From b98fca0205f52c04041660f1e14b6ba6de741caf Mon Sep 17 00:00:00 2001 From: RobinB27 Date: Fri, 16 Jan 2026 11:48:57 +0100 Subject: [PATCH] [NumCS] Add code (damp. newton) --- semester3/numcs/numcs-summary.pdf | Bin 1476688 -> 1477897 bytes .../numcs/parts/03_zeros/07_damped-newton.tex | 32 +++++++++++++++++- 2 files changed, 31 insertions(+), 1 deletion(-) diff --git a/semester3/numcs/numcs-summary.pdf b/semester3/numcs/numcs-summary.pdf index 1184941463f2aa1da79f8b54ef24713d5a64bb7e..1e0ee4feac61ca62ba573b1a8ed0a07f6bbe2960 100644 GIT binary patch delta 59971 zcmXVXb8u$Q^L3us=Ek;-jcsdVZfxU;u`!?6PByk}?Z&okC-45gpZAZsb?@mpJzagf zrut0P%*N|RX6V-Lq5@a!2}jWUjRMNw6ohcl;y0TnQ?3`K6{S-4LblF6PPZ>-Nk@jdU6cu(k85WwnF{@KJ)ve2 z@b*3*7H^OD%pO|dnG<&n9y9KylP9?-EjU-X7koM0FTKevR}{HBYe;@|r9e;M!`{Zl zPI^U%))6TD><*$@*qWfA3+E^+Ulf47* z{d(yY)~zz>Bw~6lwKwd8nB$x?RZiepZ+rHO?IV{ z+ZiQ${u+veCzEhYnyE?}CavOU-6=pt>VF&TE8S#_j^SaE+;3YzFeOKhmgP@S*Ilxo zPgtNwtNYu(T1IY@ps(Xwn>-5CBL4%M8?9C-iD5~NoTc#^*?<8vP4&^~TN>M`@t)qI z2D7R4BWf4h5QX1O%Dyb*?ZQa-CuRGM;)xlVYO~6gUAD%aNA&1wWRr@NW@%{BAI7Q} zzWT6;42-T^9eg)4jlXc_rrMtTUM5_!+QfU~>!ZBr1@UNGRP1F&;v9;=)iK0uk4CX0 z!i!liDKXd0KdApc#g7OX|9DZWxgL&TLOlJ93iN3l>UusQWwTIkaX=XJD&O1pkMoea zLOhj7-6<`Prln?>bzPGDX#*7bIOD8dP>zYB)F8n?g-ozdRKb=!{g5=L6TlO6h5Gca z429$N=B-jQyC{gYT0RA`F(^Ji$-w8g$`$4)m$AgaulT@E$w!GwERJCP0uZU^mMJ@n zjz5QphFYnQZmIpW(8Z*y7p#u&&;5;@Tav(vezrEkSs`C2>9p|ESl6@~_ANwq8bWW9 zx?-QPe+Mom%~D-@%;%ee{8M6tgr8nM;YFPiMe?kmUzQ-9wTL;;jhmJ`;hzV+6xuUa zrQ#GD%?j8xv+orNfTW2rDzpOPQk7XU8L1P&8AARpl@g`dr&Js(z8UlSW#O&RN;+H`&2 zWB$A!B5la-qL0eae*zJ<6D{7s6&H*-#OA$JTa8MPx6TcR(W>~RF&OEyt zc7C1`kEpK%kAvbZH%NgM>8k|H#oSIXq9~A|JJQ zaKFcnJ{yd5wRkXOGv9p8Oz@+0mlTcl&&g3Mw|2VzHIS}g&Ne$zu_Qku&7b_tYU?zF z`XY8F4GDrbw>NWfbv8G)`}fw+L}~;NAWOn#Ach!xyh-{4fzcqxZ~+U-_eZ1!Ui^@A z$&^OzKGSj(*8s3PP?fr!YvY41^rbd!HR^ed@MP3co#QcU{8oCpzcUM?PtR>CkX7tP zyri zaz^t%Gg6f%Z=6)kH1}&N5A?q-hMcZmB(D5W`sO5wDsquSX;L?TF8bVY-Bxd}*WrYU z4{yd0@dhUdMDql0wQ-+kKao}5gi)a9qu#@aTz$u7zrOFyNgWbSJLUQU7O>QhJTA2f zI^MFx3`7{AU=XksK$78Nuk;*V{h9pHv*N`_>1Yz9JKff?@bwOPNy?%II@ebk?ukaH zbgySo65qiD$Cx}PwKM{tVbluGq=}(BIka?n{>BJpBg+b^`x(K5AuS{bbv7a$zf1#x zvuv|Ks&`dgp-~gJq1Jbf5$(yUjYzeZ|Bv9{K9`&}s_Hti^WbzyIP#OE|>st9*1 zCW>w<(<$p&oPTEZ^Q2ukHEFwDuVV!mw}`*W2wLJOCiG0|l9Y zioj@+X|qcsj_D;jCBc*578YJcoCjQ5`SYOo@MhuXYxN}9r+lCM*i6i% zDaSXv?l3NwpBPb(DvwVO6`n1V(YZ4K>oKdNPLx1aHv(0#R^mi~T&frI)YM9o`seu6 zSP>Huj}1T0Uj>8`KnoQCIfvA{g22q(y~*a|T4Go-{%_Bsj%`pLY29+Ya+%kv!|t#} z;k`WeBidEGj@PmhEsV@z^iQ!Nw)>Q@B8T*lqjS#Z@lEp*VYSYV5XcQWx(oq*De8(R zOt|>~p8%Hq$oPG`BCI+IV7$SJlX!oBkT<~0FMj1zc(4E9TP7{kuVlJLR&y zfXMUoG(=1n$1+42EZaNM2nhT2PNRM_$Q_bWim=PJf1HeeMaQ%rCL$~`=qM;x&dd+9 zRib{>47cI_(*6^3Jq6*5g8pxjQoLbFiK$R-5vZL!5IKZ=pM74G_L53L?w2(uN5J|4 zof6f!bJ`sf5XP4!%I1eBZm?C$pQUH=ynB&)T?YA-Q?Hz<`u>vhU-^&nF1O*lU%E@( zx31tTRD%$OS4!AUc=l1P@GQ0fejr|_q75d^iSMNiDJAw_V@-L@HliVM>9m;Q`tPZ$ zmqnedojskEQzCd95BDl!)2qt{Y|@wed}||N7f)Dmz#8l%fhoy3iS*c#(0(<55*{2S z6%(~tLFg`o?5?tCb(_U*E14Gtzd9Thr+R%2^5P}Te1QXAt+u;UM{`jtXlM^QDtAf) zt1gSOZTGl;yJ9Dr@^U;JTXA=Ly$o|0$yZ5)sV^gxp@#{(s8&PbI8;jqiSZ(NvpoicSE|7c^cap zU-k=A>?>`zUn?3GZ|m+&XY2u1={0wyk}6gCu=eJG$#Di|F9t`=@30!X8FZBrh29rz znssRzKGk|?zLy;!CkISQhPJ~QkK~i3WbThdD@X7XgVlD6`ar1PD+9g zj<2FaJ~@Ws>E60=cO9KYw87(XFbg#|mW^=$ekwN%*BQ)c+A3BCS75IU4aU z2b!P%m7T3mn6S3s`okp0RmbFW;6+jE_k#gz)nXVgeI2ld7*0f~eGAHu%_okta>ZwM~tcytpunqRW zcuZV~+${y4?#gebSuWRAvcfzeE;04P5$F>rJ+i(P{fs@g&1CiogRA8LSrRF+lDd>g z)?si^t+#lwZc{KOIJ{)9wdt6=;H$vD>8F=;?GEFy_7v8lalK!6-uk@5srrCp8fuNw zVv}pAzSeeOe>rS%d58ny-r%WxgiQKS>_5Atsj)zuLW)B0Kz<4h`IhbAcl8&nAraRYu7uxd!K@}HQq5)dq z3KlS#^e9dYu`7btfGa_d2{=s>*CB-*QVcb3u+s5IBc~10H7qjEME0k38c$K~?HhwjX$k$>JNcUI z_)hN^F>xnGP{X~yC<=vmtCF%Ig;$E}CoJ^PJoY#X8u_AR$X|D$nGYN*#d}YhvD0mm zZfqPvgOxQ;7T)x`g*08#eXIywOU!3Km0^`uONX6Xq~Ab;jy`7td`>Uf47JjdmYXTi zOIx&NMWM;ds3*xVjt1ypXvtd;I&P4eLw`)G%tYgBU@^m#qqqMj+A9pNKtA4aT#qCc zf#2MjcL+Dl&sXNg3<+Z-sb$JrgL}=|1%cpjR@?r}t>FGHco^^%O%4p-)|+ zNn>r_A4ouHT$h`#TbAng$bmr$ZSvGA3)Y4uOM^@*-fS6Khl^g3}X2M zjPa(y+lTdDjJK%5%%#hHj=fbF`Ar>`CMfIaMU@QrF)w}=Hf zw{B{UtN-*DnZO+!O3o!Ujx2W)H?mNJ`?s~I7t70~tQgQ91nik_;{_Y+{oGM$6oguW z^Phhwp9Bi=K5rx=p+-jhl9X;kB&WPq6^3CAB;SxkwAr|wOM;PMBVhB5SS%Z(r&E&8 z*(st#2grq#TFmSYIHWk3R=2bc5Icva7I*5~ zoeYX?H!m_yEe^USJ8jq0-!XYxk8co}dx`BBhuSyVk7b}d9WUH_Gd*`swyioik!7o0 z9f9?>f}2$}sSEJ94xCJE$PR7ihnh9dhjYcyjNOD`$96?Y)fBZ&Z^jlN2_f_ek7=ZY9m*o^21bTQVwsWe;A(SH8EPiX<6)lmd zm5mTrq7R*6(`*r^XmZ<}&qQ))oQ^Qxmsb%M(du}#_vYVe2E*-JH~l#wHF>#cvS>;V zdcILi8U6P0oHEj2TyyI$m%SF!&O#EMBRa(;1jEq9^HlwP-g4#o*BCQ_g)FdW9|D*z z8LJUcDhCaZjbCVzP`P;8+zCcK<*ReXz#Mv5l)mK&LGonc9zcSZPuei84(|`UHHKulAE~J8X@gz_8Ful-YMTUca$nYP`o(!M+^AJ;UjWWCY&8lNuh&&p zW^M-8M(!h6E`sE%Am$hFlwFiCAr2ywsn-o-@HwH;W;`Bp6uQLFGvKBLvWY-N`5PFz zxbMoXM1PFh{O^&OL~zRZCM@78NM}&H% z=&%Pm0l{Q~&8L(PT>P^m%!CV4{SD)o{nINjD9yU&w18g~A6^ z9j(($Ik+##6!44&Dwsr&ZmI#9c@!I@9$(?Pmh_cWTKB}CXORlL61+S~wDiJX7D9bj zD3HyjZ>>z#$K4fN%yt&=@MX|!Tp=;R-+4@otXaR~-pUAdl&5btW^N@-ek_@(a9dW- z^%^|2IJ2bW+2A?ZCjp}HLmt@30|utA#0Nd~NE8QY?*|kMh_@9bJ)6BDPEutOm`kH0 zWFQ>PD}}~o8XDeYUmFZl*#H26q(l%m05fSEGz?T?HlQe=){KaFt`c@m0#9@o=^p?` zHfB0It#E(n9GXt~7+?F*0A>DYu{rN1rsFj9H zijLB(6Bk=!iAF?10H>gIv*|vk(FR_?YU!};#EReF2iadoD+9;!p;(?>H1YH>p1&O`0 zrz*0lB3yi7U)BAJxHefRfmZb7+>mrvWfgEj^Hgk}OzNPp9CAz*UTth>)=sqo6=vi) zbL-vhMPZx;_q)&zk6#U1j#~6%mRP})OZKLt(zBvu1a0d1%d~@QwL4h!X+ym$tR%|S zHl+=9gqpi$3zsW>;$}J3!!0UJe`sJ_PjUJewbfyI9a!E7b9~Q1?}$A@b_0=5bEYPB?2v~4ls4z<#j9PHuA2u^grK3~-oU-#qQ;q= zz_ht=6|lUffQ#vR<_sys56EqzvO>m+*n;HHVR!iXw~rr)G;Mgz5lZfYH?d*+FtT@) zGJ8raD(EM?4P#!wDOCI_kKYd>+F7Zx{8zOk61bEH4NGw5tX-eci zKK2%$Oa^yH0*?iST#(V`$fy9<&jG(R8c4}mpfIz6g{A%X2SNZg3&ZgKsJW0G^T6t5 zK7P`Bgpup8^5Dc_86)BhBMobHG#krDyc&7Z`jUqlwL%FvS&$%ai4*JhB=uc>#PFhi z!7}wh?eZdmTXnGNP+*nF(lQ*}4Ew>iywl`kaeOc|LV^45n?B!>)45xPrq~hI2*D9z z>7Onb{`f~sOA9_mLqSNJ-MGC&;8+A_xe@5f*dIHKr#$D`L|pzRwItr`C~`PEjqiuM zKBx*VAxM+wsVuY$gxJH@l8F!KE-Z84@T&h>2mXLrfZ50=Rso{Z8jmZz!t}Pawe3{j z43&&mGv_Ru(LRnuljhuA8ncfIpUZ*QkmIzfa(lI_9O6)AWkD>?L-3 z_Vg6-ZV$9U3mwWIStH@1p`slnImr6BpD3I{=XEO?nu(I_%J|hPs|`jVSJKQAz%8Ad zwdTCq_boinK>}CMV5CrsQJY91w`LdzK|h4+AZi@722*tnYW?Bf;wR|SCD-0wjk$0f z)>dsVd%z9Cur!Bw)xQo-=Ymy?H!k9vv-DYvr38|V6V znH&_^6xHZ_+5_6vR3JITUG-JN@*c>f+L#`l)NUpox`B^*2Pfoen1#WPtA-T0T1!qF z(}KB~x+c@=a*V{-m2%d>;ZasT)3d8t!<^?4-vh+nAaQ%7eH!<^nz zX%3qDj}41cmDYEQ{%c9SId;I!{qToaNGF+lk4kj|NS*xMy-Ho%$&O0xS1jx5Z>tNN zA5n&rnl{IblavHUjQ8Xn!+O2T$sH?G8t)mI&cgJ*RoNR1l`Ap$)92M-elDAm#C|b` ziWv6D7bhVnXJ)$$bfkTi4z-R~$1m-+?&jCuBoZ;A`qO4*Z!M#u_5?63k#qQB7p{wK@MX62yc;u21F51 z2Y)Ybxa>G_=AZf`LLisd!GV82Lpb4eQg6F8Y&DTZV*C=iW#LTyKNl?sCKaE%+JWSs2ug10&RiQ)?Yww^w^C{qHVn;Qd@O{ITq( zZ@}FSTF#>PFTg$yye}v)4-%v0`ZxF?2Du*Q{U&$PiF4w68E2`$K9O{Gx_MUkr(uY_ z?i1-3j?kdn@Bd8)A@+kif+K^0{QJQbfw$i)FA#HNedFhtTQb+YK~vguHx>z&LuA3s zX(g_&ACGnh&)kMZEY?ohDMz0#8oK+&<27d+1LvR#ElWfFoGyM-VaDv*SU$-#1*)j2 z6{VipG4#!@3}rHO{x%PCZWdLH3aG}VByLL}e_=3TC7daR%CD!EDh?Hfn;+QXz{$gC zK$`>hl0>rs#EWR=$&h^QNi)-3)jc7oAw+4Su`B>4NO3};eWC?QwR=RHFP&XZ-Q*p7 zW^P4KS8$5%>xpT`5y@7N{?c+?J|TFho~gRN|Eb1NlVlwoDKTBGKjb0lW1=gN$l7>B zAE^Jz4Dw2Q1wYsy%Qc*?`bi@NJb@bDXsvv|xLoJHv&NyB+K^-QYwo@^-0wJ3AUxjM zH(tgX6=Znh`>lndb5}54E%xQt-MV?8HK;a4@Pmg-nIh+wc%vf(cKAav=~L0Tuy@43 z!&~2C2;BmvK0tAuQK>{CV=MG9dv0Xh0W}8{do}Cn@5C##K5LY*$(8p7tWK!DkOTb? zX;c&*kIlJyM=kadLpL!FfclLn{v}WQuqXewMYy0bXVM3v2dQvUJXoc`(TOXg7LH*Y ze8kgCMuuV%(34^dGDF*F9E4}rzU6bf4d2lE(c^GzrLFZErdHAj@7pGvy|FlY*oo(q zXJW7$H1L-JR__f8#f+rUA{*PSmW>(l+&hM;FagGW@Sv}VO7z!vuQV~Q*)Uc*Dg=?L zgn!!?c@m3kw8>P&!y|lW7!Mcz+#syKH6QarELE5gS|FZ@ncQ2OcmWo!J}gk;}AFwkWjX|ePW!Yv7#Q`cRhz8eE%n4v%5H)Q?r5EF;RM@ zF7_6-F3&NsX|Q0z`4v_$l4T%_s0^GMN?ivo)7e``@8aEsdIJFU3qXAiV?|Jy$J9&V z2q^{0$Y6X?eOa+Q%)8Ss&|F2xuvYyG$GI300U3;5!{%cJ(<6VTv%w938z$@>b-yTUomd11qU7p|1ja{z z1CSt_Cb@{%eDQ>3+%I$WrA4*tAe$z@amxwvuOAm>IDJ)x0%lfUaGu=S5KV6tgju-F z{qYS7u{(zGmG@buPurS+$iF#QOuv}((x3-enBdGU$l9pBA)*OScChzj;f%)|b8gU6 z31>VfQ`lXVGIRUh`XaQJh;dE5-&q8DIfNDpE2+xyJQG}nyd~C?&>9iIp0R&D4@|;+ zS!YAd)e2(6+IX{~cl?Rf=U(<|YMpK{*Yq@A^@Al_do}`Nt}mAYl4?YZ4Ua&;ghqT3 zVLb;-=czy!sdsd3JeE8nK-%354lMViu3^FDqJ3RTq%#4a>#R;o z%4SeB`nXD5^B|-#e@TYozOC<3uy;*oYVKjajl(@JlcITEa1a!n^Z8uu{P5c|yA=dC zHu9V`vt2Y#n{x^W+Q=sF?6H_RHM!poTU`nWbIjrN9@oM*sK01xo~N$t4wFl<>z7F2 zB3V0z<_HQbf-S6@NQXlb2)TAfow*?wepHYpsHOfq_+h{mX=_W!yTk9OxP*H>}YlXdz;c85QQ28|(;+wN|Fs;-JbXjHiJZSdRvOFLjm~6RA zV}sr)nO<}19XM%UeNBZ}TLz;@&`QJeqPwNL`#>Hu-8*2L=s%jklnDH-pnHz=2L6Zy z7tM}!DI#!*pBdm=*Vl<=I%6Zn2GzAVZqZ{tJ zM(!eA8M?by@^E(z=e$) zOt1>R1IK>_G{7n}g;jJc$g*+XiD#MLT1y~nNX?}6E6VUHN~n54w=$_U9j!8v$o_Dc z%WH)NO*t=;(PC||R8`(hjc`{G3H_w79oN@1$Z_qP39}@G7Kzf<9=BTBz%ReB!ez+@ zeGXd?Fz^DpwM6pA#z@1)@QS?^vn8_a73EY7`COm_dO(49VQifc-he-vrO;rkDe>U{Sj(p{+TRUU)P${S!x!+N^<97~1v$ z3h@PGOxStkfbF>HW@7N^_qup&+DO`D z@Qedf4MG0;aZ5>!7fH;Q$%t=T#yU5?sA-jqA=mY^$3F3a!!#oW(GmGU+LJKS&lT&M zK%|PjWbN^=>g$ot^J#q1_GLQnq@_4or@dD1xh=YeL>8{@icK+f=Tn=Bj>A7o5=%Rc z`_hcFs{KM-WrQYh9pRLZea#$x2VV?qF_pi6KHDP?Cr9KtL`h?&h_hfKGT?JuQi=9B z9b9kb&6omKU?AtgDWN;TVm$_;C(=&>f!`k(p$PCD#1Nv=#@3xMpQO<7DPEpn73RGt z_rXyj{u4n{Y}Vq0yi4t12l55oyVmM%}EBDS}njC}sn5a|Jz zlOwJ&|G_#fT6N%1o~=5ZPljko{ESltnZt<%&AQ;*PZLBD2*HbAA4+)@&P5d&rOF!1 zWK}a@5O@&`Jqj8kI00yg_4vh;<-lh~&!BeMm7gUFD z(9+FZUt;@i>j zd6>>s<;oRH$(nYK>$d0q2yaeY^oi1b`e4$KE5acD3q@>srcH?HE;&Jx|0L_lO>AU- zWE$0z1uKRZHm&nyXiyDl$P5&@?vvtjD92p5WAv%wN%13S!8Z~*2e@8Nk34Z}lG3hb zd5pvj%Ilc4KdpE6fV&xrtKLR-N$GYUq@@-uuY>XXTm_f!7;IO;(zHL7`rG(Wc)Bjs z;}-s@bD8_DxEN*QQ7qDK>fYHkE1=HWrHELk?`4KjGkC)U+qQRSS2q#GH#6>tzQq*# z1BJWvy20!U3>Znh2kd&|@M=R$85T(HAkNs$WS;GNcI~pJx5zw<9wgS3Vk0foGvIVJ zb@vpBr98dnS~jri!D-p0R8zjS=zY(0)jIrg)z~pgadl?5(gj974lyy?!1Ar9$kyW5 zt0JAk^C^**(>9F3%X4upd_o-(xkH#CXF>(oE4ci`MBZTC1tObOiC02NbhY^bUAeoW z)$q1=5qgv zHgvc-%4t>-eu_g@a(EW{%OrC>1)Vo`K1u%8`{OhjsMCgUZ=k1V((O!CsHhvR7CwLA zbj#t%!b)=G12im>q`IpEq4o>n8gH8lSrG5v_^C&|KYp-M4UCs;4Droq9;0`zvEU+K zn?N}0aM+Vq*1Pe<(0C8MOI|DNZ0a|k7#>vKl6j_GR5%gxtEX?`W%l|=T#^CHHcQW} zulDo0{P@;cx#yu$AsTqi$f5_x(bC#$Ol3jwX9T1yMXNhxJ4flSd4Gn zFs;{nLJtFto2Bntl1;O0|5GU8mNVcjmNO8iI{*fdY8@mQWGta7$A4NUstytd9uNsC z?0_VL5M#ds8P6hNw5)YN`oa7s%mN1>%}^lO2$w%Wr+*;{ARROByZ@sS&Ow%~Qb$)f z+AeW7xC_z80?k9(n6Zt&hVMUSg~>rY~ArqaikxC>KNch)aM+8gASmYX(&sc!&PP|rL98AL}%D(D}8(egBp z(1Asnob&4{P# z1B=85g=w!A^q}>XR@su`t*=3cr243rFR-|v(wP4iT46+t#HHM+Ej_OMcX+_K={*Ch zW{~69Lq@!GwA%82|GGlyKw4B}Z4y_@S~larFVM)_!fh;beWO z{!i;KG)^^Zfx9mlL+*g{{|Nbdh*hZIX~-ZYJ46bI{;8|~;7B_}40!MjI8crUA}M4e z1RT?U_@W1*A2h{v_Ahm&!zurq4McbtMLr{7rgcnq9`VKtr#fl4Uq&=CZf;kzv**th*?OKL3rE?{mwaV{=i5R zYb7t2a+JL$?;(t}&vH8|^W3{H0N^R<`~L`_QaB_`2sU;O&`mlx9cbJR5gynksNOCK z+YM)tF@4XZu-Z5!kI~}S+A(%bF?y&&MwrOQ|K$ATjRPr-!SV0xASk@Dw-Z5J+4Thggt1wHE67tN2`t4ZgKEwi-pB$}1$ zrK6fT>Lj{itf2n;gbBPyaT{dv>B#bG8un)txpOI@h&bgRU%$r<6dv8)1`wJggUTNT zc4s7V%Kk(VAFM9kw-LNYO$IViWirSMW*un?X%i4bLdG;Kz|HV@C>c0AR-@K8PoZzf zY-6XMe6yd@T^{B8SVK#Wq0clop?V~F04U(eKnoQ||1tJ8E!)wbNgG3b4V})=I3Q-( zW>@cjmyY%gEsKQ7i(?>y#oYX3RiF#zw#GQ7`xvNb7V+|LP|F7u?il6=yE0(E@c_*E zqQYW%A!|$a!4Wc^llTIP;mcQ}gcfz@ClVAqq0tsyaJd3V#}2?+J-#qCw?nfDN5DJ95{%H!27_^G`NdQ**ix}8!C(bc@8XQqZ zeL@;}TATS(3k-eJfi*`#MYBKg3*a!tKiUy3_L$ehVtP`60S=FBpJI%8Oy^d-4YLDQId@Vx4)kfM(6`Go;Kd-J#D=g z$3&T@*TaJk;2{6bs;1tJp}@?3EPVffJ((4Q<}fqNK|(E=JXXdHtGw-=75_B%tsm{M z0$(OL82~&f;LX~Kq3DbB`LULY8%ps9wOgE(IGua~#?iB9eFzK=y0AD1%A~$>6Y5QQ zFR*!aLA}k_lp7x_;umjX-F@_aFv<^ZSLJ9-qh+!_@G{YmzGR~3ALQ~`RBuE$c*OGO zU1}^s>u1?7j;>fuzk8tHM2i*1cH|+RgUc0!U~GUg5qN-X0Xnxv$g?mrq_fQL&$Q^< zABh8SsQgi%LxgBZnmH#>XQx;%7JeW8XWpwXK{f$*8Oi(`3%@7sw3zV~^2Q=-9vbGc z!kO>;a}e;*jam~Z|LCr@bhQ62r)_pyI~=Q^CtyppMWg>-r*QxuuEFK;FyeODo|6g3 z^`ZgH#?oix-cU#OBJdei6Hj6StMGFFAo^V|psydIIE^0Lr7v!Nc9vpr);Z0=us^m~ zz}p#3V;c#BImH-56Ok^S&IT$nGNs#n@n?F`pLh6oWST-K}gfoDTanN#kCPJ zf&-iGRRVMtc5A`n?}W>xf4rK!Y_v=YZdUH7sA4wSqhZO%V`$8orw|R4z|7G{r0Zf~ z{7rXW)`Z?h&3lT%()G2XiVT<<4t;>;_!Ci8^LMK&1vE8uYgJJu)bsO25;D7{jE{S| zgh6!VCj1o|b+0=3Jbmhn%-<>6i=1inK|@VUS3b9$G)T!S0TEK9)KBD={d=g_5fMWw zdZt?Zo;T_=-Q{!jM3Vjnh1*b1*Eq+Z|z;x|(0x2^sY0 z8}x4o-1pwjv^#VZhaMwo!OBjsXKF|xD&u6K6Ongg1>qd5GSr?L3C;HcVey`Oqbt3R z&f@bld)D&({}S1IN7gN2$Tk77T*|xN%!f><75#}mgn7~jS<-U;;7)fO`jj3~j^wfz zz4TWg-=jbFRyrWy7P7CK{@o?5@#iV+=7$c*-qd%qdUY}b(O@D7l5{M2*QK8s?Pf6& zA}zkIW-Bu>$?BU6ooyti3VSPsw78&tTjj$P*{AZo&)%{Et$30#oreLi+v9QeM8jwC+h09oNDz~|T86xG79tYGBi^wZ>w|f;TjBk>ysR1`0&Q~I_8-G7wPeg`%e|+8m!?DKf z<_M-aB*762p}PE-|GA=aiq+f@O66=#L+4m)9NGQIQ~kD7_$}0mGxYLR8RM!eWYmX4 zvSZM7En48a1eVjI`28r|^mCaz&n@b2HKzjfsb#ZtC_TP=jU-Y3!Nlh@AXGc`gs->O z?KVnL{#R~+)7=@J1t^*1?dHim!{P5HP*z3WuDhR7YWGqrM4)buc+FVV+Ytc&1t^{) zf%;zy^-qeB(gH9b*xA_suZf}s9uVj_tVzD=_XG(W?kn)52eVTIE7XlPk1Z}kkN$Zi zMZ#_r*QugaJy7BI|93TFi$LHzy19;h5K}E@`40D%?~{Z@oy&>Q(Zl&c_)3Eok(($c zJY5zF{Rl!rZ~u)LN~oZRAVYTC9rptjQ=&w2PFr-{OPo{F^o-uONl>u?Q0Kt%x-wp< z^F`=xs=0cX{VzkOA%#n?#$K!j!a2zXEc~~U2Ih8>yuY9CGFMM7T=?C} z6R}0l46Je#;a?RgR5($~x^%zykZei;eh(HC<83|qQ6ypb5UAj{c`qR!{sD;CHZfRu z-crBRHsP$04D-N#b`UBF@X3xaCGw4`yZUzW<0X2>ORuWH4b3vKGvU5=FA?l!c1hbn zrcT^S*IHTVJW%zQfOhYr3Qc~<) zKax&B+iwvh!AvbDLY!AFT6#Znx2qY@ly@q_;^CN`-J*YLba2)_kQUh(@+E|qNiqcL z+ZS*FL%R=fT=t`e`RrVEkEYU7|NFv|7Q7y6@!t+lM`DQ_bElFPeQKl&e6QlWt0dcW z+ubVpTLxMDT66W&%%>ZTWDTdsaCO$SlE3xd;Plm0>D~ZzBjM_162HTyUG5*lcx;eu zgHoiXuQw=;0!YCxK-~#)VSgH`6|ffEKeA%LPo@eawqg{o2Kimptq-a$`*J^*x!*9mH)T7t#p!EG-+IVo=9dM zA{8cNSCa~KNG)UsSPQ}-o^sMqPZX1S@-GbijL}{nEuboqWKe^OI&KmtyxMX`D8LTo z5W7qKb=_Q_VX-+0>XwGzn9}KsC(y%-7gnN#uM!l!Ol9nI$@Ynb!7R61AR5yUEi1eX zoeY0M+rzKC(dDil$*nfs-}hs`-ZzM3knh$3ppDrx}bQ#6s@cC4{jYN6R`}p#4$u z!=B0V+f z;OS!udXr$a5rU1NWD~)b-y#%|tfTMcTsA0Az@HEgg+WdL8vM&bWbHYf` z^~E4o4rZIb(Ex^Sh2a ze!-*@?SCgRc-8EQc(tlLD=z!x@uC8Yw&oBlqPB7=TtGZLWbSM%`;4HmKGIU+Tsj)= z2z1mws74UiP!@A=y+`m%Cbnaj!gLQ`NPWB{8YWB6)a6-9JCY|Fq>dmFH9@&ev3d^S30 zBEqyUFYV@--!CMx1yP5LzmwS<9_P#p`uGL&VEN-r#hTrJFpcAaXdflj6U@lJ=d&@D zTyVGB7D&RKBU!X7oe-PB*4NeD3v_og-%snC0@+XW`?Q#s?rx_c?NJ><` zKF@mOKbJthw8|w+p7t2?$R-#{hYkQ>_XtAO-OrWrx$;%q(1@t`kJ{|nua>SPFsrH) z4ro49A8))_W9lc^R!3!ZKciKHJy)`f2A<}@GHIh%elRWSWR-NN^o=Pc;&>4i1y^&ReH<#ToT?dOr_=McfvW_XIeFEpKUpr2W(4dfT@N?)t(NO zq`xw#yv%wCrS5p&^tI;9B02uhj^TR6&BTgvBGLWT_ea;Qs-V7|=5}TRV1Th~&(aFU z!U{C6K04GrDBl@PD&+*uzXYdvz%NCi{eiI~tCKrUqjUMBYL}^yDh)7+QkI?zesH^F z%iqmBUxT9#4l<$f141k-vBD%4;sRL<1VzO10E@AJ9Lx0wq zoHq&q?jZKvklz#vODeUuQrwI$tEV)&8IzY7YVM~@kXTm*sumBaRu&fmHtV*{rSEA8 zWpfnd1b??sC-}Ab#h=enME#uz&oBFeuqqx$C?B|kp-pg<2Cj!hH$GqGMi1{wbgvwm zt5V)7ROpRsQ8Aq_slc|gGIM9lUn*3Vy`RyPP0k6Ko%R{ID@bbq7Vle8ly!RL1y3uh zstWpB7u-~TKj;@RPh~nDxOky4C-Xg>#3iDRIq7c=Jp*1R6bpLKjp6kUQ<7b+1`PzI zS4m;}pGNvWfnBk`JXb>4d0#HxB=IMNm&2tqS*oFYT%aTA5~9D|ZDRp8)4KuY;?>^$~*654Qt1oXa}&OSSkU zA9lsho5TI3l7&V31Vb*>Iq}kQC8-}Swe4#ZrLSWHw~K;G6a`U_sC>kte%#fg>-3}* z+_?621rly_0RQ!>QFLK=gju}~9NZoSmD~AIS*x}6qQ=uQ z%>gHa+wcut?v1E`@42{fZa}ZyTw73#%h0eFaRKK9h!DU@f8mpR^vEFobdory7cPzI zw@-wNKKxZ`KQOFptj*iBTlvb9PrE3M-gD6Q0h3?W0kUsTad2FWy}3F{Wh>NK_D*14 zDX-vJpM!@}X{^pLYDT}n`ZAE$;f1_J&bat{Qbl}w1bj4F_H=1FjwTigJQby%w<+0^ zUXthwK$4wVDIdgF)#@sG$Nhzx?)O3@6{R8|wQWOZ?Hj5rHMUY9b*djZbLKGJP5T}6 zt4o{e8@q9Ni{9?jiHG{Fu|cd7n_D{g=>YlETwE{XR`#G#QfNcSnw9u$UAIvb=L+me zy5h-81@Z93?kww(BHPobZmZ;>S9+neO&^m45Js2Z-ON@O1Pg?RjHIF~XXvv^E`RGt8%Mj9y390l%Qp~3S9gv(&%uGCY-ee;$wmnkG6`l+ z6~ddt=L=R`kOS4cJjBpe?RR|t+s!($OIe29syVaghK~x1*o>+d`X;?A{oe4vUn=kn zg70a4q~UD-WC2@i0_j;{7<5PR#nkhiyjK9>&XbM;yJajR|N7vx->zmjQ_+5ry`dW6 zgvS0?4(=jAmH;SP;BSS=3sl`M&T^Z=Dy!m-BqE=9?7F#Sd_iXi4i` z)aXG%PJ)Re@g^SV<|NQ>6pA3tZXUUE54$-C_9ft&>h%b|-o#`oA+g7gk8QYO+Qbez z1bQrf)9}ew#4dZ2e6#d?+oHkWet^q((qa91UZ%xg>)iKGB3Dgd2 zccuQ`40pBVTa0W{jQ!)&C1W-29xvVA%4fy4kNoG?j{NGkcwpW7at82v-CX0go$=wL z0AtFIMd9-g1tmP+oQ05FA0YU=+W4b$c-+iQ>GUgv)f!!Sv$;DyoFLKQMZoWd+ROe* z43h9q1z?Pwg(#qW-;;7AQt#`bPfL20uJ=p%t<0ys79`&oTm-yE1dpivx*vP1zQs+}x65+tEO8?WVHLMIsn za{)Kg0(m=@W+Ed~;LZ&vZw@{hZl)kV$c8(&w;3AJTa7*3FBM_ND6&v}-ggdm1zGzQ zv6RH$S<46_`J+LYm^etyhT8O!+O&qy+Y>7&&h9G`aVFdjl`-m=Qt!w1)2r7SVS;Ht z@L{T9MUB@lp=5#p7ZlYf4-mS;^y|jY-9U_9vVK>#nY$kNg1F^rj zh7ZaVWk54xuOjTTB%5+UU}Ty+d2@w1kdDVDss95xRF&e+c7`hhCq=0xF(QaW_s7Pe zyxMlsskK@)3u1}wcso8UnZ=zn@=0Mjux*vm6I}dRv|3&9dbJ|Vx_hs7+_KucKefOg z>(%iyJ3QRK=k%R4(of@YH0II^WDQ=bW$Y-1vRK%}tlAWw|rOz?S3ww8vq`n-F~AaZ1b6dkTC2C0sFr_it<9miPr=fm^K z-G5U_%B9w|o(leUb%xK*^RZW+9M`7;ZZwp=e^}JT|ZSHo_xTlleQy=T#zTj zkmtQFMYm;Z)n?K{yk3V%)V!!o_Co`0$(pSIx<a{^bF${$_LGa}P1(6+-NvD!|2R$Qn;^0szTw?+V?Di= z&3SGE=l-aE*1XkiUMYtZrc=o=t4~T2d%+`8?s~#s{6Jv%(s`G=e~yu7c)I6}z5yxJ zSAh9qj#J65j&@ok#g%qC?ba(s7 zG~w~R%AudpnzI^}jjmNbxT#j~M1O37u+rbK;^hXhE^SJBoR$rbA$5 zV$(1#!U*3mi$6H#Te%{5Q?-r1)D@$nhR6K1M!f<948czf4NK}0Hz~h z=c&O7i?X-s1ds{*YBR$!K$m>xmBAxq1HP7%R^aC+j%J`L3O&BNbZHZlS3>n$*u%k) z5%MmGUuX+g=lJU!93Lk|^w-^!5D0;%DfBCO(Vo41H{pW2@=e=Iy-8F(5>A8d6cpcG@ zaW9Vx5AHUmP{s-2)|Jz;kZ2`NiNCnBm8!NvNCCFcE}=#p=Kx zt$=#df|D9W z*@W|4fc=UQW~5oSi|86{wWE3_Cz>Vc+&ZFUj>`2Hj zgjzn=u44_IoUP>-^{`pf3qu)$txu8d+>7a-5Qy3e?0lu((LR2=ynirp?kbPiS$V(j ztXpSLpRHSOyqMHb_V%qra8H*T(pAQ_&O$+!8&Mmi~COJv`_0x@+o`8z8w&fuTjo#jMH zps-_#@26CFYPb0=WmI%8$3;J07PuT~pH_pq`*iD69-Yd*!t)%|>o?5Ly7jFCe}!3u zEbOZKBoV%P6gQ;d4J%etMKHH&4v}=n8D78?@! zPu`qSS~u4;Pki`ihwZsurEOGz!AK&ZOXgcCOK5jfsBy^aGRA5TP~}Ni z*dZmlE)lOhP-H_E=~cNbROFnL!UMry`s2G-gJ(}^wbj>)4n;i>d+Veb+74~y;;{wj zS}e1}H-=W3So(Sq*RwCBSBqr11XR8o9>t|UfHLKSBU+NIQ8aW9X@huvzU=q}XMJq1 z{*t@Ugor{bw6QAlS@ln*1?wM|DYT3td}an;#p}dqXvO*kZ)l~?iuq^b3!Kg)l-ucf z*H3H2ik0!a(yyztg-O+a`|^-xtdpCOA5BS)I2HZTY>Yfv4WKM>{sJziK8W8mR=BI( za_()_Hl11-9oC0Ide^kllIA~PXPFl^4hd@HHy$oAHu{jxmTxm6yc$h(fR@`x1NCla zhOX&inIJ4#R#KhbZkD5(X}-wK~CIDUi4b_}P3 z`?j5)$(6%G{mP6vBb{9S#RH_Ak<%6XXMC7 z@TfJkWQ+-h|FpN!CJ)K9XB}3}{-JW7dveU+zoF=e&6e_U)`IYOGTIDpzYSGXWVB#x zd>xa{05%dG23rI3IbBY&^RW)RocxOh_*F zeB~&Q{3w#Veg5JpoH3DSy5xS_q^TTh#=7zvLX3>pJrgzn?Tt2^uShV2#({pBH0YUS zF~u?Nl-i$2QN84g0{V4HJ9wT)RzsIgLe=JwCIMI}2inCy>WV4tgO=hEnxc(uL)Z;1 zW^jMktcOnnQp@iM-J?KFlP@xnRlRiz!$M79;lj&-D4ZDgI$(wpD=$6HR0Oz5tY4Mm z=NG>NCTng0E;H_?Dw&_Vu5NGzZ^qZ%Ya(xwiuu31;*CnBRg}oVrvkXu|DLW>Z^O*k z{SPUM?(XLQ)NRV>Ysh_bK7OcjV_2U(?}ICdjWw$6y| z$`d3M0zyvSuwp?vHug3nlPT5+P((UKgd}b4Lv@!lvdTjHsL+s{N0|8-ovB(m3+uEIb9g`!scjNh{wY_@J#9z!(o4oFy zHJ}U_YKvH~kZXz9a-a9Ew%E#Eyo9-wQ5w)f=)Xt$9@%G?rDr?cJm1U+eQRIEP*W8E zE&V9n8{u5V<@n_Ay>o-u(R?>E%)(>Vcr-*v6;+7zVn?}eVvaEV&!0gpqB_Li2)xP> zv^fE!w}g^lv_;Rk{g>)PBF;h(GF|lW%Ycuph2;GC>bK8ee!#spxu2*ztw?~YdaEZP zSVwC0mURZp?lPNKlbDNI)x@JVV2?aZFZ@X_fEUj@r42W6FUetbN_^7|(4SXGOgI&1 z9A@+e0@g@PM2=d-_xdeM_qbDz6Nkty&26KE-e>DQ6R_EqH?2sigFmV8D?)brJny(H zx&>#{7RnLx^Ck%JNu2CkF&C#8QD3Dm=7TtOZmS$ zKTBq|xSL^;*{lfdzrLaXE0oEc`f~0BR06^|vKrEGmhKjCm{v3c!^QP2j~kJccW!kn z!rxaOc}o@!FaMZUVsuR~Q);|kH%uwaAxrO=BLW-S6SuLXaP#ydG z&@;sOh9J~W`(TrwLBOI-uu7Qr4V@Z|ftSN~yin6G6*3p3ZvPaQf|S29Gt{|PbC==&M%#N``!w~BqM zIojfSgUzq&n;$(e(gz{(xoIFLjSZ^}R{Oy-{F)Tl%5G32)-=*E$_N!5J~k=_!7j4j zE}O8)evdnw_27jJJYfbBmUsKY>sO0Al)gZqpak=Xo>mKdHLVS>tquq4PLi8p_6~^y zEkB#nFmcGQ`Es)Xy&!d=hLuhkYwmn@`G;O17qa0 zkgR<(Z3^*L&5$g1j)MH8HBpg1Y207u5Pb714nfVx?&1`?5d3%mB_)@14g<4!CChO) zTn^-2;?KI@F2j!iMG>~7sSGJ9>HLVJfePAgt76%;kbk^V?TM57|1F_mrSLE#V?%KB zrhKzTrfYFyMh?KBVon-(Q~OzUv!%yxNcWwY5R6-I{^5u0;i0he!lD+$nXoQP*Wv$0 z)2Cc_BGb1xiz2(BQ1?1zqV{B}y=vZk^6n&t;Nnq1og7e^QuTj~7-R^Aj(kE|jAt^W zkj0>4w$OYHfT*iY0k=jbg)#->nEwywu|_sU2B%EP z_4o((BFiEF2d{V_(_vGHK!in=NLu$GN(;bIbGD^wy{xMiEq;DEDZWp=0U(7D$xi=s z2gM@e!c$HEUTRgB{YH}oa2KV@X)_x{VjCr`h-p8U{7@M0{__bLpPBRbzkr}LWFy3X zBd#Zf|B}4UEB~+LNLGXlg5cs!Fo2>3meLe$zi^`kU%p@qG~# z@-}ig*kR_u5y zKh*@QfCw@TOx|b)*!G0KkR4GHz|RJmksnKZQ_B82Lrr5AKv3i>4s^-@C@g(R ziUEuie~tqK=>l#ncBEk=+WH(;sr=A%DJ%?ww^ZbguUh#Aa(KLX0X$rp`brQAxsVZJ z310XWSa`yg=mjbDhDJ`aP;5Rp(vlRk`YPf0q58Vv_Yo`^v2{mB`n=+pb&g4W++k)n(D(ie+>Vrw>B(h(ur&o~}zG{VyHf{a2|w%9>xY~rhcI*uN_eCZIVS=cA3PJ2|8*9rSBDo2 zYJSwV{Tim4{PI z{0QH!WC(?c24S}n+Zy#s?@XN5m9;i+AMK3Sr-{Q;^qQ-Q9wBrRpj2dax9fIxr87-& zB|q)WE9lL1Gfn}U#a$nN_bV&kYu2DV+4ZImCzSOYZ1#;_PR|zhZqGN?N(fpk7g!ox zFKx4#x>HZt$8!7FP0|F{DsA=84{^jv9~R_3oP_lB2Q9xVg|ZiUCZAp=954M9PHFnM zeSO|eIBpm^?^v^L+SyV7GCw%IeH5Ei4)1UxM9muhWTFEMJmvl|ICU`StK{Y4ca1`& z3>@BVZe6S*`yDYFIF;Xifmdj(ri);cq`9>>roXA z6UlbP0uW7srNjr-Ka`;NkYn*Zvn~R8B*ai%9>=zepX|7KaQ0}4LMgJ~?4AC?*&ke^ zaj#>iqK^RKGX;e*kygBo-N?zvp-djgNlc-t(Q9}Q!#gk&INj9EphyqAd7-_G)+i{_ zt+Di-&T|XtfGXYE1yTJH=GAM)zG+zBENRKVum#Q|20c?hOc^Ei+ex^{Yt>Jo>m@^Nr0H>t zhc6&(u`)t#c84KlE@(XA%@Ql9WkPwPM1ph)YHvxw*{J2-0SV0&4lzBSSB+fB_g=l4 zB06=E-Rt)7rC?)^XCXv_6ThYg*SJArA5%!cm2Hm&M}qhty<6q#pC)Yj|2O$Guq zpSt9?`qcXu3h;RIiJ?&WirA!%*i&cXMIB&SWi~OnXxB<9hA>ufK&}xhda|)~T81Av zh4}+@wc@srE(sAne^7B&f1KAV92+ImWz$SNqa}CX{vzYoW~L?%Z{5YRqYXXhn*c)k zI{%$PofnNp&5NK+6zU}Dh0#2Diit5!_8h9HGt}I;5xuPYaCCobY9bmGQLFe)>CWyX zv=F+>1sfXz|A3(E$7Y|V5qq?SQEWL%?e!6b^jZ-TX%vM>Oocs}x`ACR;y)G7&6h1@ zulmi|*t~`p?_L~F7VFs-{MD;11r|edWTJ-Ll%c}Bl$9&)He{mx;ADB|HAE|Qf8Ok# z&fBB6uFdU@sJU*uZ?}SetB)ReD@(DInBF;L<97*D7Cc_~I+iF;js8{_jR~twiR9gNT7msc%FkhkR-;{trHBL~ezp z6rp{Ie5|irF~0jm3@>vca2(smB$pL<=TN5p<308X@xA3-=0E?nPGme}$~ZgC)xBKL zPv2Yti_&xXvdN9z*$>F$B|#5DdA=Hu$cGr zqhNDJi7rwrmTwA2yykKQj`QCju@W3Co_koFLR0E?P_SB@XOW{(sU(eJ_VkR^QrwB8 z$BOLn5UspI@>kpn&E8WQ8N-Xko=7aW?VA6~i+=~X3zkYA{-MCNd24MB;NkgWKI)Vv z_O=#lS=N7Rd!><1to4CPn8CsEUt+9B$havOolx{C@)Y1mfOy%W7??lQn2U$ZJYN<6 zd10965l=P}lNb(x5SEZpLr-_azmbD@DtQ;a=^%(}jWeI^3qw(Z)Aj!4jJb;2xrpy8 zbz)fTA)0?VCXmqwCU3-XgSt(#MwWx#rL%6t6bg(4@)Fm3ZY{E7Xq5CviZ0Ur{BmPB zh_LLLUXawi2H4E`x0Io0iV1(91=qbZ_h6(EyJPoN9%tgxyu34x2ckdA>%Q}M3kZLC z_Y!&$AkSrL9+l(wmqF87aB{K_tHK+eW{fn$)8Mu+LEymej}+st+lu)h+|3@!mV`qP zoYCZ7`!!0D2jZ1*5+H+Ggg(dp6@D&d!2yP-jfp|Z0^Hq`b7A|M^)AlV717;r&kKjO zs?bWFm>;U%mh!PJ6n{tl#aM62L2rN(#zaqXVsiEb>Y`m;l3VDAn1D4iW@mU#cEQi#7S(DErtWmWZV+NUA70bm+Q5nS%asZEo9>7DLbc% zbPB!)r-s^(ii0#%ww8>K{khDiw6f`3RQZ+jVpUonRD)Xx98}=n=*`9yb7Z z)!sV6U8g5xKU}EhGx{|ebj~2PadAXvX(Q`?lN6MIjGoyBq!<~zTQp6V*_@Sj=XZ(* z9{QLqmpN@-UrR&AOc5Q-nVmmQD2>aq&Z+2U+hNL32Ba;W>~0_|QSp7F9}@`<$R;`I z`|?7GnLlHaZ>@GhAGJ7H-)e_un&%8vU3AQU<&wyW)Qki+woHf0$L=>qdKKJz=w889 z!&=&}gQz4tA>ibkmS6mnPtIL~)(TpC&&i0dyudzEv=0dDWY%ss>kyCY5OV-wtRGGK z4rdSIh0#~0R}4r?`|Og!lH>zK;SgS!pms8zEHR&%};FPTeVWqI^?`kans%D>r;vD74Y; zWXZiJ@fqlI@nyDS^=**|=(<#1%EZC)dPm5=L95CW$KUlOjj(%yJD>mw3qn*I#a*eL zw5V~>LZ`C6L4@BR`e%10^Ow%w7u0=2w7#d?F9vu%Q-q@~+MP~+st$lZ2ESQJzHP7V zP#vrlIrxe%0!^}KKffJ#hPGMtqC9)7wH=*&PK@l* z_?^Tq!Qqpv~u@7tOEto zU$!ZVl$Wd~@)|jOGQr%1&a=b?DuxUSAM-vWbV{o_jx9nSzjk}&$$4_v} z>~nnal!$Glx&-yV^Nhnfj1?qMlFdm1eUq`UOY7ZBml>_;)ay;Ac?w@G4r+Cm0s`59a^B ze<6h_1{E&Euo5Qvp01#J-<3!06amz^`A z4u%G3Y&TZTJgw&n@90<%v2%sLxWMp-vdj(Oy!iJK|K7~nVeZQ!1sAh}^D;Vbn9=gg zd3{8I;cRgFA*eRP{}W~rtDIoc&_o|ImvePFEG;WY5iGZ~(7@_+bh@t+rO~b#|(qDgiJV{r5w2Lx&jzJ6Y`X>FqdDm?Hf}n*m%0_i?I6^ z(q}7!ta-TkNx58I!$%o-FNz&FACLb>;X8{Br|l#d@ZHmq%N1{o9HUF5#Dq7JQ*QM6ZFa<5OkZTMMp&>-1t!hU z!dFYJkI=Qx(Czh|b92~c$kZ>|{19EDhrKPRl*-b-a7lZ|`tXm=pOuFIa!QwsNY#+aADY2(z!6q`Z{W&+O~Z$w@sEmF8l7j@T+_-+&BQ{j(kYv*^JG5FFv} z-(boQEomUg_IEBiupcP2{i^^&*zKz%y2eMTKc)`xzF?EX{#{H4A}viTj>D+1{wV=RMd^?@X9b(?+d zy~>AS3*`t5;xm9?MLX?bdZ(pgU~rwl?BWg;d3!q@VCvmA*v8|3gY0H=dD9zxFLr`z zdl!FCey{~hFIpfnb^1QP_ORJ~d~xVhJNWn4AATd-*q!z_V0>>AufjBn_cMyGD^&dt zk4Nt_6h|zTy9Z#+5GTHqTf{w|tl!vO9KhO+>$*0<&TMa5YJg9ZD-!t9&+g8TT_$D} zms_Jl4}KUEB~W)uaozRDF>J~s@Ra^>YJRnHehV~Hd=3NEhG1w%Fr1Pv%}^k3k~`ie z-oi=ga=T)}y4TsBGzpt8Uexh#w-w^Wl2#+*I#%UN(LgxYccw4^J-azROQx zPyk>$BhERp$Z)8JP~_wO>LFBVc@5!-7#+Zsynz7o4flFn0k?4B6jI45(Y|MuJJ`Lz zAFb2gou{Ll_^d!qT%J)#35uO|NEICEP{aJdc3Q231f9#O*PoY_H9%I6)2@ld1U=eY z$AA^37k9w79#zt8_!Wa@6&vsTU>kOnU|n8s5EYg&%>S5 zhciU+{^QUm_N6X@Tq7khrGD>7&S(?Dus3HUEuAKE?Jt6c_;MRJe?$0MPjjt#B#^=e z3s2!~GyYU-oDe&XZ)CzA5h$Ft{cA;*(HXt%4{P2dn7@GZZIzDcghsMe&{ov2^g&m$ z)2|D%@gX-N3VHOHJq3`sh!Tjk*@8iUkU6NbopZb_58;I~Utm8-C_&28AH6u$96N-W z{ogjAa1pLtrBt=P5oV(HU-u~Gl)$-|u+C-ri}Yc~9W)q+3MbCbITXK!>9Ug*SA0}V zzaN8zX*W)oBQC<_8JW*0iWc!Q&0Ih7EiE^f2_5q^G%&jl>K7wOjdJTsQ166^o8VJx zjz1+DSapdA(0bg$LwGa#=3DL$H8Sfnsla!z5Y)3)lf+WOzeaO;J@8gP7Xw*_0xNH2 z#5LsUUWKViGQq0NWjaVRV`82iPWy0VW{P1>l!xvT7GKtsXX%WeoHcr076LvS5#^M6 zJ5adiO~k6L4U?Z1Q4mW9+6`IglJ*o4;0U(e4n=ClkZ5y|W*+~RU_!WZ_We48*Vr8d zVKJ9S_nq*w)~zPYPf?eOa{@(fatG4ehqLQ_z2=*2sJ{&7$F&l1ubI1UUf&JepGz3T5A=zHPvevWs2U13>60MWd#O_T7c(t0xcG^*x1&; zKk=UGGGPqM)#O#P>O@K>5#{%olY-L`1U5%4va0-HA@qCi+sPPGLShbS>EK97o*Z`@ zE^wTe_#KDNlxZlqObi;L-*x*4`fxzs-jKi_PyLqTrU+gOp5gJ9sLuMSrOgU99|P9m zG~`ElP+Ia4B&cR7b%5q4l7^pv?kum;<0LW-KQ@c)R{KcZ*1^BELTc^iPu?>nRS_k8 z9)oT@5fqehED>~CutnX(0n2!|N*+BhjuJA0#6%^p^LuiZU!zY3Co9>Ftb5g3i}>U@ zsZVzpbtGV1G!O&*Qrvi@2NFVU(uK7vT!^6?*a7v5$I$JPN)UtNv1tE z_)(n%IlEV#xg~XjgVxBQ)B{K1nO<`ec8PaB)pz&w$5}l|80~iFV8y#og2AeO!!j$U zWewqS&{H*GzPzGhjV3JieBWcZp`p=!EEcAD>A1c=(+TznK#3N5j!)OzhM31fT3SXJ zhmf|dQR?114dl_cdxcf8;(X|nDRsK-OlYs1*3VnaomPG=>Y%#!%a7#Sq$tHYp`HpN zFZz`r`u7jotHRE%*G;hHM1K0CMF+Hppc4~+Mr*is4TIa*@T!@r)#33-pahS!*NSSN zR+el<9>Wk@ig%LU+X(M2y0_^h$QsRlZMsIkBYLvn8u-2u#=547+VOC-jI1qKmr-;p zuD5L3wp|q^DB+>Ci~k^~TmZV%mw(KyLnbS4dx9w6`Hn-gE?+(AGru<&{!2L#6$aG3 z&E$x#d3vHDAtpK-JD6Mlo+J$YULJ{Cn`u=6X?#>xGVN8W{xprWcF~G_@)Wi&WNxRG z&!FZR0ASvDT-_yv+?@qA%QXvhmT2v}f~RR5p0$UVh=1bw@O6zHrhP3!`XWT2T7F$J zhnBvYMFI`yZCz>TBSk=|QiGk=5f1S>bjYx7Dm-#MR9VBf93$cGwMO#y*yi@0)VO7- zt|<&lV{g~<=m+tx_{lFzlLkshu!FnRv%Th~5I|mbxF;W8tl%bxo?cq&ZY=jm+>8sd zDUf_eFY=`4i}{R| zc|ebMUj^;akHwmyVco;MY(=YvkGW9&jCdXy9SQ37A!Uya%^vyPM0t1dV`FpczCgFi z>z6o|?HFTWiab~4eRyFvzKS)5%Hgyy@Fp=X@pyv?0$z_)0%g(pu;D+JLJ>rJ_w{^b z1SH?iY{-|&!~VS6Z_Atw7w|XAcK%Z{=K}UkcF=t@ z10pzjgc;N9NE>Ztbhk-J`Mq*N+MucitKZWKb=|bft)-_2xztU%R;A{69n$OnMm zW55g#QqIX2c2HtV^~ORv4|uE<##1X9z*;KZR5;V|9+CaoSz;qfN3QFKx!=gX@o%I_ zs|uRQ&3xbFY5jWsoeb3^uxRaApVZvsR!Lq7JJZ~Aio&JoWtL2471{0&9gUDmHrKDn zN6rmJ%~dMKMduaPB$^%F2tNc)Cj>w#OSOmEUc8$9Uc~`Lu_%PCU#W`IM>a2N(&+0S=1GzXBi(=jYcf1d z&yUUKqdp7isS2cl2ih*sV)P z@nU^LZ1Ffs>o3h!K6;ch9+^pN1sVcgoJtJ=b|Uz?pLlHiI44+^4Vdv4368XEe zQ>;Z^Yny70>K%fxo+%clZCHT6lWyWMVOj7K&!9vb+LO$z!p4dnslt9^^F`>N6K@42 z%)DjS4)oc-JrMjUIg%XAHbt6CAZMQO_rMFaa@={u{Ze7>bcQfAmrUo(OS9LuHnv-O z7Vc?1|Av5x!yC%MPSNOH#I;llpP1U;HFHZ5ZBw`TP@%d|-MKg$;LUX9PZ)cu71(>%zcyKfoGKlfOEvz-FEZI`6bcs1EdHHG&RVc!FAMVa&M^) z85s;71f9aUI>-2R+`hsX}<$txAO}4VdhrPbKD)r>0Uh zn#95%-UncARQ+7TvH42c9PBf8Ie-Ss=&W-3?Co-|VQP@4C=X9!O@>Dn z#A8-@%HJHI*}l}DTu$hkS36dLAU*m?jHIEnElS^|mNnJJKZ4U(epd)wbM;$1Gh5}t`|)Wx=yo; zTmwmV!Jfe7HLLDZZ-OXi^LxyXfe~+7_+57fN6tJM>DKrAe9qM4| zYEZ<6o;VJbbWuZO{>AxfFy<&SWB~AX zMnChzULw$Xo@dZ?%6XEy#agjDjf8PI4d5?!#oC40hij}Nt%m8h@6K+j72-?_iB)MqWcNuHwu{UZV$+X--*@4GH*>_E0!~g&w?l?6% zInIOL+&o38J%qR6m_~n7l>&<2ZqSSMlu7QdsY5EAo9f@Z?9353_qB%^jL4r${*ZFl zwS>iLD>P}Yz->WU{nbk*E0jS2((aXx9!B_=$|=o;1z8QRrm2ApfB2>Q{0urS;};|! zYN$-T{&>{uK){qNhXN^m;onu>o3$XK9@NHJ<-lwD6pPyRVt~0kjw#6LZkSmppZO_Z z+m;g-yXm?hiJgDT(-Sxv^XFA_KYv!kICR?qQzj+1$3SGGi?)S~$zV72ph4i`iYR2~ z^_@W*cOdZXHUgR842dGRhFYQ`XX-aK@Zzn2Y}v_N|i z9ZRE}rp|r|Xx4Y9SVdayEm4EbnTng8bri% zy{3kE{I&vONa^)9-W8FZYx}n{AA3=_Jvg7SfAp>suBQ?i4Z5;w4t-gX;Hjf+BOPV> zu{2iLV@pg9y)))o=1&Ew)Gc!PSk~beQdm8IFhM7*)QStNpV*5f{z`0ok{)kX`{mOI zgA$ij)3q(r1vv3>$IIE_l9}}p9T7!gP0c4ll4zJXFOu-^s5&kt>_Aq*VyJrX;kfvd z%ASz32qdOfjK6#j&GcN9pvG}p3|~lJ-z(TL%f5g;{i+9HS(-&99qU9-Pg+d0I+gUJ{{2YKDY-Lrt}c1ex!$N_y^SHiMrn^YH*Ls0BmYng7BT*>YGqugfW(@9Z z6>+5miUsl)=xtf&_!{FK1inCUYe3e*%Z;`8a;IHrDGUMRs9HM*-V%jSTm zxB&8W%kYmMdYy8FOn{Bid)~P5a2`i3n$xqIM(2&)X;ky5fd1B^@hzHjPVd5b^T>e7 zwRfFq$TGzB4Ub6aP4;-9vl~B`;I(UL<=0Y`DF2O6LqQ&0OAf9?CDVLCpFfj?VuBie zYo~4r`A`yxnk4Lo(%L{!Cjt3x_@woy&qTey;e)E1--ksfi_CSp%9kqB zRMf;t!8Pf0M9uWKnVBpC9}qr!*RFmyZCZ#kExg7Gy^yCfNw3Sa@lTEL#2d?Fr|Uon z5#J=Mo-Wr;;Z^cik+q;a0BlClypZ{g{?(6;9a;NeIF9Xoa za#xz}%A=`k_e5>VwHlwc&p6q%2anrY`X2yEK(@a+*N!W5?frQ0X>i>Osh3u?uC+Hr z>LWXUcDPoYu?AgvEfuEY{0f5*9QSC1PSX>R{WhuR@`vk}AYU&hCyep-caAq9X>@W{ zQZ@t$Qg8%4hq%U*hgH#QhSF`}^=mJYVs9BpmR5yDkoD)xwwrZSY5l0Yq=w18f}P_%fO8 z{QhpQ;X|MVs_)+CFQj6a<6`pH1NpC{c~+~mbt_KO7-cCaWm?&iNf~ieQp`8Xnq~SeLApS&9>OntNSJqXJy8{$rwsRY!?A3Kwue>p}ITBd7>&Kb2kBo0L~)_ z&Yg&UE~XGQX%SC!zs9nDUg1NY3?OciZR?@2r396Ro}s;GCzHwR{k$imDMVi2(QH07 z{F5w(Mfy}6>D>2=jkSXJf~gtjYERi~e|JuNJEC_%!*aL!C1@S*jLS{O$vxyiwFvR< zYY`U4rx`?Po$N!J6IQI=6>~C9g#t+RMsQ8NNie#z!Tv%nmPq4>{47i{1yj|1t-SSs-dX0a5N9cm1AN(%jX!(7nG^y~IG2cETXMtP zh=c8AJ7T{e)?iE0VmhiPI@Ek7JyK9U+1P$THV7Hjh|J+II`x;cJ#lLo*jGLumu_#k zt8x>iQ~-lpl$q3+_{$LAQQm7oe~TYjrvdR0cY`{PM2@!T-7BX=bRv*b{MkC2!#z7P{mxK1Pwv_(4n~cBl3w zDDEK2Y?5+szw`(q;IcQk26`pOMOoSvF)Iyj$AI+7R#+n>e_7Qs%?1hwr?aHsX)5S= zWk&=86_-VPjf89wQ6fs>fAKrVho0nU{*WGm6dq`w29F0W#GyJ2##`5D1FG#0H)wvE|qlSaSv! zhnxw%Q=s<`lc|&CSTG%@leG>~HVujE3K(}O^TYuHw~63z>U->p{q?RJD7+zvn4OcyTfoVzh1Rk-_p)c z%(EyM+iec~5})E31L4W{eGev~uI4fPQY59(o5w2SV+`Up^sdi8pq!hYoBjC#i$PGa z(f0;hWiwI}i$~vO0q0({{n@D_NR}tLZ)t6S>NYej$IiBpf9F2UZ%R?mPhU{;C)Qm# zz&6Hvr8eY#XakWo@55J00vy_zVLigK60bx0U+^UgbkQ(DUKKy6-&JN#+yJ zBWXHp;SMN2j}d?8ppfDTmolAhah@0<){9JX)_w+ie<3dK{Bul$b@@B!J)UV?;<&k) z&NTJx5ycchSo%*(6d0!B1njlM8D!&pkE(AuFfkWq zi`qz7nL>->&U42(UN?7%;uR}(xBo1AT0KK3Oxqd9=OGi0_=OIcjE|uuF z+70F1juQ3~68!KwDd@tBQblo6$6+@ z6C@VzDM%8|w!bnPeXj3Zu1G9(|5#+8HiiPYhk%5+7$ zf6x{q81c|gTf|CVrWoy$Oq4hqscB16lAvd&c8)C;zpN^3N5Ht9XJ!co*Il-&2?cX8 zgjUJj7I&UurDwL+Lb;RL+ZC)W+&WBzm}q{4z4xE=x#qK{xMMjL z$mqeoD;u=>(Cv#Qu76AOxZw*a)MZPseiMZU@=;$;jU#fH04f-RYTM7UwkIdXgrk5RLY85X#T@41BKfC>}k5?$bk%gRQ0{m zc5ft5FQ27fnrO+9Qor&BF~LnQ+GSXK5??r5h|;(`Q^b)TlspNYHejfUo6olVQ&bPe z0?Mav*Ry*tT5Z_rE8$g_)IGEMe*=X{^wDvo>K2%KwnIhelb<092OFv?%o_0=9}c;# z(*!bh6J>|a8ttvyL; zy*nfulRv)(V=X5id5mwSBMkg@DfuO;rRrkTkLUBl=zZa$L!g;q;E;Ghe}Ik1lo?1C zSkM$5)t3;aM5*Es9(RQIFhR=By8AjaEv%!SCc!9x)7s^#|ElpM$_NE998Dz1 z0UpuS*rTNAr^#q0Q`e`#8{GEzT1|}zZ|#zxnod}X*{_Z?SwCcymhIbPVFwZv6QBsE zyGU`A@lwm5r?KSSe{19EDYt8|#Kc`Wltygr01KBYP<@0U7FphY=yvVz5`^_*OwWx( zA4pO=%H*g3$h{va>Kg_zsUl4pBg{(~Nf@OL!$#qBm<)ktcHx95=#L4?CKEex@Ehh` zMldw9Zo6;GjqKJzLI-mO1NqCieTmQAsv?=Y^Zd4y%Tpy$e{($!E_lkZbkQ-2aiDmt zW-IuN)RSB;^T;{$$9!<02twJf@5XXB1^CT&MdU2CL~K{pQI0E|M&ISm{0H4z54LzE zzkVh^_@n`hNCMjL3dp_xgj9AqlHV?)V(ZzT+@|*sGv$< zIs3vxbWJb3sfaJzgs?F-z@7N^2qef<>EF%&IIIX;v@-nK`$%HR&^@(i8sgn^N^sCd z^|eGg0e;ggzUny%j&->cmzQho!iSRF-A&<`rLL-Ve>c93)zg`ANG)XeyCMt8#Y~qy z4SYcNtpfq&Pe`qk=z;r_>^2Fv3_@ISgdB>P+ii4AIU0ATh&pw@Dg_SJQuASAL9`}* zYpG9u0(a*|#S&#dR!_N#!`GPCoEOTNLlbZ- z8>Ah}Ma4yRwIXhjbsNmKWh#7dVnnB|Np&{+F#mxxIw|L&U*}BT8l6jQTu>E^QLsj) zwlh^-u~sl-$-*Cjp_Ul9yyllVGa|g}hAyW%f35#LP`sQOkB^2Gb`jxgQ*v*88A5r} z9@`WJRj_93-3}9cHi4@3EH$My#S(X5wKF=%yn+S(&b+YDs))ICs3U^^=FrQR(n>8| z{z6$S_C+9GQR4PY6djjdXdRPzQ{$X+lk6!YIEAD1=c#O^U*@)I`+OSq`c>#rD`itA ze~df?q5XjV)aFm?XeGs(Q4yhj;$YD;Scj0keScA5bI&KNO8Opbk_}+=uvz4xwMkPT zO$R>YSDlXeiA!R}Z$PH8rz6w-S49L~@b)h-_%4VfJecuXL3`B*AZGU!;EXvV71;H4 zxC^;Jdm>6-v}t*W}vq!(_CHx+1M*EY(h-med z?Te%jlSyN})Dc;QtcXKgpDf5@&||S&6PEz(B#+WyF>M2rpIotMI<=TT(UdOef|-;d zgfT(qNb&q^bFNtU8`n9#(J%j2C}&V>Hm%|7K{wH{(N`p~e zk>@@G#nQq}L!rNuy0s{y2*T9CmtB6TL_kh|urA-Y25Z03%gwaN_9qo9B1>cYwe6AW zUu+?1WUdMbj7R*9bl2dX6~iRzjID&i+;R=Vh?g}OGnfNXV}^p@KuTg4itJ|_2Dt^! zJUxbsIsgvbEa>MWzm>v%e`k|>Ki*OxIpHDiB7(m?7jcqqnzOwg7jNeK3?$tomu|F$ zn|5%R2>89?%PMKP5K;LJF;!3&A?j3qJUuj5D&M()%e{CG3m2K|*^%+^s3^8b%5J)M z4pa)d7b>LS6db$eHr$y|&o^96*HyvgS99LkYpynvYnU}bs{w)we;s@`Y zg9rJ>&;)#t?^@s0vmNg+eIPD20MELe}@EZ_=_Eg#P$4=WWAPV zjArTZRHc7(s;DhSS;smnq8~*=A<5e zGkSO}3i8qNf1$1d=ez1~hW8i2NFTB-q?j zUMU4Xlhj$qi}D_1nn+>S=-qz9>=7^xHfJ*F~W5E^|$)of!dgC?k*%%fK^Ka6HyvkOVN?UrrN z6~mAXe~nXcE+i6hmTj{AFl~HRjxwe@eiMQ@_ZyFj{@3RhP|aNjFbEcrFH@XZzXkHH zf6}yIx+Et&IW9}Dgas-!>CPJc;U1O>31X6S0a!LZ75OXwxEOD4mN>n#$>B$bgVTLd zh5ZBsQMBY1X61#PSnGjq4CZg_RGFBco|!x%e+sT0V6~<~spemL8GhptF3XQvY%nk@ zoCM1kY!2W+?^%Tbr%P#S&}~^MG-Q0QT(b<*3KedmX_y*$ch?iMU(ktecXR|lt?y)D z?&79Ew<)6QdYb4AEo6;<7eRZW&afh zZrBSeZyesq`7gu;^VbpSYQL@MDBTi+?!KM--PKbv9yvJ61Qsw+k>CH?W>zRijVr_P<;LSm5*aYlbNV_49gfO~tS^zF; z+lvE=fLL1k0!=1XVT+2W9_Sx*faEq*sS`>Q6xJ`x>ZINZBE5Yz$1U$JMc~*&e=y+< zT(6f^JmS<-2;jUm_D@qA{pbw&hFMYYM2$Dn;;$UBR03s5Ao?F+%>q zf<;#hyp3fmuJUXUuVQp+d=@|Q9Se?Lshgx^svxCYf+J|QQj(x5*tQ>rtn=3_fu4KL z9d3PM8U}T4Dik!mko~-@9{(RNe}$7kKsGs?INy_#PxCHMFM<)pd;20f$G91!#Few( zACv*ig8Yp&)uwf->5)+hv-!<@FP8Y)a?Uz!&O$Yt5y8RoYOL;Q92IJ4>w^fA+>u#3 z+?(5+D6ydzi-Xs^Kv2Y2if+`PS63{S-7jC1h%G>^dM%&kr6IE!Lry84e;J2wf}1Ix z`LDn9LnjonNIc5jgu*4qky+aKc~9`gJR&uT#f|{yPfQQa>-o^++YS%4YWAT6>PlLH zY6vN{*n-(vY2UH8>%^hl#OR5C5z+|+?6rcy#e56a>>66aoo!wW76o(v{^tXOK97aj z_2(GAiYRY&sx@*3Yk+n0e>=!XI*id5RHYMIFN#-mG`)*sVAT&hE=YK8kllED!QN=f z^Qe57hWZFH$=TJdGLbA6oqis!8)xU$%*CO^AZ!xjq;U1Z}Q!*z{0Rvf808K-8{!&QnN1e zug&yB4g_B2My#<*#?GquPS2P#vxkQEAxwiPM?WvE%q%3K%&SHGV$tV-Y08=+sWmk{ z<=JbHZ_Wze>t3Sn@Y)xq#k~CVw(#$f$P#2k3=HDQ;XP72IfZ(*T#E9IsA4qwqL{e- zdTY|FC?$cM{9-VvKP0?1Sv zc~Ze18~H;WsQ>=!A17S)ojq0h)j;}FtzvFl=a?h0!p{hO7rcfNyRUt~1xNd59A$}l zSfZj5VdKJxu_@Z`nNuVy<+r*8LA)6+geC-s$M2oE>WFi8e-EAC+1!d#NbcjFXl_Sb z2E238KgT6F5sB5$Bq;;7gorhA54nC@C|u92dbu_Pq~ho6RG|C}!-Kq_7S=tDr}v5& zF~q5R<&w;mBXuV?2ntgF-DJ}tn?Ms=m!ZnnMkif}xp*x3UVYU+-UE@FO}Hlwz8W&`7B51 zCX|i1wRf^#9KZE-z0cLKJzn5drnWDPGRT#c zX`;2vL{_SDXnkdx)+5h(w`KbLtyZqr?3#C4(ui)Y{WZeluNQ@mH z)2O+}NB*lIZ6VcSL3#_A1wzN`(1pGxq@Y-qe<&o^qu-nhiyyIB*7;wRI-z|H%_ZkI zHGj~4&wb8CZQfhKQ}1T^ChuehEU_e|){KOL5;kT1UWBXLih7Zg{o ze+-}G4;tNY(;>ThEsSW_8_u625j(L+5V$%m;Qc+3_|+# zJvV++70c!J2)>DRu60jW565c$l6T<_R_PUx8iW z75>M4kLgcUZm;$RqRO8$EpbUC7wPNqaZJ~2_w#J_+2cz?VAVKH7KQeJ)O zv(p-z`I-h`TGTF8?X>y6&Jd!4f2$Z4e0M$`0!3pa^m#GpySGoQ{NUIy(>g+({8Fx# zw#N{)1Z$jC=C8Ji?~jRJFzH$y5)b40#m^Ss8;O#fB7PuN+9LrVrNA$%4Ber;u5h-E zs8dp2OiQu#e3d2P!KM7xJ)HLi?#rUfuuffiDMUxvvc17Gg*T%B`Eii^e~Qe}9OfyM zl#9j{$;8v>&g=C6n>b~kRMhIUZ~pLW#4QJ^GZcH1`cvFbz*cz!Z7Jo*el3@g$7|S~ zpnmiw2Qi7w2O!2Rd=Yl;6J?X5qu z!K6nU1H0EkhtDmebW+H_7i_k|AmkA;tH-1|vAD*ya~@2(8c=!+*| zGf|O?S&CIRm{EJ$&1f^fI=3q?(M+rI3bZVEs%9MC4Awz(2Xa*$VcR;h0u7?#rx8x| zuqg9j-b0Wde9aYYf6+`d)Qxpox7Bf@ie~%Cdfr`Eseu>IkoVt#d7Ek6Ko-(_?$QBrk@p^Xg_MzdKl6Fke5Yn84ssJ zF_PKS^;p+wz9GPVhR5WGY)a>>gVPT%YQdKrhraEQDwn?0Aax&aiOha(sUPFlG1&r@ zscGc_2*}8Se|fccXHd&8gx#_@CVWcBR%80EN#gwMn~musM4j=CNxvlRZ5jHLpaN7L zEOuh{;sSaC-HH#GD}L~_#&qN{M_Iz&x^Uf@hMSIpmcN( z@~UKvGS~Vhe4NFTq3#n&bBy6P_NBO~?<~Jv&}W|>e;qYEvSA-)qCEbk=s1{!a)MS+ z!cfS7APmL|=Ex3e>Uj*(jFOK?Z9`(XQNr~1G-%SCJD~>)XP?&kP-Y#@_Wk6=UP5Gf zkouv@?&`vZAlwRRmaIqP7u@ZOcvo1KV=1{Wz|`>WE}A5Qy2lHg5ZvVeU=JFkDy-n= z4>o>me@-j5kEC9c0CT?E+-K~}7G@xN%1Xb4d|1e0AOXn>NF?RfDUTM^ASsC7 zho5h(DT||{xeo*{`li8r1_GVg7>}HU=1%Wh;X6&vrr1#udV4w59X7))jSOg-*3NgS%`10z% zC})2i#%s?dDqwPOM@pTt6DYUtM^4MtK>i|N>ML!J#Y!=eHLIrOHM5J`sjk3J9{e?V zie}yh>W~a`Ax;NB|EvUJijWZ`6|mMze=)s7;dSNU6xlXu2Nyvt3p0uZ{tV%VX4`7K}PX#qe37P{UG5vf!AQy4@bNZ18#*>@OCAknjC5%F98uB z_}5HG7WcVq++1Asvg*7TtX=@h&l7}tj1`lLKG12mQ_yAp+-8B7wN3o=P(4u@f4W1^ zrc-v9ee<1GsW??NU$T(~dW`go*_w$E8Io?>i_G%ElGi&DXJOC6fHJ5{gbKZcN~@n3 z3QU9A66Ew+wS1~)t5=X66-8_u<}e3f8kf&)5eDRy9FoxUo%sa#qqC}5+ucDsNiqqF z)1mpdYGIBYYNf*J18&Goq}9oBe~`iW>x)z`_UN~yF1DGR3L8Gfih3Ibhko*<1=J3p z6WL+CN){I*Kq8waLY*z@<*jK<*XGQ6S~6-jd@oxxzKBuGYvnDTn@L&dtVZ>#xvEa! zhenY`S|otWr!OpGF0*Yf3*f5#`BkyOXQ z4@#E){A<@<9t+qp?LBft##PsWR}3`ogI-`=BgB$jzB6ba8DW#DI;Zo(=kYhY-vpv5 ztWReX;=k{!G!9V$=-~G4x2)Zw&xAr);-EHuirY+(8>(XQhqQs9vj*`R<{%T(GOBeD z(7$XJk?kAOE28!{OHHEJf5V$*l^P;vb?~?RexYFf)Mc6TX&rghb3!5kH-_TiRaN|8 zWSqi%kPgZ)SvcZubYDESByO_0A$p#CnSEw6yR}P7v0`5NYayKXDGpPN$|A>-vX`a1VTFW9tPxjSQ5cKfe~Y_|FH#y+#ZDi; zpOZ&Sre<9fo05U)Gws1i#L{*X5u6&BWkeJ9DU+>VZwEP7tzPLb+N z8Y)%iLi7b8C7OmMc94WdU>N{FiIj3vflO(%VVPK!FPIL{<4Om~4VJWJBx|~-;W*n|eXaP|OOs@*lWm-w_KOI6;6&(y5Yd-ch`da>%4d6Qyre*D-9oO)h_#PU@076yh)vW|@+TaJ9yA;0EH6Of(dmEY&$%(r3h0Uqu+wzAtAJw@LtH&kbB<~5s^<8MN@qEr)Qd5%=EQfAB!f-!Gc_vV-m@G;ChKtd7Ni zJ-+n8z?*sw^v^4Y)3tNv=I(t0z@4Q~MndYk7);IC}jh0&g)K2`pi{J5;Q zEdwQhnDobvO`G*>(SYKiY9T~3SUxdr{}<($f9ezBGq1J%w$kl;0tbd`MMaKxUN=L^ z?^;L#D5wH5g;#zTE*84-@E6I&V;?pi#xj2k#v1E!KDd`>h+v-wtzmu^XeMf-#-}@G zotc|J3{MkcMiTyU2*iVR4|(p|$Zm9$`&@=q(D^+8D1G!GYK8=JdB0oy{{n;rd;1=_ zf1)ne$GpP)2GCRb1ezL93V=MAnAeJLr)fQv1#GmvcaizbmRk-Og8hb5~hOj0EW0iZ4 zsv&Pc5IaH}k|qJzToHW=DwoXsfOWbdyMr|o?|7_LD@-_q%*uWq^1h)yux>r@f66G? zV%17r&~cX3_t&!T4(Avt&~3nON>!_;x}JF1$|J*E{o7&GvKM8ICLE8N7LV1j&T#Dv0J${vr_o0+Tw-6GCWe;W;D^>o_o zoTWTOz3h~g3a}J+5$#JqkyOZ1rJmTh-2*0kvXP`epM5Z_{nm!QLr+5J? z1SP?w@~v!QVR{`!?NJWI@Zyv>DzWfRFRjQ4;_5UI=IH?LK1L-)f4B}7ITyr*ubhKC z;z|I+dxq^SsfW0?O`WHryuu zPv8~b-tg3Ra)A~%DxXn_W1MGTNQkrCc5r^+Z61VR~6MlgKFqiQy3@ewJ z#}f~KN~OlOyu?xBMTwWV{6JA{smByalawRhufJzOccZyTq~$C%T zN*)YTHH~&K!q9N&w=iDgsup&jVO42EEHnUrkWRyjFitv80N|Nd1_8kEs3U-PvQVWX zptevl0tg!mr3`MuDX0aS0DZ z;fRJn!(mqn&sBN_XP^bV!!5%Dk2|21JOV87VSp2Q0^)t41Fsnh11CB#Fv7?H{cuKq zqclK-MGWi=2SJxss*r^-5w=tqt6(I2z&MG!G1lWrgDp%fan<0UCK2-iR)~bISVE0v zL|IrTaa;r%I)#fw4Yfc|4b&pS13Us1kk+uQvvgP>qKmj0St8kkIe?lhyiq0gDXclH z>B4)1WQU^#qBzhF_(E!|`64=EiV}f;8fZf`(md>y2+SaX;6EsW3$TvFWrIiX2t}26 z1{eob;}C*`RkUOX$Y((j1bAc&?L|UiapzD)uCoq-;np3J7OKc_UY4+$f+ajLp2XdI z!jr@zID94*K!`|8*o{P1MEQ^!xzbwdg=vwHFE!Au1a`+NaA9c)u0g&HR>5k2!21d| zg3}E0upx}0_{m5+Gsw^?-~f;crC`HYg=s2k>V;_<`3I^nO?z4m<-n8#7p26gpbx(P z{y_Ztc~%wT+3>775cj8(Wi?qYkP;5$|HXlLQ7xvI^HH^6iKo7wtJ8XTZ+ca{Euq6k zJ5WH2VB{dgcLxA#4nSbMv^@TQ?qo6rpl?~9Kv(hZ;D;Zw)oH+iIKDhtQv0Z$d^iyI zrt{NkPHU9!#AETJxc^pC1GhC=7H_RK1C&-h(0~oqA6x)B$J6=oY&fb4J~p6cxvb_B5M63MxLQ6sUJjR4A*tg)JOm2Rt{)l@{g|db zL|quuvJZi>8l*2ZJSdK`X~5xQNDWX2RyA`#=a^D9!vf&SH%~zFRRaLU$?66+N~e{o zeFj><5?dhp#IyNybX);{72sHh4-4^Yb+ue2>>68Hz0Ouv?#EVkovm#7k7O&W_F${t z;7EhLa|09PU&B_Y4Xu=I3r;TMMwZLDtjB*nF6;B(Zd~@|d=)qFmA^e-xql{Kg?;!c z?8H}F2RqPlZr8Cc4v>d-8mwWk2B&Pd!DTr>cjzw?g}&kgu2E)xlk&`U;);~?WFhDH zFXnM))_L5iTl2V+|41HpdJi7&4Q|-h4qyj=7Qgh_V1-|D_10&suVF)dxq%PD?fHPW zMUl{UhS+pRvUk(>KTs^o_TtuTSdFhuf)tKZ%Y?0L0os!1R&=L<53d z0E&CRzy1TQw-_u&b*==lCFa%p3eGdCL_ImJuKuAqFqC^RXm9XMI&i~a=j@<#e^J1+ zqPo6LtAQ
    <}oNK@K@D=Z+}gS=>9SD<_mLx5*IA{fvV zX+GBjXmTedz)mahI4Uv8hf8E#6dV*=>3ZHByoG2MN@*=T!X|>p zPdXNt!5NswrLr1&6o$cC4z`!xBVCNg?O0GAm`(DCUG$sMm?#b6wA4CvGjOdP?jBA8 z{pjze;am?yQUyv-76#6sQklju9D1s)fqt%Ezu8?%hLa%E4%1OeNxQ|;mjMr&mCgt3 zr=vT6)H6UK2t1oHwruvt^I-(2C72_Ns64VD-aep?Z6I+Sf>$6;ED_PlBI~ml5L9qQ z5RJWUfF?nfiV3Y$TRRrh$)Y}MD3{f>!le^Rs6XQcU~rk*AZLgW8j+9Y5<+8=OOLw% zY4pt+AtGAnFkDZiBlHp+3=HwytF!@j1sgPf2>7XJ+m`s8#GZS&1k9AZ4jO{op1@#R z717}C5Y?FZ4k32rQ6(*#AhK)q!hVohs9+6`GJ5*}l0zoR;jfZp-K+nNl8mONBqMBWAd#kq*Jx=sHTL+>j)atEe<_TemuWt( zdDh!We^!5TuQNcThkw`2FsAK^1|0-0rD83|A0-?2;@jV!{zrb3BngmYp34DVD=YNE zOo@IVn^3Ov)fItvmOPCby-3XJCu3z*-$n7L{qg;p0ckUu9oPlaCAldWji51#hGHp_6{*O7AHr85 zsL!P5V9+93+`R1Lj{7{OeZV?Xd}A=?@;Z|5OqmKWp+qd@$)IU0Arypp7HMMwT4B(h z;1H0H=1H^?2#aTQ9<3nybTav2!4Lu)_cAhzAOl4_gVt!Sxo(5qSl^{gIOb{lPTmQ0 z`q=&?U%UULH?`k~PK!?EHIuY|LSi*@TqI8`l3oMpi_Hh7Mw~&9jY}Sr(4i^p=Q2A4 zuN@`%YT(u&@1jc{0y@M_a)?i^74QO>Qjk_p@WJsSmJObg3ncnd8wDSc0_g}2EbvN6 zp1j5l#vqAnKwlVSXfL^pd|;c_!ZT8!ppduo^KK|J3|d7F*?O6g#yHh~mdt(m(*%d= z{4@g2$z+f|u%raI%(EPdD5EH%!k5`r|IpvH;Fq8qV#r3NFw0XW0!9ROSA5sYFflh` z(LMt0Xa_i!YM!)~qOqD%HeAwr41u4~Xw|N?>z~SD&@LEivemu~5c?(bD94$sk0`WC z(Pr80IYEe&M4o2x3pQxXI7Ow6GFq zFm>{}=JXg{U0`ocWkc||$H#7FH=0XLC)30|Nf+}9ROf^n*HfuYfslpE z;3$PbFw||OG%28As`Zw;<|A&Hg-n*ft@reJDd&N#%<;-|SBnHT|6om$Pc^_Y*}}RtLC5N_oRu~XRT%8j$Sn*^mtHK&Szgbsr1J7j zru2P8d+sddpcL72Pl+|fMj7qAjV4_JppK?oJHv74@}uJ?RaufVS|Wf*sydRqO1@Pf zCC!S|U_{`Qr7fWE7y~awn!u6br`*d8GMu5zkak%w8|>$QhOut~d46XQNV0(KG_8?T zzb$wE;~A-BA~8|ObaLt0aOWla&}2XyN5@PYeoFmXmmLJB$=58&74z-fRA$h)-h)PS zxsGpIw+${Gn+A?26s6I)zH&GU0@+rvO-)u!rhFmK;9g}dCC=DuDk+slH$=>%JhL6m zrDmn05E-U_G~_`vr1H#(iG;>eUecEQK6*xtZ!!Mglo#k$FapB~{7e z0>=A_E?0~tZ`spGMOxla4~@Z7fut&x4vr2~Nf%Ln=>29k6;_TirX8Rj#|RD+*oO8> zwcbha^2Dd4xzU)?$?Gc8MGVd0ex)%Rpe)5To>J@7gE%+1E9biBr$Yftf&)$LPb zJYN)1l!WzEqB%fzG6|n}!jjSpGLlp4Qaw?WRJ;(NL`R5}%qi1cqv<|^F4Z?i@aco2$@PfyHf0WT zTMorZ#8$9)Z4n&a9|gK?kJ^y)8iDQO`^%&6&Jh)8NQ3W}rToF&JIufdoJt*4h5 zFenA~q$B}E1^_uwoP*zmGvu#Jo1U!J5?dNV2bIyI0CA}mregSF4+Chkwd8edNf&B= z+|#baZ8|ie6Ia3h1f5E&1Cb@9ThON7jWfozWm=(w5e((0^ff!&z0CK;C7ptpluN>& zVc#eWTys`eQliL{OM}c10>8aNk*`#3)ET@X>YL{NA(075N7HEmO1C*J8}K~FaG+<) zZW@&?sugVJ_~_xL~p7l>mo>9#_DF;9^S zB6rvam(r=4ls`rZq(159nNw4dGT?!4r}<2vrhFv*Xk&W4NYR@Jm{?V9UWF4`h!IO( zzN4qE7sqhfVTE%*=qvzD6zeX6NHLiqIw$7^rHSaMIlh-Njl&lW0?Auw_$hEAN>h}@ zyd?+hD1;`J<%yOw(o+iBl43W1bYYJxOS&r}d1YUYBOUhKY}pS^*XoU{)CISB79^!6 zyCmIe(iKw)ZNRXaaE<9=FugL@F-M!7T+g`X8PPvEIN;C8n#n~=T-6r)^yS!~;=ni4sk=G=Dm4M}WrnM9+ z_4a70Iv63(Shk~igr=;b=2)2tl08kF)ZG6{as&4-Z)$%l|Be!K;uO#X+2}Z|d9Xd6 z1GMa&vh?N+2SERa0z#DqgzEoEK*+f=%ZVj^51HRRpt6^C+K{W`gjbWkvMJMMnv5Nc zz;_%K{b&TeGHu(;6{q%pI6uZZ)UsZr0E<#wnqGo7{CW##%59l|@Ut$*X!p)B+8&H9 z$7oV{U5?Rg$uXKN$7r_X7)?`V(7rs!*ku^k4tAUTqWuc_MYCgm@m3eY>C)rdh48lv z;agk?ci;HIudW178!i8D?>?{Vix3cGsn4I*X67~jL<-Hf6}JB(Us z+=ptJfalGVwPwG)%vV6|{We{MaZ5?(=^%euYR^B|R zS6aR1GHWz{@EbJD=F`*5(Xu(#e0W-qhGSeTRZn`=uD)z)03_8uRda;DxV*R+;@24) zplt^sYgvy^E5dGDn~P5s3gGGK^b)_{omz_;g=Iy?%|0^z;OP0?S3f5iX92uPz_kJa z=hs#!zU|~23{o!OprJDnm-sLj@jKGALS9~@_wJE@=6fI>lJ@&iJP|*MBk{BNrPYML zir>Ub@ftMZa6CI7iW6~CEm1v=&TBE60&YQ3o>pV%t3)+h)Z^&{)aIEu8{)IGc{N-D zicyXJFDTLv!`W;I>U2E3I5~w%wOFufy{OKHpk8Mn*wa%n1K{u{#SA_dwfIPScTt}K z$i;YnxHtzLyc}MN>6*;&q>j z>IN#xgT_ zYcOR_mjIaxB}5|~ndJJoklPb+B2~{v%Ln{N-N46d$%}&i-PBbzg`J4r$$^Hjp9aSx zISM!$ZAzAGm5fRJP#1o7^NKXHTQ3N2Duqou@!`r#xLIsTatb$1Tj)VQX8M!AmjmVb z9Lv?-6K=ci_4eAQ&9SAE^?i1C_g14CkKsWaMI&XjpDi9(V&KsZdn*_`i)o6KaFgVI z2Esgc(%fMN_{nimoTf{TN>LSl5TPk3Dg3*3#uh+O zWnduc_TExF^n`YU1%6$}&|f!WcM=CW09Jh?b2de?F{{W$QIewj;-thk%+8G?YksAj z6TJx()kOT>bKg&4r8wZPl-jz$shLO&D_A>DMv4&1^Pz+ zmdF%Mrkd+8w$sJ``@s{>)Xv?ips}%`u^0VFfOK~3s1?2oU0OD1??@ej_}B1k5VoN) zW#3`ZVrU7ns@$Wo6gw-wgHvpN)m-SB@MAIH{RdABUJNhxQI7dhk9BnImR3ss!8;|t zzHnxkz~0TZV_Sv1!Vqhn#a{zU2f!s`?c&_0#CtWvOv5w!`hhuC0r0vz9!&`0v$fBU zP8=ZwUkUW(VmFUf>yMoz_$JU&sq2Wsxesp-O##SzZedXPGyBZu`|wn)1{3p$OKt>o zby~075~1XDJoDvUkvAI71no|v>pTn>AgU zD}e$_B(brhq+8>qM|vmi`t>+$HR0w};(X`HY+C!!=*2E_ZEUZD%O@qV3|SPgIQ;So6D_Y&xFDF?sRrHq2PrI$?^4R&xE^c)=<5+MI=Sw zQ2^^NKO$5IT{kV7Q4>X|5)|I-*<6p^fW2cf>`%P}G7x9RWQoT4z4F?nNgMAGE~i8% z%(Ox@E1r%Xa4HLIJwWG5XMQ<)gk@V+>FVjmr2Mmf#R+?YPk3WIhj2o! zseYcfm+jWo)LTS+H5|ruO`lunxL9au!3W=^xH^;Se3ebJ^o?TkWY5mt9fZ`5Rn3|j z9JFuJlphr1^M9<}94h24;DJ-Wv_^{KuK7d7Zoc@Zf$#^z$+f%*d)B^zCe5bJ&J|ru zdHLYMD1=e0n2*x_$T{3LBli65}e8;4B)_naZH^EFgp2cubF2UEa3CC~Q@ zRZ58_7B=MhfJ1YyCYBaBfVMM|+lON*1vPfhInVh8EoC3s|7GL9A; zC&($BN6=(*)-?bO?nG#K7td0e1vvQH*8e^QVBdO8)!B6$F1I$khWk z^&>NhW?bAZ5N)lkC&8*g)SqHmePpY;`~G-&Sxfdqy@w}rL zfKq1e#0Z}*`{Tqun^ce}>Zc%U`{~>Lx_SU-$Ft{6<4-@r*5zZ_`wfB zj2-C=Q3vVn84$N;rbOVC1A9zP-Pl5SDRCv}*Wj(mwGTu|UhHhA+x4Ufq8N2VjAP6HZ z(fQpmZ;M2mc&kM;OMS-NK<7;P-H%byu|Xmp9AnGCEMFn7x{H0o|AQCj)%!HXD4)l8NVoKbL!lY%s`++s>tsrJvkp>O2xU8-X~u56Nxv3V2>fjTD6cLEn)fBn1^JV|o0}J*<@L=``dIQ%z_l zkglT0JE-lNV%D3)zP9rKm(5){x`A}<23BhSMh$2dk}qPOD;d5nD`pS`RW=1qx`l3b z>{|DISu)tuSXEH|M_#CC z?KfbJSIBp>JbV@z8p>1CTJDT47n^%KmFET+Uh#&EekTV_tqbT7PIxf!>?aZC58QE&GY5?_$+Nu*2uLw7U8>I;sWU zLW4}z6&Uo-)$c)4-8|*3`iKazNAF3kQmeLV@Fl%q^aAYaSCOsVHc^U@3D!4Y@9^&K zyh3n8?Wl~cI>FNEz_eMUL&CA`)!y6nVUpys0lwYm_ejMS@?S!av*-KG%@ZXHjK_qe z$YF<@VP;#Q%4J=JljxA%CX8Fcw2Pbj*TZ!i0v9~p)<}Z-i=E3~|1P)rGXE(^w-7*V z4c@LKo7GD6@%VlmT<#U#bs!G_R@o)oyb89V?y*5`9u7_(UUfGe$USG-6zt)tt8~#u zu|dt(M@CjI585ZC6NfxsYxUhj={{p~&j7j`)z7Qcl9g>mCstj<9!5Sz%nc!$9cU|- z>iD+7saFZt>~F>9NHv}!1C6hS&5#oxhxx)w=bGtdQ95M^ix66`lYpx=O_+l+_g1ps z!L}7f#@{+cyHK|r=jBJP5$%1dB@)K%jiod!RXVB*8P*7FKF>t@>k?VM)ah%luGf@z zF8|n3)T{1IQ%t3*xscP0r|B6V?lsZz*QYBlrr9}8;x!frfm`x5i?HLFX}zDFL|^yO zd7METJ_sKt+}uWqAHc#X10z#**jZJ$12#FS!TUV42zr=3K<Nx}vD@N0h`yek zk{D$ffF+ zbVVJ>CNK6<=NJLa+-7hHs7o`j7LSk0E+jey4ug^!Mb8QJ$MMw(H!COz7E2j;;nj~(*CMwp?C*XiV&v;u@r zeuxZ{{nQcSO#r`dCKLe57N;0)A0^%?)E8$i-EJ2z_lO&Pny;zOS>6R@*t-m!8eXee zowUp3%U3Qy(D^pav~KlPn_`QXaZts<$scb#bJUkh84a(O?4-qsr6-A{W#fg~^NEaE z=#lMCB?FMFCR$}e9E*xP9kx7G^w8C6N484P)@xscffUP`ipb=$-+7oR)Qh>YJapad za!6&Wfor)i0J7TGjxzYIg^nXZwzR~66qnv3phT04!OC7qjb6;Z**}sNlN1jDoh@&S zU1&s^EZ*e;i!Et{Jt<6?tgm7IrhPr`vy`8Qt}fEomtG?(M^?9vE&3aM>u+#Cg>m0H z@`wze+fyNo8ra7JT5bOjize7(}L7Qlt4BjlAt#BZw`# zjIcsePAK1YGJn*m=)2(=0=l8vKwnds*h=n3CAZr$#(*Xsoz|SuMZ?YJg=Ak+fG7yJ z-HKXE$YIYgiyF;T7|XC(`c$Zf&_Eq_#G?u@%ciiqp;eoc+|S2q6w_(LFx|t79@yN_ zQws;tP>QAviIGHefEMT6d8(MBBgJv;=9JmA^P|;&Cy6WD&6OP{Lzo7tQ`u}%+2mj% zYSW1&P&zfwWYtw4*v=-mi>0*(Uncs{xkWZ@(2Z@-Ex@e4Y|>bKVE5Y|S^h66R0_Ka z7D~zv2#X^H{0xx_@X?klCu>IA?EX0`vmI>nn>2}(F(eKZ4(ewnG;UG>8pV=YT zpQDnP1)rih31hS3mr_-iQxWRMs?nEz{6CY1bVPq1YnVp6ofZGWDski6--I?Ry|aZ* zUw+4n>Ct*`gnhA(3zuNM4vyl<-(f!@A!GOmA@Q0`yD&tW1q@XZVWUVXu*4?BpG0W) znedmyaAI%vvU+G4dPA_siSZdR{LDI_W#PVs(oe+g2K`_Fm?gsyevpdDf770c!zP~j z{uuunNd{Z8+X?5@!cg^VT8dCKwUYAdQCP2hM?vc3j|Qq%_b|6au~v5pt~8NMC-Nff z>&f2imP5%ta=?jT^yglx6EmeR7egLqvo0#kUXt+<%Jr~Av52>$63if3%1Bq31bsgm zG0tc!?=KT5{shXuQ{Q-{lD#PlcK=%MP}Y_Ty-IrDYsFjsT2$N>edO-OR{{ZKT{-Vvzs|yMc;ylqBO(J%%Ha z|8|w&z8w;0D0Q0*pf9B2pV0oK33N|%qhc5#KHY;kuahu5Af{1fPX;lK(diTxQZ^U! z7RN))2w_GNJso7&>36*!g+AnLBL@xO1HjWW3apU^;m7^+$;Gl8CB zt@j6d=(Dr+909=lnYJ3e{pNXDqeIGae4R+(oj#&#f??aY+ zPV74K!p>YpVI?Dpe%U##v5MPkH0Z{Oy*5VgTqHDU0rreoJ@CM#W&>167IwT8b^@Ps z2dhW-mwoG`PUz$YQ7<`z-mPSuv&bq5Mn*x8{ESt%UIEZ^U|KI^=czE)SYP@~IAmYn zdi2+yKSQ7{qNrslD#@cMVohgFk;({V)fF!r#W(Ali(0dG<5_nNn*BUHW&5X?H7~hL z=`%_Fo3$lHq$m{;s=tR|J?&hY@u+bbHYy5_2NK=vB;NX}xpj$cg|4qsqZlT^Zr|)& zXlrD3n#~cP+LD|G80EXRQ%t507}zBoYvXR%-~y`it(iE^jjS_qAy%%7Vl+p;i~Rd8 ztdn4xr6C(x<2vU})s&Yyw3UaNDvTX(=IV7wn(q0#%7{3#<|57He$P|=D;P}<$@_^C zxm~qndbaF(yxcFJ??$#{(_hwv=DfZ$Ycjqx^C!iomhCuCpq%f)QkUXK0oLF@SM<6y z;WJ=Y1aUf2+e*&!cs4@roQAAi?!kI1NekI+KwE~0+w(k%SVW{W_ajsW3WZT9Mwa=HG7_VrA7QXmaPCDO~f zkA#b1=S2`d!|r{>8gAqELD9DvpXc`FpIiJyAJ2OVM8N9}(N%TM7E$Q9*!=b2&#i6W zr!oEk+e`4Xw2}ZL zAG-evp;W-aqU#SFN!;IjmHb6Z0|RR8opSMDMW?61n&0`{h`;-cjDVkrh!eswc+3{S z+kl`aF5gJQW7w)tU&2Eg~*a%&lSXc&gkxM zPbINA{2d=93#L=HqVVqv*0O&FKC?qJ;hKar7XFrQVspmWgIQD1lWmwVJRVKwbk{v9 zU?s|ZrM3-iEA!loh{yUl(=D##@9*C5%RgRRkLr5o4GOl$FaU>9!5%8p?3s^@uKVE1 zlCdgj(}1=Bbr0(64r|{a9Z!Dn5k{cV^u>yXu(Y>G_S9=#1fHV338B(J>V6nNJdi1l zF~Jo}nJQ6l=3A#U$1$Kp={v>k;?j&VcQBWTwwGw4?Y=V;%P=c$g$Gzwj3kvthf zxCEptL>uz%*e|stE(>&`8WBeaDLT!(kS&mO@sP4RM&X-1}Enr za8iP3O3t=XC8#YqU$fkZ*7ETQyO6&RkAGd zdkLEOfO4i{re<`G0lto0szIh6($$Dcb92rf$2t74J_}3V?${r+5ETo@vE4s*76A^g z&9(v8NQ!oHOLtU!Fi&{zlySUb$ZRAi2QyYf26PgmmWjWUy6rlV*Ff}sT$nU-ZEKA157wJ{z`aEzr&ui|0)e{ zEbHUBOuVgHCD4ES>18vaa~d2Izs2~_C?wHI>0@I%Dr@~Ws}LJT5hh)NHJ}A&7Rp)W zm;#T?M}$`-i8@lTKNTd7ChpTm$5{AA8jT|FND>h{)B7K_^*0+E8JQM~&DVt%$9iDul zZTDY83EUdR%O8l{^ZR|;=_*nos_YBF}}W>RP#A8f+kLnd;r>3Y^yQw>$FXn7m0%xvWq4 z&L}Q{#t)E_-E$@WzRr@M~+`_#YrSwFXV`-+?nqJzoF9hIT&L|yENE04Q zLz@=kwM;#QUT-Y_ci&%Cn2_v_&7(#RiHNivO58zrjN8u*e)*-CR64?wN-t< z&erIiscP4VGSU1EQ?eJ^BeD#6g-4M@g7&TBLD&k#Xwo*>^IroAY3gstGT-mij>pnO zPkN~stHN8&Pud$uLiUYL3;f$z*Kcn)f0XbC5SsI;83Kel)h8Yv*6rk#9tZz%b#t8C zG#$=B5x`GD_%=>uRFrU!c{oeef|57vVcd1@qwOPI8NS=KcrS&(sXUl%L77z*Ya!^q zu!M=4z2SuN&+V5Bd4GYFjr*c+vGu~X{IhPzjS41J)9*X{1LYHruI1qMyQk3Mk^>pg zWVFl!pjtFp1X;FrcvJuN!MW9$^O7c7CUwDgc<^5<3a^d8Ap6|_mz^i|W0IhaY6~t3 zAJRs|Pt$)-7sGR)fjP{2M0AF?5bPKpIcpWF21{tiq|Ll!!c$)&$Rsbdb8>)>-4mN9;9n1|y|Z3-PpxSQe06hp2T6>cM_l&m z!#>E;*Rbf^1QB0nVWQ02UDFB+lG6SR8*-#H1Nk3GtHV?l$3gZ`8zx_(m}YH{Yb~5p zD{sy6Q7x{Y$Sf_)j$(&X>ANKJM5|M&F64@ph8pBw)@vg{Ub6ahf3+G((WgHG9|Ez4 z=z|&zg;%qD;tW2D2qC&zPLc&aJoa`LJB8*J@-+BLE6TSZu&VFZM;$%rMgrWq< zQmw4<%`roc&a1B4d7748d0RQV2ITRNE;p*D2IY;0UD?Bpd19P`1uB)bg!pY zwyrXq_@{3XnpyPeHDQ+mkq$k&Qm%mx?dgt?T8u3#gh^g6&4MV8G>_=I>?2IOlD|SM zl$-1f>qP~vtmogobqwWjVJuR;gbi(Q=@t6Ztq{)UY6Ot1nkg$3B-EmDC(2(M#iI`w z0hNN{yFcLXHf)-Z9qafb=DaWVKYU`wu=*e<^Yw(+Wsd{R8pc5xa5{okL*u|>BM1*( zCKss^-UiZ;=UDJeSVy4+$~nJMR7c{QUlHgHBoZ{<S5$1@V-0%}XNbtKT{(Pqda zw1?D&O}7(cF|I^3L03lFK^bZ>ZvJiqf*0uy@#b?pRj9# z*RvbJ$1Z_kZTrPa5`P`bs;hjZEwF+C0hYQ4^~d0lIC0RQ2zi!51f{S@xoE85J^-TN zPd%bzoplIpA@~M=*BS6+KY3KYB7@K8D|J8m8g%DC!WqQp9_kqsm>$a-m@fg11|%y` z?16L!->jk6dt7TE&!O6TY-?c8pq=T*;U&~sV!4@~$AXDv}t)3q)FhAClB1(!Oe2@=)&J<5u3 z{lqPT-Hs3l4)8E7=&ea70wE|N03udMxy_^~)iMicLbJjM*#q@qg6aJnldac*0@lYF@#7?w3;D*ZG|<{$ z;vB;eRF)vk&;2cNF4mbx`ET7M$9wydPw;#|_CFgia7A@c`P77`UfgG0&y~AnLB;k(w9TUW(Hq zP2*|-x<eE<(~`f)n>6du zwHOVQp~cwCI%ohj=|nLy{j4#IeTJB!9J)LPqxLNW*H!q{qqAYHJ*VPZ3w93S{kq6@ zoak5T+Vegv+z}l3P4+8&hA^Sf8-8qhM6*<^ddL!-v^$zO_)@NT6(@(&&ST{I@KsK< zILJqw8-FOXNV1}E@XhQk)m^pco!Fk~w(MC&kpn+f$N*Ty-ro?F@j#)>bX*sL!lhah zPB!v_rMu_hwro#){KJJoS%`n6nmtr`^GkPIFWfj1ocOynvBsnJ?)`=^Zpbx?|Bdd5 z6AQsD2|_o#+vw>WdqD&aXS|!I`j=-QxuWq?mCoF$AS5MN(hK;Aj;~L?ig)gF7gXsf zFn-~u-PHjFGR^%$#{h|OdO%pSaAPbmr=|{8_U}e|29~m7yfazg!#GQrPyZ6O9GuM6 zgYR3zYa^`77%EWsu?fc>h?M*>mgADx*T(yWGHblO2Wx!$Auh%ilE?4T8HE$fRp)(3 zz-3Io21OBDqOC{B9wSQgy+kdm#7qzXeDR|o8-EScew?E?k3pqE%vi+lUkvexY;vGrT_ zC@LW3CqJt7tobox9DJD{vlpl-hs_ncXo&>DrfDLeZq+b_(7(ONu%Kj-eKuwpKVr#i z9b9X7hQUlwu0kBh1Rw3DZFo4&UB*N9!gLZ-E9eb%-rP5M?B5_ z^6%i)F|Rcm5o94xHuS#w^?5KzAl<_Ni!foopkdwOmBlz1F!~qj- zbxZ7dyJvH)7Rj^TL$Nr>Y|LzrUv*3)eicdY_Buaa7=$28Yx|t~=T=f87QpIWu;ONN zXAv0wol?qq3N{lc9zv7Rba=)h&pbdac=jsy#OTgg1ao9B&zk1K&e#C3o9gaII@~?B z3W90ainA~iYq{G9MBZv@^cQBiT^S+F-&6dxZ8vd|)J0QpYlgpm?(JYQ?mdM1J;i#3 zUR#4<>THVr?XbsG58!Og=ZDY@4QMV7_Nb*9WR3own)l)mE>+(9kpIf9$)Qh`e?LR~ zE53X2=bp2m@xBWn{8tEIn!~VC>s)VT;AYkB*|}OeuSI+ky&p$mekd(~hF+(d*|@FV z%Su?&**=Dr+0t1)I=Q0{D?RpvqNlWOjZr`i26U~PxLM7~*XC^64arv@!Uc#++6ZiI zpvq;Ux#Rdo-wug_arN}fx#Nf=!fug*a&=FN@nOwBv62GH%0j?Er9*euE{etL&yQuX-Q*EJYcL8`P7rx+l^mx@&jJb& zy?9hhAIyV?-9Yh*EtM-u;flboy%{~KA##^eoKionXD($L0yrEU_rMCCt|t} zP72)G7%PEU`jRI6T4QJ)^#+_0I@60E`vVB%6$X6~_r|TN!7^$MMN#lHkJb5ES{EA@ z!mYf=3G=Bvi6S+Og_^-r;N$H(e`59)JDwT2WO7~tGjbw#Nx6P#s-HWm8ZS#{-4 zDX2t4r~L@r%RLFvuc#=W&&Os@MN56bDEw5U!cG8KiX}Wsalv=S*QmeMg!B0G? itDSeeEtn7R@~Xqg6!I`EB1BeJHf97eGBE{lg#Q5;s7)6D delta 58633 zcmY&zvbT zcXwo#_FRH?{Q)vy(;jaW#qU%D;a(IpPkomW_Wocf&4^409hMn+6p5{cB{L#LE)nLS zZnmPf$3=<<6+!dF-fr4;TR}}Be#?LD=;`3-VU=>Wx7k~U#On&U>cE*DlI{;b9)-U3 z^fvu;b!Ko~i^!RNYH^cyHIlI?KxognBe3bl=l2ju?XXKGFbKqbGgkP%{W>4*+#F<8 zgRPrkL|Q$C)-CKxDFgU?e;%_ZhoZ34U0uk*B_BNHPkBMgGZu5ceAxTA-QSC1#uC0w zra5M}k_;7$p)6V z+ALEKi&@t(%zi@pmRWthX(UDsLRv1Yrwv(E5(p9bFDvlFXnL1?QvqHsK-SpH&G9XO z+%f*%;ltNoEmMD|)4Zc+tX>DaZq4T8e$b~?lF!BKv}e08JLz#grZb%H#p|}` z*U~~|fA?6g;&FTjehmx;ElmA0!dsFYDY-802Xs@9?PVshpo+~r^*rYDL0R}%hSGKqJ=tkVT=F~r4t_UlIhIyf zekn_7PQBow9&TaHC*)(@YMZ(UJ42dkpsXOWXor-z7IwumZfeD?>B}6(%S8<)#nzwW zdilhbXr5A|D!^nt*ZwXgb;tojthaFC02__z4K*7pJsgG>p#~L{r=nkx@Hi~>AsQS; zsS+_jp)k`*seJ6MO&Cr<2mhBGsR`K%Fy2NrQ#|&da(J`=HZ=#jEki+dTqk4@ z?I-hWc|y`NTUN$3IZE_D9`A-pz9dzl-y4^o>Qc}I;M`u>p5&iGJB`Z9S)MfQYPBj# z>$tZnDL6%XvK)!1fc)zLrP4Z$}-IMPb>KW;K*9yxM z+WQMC+87kI9`TmT4(_5=3^yj)kd(i8Ub2)y&uT8wr2pl-;;H^GS3z-Y!b4pV`eCY2 z0w8MklCBsSGP^-3d7F--T0Z8lOkEy0Ab?XTJTZPivG)3_+MFgr!aJ2Vx=f>+8X0Yn z8MxTi6j)j2bUJn0Ilu&pFW#z%bA&QTM>`!x{qrVxBEH21$<-3+ughq*0Gs`;E#>O4 zKiSZ({*nTx*M=$DqVoW*#h>g_eORpDG(=F5QW#`qYS+z1#AnJUQGMVfUi;Mxm}Dg} zQ&{4%BLq!d7= z`pizM*lg|lB%&VD#cPQ2{1KQOm#Nq_ztu7-bmW&k1Z^a2B(be+}W=tD#OGLgF@_l-o3vHmXV7h-+f<~pQ&tt_%wwx~C_)y-I_?Vz*4w%v1sSEl>f`1P2 zhcmM`b#ZkzGqU^l)YL+32nR}+j7dibPWE(@JP(f6Btv%v1In7-5Bq}-kS&f3ST*P; z&4SH%Ke<;Oja&A#1;%Z;Qdkkx$B%{eCatE^hZUm)Zp1&7LbXW7t`+2i*-C#kOFCnnCBbIT934jU z^TjiZM0vfa?85Eo<|5$h#qJ^`^4#bXnqDL(3|+{igL2q`n!(87bqC8In`^HSXD}pt z2AALSIFEro4eqn-B94R@gZ>nn^MM|T$+6xmNE#N*IA8e&6JQzzoUD4e86F$`d;{%A zq*${Mg%xF@V**_5CWkipH$8|)Sqyu|=D7G&eZRt9iWrtMtas+g0Ww9UFKsLGBL=7; zC^R!fX8OQL$P5DmIl{>fcI;j5v?=e+1i2thln9+D6dzyEs|iVjgliCV4QtiH9lN_L zmAbiGMfNM(Su;2Q+T#p0eVlv0%4@W?TWX;mxd%bJft@wES3|#$xXBBU?xZ5fovim; z!dlBpO0K}P)Pt@Xugt&swH+)s@5zUJDGCEe4fieD7v3)KL7>P&4^c#Y>1a?kbBd)q>hJcq776LW7_M27|H$yc%jfj6|Oyo6M)ON*A*)J zTaO{F_|}LU1?Wwn{|*Y|W2!dYB8mHP@SdKI5no5~;2{QfO9^K#?Qd^N@VjE}#Kw{} znuFPrkQ`u8*XUtZ^vMTZPF~ji@C#yO$ypL=&p%?pm7pYDO1HXk{a!>@6ABh`+wHkV z5q+DACHO!K;Hz??1F46zH@T+o0)U zc#|4sucMEkag7hVJ|Tk~G^GKPpfS!YvZ9Q2HaO9b$R&&E)CvKmq0C*0LECSC2s_~6PN2Fb z6U!eEMKrkU=xbFVU?4U*bRn+jytF98SH8k8?%>Wkhc)+lI!9sP36 z0D!xm2=z%abz&nMqc`4e$e%fwtRxLW3;{o4SrVdtqOg;R@@8iX+B&9*HJ@9SxjH*JLh}1^Q+t;_#4*iAMr!U6 z&>AvpqdlPMs|UUOD0$|wS1c%gZm$bX!Im7A;?OBsrlRm2kflrAZdh`a7>+&pysu@3 zHgjEF9EEdU8GcFTj%N9l2hUYV98{R_GFnw&x7-vh+t%H;3h`HN54@* zeM5DgW=9KWAHP^DlxAuuP4aWAcNZu~J5M8kHzNe%%0&5S@!2-KXw_Cm43kJ>NLc(_ zg_}`4=<&7OBg34Dl{Q){dPd7#fF~Rjt{^ROD0_Hq4ALAP6H`uevIeX0w^5yW(8>!0 zh{5q68DpbrEPMU7aC8P$AvfE+rEis+KEX_j-fGd4_e2cuQOz?v zMbqSCzq#><)2CW`@u5{nwW0_CWD%T@U~KfQbJ6h+p>YyPeJoPycF(MQwX9O{yKlWJ zZlv{6@jQ3}8=xCz|FlzQBipqK--6=+v{8%-&{C>0N*_GZ!whssHITYFO^Ym6O9Ows zY;BBLlGABcJBif03#O{25jAmFrlM+spjB2rTV%$fRmmml-hKa}$=K4Y#{;VkXmwtX z%5-a%DVkJGm9YwVcb;7(C9n;)TYm>$SPv$9sZ`x-Fue0@4jS5OeGzHMrdij1(F#^; z6K(~d2fj-`at6u%7-PiTNS@xXX>UI(0Gz$7YbL+1k~eClSA#ePykY)DQbO7#4VCS{ zXSrA^(OSI35-Tn`p>OLJEVj4?IEed3TR9T4e1peaaDqLI71&PLD5dGvDeEv?cwD#4 zn-U({bkaKTN&W08<-hq=E9D6c-n{ZT+~o1RSA5d_xcyo27Tqe`9lqH*%XogZWzOkg z!|L%K4cer&W#b;bN{C>({GFX-x9PhIN)W(Z4FU6+I+pw_N(e42 zgw=#2MvD$Qku0V~3^7z2YSLt_<&Q!t2GPZ35I)&O?exkdU7HfiaxH^J@nk<3ymtZKNK^m=Iu*R9L7 zco_;L8^%)sJPa(ji$W*#v-4>GP%AP}@i8`8U@0)%TaNGzA}CQva+xt8kA~*5wC5Nj zO#SL9_G}D`JRILN@2bg`rZK6cFWX$N6roqcz+%$H=219fN0+r z-X@z>9Tk_0`OPFA)06(zx)8x=Ii%xO;t53Z%5f4}5Zk5L)P;g@e!z<%RX9%2XB9 z8CD~J+GHtXWvO!O>9bKD7EDGI_Tlf&8Uf8L1RX=AE7D%Mp|)YQW6C*%4%myj*4$ZX z<>rda-uepD2vZXGY$k;GhPtn&tdecP%B{DJ` zi7~0KmNefMh)rqDA0`pUH%4qMWFtZ+`UL`j6FvpSBFXW0SpJ`pBvEEmuGom`EQ!|l zTH31_v;vo#L-h#MZb*8Jm1Y)~SKjTS?qYw&ZNiK2?V49MX&)-GR;P_u=@3@mr8D8C z87*;w+cNH1$>^Bb<6x$2X^beik}6ZIDp)pYOYj`K5co{yZ1Cv$qE^cGc>3eB03ojc zO6cC~MonG~A_N&1)}a;Z!9p6+$VJ+L#k&^?&{Je$b=#7B{XFe4pKm7oazvR~ilBa0 zQAJVdX#|{qM0F`KLP657{BZ>2=oDc9yC4F6h5am|zs3MI#B-Ip>bMsO7b~F*hgQHy zSQ-$#PesZ>B|@yK_32jlL_7HCtvEKuA80d~v-3ZkKXu+eD{}&YZRYOuGDbt;L zD%;gv>6z(v*-`l<&{+I=`;afcYf3bMI#~P_AV{^_h@NPSeE58Jz!9PGR780|+Vp7l z<8q@m=wZ!>*vLM8`gYFh#^!kBD4Pr`92A{|Ys3z`k)d}e0x7oa^4;1BW*`%|cyqyJ z*-b2ufjzwiu1M(~%n5fGpW!JCS#ao*ot|Cg$zn<`G2UKLg8VPGB-ejt9s5twj|QW& z_Ym=VL8gwImjd|J#$;XVk^nP+$xe4_adt56VW6G%L|{D`41B4>rp6-&igBv@o?dz0 z>YNso62CEQ7u2o^brIBc0kn=!KMx5ev`tPHVd%@;kJZh(us)hms8F=y<`0eFVw`F> zq&l4HO0!ORE;ZOM=;$UP%MB6y-{6MAwBQPrsh@vy<#}RAP{qj-QhbR3i(?INx31%Y z{l+G$bk57#+i6&P#hHvYxyL1QIcyKO4j@PRQ;5i9q->@unbQ48`yKMa745;i7YMNH zQUX=yrf;BgEf;T0{Q@yV$5LMyMI-~rQsA?Rii4_@#?Yv~%Tfy3~%(>!sYp`h2?CVp|THBNbzt&;^KqEhFwl#GT5!%O8D9B>*i|m;pI#lu`Ru@#;X2v1FNSk80yK7|a$VE`H zjKe5p1B*no?AK%{m9f%BZLZE=A)G0zob?&~tbiOSTm;WR2}i&3v2mZ%t&gSVv#)08 z7hR@>=fan7m3)-*2w%K4SJ2vQqLKJwJ(VyrK@O(R0q~e!^77+|paqZwqJzmaMpXNp zB71)SG<2%K>Y6z~kL#|9Bve=v~{X!HPe1&mk5;ctQYs?DS31FkK+= z$M|%@|M;qAJ&47J)xkQ}8`NwwHa11VEbGB(yk0KiCJmvtjx@E@SQkB!G!>OaA0fKZ zCZ&KR4}M!j+2&#EZ!>-`KXh+3?R0e0n{p`*@u*+Lg$dAs)&(G3`2@XD zt#It|RPos+m7j(6JIC6gg}O|d`e2Wk}8N}GU zq57LG30)XvLB79}a4@h+vbCX@{?l4+=Bv zn7n+)oSs#fS!!{g8RGf(c6o<3N?%ISA#|B1-&0N=4PFrOM=dQLh~MEJw@EE%L)4v3 zI=CGeQa7r}-d-^1`vZNWy9-m_$!rf(YcMMTV+u!^wF)G&DIO!DpPqo5;7IS^{Are9 zz87wvquxsFSC^$-?yy5uZZ!Rg$Tja#H=yXEDnyoh28xM?-7egbcT=wwJ_wv#q+sJ3 zT-sL(5~^R`6MK8RkxjOt2=SEL$8?*YfuyYOPwx_$;`mAmq)L&z2Ja1Wipi0bF;kj= z%kkYHScP$Aqe@&AFik-0-8F-(2kuBnEUgO#<&{mvQdQp9i47o?oFA@U3C4SA`Ry01 zM%DGXb@1J_!2-POQ$$(pT5Dcwrbee-_id*n^jylG_FY+}D`EkM`~ca)3fj1_0@C}gac$Xk2j`8MYLCLA0Z%n(xw6wc1m>T0&Lz; zXKdGb&jc7cqZQA;DOZIydO*`_Uj6ga{j*iSrlS)|G@r5T&ghNtqVkcP;FN`ErFTg~ z2^Z_-^bu;Hrx&-O+%^$AY%>hF&EWz#+so~RI%V|C8c1x9IksE+T5xun&$l{k*5u3eiU2FltLUY7Yy(u0FM_>z$p5ZVI3#l< zzjyNaPQCJf5zpS>_bZgqs(joIH}XFr)e(d-m4-tSPv@>!&0QR-mauGf0ke_3Z*~M= z-uw}4oJ4jRkG={_w!u~c6XbTE&{!-!iT zh;`Y>K?9a|m=coN{nYY$jMCu$6gBc#niNNuY zCY}vUE+%`YR0!BVyisrB$&~N2p9U8NZw0)6Nu>cKT= zy5X-3<{_7zZd<5Vi33id@|iI5_EV~;iz@VaqVM}*YCKCb8o1lJtu`{oof}3g#23ff z{&?=ic5QHR2+^U}qwIw|J@4cW(DIu_tjvT6Ph~>7C3NPZK^i!Ai2-(AoZ7M;9Y^*r zHX(rfP(O+&wWu9T|FaAH-7%)(WgqPpMng#&R<*&vucLeE()p(z|BUJ3%~p==_qu@e zLNSa)vD_E_V3U)h&e)fdP?S~(Z!o2t@iY+JiM5oGlGEN|d~yJHq-9y~u%18nIG0?- zN{W~IIS#RRw)K?zzUG)tFJfe#{2GXZyiZ2 zwrfm%!ctp{^$FUx-qF!x|J}2&eA1ySzNDvrd$Kr5P3gO^)uF}2AM|Z95~H1$#W|m# z%F4)@eSZZmb9to|d0sv25Es^wq5LTWy`YOQ%%}U#RJ8MO`IUk4JFQGeYl*}7xs31T zLMP|I(|1NO{&MJJUV?D_^_LE#f!fpEyE0*ghmsO!H4%-lB-`xjMXb%=Eav>`j?1Q% z=_>1o75|Oofjm2a|2WbGKI}o#pBwdxE|^B);Zcp2wT#_b3i6B1w21QKLvTy3h zr$q+6O+Kk30T)3)ZGx|_LIxd52KEtyQ=)`4ZT97%|I2zW6G1H6e#fR834o#{H!Nd; zvZpr`Ku|Z`FQ33shl>%Sf5{)JEnik1aURAnaVD4vuN%C!g2OJ%>*-WfDD z)1?~y-4Z~!A2}lYPqZoQHU|S#G@TR*lmueXStk@I1qB+7M+pvb zRsC+?u_fQsJ30WPvJwjR{U+=!kEd4qfmNHKEHe3xbQi~-@;?nAA}Qz=Bt;0ZN@GsA z6;AEvhBPxq={*$bOXV76UM9e{6jo^vQt<^k_%;*#KL#l^C>ACqOi}+{tuMEYd(&la zU_bS$J}UW%k`^uRRM->aK+PA0Dn` z1`1R%11n}rX6B;?5@dnpqEXO2-;HZLJlW@cymQ4ceQ%`%)XOcz9mc$U<-gcV|M)kW zLpL~Y;6V-8D;g<>#+=WtZ0V%b{qL2W`ve~%H}fi8so5AXK+#~+ zlN2T+r$)dl=bQ-rW!pua%!hMkcm-olPQu6Q@l;fpGiA46JE2Ev?{=;UYn^-G!d5T( zqQwR62g$CU!@1x$1=3)xAmGVpebuVldn^k}%^m;k=3)4ep_fFG{lRv>c3(6o<@?Vr zxhPW{uiP7NXe=0^&-R&HCWcG~{umg~w!Ie%{lW(W+fCOm^)?|-eeWKT!`I>C4@Z$; zEAP#KuTJrfRz^L0$ax-6Y9H^OL1O9WFtVWm5O{5zh_6iLs6*KWAV9FFId94by!XfN zDbZjhp8bw>%K?gdDtNrZL~`;(Cg>0KM!h64*F{v?DZ}xLrAb0}13RbPxyAb0p)ifo zW;ow=N1o0a{Okwwp}?rZA;|C&E#$TlNF-CD=3Gp-dKUDs3-2pkaZ;pJlyvCiEEwvi zBO}CPA>5Jj3_6GgaR7%&Pps?!6>}6j>A$ML?azZXTUj*Hmx?pRN_@GgPf-Z-h(!9U z)3FF2bZC~#n&(+9fxPR3l3@GxC=&!#6}bRV-#bdeE^wFq#MKJ1?daf00ORe z0bCBcq8YjE#D$qt%iyVe2RIx$xcnN@0++auUVzjdOdO21=D>#Dwpv51%Rs1?tro9l ztKKsE-^gQPwx8Qt^LEH}@#tFnzuv&_kJ_V|z^c0$+_jXh8f|Vzae927p6q(`ixT!x zgsb3d?QdsOqyX5MFXvqTans=)(wzU+MO!MgRLH1GL^U~m~ zPv2lsR!j(oNs8taNj63O|30l-aZsDY)z!0dG;clijzeg+a@?Pj?`=cwalpMY8zfh0)cn z=Yg!TtEEBZHj7kW6J954Y;YTey>xVW8wp@sbGt#Ww=E}KJ8QrB89p{hpOX43&%B>s zC_UQL=rKPtVfLYO>mAlpK6|)#3-ji@`okpS)tx|PglKEYhZoV4OHV_`)~o*NX8_s# zgqgXxq?o?h+D&4YO_#2@){Ac@k5bzT1^rW)ALx4+#7H)r1oF+(RaStnUT`5wXWnX_ zHq4W#2n9QoyNENY5H{XGh4pWB6v&*?A0a!1d1OCbNb?mqLV{zeKqy*7)W(tJcB((c z=hKzOz|a7{hb8;GM&ejAhULbV5U?|`pJOKt9EWl1vnW`L5Y*i=6NzC#Bn18r^s0dH z%8810S0pn)yFM^vLqg@XAf9oMxJXuo9vqg6xr|%_{4k36`L>Vc%0I6$jliCuS6gYB zPj}7ww~K;;f7ATJ^_(8x0(q&YxzyilWDGa)&!PoL&NDM@U(UreDe7t>meir;(+&^U zJr5JETGuQ~ZB0d}Ng;8%m}Ga^X24L*4PiFf9jH*3c2pobr=Ajk_$sx zn>`*=KCSjLl$@X^Y1SAJM!<_Dr6rpw)(H?0`Xs`ReYu><^p+Z#5Fu6yHYfjDQK5@p zghn_}%6CG~UA}_`Z*MQVoaz^`Yk!a;>CpPHe!c-~> z;in^7R8AJe-QU+JbZAfV7uNvs=EoZ!W&$%27rml!AN-yt=hRD1Cc&D@u5w?)9Y=G0 zMCKH~#P*k@aWL68L1CnK-BDX#aPKF8y)lPK&yP*}JX9B)54zeatNF$+B^~otD?hzg z+z%2Q_8H0yg+i(*wCa(S0ukG+P@v&D)TA^d*2$m>FGOqw7oxU()UjXJ%RP%QZ`5fl zn$9*M7$%mf4Dm>CML7G3Zw9Lv%EozY7O(htDHr;x0vw-9%n_!5<;UR3gt!{Ov9{eq z(S;~!{0N1etvt-xP~zRXe6+mKOZNwTr4fttk8IZQHiC09FI_Zx>moeM14ELsNb7<~ zW{4jz&9qMfft3@9mDYK}YDUrZzrYbpi5fpR)FAah#F@tIQ&`FlfP0aPY7^qDj~P7R zYM434U86vSqLoBJ#OLpdNm5@x<*S1AJ&N@&BZ(v&%~OEVvL0kSc!NUWxiGe4oNr2H zbWbVo7Mcm4rM^azXUZMEI-$4id|_Gng+)MJ%3lj2(TBtygAYXCZ^Qn*cVeq1e40Jx zO=Yrv6ZXnWszqf5RI;VRG}1p-e8~YgagBH!G}2VkG4SaFs76ati=c1-Kges#6wA}3 z5O@v&a z9BijQR!SR*bE>{fZ2YbObY+t1E`-eGGE>Vw0gAFN!sR`}5-j4>4=#$(=ASP+K?~Tc z>|}deB{s0|X!B35<>^O&FK(VrBTPT`cl;4o+{t7_y!a2U(T7Cl&q%&x&&CYA%Eyzu#26 zEAAS9rdjTd=XZ1%Y3Wxh1I`h;_fJq=)7Rzn)V~-CeeQlUwhih6$XDXHjzy{1p9+xb z==+*wG&m~h7>Mdp zl$^<>kLi{Mm-mff1%rMSLvAAKl|p(#r_^NZW*l09<0GXTy?tAQ_5o8yO(1hMR*10! zg`LrD;5fAN)&=}2&C~UXb_iG8kx+1thJGh4Hha>lMmMflD(~SB@msn59fQ_0gX5}u63>jQ zN+*2YGL~*uj{R$l*XWNz@BG@T?&RR7r!&XVEk#02#Ho{%NJ&bRPvY+a$G>3&H~61I zmJ-?qC1SZxUuR&(2_w-o+D{IMj)8{)!$#USDqju|;%IYB;aam`K&@Hu&wbFTbd3fG z5{OtIWfq`c0|X5mXk2=E=RZU^@uB8F*Rt5L{Ka_X(tMl{91Oj#n||PT z-8M0f{@WMftNs5ONF?0LibNnoJiHJx=s>z-K0FyX;mTQh`ad%X%Jn}l4ZO&QKg6LB zwAMs?Gwta)(D(2aYJgYU;6z$%WlD7zi@f@Hs`of+- zJ?Pw8Fl48ErhPM#*ow;n^}rE8(Wn!nPLlpSCwsF;eo5hpXWVmEV03)f00&BLzEf{X zRsa1N2YNwGMvS{EKJwgsPm`y^uxi|tL#O?bFIxtck;Q)iYV8qhfAa%O%?=Rg+mD({Qv)&9d zh0eL9FH-B$CC`&@B>mKYb6|olLN7AdAA)oxI|MRtqUo#je+W7-#ts1$4vZWCr*k((9)FNqp8l!u%)kX9|J) zC&demxIwH%6$cG@SPT>H_)nNn3z)UoFC+#+Y|6~X(rhP zL7wAy^SK3&HUxexCKZts;dNuNGn>3xWu|_**v$1zU6Op$%gQlocJw{wr{4D?v!qb4csmib1Wn5rcCHwBSzL^o| z>g9TW`doLgz;64&$LAQ15{Kr{!T0_uvNyfg3C}3V7TK-C?E=fn4aXIFI^g5+bV66} zKE)TKG=R+voZ>R(0x0R6Q2lylhH^JBYjTmL0OYX#R9HBk?wW>(=F94uvEQux3*amB zOj>?$RkA2C^dg(@dvJ=;M5Ue(IBwb4zv7OhxP{7_VxfC+tNL<;NqVIx0Mc zhFR2{e-rUXD*%bW9SoXO^ID!-yim6hZ^R&n(%}r* zG2c-gWVk(O7Mu(RGRKp|SV>%L2vLa|AtOdJUm~MVl@2|`E-&0$F;;mdVGO9I6l1Pe zLXE@P^e1yTl-^DX`?;lV(*znt!9+fzt`%863VZRtPY}}+2B#vA>;)2|qCM_Nl#O|! z4)})(#!)s>0z8qmhklGOL09eNIncc@^ZNS2ouW~eqgkmgsP!y968Vkzq?1s4`*&-KX0G^1hAtL(aeVNiD8d}(hg)sxm zMO<$cwi@WpOtjL&=+0o^um!F?cU5_IW*178=6xAFq)bu_N3V^@K&seAG+HK+m@~pq z#K6+=M3pSvvt-8Su&n!tb&H9Eh`omR{5}f^&AQnDkQ8YcgkGHB|3Xzzw@Fge? z6yi{ywQF@!PYCi#a=9v&KcSWn)8&?NN*R{J0A%P~7?cTq6I4lJ)dy??MjOY7Af|H* zREx0yXC>FuLD@^)HAy>MU-T$Zl-ok68|(30F&2Tq;mrUnNF~LLX%ncrJG%%hG7_sG zxSJ%d^cuU&iU8Fi6pNvSBznKGZ6-l5^wG9-2)76fU4*pe;@ZU4D&qpVYb@F(N_Q^)N>!20h}crebmVE0}47K^&|RKe=GK% zT4t@;*=;!Ot_b-JTXG|Q#6ei&cwtf`JWmVAc4oF26NPrrvCY?g_Pqm&>jH>$+C zv{N;r#23w@pDMi5N)Mdqj7%hc+a;At143uSQJI&z7>6k{eY4Y>d^1z!^i!?o<$~kX z`MV}-7aON1c0;2et+hN<42Lx6l9|N$(8I{>Bx@>|=A6?~C0UO|VzU(O@^}01$s#G? z$&sj*(5?r5$!#@hn?6QpB#9;i&!o|k-;j}-bPIM4&NKoqXVJd|^vaoQ2-q7i0cf?4 zbuyv)$PAl-dY8HwUJ}ZG36pTB4VaUbqnj-;;**FUKclsUxAFxUdd?)Qvz*iuxt;V7 zgW!n60zZfNRDE^1ir_qX=JN=yGu`sJ?zE$*e&-2UAho%pi4-Oi^9mSGO)ux!PW$fX zH*oF7#12YJb*VE%iE)wU;sW&fzt z8}y=MCMhzSlkW zt1J&ZxC6@I0WJjb3Yvh;%hUSw@<;w6`Z>%^<=u?n6jxDE8L4dBt}}K}8*WrsIa3&n zbb+9$;T7IJ3I;#25%cYCH((b@w!0~V1PX-#4=NDd6)uCt1mS}~_y=nQ5@{B=P!;Y4 zCQVF3Ty|coxrd=35=dd55r?aax}Ixh8YqNq`^L;RjtJtkZ~ zTnZTl#2etjt3%a#K?7tYAD=m22|WO|pAwy%MbI4x852-?@`rjM37~H}S>2<~P986+ z6<=S?&QWWbktK(e=F56HlfL=z{@H!^7f@m$w|H`n`$U5izBBMQ8F_&ZX46#fB~?rC z)A6@;N%J(vt0LIEH<#0&%8ehQOX*sEsRrlwpURj|>$$ZXuuM~UZiPxMqk7A=Q6gHh z7A>UC;lx82_I>Dz5&%k?vxuk-{86*Qn3{;Qs13M2Hj3A}<>{!B6RK4oy%V#Z5ao^w zYQwlJO^ekUo*b}laqPQ@F?2z$Yp^6+vV(E4O8w5M&zr^8837()ONi9(1U8SQ@TrN2 z!tH*S8Cg+ry><|WENQ=)f-H?PC#5Yr*6U8}ni(y9ce&L0WPlLk@Si+>En){l(Z*xJ z^E2EQO^BLlInZC~t;p4}YS;I&-RN>@Ru$r>YEILXCfW>xS&|J1|$}@1Z)}5@r;NjIb7z1qyjPbeHq-2B37( zRi03itKwt4s&uIM>o7LPq(MYkRV579Xo6Gl&t>`^&-0d9Kv#6+NpetboM$12Y*W zs;M}VgHoHi{`yeu2%evwxf1&jmNV$lT34Gf(I9BE|G;Nk*mQI`tR_=Je+KPCSiNlo4}FO zZw|oJ!(aOawFeecKQ8m>RVc7oImZh(Y`u-t-ot*czTo}K*t;&>@x+AXM7pk5R^a4n zoSP_6gsRP^UpDtWW%7k0QRlsD6|*PL!aRe&J@MWDm$4+GKf*OBEZfdvbH{7(InGKZ zHS92M!y7TI7U_np+%0XC64%ScE)Tt)#W|otYx(U=9T4Rre5a*e3?Qy*R-te^9>%G}t~}wPvt3mJ>o|*J=fMx{bX)pxV_Q-kz9D&pFa&t$ zNv49T1KW`1v}E0WvAC@?Th)A?b2wm~Q>zhf6Sui`RL+zt=Wn7*ItCr-(TD(Skv>x; zlnh^)AZIGoB|GMg9SF$m#?D;Zy0&27foj?oO$>Rkd#kQ-zcK>rpA$JsWe=jw8TKj1 z$iIlG=dX-;S&KNbET1_}BpNdN+X0B`?4%Kh_!|WN>;@Ra9pOUw-c4%T|5msmcHG0A z$87H}*f|#rRaN3xNP%<{dDnVp)`)+1$!b#b^h|vZMfGZCXatBH>oxRs;vv48XWJ$%%lBzA0I?p z=2sv5jderlDjaj*sGInxCfKg6Z~hpDx*z&yh&7kzo}+3p_gFXvrOA)sGLce+^>UBM zy6VOO+U1-L+nczCfx=>5Jm%FV*|px5@7;v6cPk# zCqKEa{zPsYjO1PfXlqN~--@&_Ot2RmOl&Orp_t1>b@lf)-G1YQvRvF1!LxQ#_>nj* zwD#W?s?N6Dz5uvN_5_j>t06l1K`_vWR`=#0yp%EL&5}bmw%o>x`~Xl^smw{#(P)#2 zp@Xw3v#y?jhsR<&Beo7)JoL6(hJNRU61v}Uc~}VDyWR+kZI4zd&oiWVVwHgPBYYpl z4OqE|ji9V2`_>#=_~EqT!y<gMcuHixO z%KcUO{6_WxD==r0u>(Mz-ttpT*`m@jy<&%7_~qPP<)K9#3boM&Fxsy{h-rn02;qHu zO@&EIuKR1sls62~johN3eS0zOOkPjGn$A5QKdjT;^MGTkA9ZtjAyVhot?abZ)7zG* zL8NxRmOlrIl)!$kZWkUInDp9R2if-ZDykIe0i1Izzwyy6J|?7L|0)zkr4sWdMnb{; zvZjz-`mnJ6d1^BA4V^0G{GT%iEQM^+KsS0eQNb5OY?Sx*KsD(U)GS>OPsLb_-0-uO-a??;2UoFaZo@!@ zVGpAh^CE{)RT41=WrzxA4N`n;rM6PHt`kRbpYBs`USCj|^Gq4|nQBPP*mz5Xth&7} zv~UcV>;e3B)~s#xAZerrJKq}0KW5ZU8e4rfbv*&OYQt;yCaYf&1PgAr#6NnV{>&-& z8T?5o;Hak$o(2!yx~d68wP*7sWRXd)fKl68hi*gafpDGRn&10lb;NJ-?-UU-YDI+T zAr9+yes_mZmTdF9WU&p4DId}v70Pwn;sReki8H_hw~r!CHtfc)ALeiuZg7${Ds0hF zX-qV~@RJ37hNN~bQH=W&CBd>k-gQ?@Wb>MQc54~&Df`=0?K-xoMQ#Pt?RdMAmeB6- z>J%p{^oyBAzKxegTwd|O6Wkm<<7vyZcP{asj)mkD?P%+hjD?%T!FH2<8LaO^znuhb zy#cUyWeoL(aK?pNo4yds1=YD7|MNPkGQV=?BMqOYGvRN_>9Fske76qFuMt`sm+aY$ zFDFkfO64e*uv4J^z;>Ye_u_dSBce>i{*+8u(2GVNKa3uSmkzdBB_)h7EN4xbRm#$7 zoo|-142C~gj0RrV|93&qG(Elz0Wuwl=!Yl(cQkSLl{Ue_Fqb*+Ik-nP7mqs%U&6y% zRT*QHkjPn#0g}#?k1E{Yy3SzM#>1Q$o=#Hhp1Y#)ha(g3;`ZXrwbtSIBZNX;uHWa| z<)nZ!5A&EL4Q1V~e47yJWF!k74mm|#9fg2w{!Q9)M^6spj73btnL*{%^trG2<6mpQ zp~Oz@%zj`#8U6l(ew7%Yonu}IHny4|KU%R&o=T~~&DbvM$sWxE$`^$c3 z$!J{Qs`dF)py%uQGJDlRAQvS7Q$Z3MUr022{P_Mdobc`l&i~y$2!+-AzJFSGKsK`8 z^wy8r%kAj^;osdY*!>76DV3B^(I9L0pu1>}$6a)_O7L+H;Z#)$7!HtNJ<@_3t>1AVoJ$97kUqzZE!}vu4 zavn{#89o>h zw;8JC(hnumW@2OE#HA!w8EP6fM+x5^{I;ANtFREZERW#&6wH8X$&qGJJeNeeomdE% zOKm4Q`)0`z61J-i&@IFOCJ^|RfG}dsGBFBcoL}#UcS@Sa=FU&<&QAmLKnW%6Na*3c z{zwpg<)?&82)r-3UIT_tW=IOaC17OOJcwBK$h0&-aZR$*)O1Z=bg-Cf^loVtBjQh| zp37AxswP4r{HUsk55?4q4l;+|JTaFG_KY^Vf$V_5G+8z#mwQ_MWsf_tY`;?#-jjo1 zao1e$uT@(fz@e*5i)P5YS@)yC`AMy|!-e&y`SoA9Iyt_s24f>}sPXL)V6{~uM~7#v9Vd>vM7+Su6G zwr$(C&E35F|2?1Hsp>DMZcp8*xix*K@9ER%{+!b)Og4%@bG&tA={fi~+8-?l)pXQ6 z*a5j~P+!zXgV0|T0ZW7S5?ugHp}xjSM@Y7S5j-;tU9fOtQ|?pGH8e6oo*oOI!N-$} zP^pkgcxxXFvF&+rh%hO_vppMp-h70J3h1i-!UvH-S1x1ouO`Dc+Aq7k%23|K-ns`) zPJ5g{$o|#n_13m(;co8a_D-ah4-hz0ohCdO@Z*@col!CxZWXa3slPy1Iaa~*^(-5% zmFBjc{di_3zHAk{ttlkW<l(w?Fp1Dyf{OEhrRrx&kah-kb&nCTfmUETz@(?NFVHb4qqGTE`NN!yCVrMAmj z)+!C7AJa-s&-L)6ei{6g_3+!l=%;dN; zOK$%P=M`ptMxGylXb?*{$kSH*K3YcPk!6jAU*?|TxH*yUvkbguBN%pwQZawb0af+B z=L@=>3GQO(m*7f=99ex!HNZ##MTs97;$J(WW!gb5(OU(O&IDCIU&oPBdW(=vxr=;Z zJ1OP^7Qi_8w2s>yWpJ@0ug3-!ytLRez0^?6tqPoc!=?N5SSmxVl%Zt>ru)W62rJog zpG}V}c(szHTOU!YBTx8D(7~iATm0H(2@}aIha0r8YFeX-(Kj})7Z2A?R*H5 zo93-t^icx_;rN;eg>bIugyIVa(l77lB z^^zzO&Um6$k1Qs6Me}VDH~`%x4cr*`P2q?+S46HUQGWm-4$jb>y9`Fa3yy5hJHNIh87Epn`#do}E-TPFC9ey@gnVBV18o_#6~FwE`auuMk_Xh;X5z$GJ*)twH%o!yt&i>M!j2Xo>=+mN+IgIC68cw4*L{ zKzM7F^>Dz%SbD;38dEV|a8Xh{1IFo?n-UJ-ff;17QN11ezb`s9O;584N{0Ovhy!$= zMP*O>m(SomEhl<_6_=)8j0--mKuq~uyRIE%N{)7b{PR{#uLOAp`)DH80dQTE z1iHh!%~=Qf)&Rusgf|Ues`qOYs60E>H0|+`7KCr|Y7QJIqJgZ?0fDAXIm6?w;bO2@ zDWMA{^=dT+!QB~e#&tBfjF9N=+&^Z2*2$LyV@u-d3dVlhiNcY3-Qz=dcY5F7&BSOgLqW43S~U>asw`?8-oee zcBbV)n5{c{YJD~iokENk975-jJ?cS|Sea_S+Vc)OSPrkQdX*zgJ`*P_fCx8aaMa{` z#SX1SOuR_|4XYcHaG% zg|oUw{p2LKp-jun1xC_=T%F);Ybxx=;<14D>#lZWb1iNls9hB{A{@M)b z=_YDLXRBYYU4GY=7a~zUJ^yt%^3Qg+KF}cxJiN0WjGdmWeKJ^Pz*X!ngj+OHF}w1$ zU7o1ml_!OMC`z3u;35aqp{pyk;%f7}$(s5*ItQCo(S_Ad>I0X|BD;Y<+z>q7(#ZWW z#z>UWhEwyOGxl2!B#{@P!^yi1f2-_$!X|zf+Sxu}C_1YqVY-4`v2@v0-?i7x@uU@??o3a~WvEuaIH`Y-yd={!QC8Gc>fJF= z8|z08ni7ko{cKx@=M^F_^1CSs7(}gRStYA#6U;xu{NmgDpXwna#T|&_qbnd{ix_v!rIV~y)r)JP`0Gtu4V;a2OM*90#?teL0sR*#8UX1V2l(JqQ7I) zf${uui)ta$yKf|rkvGD(kvG!i$>?|c+EKbrg3+O#g{C*kI_T)Bl+>we>3GUq4=u`% zq&s^2u&7aJ3tOf}IDoZ1f2iba}h$8fa~2IP;CL zOR>EoNtn|AG3ZvrVVJD#QgDd#o3iv}?AfHy<;KOi`zLO>_5*(Il(ph4Ie3u6h6XZ8pA z7q_=EBdJ~rAwrqEFCHg5V-yJ5U^^-=m27n4Q}H)M4G#)>$VzRQsomk&*FgsgF_vl7l_6feUwILZ#WQh&~fC(*OCI zf4PGI_Pote&QoPUZLr<39iQfjr%P}=*Cy$gWSNRu!>PL%y z5_^{kf!3>F)?#p}ektXKcfLD%H|eb>v_neQc9F0@hv8Yt${=vA2Gkn+jIEx z?5G!I3ame0H@8;oBtO8YwkR3YXk^BOMc|V68u6hNwi^I1SP2-|CM@r$Z-eHzzw8XB z_zrvA?G!m5I{!)1#M<9lJK5O)ePe%6ZjJS9rYL;c(tEZDU99%9BJTN5S&l`C%Atvn z-EZUiCdTl!5056b3F_cBVYz3bsB?peQz;@rlw=-+Lw0H+DPX@?iO|BaP6{>_7^0e? z-IL3mZm77Emevx%tvbxk4i8PJazpxa4;P2HqG%NXq!7C9Fp+1GHenn<4S5R2S5?Ag zDVJcGDEkdmrFBq)YK@ zxmh(wF9eihROJhHlW!cbazhzLFnuxHl=4FuMrdj=+^^rFNUMEupzc!yk*z|cdOg4& z5uNE2JyH26W6F--P<;0BuopC%>wBmF)tkqMnb+5m+2M^3(veoZZT~0L;{v-|o1~+B zWvRoiwH3<5H4VTZiXOxN!tA&9-3znZ65U=&_D!}-p82^Tf|dq+tBJ{PHc^-;AiQku z{@X9u^5{_8FeQF`YO=DYCvclJbHHMV>YZ#_Nf-)!Gq*Adcx%sOlj?^)AR_bYX*5v` z9Cb|5d93ZOIjuij?*AYG%`GnS^jBElc>FBPsTJI;#9TVw5)^&j-oVuyu5}s|zT(ww z(46K9pDmX4~F!=&O^v)%RNI@ieyr*%-;4Ab;1pha5I<@>Vvi2*GcX-fU~3DA8V7 z{Sl@isy(yB^8Wgs=o@7LU*}*_0ZO|?m5&_f-UT(`Y&{Q1IT!vSzW8k~b0bR3GaG=K z`sB`v^;9p!9R9q;EG!obPLB!sg{4^x`RQI*0cu(}Qk^zq+})K}vv>xE?usjbhzat3 zgZP7|jB6Fl|7nDIyN0|l8O9rXxQuT9t7ghC_QTu- zF{y`wy@#&z1z5pCQwVMCnDmt}~ zx_aCORf=`FK+nC{5D5gV)I=!I?=8a;2p))3Adni4 z^o$luekq>-BG=I#qy$U=kLQ?HMD3T;YBAFO-4}>8brwx3Njn01i-#HlA}r`cYM226 z2{>3O^nYlN0YW?~7;{6avNHlPgtk%9XUruIjm#vlXX zK*dvxTKB_>^+1-hbY^aPY$}r}`{G=bzhFN4f)cPIIs0#TSTX`83;>?b?Ew)#KIl;p~obwV7!?QofLWz2_eN=dhfEU;_7##KlwoZ<31nrT;y*Q#k?$ z7zg|RaR`AWZTUDnPWY}5jnh?qQ{_cy7&@@Sf=o=yfV@o64ROScLFzy#w^}Fv$DJ2x zeFyrPX#QqStrz69d4XT3Pg2Smmf^!V2xCIC@i8eW*!%tl>`6nGKZm{J3|IsxKD`DY z@Tmq+TGQl6v#Ag9zu7S-1jJY;kq$GxH~u9%ks$*_{4wMSQ+!ae@q&>M znOFkAFvAGtqA7Y|W-&_Xv<4w^nRUBhKp*a8kZY;R;q$SV!V&gCreO22ht>mo^Y#_z z+Q8J&V7$SIc%?K0ty$(iYMs5|SHDS_8VAcuVW*eL^d1eONv-w%X_^s@G=soQ7*!iG zP6#WQJ(1s6rQo13Obh#iZhQqB&m;^lWB?B|A&CxorxDKEh=laMf#l1U^+T#ueqWT*LJf-FFL!l|Z(KEH z5z#${TM|(Ts}ERbNn$2d*<&a`k`0FOrwEdY_Cu)z*8^24pA0=I^D1K+9WjO%PznWB z`o2S8qBEOE_|raqC;725O(B&a$G||jfOV{GG?Z>I_1LoWMg84&8KgYiReI|4Aq>fZ zQZeT-FergOe_}jE=rh|;I;D?GZuGdcpjQ9W&o=a`KPoQ;1A59io>`;$z?{XlvM9HdvnwNOI5Ds77wcHXqePf45>HTiA z6+RT++d4p!aVUTjXZB+w&y>Zdn zeA#dWC>~F&`Mkl1RoZ9C0olIVKHa{&AF2;-SMO%e*MFuOhOk`pC~?@exPIWB8Q(l@R__*HUk)l=yw3fTrL|!nbZU1;~3F5m=w> zn*c5`W2CF*^q#T(fq`93RI2NEuDJ+ug=>82tWOVA&Q%O%wAf_gf;?byE=BZWW44~e zShg!PnI1*dMlsf&D9kXca_qPM6Yv&aqjEF*1NH?zH4a( zU(L@Hn|*~#9&WQZ9@cB+$~DSE=8@)3;pllhQmw0r_%6e^%v?ni$^b7gEH=+*QyvC0 z#FI_Ew+8vfC#~ZiBUOEa_x=VNeh!nTRgXn`zVWgnsXR+6`L!z9}4y2 zquQBY^G2D4_mB0XJ(|~tPp$NGXsf&&8>IEb=kp(r=CSukdn?)iGNWPo>M3h=9;hBgW^DRW~zeROBWijxqlPF z68@ACmArITnobBhMBF8IRa`7JO^k(b8C2W40^jki5gM`{`}mTk;mLyIy|fG8TKtXl zc?M#?#E?ppJ833!GG@jdJh5d_LOq>Q5?kZ;LPQ4|maqy`H~6HbZ4e=3TqsOTrZgca zLPw1kteu*q#^flP7ra=E4L6ZV*42UD_$8h~l0oW_5J1QNvNK-;@AghM45PUj*zOtP z(L8Nyc`5*p4N8)%jz?RY7c`#_h74s>VfM^2%#sKsKrDHs-l^d<>7n0(u5eXe44?lX zF}t;1&#?x01qAKQqY8e2mDtPdIy%c33QQ#R-uWlZ`rm-9cwSKW6^xu^d-uEzGu0>H zdhTp`#e4fl3OuSl`gn=YoM_F3iGF|IMdWgS?-kfclMGBG%jD-55#On=@-)W#v~4*M zl!Px{Dgd+OtoeeR7s&bX|DVe_q%yT5K(_SPA#i;In;A&`Y(pRgS8p$D`4{3RpvjSA zeTKcYmM>V|zaWQHd1BfQ?_hqB=lo5lO1$qr1VDdaTuJ<2pv7pR=tsar01Zgxn?WFg zXbK!B`(OM`b(ulH`d@8y!wkX#BxN5fihNsi6bGRXse7wQwf00J;e$AEUl?_dq$D?9 zcJu|tFdtr%>U8w)j=f6=(MS{_^^$ir_2m)xR5P!xJ^4dVMq7rhlvs=f;-}p&{_r}Wn-@Lr8 z5HP_wx&PY%XleapQzQGW)a(`_6{*01e#^OfB$2*oylzaSycQj~Go?mpoV``@kTM5+ zv7l*wB~Zw^@l3-(?rUE9?OYoR8yyVy4rk6)Ow2{OY_Nc#x2D+W4u=vDV|9dLty16O zAF!}gPYRwVVfbKD9>5eWerBsZ`0&;Fuzpul%!&i{s*o9*-*^|E++~1NctPj<`HJH1oXO+D~F&$_hGP*w9yuRNXKRz6tK7{)>uM*o_eIxZVoSdIq zV&@>m?qFj29pF%TIEilF{;dOjJ>t&q@#NbJog2J}(k|C>@mOpWJ}Px0xY!7qh>+f_ zA9FFVY8%V}UR%pdBH#?BNT2WnG#p9}f$m2dsh{Xm;%%82O_CyiNk-UGdJab>4K`WM z)~Pb6i;$eYm2yShQM#@6ePni7e#j}!Jw+VEzSlam$dwDTk_F0RD9yz8zMM_UHsy_5 z>zwm90${%g{ioU|IOVh4(-6_=O}dcuKIxrWtEvl3 zh(l0eJ9P-vDc$xm~Vk{`Oks;Xv z9O+TLoK3<}at13F2z`@+QL(EG7EEHP8sCa>Umdw;UcV9;Pw@DlS@nIk7wOTgzCi%HU%@$2)k3UUVRL{q3GK zT8r1IWN@+_zeQ=*19uaywzx?IU7)E4v(SN}7;Om*8?&_IrZX{|*dsq(kDsAirxfmx z50v-1AzyvmRPzq7QwUHV)jJo5Z2B4QGu8SSMXAR65Im!*(XAv4hhtDAK+A;+z#yHe z@f}I85{Oi3;yH_!Zh2EkXsv`IoRhC_b|BzbcS9IB$W()q@1SqAJM;@md-9sJVL`cS zg-OrbQlpqBqt34ro=B6rYgyUcqsMC2DnK82bp&AIE^P0o3uHj@?Cf|3@_>dM%yAz> zBr6=eL7_tl3=%LY+L^WuI{HKdx>3{{5wV(d`|~JBmKdDFc_&+V$Pz-6>v7>h)UV{r zG^~1u;zhw$HA|$s!tWv*gvhYcy><9|;!)-+`(3zaLq?wW%~9Lqpt@*wdl35>T)2!C zE_pEu<^9oyHwr!?-@xmRR1fSX_)3XXM)YU2M~J+?pHCyL_DOzYxf2QpJl!gBO{qau zi3O=UkP6I+pib4n7x`d?=o?;wpb=uwwCEMb5z_d};~4MaoxS*FrW*ptwr%EmZx1j9 zH^igV*Xl!Jy1k@8y9f#9rzy!egj1GS?qlXJT>C^?32g_hHqem?z7bQ;Z7pLZsh-r* z4#w?+wTyW5K7hU&*#B|``bn*3+)Ee=OBj6qDrp`Cj+Jd7{o?7%?WyGuxo}W*@~q9@nmA^l#Xd>~4jY=Rfa+AeL?KwV6FyRpTGLwD z{MeYR|Gk2HZuEzf??r?fXytl->5KS5Zu{cHd3|<^kTKdXxC2)=fO~)R5mC|yT`;6_ zC%sI$(^r#ah$G2f^u!y-s&Jum79?y)p1!)^$bUZ^!w064A)RoKKK(p}E@Ps0caO~o z`kqPm9n504`LB`obS@YzU&SiICdDe5iV3%)4Qw-*qJt_TX^|`fkNR%2a>R^{^uo!J zn;;B_gn;fB2hzYUU~??gxUpYE>j24!bTIsc{8UMAPm1{v-QuZ3n*CB@mmug2mFkZhFxigW5$htnZj9jin`Snh^kfjVRE>k{snrIkq(HWG4cSePPDgRxW z>k>AbZ#m=9(>igr>-VTjyiEtV+vv)~w3^13fgqxyz)~(K(2cEV#<46K6S#OVhSbvgh@6Oo z%*F=GC}(DG@zaupn3>~W>5*X{A_gQg7ZW>kD(DjeHQ;5Ynzd0+e|@cRaQ*MX4P-}* z>FCgLeA&Ieh6wEFfDrLF>;sFtbh%mk$olv|fMRR-sa~c1P zA{U@e>4pgs4=IFJ3O73+ud)I%T3TUQW^fNARAWvPfApY&SXSxk5xi+>^6~Md(QoPMrVCG}OvbtacMFa6ZlE6iS$3en zP0h3r@2)|NlM55zP*Q<$YXJHeA695?9sYC|?DK#e;XQT!Z&&h-!j1C^fadKGe36^x z_Qe9-3KH=3Yj}L{h|xe?O-e%@((p6&@(-4!!UJQVkbiJy z!$U5<%vXi;U-yi!A_hdSn#tMek(oi@pht0Xuy1PUgQ)9mrhZBYkztvkn&B(*8-%9j z2IyC<`|UuA#WnQ~5QBmZ*9NeOvDgzWT}q zT6rV-{m763w7vzfxC*>2@l9C1@pXpe_OAQPZEJP~@#K2_G-wNH3Thk5oz4V0xa%#s zHF?`WkI279-t~fSTP9IYVGSWcvO$CtS!q)Q&;Dkl2pTsF?!R!nzHtTOgJM#;F$f9T z!0mp(1;#~1@FMS?UqU@Typ`+=qJZHc^=__DKKah>Fv9g4%pKv=34wG25j*LhHRphY z|8q^0%!{AwlrW;3K8Q;mBp49IGWz68Z29%I+3+<^ab<2%Vrz_4_~$0&Z%cMWS5x*1 zp!qj71o0M0L)$FAp(|nwIIGkvtl|$iE?=%TSO2oU>^XFcY;RcY5FbBnR6yt^5s6pavHS}% zD~Ni*4x?{R*xK4a>GlCJfQ0b*#TFn_0EznCIo(pZ+X;W!Qu*UB2x>U@%DI04TATJ6 z;{i%n43G(cM6LDA0p53X<~N)t4mKR>>L5{Xg2Z_KkgrIuIm`Py@fS#7ZQNg?Uxc&g zMDcLF#()0dn|~cfpL53dh;I2YPXDd-X5uiQ(A-<`__gJ|3olm4!e&;m)wz4+>JZ9n zhoaccO$crUu=My^{=AU*BzVrg6NEMNwz#}^54e%RvY7#Z(w&9BSCdcr{uR)tMCa~M z_JHW~OJwI?&>h;_za4?@3fn>_fallAY1v<`F2D|BxyRxT$dLw&5Hu{}>6J#-KmT}s zBB4>BX;|1Of-k=$_dYZH%ZKcI34BU|mG`u)33d(*3FipNW!;SQ4)%?IY_qB72>#i9 z{6I2j004f%zuJ;FsmH)w?iM@<7=M8IH=7A!)&Ql<$K_jCplp9l#`3$s@q;zKk=`45 zX;bBzy$Ih}ps#bDl(dq!A%`oBlyb^f5MUiIn$Dm`-Mn?-CMh#DS=E+t8W7QwAV?CK zw7TMBXI`~yTeQ?WuJ7FbU}I=wFx{8^?k$v05WpY_iqTF%O&Nx2k)~#u z4HPnJ)xCcUlg~wQS!ttGEnnb6LS+Zt%) zzOt?yURv?CZ#@)cY9I%uE$q<)CPa)T@Ns>3&URZ?nLZpy|19yT|ItvP{=?;HZ!+&5%@~DrC5R1}nsL+HSSeJF_ zbi0CKwdafRVScetHbr4mpJs5pb69JB+%a1Y6VNcG)lVe0V&uA{#&gqjO`z_#<}Yf< z6#dMEkLDqcpc!=k4%aU@A-TK%LH@;fUJKJ~8ci+Y&El?>%Jjrv3NcA@2B`lyL^*fH zrm13u-*ZG?hOH&(*z$C4G_?C;B7X#n`({FpFAihf z4EY+3qCoq{lG^?|E{}$4@lL+dQA{Ga-*PPfOP~7iys=JOaF3`E$16(<#U1;QM8AMO zKF7}q&Xgw`S>rR}x_@kOQGnFJDOGPfrTAIa8UmvFO~Xq7ekK1^dx=Gj6W+$Oc*xA@ z#hOeW@>*Z4>DsN2%ny0jZ6Q2lVZ*>BYZdojm6FSxghN<)=)4H?%fXsvw&!8igrQ=Z zL|TzA9g*+tfO)u{T*dI7hY^dm9ZqKL8O*rH%|I;&{xAz^%0pKv7$A&8j#2_%?KizK zMNu^&xASRPZgV#N+@(P}p_e1X)i|%Wa09Jx$B(~shZY*f6(lN7Au} z%-I0XBQwbpxoYJ$?SxI05qBi3%ftC?3<=U+^E&?AYgWMnH44tDGQAC3mZHYP;wEG% z>Y@iO3MM}M$NOk?I>48vMyF^g$iS>i+=mVPzCl)y@;}K`58^qIt?v0oMrlqzRH6^@ z9z6M)*o((OjK`n^C*+5MV}G%P!_H1@iP{n)msh*8W;mx|2dl|1k(`mURtra89CC#v zE;%to`ki7{DOq?xlZ9G-e&j&$6pyy)3qwI8SVM!K5~I7e3DA5APnT47e#%fXBdxTd zQE2^%-n%e+)4guLc2lfW&_Y%ut1g^;Mxc%8l)9&ovfLzJ^WYWjIsN6q>^jnBqBY^t zwE@+JQ}-)VR&&5?7OmOV!I+PMjlzM-6~186@EFWke%q}I3{My6Yz>7l{vI*y_a{%MT2?OaXyLO^LNYbp5796Tq@ z9zn;aNfTFEA6o2?uRTGgTsGE>opiDp1P({74$c(tb>$M3R{&r##s!)(&{3Lsbx^++b=01_ zNxzKBhRUDcW@=iE-B$E6seW&Q+A6{|zJx&S)_0tztwX?0O4s@}Rw&l)#lX0_a3^?z zsPM>f08U}=2S@0MnOvRWtNkbC=XK1YsNdQhai@^!^DS334u&0w9#`hdv>BqfZR$Ae zB65Pd@7!LqZ2D(G3)dvYLD~cGBhZ}kVk1=jSg)f?pThRNah%}im`*26H!Kd;`zTGl zSe5Dbc4FIXFjaKn9;EmUQ@8MSvxv4juP@4f0Nxh6P`p^avLZL);2W1+rVK=yL(O=( z(RXfRFrq`^ru&=VMeaHX-ss&f-yLYW7#!#_P!-sA1nw}QSpErCzYtmS9fVFDHoi+N zw=vI?X_T2u&)=+)49BSKQA@R}bO1D_Zoxfz%2etH6jG~SVs-Y`PmVlHDYZ|BkX9Lm zfD4B1L@j}Hzi&1TIvmD*8C7j}Da5szGoSwpA6*BxIPP!Geq;)TG_4KmtMp5gqYd=W zXOGNNzqY!R%C?OmXPf2HTR#kMWe&8=+>eJBk+im<-G9xII7SzI$PrUP9!!>oPs(gX zVBt%VH+2>uI7dQaz`;>W1dJzz!yKJEf&77kyviLV4UdhT+=EB%;kZ*o^rdI;9(aFzQ4U3^wzFetSbvGtAIn?>rmKx=(-0KmE z?fKtFH^qf<*W7W(`e}cN&TIW003x$NEgH%2=}(ADS3ue2t_q*Lq4EMLI6BEPI=(L% z@$4w!?G9?;mMnXrMGSt(k*riSW2z$Sl{y_##S;l2Bh+h(LM50bZUzxXpVw zp3-?TSPU*jPQ{65cx7a~zu6B_>n4xr?>Ex(y`BC-&8#du7_}?zlV(w-mSlrJdgpR6 z$QmFDs6fyZo5PB*5}MYaPh4CLpB8$YdfNHw{>ruz+U{Wj!o|XDmk3}uAy6dy7f84FVGpZx8HR;0aoXL)`%uVwO13gvM zZY{T9@3ky_tbW7e!cW;DJf~>p_lmuKa%vy!j|#G9`z~Ba`{^?97g#no;glf$<@1S7 zn&CiOEH)9T;VG6c%%#fQ)?X{811?GUdNaqQ9~86j+=X8OYD78DmhAAUXTS~F5Vq^= zA`!Gm@4^c3mb$}od5_~HlMhsc`Y1T!5=zzzx5+8&3BqXoUUvGK%!4jmB5Rm;!c?cpgi^?p;*p$_~utM^#xrDSM|if!7UTwjJ$r7WDu?pO*X_9HuG z&%ZiH^mm2d+N8_;TWowo(9gng@xM<|gPBG!_+%WHp%<^6@v@|&2a1=3VDdhX6P1Dk z-_Z@=2K;d9c@lt63Lk>1rP$Lf;}2-G?v! zbtMJTcxX9Uof?|QzcvN;&PuUnE}&OH+GVUS2!AzI*ndLBun~U z24xRHq-Ni-n3jrk)P^joh5=*ejvZXMs873%yv(nBou~8uV+-hxa@U`0lKPyoziG%C z>OdmYIq+%!O!{FTQ zp{N&LU;%VH)S7__WF_!~QdhSt+2-b5gm^S!Dd=84#k~q3QFg}IWDan1QXL59qe%Dx zu1|HJJcfp7#|jHgX})>Jrvtjn2AR#14mI}F7Bd=W`1REF&t&ENG!va{d1m&@SVRG? zA>vlVlVbjMCj%S^lr{5K#fTZv`VM_HS|Bu3;6NnQUXx?Wis9E8wcXU7*V-yDYt3JE| z=aC=d6ii2{l)A;<#-FIbibL;EA8)+480^vTB|^LJem61nWb|}b{x`@^yDG~oEydEt ztbl!eG5w8@tLaM=7*m0(8-vZ$0LfC#GjAqc5uQq)^T7 zWlg%o1__KNZ(rbJ9zU(S4BAnSrNod^PYa->=?2WKR8s3(I_pw;i_J*9; zNLQSpu2YvZ{qR)#RvUqONa9Am!uRVx%deHXod>`~FGB(n-V>0qb(S;BEKg(zcU)p! z$CE-hQ?v!uqtn7l1XhG}Cd#gN=l`0~#lyqq^8_59({4js)}cdBMxw0uM?XI}P6419m$nVGe`$er>8r$W&B$kwwK7W%quNY=dBlbNmTNqV7emPW=xsRjGc%(vI zmDT>eO*N%wGIPb(KHE#!zsHF?bOq4skbXXYUtmY0B74$ZUZ%;u2XVC*{FnW%3Po}@ zk6U5CVH`U&`I$rSrE*f7p)CXlY$1%JMC+^sg336t5?L&A6l*?KL#nK3zOR$V`LEFi zardyLh#Q7kxh!6}9;E8uI6oBTi#~Rqo5{*&cKPeyf?{dR7Lsi$@1#ke+ySB|P0JOv zC+tdU`PGxwn~bNfa3m|PE%|o7N@OZjJ*ZFN4|?d8@GQFxkhUEafv&ljDJT#u0I!2S zYDOs{lCD+V@&KMK?)>xjF^6#}eLjl%Un7Knh8UgrVJw`mG>S7h||M4#Ieb z)Nfl>1mfB}d`+hPaq+i)bs3-rhb%$JI%-ZK0< zF&Hw6F@7@^cHxIA8$hv+r+I;L&t`j*ht{hO3O|qpPlQ@h5Z{OGJW^kDqcX5f!5P1d!*$3_bUmz3Ca25QkyGvBSRjc>eRCm1%`vsIi zhIGS<6cr{tB4g!cX?Uvc}`PH;wC!w-B&NlJAYRUfjMvUy$xyv&$QmrMy)TCQtn z-2$IaUKM{j(Tbh0-%ZwvLaK~hm=?@VI@+FM3=`_XH()Qw)^DcH#85}lkesf$uXk~_ zD+9R}VP2N3ajVMtc-OG$wF)U;?ZemR3iXgIXyULyKUWwo7JY_IOm5dLb|}i7w>@Kz z#Du9NG*EA6XZOvzTzRDyN#~hWhC|6=7`6>eKmKDKYH)3My6ipF+tMfnHR;ijxHmX3Uaoyk8NkI zHtB3c+fZz+E-EDG!NqFG0Ke2~m~G>}sILV^_|F91_1KVOL^z&IM9)y60=GlWRIv{X zox4H*wCtTrtMpGWPd8S1q$~4ojgW*{&%%#MN+8Zt{ISr&j0cqU4|G}}zA?v%czFdX zy`}DzbI&Z>r9>OQIU5q3Nh<9}wyO#fvaAIYJnIpnb2~y2qxB6gQ`Y0S)O*8N7#Hpl zB?dncsVqC(b$`^8(Ua}u@~@7ZsAouZmO8j6qu@jPeYuEzl=zcVbBgE^(N!3%a*$dG zGyu>{s)9-8_4`B9GlmmX?Ufe|nX98Dqt#aUGjC249`;fPQi;Mvnzh%(3c32rlC zv13#M-qtU~>GG+@rV-nk?gNCT8qtjekdijR|K!;x!&2qw^8Bl_;Rh4hrvN}v!v1k~ zE1rvF7jm*6Ou=BqCOkS3(3_i;s(EyV2EHXKW?Sh`SCrlSu)6_uRvv0Bm|%cBvO)>y zd!jtaf&TGlV5RoP2%%=MTieOY&Cl>m(blI;Sv!Ifw=ww%{geT&;!%W2_h62PenzPI zBdNQBh%i?a+(%DuuG>weeKW*jc6?1{?SMk|&-_hf+rwp_V95PUB~2NUEj0lj24Jqy zw(#lyNT2;HK|XpBax5vW1*uh3M)&)#4T4ePTs-R9$t8#2Kin`MFL!a|+bWM(b=dD3%x@d{{ha$?8?G6l zYAZO6k!*#qRk~wIm13|o#k^+n2>_l1`5IMIZHU4bLp0|DLG$E#0L?3RdW|3XqZuip ztUnuZZD6m|*2KD9JteKTAPy|jFfaOWl)t?|H#WB!jO1hObh(qTaElOBeCuHQ!|JAb zsGPjy&RR?A)G2N4?tmebI(@;~m?Y#WtD6Nk-mqNMI@QtN?O@fWePV2M$*i1L-4FxyGNc;Uq z-s5q9VDM%Ya(91Xe?XkGrR)ApYMHD52YjPOoP)N9GYdBGlCj!vx=4Du{?35(V`K7` zM%>+Q%R!TOZG3fGB0Ix(3GjS?7}#X{<5a*)!<0ws{7}Ctk!FiqUi_l&d4kf^K`KQu zCqoGL+D?}F^RF`}1w_VATC~2#{lIoKXznpL3ZKxLfuurVcjd1`T?^Z*=VTqM8SqgB;3?TU^-hd#?!q;DVP{`1J zf{hnqho)iE6<*q6RJhFa;ZK!w=c9+Vk$9kSH6=QmjicKv4o>XEHCSZIv5RdcEkm3~nb(P$eJBvYcK@-ctu%4$(>6Q^P zE2GS)>MYVR9jt#?fvMMp(qoPZ?s{LD9W2m%pt%nkxJRqqt@vBZGrGj*Zf1q_ngyTM zg)}&W*pIsxLR+qm^Ng&ixn(9kvyfj>;Z15dx;nX!Cq^!Niwe}CD(Y zx03w%kvsHMv7p~Q1|sb!*_@?xiNurC&m~8N$7U?p3sR+GLZ66*%kxhlrLFOwkUySH zTVB4KSGToeW%_L(1WFItZ$~mmDW&7_jRJBc11)&Qn=-Z3=EN8pe9YsJM2nurn%8<$ zQAF7DI$W=XlY3we>&PPK9l7>_&07=o)@B<9x{@7=e4i<6H;FdgFxfKzm0}jdx4kVPt zJG89Ldbwmv`trZdrX?&JWWbY4Y;R8n!{MC0AQNgDksqK(V`@iRjl=N6AE)An zh+3wy8wZA+nY>=oOW?k?XNP@DM~PONuAw@U((&Zq_lPDXFQabnZ-uq$X zAzv|xoB}|U`9)M>xAC`dUVh%OVzfarNSH^@()(@LFM5v@ur0Sk=t|N2|=4Mq=7YFYq5-8Jc+4F(#c|R{(U+bBWJ(C^vqz_Y}P?G8z zNbz21o>L3u5EyHPDR}vnMkM|p05L$$zng5MNjs6e$G~keJwEcHV8Zb>Tg}TQ$ttuh zX@lGH9Paloe2zlOe9yi3E%MA`pT|qPfr|uJnUCC0#F@~=d)9>o47hto#bnReiL?m>ZvF z5lsrcYmzSo>rkk(ozJ{#9s9v|*w1&aSe~(n(mgs?Nr(i8+7W`%*`ROs3?4OL-#`6h z&`HYiB@zS{#x(61?-1vZLQ|WdCw@!b;Ob1d6?gbR!+#Z2HXkY}xeEC73@OV1=wY6~ z@MIU~q=SkQf>J6DJq)p@IYCu%?*m|AYesAWKjlO1P#Fs=lWDR4^4W7s(#u~ayKh75 z^H^mI?2-{HOGH(}LoFIWY@A5@+*L{MbBxrFO(D8gzooq2RmN6EWH?0oNpntOiXd-u z&P^<=_kT={fpo+O(~siSq-{BuX-mH|;~40`{rVldNqvc%E@8By~2?iVIwo5t>ys!!!! z`X!bwGutJQP95?;hdREeXR zil!_r1#)hB@6>YX^SZ)rG?eE>c8*|J!&Rr6P#7nDM2*~iY43RY!AYt@canVDZ;`}KRq;B{5Q=+{fpUJ#KW8?-as$kiVD3H`k$@(X9Oh!R&(2Dd zZ!^&XI+)349i3KeIX612YknK!wn5(9`F~>bghV1eC7{*8S&mn0cxl;>OnZ@I)KL!x zm7dEpn2h8zma||NTl{d$LZb3If1YVOaVCKsR~1m&?T-N(6fzG=6D+%s8&==JCwm&i zxsPg3;R@#pk(*Rzi@4BPr%pj;3>j%+7qYJW6g7adgzz8O_vsyuQyX>tf`8p3^?$&m z{zzsTcXAq|x&xw`>rxT=7-)pV&WfxGwLv(~i$&_-I*EwcLf)mbL31y9m{6-L=bOE} z+^)j{NiXN`!|a*pb$X_9tXv+je5}xE$tY|?-F)NX*CpAUYV#I`v66b?{dGGNZs@mr z*^Q`{s=M(Zj{gs1f#N0S5ObrD5r6TbV0)2ib8A^(QA=FxKysuKxr%dC;t9^8L^aI-eInD^Fu>Iu(OD8X<_|URWL8=hHz)9^@Wwff&lx z)`u4z!mGe2s{%*!vRnCfr|i@(gLXMZwq=fs7d#2a{Qg0yxvqRZ(3O}u=zpt+S$ZN8 zJ<~+#D0CU#-?F(iWt-8 zXp3?NA_l4B$Z;4QMkAoPV-!9T>Ql0^>EvD_?3P83F%3fo zT;}z%txDzUzPK;v^nX$Lq`8?06E^KqzT^_iFjP8Gw-a_w>_aM-ec~4JV<9X=1g_%d zn~B_A5pJtv2`O_u0qb>btjj8g@i)2ipkc4}qa7Z}FE*q{A2qBS=%K?f+0ux%-zG6- znip%>P8vD{8;UmY(4h_u9F)5K`A00vQs~ZvNCGCW4miN2?|*3elVcBUECyEigCxEb zDay-0vG-&o>uoBhHU+14wQ=g1c~vBR)%4&SDXQUL$-VRz-7tu1DdEjE#cxgs_9DDL zu@+>k4(jE58dZcYSsi`re7a z(x05v%TwW$xqqRieLty##m9|dL@j*un<6vO`(0FYIchK0=mzz`8U=RMa*I(yL6jCgJE@O>{J$=YODDTJQRFMo!z(v@ z@7ls_h52Rt`c&?GUqqwN0(Z4h5gLhE%P_WYo|TLVe2gFE{bI=An~}AKV+QB#U{q~w8QU^^nRG@$X3vG zWk98>OLsHZUC8L**3vDyRxVE7~AY+ncVf+9(>aV&;oRQ~MOMvJsd) zJ0`sEiGM1mI%D`PM7)v-hnJcKdI|1JOKN{(1zcsz0qZmwMVMy$uRTWCTs&2~IVy5H zvSqH2S~pZ{iz;T=Ulzs1wk1sEBVEyacgMZ~I1CaMw(xnzsHW?~B-#STjhe?C+nKh6P

    if6?h$n7krnSOYRnJfD~y zzA3`-fOc;{pkJXxQDF?X3fk+&05Qie05|kmsgRy8qdfqby(g%kta~I{8ksQX3WB_b zyng~A*@%LhV|Ph>aepOqB!r5TbDBYFsTP&Vqp3Pg z2W#p~l>Y$gg48TtLT1&cn@-)DIixk=~?v^Kec$vuo;)P z>ezO+G!iYI^q@4mPXR#>Sn|L)H}0wRVIvz_#>g&KDXgfYT)-CW>^2=K>39cQ6n~Wq z`nhxN20bd~a%$A632g#T%Z*5qeKGmLMSP*$!jZdPVD#+Oi=CqNn*r3UAez_O&tU+` zioWs(vS`u}HN*Mxig9ILw6}uY11LJkIeIf2{>n3UR~e;E=`#q*Rq8HlD0bs4%LADE zUxQPM+q>}jSF9DWk{qJG+BJ#kp?`Zsgo4ID0P|qPHhVuLMA~xP^q{a$Ot+AU7}LX* z#1Y-t7{DYf9Mcc#1)ght&hVg0N@JM`x(QoJma}atMYljd6@lz2fT$b8qkKkU zZ4~;=eeM+X!BC#J1PW!THVuR!D5wz~lp#y{Emx^S#F}NGowwhOhXzIut?A_QgG9{w2c9UoR*ZoNYvY2M)(H#z$if(X5;e*qlGd@`^fJo}ihpc~q*Fx4^cAX0VOyOka||RAi&~TNj(2jxdU%t| zkmgX?CKqxqj)*5|1Zvyx9A^f=dsVoryq+K>R_+Ip$mKxBX=;U*J8Hz!pBBezC7jTW z>~cG3dv_OVYk&4ZHYJ$j%VpcZ2$XQR2&R>s?UR^)P2lr(A6b=y-B+jIR*PZ0{&7Sa z#7n6#DkWRZ$x#mW%EPMNw`R~3MmR7-xRE({M~gfJVTmmTu~%68wn6^rCvsCA{Q8hV zs^+ON&DI^C6h~KcX$x@rcyEV}#*^loaL|OL=q7GoB2iJZb+Txf(TSs>MIWGj3987|} z)0Kg>pX6pYrYKYSk&iknw>Jwz-@c4>Ab{(p2`ak(r63%&EGon<036$wce-%K!BnA=vEM}gL}7o87dbUvaK+EK}$V9ubi zo|!ypENtSAv~q$3m&CP6_*?F(kO>8YReGe`;nH%|(?wIUmI%7nO>E6`sU`P0YUT-0 zkcljXUFSEodE4)Zj|CI*-LK#NA< zk|A?qm(@HwWhO9*@Ldw@#A0ww)n_v!TrBjo`thd&KD1O%`WK;4EH;|XVj~j5uuO1w zI|5(LYYOpQt9_Fv*yUkynmWb^e(?eRHy8TJ>~?|caAv>478}M7xPcN*kG0)s$lmr? zSbsylJv74i(!6PPyA~${-{81I2rIf)=ozrHOxaTScOu%1Vz*rne6!kaKB&^!B8tVN z)whB+5a21P@R#PFI_tO($T)C%2K1<@cxjgkkf%y~-n{!JDlXj+uNx@*w(A@!EHq0q z=6-5-{M1Za)lY(HfkW1gQ^IoEXYXNeuzxzKgc1HNE2CW26eN_iw9Im5WfZCFwoAUe zux4pQ@%@6+lZ&|$dV8eIg8{ohH>ytSMtR{W_Rh^g^(asL?a5UGv6!MvqSC}~s3|Un zJAHaGy5y(pUA^(^)d<;wN=9q`?GRVTM{)A<&Ng@BMM@#IZ6ip_HZYKz8{A9FvVX?< zoP5Y-qgP*&`}{YL@i}n{|4a@ihjHc}cDXnKtJ2Pw=AT_1h~qYe5jMk*aJ4YAxjwi( zLn@r>NgV!~)=i9ga~VjA4WY0GC<^6z!xqv0)v>SZT^K5{eQ2Lg>>aEhW3?Fit{$X{ z+CHlYk(nLpon!z#?iqiMbi@HX)zmbNT|^Xqrh7$F zc_U1GQ(q+g73i^x9)p+;QT-#g^(VIN$Aj1am7R3j)C*0*xpScZ(n60!p<&zEG#ToU zPLt}QMe{t$9{Vd!%rUXbqZ+HJ+y^}GCZs)$B>6|md)FX#i@Id6$-{=w1Ahc!$RynS zwbUaB)W#ND**Ij2F9lno+hGPWv^kR5HmgfNmvqnos+Wkn&@Y}F-98NE%cvz;XYSkX zTlxOP1B0>pmqjiGiV4YRr+C)tM-WLIF_+rCM}Df??hRMCQpJW~7TTY2dwuUW0aUQH5JL&_`gN`JEqR~x~j)ThQ5k+TWddC+#g-a_PC(UrA)m{4kgv~UCG zw`KZHk;~Lq+ym|Y6Ef9$r78Xw{{i*+#OD258b>3DufN@F zZt*+~&V!zVmFw!sR5Une7e)!DhCi|NK-`ux-~R*;{%$(IlEumY0!n&r{XR)U(%AA{lt1sx&hrn?NO>x4*;L2?29V2aIw zd#_+-QP;wBc?n+jTYpLF1_&c1RxqJ6i!T8J&}f2;AS72O2By?5;D?W~Wqnws3%LiM ztG4MuEJ-87XHR{Y!eZM~Nreup4zR0-w=P1BJhHz|;>poq(blHEg^y5VEj}W}7}Ele zF1c*BekPVF6{j|%vtz(D1l)7#@!fb%m}yk-Q4)15e<4yz`+pdAhIJc~qr|`dG>^Zk!0t@6nM z2$o%1eKr4Za2&stj2P}vHWJZVF>g1o z(iexw;c_ANV7;+v_cF#6H|q`KFFfIw7g>pZ=uEy7^oR|Ico8eLw8qM(CyXts?CYd7 zin;N9R`@}LqhoM~|MJO=gA;-Gcb;{%@vLn491M^63V+3SBA5=@Zx?i4@fKQGy|Zv9 zV9V!3y)uVyac0NKh^MxarcFL`Hb1p7EIC40mm{la=$*E;&++s2oKVEsy~MfmY{M%t zv(r_E8!L~?%rBM^5aDLlvcwRZD_r#KqdE7Dn-fWcJA@gpLH1Wpnf(H#(xBqYo&b-1 zHv}(TPJi3m;r4cq`!J*rn5rUC%=F9L&<8^2*yt7r6o%qVkW6f z($s*usayhqgEh*TRjBc{LO!vwk1n-qs%kwPf*G+?VO?|JS$P`cYA*eWR$4q%RTbhQ z3e>T>u;kJk@XJHnA^vy480wfO0R|KfVL*?VxPOq;@M#oJ3^e#+bHN86T?^Yulw}^| zGTiI}5O<7D_d!{F!KrT_`oP3IQG;f>O0??5fe6M})*|W=D*a&ZR_BBZsf~?nKr1i$ z9O0>XP3Q!E)TUR6+EJunfIf}R`RMmrgq0v}hs#gMM87{T`eKI3>%-0eBCvO``T|2M zOMgzyl58BGVXfyLGPWW?s1bJ+8Mz*q=V>EN?jm14Jm=qKT7C9lda{huDC8H#yqX;5 z%r+V-67V(ddZ|`9Az?hAhRXqBQuUR27YS$MCWAt>z>Y|5i@X!63YPKVxUxPUL=GiG z5C;_ne*JKABkyTmsUz&r5lM`Qv81avg@60qg{W0Pxb!M)`W*fE0Rtm=HK8227Ej-< z(2=jr#A4xbiSU;&7=&iIB@q|JL@Qume$Ce0Hppd%%Y#j1kiFS$j%=wwqWxxqo+H09 zbO^CAk&)2}6|Eh$_4e@o1i6Nt5dxk3)O5X@UTwr{Qnr?9$5Mjx(wh>|x++!d6RDZ)+YVQ( zcV$28HMqW9do!l{WBjYlM(T(sMeBLF3_@gK$Q9yn!Ou08RU?vD$8I%2B{b+xgV@{< z+%FQeH+4IVX@EotjA z-HVlY8iHp7>j*JGCTVWHvN;3uZqFz3*!?-zD~atQOyBrr&yC*caRUPdj(~tWt368y}m_&1-^>T_+d#o%}^;J zbK7n??@hO;35H|A)nz(nRM$nZJ(osORm(3Y6QO?Oj4L|!$23}e#tm#^;+1=)Ds~Dp zX}D#rssF(%KUBr?M=x{tTz%-fb^Di3h~k+TJ%NwJ8AziJbsc;Ad4JDqSNO58?e;NW z7mU$h9?r*Ex6j9Df?$lp2KeuoxjvPuD<5P#qq`n11%r>qTOU3yRIjMwohKF9tjbe#YrWFvdZCdt*ODXoIU zvu>?6>>M47glVujlWiy!hU_LZH8%W2wG!LdWn15We@PrP3cEEZ<88aM`Nc`9V`yk( z8kKypWqYvDGrUD30b06m@aXom<>clxWySh{;UG}j>jGVtqWg)#O*FylQLJBvM} zKc3s!=55fmyGv&Pl`tX&&v6G@*8DANpw*M}p}z^iR5WkEDyEH>v%e#xPpJjE#Z6R{ znGEAa_TfB-7k?d)jNJA?n4fB#@Y)q>mm~h`O=;u zP9nxCy0}~-IQQV%0{J=P^zz|LEyW2 zqi1m`n2@!nw|;<{&*4*nhxztw@6^-@=zoLeeB z&CL-#Bx?l=d@!+ZQ@^#^5F&Q3S@O<>&PF}imO*tb2FYu`entArz05!pFyGwXPOcpU zk$>7#ULgt}#cEIb=R7#7yp%8Kw|!iY2G3;(|4#P8FnSl(O7_Bcb6O`cU^s1FrZXb3 z?k_qd$o`(lF;l9mDIw+;GlO*mc&w5;1d=9?p7iRJv^D_c4zr=&_NY zqMBhlskX+~qAkBmv487|3XvS4a%G>!9DjerwgR8$iO5giL0aZBQWH~FUXhmtjk(3V z=jNP&qNgAM$3_d!?rCt8n=gzm%*_D1F?)WS7V>^q>HT80)w-S${}| zvB}c!hh13CH4XCzc||~wgyWO|!Sqo=wKoiS7lAwTf)mXSc}NFz$5g=K^&=D9xm%&~ z2N3^klBMt9p*#IpxG~bz4;Vj<*RY2X8!WWEFC>XvNRsNO>k~p+Xg7 z$%V?w+=B}~9!T>!%2vQpOlMC#;(y+T8GMU-bB*{A;tR3M;M0xg<`tjq+2c2S++Xm? zdUi6Gg$8|`FmZsu9*7|xgEV$1Y-xqFF`D*B>yP$oyh2=wGK*~{xauHTiGN(Az=5C7 z>sHVwUptf}v1+)$n36A)v?sIM>!7qSrgre#ro2lvTQy8l-=aS5Ve=!qwtwBl*IwaG z!&Zq}6q~o7dz?SHjfjDKmfv1X$1HyY+dr2I_(>k<(-)o|bMz2YA79z<`FwDr&0ByS zV=Zo1Fv#15gmq_zsaE_%9 zgnH`|C=;XcM3bDTzTZKfWqRqpD9%iCOYQ_QY_0+Z}JF7gO`t!eEj?aSDjpqUswCEGxT$w=85|O@+(gXtm~camVshTOXO%H-07u z^uCEH6S*SrXcnKH5`UDdEa!&QRNMkHgcR#Mdcrjew>ow*jgOgBWCYL}=uW=;qFzYH zqGog20XKcH<_ZT=dl~uQeW29QUb_n9d;UUIvby{Zzi+gzueu)0!LR!;DY5k&Sp+*_ z`nH$jWX)0bP{)Kx0(N4~ea!}87p&@D)wK$)@p_;dg^s=2Z+}mLL{6z~^t;i>e8J(3 z&xxuNobHxtO@}?IMY^Y#!>8-wpuB)MT6AYG;FuvBDMW3<#E;LSV) zc`GcP_F+4x_MmiS=yhnz?UB#hD=Q4nr;f1Fmm&Sgq#>}$2X8xL`rS%z7N@4;Mgih= z*K+(0ZxMSnE`eWh@>-(#IOrtRG0(^;4xC4(LU!wyjBaP%B;=LlSNu|u zmpwPqSkcDKN+<7cdrJ1EPixm6HFCPuM1)bj@qacO2HR*kO&Q(0cCvBm+8+KcQNXYM z_7n~D*>Rofn+&38Ho#D9D=w#ol*!!ZquU+?Bty1kJ5!mfOrr$avf@kk<+3AYCXrTT zM3Dp$cK78pd6xq~>B1?GOeFJASDbC}G}Pd?OUxftMO1`o{N5%Y^UxHaFpac_gl!k; zW`Fw1ZUee)O8IAC+F8E_j1^i2kb#wD+UL$Tl)Zk*Lkv7Gm_bVik!nIwhTNP`uUvAZ zS^Ee1>i*#Z*Hx=(sNC3@Y(d2<{lUtUoJqq&r1OGM7<%a{G`u+Sxp+OU$(zTcsEJ{J z<+L=DEivM1D?7zsy42$#z}00g)q(P{pML@88*;ZOv=+C&r6}Zzg>V^`E2u=D*C$ej z485bG>H_WQ9GpG5JI)7d(b1yL4o=NuCNqbS7-uD)l z)TUVo!#iyGx1#cB&(A?CnHF(UJ3x@=(8`>XMD8KNKy&$-$O!#laiKh)=Cwif4#Ydm zh3g=RUGvPoYymLMMVd*@wdJ#~PZFWz*3NC?S*&%r>J zSC`&?c(|n{d z!vl+#-j)cKA|h)H@&Vsd#exwIDXlt)>!u+E|=}z&EIZlgt8D3%uvvKIe*wa6aJ&3vjt(Jvd78;stb9qPq8s8b@>=VS)gT;(ZuEx zQ#(MFb)heArC#y}^M7EtNx~sH3uT9y0^K?Ltoh>KcoIo|_M}^_3`Enxr2Hz-Td`5O zq@$p-cmQA{lw>2=BoXfalZk~5okPQrTuL)u<9Xll=fV@@?tne!mOblk<&~>o;BL6y zfShtt*sg_{pqH}V&jE)k%8KcYnM}sHKPqcf-_PVCn^@ zQ(0fs=<%2pBPW($mr}+~eX7%>6GD69#`%;`zq%MVxI;uP@Hbeni))@!+&c=jOZ(nL zVh-^#)&0N+)-s|zdd;4SzA>5r?`;61Tca6MlgKHJ7oV1Sx+# z*>W4VmhbwCe!QtE6OA31a;3($EIYOmFLJ!Z01X@fXFmr`MwZ4FWg$zW3#lAde4#8=LZM5E6;o(~JysPqMy!;DR~9R#2-X%_ z+ai_-#>yfZy9bp}NXdg?s;1EnMi_q@4*eF!Yh2aB4m7MPZHR>i0Mcn#5yna92>?9v z${+w39(4rpP8O`r8K57|Xp{zsu!w=3;UMVJN)@s&Cc>5qV-<{q4;UwLH^zEAX|RQfC9WDA z)Ffg)zzUJj6-%hmj3^81B#w(fL#J?&sG%0TViYOmaBUf5Wy)Z2j@}++Ux|P80SOqRD zEx|R&x4|k{4R~L{MsS)z9yWwA6h9ehX9gKsMMMEeg;I_XV__OFEA_%O=0gdqE8syq zCdz>+33DhVMuo6<_wJr}^<`QW;(7n9+7k~Z<3%-I%#jif{!`{z7XRFhI zJ#ln-yrA~saQtyk+@H)&su`_Oeh`nvFXF*_Ne$fAU{Soc+VoIbbx#9UtZ_XDbkx45 zqK85Eio16Uaa4#$lUI{M>=*xlmb~Nn|s)COVs97wk*%(BZnh&oQkB%1oMO8@Z z*b@gp0owHekW$Aq?ErOQOv@gC8qgqpso_C!lyw6RA46(@Ig4wrTLZ#ypgdcKNl z_{!g&uiW>^S78^v3S05j#=#DBoZEJ+i#_C_tp;lttigXN+iq}K_Rt;rn?#|j_<(Da zS*JX6owy_=9a+dZ{;PT1nN=Ql>ef8&pIQ$3UU)d}!ozU~J-u!)K#oAWtp-En*u&8HpHQbAKVzdh{d)1R ztK#AHt;NHu?@~>AvjdBD1}8P?L0Yx{%NU_c`;31rzM8&4uAy(dJ$-#re?Ht!{Yi9G z0wC7*0;ZP~AQ}+t0#Mxh-Sr=6y?Jjw80Jb4TVht7R&bs{C5GdZ>gqeyfuY=iK|6zQ z(t&FRJ7;^P`tp5BnJ>?-ZW;#1NF5WjM5&PBW z;h=wd`RM)!T;qL^x(7Dcm%UK<;CiwMz=)WYlRXc%S@moYtn8VBN1D?1Twwv(9^^#> zy8`8l7y>-w5y60_Nb|WKK$ANu0d`t}$5Dw%K3pQ}qTry=GQw1=6l^TjZCmHkNnG3p z6k!DKz@Y{_OxyEe z?>$7bP)cjz5jGJ#e$uhH49>tbE|t~Lqc9BCvbVYP9_eB{ZpVW1z-*F7?4sY4#zbil zr=`}Zn}KWXaQAQ$=tqAy4d;3wk}6PwvM_K4mC7`R;m}iU4fJ#U`ps@rGMogNc9?&T zQcBt_mc9&l(5!SmU_Tw*p`HN>LEu@Bv1PqKo)05HEx{aFMCFkM@%90AYz>L)5WE6$ zVu^@W7FnOgfS`gaf@th)12hS;R7_~4+RCw*P8Ri9O}VVD6)v4nLj4&p0E5fa20257 z(1?6Amk=70TzcFENTaXU2ocdjhv9#EDjlJh;9y{g=U%1_uq)W0UcgU9+qT5#B=+3H zC19rPbkGpw_5=pos)z=6hp5KPe;`34ec(~}y|LIsf@VFd0N51iq^L-PfF44vgJg8j zkJlaeG%q8`2bTu$j(I7(Byl~w7?H$SNN{5jnrVY2lw>qDB^hC31Bo;>yhcmAuCc?1 zb|j=U`)grry-fXa&9lxsoKfcym8Q^)b>r z4v}nniAVKhjU2sifTqPM@~yn0ph%-%63OY3{4R<|?T_!*^hlf0?7)96m@dgp!Ds}H zQ8W}wk*r8X{t&(jL477Y2ZI*T;^t)+ciiVO?E}`C;v0i8m)DVeXUbH72_<4FPX z+WIzS!ZA#l6i7#KV1ZXk^5ivcFa}9n1Ny=sLwm_(a>!Q8 zj5NlnreyBRpC&j|=cf^HP9}r&fh8rtWuE0wL>Wa96~4^2{D=Oo1-}H{5JNU9g;}05 z5ilaKyW-nkhKacmi}n#{M?1i=RP&^@6phuCvf+}}V+j0=MyqC}ZU0mbgLc7Cldbkm zfY>dWM>)=9eMEnuRf;ytcFzeyq%04c3~y_C5{45jt{Y^g6uBl_?;E(0Qd6CMP>MH>RnDjR~wJwCQG+tFNVI+-T!NxGOICDSc^1R`=OQ(&-$C0EM88O|-rG(N#@){vY!q;(0G_@*LK z&$s!N)Fmx{T-PdT0!Jwff}w6IrAYw|Q?0YyH6L-!EM&3-ZndYwOF0i@WsX;#yIdr& z`3Gx~e5!u|mdXC=oK=$3R!=V1wkbQ3wEeU#fO5ucZEwBa5;~TL<*c-JsKQ{EMs8qW zy7XdE&hmP8DV3LRGNtb$+H+?q2c^iKdrGV+Hp*z{Z8Yf;0ChCw+8K^RmmeKJsmhX^ z(GmefQq_^Ctl`{i+h75KKu|08UZ@SE2f$(pg1OlBYO3 zlG5XsbsDG4lB(o!0poo|mn+7Sx9n-8A}xP!sE5YjsX$VdN(V;=s-%l3^nNp&3M)q$ z(+*INV+4l@Y(smcTIVEqdE!&j+-OYcwWs*X>gK62o-c|hO2T?7(HtNs zu^h!2=BeTM`l(di{X4G^qL?ksD1;tTv z&XQxq*I>+q*3(N27?c8gQj!271ArVT&cW}(8S>YqO;46I~ix^-X>MkjR9jqv^B& zrQ4jAHFzFlIMB0YJB>;g)e?U;b9{7g?P|bGueO#`8hdm4qry|EhiOCenz8&mQOVLx zIMv%{iQ}-2_uiz)tYh!gr*sG3m*bZWNu@^&2n?UVlAL(g7%#lt$L|=LG#bBv2#}JT z7`pzo2KgA@#tUTrFh?vYy{HJXqo*uaft0wXJ5v}58d@CSX`jxW;rbm|mG{nWM>0u4Y{GjObsSam^VuPs1ei zAnG_%%Euy8mhz(XW*xr?h2!e1V|z{zNAM0C5^x`9r5SpP;%tALr*4vZs#)IFF?5Tt z_Q)%eO2G0w(@Kh!dOI{#EsT(7ESu3hLQ_^zbF9n+$(|-os_%a#xq-WvH?@D1|3ry7 zaSCXHtaTjLJlG!30b2G>S$gw^1EBvy0intQLiPV7Amm(`<-`)dhs^IDP}xa4t;yAK z!mCbS*_3HBb;f@VM&LV+iheYLUYWK{=898$oF8KyYFRH*fJG@TO)o(ke!Yb=<+e;f z_*t7{v^(b*Z3jl1V>GF}F2`s#BCbjHWI#XkVXWY%`222fIyv(SC#cqS-RP zc&iKHbm{TqLiopp@GUNc+i(2fS6B9{`CvAjE+#YnD$9Rw{R?>V^yt~UcW?gd@Yk1< zi~jgQe>#`totM?w<*1M2M*XvSVR*uQ`V!S0{NCmrg}(t~={HSqC2?;)z;98R821DK zd0Y+8&KLN`(4N3`@flQqS@cK4!M*X>sKVyaqPlnuI(bjLO%sfkF#o(i!>_{pOWYF= z#J+eW9*ckH;)QrAjznJ!#EGcHsW=xy@llM#g&2#8n2MR0i-ouppT(D-c)tfjSVl_4 zUx)5|18OrqetY|1|Mel@cU-v% zC2liHj%WQrRbBDt`C>Rdnfy5(Ri}$?&kX0bU6+5;?vTrAHUJ;pAD*4Ht>f&;#qgwU zET&wi+4U%DG{dNs#(k_733%Q-UTJpQi@cSNnp!PfS|$U`J6dfobu2o~7I?ku)6rxy zYj#Dg7Seft@#pZQsz2uoF&rHJVS15odCzDJ3es^lkhbSydGH!N}@rQ>m z?!Ean$v6w(O#-eJ2sppCLh)@Y-(Zk(0SA8#or$=_hq;K~k){#y@*2H&pETb?aX{Md z7x6?q6^G(i@mr$_Uy0wvYw;E|Vt+I}?~7w`TrE&N4$g;SFag|xqCBZa&{v6SIvs`a8e>w|iof?!Wh#1wyk z!=DsW_?!>LC(^s~;TeFOkNWd-(7}uTrC6NfWMNMOjl(xo<>8yIEBqit*C$S>2Nz~{KNhI7jNFyUha(^t}c^@Yb1aFtY3Dt z5W7c<*Bxyek8YoI^da-WbMYLAeMB_w=blf;Q6Zi}J|do?p6b(OeY zuR!oRUNk#doF^~tzdC$cqxc5xXRJ#o#@}7Vp8>r+iZ`<&9B}DmJ1Kwn*RLP%KSPiA zs6W0rz*i+oS%i~m`WexTc{T;Jn<7~svLhL@t&{s~$<2Ku-ibfZunsO4mFQo9s+#x5 zC!#+GA9gtZh_?1}G^$$7*m%IhYF5pM^Hxz_oS^CKvYuA8p(B+k zjRyCd5zc-T88gD<1|05W$X@)i|K!ad35Pf74uf_Kf1B9Sj~Rb|3l#cmP>6o&QxL4@ zNu*wrFr`e|DYN|9N=EHE#%4Z6?&P@cYSsNTJDInm*AL%3deCa9`;*bhv*XbauWzTr*K6?g$~xD` zU#o}hPGsi29dbNsD8?l z{OjdpC#$#r`1zY>2d&k+9@{|4WcBEW+P@99H`~2OfZKmJYb;)^q{j^|{#?PrZg%V0 z?=M~-Go9ZweLTm$E*)8P53k!EA7?N6P_1-}4PiR1nZ|6oRYXOvwFiNSC-7*!XS zqs4GK`U1rKj2V9zc7cfp*w^rLe?&iDSX~Y0`0I{C*lEgD^R`pt;&K3lAD<4#!^Ia$ zSMy`6(X-Ly3~wLMdZg-PCNBEZ`C=k2hGPgKn{7pmt24TYVCBx%0I35@o?vrYjZcOH zBt2e?OeZrO3~Qwe4*b!@QFS%HJf1@UG9QIqWlWt-u*TiJc#FIHDems>1$uBPa?lqF z#jQmSuEiY=4h4!8DelFk6nD4F{gV6p{@7%8ESZ^PH=CV2V~*v%y+am@XIP^J#W(vf z{DL^m_75-OY@6_P5jCG}6YD_W{~MkMbv7d*Ma=5+ZjLY`F@gs|1ZlBYv+`4A^PCd+ z;(GBW(c@o?xEaZQvJT;;taodBgxW~b(i#{tO4V>Q=qZs}b&;paEBj*_kBt)-N2LFAYD{*#JCJ#=?Hj~knAA>Ts`$*3n?3PT%%GGw_Z zm`a&-ItjstIe-mti?HiP#4XY+A!sZ(eIzI180tXUpV=hxw&vn!{S%h8u#dtgQrN;rXSC?Q^C`PH$l*El#w8XivwZ0m%PbhA`@9}`BugfMrf2u5wbf08cT`{z!L{bO)ZIB1wvhp8YMRv$I0*2PLkXxAj8d^S*|R6zI}BTz)en<) zgjMXe=Gz|ku>KXxfEe*8rWQfzeV)|VNmBeS%nBz3S%nwRPgfsx)kW3D`NnYW_aF<^ z#K`b3aAtgoWZFd>v(~a^9KvR0$kuvh9F>|F4z8ivtCNKH=|M%!`~?X|ywp=^;*%dU zCTLEG`V>m|i}<)$L`yI;CK;ZTEGW*=y}ynR?JQ0%mO=fjNEm^TpzkG@u{qNkv{jhg z+bVu?HBv4@w5?)(8Z`fe5-s`R>(~qS+-!gF4+{=8?xP8CkxfX6s+XL;*bwY&CS=#` zUQ={o4NM~OpC>=U^?x4`p(4JxxIOP0$arL(s`mAOpzKMOI_0K{R z2gx^XpyIi|Hv`y!U2?q@H2S(q`6Bi3Mf`)Nu9_6b58X(>N$I5$6G?j;2ch*A;{W*E zcFBb59}24UDdA2K@^8^$cy`^>Jn2+P!O`<7aZ$L>476*@0wJW@@UIL7dY@)JbUx6!in`vCj4U7%NOKL$mlP6ggHI`2+yde zUyTf{^#2yXrY!H;(?r!=q>-$ORm1^*#>*=6My_vs*FXOblV^P%Q4~g30G0?JhALN1EbojYSZ2#@ik3hP^StI4HC;$e zBZ6%Od|V8P>H~f2J@yAe?Oz#*(sl3z4bF+zzbrn^lj7p~Sbj3tqtBq08kx=Zo~P`e zxqz!dDNY4Vpy>D~TzUls1o-+`bRUPY&$E4rOOL4$YsQuE>hrg$z8G(&apA)3%Wn0q zlGW7f671NYa}w+J->#gVen?81MsPEr)DA#JKRALr`C6&Y^HE~A#1A|D;KM)o;KQ^{y*^%$da*lu`#5UhC$v8&#Q-oC6^>64$-ci4C-E#GtgR209WKBnCyv4d7 zT{&58e#aM;4Yw4PYjPy^uQ?4ieI{cn+HyuWeD0L5L+8T0@`l_f`NZXhRtn@;zel+E z?VN2dHT!MqhioBavQS}<02rPLy`${f9Rc=o358X{AumUq6_Fk(g1T#?K=|?WB%|@) zabPVbDs=#VGAHUGT?m*|mywMKI=)dM0PvRFomgoZ^QD?HIK5DV; z+;8D8ayiMqNrpY}p?9<(kkToxd+?(pjQ2g&M$o{g>FN zvPYaV>4?+oyixa$)GbQxRUz(TFAYTje@ms8xvm)(g&FG=g(A2wH`a0;8ZSmb&tG4n z^aNlJD*=t|EsD--&H)$?u@V#C;#?OfIbPU)XQh@;vwDjehk*ZZjI2~T`e-$Z(TCXQ z?*K3Hu;}(HMvks_>?jrn2T_LdecrM;eg@T&zRlxh7T`=$&?wbmLQP->r{+(5g-Va( zY^#Ybe5PRNL=idvK|zs&1Gv9PS%7(3edNSNCzN$IPq4HnS7sKe#^JM&z=?>a8e`GA zt=Z|_8jJqe2)U_lii*~{^ZGj#qq6DiB$k>qfX_`?6c^e)%Ni2b)pA(l z3o`pujI9VD^UTSsq{0lvssen(zPT0A;%5v1#~I4{npqIT5@p%+M7f2kZ+>`{sA;qC z9yt~1yF-~El@$J|mQp$A$y83c^cFcfcOf4Gy?09(7+S^dlZso|#*O@|@fE6D1z!g; zVY+dt;6gozqOUWVu=3U-$;CW9WfLFeKOg%)>#I!C4=;0gmK-{^n!t8kwEnu}i`iO` zjI0!J_{8w~U^Yr!2i+(yy&zAQ?RrALI+LhCdvY;ZfIwrj3i@XJz^<+Wn%7_3qHnt2 zy2+%aY4KDQ&q*HLoL#bz|2TTr$OHxLE3VL`h?6(8^C=XS>(FTH-K2F$j7qIi&Yere z<5DC&s-PkRctySNOaO#p$KuoNAx`}UTGoz*e=RO*Iz*Px;#UhDhRY{$?elY2;d;{S zMd~>`fJ#vAE;wbouOM=f8HlufAKu%>e4zCM!o)oSwd{?t#m6zkkmUP;?1W|*!Fiat z6UM*=@G3@PyroxBCo`T%PjqJ*3DY4dSyU z`e+8zan6S1jEJD7?;hS!w_+(o+A!>%N72)rrpt!-46G;F3`NwFsF zWhf&t!e*eBy+a#A?(2#4{Y=6`M4x_3udA#$gl?ZSTrQDjeMgk|5UdfvO&Ul*#JNZ- z0R8^1G+SdcSn+nqh~kJnin@( z@13nRbBWHUdmQ9DB=OFt=B&!|qxR;PPL-bf`=fDyMm#XJhM@iYs;1_av5aHw`S#35 z>(Vyp?%Kq5THLwqyHi1GhLSGAkG&ObqVbhyZ=tKOPNO{!HK@@+c{@~VFnPTu%)q)S{{&Z!bGF^k~3mCZ?!%-JWqu^WYGN;n&ffTu;l$ogr55Wt!xeUCuwt=fvRwZ}j%9c3i<2Dl9Js61Ub8EXj2s2Wf(4w+jQdUgQiMLjD( zv6MjeNV=4P3L>_Bi?@Lp%p=E`oO$_J-`=f)UsDBfQOr!A!S;6rgRRquC?gYBXS;y4 ztt4Xy3Fc$T=eD{WAT%zV(V=r2~ajGd8talM}XD z&?1RRDD{0q+ozfVF9P0uP17}XX?+s_{5}A@;j86XrG)$5xGpNN$i{0g=XX2r$VR-O zQPLn@fy`qb@@r@*oVUkv8DFp#({t}Xs2lUyhznwT?1dn@Xw%>Lw6Byxcue&Ph3dg79L7paf<^|9;kkDZ9QcwvYxx9kZ zI^=RWD){m(9qM=7H@>tT+j0qvuzcd$_M0Sn(YY3JG9t{GPhM^%&@(tcbgj`>5w%9X z0LQ@J96h8&QCj$a4bhhqO6ymDS zb>W}zwb?DnZb_Z%xe~zh@TP=_rl4AB3)OzveiWOsae&l|u^ckW=A=A|GPze#U+4`X zC0qo$T{ox)-z{VBCK>ja+EvlhqV65)9xEM5s2V(tM%sKBNs^<375%>Xg9SRv8Md$J z#R#j5WY1S$S^N+209`cRCvq+BT~L7~_3wC@Oee4QrqE%})Z!$9qA0nRn`crXT1V#Ns3h?xgM_ycEgz|=js0Xg*xzAH zYLKjJW?}ah{vyPJURrT+FC1JP?Ca0XB5% z!fI-#p=XS~Q!>TryXYyruYYn#OzRaHEClx#E z&|UgK?qJ>tPyv45??}eHOlgTl<~@qdH|4rUVdMj{e9_$d=*``U*Gc@;!b5S))S?Gz zwZ*G;wSb$@P#B-Ji*;yZD}O;`+6W!SZs#OeB!38(d>CD=`B%j8EPlUyQtEO?z*hyWE8R~K@*x|{&P%e+1){GvG8@T= znZ4^loL>`$e?#3(podYk-z#`|(M zlL)=?JHpR8|DF#^zuif3ImB0;o`=)_daiBocE>j``f7S#$3X^b>)Ojo7fAyg;{P3# zeZ~88#X`ph`P7(^1!?E&N`^rIf0+PR2YW0~>_f!0N|#Q}A|b$xG~^v9Kf;%J5^796 z524~V3{-ZGw8}|{CbPRcXf%>KT^+i#)y?^(O*4JYo$4_{i3hfcF!2b$^Ro zdrxFIWXd(52GezV_Z0yAb4qQ%tHRzuUFmb>F2HmvB$}?oAI>Mo=v$ztd{Mq2^$>IPr6Zx z1enQXbmc|DcKon?t*le3^Ur_wnPi|g#7i=@?y%r{*lDs$dCcEEK0e@TxB??JsCFTR z2lvSFY+`DVz|3D_n=L7*d+C8)@x^~h^@r7(y4~e|R}P0pG}_e#BQyuq1;@78m(mQy z`5$+%oY+^IOv)IA5o4N?#&AQSsMmfVeM~pzjD7^lXdj$e8l~{}J~%1!aMx{mvj`xy z4nsVRp-S&{B6b2T>bvomal#LViPi;o5j$VkT1td3fzqSPz5jg<5J9E=NJ3Hhc|^GR zxp|k`pWefFaG^iRvS9`0lcQ=h}gLM}LyA`L~6-2H}`3r+C7WsO$x!LyAEYf{)Ia zXz#92iOQ&=nQ51JHSuVZuNCe?^@%m57!uQ(6p2mIweXTt3wYUC_YK-61d(+)Rc5)z z|41bKxENb*<@>aHlKDw|`~pLW*PL?!O)v!h0<<;)0nCd&n*WAioQQm}%L$YzjP*^I zi>uGson2Gh2t}Fj?Co%hi2plPn{sOVh1j0#yVbGQmlXSjoN!_TBK;yO4RU=K9mDMS zVe;8DgR5lu#=m-id|}(=w)wL&)jz~lY@BVroTn$%d&(l`Fl5aHZ+K_6d|dJg&I0GR zrYPim=D>t$yq>Rb^2^2IFNj78DCB~mSdDvBi&U99A`gvD*&a|fJOOuerqN}h9 zNz^4cV+kv!f6{-V<`fpN^$U+)k)~QuD&_tp%&9CO`b`#3676q`!=}NG=vNARR5m|Z z`OTDtTJfupodxo#-QcQ-)td964ajOY%W|cp?EtnjUk0@mo|D3#@Hr`AB=5W?<{j5?6iTYjdqxY!<&e!zMcvThX_V8W~znQ!_Z+UKi>&Q z2?9}!F=N3xZ@5hOVSYc2xFb^Kk~(*L5R3(kbKLN=B>0hRPL zi>XMNJcY~%o`-=F$C7Xc=QtsQFYE)D9l$_$r7KfVvGC`ddOBlFLV+>BRKjfD+RJ{> zii9+UVKLe}G`LeAy#gU>7*Aq=JD^Cr^v+;4@GhFWSv^A4n>e40^@Z+KFdI z;!w_^Ggab;tUmEbzv|;wQODh-zWUPQ zr*Z!FYIu4JFQ1TBfu01s@3DI&VfampD7QJ z1JDX&!rI);Kh~nC0c8<(*qDZ(f=sllpXvp55ZN}fPA6NbJ+0N`iRr%rrb(To!s&V< zMmBx2v6l*?9g5A9Xlaf3Dv%je!vI9_cTuX$KEqAt4YAd4@_;h;^zi~zEE`FZZAs)( zB)vTHnP6j0)XOIhxInMKJl7-M3A7AJJ}`Whr3e@i-Vk2@vv)0qXR!JNa$Ao>ElMTw z`#jQ0#K1h7O4Q6Al3HRX#868yG6b=1^;*nB6#s7S1x)#F@miYL&xq@cZg`XkA1o;; zQ53q7(vTE-cmOxbEI1uYa-trTJQm-9j$@`|B3r*A-xwcO5W0E@3{0{AO%U;KH^>k! zW}Q7vz|}Q#Y>R^Y3_jsfVYd`F`IzBiVD2FKLULO7V8SDh-~6wQ`1eUsJiH8}ozH{J zsO6G#9hnM6dTu!mW#oBU#v6e!Gle^OxeUxq^ou;WeINvvJh<3}i7v&#I0W@g**l%q zS?kpjHZQG}V@CP%-!Lr4?*vX%ifh|YiQ*&!_*v5x$&@+rynAIGwZb6Dqph2CpCi(H z4%_4|_t5wXkY2%T`T+A?jLQn`(3*P<`XZMsX3Iw;lo_2AAP?cW}ks30l1l35lw1@od zJ841k*D~i6-f2f&Y8gS{Z=^@@tV3#1HLW8c%roRF(lYflo1vO=Cw>i!AH9fYXIRsk z5d!eaQS>)NZPF{c=6%INFsz*L%OCq?-maqQO;RI2a9k{SJt3Hc3BT*Ze;bc>mnY}f z1oXyUcHFXN!L`tXT+%Jp$}uft+;AuxMm6@oTgBj+ge|=5BYE3|R;R&il6dU4>VX@m z*40h&YVIx@Nhck!o_vd$>i;O7UD9Y1v18Ju^sheE-(07+&PJH`NE`a7s}kPJ5O3RO zg&Dy?+2pqHbJnE)!^r_?t(@_t0zcjjP<1z`jYb_PvLYXJ*r<)}rKm=(wGlSmgc!un zZ-e_xE%ge4DOdNXUQ--bVS*FUs^jV;(P*Lnd|9DHAe+|Au1FN+EWp-Yc^p+46eC25{k4}C2M}s~f~yej z*qAxD#49P5H$yG+Vt=C^H0Q)02n%7WZQom7Q17SJ+Ig)MO9iGFlaJWE{V+y zm+}Dr%Oq$zMzkOGwFxg1PA{+yS#yLGidcn}oZp`kEZzBfuNekCmRHwfXjYMm^^i+i znVCA@HQ??M?VnlW8lp1S#bio$?bIw6>Ij}H+^_w%WFxD6WU`ph!Z_HZ&GY0uM)|`I z%y){4B6%aM>~SyPUK>6i0JALqJ!pBH@tz@w>)d3GkG&`RAV2`|{sNsFeMX+T?lIv< zxla6NLQ4$Q(09V=XkQSBQ$%lR$f$F-)D+l|9cZ?5byplm%C?hW?B2;>BE1SM}4m$K1 zS7}~E#+L&oLja3ESs8;4ZqqP^v(G+}2XzJNAGo%v+D#U!Zq&LA&R53lKB`0Qub|2~ za3L{@_dnA8QvUHe-Acx&%7IXQVeV3$U!IlfQCI`?{HwNK_ROhf)xJHYc@7%ViX&Yc zZNM1SK^Tews{T}a+wPKWTRd#0i)9zJasfz*#}H~&z<48mZSNnCRjO;H&0w2hXYf+yIlp zHx)0w74jvO&qd$l8~zHJ&4R}s$1(*ngkGMd;z&k)B<8@A^;ZG4`}B9bqK89z~o6Q&vKjXJts5b1M~}3<}TL-;y6vFRp^wX zfsa*~A94gbSE?r}MM_X(dFLL#vXR?X-MO*}3>%G{Lix*UQ&AlR%3-Mxr9xImU&b1( z#zxRfxxB#KdHt@@2;2IsYYAjaH(F>-#r?^I<=Gw7-!7qgmU~TfvXZ@;cw-v9%)wIr zoc%6WWpW~^z!xOaU4vt2&P~`D; zjE=h0GD-MUws*v0hf|!EIhnngr8pun7A0SG)eFpVmNZe;eLxpWg}o`^uswRa)kna{ zZuRrq^@mp7D3uggQ7pR3ZO!*=qoZZ}3U&WaOR>EG!=u5JU9mUUnT66HkK39s;6?e6 zIRyqaK{^adUeIFAMrg3a8AbFKRd(`7hD}#gtuzF`@0b$lp3g>g*> zrW!>I!-#D4b9qP9(pL(34>Vixej7`im0jW--^Sel&xgBu(6v|+8caT3K0XWv200CR GjQ;^=vsy_2 diff --git a/semester3/numcs/parts/03_zeros/07_damped-newton.tex b/semester3/numcs/parts/03_zeros/07_damped-newton.tex index bff16ac..15e9f20 100644 --- a/semester3/numcs/parts/03_zeros/07_damped-newton.tex +++ b/semester3/numcs/parts/03_zeros/07_damped-newton.tex @@ -13,4 +13,34 @@ Wir wählen $\lambda^{(k)}$ so, dass für $\Delta x^{(k)} = DF(x^{(k)})^{-1} F(x ||\Delta x(\lambda^{(k)})||_2 \leq \left( 1 - \frac{\lambda^{(k)}}{2} \right) ||\Delta x^{(k)}||_2 \end{align*} -\drmvspace +\innumpy Das gedämpfte Newton-Verfahren lässt sich mit Funktionen aus \verb|scipy.linalg| implementieren: + +\begin{code}{python} +def dampened_newton(x: np.ndarray, F, DF, q=0.5, rtol=1e-10, atol=1e-12): + """ Dampened Newton with dampening factor q """ + + lup = lu_factor(DF(x)) # LU factorization for efficiency, direct works too + s = lu_solve(lup, F(x)) # 1st proper Newton correction + damp = 1 # Start with no dampening + x_damp = x - damp*s + s_damp = lu_solve(lup, F(x_damp)) # 1st simplified Newton correction (Reuse Jacobian) + + while norm(s_damp) > rtol * norm(x_damp) and norm(s_damp) > atol: + while norm(s_damp) > (1-damp*q) * norm(s): # Reduce dampening if step aggresive + damp *= q + if damp < 1e-4: return x # Conclude dampening doesn't work anymore + x_damp = x - damp*s # Try weaker dampening instead + s_damp = lu_solve(lup, F(x_damp)) + + x = x_damp # Accept this dampened iteration, continue with next proper step + + lup = lu_factor(DF(x)) + s = lu_solve(lup, F(x)) # Next proper Newton correction + damp = np.min( damp/q, 1 ) + x_damp = x - damp*s + s_damp = lu_solve(lup, F(x_damp)) # Next simplified Newton correction + + return x_damp +\end{code} + +\newpage