G9Sqlb#QT+P;%!brlx)@6gay!b1NC|Kb(ebSyElI?WlgAf%>_L_$ITINvN4(_j7gaES7u zs9u0v0`i#OYTjU!bdLC5FxG=ACuUNXGo5Tf<#~4QN>}p*?TqkQg(NF;2i3%*>$eDC zeIC=I79#gCtwgox-Syf2OuOHU-%}OWGw*$TeBx45wav7&wW(}uZC7`8wCsEe-e47c zxk0iHkuZ95Z_)RzV!ncarrB?A32&kl?a#h7PVd(5SJN66&ypb^m5PD);p-#QshHK*fYz+pj zu0oS`z72O0cZXo{x*U;zB z$<7ZJAM2T)?ajI$_fovhQc4#f;<6z^agWKB2kCM$w4AAYqRzD<6x!On zgRS&y)tD(Xnu1mLeM?})i-p74NyyM#4sb%7@*WUXM|exKN^~Bf&Rvo!U1hQ zNRL~V%fDgbpx7;;{>Vg(_!aTG0)Q}YuRUa6ebsM;u(ATERf-E@gSyoSU3M`hCILl8 zPt&7B@%uZls6@b9<-P)5u0k8>@9%I$2_vJ9)o$^(pFk2)7zywNU0H)>bCG{ozPzMn z^4YS<2ps@l@=2p!uZiNqaq#<&_sC_H3<5iw3n4N;!WB*a{+>e9uAfpo@;%c6AWoj- ze1UMxSjyBTsK}PDsX>>JHsp?+ys%Z+OD-Joj&Q^~9<%3BgI#;cxqhEt2o<4`Rl-nA zCj{$x2G%pi$V~3JF7L~TdnN)E!WPZ8*60|9DqWmwYVW=c%_R!ov#T>7%Cy2+QnJfw1f<5UF^I_zW_fq}Y9R`rezb^jB@8=v!Z0$se=hTN6YF7%$pPpjEsS!{g^ z%JX!=SrWF<(*yCjf|&v-R1VGC%G_ha|DP!Jcua$A^AbJktD$BV{*l% zz%r}T@4Wpi_{J- zq#41bj~CY2K9f&%7Q6@W`2L&zI^|N~#+cD*}?;Miu#|@w0j` zcsAbtaFRp?OS{sM#~sZ^0tCl4Q+}Cp%sM;<0~;HdhZu39-LV@G017=38y*QhQCSY~ zL|4J|A`T6aadYazv#wI3)tgIM5v!24ezZ~(4O-(I5^oE%j0=ki%Y%r>z zSRH43Hen;QJWX*!nls6Gdo*X}iz!ZgeEiYxvdXpV!*-cg&%fL*+sZccb$HCo%vV2N z!LCSYa8WTBHz%`Hmc`H%SkaR>AN#~=Q9YB@(LP*6Ec^qN65H9?nKW?XV--65Gcz+Q zd$TnU`0Z$@o?8VAWX8yvj5A@uzwLbhTL|VJ7#xZm5;E5v1)GxHa&o>tvmMHMLH|Uj z4wfb66AN^O;$k-4W>>s=yTvXz5hJ(jo~Dl(GgP$MyOI;w@?~-V(=ip<811hRWMqH6 zW`sQ?i=22(1_)76Q4PViCUYAhBS@O{m>0Q#ae_cFFfdv!H`8Qay&AXHgpOAx4{=r{ zl#ET^e%xluml0u3FVCpp;ZLp%jI z*q-E6*yWl?x~e%W5sFVNnMzM{-Jb*WE%=pV(C%ARd%LyK+uPgVx=)3UN0omb3(NO=N~uTq+v7u# zzfLN~XC>0qX^1^Vd0zl0FUWRQv)-TWlMsFwa4%K2140P|QlymC2SA=m+1rZo7%=G^ z-`gt$Uere+j=R%q!@W`0#J~~x1hxpB^p^|X`@MsQEH$rZog__G!4R86DJYO)gLbh@ zpEIo)fJK=|i74O7<7UTNj!y6AZ?l<*^H74>;66>ssD^NSF%fl1b>;=8C#Qz;l9QnP zaS{#Eu1o)5v?C!Jy*?5suG_xF2t37@TH^xXbsqxQ2U$5dz$YMxkr9IrxR8-T9391z zSx4f(px-Vib-jHXte293NH0>^=|5c^`rYH0n{SP`Yq->r5~Z{?2<*@Dg0m^qFt@ob zm*fmiYhd_$S9r9f38^|KKfw~K)k1?~=zs)FnvfQ6qLLsJ*-i?~WHo`>IGbHX+%k`d zHf&&})LWCCm9^-5Oz9keWudr~$bNo)K#sFnZ2DWh3kdbZ%!s>{^^q6%7A3}br_5=MPyb+o11TUa*D4h&L4AfejfMQ+}g@hNaJ(gDM%`P zk9`R^WT3RYxoQE1R`-1p_q^Ff&Z{zKR2i}*Rm5Oyx&MdaW^bG*VT|&2!6TGLtBpM= z%?G_{bXc>J5#JJE8<}1(D%MAHTO(o}LwKKQrOrq2wM|=imFj_u*0# z!K8JnH!l1+Se%a)EG+;D1sewkERy`m(UR98!$rVjCo%bgH!lm`B#O2B&Bz1xJg+*_ zc;vi(GPO?2fWvan_26Tk23Ns`k|5ZWPT&*=C>FVk2%>haQS=(k1fmlZvy|1R-B?5BF$n;xnG4W`G zggAYmqm8IG9x)z>Ez4bxjoa9mUF)TgJf5>Q=XO}Z0|IJkMRqm>m`dbJP0gUZLWykR zU{q8T-Wyd_kn!PBQ&R)Os{I-NJ=ExN@jfvzEdrO42bCuUcfQ`f@@V~kW!5irTxvDH z&qzsq<9-+XbkEzO#EAA`mp6fo8E)$mlq^> z<-2BtS|Eq@r{)KCi-rp14y3JdW==deM>x7iSie7f$^c}B7a(&Vf^Za9xUwD!hGVt-&CNc*8Q7ozD zUpFOxiNcpIEaywH8{?KE3Lv05taKoW9QTlzexes~ClvKMn|RF)Ee*inw7J~PI2g4M zd%4|2;XhoD8VXfid8gx_`PsahHxGwpdX^o0`7eQc6>+Cc$&n0O1Cy7QkU(y7ovgdh zlZkl;c92Y;I|kkp4xA+mez?W2j(3vUtC=##2elf?%H_d%y6TrW@FDrcK?Ny_X`LpQ zN1r(Lw9RILKKRset%nMOF*h}V=^?O|wC6q`hva3G`&C*lrQH0eCGoj1nZSES| zr1NaN;}pV90lor&%g_u;J(XJOBf=Dl46e1LtgM)e3wI!|NZgK^b}qZGNBuLK$RFE* zZ3jh$Tw6XF#pNK!x)Aa}{XsDy^SWpkSYRhnabt6$L=_VUNAl%Mq?6NA#Bu%e$3;L$ z2=FUu8=(WJCKQ6J%8G>KqQ|u$s0Cg%WQ67oi^9xZK!y~V_tU6^lGn^|AeLcZXec-+ z2ql_MG=iGnE*o%0$uIoc+IWfM@O{7i_J@80fFa#pa$|Pz`SzA?yvAde$b8jCL7%H< zOWvmn0~=1@SFsv9fIKTe^6N+NLO$k9P}&{RWAraH0LC4!_pi@X8^a?ax)z(=;xaO#0EA5!a6~3ykso!FhL(oX3j4oR z^vlWgNd?=>g2;sG7d9IzT*0ZA~_!t2)U;YE8;-8?EpeN3I=}9_r%B5&RdFz z*R!*;Bj@G?Fl5RAJMt3$cEsiRXsBUk4vzgFi6W=9Z3~vvTudQ?O1&LKjnLa~{QkR8q}YU5u;+_{#zfW_16-BrZm7ZoN;LGj(v*v99*z-3VP9#J`Mja1e zYN~)b@w>zFKBM#pQbBB^rN%CgH)+aD%2?t?=#YNm;BdO2Gj2){+{&UKAIMWz=NN-{ z>S7=(qX!C}{I_Z798{#;-oZGa-O30KVp3{5Ci2dG^m)gv>3asE7}CA#7+!-o(^&HRi>g zIQYqu`#K)NimyPp01CuPCt?KW+F==`XIbhBVk`>RC& z^XpF!Sy-g)SK-B0u6vNVdW_!_L>a+DdddAy_gd%i&kq38k`Ho81yKA&iYX_gI8O2wRI=Nhw={Yd@!CTAw5%wD>p3^#GwTT4O#kzLg>D7Ftp9 z93fA>{Ed{6+>R`XNRrFV5^GQ0iD?&KxiF?*KNYKgmEHLO@aL zI*1#k@m7gx)yDmwboc{nCT5i)P!=Gk(!i~asSHF6n1};m&t`BNUq3l>2x$;6 zj&inz5;#y{5i&vGof9d+OZe57fXoN@_1ss0~T1hJ)D88{e+`r*#H zKL>!YQwP;_1M)WW=%f@Vj4hgW0~e%xy$I&5f`i`#9T0LuJ%tM5Bbok{@%-PJ{t?Y= zd>M6H`3vxjVi zd^cewW9&moHEDjZC3K*mZ1#U9(zWB$J^z=;){VhT%*KulDDgN(;Ny_J_r8n{Z-@{m z#K{3s006bILIr9L{g#GTy9R(-GBPsSo~>a8WkDf+x4Q-a{_$6NoSLDqG83DxO9N*3 z;X`r2$yXTZhao_44v@Q{GAy7R z1zOQyJTG%Xf$*f14>|7~>P(2W+_V8+laYt#%O4LA8n6*QKX~3^tRvY1y)s6`H6A6SB>#ZeEgqs8TZDqwf;&_ZRuh57%pH9 z3*E{b?uJ0sarELXBbU0-+l@ZJqn4DEn0_iKDCnG;BG1gsBx{rYe9sFsGisLYmD}&#&9hV*0W?ns{pgZ9!hs z^g{vgmf!bT=4;Fegk1M5-rPfAS5=OTqiv$2RXISaAftYc4G$k%q6;4Qi1~!y!@~m+ z&J?r6@Wj1J5qV);ax$j4m+Ve2g#m}2AMjtmouLC=(Q&m4tz5sA3PA2IkdaFDu<|4a zB7-s;{e~F%`JYPG_Bd}sUVkK_OdRcg!>X7r4oVw$POqJfK|qdtZawvonYrNWHbguK z9gmQfHVTo4e2Zs3IzR8vm5Owy63~inZ>M)%+zAg1j5(T^8tce3>CAz%zb(QaEu*ON z73H=|2chL2)QevI*-;f@Xn-Qh%IeDj`6=LWl8>ZH6kdOpXs|+m;CX_3%v{Cos!1|STY++u%kJ!qB7vx3k_QMf4r|uEh#*y1 z|DW^@xW~a_m5yp-z~BS10O3nVwNFnvG?y1+ zzrl(a#)q?C`bXjbKZTGkSPX&lsUm!^ULynK(u~=8Yb6|mb~^W=jQ4QdXs{a8o8@~X zfMVb8{{&QKX&l&wNQ&C9A~+0Wm&AL&)j_hqq@Kbdd4K00hQUgnpb16|1cda;9xg6D zrx2FP@FP;-zCk5OxangdNZj+skH+ZYJ+CbHpG&}pUV&QJNEy@G-U#aZ-fH}W(Z9dm zFor?bGO3|C_%x8u1{i(OKpvF!169xgm3rt?MSsaakRb(IDSm(MC*B<@9zzHAZYM_f zZJ@bT|7wx2k20dTON$YRBQH-*Ym5BbFQA6qhp;c)c`fHqsr?XleTOvEl^8YXOW!-n zfx(~P#@9aqilY){GWu%;VhI(n1lAWbJa7m{vje~fbj6y0w0@ggZAlWF@(7Gg4IV*? zkN0o&5{ygcmeUP9h|tAvx#2llj}f=~49L?bAdG$}t|FYNdg*mlugi&$2*7n^lk*42?6BG&(M@N!3Bnr{^NI#;j)kY%oc$5I7fx#>Y=N!hs)2<)`NgnjKJ48DIB_f&ou% z_wSSkB96=X{bCdTs?3lYgF;9|5$ActKCGVs2NAbX6|ta|iAO6jH=z%9n*pl;HKGz`$%~nPRNg`c7#1x7U;swVYUHEZL2>xC zJpdY5&pYi|*J|e1-n`TUKqe5FkW$l(}$XXQ&xFu!Amb30fK8&(AUErI> z0kGG^5EMBAY*Kl7iu(xa)rbzNx~f^;Kb&9|F-pP>0vqoi5#iq(8L*Z4bBQ4Z?tknn z99MWO{tsFhkU+d;bgDx94KcTEDnb;_Q?IbzUh}4VtSV5Q{IBQRuCTXfNi3!nL3sbk z)9J_RYVIoWE~g$WGyp6V_t!7Em6exLC|CArCs%|ChR@)eO>AYN&BS;0`1NVZP);%!YKrdvIbuffFkm!-R#Xdd78m5pAX@2e_;h5$crS`X%H#Ta>#SRTru+q~HX4 zy08gjvYw_IYU>@;GL)8rs!#(1hXcGF#60MH5=Dp=Xo;VW2D#m{l(HAR@e(brwGPm! z2afDDC|}5D4G&qmxKva^l&9L5#Dgr~Y@>D>;^k$yDgnM^V#G|p#s9)Y^uI)kH6zp* z;m@Btb}LZ^lK`{?^+lV&%gGX)MDADfFw?Bxy5@ee1(n7yGt0SW;swZe=P$r83&74h zolWy7v3kFPAHDY_2W4e8fMDWkD;9mGKCnzwjDWIMvR+r`n4o?u_zJ%sfO{Tm`&P7t zwhGW`kpCFec2Gq`p>dK<^nY#A0jH10OCc4~9fo4yjYLWTAlfEC%Ejnl&n}F!eJWmW zZ(Jcb3v#0=j+GPB{g7L@3kW-EC;-ucVh%+2O^Un=6?Aa40B5wh{_GPjab>Bv5TU*u zAUq?0-qx|SL+`W8WSF^#{R4pGk&axa)>4hQBO#aNOUBSn^cy3sRev# z;4#4bLva-YN^M5n=<-=&w6BvmrGUhG4CrYB073=)?nD4%bUrYx*WykDny(5*07Yi| zp~0jAodBIhVf?P-Z4&2_QxSz?<~8B5ZPCk37EZc2W~yhH7K_@==Y>l2;P5N}1cF1( z(eb#lB@nP!DF4*70}jg=B!S65R%SHV0$K+@e?7Yoe&Q>%#8>K9BCM zH#@K|dv06PW&w)6{E)?~O@iDi+XD$lNVYd`S)Wyrkd5T4KXX-k|CZM`=Ax05@=*jt`acVKn8Y(}!V9%4Li6$%`Ro?ptKDHqoLPXO0JtdX0{cv= zueX;$K;XgO-Dw#kBL)O(aK7Y400^3x8xeZ%BP6k#qi&}`zl&8209}8Z8xQ>6Tcq}v zikvgPyKx6Bg&uHh9B)+Oa4XxF=$~kt81{Wg0J4uE8XB7W-Q^bG?DRIb6{Ldq8|9Rg zWE>rz0(ktLot=D0z?uR5@;3btJVmXe_&t$ zG>`}iVuF4Ofb0K9KLy8ay}0O4T>5ALnYj%&UI8>&{MzQ}?Fu{0oxX?KOAPG{u4vKp z3|lItI`4ON>TzU*=dUng65FFGo%hvF1zbP?xzaf?&peO^$|}7_33g6c0Yv<4^bt!u zQ=*Qm!Oud4v9Fdt$G3nyBKhVG@#aX@{eV-R8hef!``{A|Hd2(`I#`L`UKT=yeDHnb~DrxF6h?u%c279Y+o(Vk>{MjYs4 zfRCo*wd?UO_5qDEpo=;04BBbJ@M(nr)UO*#Pn((1#HHpd|9 zj1DsEp#;Ax5mok1B4$fWkQV5yp<|iBQ)6_86^OgSqtcH6=*GpxJ>WIN1yCCfcm|{1 z2r^lD`JSF|5+sYQK_*t#_2$Dilx)$oQb3?s%zj~>uzC(e#IWHseq)fdLHUEqVTy5# zVz0gN5$+~OG6H<(ZzTaWlw^R+z|gTd{7<$ED^#>-^f;R}2d@hNdJZO_PBF2uB|tG5 z(8Q1+;6K4@IrI#GJ_V$1AYFw5a$md7CLC}eP!10H36@wgEq5PO>{olo`YS>J81I6|y zilAeL>@zMdM9&y-JOXZtE>t|~AXLOS{$;OX7bInr)(tJo6$hOi$lRvbfC}7N9L)nB zS~QRe$-WKC{m~a9I$s5F`6}%VmiL_?D23TudLo3E0vaQ7WoB9^XPU?~M{OuSet!o( z(QPE)ghjoq{E!~86K90VgSexD#=~3N+!lt1B7H>zKo6V_nt+5uZn3rKeHsM-mlbgK z?A*>Q%9@xQdf#8SlBASI(*{r&px)iuKNQvh(?#SK1mRI=ZMWnXYd9Ut2EbK&rh^W+ z77@cG5fD*6g1{vD@CCj5U-f;Tn?B%rL*eYI^`FnmOYZM9yj&TH43X;%9uoh~X(np- zGbMgwk0(`rJ{bGAwLs6p9I#bHiO0#pVI%By{ZzB{5BPsjfRY=hMk41pIe?vW+i3?a zqeJ***7B~F*Fd#5h`uUhg5PkeK_e%PNU^9?I(#D()4!>Qe4XnD>{>hNY2JY}*o@*- zfU`U2?X6iUvIH1}@WO%hP*-YtwvNqTik4fQp@DW#fa0LE-WLp`P0x?IaON(ZODTwOcPmr>;8I_B+9+xe~guzF192h|B6NL*6)Dr#ZT0%Ct(+5T^yb$deuZ}b zR$WFRe4?FB>pNk>&G)3QKYi`CO-$PsU;<@YS{1v~0kazY#$WD7wpY)>z>&>o<)N&~ z-9UyA>x)ug$q{G3KSY6oq&NR$+x|sRj8m%5q`=01hICS*N>r5?SXyyDEmE-v;ZstA z0cqusS>z!<(vj-E-tec}9)?H5VCbXO##AimHvMUStruU%j zQ(PwLHCS03lF!sH>WO-#UL1<0kfz|RQB9mr)L+}SkPMev@ zz)930uN5~6CzORlDqA0t zIL%0UT2Ql8ZI$S@p5jB6FA`2#SiV-54BEBG5|RP0)9uX1fKAt=?w(^^*XS5KkJ3DI zkR=1Vgz6Yi0cFPqxiTge=#v4vi3_R~Ip!jCf~o~PP|5lAgO}{uffI%WdUzrOumZG) z?3W#j&4`zSHT6cc&!Z=BDRnd5SGW)RAq->!MMnOLwza9SkA;5joYiH?({$pH+Wl1%>OYf`9yql6c^sY={7EMEywh>o0k$X9=m7Hm$dsyD)vXGkM~ zeOQWh_(5L#kR3Z&fT#r{5e*@PI-M|$=3%V-LhY%|z*mxr-j;;{)v>!)Wh9EDbU&7Q_yo^=_en=TMzWB)3$*mnCu$xg z0^Mu^2%>*`=aha0)bPxddK3Imat?h+q`o+mB5uWg)JN^Fi!YzbBt$fcI*6CjdT4*% zKZA2Ipm1IG z8A>HwR@FWtq78@3&q{jv(3_wbGWe6<&xd_W2#BNz$nr&ASd1cz{sZhW6wic2zvxax zuj_|pKeg!3MfD_1o<)d^NGnjo4_A8qlkKtE0><_mRt#b7*2uzWIa7_fdL?;*QsT@f zQf5W@sL8&j*kTQL#A3Ep@x7oanRDj$S#)g{s*cvvrcB+ynIZgKMwRElP+D@YQ9=nY z+7#)cO`|9bT~`P=_+Tc4N&-t=ac8Q45T%hAxxt9Emp;-KFayo-Lw$9&;>v^$7u;3P zw|(TxyLH$JWIepCo&lQnBb|;wyyfx^R>t_N*nHW(Bm?!Z86!x)Srk zKSw`Isvin{47!sHJ4s$2EBxfDVrRxh8S#$(`fRLZ+fg7VS$+h?oVUlcwzJ{I@=NJB zoVU;QJ|sE4dq~a9O--a#p>dNtHnYki4PfeUD$?mD5(x{0Z$ZJ(=|V|@rKCzTfWNXO zx~-i{Jp0x*edhvO|15I#h6+ktnlw+De)tTZh-mIw<^3*tx)8GvnJDPkmjCf>p>I33 z3OO=?@klCfV`iR@7?0)+VxGv5iMqi)&8QLlP1VYq9%h(mMP-Frk!yCA63)!lvtMb+Dz zm>kW|adYTop0*yC;X1tNOn`m>dEtl6sV9c329-u&m;qDfWED3OGgO;4a4;IRn@^1GerZK`xs^sa+YMwN zEKMqY-JK>V)}he!wZ?>^@U3}HZym{XPa@7@HE4`DcyWY=n6$6*Sb zkSw)cfmQ+iTt;n65-GHLJ;gRxo~)o<#ue~y;wCV{ggpaZM|d_$YtdlMer&OqG4g$ z6i+91xq+T3VO`WN@S+GLnX;@QA%HOIxVxRh(V`W@{k7o}P>3I%OnF3-d3r|{MVlbi z&jjU>~>Xh<2tC>cVQpuX0svRabNxG{$Z8>f~ctH}WgM6~Oz zTN%fv%FTR$T|4Tfn0uj9i~Q@P-GIhf%fb~3bv8Fw4Mw8Fdax4bFQw!iRdb2w$W+7} zy=)hn_u^S^Y2sfMWWhaKH47lv3klzcgZhiHwQIMrVxpBbs3(qm(2-M(%g!5b(A6O; zC--vj)01i-mw-B|)41LK{(hhV5O4j+2m+NB0PTi=0u!pI)gB2<`@N^}3HKg1f2Uud zZT?oz{&m<)dvO67P6N;oS#{DNH);3K;&(Et7P^1dy)PkA+)JR8?P_a`HBG6vY__97 zVhwC!R2!96-0hriKFyP=P%a*+pQws^?OOwJIMW^3VnX)X{pheZ3+uD@NK;65nbe$2S3R;qS`3l~J= zV6qeR#~n|r`{@d5U{s&qIO?pcG-YPk@VD$Abjie_(KmCr&zmOR-QIP#u9rEuC^LF> z)hLHaiL0n7iv?4XJ_Jo`oq=fX8;Kg+zBlfW4p1Xe?R9R)p;LzoGNH%yci{g)pi-$X z%Awmp2pMhha7I+HoNkTqhdU*tgR^ZpLgTq0nTMptzMr0W?I(8OmiWp`=>1Ei*ervy zb+=F1mm5U4iuDHq`@w~MXpdf|Ysd04Bb(?m(0-oY-;48Hr18A&M^ z%yaGYfFwmPnu}wj@`163)Y(OuvW}-+i3nI*^s`!Fz?~tWZco|#O5GeS8Z*JLrWoc2 zDYlP1&vk82LA4r$!UGBMw`VZn&eGm9j~YiFXJewy2tU z$jV}Z8hYJT>u4Imz}VPWo719i)w>uGOU_V*;JP=f~-^%0mb1HxS-ExB?ramuPL~ic*#w^6J+gea88eJR| zl<`2=1l~?|RhLmlXB`N*`qilBeO`P%@xJkFX7VKBV?&;+q+%Qi4>JYL0a^4_wTw#k z7fHox5~oO-Se;+N=}-((nr|@uaOCq>AK5snyIbE07azXhnz|D-il+h9mPcuBc)vES zVpwF=8~2--WSyM8po$BDa{rVK=dB-!sn0CmtXfm?+i?tM2-gpN0VQd2kbKbKrGAkL ziWg-e7b~Ec7V#U7`~NBB+~c9n*El}XYBx$+#YR-7)gYHiJ60}5Xs~3mR=JPcl3Z(4 za#`iFWn$fJA-8N%tcb}qiHeAv%(^sP*cv9fOiXT_&#yiI?0KE@$9Wz9jo0}3&hPhq zp6@fy^ZtCun>T+ysB_A8OQxZ2Jw3HJv{TKgxo~Xeex9KMz9N_OSXo*U_t4h1rz1+q zD(#b75D9;EGwvb3Ebi~lKxcEwbTB1x&Cz3NJL57Gw6wGUx50NIbAMiDrUa&y%iW$& zOgKHA1Rl}4kDoILlfoSaeY9zDSx6_id;|M#9(21$Pq-*8DO`j~4lnbtvW7hWOK8@!N zvZ*fk=@Or=?4Jnr*ubbjbP*hZW zJ(_0w40bB&3!+y;wK{>rdZM|xTfMz9SV`+xXO?;-uReT=`F8X!oG4BLTsrWw5D36F3v_)cDd; zRhXyrLgxqDn3rMiE+>t(OR<%Wl>i?(*0Z*D=NXvPjyIvxn#B-}MmG*-9mY#D)d~DJ27Wz&FYB4GP}`v_RMRX0m?j86Z>w zU;xM8>AbeJ|L1k}z*!075{qOdvw#4N)2B~ksQ#8);kJ+LKR*dXg;&YEy}UYbN z@DeQ8l2mNGC@K?ktX9pGwA+@*|vV}cXV-fJ70py5F;R_vbhQNZv-8S)Cr}P@Y^SZS*#>Hi&nYXe<&Dfo|~Ly{iDUK2%%C^wgBv&N4hM z+zBT7tg`V+60vy-i;85FlmcU}Xs^JcP5u4VOiWBHvnUys1XY?Ktt>&pZUoYizQ2RV zQ{J^}SILBd^%Vz|jT;NP4w5#I$)mqi=+NTV)t`nT%qNkxFx}O_G?@oz8dp9GR!+f3 zd?|I5dx+Px9-7-W@Z>9?;ee)yZ`}^&Si;E53Mpn2so`%q*0Q6OFZ|~8m#+lb+ zS#C@Oulcb4EowiPy>9z*<>+~xaV9^Rv)2*5`6(c7GPT`xlf0Jcr{{)e0T@SV zK-`Pm8yp@UJ*qEl^{KV~#*;TNj9jAhHGMVmV{eg#G=O~mMvkBMsOSpj-Kw^EZHRf{ z`9WRzP{CEKhM*$xK)H<(H0*#x+T)|*kXhyC)fS@r*YyCE8BoIU{!8K|jGxWUtbGc{ zssv|EY;N>#&xP>&HbWxRf+QCb5(0Q9&RH{hG$J!Sy#?t+-JyIZn$ZON*)TU*?|3~R z=U*|6H)rn%*Ca+bFi~QncqIVe4&~^8wyj^9!WrwBCY{0YmM*)ef1{y-qtnkFp?Tkv z1*$4R#7Os7-{mxQXi+F%pf!IBsr#)8 z36;ay1;ouXGExE-0=Zf%W-`!@KR{X}5vvTI75WV~M#!Pv%&j>nN2O9Nja_BnY@~~x zaaZ&+bhRz8=lcC?Zr0v)L|y`>ZPcFh)k$2Z2&Im^(Fr|*$L=~ulSUM_59$`ZegFQm zn9%0Ch@p%{hnEu*k~Ig|<>loTSKn!WI*8wPG*xgA(uP0c26LMtcfiOg0Uu|af(O}@nG7Pq*(@c645FwGet?F z##CyMLC1$VVf-8$;{{<_br8>pU(vjn3ba%0GYJVx74xJm@02{-lPF=+bSAUVzRY2( z-@SB7ACxmCK*{e84LQx?;7+=6DBdUW_jB8P&yETN8Vd;SlBpqJxcnU7Je~3De5b&` ztA{Z~;p2Q*P4Yvz-v^t3Vh9ZOAh+g6PUnn{kE%FoLNI-H`jtAda-ipGE~Oxb`v%;iU1m>U@|9{*kOD+>bFOi;>#s(U zH%3QC$u7-NBS#h7Obgp5K>}wHIlZnzm6MMdoaBL_`DytRG6>)bxxD@8T=eq{z8xI_aL_WKaa1{=q&PDSIg98ZqSx2zp3K}u|FEV+b10j6br;CE)+ zM%w$|y;8jj=I({Wrf)%rpL9+sr$H5l+}Lgo{Y{(AFvoJ6j4-!M*02+~T#H zyd>y6efQdpfB;bx>75X1gCiz(^+p2&Mbx{p>)DA(gf*f@JC3C{*f1ARF^Qlcc!N)O z^YLTX!y22YRA3=h@`w*p9GYN)g8@hq1;}CYrqwZ@d^MdLkFNnOXF^z)4%cl&U-^qx zU@KlS7}CMzAqk~eAr5=TN_R0-Ym#vI=