From c1df2735ce978e260692fec1f0d29bad8cf9a56d Mon Sep 17 00:00:00 2001 From: Riku-Laine <28960190+Riku-Laine@users.noreply.github.com> Date: Tue, 7 May 2019 09:36:41 +0300 Subject: [PATCH] New analysis file added and other things --- Kandi.pdf | Bin 542825 -> 543244 bytes Kandi.synctex.gz | Bin 91478 -> 94530 bytes Kandi.tex | 28 +- .../Bachelors_thesis_analyses.ipynb | 466 +++++++------- analysis_and_scripts/Untitled.ipynb | 587 ++++++++++++++++++ viitteet.bib | 14 +- 6 files changed, 840 insertions(+), 255 deletions(-) create mode 100644 analysis_and_scripts/Untitled.ipynb diff --git a/Kandi.pdf b/Kandi.pdf index 3c67ce7063e17f5855d214e22a7ceca412fcf7ad..1facc56b54cca32436a80631a974e6dc84ad3841 100644 GIT binary patch delta 75823 zcmZ^~by!qg-~J6lh%`v&AR!<OFvZZ_DcvF6B?u@CCEYcG(g*@dDk0sCB1j|M4N_9S z@w%@2dGGsq?)R@Xv)5XC_F8)%b9~P4dG4)5me^F5%KJE&(3JLjTuARE4UH}!Y4^bu z*ZLGwG{2@nImd03KRAy1R8nh>aj=%2fa7Wp$B?AQ7YNB{Iu9gtpTdlILv&YcM*Jqm z2^#d)Ax@0Ytzj=?6;EtZl?JC1@9S{$8wI+o7--%5H?Nmv#TiVlgy+_Rc=0+lf0bfC z!_P>?7uFf_Jb93)w}AvOnip!Vb!~Q*>=h;sH<q2&>{az=mH?@uw<LFd2J9j^sluLW zIq*=l<2*1XFy*7wH{eQuzDu^ryr)pZ*TT~$U6wbf|4B=4N!!U;Ue4&@<z@h$p}4+N zc5I-s-{>5&29x)JU%xq7o%jdn!RD?oj#2!lo_EqG4-BxfQl04^mzvdhT_<mcXe*EY zp!KwjIrw^KLiC2u{lFVVW{CZu#tL_k2vY#nc8bZFqEA7BWUG%96^?-@?JBeDl_vYX zlvGN@BV(fgyp6gQZw@kIFzws#ktui%j3a(RcT=y}c{e+}ymuuno3A)=DjWm9vd`kk zFVE-xm{N+_5Bkl3eEr3tVIYQMB;6b?(K(?z%I2+ic+6+?VpeF4_T+7Ja>;X*(Jtfb zXQAB-WltJIk=s9lVxPa?-Mjh_UCrY#ptX3J+sH#cs`KH+$y;i<gdEIg>4v+H794E+ zX?;r?Z4A3S6NhFAMqc+rKE9n`qpCv9Lm8he`09*=J}h+mMep9j*DWmG$}<S=p_FhE zUu*~#2|sx&cSsPJYB;>qA6>{9LSXCpT^0YW8Knbljxn;!|DCBIQ7BZNq)Df%nNDOl zqA_grjZId!Ac%FSj94I@46ev~6_d}@go7a~d6Y>PYP4qy@&ERoX-4Hpwl(YI!nhn8 zTRK_U?XwI-G2hrzIh9fl%cf9Q#sq79n<pnBXQQd~ONm6*YOdYfAU00n1HH4djP5L^ z1ghiqhyvt``Vl=F56&24>H&J{)ygpuE-~DKaDRjHTyEj1=TSD<V*HgHSXow+WG98O zW1UiC=}>Wc7mc7gsaKN&GN8q-0=n{cteP~Tm50SlK1PomW<zra$E*u|ibwa;ynG7% z)h3S=n&ldeN(k|{FAA_pUdD{r6R<UWPRWx0$^b^<M+Ud+6mk{C&0{x@ODNEex2}Bf zAKo3KRpcg{o9E>^80ing(b!JfGLuez8<_Xn>iH^6--3uT64#P4-yK9#*bm0m>i3c_ zNs#{P@r!KfQK=6l9N~T6!=Tu9{}A!+Mt4N)`&gwE^^cc@t@K>a0H>3kwu?fnrA}OD zERwm%R9lj8JV4ls8gH%i;pUJ=Opfhk*Py7(E7Yo|wab3(9OmJMIr0&qUx*Octw4H0 zXN;-OX~;L}cg@Zx>);tKt95T0s20iMpsWkQ%QD=vz|+20>h#W0D()<F=Y|;V)23eU z`;CVQD7-In4%ujAKQ23y{8qy-__{a1Q)sM>q}1dJ{^Iv~c<1?a0g)gz;8>KAay_c? zbqXt8(y9a5N7*zAhx+ODiR@WMN}c=6yS)0@d+YEwFZrbl4Nt<gv#FGtLHoU54>I>v zFam=lwa0h@r+97+tu@UYQioB_+4@SEYooR1FK?6OMGQg#s>em~X7{HR<T4)RipQz` zLOLALn@^onuYY*_I7Jy7E3hMQctszK1dG_lt@rUqKw>06!b){Le>vKXSbj|7?~hC! z*=l$w76X!rp01Fmz$<k7oaN3bl)kGl3pwr0Wj>=d&n+N0r=W-l@@v?Tuqzo`K&;kW zyzmBiZH%<^2HIVXt^Vli(=e`oS{sczL;6^U5a7!vWQEA{`yv*zVurNaLUT;MihQ<G zy7R@T-7L1x9lkwf6?Nl}?ekm<5jgygal`YAS5yJ;vs12GuDWA3+QvLf+3~ITA;!Xr ztlTsX@&2?!YDCQKp7(k~??lLK#KiX%d(#3j)y4M5Q?;+=o)Ua`)3}34`b_Mb6ArQ= zaom_v{VaGUAnjqQ(h86EJ-+~GmF)Q=;kkH}(F^yA1=)}*l?bIFsvwKUN1wZ&eZ5`W zlrf=VHc+o(J%s6SNABKH%wR0)V-F_}UI~#u)W`(Pwhkq8%NopC<{sT)O#oRQ;M=%b zdp+~Cv2^+K$?d5lK0*k{4@7?mHKUC%qs6Q<qXm2-!$Jta{`zM`4javT&DN74znbT@ zC_$(~4iXx-I=wRsQ_g;S96j?_+7G6N2=HcjstqvSozLS)k{3!TwQy#MPqDGMWAgYQ zuV!(!mIp&XKbvw>c3RE(>%Zd|(<sNL5v(yRsq=`>w_F?&n3}Y^xlyMgimC68#N4U` zZNj)4ra(WNFM3&!8L{qz)O6NHTg3gT(PXSda|t%!`s%ks*4a}(o4<0t%E;&rXt;Rk z>qyaMPihtAv3)p>9T^C&DSk*vE$i`unDTb%xO;F?i-(3)ovWq(x~a0#wS;O$F@Fg) zSk@h}mcaZf_2Rkt=e0Ac13jniOD*!+-)qNvgOjSo;I}NwNH3c9)|({m->$6{JNYi> zWuJ8%FDsXQ41c=8AG@ZDY?5}z7KeB}*YozoJKHM0J%+_5#w!(inNB`KxS&W7<HQHU z$7-$}g!}LK=XV<Ein&nF%V5S-k87JMmW{asRPZ0hs-tN21(JF1|Ljt~!*1?hI|ou1 z9dkcQ^^%T&AxTOtPo()mwA{*yj*L?>x{MHV??1)BQe-=Bd#1z6T?+|_ZKo=fH`Wy! z&5;tUlE-Fk=Z07;6H~IYErY%i85}03{`Nkzvo~sncHT>oR@FOxHM0seMjvq|2j4s_ zBN>VGW+=~89Ox*Uz6tta@04A&_*IB28eyegMKS8ljm%HF&df^Xklrbl2WO)&dC!l1 zU1jUn;)!}P%o#pM@r?;dxlVoj07P+banvP+yN`@9_PWdoy7=6ChZDQy^1ja>X7S6S ze{<ZP^fT(qtlowFGQ#J6WD<Q3%g=MV->^FVjQu^-oa}_OWBzN}H?x?H2Os^kDb9by zPJ88>^dNV8`5O$J+~LtO#^2<ze@PrL>jlZkjZu`rs4@F))Z*}}{eDTTxP(#M&0-DQ z<COE>TP}NQ2>-zg)uV6g$HlA}=%izh-nMIKYqbbs;z155r{(f^xk~t^MSSR50fk71 z1lMK-$8T^jU_`u_2;tLr8te=?Jr3|`_Z<WiWFv>tocu_uCt@Ql+c(CQ_&aP@_8vnS zz1BYSTMW*0FBXc}SYyGuwtnsm;`3sM&!#UGo$OI5qzg~25EDYwfd?zG9nvOzrva`O z1n@3gj%9@_m9;FZu`UPSyD43LxhE0fR8L8vrfDu7WJUwEaktncxvZaKiTCNhPrbUc zIzigDF6^H#-5&ieox8BS(UP>8BMZIF+TQO;`TVBZ!BUdqBJ!@IFEaQ!zx`;h0&-9A ze!&NY9t8d2>4)zO<kkYg*Zr=TQp?RRT>Vu`La4$oMRjzwU(G&kEb(y>kgwYRy?yM! z!9t5cFVYdx?nX0o*Ci``U*%J^of=!XL;NukFGvoz+|QATg;vw4=WC|I%VxmF7#<D> zu*wD=M=CG%Yf0Nv0+UXqerv0Hp_Y9L<~uFNpD|Jb){7pask|E|Y}e+NQaKbAA($l1 znr}1t+P%)Zsi^9w9BPkqNO?kYz#)L4P(f&x`AP>DOJvKoZ#8VGA$2Kx<Uw&2Fz-2% z%_60cpCCwWm1#n5=7cpFhh)5_u_)*<p>uU#jZ(qyr9f0xO~~t~978U`cEX$QdH1o- z0K$}!lhWU-9OCLGj-dnDsW(}{W5ylfQX6N=({^1hA&+eaRZKQ~uE+vQwkt1+-apTJ zBb9*V+7lEh#1dcSF(S_e$KQKu@ztXj>5u{(sfO$zI;ndpUh)bRK1@mc(*4=I?mcr( z?0Wip2Fv`qS=z4@7^@M(<ZtCvzf*abJc;Uk*@*4+fwPTw;$Xz(iF29X4;nCMb{Kne z%o%0&ODZZq{LPDppU%SWGygW>Ei>rD;}t12fap4FyxgXB#qTTXt<|)CQ1_(vQWKeW zer2o2XasQ3#`>kRq6i;Rot^8lFbY4iTWzgb=d2eg`dnxbTIzpTJGK6)jgm}8KHSKF zD`<2WcM^w<Pim|xz`$Sx8tATZWD?7qB-b<#n^shbx`@+EQd>y0zkeyA!mE}nf4P}+ z5q@NX;oJ7}(LC1!ynek&d_T>pOlPD`uy$l*Q;xEBu!}3)a1c`;oT01=(T^Hcs5Hm& zdt0*d)Pa1eXtV{<;liWVg0K5Z?X+++aq#(PzA%MLWTukbxMbH;pMi8QU+z!mXB!4% zFZemelG+D1*bc_HUq8K(l^Kt+=8|P<r4%?gy`RtM!<jR`4LxkhQ7YT3d?kpKBb{aS zZ=2H&r}HQuq%C(E=1i(}c*y9>s;5(&`-0K)YBs-sO_klZ|JN~vilsEU@}8x3k}M)^ zf=2U8g}~zLgh{dIL=N?Lw9Wlx4iB8mfO+%!GffJ=70m5qxUBB=_~X=?QInZTNv9dw z^<A_tu~Ay>&7~XjmB}9C{*HNx%ma|%f4%AXd@<w?MB%NrC^VL3)_x#Ut?VRimo~)E zXUj0S)%?*owMJY^^33#ASmB(Y)VK0Lu=R+aMGEgu+<q}_g?9*Zltra!sQ!&8Rwb6G zi7b66o6L;T@RqH<X`1)Fsw$JJkF~RTI!}7OcvMCdX3wePa|<@sJ`Q<xj`R<93G?j> z*<q>=)zR^fN*ix6Ah%lIIwf@l>fSr^=g$$uB{h6&L_+qR)at@;hov7n782R6>G8XP z8;m_Xk3M2v(RS${xj4tV8tfn0;n>udDKL}}AFqqV?fVeAuz(fyp;>G+oA2TaCajpL zjxO?d=aa8X(Xlu_*3~$)NJnBSYtAa2z?G1pGTIPDMhUa%rJ*<t4gn@hVvAmbr0v%l z-Y-WjC0A`ZmcyCcSsy6)QY#FRDm?UeJ}Ks=<BANR((uEG`m(}B0vXpozI!8stNQx1 zK9bOqh+jxUo`s0U^Ls=_sN!~uT!V@MAvEQgjgh`m{f*qGSS)YKDJ1^((70*QZ>4Br z)6+wN2*SM5&6wyK-EJ-sJMwSeEQvJ8o%X`ACNV#;6$iUtD2TdYh#pRIkVD<`ir+q} zd&-Ij+vk_kwyqSF2;C{`igO1~+8CRL&1SPMQ)Ggn`%hcnW>yBc?@KoD6cs<H=AWQv zIz(hJAi0p&IBIG?N|5)HQ{8QGJ}wR6(`7G9`f{~nQeLptYLK>ai9MGU3W%TT@#uY7 z@08^_HdB!pkAlm+tG=z~-TpEIO}ZKX;X+B0zFgw=v@_*Pr2CfCsV*fq;Nn1ghfkm8 zbhG;6*M);|06vNN%ZlZF;hb{3r)erDly0+0vM@Q!5KHBN+a_c{6KE$Xvy&d#Rm*(1 z@Mi2jRp@FWQ{Fw&b+%Q~N5_wepTs(P=>@`uJY_37?6efNbbDX5_<uaniIkdgYfsoH zA+@EqNHx4j+d9JSX>NVdJL^h1o=O1E+u~G~IWa{TymGDK!8=q}%e}!M@Eo!=B#rfs z#POJN^CO&iWG9UTg0b{jjwPqOCKx)3Ws2nz@iUePN`+r2VtaV^y|Eg{UKgN;-DR2z zj>^1`reKqJtIRd1Fz{op&JfFZ@K^{(l4YG+BX+4y<bv{baGMLR6}RvXjWE(cMIo5L z;AcdobGrf7*68lxgtBz^*m0(WFDez&=|hdeej<I;(t}K7{A}N=V7WyFxq73I{K{l2 zU5Z@V;`SETh5B>R2OX$K3+x(2R}AmyN7y>=<EC0bO~kY#(ku6r>M}HPfW>t18)B@W z=bN#LG=|16j_aN(E+F457k$vUpAITy7DD=C_?>8;4>=re)qDSphFKdcRm6;FRjx`m z2xj;@&Kr?FAfm&SmigemBqz9yy|mZr@uh4jB^dkw#Rvz4qsribrxY*{1dad-Km<Vi zf-oQqAq0X5pjZR}QIrTUNDvGILWB??7z~bXVIZ*JpDs8m4gtu;5(FVo9<Q+;pk#yq z9Jmlc5WfHf<t79Wq~%ASQ~>De?d)udFE0KsR2LA0p<0Ci5AO-U;UEDp1jQx{h`@xS z+)ptPGzjqD9FH$5iqEHN<7)TJ9tegD!vDtjW+Owd**>zs^9qZfecT>C`>Z9RyGy6( zbz0Nby5%1d?iqyeMgliUbG5F|x3Zbu0yy984us+jS$u<xjoqA15*_{6pfqpxZ+|q2 zY$bJHdtBxDR;WT>-jL&i(fqD?(^Z>(-Qn(ObPeh5wuHwjlY;SZn0}e(=~WE!Sv9r^ zvfH4@;`?Bp>h7dGf3fMKwbvEmL|sE5HGhJqgf$Z;MwxJY+0H#*n*=$!lGjPMPPJE^ zr!fbCR6gw31U-E}PK(nPlRfG`2SacMnp#YojTe}G=nEzdpKN%ixYQ~~c?WQw({D`_ zmv3l}ruDdX35!rou`b<|1{iD<Tct0>AW7)0CJgn|y0W<C`EF{H0s}ao7st+!RGH2d z>96|dbTagsjyCBVxrv*!-tOCp%@CNoyt1VeUI8(Er)l=&L4e%x7$WZT$2R2Jr{+HC zA!PUa7G*>v-@K9eRgH@<Wu#-MfOg(jUL><JUuwlF=*a-_BWpydNd1qAe9Y({ddLpk z1~+P(3xx}^m8yeU;ltA%ndWKb$C?SQS<KHH-+ygTL)>#B+~Y7C{-~i?6zdeRxRk$1 zr|womxx?+0IX364UnBhBEiJE+<+QnEnD<VCgELJW(a>*KGa<hC{%=YzYAXE;8i{_| zeHyo3X*8AE<8$}02rhP%Qfl{klr@YrRI~WPd?XrkiKsLAihTfw9+o$?zZy8**V)g{ z6nyXYaxV8ZrEgU9x`Zbdc@X(GF}arnV#+UsB}m69{I*$g=H&F_ewv$%hWeIg2}&#c z>hLGw8yIhEg$ld%DOnZ#*x82`lXPRHXl%iL{jSf|f3zysjLVTqH|5UobWJfDX(Rv4 zD=)CGR;ihaP`|#)ztx$L+1XXJ07{0sY|?PT@C?dO5D%zX9b=RYkq<SQ3OUU!cO5w? z2bG!zI#=fp*yZ(dwRO2(Q%1EUY?6JO@R5_N!=4Vzvi-V~58P?bImz%Bc~rU+>yLMC z%wk>NYo+%tqs3ZIn_9_w%u<9CX{f9jlVRciWcQ>#<zq7ZOSN>cuIcXih3nl1rtqxr z9>xK%Q_lWuBb;2ou{DL6V}lK63?ndMWXosk?QNv8f~j}(0ykN{=L}ZYSqKr`$cKH^ z2JwS|rxW!IW7Rc3ni!#!RBE+2Dc9vB*$*6&g_v+{g9u`6g9K%ot&sAQNCp3h7WEv5 zgie{<P@+sf_TGCj8>2kgK_QzFmO7YUN4Ky8g%}spc<9K%(M(<x2OXNSywGl;F3tG+ z^M<#4HAym%u>x-uM|E#AQiA1BNVA3*YY|kiVtvSI9{*-Tx(mNnFgTlM_&zp6Rdes1 z07(G%d!~qGP~fadkc~kB(!;g7N68uYj-rL}xEM!MFF>&=JMH0XlKuSDj}z{<fdHJE ztFZg8@H<bwo5}u?T6BCr-RbX4ysYiK@HHpXL$bBgCXS|PJ|%b{bmq&GyUaAKaIRgO z;rPO9k}nu<QpHEZtJ&%potC&AN;p+KIrr|#2ju9V>|mZA4$2d4yhmneKYbZbusy+p z2OIrvjU*NK)@Zhrsh_JhuRT&s+dtt*rgG^J?kO9~8`6Hm!ve!AY;#Du0BSqp%WM2} zmSiSV6U|fF9VYk^g7_k|(CtoRN9`f72gO_3%a;yw-2VEYid0~Mro@H?jwtf)i}th> zcd}z`JPv}`E}kxy?;scYFEnsm$fDTA>NWJq>E7+f2wQSb&CqDayvFsJ=Y_~(CW-Y- zCQ?Hg1q+M)P8)_wOW$wqnI@t9#PF_g)nT7Fo+d}VCGLW%b43-}n`Ivymu`D7OZRFZ zc3)ik!OFyWGt#i)iKUtl4?_o!Hj1K9#)&wn-SwB+RD$Cd3`hkV^Zl9EcQjR))i1ij zXy8RJ_D<JMSMYHwt!?MmV#V=nU;0)nCvH<4;Y7Y(_FM{fq`Pi_B?YE+CMyO>l4YBd zNwIYFyBU#PI-YiaiPS4#AUq>nFHXXEy_$@4;=MG0`ZZ|i*>%$O4B?vMsLm0_?Rm>` zF1L}ri~jwx`~@<FuA*Jqc3iu<N=R&k_Tx_d;=*84zp*1*ccQ+A2h|x@Y{vSnZKl{8 zV*9&jkB;8?q2*c}zQX``3yy*M{o6sIrA62ri8tFi<SFH^$XER|Jyu67uRM1%$Axn> zKwZ>rCWrcvD7m``BUy~^uJU&H9!WA!gQI{LK8e3LC)|*v{3Q3eScY~X_~IQ2h*)3l zUMgbS)9t6pM0LvIrp*|(`E%Vo#w3=9(dqh>a`?oI39tF8IoAVxA4ZWh=S>=V+ka`p zqRYQH{LmmfUYpHn!@yVTuD58Al6sfjgz!6*HgbV#2g)|Eh{`<-rm&Li*e=SA7*$AW zGBDPmSo)2;i39(*ypc4bynZGz=E%1q761&`Iz3qx!5eZks;4U>pqRP3mC>7DyW*=U zd5lrJ?pg)v(B%osm&g_Amf~X>!~P2LG2qdh!1(;aUd4*?)ShE={mB{ii^e@mG7H;K z@}1;kPbPK?n}8}d4V5TDQn!8Pl^3Jo_hk%gerRMNS;O`%zRVr$b%3qS2Qo7#RbF}6 zG-rK=NpHNabuE`S*p);X5b1UlDg%pDl{bUs?<cy;*2O_NEH$5?iWw;>JT%owVv0s8 zHsRkF%!16nh5iaY%3f?WRZMZoN#WhXTrY&}oZc*bVy$_tEB0LG+OH<D;)^S`UTdg1 z(x}e@sguLhnw9eE_Pgcu#^nJZ)P6>u04K>QnHOE%+2(m1!^bP<5R~_JCo@(<Sn7jl zTq(UM({6y`J*1<$%Oi8@x_~T%Uc`deJCa1g)zQntW)2Z?iZIowt`Nm9A5V_+Xc7at zFC{%`S{n%!#k#ReyD<l{GN+#w1&38Zel_xlAUiH?W({>qXue(|%HAF#aiq#cnoS$~ zO8ZkvFnZk{N$ogO!%oFTXSiw;rY)!YIoK+WKTY<Z^MBhsIl+!%rv{EvXOyq02J4DJ zo+J{t?uNN#auTKs4N<5Dy~?n&!zYLB-v|y<w3r1CmV}JA#es_ONhg8w(}sEl89P<P z$o^A4>u^~z;>8$tVfLjpt&T;^mQ+92j>W5iIZjLdPNUMT0UMps-uQc^&Lo{>N;#o% zz9G>7GyJ0N!u0bSX_yN}E^5Fb;N~#GP%8bXg|yZ{onYQX0>slRboF8FSxBG}o29=& z`jJn77zc8O#2%m(=w{(IKJVEv?bvFEd^^ZxCeJCen_VMHfA_@V(1l`STiVO<4lx*S zSvB;g-%wpM?P7*PpPGs_2qyEvu-f7=KV}ktv}!+KrCTvF_P&K!OF;&<!V+kxNA_32 z$=ndbR8icf-1OuYy!SvqTsuSbYdkyb#GhvVslJbMwCTAV{I>(9D_JP3XyAr8(&XK9 z<GK#{-+jslqm$sxSBUz@-}R^H8pq0x%)vv#anY}OAh)^gvJs79`lhEI(5RyK%vS5a z%-M><g4w>?nG7kaw^3^OBtPJ?*Rn~;H?lVAy=romD(BfM6KK|6vtbxLCf!wuT><qD z-}nt(zoU@6e905}G+p&Bw_PC=cn@?-ZJ$(5g0hqYP@q;70OTlsIDnMmFKE@m=hL$B za`X1Ivhe~6AW%!T0A5tHF5m$t9EN6EEg%|q|84~Z|7j8bw0~;XT0m3OmLR~K8uo{` z5eOhe5CVe25I~p^7z9NiP{Hy55Q<tJpiK>fLO?<g2v7hj1QG(nfiM^Z1cyNWjNn7H z2muIFc**!vf>?=}AP@vd015#@VQ6OO2LmBc7)S^q2!z6+AR&Gf*)b+PN`ec$mfu1E zB2;rZK%7YcE(n64e;o`13BU!=3xR?lU_l@R&Gmu;0x42ZHk7;|fDBb34^TmY6ajct z0x+~@fC&P@Ffa)H8NE(^5E}8(0)Z+eksT+c4MP0@0YNYEPo4e`*2@Bo1rP$LBt^hu zu0LDzpU3~&3qAuwBOpQm1ct(ZaJUfqQcz^2Xo=CN2q32w_`gF0&`JZn1M7+aw*S%% z6NG{OSOKg`|Fs(m76S3}3!vWq_iiv;00c*OTPOiong8v#1^Gc>1RN+JguYLLh`(hH zN<;xbi;8st;G+&J0d(Y0pn%}tcb!ij2K%#{sLFZ(MG8=m2A5ABeP<A;JR<-lic|%_ zPb(nw=fU{bZv0F9Km@>li=S@V!T34&@qWc-0o`j`*(873DH#Bw(doc>`4!3iT?V|^ zWXn1xqA0rE>ws;k?a_5MpP+80B6cbj-EM#CM`G7LiX=#6THxAABS}Ter5V*dF1f6Y z>7~w!2<4cj5fVAw`?^@GONRnU%NK(Yb%Xj536D&R`)?k-gWbkWG$4xt#0OSSj|x>j z&pMbG{Ho7jA7Q8g`*q}C))xCQZTKydEI<Y-ypSF~n?!sINaYg>_KWowrfxR64!mI9 zP))XVv6bDgte-XgXf=b9o2<+>FtJ-0ys~`ZW`*~xnhHN=fbg6M$;IF57)41lt4nI_ zgxm*XzQ8m(^G#Nog(G`Y2BHfghmIb!WK9EdX<HSES3MYyxV%_&{SY=r)^gp7hU2Od zpW@!|rMN8WD6cC)3?qvDv&~p@6@Ox2>~+q*%=H5oeb!!~LGTlqQ7MU#1W0^}{8rn8 zw0lFP7p$4|_9om#1S^to_hSHtlxCKDn=s$m3<J^Qre5<&XfE<c`X|R1<jlW>Rm08u zOon~)_}cWvwUdf9=(salq8&GLIJNZHM*@}8aEsq2Z9L#FM$uBHtr;G7V!v1?rp8Br zt$zCVmv~gn%3+n!CGA10Y7-g0Ae``(bU!)ymSw!%!+qiZ#3{RBui3WT7HYcEgA3d| zM82mz5D_lT5FA3zINeJNCd)3Z4342DK2X$-e8I#KDD|jq<J-yeRebwRxdROr2FyWP zjh`kJeSU?$SpZ|;#{3!kXHs)rhvk^BJ;x843=d}`tZ;ty5;$Z5X=-ap4iZRq*Wxkl z+3Z+&5hU_^ASenicx^hRX8!YM1})q!JH}-xJy8mY)8q{#k6(llCS@ip&0w4ZbfNQp zn@Ay=Kr<KOrI}CAV!<MP%y4neAY|id)173VFF_?|Csh?vV}dL6xo^oZQrUqj@)uMj z_GskSdwDMX8hv}8NWEi;DH_hP!c>R!-LJs0Teu|6v$OaoUqdy34u?7APQFBDbI-Df zKKXm5(Gsp98)ALFOr?P@@B)!DTVpReyj|mhLzaiat~o=>R>9{NS{2(IKkMZZ?XIQv zE}SW}u2(a&N6VMo3%e-ARafs+Z=6L7qP?6V@9b{v`!OlEh;p1IpUJE`<tz9@R|;4v zhVeg>Gd;Qrn=tzvKa2bQQT+vm5c$N<y?a_TVHOFINR+#Qh?s;1FGWx|#3__Y@}aoM zaP!8c{mit}hc=5(DM+W8;*ayJ9VeI-n;*u!8Hy5dIlFhdnL2G8MK}9VhSwpT0DM}S zFff)O234pHvu8VmE2FQ_?&UoO=BQCZ_1(ea^7YatavQy{{HvOZ!OL=xU4E*{)-64E zmGXB3B+geb%L%u|7u2tS<6*gvxksgE(Ewu$lgn=hyW5gZ_X!yZ03aVxZ92S+P^gga zPZ{ReJZ*c>ukYmVj8anvHYtE7XHD<Oy)z=Lu4%@UxO9x1jXpq&Og0~TouYIb4|1&8 zE%+?5t!DJ4ZNL_ygnWnEWs2r(=SZ{slpketNV11P`TD(dRyv+lx_KshRmD048K4PY zMiHU+A4wZ@4wGYqPjPOUPrlK*6Z&vOI#Fke8@M-V*Vn8B$@oGCzmCrA3{@~%2diml z06%Ebye2aa&XY|Wtg!cK4%=vlWsB>&$Iik0j>}XhWUl*~fA^if(b_2D6MD5>B%A&- z3~9J&$OLFT7k^osWjxD!k2tvd)sORgeGI>GdTn&l7vZPb!y*fM6*gGCMVgq;!o3wZ z-YX9|5=*Vc5$^fCmL_`-d=lTY21)hUS9wGByEw{7dhYf6q^zr-2tmGY0R)UXpB~IV zXPYw1(aCspo+lA<{?Xn^K>()}5Ze~C>9vd`{>JWtX^|P>Vfd-$xon2-^;ZRQjC>ih zjYpf+#h0TA1Ry=<_mpF>E6yn5m_gCHH}XmqYC&(l_S_F|erNXhr3#Ty`TN%XG3?AJ z;>MimZUC&Tu<yt6`GWk7_=C@8;NEFj?Fe$YFNv2RWn9exBFf}rhA=yUQT>PG1d1ZU z$Scon8Kex<NHMQXF^S62Ey~S2*X$#m<fOy&?dmq-eBQ(PS9){POa}gJ@9Xc!s@BN- zE8Z2B#Iyb8>iffx&Jq5z=@yu1!b9tww*-e#53oKzW_j=UWMMUQPiUD)DNpXR?bUm4 z$Gn|kSi90-^o`!&F~{vUB-xiGl{!G|7E&Z;BAkV({q^mU(Bfy@WHTNe90JQ$JeG?f zTHMeHl0eTYnwLMXDk7|?W{l&1Xy4C}7<T=Bgpol&AD~=IImyInM$AnECM684E5uHy z8~tsA33{$nbgFHpS00cwttS*|t^V#}#$|hu3tsr~(xB4R!oEYeh@hIl;;}trsVH)2 z@*7b|v~?!Oxdqvv3y>qHV<C-#9gzZHS3eAj>fI2YDmtF4e|;HDbe17^Yr`)8a|B2P zAKA&0oq85Kx5p-@C^1BW8wFQ6ljV<1C9wPgkXig5zM(VDp<?ssszwiS^Wk20`WpnN z#ikbGQ<A-cD}MB{FJRxUwnvE??1vP5A)BpmHko)SzHokYZ5s2*4BVwL%Akc;g4%3k z)N-Bfy6jUWFzlZlxu}&WEq!VJ2-x3Ynbt(aWG@X@80LOGca0$;?gE<JZF_^;M95*T zT!=lT%<zN2OpNL{;WS_F3-mbr($y~UD{ck8BB=DXLSdBOV4Qtid?+lx?+96#|AEp< z&JMI`oF?pCxqqQKNckv>)YNW;B&no0<S6fgnMmyFte%Sh@`jlsBPaivPt8wiRj|2T z>Gg!p^n}h;i9(C$=|v3p$J`fR90Y#yX1LH}8!h1p$RsrUB#<l~qEGFp_>}9I9pM=G z=2^OnK^?^ccDwQ>8B4dfsbV^^a_gja@kgsWrAu}5AvDnbT{?EuB=5`4dv-X?;jYx= zv|rsLd-Jvp(qqd$9G{m}x^f95gY(ZvB5UX~NiF2<ZiW*gxb#L@O#y=G^7resE(~rT zK0Q6UJz461wN!olJfr2>@yQDbEfM`t0VKqr_2&G|CQO9|_<rS%)3CgT#`56=>Bnzj zk>K-Njy2-*;RyX!EZ$fm>Awou6Z(J$f5ABAUl8@5FfIf`CFuernfU(#M**R~Ax=Q( zPpuiv<wAepR11jusRW=)aV8W;Y3Kp)C?Mz(xBwgo7C`ebnxOdw(EN+4I>ux|#oD8Z z`H?b!81+F9AWwzHWHd2DfiMAdfgFqmJ~R%aIS)<abbr_vAOudaBvfJ+fWSd8K_N7? zLqTu>G#H|(9fqcN0hl1@4-WrzYEuIM6$(cWpp52l1V|A62lD?Jj)0*r;6Fy+hl0Q$ zAugb}ILgHcK#TK-tA$Vkzc3%840QoS|9sEm0z4Mr|FiUek>y|G{-M%8oc#~T{^4wX z2<#t_#WVyk(f*e~5Pq~C0HY9w05-k<+YLh?KydK?Dfxr>|2O{&{o7nHdWmSr20|fV z5CQ^4`4|FN(SAS`8u$s&jE(O3%R)f$>i>(a6OGWzLvJO&V9Fhw1$E#8AOP~oqjeUT zANtq5M6>n3qxWB+owR|;jN;42BBBxach&JP&W6MOWilAfyUilV(OID-1=`4l<>L2D z!~_hLjglVi^JbwkjV{dNvM%=h>0gtp`;bV;YGgXaw2~Y3dE)DbB}?w&NQkojg5K6P zs_fa>RnBAL)~)D@>Qo!Ok5GM8u9`2irUBP)%l9q!_PA~QT=iP7vP9-wV1xRn+w(sv zP@J9|$PWe?qIP;~C{FHS!y+(^hJ)wDnhI3GWcm6~ye@jJ#E5b5$K>FLcal9AwEdno zd^H@wzaS&oDdW;$-d$$u#Rb=jzzf5E$_<`LqYtjF<vepnTWS3i5Xs-@Fr7fdC0klY zYr)Qde?-Blyh;kE?PQMI!tEhM(2CBl$2tBX^2`mX?Csy`Feu~UY%(cv7SQ;UGliYG z=4)jS)+;V*(a*770*My&k34U75k<{Y*AsPW=DJQv>_nr(y~dPwdR@&2>96mJ*_e<R zmwwh$8f{Nd$Dd5Mv0yy-_0DyI9<fQRQD%gsG=TPF7P)*MzsWXuJsKh4E_aV1-S^v& zEi&oVj{9n@gU60zfh1h$+g#$=O_9Rt1Im-dGbcndy-uyU8{6R|%+>sNmC{VL1Qm|w z&E`xwUdmc$fS14H=4S;yrMkxxqL?4sTbGArsSio4+pJwR20*wUvwZ^Q-ixZ;Hk^5u z{AO>k?`9h^Ay*+TV(k9@h3Y`R_YI&|xc~|Lr9?WdLt1(J%l%+2SLZwYl(_EK)lOxt zOURc_&l+ai^R$AacBi?r2?>25ifIjia=a3M8`<G$X0Vp6gL}(O>7bgxOK{GllI*j0 z$x$A6|JqO#L%*)@P3gf-;A?^jVlATBJydMAj1F{KuHc?q%KECyEknh?N|jV#-~uvL zWYXL9Zm+>rP<mCB<~~-vS!NF5(%_vfUbs@=D6s{nP^$%=vN;^v<dKYK?kh+4?8?|T zDwD)zByt|ITm@g$IUY<LraxCRZJdC~K4;ePFkfD)P`V5EC@5kQ0mGk32x{%0Z|Yh2 zC!ts~ElOg4GY{DlI8!ebE*%zu9EOnu;}N6Z>DlKJOom#gBk*QxyB})cR=a~*dKa5g z*<|I*VK}MIksB`Vy?fnl<-FFir^z&7dei`sZ1N&g-G)O3D?jS&(6g)ZojM%(!FL#L zWGr2S&E~6eRXj1|bPsr`Qo=D0fmWMWl?)6vAO)dLh5Dxp&lHmZv|BEt$rebJf!NoE zTS7{<NAF+H1mGXrO_#j=BFA-K%=5&C#Ube7WuGgmk24+r$iLmfxkk9*6xYlu)jI~D zpKi!|$Gpn|`ZOvM@aZ(KY!gtXut6LVsQ=8g#!D^{#NqVoC;JB0OUIVZ^Kd-&wqUTh zZlGafw~B+U7A$2rmY`mT>gxs4!v&-5x;{2slsg;WUfC(Xb*~X}Uuw&lmUje+{1RXm zrAS1k(h^jFDN?ll<6We>cG2y)^lH~?Au(o!8cS+ZEwL20R<y)t;>(p~5%b9Rst|Fu z&~9njHG|02m~ywaFTd(Z8%&LpC|CyWnR`)^KTaS$Orr?Y2I81OIdIyMqp}5e)e{a{ zbGmP?a21Bh%=9$zfh7g>fZbTy!PG@oTVKSHG%Xw91sLf<$)*u_m+)m*Ire&TDYkk? z(cth<bNnV;s~p3*ZEbunA{O(q-~;nLeiaH|u*IH3;<=k*ByIt8rcUmO_7hB}gjD0J z@&vD%@eT9awvL%KEp;QL05PMTc1yG}{Ww^cM^H6`(<-u-v0uKOqhO=DeOAJsjOXn= zA+_S9ccTH16F6QGJ@l4J7YSp8#@SAu<!CwVo6rL74KAW<*?}Y!=f<S7@l;s#zeGyK zljFTjF$68?QgDdg9ObvNd5D&%J{_HGDVkZ?ki3m3_5Oj;Va4T$Gz(%8ef4x1=MaJO zNzSz4$rfFkvk#!gYAF8e!B<NY&cx{tpOyg1L`m8XkT0JR&v)vEHOX;zTYQzUI<MtE zWjY8n6x_pJr}c~*D3W75dMtX7t)QClts2`jW164XhQo59md&VYYOkZ*AOY8~bLh%K zmTuHR+&h)?RBD%b9l11UAEuyr^58n`r7dBHW{@hF^a&vYjdlMRw1I0IGhUVb6`U)# z<>3y|74Vx)Oj;h4^f>SBeG!hO4dEe|C!zD2Z<k{E_7=OV<yd?!Mzjq|a+ow9YW$3z ziGS~dL*Y?O-rrhAV~42jC(3#baMxZf$%P|WR*<}=eh}x(NMzG?KSgCpP`gfWG;!yA zfC}anCGV@mYR}m`CR~@RmQL+mR^7b^UB#VMw6)Ji2=IK;&06>|JQ8(Ajns{=XwE$H z9F97E9cu2&_^R18HDdG_Ymku)R9bkn$ahywVqP-=MTO}icBm9)w0<}G3@27GHDfK0 z3T)?DZ?1uUxgaxv$;q~L-J6@>*e5$jvdnY`0p%T0Ax7fet6Kg#lYX;pjjvivlmZZ3 zcBKx}55?8H>yJhBRq4n&^UAE^5wITq9n=f*<3MpTRTwn8?Jgh<lRo$7RHqfm^xzJY zU$$_>0!#^k7)uw}jksv@>w(r^%C0~<O)8aza6uQ9NSR5FB{2$4b>*tic*c5qf*1Gr zjLAzeRD~RATczI@KL6rj{}%ZC<7`^*fG#hu%cyFD8-cJyDM7_Sq7$Y}^t1I(3ia+W zxm8{^lewvC_}RO>>U2P_<abD1oL6El=BE)YC5!|F)O;TvNp99bygBPw->;I;_V(_$ z6W7WFBqLb@f7|LaL_K;MuPwc`^-~_}I15IFU&$3swbc8nCzY<>h_hmyr*!%Rh`Tub zDpez3wv9{_*52!}NmR5Sd5B55Y%-4l-S?;BaC;bNnn+Itk8TADs*XcM?jK?HcaG8( z;IGD!?z6PpEc*$%J1WuCz3nBjS?Jkk>tX?(d_ofKJ&k1V&Xcs>@*<SZX2Fa#39SwP zhR3oOWi*_UUQD9Rf=Bdoy@IUm3CXXW_L`t{zP#VVT5V--e4GVhvUsj*S@@pIVqhAG zZRxK+W#Tm#espg*t3_%)yXImjd#h<Rxsn36m30diCU3#P&z{okwd4gDip!(gj(QLM zB#Mb7Vc}U1q2)rQ)a#c9N#5%@##InT{6J)diNi`%6=A4R`)>Nl_c$#SY#2N1PZ-8O zt@t<LbX=4y|9;#d^X5=))QCepznNH6hj^cv*6bELwd7y}C^jf1?s&y=@6OCvQr?BS zj4e(hUKaXwVmk3-iB7HRjNz~S-!tdM-3$)M$(jQ<3ev9;bi}9)VY5AlBlWGqeU`Gq zL`(8OwFT0Ux96R9?5(3cafZoSomr2ua1mF@zA{RBQFa`r^3Ng%MK5vJI8r}wJG*YO zx3!a+-%BKXVDUXZh+h=5sF)0x7V^{YS#N~r>UZK$BG9$8f@TGy0S>{p%j=a5nl!`v z$ObYQF^&+{;gT>?Kf^EuPLcq_pUpyIz47<;hIgip4UQ>Os>e3A7SidfG#~9uev*V} zUcY}p{Mq)HdXf2zF9dmCFSjU%7|%>4h(6VQ;HG7FdHyaQN9uD1bsd*oj}bP<kP)|Q z!|UDOTW8y?syN0I{}E?Lp>GH6A1OmZ1^x?E|3k}w(b*b-EG*F9g=l;}DOXpwXI?;K zw2Jwge8K#GxeF*}I{*vGf5dKtpePnjfD)?N09~|)qum8KR0s%0@PnXG1Q3pZfFRHm z0Yd5&3pQ-jp&ft*74Q7-R)U}qx*87$LIu&V&MyFjAkaY{As`ezPY7Kc|D$&Pp5<x> z5KT!WCuV@41r7vlW5CggB6Nc$c__LS;z#F$p#P(GC{Vce09Dkk{U61}kIn-Dp-^<$ z|BqLJmQ!#T+HjymF*yK$sC;{XGP8gHx)W_jpsVU=k%ex-XoEu#jrxCd2Lyp04MmAM z08|+v=pYjU{zq-0)fHN7KwxMY1xHVS34sJrKtTWp%Fz++-_Sb&2yxMZ2#mfav?0NT zx-|rlA<^IdmJ$DML!k8_KUzBe?>G}$ApWPe`mdAG-Ut}-U*`U?fc{OF{XLgb3-})f zhyYr1Ap}v}Mu3Mb|LyEh^rgYk8s~4BBv}EVW&C?d|7Q_UFa(75lBx{RY8mMQAY%Ie z83z%9gP=m_N6iKB5WR>0-+BJgiV!H;r23y<baVV$m=U1Vg#py$=*J4J%>JGukA7qX z_)%>x06L<7Ni+0QjXw0G3h<8{gZ#J5*PjsCpO@N@Ylg;Nvv8_EnXiTS8F=k!7<1F8 ztoeO-ma4Wsi8`Z%yS}Pw47qmFv);RwjYa7sa*Ey*)gqBA3oLBnATJ4KU}iv{{aFQp z|M+cSd+s~hL7K5HaE62O{S=O?gR|xJbX%v_FVmhp{Lp{vUO21DDO335n_IOxU!an+ zmVpfNwbs|^)q}Daltd+<7O2OS{qd(=EWuNrLHvTKB(U+vnm5;{{J(D8%|Yq0TA6oH zQJ&PH!93%+ax>Fwue9YJyoWSbTCVs?@A(b$UTv&$S04WMX!pKVr|2dY3DA8W@Y$FL zhwnJyAT0G_a^>2xX%Bai=8N!My<6iz#V$1uvceH)=@+%!bS*Vvu-HL9!0x_9Gj)$n z<efm5ClyzHv4tZC9_w5@n;_IXnLV~t@i@SdTCSc!$g(cjy0$;rNeb%RWSy*N&$#FP z$)vfJ?<(&ce>xu!;&4T626?^~@@8(fZvTp0iD|q1@lA4E&eXV?_R<k8E6&DAXW$zq zq@L?wi`&vd18a=$RMe^eb*lk)+JY6|(1Kq&6+a=N52b5dEYE|tO+;@$P=#+`W!5`1 z^5WAN_$F0j6@+LC(d`J>c&HSD@5O{psNIS?_^SB|XmRY7M?P6rYD~y(*Sa1$yGVRS z$U%T7AvXDq+kP{Sq}X9jRn1#oBOMQtjhrdI_%7S;R`%#pRV+)%JeFM1()@K&3CpVh zJ>po{!!!b3-}=N1aAnw*y~N?Jr+xS^?(mP_G)ZBmzuf~(;cBrTqNH|SKWHos=B(hh zYf4e3G}e5QO7vYgf<Fa^-KfC2)m)O(-Ddu}aHojvbf@0h<8Up(IO(PU{Zi@oo?#@) z@_fzmMR6p6LMrNAuFA&qWKKs27bV%auUu0>boyaJut|ttL)GBPm+5p738RRom|V!a zAkz<+90xnKeEq6e526}Ck_+pKt0CHqvP_L;)^ErSvnhpK?;J83(q!GexKEJr)`3f} zTHFq1qP_vGyxFR9e#we1=v@&Z03%2-P;8&lcV=}@{2=Uilz5m-k3MX0=Z9`aUw=Oj z1T<-;t2N8PUmRpJe<QcKWWsmP5GVhhhJizwSeLs-dazGw9&zT5_vsu<5wkqKPVEQD zoAR^nIU;XgIwsndV#DE&%LWV{9I1K3-&mE~q8#2ucIjtd$p0jlAY~=I@)dVSYOXjK zq}VIgLW-KHgcUwf^r(~k?6Op8cF4ssQXNp|xeia92U=0a`vlO)@!cb&h+*B%S!>Rj z)%Ue9%+E3Zoj0s`03TKLrLic0UC2M&Q|5}IvJz@ira~z~AA<_Y2VI(DXg7c^=ILB* zwOgf%FPQO4VMY|4wH|U!9s3}pWP{(2V}jp#4jN~pm*w#dl}7qO7Nv|wK-@W+?-Q|? z`g`+Vwwvcaiyyzyfmw%N$hw=URkqr)_K!0HvZF@s>3$bsjusKN*w$gs8$YaHn_Vrz z4_d<<u`uhxf-m*OJ;p_R57845B~y`ZE)Ut9G*ikIR4x>gPQPO!ox^;NeC<oY3GaYk zUxeuk<V7XsOi)pTO27NGmZd~_Y2p%yJ!sMF6W$ptz(1!i`02`{G<c8O98t#IvzyGt zd4thq_cUY)VAPH0O)eadiLEY!1Eye>8hS$^i&^48#>F4}NG9H5qp!%TzN<Y&{`6)T z>v5*E=w`bA>X!IB`}z__WI5l?*^r-fzui%Qw=1)2!etNL`VP%K<Qo-;ovz2zp+1En z5>rNypFiPls$Y7nVR0>cL^6Qoh;oSS*58)=>+)62P%6HKIvZbnd3Ue-%Tj5#rPR&X z%@9UTE;ZV(-Z77?RBjUJ_TF^sal3Hks~vfNpSXK2`o4HMxEey{fxKnk1mCX@gNJ#* zG;AcE^IA)j80E@h>M-QaFfu*EkZC!DM1Xm502T~hK@Y^wy%}v;(?t{2rK-O+RDNq8 zoe(=4$9&el2?x}O9gaJ%JRlyzu)hBe9^5GU4S%t)3}X>6n9OQDe@Tq7c#i_IpU^p! z4SbQ?bPR#a#VKOkL)s;$X5V5Tc1{^D8%LZp+Tc%$xIdX<-NnSZ_X(5PUE#T6f$RhO z?ZsVtoQr)GzGpi*bMW`Ij^+_Rew3HhsYhYnEKX%Lj?~@`W{{luxlaU%XiTP|0yl-f zO$LLT=0_p!^N%(8U*UJ5bLFp$6(0Bj14o(}J`XRNog~)o^&(?%QcBb+0#2%!csK7g zU08YtIrGl}z%d3);*Wkh*#5llg-Hz3{;p<1wcmUn)jfN-<WQy2Q%}+5=$*<PPfq=O z@={=cU2VnZVYC35*(1T^Fs8+W=Nbpe*mvo8BI~uQknC`$nCtL|{l#*0@658=33{l^ zOKIv&@eEZHt&fq((qWbwJMzeM*Kz&PxR>Fs;t5#`BYoYU1HwzP&syB$Qr%mV*Ex5X z11*<dJyx8GmD{Y!Da3y}ExFHdt@e4wg<oO$y-EVVm)0|PE%FtS6_us$5*a@~4oYgx zf1Ldm_crVej?d&^`EP^$Sz!h$a%1pxeU4y|I<0EnR6S9iW4C9>-oU$Y+yx$nEB<GD z^t~a~b`Kc8cP&%?Al0TH$ttStyoBrBGcR!O_>p)t36-_J{5{&5qW+9H%<bjr%!-pf zcdKwZhXw20aQ*RKTubxY=0lse5b2|}2Ow`8l7zG63)(Xcs1qSK%HkusuwL~J>mkKo zNbsNF3;C0%;X}Xb{=o|X<oLUE4@TF||CH|kAmQKb-;o+H`0q#!s@WNhrJ0QYc2sEs zKoF(*3>|Z!N&*nqIXwdq)1#h!1b|Ux34l{fFe)z*;EgF*N1X&PWkAI@0tD*beFP9< zqI>>OGcy$J1N<r1L;e6SI+g=P2V@}Vf;<Er|A52(is#Uw?i>O1sQ0vZ4^nc8#3>>C z=n_5@h=8Nf4?PhK2EqTZ*FP2lB_=q9g-jWB>jc1~2E*X!j0pq?L!Xr&3`R%Z(dGjT z^4DOh|0(nTTZkTAg0CtEJfRXmU(TPa;77yhA1)RWL|+Z;-|%{>675s)Z~`P4z-YQg zC;ZWN1A-q7We_NO2Aagsc^?@6|D<*PFg!Ji_W>T!UsQ~K2jDL%rZol-|LXv}62MLV zzv}s5^gz!_z+;qO0)X%@_(TW)|J;$kIQCyj8FUH>ZFESY12Cu{7qroVj>sU0|3!u9 zJr&@GqRP1e)MOC!9sTFHk_#05<qs`FQ6;qiB7%SF^#bTp|KEVPXQbjbD^J>TrC%wC zAIWiL<{Dy#55>W!;MZbIo)B|poye0@!eo}eJ`fo+RnAxKr&8_q%n$8eb3}-UBpl3= zspaoP%C?#&y5HD%9{tWzeW={7*q`5zL{Q}7B&2o-$rSWMe~Yv*+(0gGPDQu{*<tSa znrf^ba%@M^(k@8+`|hE@UsW1JHn}DCa)C^78S2Y=s4Yc~woeZ1ZXwkpo(zbBk6q6i zti(W<Qa-H<?;<LO_eX=tL;Cd!H?<#1k$tfw@J9Z`kzyZk>4RWK6}pD2?B)C>O`o74 zEqFp7&1Jy}vnA&Ye@}KrH|`xejLF=l5tl9gS@Dr^5>+FTRZKJJb^Jnnk50)%iRr7& zm!-^l^~d9r;_Ue2Giqv|UMzn<S{swDK9)R4=l>-?$huczoM{E(pY1Lh-qd(1xZ3!R zC72Ds3{e|!qnr8|McVyn9J|r{0fP(V156jXA4iDCUQi{~Illi23Ia9~=r(uv1}S^f z{V4WXan>e73TOY?9+#XL6wmJ|ZE>V-d(D(Pl_3O7%Bh=~zL^pL0Q~Bbu1f^XIq_5v zkBSy0@7K`Nj|+C-{(?gs=^1XtLOYeTYW!Y)K3l<k6~>@tqAQvAbH?udUboI|m2bA# z?x8haZs3K^86)F>I#$soke~NnkOPamwk`cT39-oU$j#(1M#^{Q>c$YL4}5S`A!p_1 z0isuF_$!S+X}Avq($&26{7jcL{%j7bb&K}ejQHa8QBu3rFzIza()zu>)bRPJ)$#S- zCuPY|m-ouXm*EFw1DeG4i2T5zlgA+JqG<9Xu!ft0R@cPBdM#)yBgT-f#r$Gt-cHc4 z;a;mXa=3ebr2uU9_)TMj$hk*%8u!g=+(+9}m-LOTa7|Nv-2f}<W<y2({$I6j!Vhti ze`LFO>_9>D_!ZaWHNpn-yViymj5B0$8z-MU25D+&pbEX3!4c25bkj~>y6zZe=&@30 zdeqv(v&^XfA6Z`+Rk_w|3v6iIT^br|oW|X?ad&rjr-6+$?(XjH?(XjH?(Xn7-?{h6 zefvjNMpC1)My>2rW!9|9!a>pI%ki&<s@pnB23!yCk<gZm0wC<?yH-Z~alb{d;QZBJ zwBf8Yw=kXU$fpi}L@<Uyw{73EQb6$Myu^e!9f=9N&@lI2S#+P15VUFU<Q^9ud**A9 z1A$%1TH9a}9~2b!Z#K=MDKlHN9oL0JXegX5A&>#&Tmk4{E3fu5K?7f?KJNx7$7Q+( znj31_D6-|{5a6S2N&`!fm6R_Z(H;IKt|Y*H#Kzy{3fX@!c|4Hk_F;CKANm$fws|;Q z%P9<m(b&e5M<ybPV3+m8!LY;A@Sz>v1dnO?0b*TgF=!6D5HNW3X3>SpX+pt7p7A4^ z5{aZu?W6a=Enq!UmxRgrcSbVtBsPLMYmtB-c~Q4>Gw^QQUdbrJecd3@W&Uu#$0bxd z9F=^;^7xXS{3@4MrQBXAzo=(2fzi-z&mPDs>UR@=q4Hs0o7OzA`l8%mb)71$T;F<- zQ`1cuhRjlJ6#u+Er@YW&7LihxNyW%S7*x@^Vbq`;g|U6jrDb@$Gpkj)lrY-B%%U;w zS=$Hs$vNI)hR<poYklh387h4{h8QyEw29G<AHllfw4{{mt5ElXC`!!;^Or-^luN%J zIX{Q^{&a5#n4>M}{U47Pn@vQB!NByN<n;f|A!T4>`w!Fu@t-GYA}2i5e^R_(1ykFJ z0Lnz7Mle)R_QdA~Fsd(_;s1*wFtW#Hv7je@@is6LGaA8=zvLVmzn;#k|L#})v;XDd z{zX0**%PBbK~WQ$z{tPkD4M{iK)>9X)fX$#ya`PB%l~~b7O_E@5|J|iRG?qHPHQmK zM(Ad+4^S{>y4Yy89~cZ@q|dKs{r@v}rmsZw7fki#uB}_aetap6Z2fYtOpOq2U=vG; zC+PsVf84TGBUd~i4lGeD34rva?O$I5n*>1qM|Bh`1sVhM|8z88QW{ABszj)->HkBt zgiWL?1)wMXIRr(4_{#q>vHdeo{6yPoFmy0x*2a${z#AYj8XWA)#9tiM|2fSsSNYF0 z|I5U@1%Q7|{B`sWlrpg_9e|SfPyRgdISl~+f36m5fkT?uPy|3|6w3gZLVh{&|Cr$` zTmL`xv(W!XKgE9;=zpVi49x!qC=CC_31(pVmz$uKxLXMLofudENczfvUl#&664eU< z@rhWaU)O&t1hoBsOU=UYuhnjg04TAMsFaDniUFu!izZkM;QAW=S=q$cVgSY0e*3?N zUj7|eOa3F^`0wzQZ2w36qU39hztFsYyz`e`DgHM~g8=>CNR>uob}679G%>3bfC8uW z-$i|20ZXHPIluuFjFql&u>x=o3QFJDUj_I94*%cij>Z=Y;fr%z5BS3T>H!#EchvWK zz&a>%<7+*@6AYB4(X9y(0rnMwLA3(-LBDPp@iqVnD0`z#8{h~WjE$~Qts4Ld@ugO8 z0ALA`*fIrxX<Qry?1F<bHnvUyxV~COH9pM)hCma=SHDh;ECRd%Us@$r0pOsZtcm=c z;AoA8Yk=MFU#jgoz^M`)UH}oO|K1b-r#g{=jr~8ODC`V$|6PIjMe1N;{NfL1$3mh( z&@(fC#UtJKpk%=CM+n(<jT;CUKsQa(X!rWpkMwsG0B>!bxv8}kym9LS+y(w?=-#%w zOivzr>#RI!&w=qOZB@Cv*eG>DM<W?Aha)O*9^ez>)G+ymA!4lUo#g8a2TSFhoE#pV zoQ$5~EAV~K68^36dxik&(Ghq}?f!cu6uoFx^lhsYaBb+BTef=w<HxB!ysjRg%J!zl z_L_kapqiZQ_VL~Ha0nKO)gB@l3=Ipk#<_uy%oT>7^ADnERI~r>EBogMxNPbah^nh= z)6r)EK*-WN;s+|RhPQ8YEyUEpyAUd|g?CCiG}O`AH7`ZcGfi6hxm$A5+S(dcxMdpF zIo>z~(Ci4*`iBXuH{}%c(a~4P^)}DIH$C+2sd52pn*!tn<3}M7&)nH~!dfJPudB5i z#}KT}$-S^?DFy61=w%^b&TtP@{DE&3=)3<3odx-3!3KgMlJJ@Liuqb8^kcPiSmftV zXO;(%2K*ly4&K;9I8d@NaVCz=E(MTS%PAk|KvTnW!^a6$duA{-T<lKBH?0<AK6xPs z-MfwL&KCy;JMd*rPI?ZXvd^z}N0m&M1_@Qn=(V-gper1l-JeRCY(vPVH#{zg1wgHe z`117B^2N?*?4gCZvq~08t+Qk%OMV1eKJ05?e_QI-=hB$Z1PFq$H7$#^G{_Vvh$Cw? zQ1|5�l}w)~0kq=h!9plk4*8GGJ_D739Tx%=;3!)t(ln=>uXSikTI;2;}_0?5?c> zk>vk50b-EFK7{ch^Wefbbw=>!^%?QQrHkyq<+&Op>GS1zGV!CeNAldVocrVNr)R$; z$4X3ze2(L%`7^JyoE)c%HzoiV*4rl@=!f0aGd2Rf<^Fl~yva2p^2Jf^ehZ{BurPj{ zcq-g@<bQ89UIYevzv$o!0G>7tL!2*XAi#<~$+aSr{g(IMF-Jd5+CQb9Kgn)8Yu-93 z-#?W}j`gkH8#7-ry*~*$qv3~Ec6E?1XPoT3bN~>ok49DRo!RPLKxY+DQy6<-^>e2- zwn^@z6H+xZFp&uW%Sp`m%Ih2zOEUD`v;@wcrTR&f<#UPoL!Hecibi&M0{U(d^>#wv z_=C6Ok%qC_9Vn8vQU4q{I&|#0pZ3`?)Jb>cS^Uw60Ih+_IosI~8SjUxyLV)|2m0yt zd>I7T>c8nIDByeSoQK!dud4?-col+d{CNOPT4wM0bec}X1Nj-<Df#(B8YK3JpbtV9 z<<+kVRB{K1gy=1{!y6O|(M56(Sq+wy_nGxb4FjC|gVF!_!`c`m_J-hYLgC$S2~_gr z>!?x6*G9UW_lUdjf#6O%c>;(u`3l_voZ_53LUcdG{)BA5M2V%J0zOBk?s8ARo*Lf{ z-YojlCx7@{)&f>KJ5`+<s6Wwfts&kqJ$|j-OfGGps(w0keqMLle2+Z`c0Y=({BvgH zLq_-#Vzsj}W*s=+b;I*>koS4>Sb9N38siiFO56MPOA@c*bN=r2`r;E}^BEu5`ze<k z9Gbh^3is)SzX2qDvUz*-Lj-RDNNuTLoJ&6W(wzEnURVfUtz$j>e9oSjy{K2i{uv6V zn+{284Bv=4S5vFJPf4QkO_c<mx)ojc`-KBbVnw?%ZV)c_5|9x|0zU;6caWyz{adEY zT?_FKt+yqxgvxj#@ji_cHmCwgtl${{nV~sPk;wIQY6-9d$UYs8k}DY_!ICFfU0T>c zErB2EEqZ%bSmIE69rS`f2#=t2A(Oh4l}_G%rPvQA&;C&X`2^mG6IZ@n9qlv++OshP zqPE!84tpbOq6poA3})w?gfo5*ws*KDzZeV0^vi(4k)E2_-vdPn?+LluH*diKuib<J z%WAaDHWVoIgqjwa4uK8XkKz1LjA)7H$-h?Ie4D3tfUI5ch8t7zp;a!SXHdK3LM5wV z(7FJ{J$pW<X1IY7Z=~YYu}fqgonSWqvjr|p-K|Ub?hTYlofXyiZ>uszf}+=BT6a!q zT?LXh{M4B^5rNxe<BHc?uhvt<M1VuQQLawLtve7NzQmi2n8~7aThY}aoLestYGb%k z^IV!sj81G=Y>5}x@6L$L1WP)g-nDN?*fqhn?bW==+p%MB>m<UDcF*=y{U>X_j*~Oo zu%SLQ7)kz;{XFetm3f^P`Sy5^C%qM3>RovcwpDH13&h<*db*GL0!#X0K1Fkn4D^Q1 z85+p;+<-E&TL^J`=ik1iD^4pdDc)VWSRiV50>_pKZY}VAwio%uqx{fNuF%&euk<^k zKm!$5eM}0kuZ9>tU15D{`-2$VSbM3a4U1YE80XqDimb&q6!`x0;ME^)RQn-(^vl+| zNZ7s2$C3jxnYrVVVZR+(24a_`;MT5m-AI5bX&^2r1kBO}dMa-@7C$)Vr4=OhNRr&W zbn()2hx2aklS^!93$HLwIyc-MlrP1&s^H4eMxdxXiy)_m;v7S4EBs$!&YvMVzF7K` z1*k*0v$QtnZjDG-@LkY0-dIi)lh>%qWH~VWPd{<skkMwnVAnP*c}QM5dWJo~gk6CL z6A$C!L=vMjt_?jZhNBn4I>Bjkr+90f3FP1$UA<i_Ed6+PKr2p!h`>R9Dxb!&-;BHF zvUvcKIU+5WAGP;DsgUEiZROO0NX^yBS*H^Lson%xURhU5f;c6xP$^z#c-}Ty9#!-~ z83dd-eqw6r^bU~4CDrYZaBmUG#VO#f8I~0Nz?dO@gXq*_opmus1V2u24BVZunY_}@ zT-L&0HCZW*gbbs04q7y_GB=HS>b&5;nq96q#SPTigQL(}8|$Z>IPMITd0(ZgWsPF5 zAmr(3r}~-f)IRMg;DyW)K1}IME(txu=bkMaxNA(TlLtPYx>`wk@S+F{F9|?H%Un9K zPan?EoB;YI;_tmc2a%!$2cO?ffAQ)gbu_5AUAd27__AW;_lk<<NsZ!eP@!FP4v<nj zT7o!gY?7Eb(aOsb4$v>_E$=1V%kd2%!dk4Koq8s=5xg!G79H#%_e;{vYO_vzRJJR@ znnpv~-c1ZKJ$N(dJG!VVQ!9Xd1*4mvXQRRgJ_)tZN!|{zE8W~mnSoYRqd(fBo=73W zc>`308)@SmAO_p+PhW7ndf|KQ=Km&@<_xs9(OSVhg}ORI!H2ZVTPAibXaqCibsLM{ z+EUkQ<Jl?g^)npWok1l)9oJm3)EcH28Z>k2)-RpZXdQx;hg<-t9sPh=xe9k6^~(b< z?(M9IC|MIdaS6T(hUN2gZG#cM1>!2^7@Q7NIm*;_TYV^cD2Nk>*QKc11>@K1AnUVW z_YqoPQxr;yE(6tsJ~UMkY|!|66SR<8NGxXk9x#JzA;U1r)uDpw&$G0*e-k`Y82L%V zJ~K|jR&l=<+Ksvqbn61o^EdlUC;AG-1LQ)CJwZc{XC^4vV^(6UXKRK!nCc1CW8o(e zY>2Y&V=eW9kCt{!s&=zx)Iv?JH-|7sKojvEbhFz$QggSpW;4->1hlHs9Wv0gm2%#p zGMa^g2{0paIXF{kwd32lPOh=@)l;hS;Hv58b~{u|wOU(a-Clu{+3@PlG_YV=s#~xc z3^Mx5QtC`0=8TmzXaT0@0X7RYO0_T2=)BOk2etUWx3-?GV%#0Re-k8hdY>VvYnpL3 zR0xj6MDwJ|Me;;BWSZ1oY%rf>t06D2Qh=oJtk%?4jhw_CQU<@7|19I{mA(Zqrj;R< z|6a=r9)0t#1|9-SBNwLMerO?i6ggJ6QV)B*#pm3YfWLe|lEjr)>Dv!4a<(5Z)O&?) z)1v0qb01d@wsUG8`20!~49G5g9j`E@o@s?YQ3=LKK4@^Wkt&3U{c3=Q+pQe(<7F9% z3JqhT^m!5%MK^HK!dH!%yA&Vs+?O%vB!Yma#<TA&O|SyU8l-^N%EqGTGE4F&1aAj` z%w+sAy-gNYb>MCHFbRdtiSu%<o}7+XDa!U;Pnmyb1jMef%5ha>=enivNdxt}wV;nH zHswmV)a~EdP2A#^a`*D?@0;n7BG4p(zrPJS%V!Z*+bt@y88wf-8RJ;nu4BYl*$#s( z7^eGkVRHQhF8qb@ZdMtr3?1jn<Gnmb?j5=y^>QzAM=7Pfw|noB?(3wv4Jwe)A6z;0 zgT<NA=grjKucua#wp|>LFd|73cSU-CE^intz?B{ob3$4>47`wAN{4nf^J1g?C=d}{ z*`Lj!Q-)S|XRph<XPFI`f*}gvLK(!dRA3eUG!!EO{`?$Y2+mg=No`B>c=tOUPl=GZ zd;IoEIZOt<7A*Wd9ir(JRLb3EYVY(ybF1owQX+#lBRU}1g7i7?@`C>m;T1Z}Bs18; zDCd=VCgVX+b|tGAwa$;{m;>$4<<M;c99f;RQKPI|Jb0<-&*7nU1)!q64Bw0X1Vz*_ zm?)wrQ1+>52WXy~GeXUEr?8}|h0wXc(Qd_S=uyq}jJ>(LP|=N-_Lw8Sv*zno?JUuA zVbF*D4!uY&maT^?#e5rbUqV&<%>u56esQ7H4hd$Lrt*>*-p|)8b9a{?&!f`q_zb-- z2b5IeRy&%l1+w977Vo?A-*Y8;8WPcp4Mes>;F}JKeQ@JZX!kOtaP!?Ynie`{mPkG} zSjtkO%8SQWMSEdYQwr>2(1oJ#+!zvcL5Bm|w426fPKd46AZ7qZ`{crwf7>e|=iUHm zC+_yIptkOK-usfPiXAOShI2YXv*0a+MZ3NPh{waZs~ReCoI8ml>fA}rao;9ecxM9) zAX7-tU9N=J^Q36BUSur`b1^$y{|te;(*OdE;yw0R##%@&F7GJ1-JW&KWWjz?9K8wt z4$Ox79>3#0JA@N)bi=`_uu}{dK^sC@7fOz~-&o&ZTugR~7=Ud)^siT99KUIA5mf1e zdMlRSC_j<3LpD@hc#rG2K$GqTQF%!ha6|eex8DP~Hp81t>#mq`FGhoH0>m&tz7VK> zB>_*oIrke;DW<<&Se--w$AR6`&Sm3K$N|h*_uJk6DU%oqrDt1_{X`rR)Bd{preqL7 zjz7J^xWqwX|DjNPSy6>ei-(7%KyXTzAc>2o-l494^sU*auuCdh+o5*Cq7Z8Xkg_Hy z=DijQ&i&aqpJW(C{<<HZT{cFtzVp5n?-uJKTMW8xs4`W{j5=3IChFF$q$W54PUKX6 z(2%If|7fqN-&RML87JYceGy7$l+C##Pv9?a)W-R7o3hH#J2F`Mq3zCohPqb;0x34i z{BM7l5AoC#`WH6n*#^&rVnYj8VBBOvS4G9k7m`LwPO?H%k5ygR0KaKtuxeGO`ZG=2 z1+%d7&*U<8AGNpDXeqbnQ~aE&4((upv4^t-^P7jro1IbRMEjJp`SVp`ySBoQ(Xd!6 zd0-<1te7vAm-h4lvM92FhZ5eow*Geh#uawlE1twci#9>cp%`*?pN%0tkf7l9_E-0B z;^+v_lB}pa_1}p;yP$Fu^Yr><7s>hhX(E>Qv*MzkDx=A_tKAgoq?HQm^H^1aGDlcD zAlfBPM`JOqCGnLB4^JCIkJAuOJ>WQo<Xjx@z54=nA(%fhZP0lv(Yh`xv8Yf#ltc{U z5ZO=+Ni&;iC|+591v|nL0sa0eI*G_JY_io3A`Y7y&;kjjbr_&A#ApbQH?!^MJk54r zxmx#qasr)49fne6?dDvZv;{sqeL<b%UAH-Y`m9}Fy;WZvKGxNR+?P6p&u))mPbuG{ z*6+&RRciVl9>u@sB*@>Sr;^jp6a1n=kC(2Jeqo3^HmGqdw0QxY0hWhVs`WbT*ID|& zryIvwWM0d-vj|_`cJ_&7$UT+k{OTH|UhnW=#L>@2_Wc!mwZg5w@t38wpyB6DkYRf? zx=eeGS*DiJNBxM!1egA}*HZ3Q(T|-yl*eR(>8uvtsj?O?YJ6^YDWw!$t*244Ph-z_ z5f`bItf`vI-=0w>dBAMs-~703iSlXuLX@Z)mDb#_>SYcDP7qtT-rC7O)l!Wh@-rq~ zN<yUkO))a*!MfY8QCZZGFMjOxhEQ7Xt;b#2t+}fUFkGJ38$0;%vStN}Kss>d{7`%D z@-UVyYpTZZ$Oxhyi1g#=QWp!ZRSi!xqE${)94Wzl`v6VrK>|{f8*VW}E7x?n+)miD zdrfYE2_wInBVNT1olRQ}>eB}^<A$VZE$^wE$A-O5QkznT9-6ADYq%B}ATz%khHgzP zOR@B>RBEW@`wa%u<5?q`4(n&+hQ@onw)G)Y#*{LC@h$fH<bItV*d&Y-_BYtqGdv9! zzNo`@>7A{v%>Y3dz+$co6gg)4w15`8uoWlovU`IL2!1*w{ad*DIJM=r@d2`)dC*Uz z6SR`n1AjDcl2=m`6!7XmQLPQAq~`oHh=fpwzqiDqJhS>;_=&hGwhHa21k&96Y&9zX zs=Ma(pp=Dc5nf3+0K@-f&wwLts{}E-HIbGk6T~6qegLd8J5?X!Iv5oW4fPGw6OMRj z+FcUji7rUe`01qav|EvcSXS`$TDsYSiREv%O7xnYfnoF4*50!o0jfm0$=k;(%NT^- z3O6T(qv!Sw3x8Q}X_u>BFYf8Cm-7dY9hw%+Qu}yLaIV%nHZTX!0C<h(wnzYKus48$ zqR#fD?*W|(D0|jbj{FtXU<4^}C3{wT8Kte&nGPu+<oCn4m_@AIMoahZ%%jNSQ0n!m z+7zP{3P>*_4$gls-`LR{?%}C3Yu3g8l#R1Y)^%#ZT(-Ur_3j=;>^YMl#>l&kB$a>l zQ8SAtr&R2WVkI(^<IgXUW*9dcIvALD-8Z-}1_vS*`C?8;x^}WZ_lPpjb@$v_F<~kH zEaDwg?S!5**!Dm0fF3?pGM(xspiKKN9f0`rt%{ChwgdPl9<^Lq&@tw2I5OqWU<gCG zRN4o^3#eflIvNtVJt%aK*F?R91DiV8ugI^8NKZeM_kDCy{NS#)q*cRt`!Lc{Yqt3- zG;<(-n8vSsWxx-m6!qD;L#@%2@n6SC^pJ+T=SK9+V5@%C^D~uvOhqkhG1tGiL4I+* zYd1zXdG5i#dfV*%l?%{iJUyLL>30)>DlqKcSPYCd@LV6Sp<bM7WAAbPsI3JnHhF>T zsLIx?iX@;Mdp8sg)uTB38<x``e^HbN(|7=+(xiY38oAfhauS*wEyXNTT=v3s7UO5@ zD<L?R%RP<x?5W>+e1?o1)R~Z@XD`eM-Tx}QgcEW!vp^#_%xB|gax<|oB!tk-6M1k} zuZ`E!FuVy?&#n^kS)^xBkz^KZv?e{oK99>3RAy%+2(0q#5V|R1+rF(l5))e!@;3t# zn8BU!X*z|~aP{x@-8@($Ns})q`75W-(XQu__ZC@SGz!n4R_AJPP)!Zve0E)OZKrH7 z=tMD*sjM>BI*XwPrc{`==}L-fAAyakK77vL>+Jv{Ko6V;|GevU7HXfA)FkO=$NB_C zYVE5U;6%e#7(j;et6g5)i+(z`&vpY*=6%^VAJ&w<k=IS+?{wLLp80P_P?INx^_AV? z;E=k*o;}Jhs|^O$-@;fw$tWmP>Gd4d`YaU5HO;*wMByUz7rhs{+BATou=V5;A_-_3 zb3;2ox>pM(4j1X#pgEc@yD@8EVMFWcQK9H~Z+5juX@Q(!3$2u7W>+R5AU6RW0&tJy zF))-H#ZyHi7LV#v(VUS>)mww!ug#4;Opn8Sc1}OWR=4jBO)75VZCvpZwa-o8N~qMo z#XhyBPbKq74W**664?@z8Nu@@>M+v93KI1@Ry_FU#gkPzh{LKZQ8MLEcnwD$Fj-~3 z6#mMFJYLhjX3$>ne~eO4(a{6iL9{CyELJF^#98054yQXS!dlqVaw^(f9egC^Y-t(! zwbWz{DOquI$dzzuG!n`a=y`qnM8}IFc(?1<X3qO#n)`bMVzr7Qe5gfHPo`t|ShH}l z(zDzeBB0)SITx-H$20m;INQ1zg7NJ`M*%3F<iV#^?3rP}KR-yltt$ciP4BvDV=~OY z>ORXM_2Ed)h|BjNocHt_?WElW{s{itvFSPT{Hfm&LuYRj7DgA>o#?5_ZKEVau6=o^ zXz@n^vfVbhW;yGgzz2@$ixZ7{8%^sweg|pr%90p@VUNQghwWzEWsWf^Hb<job<izN zp0jh|Gl+IL-+nfB+3W`pQW5)IozM}I_J(sNFIyqzWv`K<_LZ}(CnEfrZ{YjFUq`y^ z+_P`zwTgomJ98(FrcmFFE*@l911A+ROBrCgg||t0tq^!*bzR85XT`V&b>gIqch0!s zA+umKBf&5ow&Pp#t-&~&y?V6ABC>`rso#m;p4cJbnWxJ?x9|!AMY0L5j{k0mOq%fy zk`B#w2M&8iJ8<}W6d?sdK_rw(WH2S~r_uHFmWhAlW{_!6^FTe4BbsRZ(VI1X2#_Kr zX^5biPcqz_y{&mzRkPkOlh-BK{*`72U*-DCbl3ck%Qy2CLNk={)_agy;}~NgkHQ02 ze2kJ7%xCoti4P_!&?2rToSC*iEg?F*F>*q~tKD_-ZD1=&=9;N%cB~}O9%YYfXbNrH zIBKan{<08SBixZ>EZgJ8@eYHNjQVn5bcFVM0rKHcg+f6ohG4G%sHN0p6WC3IyYL2k zU2Le0_%<`-q~1_PI^t@jxj|}^Hu$0iT!RGDv{pI9a4Ur%aATdKR3*~@3>}!0IMq)U z`_rZA;pX|IB2k{Q*GMTOwg?%#KaYxj(hJW8@9%>jV?Nc=RdU~;+8UgxPK3+QF2Y`U zQ$wn;m7>b7)NUN>dW@uNc)fY*%2*<4@3T`jW<Bgh`!k)`7xJPW|4SBT&6Sq^99Duo zPIf4JQk}X7__HS)nr)Z<-f`7VSLYqXBBQe&uFGVPKKFaF8+48B{kBieK>W?1{EPSs zJL>Q|l-97(r>yKllK$<s8$;PmP-^9|Xtm#kjPh(F(wqp?k206p{d?j~Tc(Z5TuTaw zs*YhsHh*)ej9(GeZVbjY-zuQ_?u%t^Ks|a5cJtP*fhWe;(pk9iTI9RZEL{8qzL2Ng zXEUzNm~!)q7Xq%YhzLj7ay(tR5U)E8-mgOy9hosTC~36Ie;xR>m~zU32mp&cIxUC7 zGoWu`1eBRIY81?~RV}aD^-r_EiRPL8%zOocM2iFN&%i9hRTy4WsTkoEbgrjs@I2Mp zU#W&Yfl7A0T<0E800;ripvtTx!nSJJOg$LYVG3kT$%6+6&W=Pzsy(-*)t2?z(4@tn z%@|#VSYqxjq@%u}ORceZ>Cot_thm%NN&K!wSLMmXW6~5>U^iU_90~OEO>Xave5JPX zXNLbc$PV4ww+N68ytEbG=*U@)Z0v@`b|=bmAm6Ge_2aFb?EQ*7m|1FQK`!lnl<PA8 zs_IzxcjDsa{QWBOYg{G5v8XG^Lsv^cJCF9k7g>UhtZKY}2VE>woZT;9ZCnP;Alt@$ z0uef2k3hHj`zg;LE7x={PT0=2a-)X1fl8hN1(#`b7i_M$A~(Y9@*L#%;W%-v`HV0F zV0{#T8QGZG%jEs%7*-bF63nrwD!6%n*}ZhPpxw0Mrlqzp4#J?ZymhYmE$0~WYv0C6 zeJ=EYDG|kcjJ;)GtWM3@Z`rXPw54salsb?W!R^6=z@Dv=Ah>TGBA=#@4A_WTOa{=6 zK{fAx2l|b{saj4EZb6j6Mv-Ad#l_{n{(odtxfPOA^N2+JpAqaORbLS0E*=GGovlK8 ze@Jh2%ssN;To9y=9jYEftN=kFzezsqxP4|=kWNZk<JRv_u%wJ9KM=FjAwQHnHYBA{ zpc@yn=v(OK?K%832y_JY0x`iZu0C;?_r07ZFDY)d?d0vsk=2sHz|P<({FRY6(6Ndk zm0nn;Wbz0ldp6_+*|EL2QKyzYtSM>})0|j$?wbbYE4C)*hZ{rx%5kZ63w233XPq|p z1^Iqk$nfx`U{0tPaB(Y1F4<1ew-n<psgeXQp{2H_$%9A?A0X5gOyDUGb2+eDQYD{V zQ`Pd#-YegtY;ECzps)1B&v^P8*cb@;q>)G}T;0Ul6-X1`esOXnOb%qs@`@+driUDa z)rs|iT=mUBS~+4CYF<sVFa*LxIc;*u_aIB5!phnNWG~q!!t`|%M>kHt(F}6^y4#)j z8FsfcgQD!)19!#GxFZs6=Q4YUaNEy~@>TIL!Dm&?{sPubJdnf8N*$^U#G!Y0uWa!0 zu8?T8{c1%pi;@GQ5?#PM&6I|KnT(3RVRxP+y9lhUrraBOLUSUPG3GwMffX3Xma@yf zNP1P#vd%MVls9Y1u0cfI(26KFsSj;aRW5~T7tQU}^C-bWo=qgCf&Y!a3V%xp#v}dK zEVE1Wb`VH63{BBuV5adCsOsracDrxNfl@E|4G)S*M9HdlifDtNATQ`d$&f+vkZi;x z5Zk)b51eFs7E`Zo01&6>9suWFd5TVioWXydFD;8k@NgOJI6$u?yZKwN^my)ZsUuty zovIBF{P6-dKDx69ec@hZydV4HNUNbsl0n8|HqI9sIcdTSt(=w$*xF)Ph$7))iX86B ze3bEr{lsW&e`uz|XquOYE$SU4(@jivuv{`Ba9Y2zmxy;nMCJNG%F&`?-{n1>sEVlZ zfa+$=uq!9(rIs${M%-NzM!-k4zD(3+=CN@6<oO9jY~sZ%-`<ee^N69yVL<-3eRcq! z0hp<+@6NllIh?iv@akMf6Jszi9TVHM2#X(nVGwz-$Q;#vMNT7iTkDU86m$?PCQH?C zZL9Bo$!_!TTyBvpR?ve?xMgJ8yeukLnUyP%%2mn`$?6Gdf9fjc`t^tVcq~r`UnniR z={cwFf_TE)Z%vUUd?Zbr^sn8feb1))f~zfOse6b^eqUTi0&yIuX;&&bjhs)D3sx9Z ze?WqZh+Mghi`}|chlcs)OR$B+J(K?ShqPazi|YLSXJviWQb0%dWt{WS20VQU3tsJ{ zJ~2-S&Mo4h5rqehh70oU1P+TlO+4>}dfc;<9sck=d9z!k>&+cYbU{+14^yq>G|G$A z6bRwoHZWHr3mlxvIIuJrxEL2!oy@ZLG&N^zy;+-5opPE|HN6`>Ym5AI7qs;%yE+<% z<sB-qe-HNcwW*(aTE6FGZf7~yeK`eI!JjYDJy2@a^0h7DJkvV14$|TrS_^Jj9Q=g> z@YaO!p;?NXs{txpX}qU^bI}6lwH9LL#MW`5!@J^yY#_~C%H<iVqqt$X5b^KnH`mbU zRqtjv)pGA@<Pqfny&%`K<uzCu){(*)MUj0rBkoI_Tfwx&@b9%}Bx>B^OB49dMG8%% z)@{w4PDOr>3vIq?*t&ArS?Vm`iuOs?d4dEqY$T0u`V6b}+FI6aDwyfC>;W?;CRQ4h zlLe9!8o(QYfrDJ=+hLgzkv&^$W{R|X(HT{!gog(}&jK-|y1##szmbH-k7Ak0@Uikf z#G=-A!n|%TZgL8<W!y;{-?iWs@S|rFw*xHM7<!r}0yPnTU5eb2OMUk}D5IhROr<&3 zP`f`zQ9Gn*;y)_y-oYh$)t=-n!5ePQ<yub+AAwdZySmg_FOE)bbDS3!Z@@-7ZyF<k zbz1h&G>${w^QnSoN-fPA;)rrKc@l!5yOz%9=L~yKG65w*2!nCW()#8-<G~$r^25lq zJ*!oRHWu*a3B)PbWUoXkzWg*`e8oFWWg_Np!Q*aa_Qcjt37srUr6)R1v!NF8dDs=^ zNub7V9D0m!f=%jOlp?D*<fyd~T4ES;uUIu^7&ZSe!B2o60Rj+o-SL#8lqg0XFTKrM zoiW93LRG?JpI&0gmeN4Ptq^MRHubR%YS8TaB<UHwKz>otfySA@sz-zDt|o$yd0zsv zQd?FRI!BlFIv3bI+>7%S*EziS=7VrJ3@}DnF{sRumjQ9pV1)Kk1j{FU(()WLF(|DG zXxHLqZ(`IY<zkAk5|U6t)7d{r!AbYn_@IONJ_b3~CYA=n>xlb<XE@A;^9sA!k`UWL z8)1Ps{_-%Au}Pkb*Roe<Te<Aj?p8_TfKjPMGH^h}hGVTgx%X0F?1IV5*<MnK2AGMN z@>Zv7PPXKX%l|5Aq16<>*73<?e1Z8K$KA;7FB6w98?T}D#}p-Lk)^_tZ*45TsJ%F} z%{9J-=P-f7$|q(}0f}+}mpIqXM1~~}Cp4RWEjx{6?<T$25*a>AhvcAnfYQe>*SoyH zG;myJf4DNjtF#EzQgqYTGW=rj04VW2EhPMGK5Q~7p-a`c!QYzr(z;_uU0|cmwwk^G zh191`RF&(m8hIv(vZg}io4Jfu)W*EKjqTRLStoOvHM{i|>OwP-cI|U82*cyJQ1izH zBzT#nFyicP;BWpYT<OF~|BwTI%o!g-b#ka*&g=`bOQF<Zg$O5t9Bb$t&%o@NUrdAD zdA(vpEG=Ta(8(oOQku<Nr58#oRN@Q-oKeH!f8sp!dT>mJl*KdiE8uxNdxBmh%hvRm z;4$(0H0i@5h8NFghtcplT3~4MC7`m67OF^lDE%@p9^Ym`iw*arbIUW$F1W7ndmwA^ zJR_!g>xOt5DkLzhvq{#x4uQMLw&zqs!h!^+>!dIPJ~tH)_6%2N*L`mSzpPT#M$^-O z*&($fjMpmckqv$`n*;l>!dfxWB1hM*`L1(1<>4>{_1GQV<mNOS_MH{^B&Ln)#pMab zK`kL!2t^bIh?w6Jj38>#pPqMvxr+H)$fgDG-dr=XvK)Kt^f%26HXEpp*-U-#n>l`6 zI(GJooo(<nQ$-XXYDCzKb`idgh?S9Xy`d3vlB@Y4Khk7S^h`yliGyH<tiToa$zi}E zZw#jm&8KVpL^3sCZqjRr6AZbb_DCtL7KP{=?#}H7jSXv!;snx93lV2tVxqF2yL9sH zEfe1USVkvf1^0oDA%s9XocrMVO;Y0{5(NnM%ZS;7bjKc661X=OmngFNQaLv2{qlzB zi=6`S98IO#_H>EbB4|P(F{Fy(Z0EeTA8NXC&5|1pEyePoM*Dm85YbtxXev(e-R%re zbcMwx@*bn|?(!&gRvkdXPJ1_GE5p5Ya%6|hBAw}S_B5X;W)WZ!Nc?jjn}sq5c<{aB zElzK=p4$dni~*%ea9P*oFG+vl@_L8OXsefQy{}JbtmNeFEij%&U+{4HMcy4v>G8dl zlm(MvWd<uyQ5X!DcPQpIrgOw9-^4Q8{F%4etkUPL!4@NC1^ZD*{BvmfCVi9KD?rtw znLV&n28S#@xV8kSk9uZYHzL07O?FAHh+?S8f%`gDDRRobw;KkY+hC{JP@f#|)y2G( zd`8D}xcwzru{J9Bq^N~OZo<-M_V~)hF|?3<RhiU-*qAan#Nm#wU*j~*6QVLTHHE=# znPvH>a?G(lVu8w}L?TF~VxAt09@W{R4f^s=+q|eH(4=#qW#}>JgVR8o56LqwZ1&-y zG>txWFZK}=y>7O?L&$+00+^HF{utZ-49{xxD(YP6^2;QBhhCM1M0y?AOc@6vatpOm z#B`KB#EpJj+|^uPhkB&&?Qm`;v0(~s*Gz1Uc#UK2b0Zg+6)X}@nAZWn#>`6K_Xm?U zc6xjr<G&cdM@;Xwh?n<-#ozkHrx#cH!_KMNlaEy+MIx+sf3|j6$(<Es+?w_g1Lu#; za2N?)AKiVR!7X~z-LGhadN(n%9ISFwn%E(Ov^3*8|Nf9s%Z$wF3km7Kz?iyl_R^H+ z=!yGgxpg-6s05|&wfRIF0VCOHCAVYS?GOG0vwO`4><f+kNgPVf_v;Lm>>FO(@i7+` zb^C^Eni;k9aa&aHC85_Sogb*oGnCNhNL-1?c^It+Ulv@L$X8t8S)x;ryS_LvYgCtk z<YF~)JqpsFQIlxtXYEvk;N+rPvO<iUkKoopBZuetN3za3A1SzL-3hh{n_Sd)8QewJ zB5N%X2uqxjtW--tIn6K_#_9o+ffBwuGPGJn8HaxB&_x9ufU9#EIukr{LAH0qw<;%^ z2MN3BNKDnVGk0O#w&+_{`m|DP@kYF+K_k(dEbjsy`cM`+FYYp{LL1;Ek-7B7csy~x zHf$4d`qN^PP_Z%&vD^=QLdRUPh!e$Ej7N|X*oOdVDks1s10Q&^-}RemSvE)U2xp6g z-3WQ-M{t#GMz!J|8<rM~xYf_9jj_%s(fe9D`lHZPY;m#_!-)@B@BSLzO`P5mt~oFG z99#0k{2|(Cf^J8GQc~rI^{4mSMPWF&v2k`cxyB_-`=ur!)mzH^g>cx%_DB&SE6?;; zVEDJw*~-=h?yc3EC*%*Ud=Hh3vyv+3v(|#V)5M5I@KjuMd*Ylo`7V=;?Ew>;5C7<m zMJ-NCtq`U+o3bj6{dGA>06^R*K&7tu3S2UO=sc4T$5W@Rt^v=r$W7!yCC(i>-+n;# zBrW_;{3{oWZZ&Cu>WJ1K#E523+ISBK;PI1}GJ={1bJ5?r8y?hr)2>d9CAh*{c~855 zI|J+*XS+IW$lgaY2j58FbYwQ`3nAlX3FkRtwYfXX$4FTW%9#f%>_`_0mwJpGIzZ&% zOE<5DuGT)R5S1t!+zA_(xrGWwpt+rb>s({q3S4Bt-c1?Pn=mV_>Zl3ZJmZrmaQxlC z#>;ScL+Q?Bfe8Ac8qBa|iZr1v-gL4dIKJj8m9gEdu-#NbG_O)M`q1VsW)41N$&8A2 zN{|Sa-E5CHYyVBq{mEveGpHi^22yPtcFi?A_v;PXZFcQwIZm%NUgX=I5nq~7D#oB_ zj3VbJEoSdVQ}Io5N9DU!>*gK`u<1&i>@c|0mqTr|p!D!FT;sCdCLg-Khw;x)OrPfn z^UmVcX~^!*>5ZIGr%bsutbq*MqmzBHMKs<m)aDw(0=6VJMZ1QSd#u9@7l9FU85RFm zL))>i`@yjN`e0_bTO_4Ew(_Y$PzIN}Co)ON^)|}qJcm;D3Ecg^?OntoKtm=~&XioA zh!fwuSs9Jjd>poZyD-kPV%{SW!dRYKolZqn?7@fuNbB4%aSr+EfRw5ydK(|2q<n~L z%3Muh6}<@u7V^iiUYM}@F^Tz&2VvbSMT?ie5(DepbPW6GZeRJaS-M%BWI|X0JowOd zZy6@pr7i+}s<AP>-B#gx;4Dcp7Bk_t=sN*NRqE_7_(8FVUT^<cs#@>j%~&Bs8{CnH zmjf<8G6sS4QZi_-1A9Sx?j}@t7yv%WALOC}k>loa)no*B=|4?QFk~oAiN=CN5}y8I zcMJyz@oR#6>iouL@RJ4<kc5B74jh-kp?NLLee+<(kaonk-L6jFfOQY+;{=^UWBrmP zlm{GlKB9UhYWwERPSYV9f>{?$3;kxOycf?x-D5^55P4XlS1#VD7m$y%0mUdvT=k8A z#=H)r(>1aJGr0HWC*Qe`Hk?8p*jEheS$>ne-zNP*s{gSzQzx-VTVuYWqP<yds^LS= zLdl$FN(`gUCSU$M2s|X|Cn0=n`nX8sc|(-NX3u*y>~nr<K8?M#(r%1gQ5ewp=BlH) zvl(;07vs)8-asrDIAPs}7ywW-ZX$7P-?*qNxK69p?mYfw@C}8a`IfbR^7%cl9kDu3 zSX)881nXqHH}*JAnQNW74SA9zzz?HVNi2lFmK)x_TPP{F7>MYhY%x!a+{9|R+>zt) z!#w1IU?vWobTA&S6Jv7wlI;l!aH&M-`WZUSmMV(hEsvzYs0m8t73aL!p*&<-rx)QR zW5P8m5rfO;Dix#WT1GC!{P03Q)%*50!g&mu3YCyQNjPN}v_EhDGpD$O$~TCxVGeY< z1j^_Sr?r*UBk+{<g4i|rNErC-8}(4otOz0=cc=y-VQdIovn+BPau5VIg9q!Zold}_ zEIJuttoK^9t)pHHL-i|9fE5PLH>^5T^UzgqKAd@{Z40(vt`$CJs?{HOinCm&aE_f# zf0LrXb=I?mS$^^^+!x7k3zHDypMA4VgX@cNH@4=Dkq6>W3$<n($}gqU2o4K^fMZRQ zfh2cD%J#p}vLG<p_Z2?gc!H@=IId|<mJJbCF6dIDI@or&<7IRbu#VEeM-p@u+VY_k z`S$Bn^Bx7MF)jd1$MwEdfN?TCyrjJgh|E7^0}%<d0c4^UWheM2h+CeyjE8ufzsiE5 zPq<=1P=Sjhu{O6n0?L$|N-cSZJ;MIZHW<~J1D0SJE+#xHOq+@W>2BDglb4|O*WE_` zKGeL})KZ3j`CF+o!L(=d_oMBl@%(<HuZlM;>ibz5f-VLN*feHKTlf_!u61mkv@|`s z>%g{@>$f&KU{p|3=+zKo=TC?iL+w~*2<iAY!2qk-3{m{Rfld<TZ9xuOfxXkGXsOUN z!twNa4_Jm>={Wi#@sLCeg)kW&1xzQ9QztdI7#br?I{SOi329e6jKq)nqyhpn?KK`I z(zpH7Jlg98umeHim-7KSK%@5_TNjM*9_v}M#VL~L)nGVJXTE$~6vCa}oLc_7cYW3X zVqo+1b5Kb(jzemZrD%%uu<@l->cq$=qlGQTqQ>*ILff$kP$SxPtQe0zdoxt$r=mXO z@C*^jj|t9^@Ycw92)iN_ID29nfO2BxR_{4Pg!fDdb+$^Uo!m?(717oE9BEH&2D9yw zaa@tIGTkoCs4}JZcO~)-)ghIJs+@pRUZBKd4W(L1Wmt;(KI^Asd9h)4c*p66Yc5*0 z4{6cwC-ApD18yOnbuifJ5T*KG5$`n0M*0;_xF_8MpDxO=qqhA{!kyuaar~AUkl@Gw zcVhHiSEvW>pkL;8F%a^P&8(IpJcN?q)XrGXf3;gG*vObdLY(608TOiY@6?7KM1h=> z2x4{>cWBqC>2*eb9HR<otsc(B$!5W!&dP35zN4c0yEiTEKa1iIY7s22RgA!*e(vSN zqlYJscTH;qz%D(2xR!2r@71(VYJfA2XlWFHm|0!NLpEXlO`-j!-Tf70*!Wve%`mzL z`imoRr=qNnG{_{P!{luVf{l(=KLEo3z{S~|-b&?X{KSM8Ml|fioXG3l)T7Y5d=oqZ z^M;t{=f$C9xb}E@R7@aWAQ>^nBJ6=bF?`|3+|s%ob<pX8!^W!+ji*K_eRVnCV^uai zv3LzuU4Y3SqdvzAq+aZ?32D%IEG$9f!p2r4TNUznk~5GZMRgw4{wi-~b)e}=6@9oo z>0gBf?Ncr_Ztn*W?It%_75)WgWK?nMI5h=D{?`4kiXK1!RF71n3<&n`{+7uhor4m^ z6r`BNNAsBEOJJog_#c55)v3ndV!eG}suXuCS!LZ{=-~Rq$(*$i&n-1tvE}PSwnTF_ zbx|hc$WC1;mKo`{vmVPMH=yy+s?lM6xaF0CVf*Izc6^!x_B5t~j(J_9d~8eNkbB*} zHK(xE8j34SeJG7Wc~>gJYJ0JC-;VelbVrnL`dyTuI+#MPUVe3{O)hE+?!$KTLt0uu z`9*A)fi9%tH$T0M8^vqN4xh(9qS79?c{Zp&z1hwKPosFQ1FE>2(!kRL{^yVRh=C}k zT;y3F72jG|cW<AX*aPFvZ(aO|;LKk^=bt%H&g?_Qc{M}alqfeL+3q32JL9mLI90rq z-x$#gHKZMq%=Aj|v5E6VxBGO~w{)n8(Y5wu$#~&WpI8{Uq{{PLDnB3LFP4<{;=cv0 z7w3j!>2)=T>dSSYW&_7idz_1{SlxhZq~r5MhqGiWP?U|A#>TL$+RLR)x2^h=DQ(Nl z8?h9LIQg&X^&j{7^B{6jh7DWU%DBV(EMbcgr57R+YZ2$KusNCWYLXW#g%TDg6ah6N zs(u#YF$N_KKOt&IkJ)KTeu>%LwEfMQ$xW_firxgj(#}L8WdkZ@_F0P{7S)P()1X8Q z73H18HhZzOmg2))Y|Tub4nCFrW<$_}r`k65vCUQFbl_=)gqqEmY3941KlyIYL2F{T zktL>bZ>lzpa?9TIy_3i)Q@n4rP`tPZFIYLZ?LIrSaNa_lGG$qA)4X22x!9)W=E_bT zcGPoNB_SbD*9^Et(=~9$I4ve87mk30Z~OQtj~4oqF2cCgwrC)8i!XK~GF6_Y6YayT zTc$2S*ROiOl%-y%qq;lR<+pn4K6j@h;=uR&bzcB)nfab-X-M&B*<uy~%H%J)p~CsX z!5<0Q*@dhFh|Oh#?X8imf@GUgwdIHUCrnNmQ>7mwgH*td+@GW-X1jmmVD46QuGp&i z^Th<}kN2F;l{@wv7Zv#56&AnU1+z%i{#|?Z$Rakc5lj6L^vqD|$jq=)Qf5!aGpuNB zXO(LqXN%7niZ?6RIuuEw(5E}FY0{lJK>Xfd61Tr50sn2NlNtZn_BgN)9KxFLN&Rqy z@b4bMMp+PWNJf>`Q-fVME1V6oZ09UV7!ZMlzc^xXgN&}82dM+cXhGP|eYVsKT!5=% zWxrEIm@wvzh5K>YG*iqT!zGz`^A^_G(9<lnaoWSkwD5yvKx$Ff)OMvC<ZNgV64{j4 zQrv{vW9eRT9La|1)1x#pMrg81{a4kg+hv+J{_8Gq)vhiLo4}0L@E2)CN|g0<;|bbr z1zWl%s!+&c2wtp%rhHRTDxJpodf`uud~!C9yf~6_l#EC_kNIuX&S*ido$fj1^4(Gh z`j^Zk!Z416Z<4$Cw5GiIgyXZh0ddOF0WtVv<bB!o&{%z5qTR{7s>I;0lu^4f`TRLX zXpB@q0%K_Yo8`WrI4)HlulOp03K_W?@aT_TJSdISA5Ck9TGt%WpF+BG``2<$QHCxq z5FXwuDcH`4MBGku`B!rm?4+l)9WG_C+_RXcqp6;k2^4rSmT>IR2z^#BhjR57QhPR1 zf5sXFPI!6sZ%AgqUGQ68za^)ezQfE;gB|7od(J}@^Q~G36Uy%@R|K533-jmYf52MM zp%gK@`QlJzzL;6^to0RpZ!0QC;X-2KCA)|O7L#`9Y2K&FwNlPPADVQ;7A4=bw31qf z>dw)#0PQt*5t19L;&(Su%*m(dXmuPg=C{0GZ|;zaz`iGlywI1+@Ts9&gxWL8;LB$N z(aI%NI_KrCvRI`xbNwbA5{q0zg97?}uV!V<!EpS)J*t2k#P|+I>>Z*RdQ%Cy7d{s^ znzloBWvrVqwLYx!fSqHWH<^~-n6Q(Q%hc<@Q|a5NELtAo<i%2*4Y|gBHJl*;g0XjG z+J<22MLTz$UePU$|A0S9!C~%wD7R_^!tS-YzT|%!S971IS`kV}i+fDqq`2yz+_pE} znBqu_a-rR{3NF+H3Yh5$D=Ur)gwf24H49fUr+?hY(w3GsvI3oGma0^2O5!%?qrNH- zr$_OB)@ujuXA&Xl2ATfIczxC_65TFp4Bx{v7DpxCF-Hn<Qt}q0jzb6E=YOpQg0ccm zOW6^X-p}jh$6O(Gp*xaq8Yi|hz<-ztwaS%zzWTLDa|vS^-c0EtcO#bD+ac`r&=2(8 z);V9Xm=wgWcdSujr}L0c#3hCNu<rC3M=8<u*Vv2G(Q#82<PuWaN}tihv(z6bzQhns z;yu#qO4NQU8VHaDC$O<-uLijSuHxNO(bfH-YwL)Pi15;3a`p^gS7my<<@TlK`_1N2 z%2>qVp>amnQP4@&UK(URId^HIIWB8~tt2SY3|m3zyt}}$DWpxpO}IX!EP40JrXLv) z^i+H}tI$oN40I2DLqu4Q%p(heTAUeux=W;VUXKjg;7Kd>)e5ktZbBOXt}?&my(RHH z_Jpgl6Je1Ad${SM;gZ&7gpA8{GKqfsQ^6-1I1UDhzAq}k1lxaFP7tVu>ZS`h2E~$J zdYkRO@p<Xg@c~0r4Yejh+GC}nm}f$&-QlwdXW`4_6)%MDsDFZbp*Cb^-`+=Y#lp5^ zQ=3$~J&BCH>z1}Qj7X*kjB4Og0ul5pdKb%8oC#WTT6`?dnOK+PZ{RHV`iblEWK{JS zjIH!St<gwuK<pCbEsWxoqkG%(vpmQqPL2mq==xWyLv!ncYBg0x@e{<SqLW(roGBux z?eZP3BxL*LQhr7Y_^x`%kSU=~C=E;ROZSzj%$SLT+lsGrjeAuF((3j|ic9_4Oq>rL zdlo39rpSA=UtJMFho3QlUUdj_I!ot3!(z;tQ~LY8C|tF*SEC=sEUtH)qx=lLam>r$ zFRcx;LD8>oi>#E{gLnIO<S}nKaIcc(^$Sz40zd_DIW{a|O+CiaKuEd%wK$km%4-xJ zAJ<<k=Vvx##BB0ez!s6ItE8Z3gMj!f|0umv!#BV@X@<xFyHY>NkUb;(c{Jz90jd8y zLUt{ECAIsSR8>`9;h$M*aFLf1Zc^fH{U4})qa`-DC_SB@_e`#F@<#Wk-vv_102!K( z0c&J*em$6xoPKJ2)COrIxTRHDV~bz(A1|nH4lGG&sz=S_K$pPdmbL=Om+^Eg>H}j? znYKct_#GLcw)py|I_5~l>DQQ*R1*2*@B1E+<jWiT0b+H+GYTj*oRcdvFuyk|mImU& z#(+i{^9m|Z49IchJc-Qzi>!N$4J7Q_hF@=O+jhIf*6r4|ZQGdI+}bv_+-_~#wr%U( z`@Y^Qd7eC9=F^$XImslGnfd>Y;}sQsKU98TAnqYf<@Gtkkr+sqLGMZxoj4Xpu=gOR zC3!d>#<~+`Xq1)ftObT*qP!{4&e(6NX*U^Pr>&mJ?$=<KdaD?8yKEQwex~B^-Op%) zBjvE}<91EN>0r^NkEtE?g{o-%zN9jQJ>~l~$#yidcQqfe_RUA#$rr4%ZBCHz&rEoD zBDqT+NO4Sn_>POAzL4E#LT&AhPKiTfH4l0by|VqZ@d=AroD<W#0jsV1r)o_GzU%jY z{>X!1SnJ^nbXC?Y`Tt6^H2I%^L)L$NQ~#r`p)@tbl*ENo4LBg8(f${~|DUNg+${fb z+Gv~*Xr%u<`u{p@B~6F~=>G_Me*P412+UNOE(n-XSS<*We~A2lmvDGP#6tgv-~UU) zpGp1C8rbG@Z-^_rf0F)x7kx{Eh(-IK=y#?6>y-aL4R23_Xr%ZL4e$7WRX8_y^FKgt zgO}>Q27#FB(+NSGy0!`t4gKFMNYy|5?>XbvAXZ`jyZ7Wnh#0j0?)|@5o{gF9e=ZX( zwX+-&5uEE^c8=p2BqjtG7bo+7V7X1JbG+F^J>Pm(&Yu|1)yteewrd%KbN`Ni+DiW& zY}ej5ohSL8usC<4KIGL7E3zvWCx>+v6^nukI2L0^?fwWtX+gDaWr0vA3b{fJZgqin zounB^NQRsTyvCYwEcU*}3d;H8PDAHGG(s{ngM9`tcgKST+t_TJPsqps1fb}lNndVY zDhv-X<5lD5pcNb`9Fu0DB_MX@=H`Cp->80gQ|Yw=lr*3LAmYlz-OJ;s(8#|Mm*V3w zz!kzrDnR=E7X`h2rTyCz1B%m01XstAEiOQcAh6e#!Rf!)K(JRe@X|k`62UjRU^IBZ zF9^O!%xvt9A>&aLF_DvjL{+G8=ovaV(EI8bklEcYnPxYa?e}j8?CcI7OQ#kfv0v7j zr(eHKue%n%#4dEdjAwe7nL(n*;R!&Y1ku>6v0s4`N<&*4aD$Jywc(M+u6zKR`@IiI z@Fp%a34|=~M!<qfT3XYWj@Vy#cyM%a1jPa=zK#WKRT~__mOcgmA+3oOv?j}&0cKv+ z%u?*Wx}Lv;B)Cq$3d8)HMg(9#KjX&6h33aGEXeH-pX2riUsJv$9_+htuLZV_^dmmm z-f~s^fzHZ=n5N>jFY<SDmM=MRrc(MUnrgX^F4OC)+VH0Qf55*9MsVbYNc7<%=5y)h zs<ypz1+Y5qQUN}-l|e$kI8$ca8#$dJEj~)#)Dzx6m+thXkG}FDAZ>N{EO2nrK^kS? zt3aUC5Y0fokwq<i<y#+{*dsN%y*HnKRULHg0jX%n|5$#orfxmUJ}kSuB`o6|CQTa6 zzi#&Q*Fxcrevnq)71!zz8x8}jB6o)f=hEoJGq5m$3&6a)!MTpXaY>?x2t1evH#eLd zenGR>lZKR$^QLCiM|s%08eyR$P+{N?Yf{Kx#5PwMZS9BD(hP&iVgAZrjdVLgn8xAn z%BzcT5sesatX~EUV&x*SziM6}zpWS6{LElM80})+_FmD2gd0Iv4rrqsSY(@Ex@+Kr zo*Ccpo(AmuxU|jTi~fM&{DCo_wXmMZqCfng1A8TCW$0*VO#lz6#1<YDPUCGub!+k5 zQi{l~OqVK)5png#Rpc!l^Oh>erwvK)MJ;8RIH?b7_}NZzkTK+waL9~Wuxw@lUqsGY zDP@F)_feQ^lu~M)dND>jhRg8d))69-_3e4F#t7)_9gnjo{+-qrv8HD9%VNIZaoeK2 zldKU}??diyA8wDoO6WT-WLT7<O{<asBzX`GH-m>Uz4EUz#NSobV2{T?q4s+k!4Xu# z_#lxGW1B6gh<Hmp{eI?`v&nC#fTGJ~;u($Cq3<W2X!j|2_5*U?9y4#(7X*h~?`6la zfIZ+2ebrF?oajf5v~=C&uFrm^XgRSW#sr)T6dl~pYc`^A$3!jJo1Q~AjRCDA<RVm` zfv>}YQN}ozUjbX%>D90>S1GX5`TI^|ZK0%RwUM9WI;0$x3j@|J94du=1SRRRdy4_g z6Birx@c3_nO9<HL=SGS!t6wA?nQn=sjp{(%UXNaA`Y%%OjEA*aD)xEOOt>gpz&YTi zgkPs*5hmy)zP}}O2G+$kJ%85kgc9pe_s<mpre>f2$KPcFrHC;BHN>wU#1Xk3Q!n{_ z>`$|H*wWDy9Rhn2g-PdA%x1q#Km^1eZ)xgTd>RBfoxL*f|D`yd!l}Myxil}f^w0t< z^4EKMwcs4&o4oBTzDjQcx-fY;XhA$hAq0hjuRS6-f0;nHqKjLodv>0ACtFq>#`e<F zPzB4~)SyD{2$u-7m{AMiW3WJV8=QiMGju5jiTcE+XOpOj^ejq{wXs~k`a2gGn3%XM z&ofVgq}qesq6$9pix1=(VYEh&&zS&17xR$$nC#z6jp=NTV^uyRcT}NVCT>xSP3ZtU zC7HGKYeog4T+8Sw0WPEFEWZV*GtzTn1oRxUA*Ap^h1i4b2LDL7PD-`Vfyf715>?wT zjz%bv7en@Kw03CPcyk9MNd%^`Nz~kdVS?Ror#THy=@@W1<alwOY|_fR5>^1h@{yB( zGT8;^sNyqBCWw$~KSbcL{=U2&TIAtP!8zAI_kz9Y_iBNioj<w}a*Dj)IVnf9v~9?Z zPIj=WS29jj!jktY!4qF>r`ZzH2$C=u$btq|m<j41)#RXVY?p?=u`2=uj~qRk-g(xX zL(7+Xt(-)NUn{bMGeL#tyQhFu9Yo)RVUM~?pDR*2DEh~r;)&xD9kB&5?TDfR&CrB3 z2B^uv#hKvOXi;T<aj?a#B%#FXap+7&QdpPiy(1?dvnJ(yHPtr!??p#OII-j2V`*mM zplzjRgwH!}a*rsu!hUZl66&07^1mUjcb0P6tp42U4zqkz>UQ0<=qLg*LGp;5;G?NA za9I`6aNa^njOC#pMDk6v*#5Zm1P}Dq@+AVo-3ay(l>?RHpUuE1PCc1GDz<ajvM=aK zc2Q)wMtYkqjKoVbRnJ~7@p~aS=F~zK$Wh~(gm8t~$EJ^|SHSl=wMp6XDgGeV@l=i+ z*2E~?=pwt3PP%QID_!8N@ow#M>q&CPV_+G=>Z;}qi{;0f{9=)tj3eC(R)^cTTc*>1 z^EJi-X)AZrQhtZAbSMJR0-fE`h}RfrQ)mub<xOA(R17~?h465f?2sv)`QZYhqiCLv z8w=Rba)(pSXwwiAx;Q%G`&wYRp2the4NvBy*TF+VswuO5TNSV#_1A1#(>!&Nj>bu% zPin-PWZ0?pXg<~q_&{xQqNH(UXQygh9*1mN)>Een)Hrp6^?OlFuz*5Lt;ZC7Pcp&K zVDh$WYoH{D(VPk|6o6q-8G;+nKJ0cJC31I&CX5LH5k?DGT+TE_HOXKu#}*!1y$O$u z9dayz6%^{*lm@zv#c)+SW#CFZ=rrUD7(Yq^BBUhXr~07d$atTF^<<}rOytY_en+NN zmHc=|sMmA1Tslv<UTFPlP<wgP(c}8U!1KnHohs{4!%lWKK~yA^fzQ9;X<&eZp`BNn zzfL2v!mCnqfrk_Wi`)7B`q^Ek#1UC~kng4c=0NMRC=Fz^Jb!g|rO2;q;^-PKpRb~( z7<?4=Iym_C6wRx<D<;d660#6Pa^5}6U9*M`yMJNE7SVyF+(!Q6W1T$R4hJfAm)G#D z?G-wdiV)9^bXZ+2o<{-Db{ohdi;R%<O6(R*R&9Yy2}j;QlQEr)Yk-yD-?TEYEeKBY zbB8*~F(8ei7d6bSHQJT6Kx>aUF4$a~ryzks7kayFPhb2E{-dVAF|cN9HBm+b)eBn$ z?lNN>@1=IRd3-1kiF~7_Y)zYCDyAk2PqZ35^+bTRi-zkF^^7&=9ZEvOZFNBTomw+7 zi;PH8nV|a7a`|%)?UsF05lk1wjE;jRU<jI*4p@*3ET<=>O5?azTNv}i!ls?tvAey@ zV}oHi1w^Crod%dCaY3g?98x)kM}CUDw#I3bpfwN$z){_w)cWpG2zWq{TA1=^WOy82 z3o6s3xr(5^?DR*r{(PdnK59;NxsVOKTTd45ES*jOv)z2G#VCq(PH|J6kk1>&RD4`1 z1{P)Wc;H7=n%frF9xTvnO9D(b9+1^*En+_;7#pse4EcY!t@$^)Np<G5J&zRMbQ}mJ zV?{X5(5?8#|7hSsEP%KuF}C;tp*tCmozU_$R*%<3(y=-7@56i&dy5xV<YSFFg}>Jv zg_9U@AYQiN%ac*tBD1t*$iZ}8gVC_|6L3+m3Zsmum8Cj=t`OdVTBst?2Xku1<IY#; z-*k`wFOS^MG5=^H#)@$*_L8G-<0lRW1N2Gq4;`~xR*j+;+kt9!@;k8PP-?T86||GG zCRq%l8T0;x4deWrSM^nC3lP6qV!~jVh?^2E%^|9J-ThH-_!5f&mR(;YD1^^34}4!L z&pBf94)9r28x`)9!BS;H*Byq=nd%yQQk}g~d5zL-dg|kcIh@OI88Y9FL8_&uTTwRC z>^qs*nRv)1pe>LS;ja9l>1#<O;tnIwgg2lFuJ;$oz!PW9IX~C}<(^p#MyTy+KAelW z7HMi#eEMxE(I0?wV`E-krtBA81o)iWr64mY1uA=~3Amg)bne=Ry*M1zHeWaA%HmHR zyRo`?{q7`LfIO=M9-+TMjKBB=!;N<S^(PnOnop=k6(B8yN2O#noBEJ7oAUbTqrzz5 zs!;P-JhH{Ha{TL6&Y2F44Evq;o>caoO4B;slQ*y&IRQ*xb`+UiB^*#$1!|v3<m(ym zvdZKSer*Sz4Ml}DMKa#K9Z3odRTqANbs{e^{B86w{=W0vXO@W)+gY;?S5llbWD0ng z(aEybouskTxvIyO&xB;2Rl`rZ_DM!_wPq&qTx!-AF3@?}IzP)bS(rm_nr{1`&wZ0k z82m)#{*%MM(#agxU88|f4zz0-mXaSi)yibiH40XtTIP>ZNjC{>ezw<*#XT_un0T+E zmu9aX2P2OAc{!tchs;G8SbSUCX_9Cc{k;{@m2yDVX~G<;R7K+SH5ZU1n)o;EODF%- z#1e{_69F<B(xg1%%<n|7T4SM^5TgA|zp#2%A)vQ4vBOo_gvFbK43NH-IeFO&XQ5uw zqk2`#kq?dHX)&CxL=?<}!P!oTruy+C9#LCl)ZJ0o`Rj!)uAi#zgyn9G_;asdIUi4- zC*Jd9J4f<15L#+^Jx$ySJPJ>DCP0#ht4IumIMicZ83CcNQU6#zI<H>(Pg}wOh9NvP z*>u|5_vcz@E4`RFFrcS1a)9I;wsUfQ#CT}a@8b2L5j>a0S%D1U{2H*?v&UCh<P4Gs zo&Ek|KaEiAJ$zr=hy6$6*53)1e0_43cTryOqOOM|F8+m~g^JSKOXa6fW_J;#JwpBs zSXxFJXS^z>!%_3&_-<&UHhE4Et=Z<9@T?yaVs!Jd4_>+$&p<je6~uVv#CsI*_&tX{ z1DRG*f6M2t`lFs2Yj2ypnGLh2i@zHw>58xF(Z9F3lEQsypMA7x9ZpGB<UU7KfNArJ zpT~!q%4I3Ce-*4r9VT^R-|T?4Cp-Ro*G8NrN`GY$%ILuRWRf?>w@LNbShFPKbpNfK zfNxazAR5cr^}trzIdtsXbPWhZvF#zVpaXs*J@YUL^aGd@^9)FRI+9;^3<04Oi;ujR zd<0|QxYeu<tOzFxebHd+-bMQ9-g&y*r8aC8q;|31K9MHU0O&>{-JEJ;LS<0mS#MG! z*^b5hd8#}QT-7^EyRzZ&g7gBhY)%}?4>APZ_UW_ARiK;n{Ihy@n*Hjdhy?wmTj^Vl zS5BtBbbN)eBM6fly1Rz4liUSC-3TS>V(kQ_8Ql`G_mJtHb#wNmaGHPF(aGL5t)jD* z_~A0So@bQ6SzfN2uMu>a_g-VqH^dwA-L)IFU|7*aNfgOcZ{0hC_^jaSBSaoF==AJt zj6%?wOrRocM?LAmR@mcxfv4S~Fp&;wvy$KM=m_hayuK;`{fD)X$2{($PDhG~k=Re= z(Y<quA_%vmKcA)vckb5aF*nljW52eVGUXw=1Y?jv2ie~6EP4A}=jy&Ctu-bQ`>qp0 z;0hGaC)Vj6#!Es|K`=T9NK4cj1>o#y_8#%4FaalywHnYIIK-OBrw?<qX&T5^W`9cg z6l?LiF3zxUUx8&fNAgNO;5E^Hro)AS6ISiEG-mtyeO)alRWGHZP{#`woD#fT{2f*_ zP-h9o;eOD#A2nrnzM3|J`ZA1PJ%8tF<HCI;F2t0)pcKt_O3CQ;c%n3RH+oYqo4nc8 z4*>sp4UO`+qUTY<RX_brfTK<ZyK1e=@@Ub@>=a>x>P%@wOq`gjWO5f*_T%{^UxkK5 zfWBozcv&6MEjPua)`KLnoS^%6BKXt`KSly~KCT_7DM?w3RFS^VV5!RHq8$ttoxnXo zD)G<bt8Bj8LJSOz(ciZ9U||o=_n8V#TtHV4)86ExC6)~J?ysk2(Gk)nrLhIWOyv+Z zqR}V~McFDF58J9h`%3D_v!v0G-<~{=q=7Ab*iqIEfGorhsIbDJU4<z=<0ir4n$zjh zgy}=G>rig`s3y**uo%Y8?oqom%LyIYVVQ@=c_gOLh1dXP4XaTNx@?BiDAj?V1i-iW zvt)HY5?c9+-&Q?1pRH>6zh7QSZ8d|6BMj~8G)UbBcXZX)<r(U3i6*Rhavw*SH;7eA zve~MYu+$>b`8f5*c6K6hoyY3XCOC;d*HZQNjIk|ONK}bJGX1~O89#B?f{z)pUK`J4 zcbse_r4_M`c2~6WMo{B^70xZkI|D<+nB4))DjRUJYjQ5vE%mSktoria<1h>4lS<<# zjw<lg9Pj36i?eH1W^qYBV#sCe%-ororejhAbF2k+aS`*Iq-hC>4dVwzvO3z?w`W>1 zm_+RIM+Qa-X5tU~o&Vr1_-Z@0!;8d0RaQ{)D{YkRJ8blbXBJR#hxBt6q64t$w2R}H z9mMZ84If*J>djWg`9ZP+$;SLFvKmDjR&4&hfiW}~cVn#Lq@3te6tg#4_?^qjTJaYl z`xyy;=-X28o|sL@pn7A9WlM;{%iuBV3m6Djo<0&S_x6wc2P#tz@4vUcB{BnVQ9Erc zJ!c7yA{h7Mzbxi{idC=vk^^$=T9s^yVfQ66(c~Zm^(~-OPZP%fWXq4+c)3K#KM-NK zd2l!`4LTY)fy3yW#_Uoj|NQ4!K4|X72y{;;k#34sBJ79~{Mv3s-4NS|2SX6+S7wV4 ziv!zRTcX&+^o;LfeDN`Pek&9ELyyn?`|-bx+|Q={vc$i$!}a>jxCxMj+5i5PGbloa zjcy7-9!}e7m~5WtS4E<jo?PEMPfyk9TvlP^D}}^f3J#Zniu<khQ^(};cUWN*16CB2 z$iMsYx6iHsqahY$(Zmpey;A-ba=+zI($T93c-mc+s}bvzc{;4ka%}L=DX90jUQr*^ znux~n<MZf$bDGBty5IolICvL137?+!?Hijc)zhV3)24Hi%07Cdog&Gc<FJ|;3Y}A< z#5c_je6u#lU<(#fFPRXyQtV-2rTqqr4KCcTm8Z=g&qcS*r`NAgP(*reNoAv_l>f@i zuoNj8sct^O)b$e<Kn`9^Ur{E%P1+{TSib4cOXsMOb;K~&Uj_r{=XRGImo<2N(9-*X z7+A>?l3JTvuA`7Nap}uQIGke2i~HZqF@H51^4C)5f^rQ&!SPpZ*z%>Dj`aU9nDNOX zzn`!Z!Tc?$vlxW61Z!wljcx9bXTG5s>7|%grj~zu0+l&6sd(IgX40lO7p9?L?N=Wb zrphiQfO3y0&L9p5!rsWtNv#6N;yexOu<x$h%e5gdHK1+8=;evQPn^nz-!mSR7AV)O zl|$XescYZrgumau^t8$Z({|YNmki%4@T&EfYG+Mao5Wsy%WwXwo*#mI@+Njy#;#1b zA4tu;^qnzayl(w~>$zR0E@N`@0e&vlqm03(+6SCHPhSFISteeKm9U+sjv#Tb6+<Q} zIpOo`B$vP83b9b;yXMagFdGdJ8Z`yN?kS+9sl@i%SIxzxXdq!*?KT5n1wUNZrF$lh zs5e?yC#<tc$5A0w&m_@aM>%59m4X7hbMc~tIyP?gkUTWB4mkdp71HyL=k`kQ+A^3# zWALE0Ean3Ah8*X4{FasugM+_o@hVvP)woyGbx>-XlTay)H6v=~K%wfrlHa4VTi8?2 z|12m$aJ&)FG~zGtOoSAzQmkxkU>2u*nBhby6E3@|kmw!yfxx?Q=N%(cc@uom|DbAk z=2byD0IN;oz(!oiImb8NOqZKv(M1SLk0XOLgQW!~^@Q-4ysLOYrB%n1NfnXQl#2p7 z)z-xPx~tLE|8`)iZqFpCdiS)<hL*g?PK%1yXl;EY<gmOKLT>mEHi%MQN=m^{fHe2G zA2L-B#n2RBAuPo>`^Nh-AAlUq@~3T@5HWXr!#Jf2JpPs?i~+3^ZlO!L%kxK`6CR4w zz1<R!xhJ30PPp|zI+j1_*`QboTB}mIx2JrA#H52~a4C0lEn|wT_4X^9ym^fUtzsj$ zv)ckin=vWSV{hjLqkdJ-u-3VvSDu>rbC<=<UDhi8c}R5BTV}8*WPNRHM0BAFyX^Ao zM>amkJ!yNf@czVhHIGmqFtf?FigQCEhyMb=#nyJXbPkJxz!oIAAfJ4Y=vHlGsurv2 zv1v|+hw`gR;J5(E<S`{*DJmk-@MF{1KNS&&!XaLJ+4yH%3~w~|g8|a16@)_#72&cg z?(|&T&sp>n=_aCdpVk-VO3!|jh#~sRmr&E5kpp+1FXWYEG7xa1Nc=QO)OY0VpPoP% zMXj!=A`yN?dKPNFgUsX8qm}fn-zLcnxopVi+eeZF#J@?~+UFQ2t3bXptyUNl!<4XW zl4Un@t`BGIteo>;7SU+j1TS{%UA(S`^DhHT$rsiNQ^ODcU?d%6NAQ;k)aPB1#m&6( zh?2A||D~1_0PeCi7xBhh$EvyeK^$P$g!2fq&vSXCi+yo_o2Hoivl#ZsCp485qrB(Q zN6{EWC~`vX$FnV?kH{XsY8-9lOrC<bpFQ8LWLz1y6-kqwr-y6O<RbNlSmF5nkOKGf z?aUXo?p_M(R{`Pj2c*3>o;M-dlU@`y6P2DexBggg42VZuxhHA_5j0Vb{|8WDye8dN zQvb<;x~^g)<!e5=p?8nAdTnQvKqx>57Rb_(p5Yw_o;wL$KZJO`)W=UsOO2gSA%60s zvnKw%=nZOMQZKm1Q^v+~+1|U(FvlUA;$msJA*pkF`W3u?spRS!jPRDEP{IR_)DXAq z=C`|S;Ln4$-a)G$kS@fN&XoW(D=v}bnp~IV=}<8!8R&w+E%K=r<eKCTyJ&@w^Xoi+ z)dA%<6+A!QDm{ZuyIm{6J}Ivd?p|o_T-*ka7b!iJOnvQx@lTnEf=9FGayLc<0)4vG z51>S?oGKD6I`4vzib{e4K6DVTm%ZO3XTkIbwYUEI#G~)n2Vva;2|e%^+DQAgYgs2~ zIA}MY>DH7~P6PQOA__-Hr$<MfKn!~DO`PH0y)cY_>h!zGKfLvmHUBfE#{I8uzo;U< zyB(mgN?-;v|JeZUXZan<+cRTU(1s25=g55dS@ak`wmSc@eD(CTukBD364sF#_c?`I z?5dTfcEvjfsMdpT90gD&H{qyi{x5HNY{_JalgRTiYo+jJ#FTcj^vKo6&I94??*XNm zMO~^l1M8-#Oe_i^+Z{9ARc3~7{H&rP3A9Bs!586oVzL@Xxhb{PkvVG2{8yIpyfl{s zc5V72>6-bE8eXGBHOk{X$Q79#=gVON*+{~sgZ;P#;Vs}fKpB8tk~QU4To-F|aj;sA zfG#oplRLAxzlFPq<^_6e@fct`q%I(lB1?=k0^RKL2Ihec6#%d3Es{2OztjoYa(k7B zSUAU~A`~nb@!aTGB55aQrr{a)8*}37n~F>jfXef`G7R-dAF_BhB9&7eOQV@b&Qd3O zBjDs1ri=~&{SV+xX#uxp8^PjhEV9Ts8UyV~;8jfPW?}IjVv(t-iVy>J_qF<#fZa)c zLEh-oev#x18<iAfndy*pyT=CaCo#ttbPC@R%?%O|?nBGO+h%1Y#|0BziqA$zr3?*4 za5!(63KomGblz)wh11yu|L*}apD?N5`f)v0qMpwAoD77n{B8{hKu+PeRIU+`CUH!| z<ba>ojs5paT-)CyTUpnE?QTJu$ZBO*1}4QaGnKex48PN~Gju|BX8SCb<M1?fv85mK zkPF_IN(+&Y01K!107SE3e0)YeMvj@&YF8M3q~(G*a?=4l12ga2j`h75et+&wNwU+Z z&D-2nh&GU6F4}~^=FThFbHPy7UJ9i>BCm1aY0Mj_%5jgv&VdkDS$EY`h|38qBQUAK z2WJRrMKnef%P;=z`G5=9AhlC^3gg!F@KYeDA)C(e>X$-9Z^{iH3@8l$+*wwIDPw-D zugMqCZzQSK!vq#O7`;yL;0t5a-Rfp-y=XLe1OZnkJ5);<*;hgK3kFGlt%I73b|if9 zzs+aerjQL3g`4o@gFe!V-<&M?WR7F(UNF0vvnCx467@ngBqe9YVE*Q2H!C6&S;#9O zTGL~2Ma^vg0q`>JnDJ=($n>i~{rJx*SYU89x(p^bX_&2lXD5ND+OTk@X5o<g9A$ZR z+5k+J{3PP;_1DfMb-rUED}I6YJHa`@+tIPSrQELi35Aa9ouA~3ho#H<lCmz2dMTAc zCavI!lUjDI1jbt->eL70a>KURab7E%)UaGgZq>e9<kRbH?(`+sYb5bQWHh4qP+d0x zolUxQw)mUp^=PphsRZLu$F4r4n!7SQEr7vh{V88<rQUt|Ry}S1#dkErpmfDQS4V35 z(i$jnp)?&%te4aFg8dzxCKvdr-42IT9>3hze){HZ2599|R{LC;)f8X~&#Ph{a1L-M z67>pqN-Uf}K543rQ1qa2b}^#)oY#q~<>cwdR$Q)9dU;Kb5zE-4tq>t^zH3RCpaLqC zqxs@N=3V4FzpDnc&;o?}EiG%gDIm8*&&(3*hu$AfAPSj!C(crDkU=qQT?49UzW+RJ z>X)Kb&H6V8Q=aYsfbEp55tf-Muew_D*;&~mXo>YmPLD0;{1dUWjeF*fh$&K)<3h>S z3cb-Vs;fnZx24rVzp6WuI}yWgpMeSR9<^UjmMu?SwU2I%IF)5oOm0x>mAsiTkYLGc zkMXd&_N|zBH8{Gjst3)rm~hOgh5*;%*L4qy`O5CUSwa<27U4Wg9m5X<jXasPJq4}m zkM!t6P*k%Y)uW4g2LY1b*$~4#nc0jAtkh^N$DyZ2jKkH<Mn?p{m8AuMN&x-RFYzh0 zN)cuV^>g&3n)-=d^^;;Oe)}QMnx;RwZSQygjqnBaF>mN4+>M8qkTRq*uH6bv7V(i& zfNC2_nw~q5AH#k>{yII<u8q)^w<gIEdk))2MXkKmw0e0SP0uRE6#cXFoC@bY2;(1i zTbm!|k<Bqql&V`(z<UxP0}J3oa7sLGX-v-tjK)TX7GI^r$^U$&^jgAyyAxdaIQxmK zq_j8Wt-Q0sN^-7_GlLj7`Sb1;ZaZgRzVphN;QN<&JO)WxzL?3aGTjnpTeO06J=K0R zwEDTap-^X6*(V$n!b_@MC4K9-(SEK?sVM;{sbBjsHb)Cl9~GzxA}b*N+>vZXz}E0- zt(8sxU?&kOZ&lvb6NiQ;;A>pu@j=+oR}Md<g4+cFj+vX#`>J0o6W^qa6B<!9%A7FN zcT}WJg$gAEmvi9<_82jrnRfjw*fYykb{4f<HR(qvm3c@f^_$F%G0Mf^`h!<$jO9}o zl%d+5b}LSPy4t;+Rvs9HNV{GHAro8d-bC-5-*+>x@In@$J7_)JEx&3eLCjeS)RaI& zDi!t#TdnuMZTrStU7A)|c4wQjDCP@sXGKd|vYJg;<_|5WM0bulR)QZN=5dV!ovyf5 zS6SX+;ewd%&Pwnk<US!Kg-3g^yEQwl*;0okD`DnT6g?+QPy(2WyIwaGjzpo2u6QS& z@P>Vyk5i>qiM(m*FQKDk>54czfx1p4xb}`$bhSquyJjZ!Wd+PK2B9p8ujV8prHDof z4|i~;|7*5}UBFjVY-PN5u1qTs$+y>yMY?C8-cOZ8W3XPoLrgqaQ%fLYB9DE1zl5gV zi5`O%AgcCPaR7o(@cE;vtHg#lJt7e*l;F<^JKA*kpt7*zWK~n85%y!FVR@wL!vFGR zbn(W;(ic?Vl_9(_hi`>yt6F!x#U&{$!!!Pi%WOyzKdL9N6Lf0MbH{@dC{Pm`b9}x% z&R^DeMnKIRw$rG;2>oa|+`D>=G+%7bN|}mNQ1Tz$l>-hlkYV3nKfm~3bep`<2_VN7 z>ZcAqK@Z0IH3dc{MMgjf&CYama$=}UvK>!xr1}*JYv!`ZnGCP%MGmmgCOOd67y7}c z`R?kayr6fs*yUuw8P%d<wMzk*hrnDsj!=2g&Hcwk-8<D1Gd^y?$)ifq^u^h%BdW`H zQqE1gVE}5Zd~E?hv&hKxKAzlLjpHfCQxYD^b(jz@Ajw?Y^3QGiTEyh^k-X)?2vJ*? z5WoM)4}EzRWo7#e4f~68FY(WWk)F&U1t)=162iYX@-5x9%MA3v8P}!Dq*eiLj~oPG zEDlld8wtO<7edK)68r!NIvc19u~g3^U353AF<|Ve=iVO0-!xA_kuz3uAXeqww6$(8 znu$!Jgm9HVnSEaP3C)Zl6}wwHtMe<FKHFbRM?})7<}&#Tc87+#-Ur(;6Sa$Joc3>N zgBt$Q#YF-M!OM_GM_u?W!z?s?8;7BYM#e0nT(2-MrzM{sR8kE@yp1@L-bHKgU&PS$ zJplLI9R&hsR-0L)rSC5iAcLoBA?xw<US7<kaiy1SuME3$mm-6&xsqpUF5OtBJ#L@u zH071Waa15vNOZWGqBu#|MwUa1OE}_@{xDjVH7p$ApqL27^3!s0+(fS3#cg^8)Hy&r zzlw^7XR(6mTA!Qg5A`sQFJ3ia83Rr=6VUuCaFk)updO)`snzVx1>>otJ2mxqNO^j> zC5L-|bLd-;Gnb$!wrb&KJWhGXK0*SpmTml(_Z>~|r-!&uq}#%RMnHIdZXQv7MGBD$ znmgo36=6uX#|Dxry+^)!e7sz4mMBe6)tuyq<brHAj*QN5^wPLgGI-WG0!q%57x2T@ z^hrLkvg|s8LP9u3IUzeQ5(`6WqK%hgIX=-wer0yYpn3@{)(n*?9@@peSMPnKGpoCG zo6$DU>ctu7Clsb+bbA#+O!&rEE1Gzw^sgyN6%Xbc^d#95tchl4_u%Kp`$FxpRG7Qo zF!Luhcfm30D>d&Fe^(Cf2oR=IB><79VuFu!u0jgeGwn5dow2u0)E_2vHe{jci$B`8 zA;m-i)>)<-l5!Z&AH(^bnopvZnNWUs8|SlOF^GxfUoTK~{|`yyE{Fw&UF=vY73-5F z8V_bpNj(9~kt%yqn^2sM^S$zO7p1vG9M-m0*XytQa^E(UgA+ZWaKvRNZNTOt$gMoh z_~o0ffJSFN15m;E0O=yNXd0eGw1?p}@krraU!U?v&D((YXP0;OXoLqA!4`b9xiJRE zNCLNP&L=S${~bXE(a=~d1S4M+(FlJLQkHaNt~H~e^{Mm2CxK>=_iA+_Fu`7NJb;Td zsjqBgk$3jo)r^y-2_t@b2l(21)oWo1?@Y%fo0&P42Hh2q%Mk1;kkKM6vH*Uu4L6i* zc8|&=c$8PkKII6qB@J|lU#q&ru9CebFK=%WBG%sJ7YXpLEURe+*R>7ex(dEYav4@W z<$_(ksWKE5U(Sf@X0G$B7ZH))OInM%%Co6s^T^YFuRqv|CfY_U0HOZW2CWKs&fnnc zA6P9oC>o)xJGVvcvLUZhBB2;wcQO;$e@WL#h_}yJ7GBgqMPQthv;1hVjl7d9aq=mO z9E)b5#%5o^$ttX19=Ot&{7u+XW!F^(aCu;gx1%2o7L_-|RDS+&2PsXJi902zw;(Z3 z4{$Ae^>k=Kiv?L~1FEQg7FFS7PTNg``F%Y(46!}tTdCw=x7xCOT#Z9u;j45Yh{@br zZP|Z^97-=WliTZENaC<X$~Ails&K$gyv-JiR&Nu4ZsM&@7KUv^t{MLcx=|HFgt4t6 z{!WIturbnrP<Hx#KZvUs#sdc{j2#H^R2Kfm{t8LYEF^<_1N6X&u4oY{JS0<Dip-Cy zwQ)GMZDG$;`Q?WW4)lM5usb~aW>{iq6aCUUOloU;-~*|L5bVV?e&+JJeMB|)MA^qQ zg0(H<mfg-TPdGtACrokD%pjUIL)q#vsBz^~f{I`lPCnnk8IR(lh6bvQC||UmcfanU zg#Ma;*E0Ni2Zosk9uLFkSN_~0kvZ!~c!E=7s$CT9!s`!7>TIcbY9754eklQ}-f>vN zwa-?<#dQU}Jkd$gP96<@B<T;=Jbl?{1uZ?Q14eHY#Z$8Ep0W97Y8!{eW_~_ffaeeb zA${GQ!}p;!@~)+Mn2=f;NNdQx=Hg;xHo8X7GCcQKpwr;_C+U%AZ3+k1gSFY2+5}v! z+9iBLU+U>cFO4*oK&Mpcl*rvTn&Nl|wlOiYJcm-I3}I-jMQopRow9pwF%jeX3&Bvk zDR8HSqLu@G&J*O!OUGNElf7{|Q4KsGY2(y~V__46faB=KKYm`(igT30mw`VjXa9BO z{FY1?;Pv`a(g5dicnF*|;)g(PG#p?`oQXyE_A*VTUr~%u7W!U2C^UI=8gK3b8VP|s zYRc!50TP!ly)xwOKSV)%-s`;S+B2`mc8Pg0_b}m1ZW?Tt;GMrwu55}Kuu4d65S@|G z91_*=5C1D{do8RG*JB2LCXk3|R`?s&u4~c(Vt*?bW}Yt~CN}G>2-;XQ>JvxKyjL@- z19ZOA3`hLdu~1lCs9REPJVSkD6=0?bGM=58W%5!a_y|^wp*xI+%~8Nn&g3@wp!c50 zMZr2Sq{qy%bLp>4-MPVDe!!bBI0#;NZu7YG%ViBz-PyF=l}6Cz;A4iUBET)CI=7Am zoMBQI>qnf*wO0vKbiuhsnvg8LRZ2YySvx8vOX&$IDy=8TVZqpx6w*UPd#fkm`+l}_ z)Is$*a>cgo+A-J7K$RF28@0S7^$j=k%r=x~tXQp3P8|Q6k0>rSjPx9;ogZB1A#Rhl zlH58$eVuW!j!>!XO!$--YAE;m!x>%+)aJ*7(?;6W+tS6DRtj|EhUwWhW2)L#SgZ2g zzq+%Um5l)B@`IKgCTUcv3`;K?d2YKsR{nw@Q;}r^LyvfOWrNQ=A)0)V^H*#qwh)ts z&%UUYagW6WT$^pYhlB$&l{+*xPCwg9A6Dhr24COui(eA*S(gJi>%9nxWUKzcj!{qa z^8IMyo5o38>W2vnKma?@r+6#2E0G>=8GXc}{kxHXYg@U7@@I56>O6P*zIB<VB{CU@ zf(!v#PyD@0$CRkaCpY?wZ+z))Rn6;arfN^?nRfN?0$Yo^;lf-lo4?7O%ys4Re%fBd z50^4Ci9uYF{n^jr!gtw-`MWfLGG@zbcNyRN++o~}vvR5jH+Hfa_#v}KVt-rd;=b34 z?tV|tyP6$~j9%(oDA_Z^nwg7PC(ayarqwndOq8p02D9B7&x!rOm-sMgqSRYKT9>KN z1+kjIcncfq>ISZ2+Oi-gVc8Tnb=Ty~Ki;qY%%j&bKW-I}B<A6g_FM)yNGz<c_Z6H4 zjn!{bmf76UXL9CeA|C}f9k-`EP%lj<oi}B7aUE?m-eiQyJda*Ha|Xu_#-YLJPWvXr zY_{JscM>90yrw$UwT3=;5RwS!GurK`d?IjJfa@#T37XrZaD;XZ+8n7*+-A?Q7l$qy zSuz@VY8|TeppSsl2|fW+F@p$NM-!oM%4MD4S}Y#)bhHfO`TjjEK?syKU!NlZ0kYm> zkUV6{IlHAsJGgWWMO;60B#tP_cLcPpe9=6IzYXFo8%|xq&Ro;fa=_0p<DHmUhsm%+ zOw>(6&{(DT{HC2B%Mr#*M1i#emEvT8liN%pt0^h_D|aFB?vV>1BO)wmXMN_%o`)3D zlS$)k6_w62SG<39$SSSTP<K!b+ULV)<t{UmUqgs#86$<vMVcneRFiCSCWW7Nx*7Ua zh{17S*XnSlxEevTR_MIFvwvwV-%j6)0-EUu1YC-ifFapmfh?mAGtz2Ga!yx<5q)zW zkO4GOx2-0Zer5nk>F*92xY83C68?uWNntpNGo>;sU9{oOQ90pQ%%ZKS%WA2!BPWEb z%S!(hTl~~XgIz+Ak$GZ|H8d<ZSTJhL@~lJ>*pgQ44V*!JxV|KY&t((T(4(j!h1B0= zASryKg_VDEV3J6RL03sm2`v&NNQMD~psdwvkih100s;{1#zPT6{gElXGzu<ly#^;Y zg3<Z{e)<d1rifejtl|)(jgU+gCHRWhi8Af*>YET`;^rMug&<$xZsS;YSl9qH7y<qc zY7}R@$+?69hE0;TR$^$y6r{4m15a>%WDQ8uXz(R}oxl&f8c`umWR6M(pNV^}l`it+ zD(f#lXnf#N;$}-WcdxZ>&ugh`?hkbRPNlY$r|}RbT!-T<nZH@k*TH%Nu?MCOnZQlz z8edtyg+ux+g~v+<*XlUZx%A5_MP1GcL1yOcCpV?(gR%Phg5eBx#Q8(B?DGDpa^d_% zu&A8%%r<yKA^4!;_O;Qnu30Ff%>{_8S37-uygxvHl28krLRgclucsPyJSv(jE%hxR z?Q9+IMR!RlbeAJyp7}a1%WakqLV8@_8>~vtQ>;lyQ)+F9-;7^0WV|`>eYy-7Kgudj zLR?<ZF|ofJG}A_h78+A$`e&Dp)xBGIj>&PSJ`qe>qm(j&MR6<3`xg+y)v3`M()!U_ zxdDtS4Pr;siloXnlk-`%3%GUCe75JzGE0d9wuY<=4iL<LZa-r%6<%T_3Wc+mYVHar zK0i`*cRwi#bMq|HvY9Wq`ixz3X$x#Vx!b&UtEs4u1%rG`U7f#0oja_nP9K7Dc{k28 zA@di8*Y{woCw;<+x!xVt%%4$Md2E)8I02Gdl=-YDXmDL6l}M^|N6i{9thPU`pK1D! z72?og5CV6D=x=s6AA~ro8f=U5^V^9=_fDH>P(A7|HwD!0+OrLsiYBebN!YRTcW1eU zsEw?@AH3b}OaQ%FI1`*83BpB4Q5Xg=m>(=6&xVbV%_~!v@(MIxemCwc(AWy?@&MrT z8!&s>5N-3E2pD<Aw-=^?ey$m9Q{`*4!ShMQ8b3PEgZ^&85O&hk7G1-Ndb&i>9=8Ct z{ZhR-P_md@p0Bowi@rWVS8eHsLz9EgR~0QTyREgP+V(dRDw|@P`NW^9x>0ES6r%7i z&aT`v8FHy^AOyp*VpPAB&@ATBJD`>I`8|by^9H8%EsgRv?AFA9*$#u95PIRb3!ycQ z{qrZY$oU~oNJ*ZmT{GUEmjkwYaCpdu#4nty*;3Y<a6xs>Ysor`_+Vvpmo4<+%D4n| zwK8JAc&^Tm8sgRF+!N}-pvh0ul!<G*n~HXNgIXH`jwjR-R_*c8qJ_)BQsC%j+lU`l zXtT4hCp27VVlr%k2_cHvrlXqOi}ekRz{Y99?*djorl(W*>{`_Aw6t9m1S6gF6H?%f zZ0me363OJLxgiDVd+}4G+u>c~%ADiK@;+jU4>@MEf~>7ET&_Q5uUxb>E;#v))v`yp z`%ZhWd)3e{r5o_^SAM=U8Ne&`(2?sDx(s^;8zHHR=jfpugWAzBb!qJL@wm#JeBP;` zBc=>287NCyfQc+IMpIIW)Rw-Rx*!3oj7aHf&6QMiw190qVv*Bxl^d@Srf9@v(M}7f zzxqA$Fc}3oHUuk>hV$AOBwLVaC%w4xw))YnBj}8nFB~EZt0I-d0vP0kOdi-OBU8>h zn2D${Ld`@d5LyojoG=v>w{&LLDSg$7J{h0T5IM1N(I%>FYk1&HC&>qJE-V#Tfe-ra zk&C;ht5KB~65)EXPIXvE=>I{?WZlY1Jh|A%E`P9PY<an4CO+=#HAVz+{v&9dqhN!K zBkCtws-%}E1oHWa3&15IbTx(Pj0VC>^7$xa4oA2pRPIJwRI<CeEaYpp|6HZ*{kf3G zSDv!6r&Y0fB4XL&W0S*K7FL`}SEF6`<76`b`>#cU0{6%QTsLZoJA|8CLfNNW@MZ$6 zyzIo6IV9x-N*Wqd+cNw^mQw@wd^-=1(e?*vGpfAJM~miyTp*ve#)$16`}24}I7FQG zK!4?B{gmO}70I{`QX&0_Z{WNtJ4>o>y;RVg48h@!O2VZuI5aWjHyx*^*Vhkl_PWh7 zTDa-Zsb_KVumn>+`@ylC$Uy2plhECZqq#fQxOf31H<r}#r!b14K_f}=Y@keQej_I- zvMXvYZ1*7%fq>3{Bk7LOdFMv*kJ!kbiLrwtZ4PoeHQQ)KR_pT)rrPL(Nb&1u*}rY* z+RXh1y}=OPv)4#-)wq%^ZW>VnR;NQDvF4;dg`&uNE+mAXOjYkaNWWXkV%LZTB~WB6 zk}Lei>J!!toAQ5tvz+E?`lugT#g9eoiceNZN%|th&IJDP{MEz{IJyYkkLR7L;HJ|E zz46X$q0HDUnQsckmyn6erlQCr_JOrhWYgMi@gr*^F`hn^uyO+EONFaA593{*$HMX4 zC6`;zK71->CJTFe;i_w1sk?Q?u-Vx5<14wGdQF1@+nswXj$6kSY~42&4JaJ=c%Lvt zuhE1Pg@99B+wYQy=eM-}@DKKB{iveW<J;W}UCbbJ4&C~{?a^!7bHbnH2VP$u0tSkW zl8yG#CI%D_#RYAFuZxwYqI!eYVL9X6BW8y0dIV4lSVIsjX&b^6Q!~ClLOW4;HCqEY zJ2({R7GVsZ!JT>|KCHA9<JN?$rE;)c5T*EXY5+yyxVHKR@%v_U*}qqOM9dXf2oI>! z?qtw6{WEXA%k2Z#^+uLM0>9e2$Um{wH}H0kW{V;*eQ#e6eqEN?`}bjdm)-8V^qNsp zA`*}YY5WI#IVhh9>OIZOHJ?GNf4Si_*B!yKzzqd9PI1&#MZeCdy|%j-q+QV%m+UyI zWdRbdzM@O3!Aeh5r`HimN?_2W*}pT}Bxj%<j#AT&^x_Dba$<}mhkMPF?iBi3`5S{j z4JvMJFK#n7<ASkqNM+rbDE&OU#UVCb8qSNjsRr354vdxqw-~iPNUwS%of=llhA-V| z!W4Ex$Nv@p$pPvw{ATXp7PV~T$kY!{Prw3*#<@fL1o&#UBfOKZjkFM}{no@BRJ2&M z{$L#`N&o1k5&1$Or#NBtK7ZcmZKgyzlnuI0_eJy6i)UoQIaUW51o6-K(Lz<uHYoCV zBYo!t0rrG2(nY^>mB>gToB5jb9WvI8;YA-^q|O|6GCmXGY%h20ggf0vXImQ=Re=6A zoU4ru`6EP>OeqrmlMuo)B)waDZ<EsxP16W1R@+>lTl};8=d^j)Rsgr9Y~VGKo}zR$ zCJ*=mjsWkbVL*YYhdb6bitP8MZ&TY;2Qv?ASc7#bU^2I%w#N~FUT_?Ebu*q1-VMg@ z5H}qIM_8tve*U0GTD$CSo{6qHjRUw$7}IGV+_VE6RKbYCRuA^f3}kV$+Cx>X%{inZ zNC#g)cZ@2G{&>n^jh<uo-7?_lcfj2<^jUlH$Fo;Yf*FRL1l$kUO&SJ{MM7c3jQ4YT ziXv`rbBX!qO(V~5C`FU-<0k|zz&Y&0o3_~Cs2>iq1g3$8$3~C0NB#iyX9gsh&7o$p zKvjv+M#(`dv!&RC>4+LbeJvdya?9cLgr@JMYMY249C6MSnqV{1JD@(0LdMCAjBhar zCEl@WTZU>?*ZEPM$ZOMQPp_ytiu8%B2Fy%DsPDSWIGOi<i60%oS@6Fb5_1}c@`uq; zU}8M8E1+UNv>-Fnof^IY2f)JTu>!2I1QGxEx5WTSe9D;Mh&{3jbZy3g1KETp<>EK0 zfTUN6(tPFDZHu9D$i_xOQjT@yxkK&{em{_~T6H1Z)!_1i*N}W--$w*-?U@o}n(j-L z(fKVD&1t?|<Fa<K`tQ8x)JJ)T=G~srS5L~UcP1>XE)zd9o807}=m7>RldnZe_T+!_ zi-CqzZY#8u_YSR+t|y6$CmSP196zW~;PmR9$%+yX>zUVAC`3#i9W?`8>pq%pWNWhM zPe+X_$<P1fxf#d55tQ;vSedHL(&a~Slk-k$RwT<&<C#PIVdF-rG3**hOYdz+75td^ z<m|X44rLLEp<735vjTh<I$9?}3g)}nw@4<FAfJ9g3oAvpAsms#7s}d}9bU~_Ize*? zo=kj69Uf9}CAB=PMLT`1??Zblls}i#xtuerknn&!RjaESnmFVAD-tdr-r<$<O+x9N z<!b(=g~U2p02A@&iXKBP1^I3pWUxm26je*??k&;u!|srZU>9g7`EIUHk(gSmx2Kkw zthN}0xW=S91mo+#2=Vxxx54{wPfAef@hvvEQjajbHv{a=Gp%TPvb%nq^|T=4;CIGj zW7L~=h|W66pl=<$X(tj06~XC9bNy{Z51uVWg_mg`yoi2q>iWOcFw-I*$sKdpMw)-j z|0_#}v;U#=x?u$@KaJ0#^@ZT1C!1|_8L-sAthn}yn#Tl|7-ib)+oYshus-8%b=TC3 zUC~jbACz^nu=cLGy|U(AXM6h@H4QG!*XN17Ln^~-u&q|E{IWiB)$-6yAr3IsIo9AI zUfKKgW%<0wyajOEO|J#2<RH>4t0{u)#9!~M#1XNrYK;IT7v`|`3DJ-f(L@T)!P?_1 zf22yrT8Fd-C*X4FaiOt>KC~7k;`hRc;7;0?z`pTU8!il|EK(H-1@ivM6VQ_srHnc- z&Df2KQEd~Ih$&B<Va_#9sN@Fqjenk}gHg?+XAiVl!v5>ML&lW8_oHNrm!2MF&IM<_ zVTkPew$v1`!H~0>Ft~Zb#c~p3!V|XeOuhE(e%9yLq@G;38+5Wz71JEhfcG?bl8z!4 z-`?Pe`S;vCKghe+!qQ@YAZI}jo_IdBMfWiT8>E7fcw|FXOZRR!p@BZum6BGIXvBMy z<>7&tBi1A!g?l+kBpowS9c4SCfogH3qAL8gq;eM!b@*<sq7xkM;{$PHe_i{VA8m|X zHf7)A${|^-4iK{rg`ZhRL7i2c|MY35XXz?-H?#PLW~c%i$H}{}wmi3Ba_+puEs09u zvMV4W*D)BB0!yFj6mgY|F)*DyY(_?iLqNzdYUVtE3gebD<NM0r5nVH`blG8ut6t@G zdqxI;5!)blBsDdd%x07kIV^oCwJ-Gjh0oEQu;Y+=r|5n_U1_aGGnX&`-V?LC3?m3s zv*F(f`o5+}$hyYF<U*{5gBrGs*!lKhadwj(Rj*6Yn!5@ewH9@?-}6}bP;;x(>N}}K z|6peKv6Zk^ial#V>ak#~ZEyK<T+lDyhvfjoWov6Yn~8KMk_xqGCLMtXcxdOX_;N%3 zlWv?Vh9iMzhc05Bq<UCm0u7hxi~^99&h@&T4%1i>{1zN2gW-`Mc3EvgKh)!b2J=6% zc5f@;gL`DEKDV(`13rfPx}5z_tI?G(PB#4C59DGPUKW19Rek!6j3;6ZQlI%c`^En2 z!xlz2bir6kY+#FJE=v(KsjRl;ZjQD{;>a*otlGa^6-Lyu+j{I!dL$9+DG@v_B(k{a z!tAT)5yotU#5-nGWUUcOlu-yKME%r`2Ll(;O!!dXUQqZQw5l{Us`N5E`B5j8!*`+* z_W!YUj=`BkUAvBxiEVRY+Y{TK*tYS+ww~Db#G2T)HSxqYPF|hwoO-{Xy?gcAd#&14 z-BrEs>xOU4HYSQ;nsW6oy#q<r^TC<<0#Kg=sM`oF9XczEWMaDQl-=u4^0kxFl_X5f zuPW&ygr!1+Rwx{}x-}w#MuZIV*cKfN!%C%KqwZsJ@TJc+kmBuwv4l()?Fcgr9J(Bw zk?O6g;Cs^C;8(5drQAN6i6Q(0jRQ)gN0p_vFE^D%_|Oeqt(yWiiy(iQ-|gD959(Y1 za)($kRs?uy&EuW8xCtqUs-H0j>9}EY85D>I(`05F$rCx!hx`>@N6hu)Y~lxfr)t4y zjx6t6G1vs84~axlq!Y2v=qC}@fB6S6>LO1e9=rXPpH@Z&lr}!)vma6iF()JZ{ws6g zA>=7-F1{?a9fCb!;_Sg`$VK%{_=Nc!kngy&;|zmX*YLgw!;p*^4*ALBn2I+1e&&lw zE6vb#tz8u2J#Mc6nVV9^3inNMM1Aav|5Pe8PPya(Vwr0|4u625pRK06ktp;t3Zkk9 z1~|f?vXve{Rn+)<nKShXjKYvg>*&|1*B3qG2TqVB_jU_K!WUfkMpps?c!Q+}7%6Ob zW;Jju$0@p93S6c<kDEJ~=(sPCHhJ-;$IJp^CG1i&2)=W&87Ih-d$WL&C0ovzkfsCq z`iZBXf~>N^p|y=WDcqi#d~gRy?w9xY=(>&mf<)aeJ+fVvSH{-et=MZZfm!B?=MY_f z7nIb@))wVy2KZ%VJI-0D=oFCyh&lR~I*Tm5hly>^o0|rq$}1QXLXCDI&LN`$Tr%Wv zY!7h@arftrH_;QE`KJHSx%qp30zjW&pdWYb#maCy7212UkR*AsMIWFuFvSX`eSWy_ z0?E6&NBAYm4n<x<aCJ7h_{bC$Lgwm3ZN_eR!c1|D7=I-o*7XK_;+ky&;>&gDfsT7g z!vQX*RQU&Teh0I6LL#{+ar_s6ws^_yId?1v63zp~=J$u*w{XFeX4p$AQiN4b9Z#it zcN)>=b1`9T+~4wQ7#jB1<p^PRw^!M+o|YBzjoq%Sgba*u1BraEAv|hMf!1I+!JbOA z!@V$<l}gm}1*%J$A@hF#$;<*Bu}?e;;qSpjA<dh4(DUs2QKOs>em4jjf1AuMh6M0H zN$`7bih@!V!;jLPnZ#*iVJJady4B}FMR7B8^fRpF4EnT(50owRU{BkNKsbD>=dS4} z7T*))Y7-@^!=!#v5u2yxGWOt;*$>JiVCYD#oRot|mtJs&jO8i;%$3I$I_<Lz`mIBi zua3z*Bd!f)lQB@ODni<Z3sTB?M(xN~kZ;zpT5<*w4DkPiIf22wb6TeA{Xnn~Owt*E zps3obYY;Sq>ib1jBbgD6B&bg9Rsd!?Q0+qp?jJ)9MoQ;%pzfc5#=eOflv+F2_e-t{ za`9)m`z|e!donsMfcytNZmx$eeM4}77&83i$<DTG<AqVetjOUv6j*kD|LEkBq=<6c zKUvr-sm@NF*@7t6-jiw^XR|c2aBJ{I^$Y~vNodRL%E~82wnoVTuuC*x3KUbpjJZ3l zIg}QXL3_h-A)cTCpK^RbW`gm1PfH3O>)Bab!E&#BgHf3RfD07md;2_1Fje34NwvC_ z#2Rj-JJ_Ahx+;%**H>r>onSU&Rp`U9Ofl?JuWatFg|fNrtnhwcjjADpyN^$e&m*## zOAP`<LYyWR@P)P5%HuK=`RE^;1$rWjy{z=mI>TLl#q~sPna;7nKj17oEl_JR@sR_O zL1r}N*gARD0g&q{rD|UG;5gP|(p<KWO0w2)KTc-hV_yxuju^pYAE<nC;JjiAFd18I zy(YZcb#g`!8xas7x*64+AC-?I;@8qg<9nuS7~~%37KmNQio3u)bCHyqfU0>Pbez(i z21c1(k-swrmpoRI!iU0asehP?dur_CAcgX*d-*Vk0PM_b1IHs!>}STLa&Y<+2A)U< zztgl=T-uN}XygL7ghJ@h0JStKDK61APx&ziM_D*2L8zD`6n;L#NaJR%yEm|=8#Xw& zZr&#rbniYTsG2pcwm2+hth|58i{Q@hQ@x8*jn-StLZwxvLAOAbwW_$d%U_Zt-~!M? z6r3W)0ez`04DE=%1F<JMj>MS{$lrMxL2?bIf32hC-@}YYZX^mwMzBA)SfQg+ma+B8 z0bEdg-AGqK4?axqar|)ZgNY+X#z{Qnm#b(nUN3VCRi%vr((w-5MC&$Gzo#R0`1u$i zi!t-QlJ)Og=AKCRb+%K?2t${X`y7x%W3AMg1N!I5c#;x&$%IxW?5BmLFio;Q5<6k~ z)*!{g58ke#d(D-}dZ6_wZ8qJq2hOG*Zu*GT6;D6siO>18MPYyH8;6!}%bL@fLD(6P znO|fucK2(+2mIX&%@hpQPahpRGrO1@5In&;UDn)zEQ=3rrf0?OZyiQ5K~&eu_7KwO z0Z`%0hU)OM&Y93Whk8F1U&J}n?F$Z*FzK}uIn)<N0Y=vF)o=u@b9Agnxsahf{;=)Z za~&@FAFYsz`Q!b9L)4ye8~nJA3)rkX4&al`4-XNtpMDIfk#lDg$kAU>hC?ZPr@xW! zmdpFHF{8@9F%hf#qtS_uPmhk0ERJ`*4zP8Q3j%F)eboR_MKFi6nv*%Om)dyk5Bx2S zL9B4jgn07T#u;Lfe+?mqaKRz=BuzUQ?9m;goO2q^`-wE-I7$RFNWF#>%-!^A)NKhN zz<y?_XhVzuIX%3l8LZ=*bcXSzxO%m#htL!|Td<w$8k;(~)7Wb<!+v}wN8d(6FW_cv ztwg|hFhq6Z!YI<}4{z<dpaUe-?G&~({#{XJ%I2<VjPSe`t3s5XxdjeaSGqkjiN&lB z?}6iVsF7ba3<g!LLxZ-ER)L931N=%R=9Dw=na8jnt|6{}u^kE7FLv;Tzh^3cnzZ@5 z{N=i*5t&sBt;dnZL2;S&<H7z&HNejXHOZ*8q3{Fp`Va1!qLN;GlX#})FN#WW$Mwld z3|PijSO}bAiXg%q@txYkif$;7$ZtqeN1xsX3g?<gEyZaUu8z{dF5Y9MCMt5Q>JV!$ z4Z}0XpFhoRCf`gC$~yiqV#&IinYE!GPyRI*`_ZgtX9vYqi<mu#^W8h<a}zMo`OsMZ zTmPG<J!k^V!y;&WwBO<i7jd?8Im3Qmv^0cyolo=zsTFW(Yr<rEn*rsbNCV=*CZ*F~ zF+{5SH-+L;EXI{+O%zVhG5?r|W6Gzir%rcsw>YWgL$cE_UI=?#@%k~-Fy(viYO_O< zD_!XZXUOjK*7<CqNISMk(F>rm6Zi|{p1Eidubrl+@NuA2#d~`iP}#?rx+^Nyoy#Mo zjhQ&c)P&9ZxXcIX&HO=gG-$pSdesW=G!mqPNhb{~AUH?u?HyP%R~T>KAd)1is$zN! zIG*uZ8mP>NUcPuT+b#R1qD9bwWT1u>v|j95eboAE+|fF+firx{lnF3k%^xSeW6A#~ zgb-ixX|04m;V$urW4t9iz36*ZN9Y~cfk|<PT5gd_pI-+tp++p*vBUJLzwr%cgxUfK z&BPEDwYvvR0^=`ofB5GwW_T1;3a!YMOHy5v?=D7(I7M>|MK_CdsM|am%sw0^uoC0R zft*rH=oscqIge>?5*L6K`9nyHpI0{3YiL$=S3ImR!FayDF$6~I0NU6d;~*`AwM{nu zwg<rMi7_~=mO1B5Ot^Ml=J6|gr8HbStaIj1iXVb#V#oWRhwVHXqS7k#+K=?KYgqPV zkG|1g&CaxEi*T0SxhG4qg%ncrwbH|XaCEDU;5r!ZDx4WwTfXapuyEg!T)$gtG(S19 zdDA=5r8}#WJR*-rr6v4jlJg?bRD`g!Yz^(+UfW%wPsc})aWoKBS@HYCRhL`cdDo`; zZq)4P#_Wgl-xw}dCN|*p4HO-$s;IWCCasG24^7}sA~Y_Ll?~Dk?LP#q{{dC8{|~6D zWswcCjpaWut#)(BB$)rew1CrPkpHA|!TbYhh13#g0jVJbtSE<s{}(C?vivKU^WWqx zpySEEgIm6WJB5Jx7GP+=Jab4qVA%;|;(tNGSegF`1w(5wIEAzm{0~^`g$63=zrk9} z{|0M)g(9@{&_cPG{D%-`5dRhbU-dEnyS}e@L<klZZtgG50W>-!GYc0d^S@ABwjRa~ z6cbB!HtVauzQ|kbqw@8}#zwL>&PF<{zxbIcvsRiNk2;Tdk1D-S)jzeW{Fde`+toQS z(i;ndGD}*};$tFW(o=}?NUCcFhDJwW4NMP(@(L0iKr`9`@CnE#H~il~2=X9>z>gse zjG^lq>g!1qLCL?odUS=<m+U|Q+Rp8OXb@XoR=9Zn5y-rAi=$&umKG=&FAtA!uhw?f zj#fC<Pq{e|Fi^WCA%BVyM3{I*rNtzbRM45R@7ACu{)j?Yti1jeuUNeC+(IZOh%OG0 zbD(qtx*%?!>L7=)h?sc*LnqS@X#XJSnZa{LCK)UVZ~w&PlC;LidP*UHbfB0Dn8Bd| zsABSa=Ect8*e55h#f8yl?Flxh-Dk?##0RbKbM2jeZPao%g&70~hd<=V2ErAj1*DUZ z!84Y<6JlyC$ORyiek1#1?*(q;o>2hgTp#f-2&T|@_w0q6+nCvd5J+`!;qRmlycx*6 zeG5<*N02h!wM_0es<8<Gp~=zvXUuCZ3^!*(H(xln=DTU^{WfKMCEEy`MLw+4t4vdI z`lf#5$FEb6PhSRUA-MRC_wL&O!1I%L0cI?s+tz2p!8XgsYP^_~nu4rw`k!uut2mvp z-i=wXeFMlDhu87q^r%4q!e^`6q|oO@&Zqyg0w?IohlU1=vok2b6BJ%E{d1A9>QnnO zA^L+;`sc>%cvwVC7*@|f?+~=X-i{&Um7~+kyS~HZrtVLFM7vMqkCxQW<4-nJ<YP!S z3C-to3kGDXqz|&HKK%-d64VSsvoY1EKb&|^b0&|)pga~cYkek{Sv%rM#M@{Q9z4fU zGfS%_8**@MT71ZWzdOsK@LIvM_JO6Sk<zrEYl4hckkbe#Ls*JyPY;J<iok?ryYx!h z-ikZ4tkrD=tAp(E;2F~uBiZrw*SuK{)YPL(e3Rp73#R%z!FYdOcy<fcrEOTou5dov zTA|>hFdGtG<v*F4Sn3em=OL%SW>68zrqy)~`H+S1Ty82r8%1|LJ&4{4gv$t2R@bH{ z`-}1J-swVJ^AfZ>q0>Uh4^`Nw>;N#|weerawWW0ttd}zNX8o)=rhyFBCLI!CIQd~V zTxZ#pE^24Bb)o*~7KTiWc%#RvPWmQ&N-W6!YWTnVqwehtrOVp8-MAUxKp<Lv)>_w! z79zORuf10QIQRLhH^swf0umJC)VCMxnZh>r!2-KWA(<WfZuxJnT2bfC{H-s5f?NGQ z*%SBSz*K9JSyeQ{>zh7Og5J+vnQODTYmtG(DO??h-y$;Gg53w-`{H_T_#T__N&*C; z+1Eo5oB~N^>4OP%<)7H}g^jqs4wjk~XQ4oOW?<U_h>RM~^4!9kU&DXJa>d)_jYRGl zuy%#EZV~nyct34WPEx*Z4${3z{@UWt^N!!oK0@(xD0Q_yT&|>bPN_lul8>zxPLjf& z`S5Prc4|_Jk3?61#GPT9$vX~(?NBg2oQ~x3Vpz>`E-zT3rPqM8W4jmEw>2xgsF*Jf z)+m?(J_7gmL6n$|DU(C=wF!I!lM|v|^X|@PkJk#%@rK8Y-N-5wwou5`@_*SZVt=44 z`~XcEA|AS~;{WX>rN7EZHlDDGnO<QN!Y-s0U1|6o-__h(eKpk5E*;e(Sybc6AdP%w zQ<#Ehpppz6<8WlQ%76@oZDd3liKDuo)2S{4V6cY_OoZ|q+Hl0=k9Xg<u`)R<9gg|y z&f)^zG?)6OZKJjQgs}Ck93{Ox_%|lc<JwA26){+iS*?j4LO~LKGqgqHMLaQ{9eBiB z3^3EYX`0dQgCl3VT4+`3^~l?k9pa|x+pH5%6<8nk>c&3SC%GA_96a5(91saCrsUBC zAp9f=H-bzRAQG<x`nN|NPq<=$@78?zGR?n#2R3r@IzI-7dWA|UL$?LurayK#1z;3t z#@A9+=Gy$;P3bbv@kqM0I^mW7gRuR`<kbUi%qjqx0!Q9X-}={FYA|f$uPO^H17uK^ ztvyVnJ|Z{#EN)Tyf@PHlb?-Ih&Nq^EfSY~vKqSqA<P7lz+)K|UI*!LAzR6)Z8T&JD z)IOPr)Zg<1xGtui5yka;|HF5;r_G5FvYz(WR!NjS(pL1;&&E}9(6^OHBm#osS!{52 zQeEX4*S_p=>x5-PDG%=+*=d+uJ>qFIql~J7x=F|QaBMcu0!ruvip}QD#Bxt}K&4gF zWj>ybVW(B(&5vDZq?<^;dD+MPTUZ8t`p1H)#YqEEdY8hUF(mNm#GzF}Ib+Wbs~f4( z<OF7$$Y-k>Fz_(=VzV*oHv#G)ZTRVYr)VAixoLQndOi}D(tZ(bsM@P>5sG_F-J=iB z24S)L>M;I9rW{K>KDWUVxwOx5Kp5RLtbik85_YOoP7G&FjYxwd&77kd6PVlLnu$Dh z%jp5*xi-YM!AOeroBD)pVPb&Bi$5`ybZjX!sLk(KquM~ExbjjJu5yZG(B1Wd9YrTT z8#=vDAIL8eA$$czph_dkSdt1T5S1~T>7>u*Cgqz;{YZQL$L#faT@xJ}z|J2dC7aGO z14iNXVF3+yHmCcx4i`I+jvK{MHok;+J{WxURGrUvx%di`ChCPnSo5V|wBX%R?pu8) zB9RO+yBD}9tj>fKkZaP};d7CC|AKjHd1xN_hLW2<8h1Ls5SakdaU<%>rk3uzN>D$K zf=`{{=aP*H-l?=|Yp`7s;LA!+CPF;~&iq`uVVa3`AkO4fG*po)G-LIAmPjStT2q-4 zIlSR*d&$A0cl?OFw<<i<Pq5y3*aUTHf6(7%H`uX$MFOH1T@I68BfN{}F=O-r&E$wp zHpcf`SRGBgfR1`V5l`|04yJh(ES_Z0fu5c`hl1+S3nou&>FX6O;69W7DcyuSQm!Gf zfu<~)dnyRc+io9*aKycNjL}w%#o8^kw&%CC{hfBll4wK8HDz6*1|4bh!%UZKS;_1U zo->Su$+Z*8kc===lEQl96ZS!Pm=2b^)C@H0kCx?poD}1mUw=1?sxee)O~4j~oIRXq zv)hZd9?A_|Mtiy%0Vj&mHifDVmNZR^7O6`Je@f+FI9;9GB15AD-W6rZzZqkDlBtUq zbL-T15=Vs2;_T$U?uZvsJk+W#k+S+%11q&kZMeCyh#*94)0s>B-tqkmW$xDx_C=2( z?$4GMtQ*x#$(5(GnI!tAx(6>NM_dHO8ZAt$#mKhe^1O2_0d5CQ!6Q<V$X;7FjGmk` zDZmc!>7Clv0v+z66z;t|zELjc1PP=3@q?=B7^(9bJ8o0?O8Qs!AT!V1pB~VMP3kF~ zP+@<U?iqZ7IsI>)KL#a`YEy6(E|Xu-b};!VDv1*HGio&-V1*6X(|!*WyY*hL?_dAq zF{h>Gx~~3}3V_44Qj(`^DI8YBbrajbcLhgMjwnOWmhio_b~aKgA5qvo`})gl?2EO= zCNz=M_2-UgW(SqGd=@f)QW$!Xr}O6yv;+w_<E4sbz5y3~%|4;kx<7QI`63>jHIa4v zK@?B#eMt~XYMvMt$wza*qzwkHt&u;?-@BPc(38}V5dc_8S&qZwciI5KJY%z|IW*j> zKPF)f$Subky(nre%4|(}aysId!l%2DKI+PMeLq~$r8(cjg01I#a;!GqgQs&}jb{fB zCP0hB#4L={J5?K&zx-eQUQ)c*A|`W~=qpBt<E@9dUr5Xs8S{oypz$iVc_jd`=UrC4 z)6>S+CIEDOxZG5B=B4-`cESE*5Iph7wTT<bZO4GrV+Z0}SBdBXe#vcYc8>H1Q3kUL zvbhqC+g9by{JbM*R@Cc^P$90BE`B!^NF0f!#c(?0XCzLn{=p8ipM%)#xO!d6D`9a% zEbk*7SR%5tH^1uD3;a7I46lKEvl*Lf@g)BC$bcBSU8hPrm%>cySwr7&5TRs!8H()^ zW(7iAtL*1`uJhYB&+WaufR2^kW80bQ%M{IZ8Lb|z_R(LcQwdah<WpFmTesnapvi~f zq(>dsA%>I>w7eAsMu-u?ktMzb?$p%i>~Xvgb*W+>)K<u;B*XzD1WPM{HO@NJli|jG zu7CjBJ+D+7BjhE2U8Z34J)NcSF_%MYQJ;k~^q4<c*$U#CI0+xeH;@Elc}E<(55BC@ z3wpQlx0R64NUr7l5LzYbj=Z1^SbY7y9S)aG_;Syzb7VX^FU!nHBCWs2AX`ayl_!6? zHQ^VMmt2Zm^<P!Hh*%1)$Z(E>Gqp$dQUG>TByFqtjujdw9I{?t9aB>T`y%gbT1j+u zG}g|>rUMTDtX_y|gz<mtC$O}rBwWZSU5CQUxIaaopU}I-2QC%k%G52~qz!18u!Zl! zAiBHrE9Yk3M6AOVEak`)TbWh0@sOs9yOR&-kxRo}{?sHhILtaE+Th=?Iw^M$vIPuq zSBGuvmn+dXhOZ~_0)uW%XDO3=kG@NWF|j4BeYYjyh0cldN+nvcp@2%C9?cm4#YTdi z2Whz4++J-Miskoh#l~D&^-NVr!o;rRazCHWRieFW6cR3#+ul$m@CekXVf_3F6EIx> zN*GjY06m`j_~BFjJetirq=A_!)CHKo(Wa{oR1llWfLapn=PcXlSgErme4;2+qtzNf zvx!%oV3VlXF@PZOUj7yo0uJ+Mh2g~)*9$E*hs88PLK>~4Jg+Aw!gM3{FquGcU-N^* z3UhWwQ6uX1eO{y+TO6Hbp@e;W&RzdU5-h<_NT30HvS$Dcq#dSTXpb_<lL4UKwOTdB z0V+NEJhY?K%rln?=wH8*NhM#rIIxg;>TTVcwWN{M%2#P4z@zkcp_<NaUuDTNusO+m zuH88}Ft7I+b9T1=I4BbhKz-4L#u8z_{z9E%nETKWY_@C;=w1?j7T1Lt>r7p>t)N!m zD(2f_xvwOJ&(>@m-16(yt_4hYfYb)GuLRcec<eALjo$Y%NwVFOUlCTC;^qoYkbKCo zD$ps|tb*#T{P7!}ynXd8RD2YvGU%fu*lex+9>s?NKF26g7tmvhQk$2isjs#7kTn{x zAg9fkrRfr3lYh!aSR=0~#$Q(&vYJN8d*E!bOQTuo1<Fd<DrYx-9}gfeB>~-2_M3-@ z)9$}@at&>Lo$|tFKt$vNSH*z*ORbJaLg4B{Slc68MFLTuyU1p-ez2Jd+H`m~6IY5f zQ&s-!9XVw!T@7Yh+_Tp&b<Yc7&D<&Zx%g@18gfm0A&uWV!!ppa_|)XQ>V}^H<(T@t z6tu-VGFdF{hHZ|DNff|Gx0U!^4nfm$JV0zVjuck+#WZF-Sf7YLG@jsZMzAwUTBntL zZ{f4iedMi${N1W=>g_>lj4Mf)VLO$03jt-ND~+U1x)C(5AL4dQfB7&rz_YBZP%pUb zbq&m2|8AG_Fv7Hyi*xB0Up!jl-qa}3HmkA`VA`F~mC+Ns^A&(R>r6Lm4+AxOGH4<# zN$<n~_)%tmbmgH_cl2~%*6YF(!Xm2F%y_#JbscgLCOz48*hO-Lf@Af`<k)pLsOT6D zqxJK+!(K)kz4mON(sSd{iXB8>rXTED;EvHgRzK1bX(z#VaLXsrXyGGcfKs<Ytrw0k z=bbq(RyVeOH5w3dQn_09=!kV9c$=jk=}n~DlX`&jOy{)_*6XNLDl5gSR1ctFBkC+6 zvKDQL6I8`*T;`8?Uuhx`{4uEzBMb^x=j-bYhPrqKuM>lXQAOqSJ)3u`)m8_%5_r0# zA9^c*?esF9m2Pkr{ghqK6NZ;0;b5mWv1UWkV-Zk-I1PXpqs&MQn4i<K-ce)0MMjF! zhNdTaQm#G45nO52e!3nw_MBjiq#tEixUOpjeYubz0MBjyvG#G>i;WQ44)LhM%B3j; ze|WYnbfW(p5)c|6th3&-VX`|Aw#4aYr#1o?&A;x5Nj;2Vw`rAu;uw~ug8lP&VjxWw znC0?-hXi=C^{8Oc5{|!>FVBEHxK#s+{uE<s1!aSQUCdU^1U4mpyU-C7Q0&fov!vn8 zQvEKJACPvz8+p4MIeLT6ljgShJHkxeO6#I1^FsAjDJT~?4wvLA4F}}LU#e3(-c0v5 zE_a0#LUkTqCFIp<;`U{;*BM(w3~z|IaHptY)+ONaoPZyv<YY(Xk_PISvKFQ?p8tW{ zBnhE`$>V&{$udlu4|h)toUPleWAaZu7SoYHrDsG`wGW=wL*ZtGo6sNQCS9(F<eR6? zo`cG;pNK9ON>wK=^-?ce=`-HPaX0W7)0Wzot}JvAb3Z+7zqNB@U>VAa!vjef7+3ZW z!5088FS;R67%AZA@zIYg<3}@j$%>{vI0TGPy=m(VoehG&0H*=9<Hg6y-PH~k?alI} zz18xjnOk;vkuwo~vSQ9C{@TVFW-IoE5BdiJlOA%-6&%f}-7<>`HY;dX)SquSfuIq! zXUvyI#d?Ng$h@f19rWK6k;}5=_<4~Jb4&nZr!W`@$2G)E11kH?wiJzy@cS;_vzTEk z#2dGfim^>feR#K`@7hi&mAy`a1Bwoy%B1*h?ot&rOx`B&8fx4s_?C=S+OV{7qLlgf z&??i`&b{-gO2Jiwa!rpcNLw($h$%%8Q-pH|)%g^COCINQlCl|lF0?u#%hYZ1?Y{tZ zzCLB_CH-e7<j9okby?-h)BQht1BF^c#ru-F-*yp&`8yL*Pw92uqd=wCiaLCZ6`5_0 zZV*u@CCRar8Bh3z<}k6UQhz5Lhu74Ii!ARUJ%G3czgMnK)gbPv#bvq#)#CEL5hhEs zfzydfUd9h~ai}P8_c^#NwsQJ-WV{2;DV~GVe&zX5P-9x8Mn!gB7`yUqZlvd7bZ=pp znMm=z_~yNyx@;*QRM+;{QcTJ4-P~~SuIo~U0^WSg^IB`ETVdU$?E%Ak@-NHCKn3@= zs891y@tIf$I^9wLx~;!bz#y%mUN9Ofl0eYeB~SQI<+i|2OkvclU4Q@Kt$IL(z_m0i zlnEDmGnsrMjADo@pNoUUP-;TG?5nD_sodu`0)Y1!?Cu419qdSiTq=(^p`?H}l^Er3 z26-)~y@Ql77=Oi!q2O_<&{SgHRt16FEs}$|5}zi~2Fvp1rGz;1A3p-1D3_b*&bsMD zE9^)8FNvQDyE~OV_xGSW+ui`0ZIwC*-)ku(he*57Q^8b?;?>`LC&07VB=~=)4w6T- z8fi+4B8jMCO8<Zm{0mURdZ%8ux2l=^Eb@|$e4E_Ql!TwR0;Wyp1M6$>12pJdgb$xw zH{f@NGPtskQiE7nq;T0+yz+0p-#XFM^O5&)i;3vzw?pZ|HJ1H$^HT@JQ-S%s?~x*# z;|Sj}Y{%HmXS_gk^b;h=Vr)Tdne!31JO6df=udtw?8XajXcPT({mhF96^5>I6iurE z+f%Y!{mBBO-U6D?=EH?*Z)?k>`n-U@r~#eu2VeJ7XH^mZ34J8o-?Yg%e^c9U`s(d6 z?LG<I=k!jp44!oQLxTk1!d`%xFNGaX_n{o_$CHUbC5f_lPC@YZ@EJU{SaVd)iZ{p~ zys(JWncQ&`LeKTPJTBBLdbOwAmm99R@6ZB{V(UGXT9^5kbx6s*kC)g%hp|+FGu4m< zy*v*&MEqxc$~C3ly45=z+ZnuAr>I%n*0=6g<-#g*Uc5WVe1c7Yv&_RsxJ?Dzb*)@u zgC7N&YX$mrbd7J(@ky&Hy<}_oM{|($$sa4-WM9stLYefrU%Nk-^SFrw){07sfkw|O z3-JN+{_H31u#@i6*AerI;W3G})~q1wB%6uZ;3hg(3MSE&oOH@p%_=ah)9lsI#Xbp| z)dw{+8wtv>!DqbyZ@$%>YBxh)W;tib6Se3ql=krwt1*-E?<5mkXo#rZu4<taKQ310 zOHF>?=(7jUaVE>NnNJkrWdu_|aR2;rTn`*&n>D-3U(POshlqhmQl?Y4xmH_GRLAHR zlSbK^pOT(>sM=j_t%@i3erT17qO?GQ$ItueubXu(^^t%Gs9(KII~5`3KZb?S3mQG? zw=qq=g=_ZQDVVI#l_tF;D3-rA=@ONCLmXBrppWoA;t%%ybx?9+AM?a)>IfhqsCyP+ zBwTzv1k&E}W#H?PC#vmXH_I8idI-*OCJp1)Bjkn^Ns{4!(&ft<fA2ugPNC_}%XKl; z==eo``6FBmAirndC0Kx?EGUTJ$?&^f(BT#9`eai`VX8&CAOZZGUp(ZS#D$Fh(ge%k zJP(Ynq1vOnN<L|bh{k=&L(fefwTxSg<jzWnvRh>CCR;|}Z)?P8F$7TA11WMhU&3Pi z1ctngtB8#hy=0UNduVEGqDztP0i`awOcHbn<&rIFKv9|PEPT%G`)g38wiL3FDU-25 zTU+cz2ZIk~LyMl+mOXm19RUM=DkZnn8-miC-*|G%HWb#QKVM8m!(X7TbS^nL6a#=| zv6i>UTenoPdlO+}mM7>oQCvK{(zY<pa?4Sh7)Q%<ik&7lxHGGSMyb^I>;i^XcS`!< z`?xzR;CCx^A<e?DggLty+nmnQ*llC`B8FEX1fr~B&j}~ZfZ*^pfAx+hAy=fcA8IU< zq$)ueEl_JHPk7a4=BJTOaY$iCWW3Iw8|A(^$XuNyCekFosT%H6Hq<f;e?zh*xz|L~ zB}?Hude6c%`FLuik4X76zWlXsA9F`h?Tf`jfS`kYbNEKI(t6ZL^x)Z2KV=AnQzno+ zbi8=A=)E(@N?00%5pv`<c@E_NM1!4FkR0F5*TrpGVCaI6ME9p?6b{k_LY=)EExj zPj<c2$eo|eC?to!Dc)Phe{wk9{Bc)+j~Hg(Fna~=A|-31{4V>34Ii7y|M#-K6&%vL z5r98lg)q5YsLG1%;hqoY3`qEi6_sgHCoQ7J&s-%WKmc=$>FJvFYTRG+YKu)IHC#tL zw3zn8Ga<%h;_%ai0ww{WNShkz%dOoGJM?&#STco~DtVf)xP$zTh>ImdGBnrXcV*jm zuhp@_AI%Zu6ovJy#Kas0lCz~Of}C7{YJg~S)&>y`GLIqb=%Kb0tgr92%mslY))aBz zCG)w!BP>f5zn!L>f1A_x_32)jz#2wj2+s8WOOP1C8P4y|Z=@Nt!LAgzZ$FvnnW*j( z*s;LE^c>J8NRnhCsJXWnjAg(k_Xi_&YJhbq=XM$+jucd<9}m|^@z+v>7TLK&x_~&F zo4L^aINb~pZ#6s>IAYLk3C$&Ee*gFKw{x9n(+tylx|X2QZ~ZqT+%=y%TyrR0Vz_b{ zDB$*O@kN4<8cl)4JFLb{MtBycTm2bnY|fFrndx$8UD^Vc)Ln+_IP`%sSH4+6+ZN*- z^!<V}s7x*WF1N8k(n>|Hma#XPIRF(zdRPDhPXvu@BYh3rPqX;pU*#Cuxl_C!yL73- za81>PS)Xmk!oFFpLibkg3TinxHoJtlsfTB0u6H_Pt;752Iy8^%a`SJ~-~k2*tS46q zDN#^?l<AjoZjdOOFc1-swVvW&f4FkT$4QNQy#>mT<BW~;sNrz*<Pa$#s{yd#RMuWL zH#*a}twwhGTUFJxMgg3lGSMIN)A*wF=H8Eye2INzEP220D#He*TkT})v7MY4^Ai}d z6h)@=-Di^{&8{+pZ8`gIz<UDfWBVr5CBl-C8)3^?8YImQwyr+CkCnDB^6cjAHProt zJ|12dpx}JfbyO%Z62m!6h5^-ONIT}LF!T`W%uFL;N@n6Veg`JJpuY+)SOY&{Gb`QK z^hZw3_s!)4hej4f982-qnrE&=!Htn_JUBM36o?R@Pbq=O4l-)&TD-QSWLaPC4N?kp zx2)Hy_j2M9_q4<3*iwP+-X2AE(~o{_f(J@=JOoKOh(`AB6!<D8QviW9&1|@_3~QU) za#(Vx)^qyM5fxjVc-Cgt+!Ob^{(!by-si%&dCU^R;%32bh7Yb2C#9G=v2hNrJarH= z_%+-3P?p!VGq3j19E8r7;nBw385=0u_iY3C-SPQnX~YJfZ2jMY0iS_tYdP*7!v!*g z$M!#;9tjluN)H~qOaR#k_^|zMZ25?$2CmA_zdG?ZGTX1`J~O1^raHmfK>qa86!h2z zkGednS?E657*;&f@EKx`fbSSO{MaFjK`S=5#pW%nm2m^6`7$7gsuR8;7v88=xmmgh zxio7xYL;C;4Y>}n#ic>!N;rty@`Q|*S6pJUcfnt*fYPX!%mZprP`=(>rb6ZEmo8C` z!Y+K)YtDXj2coc`OXVJ=Mg>}{x@<Y+R};Q;v<UGE@G4!hJnHpFgEq#HAdSQy#M{#% z)DsPfGR{4Mfg;g;XyvZoV|enfY`)15ezk6G(Adjd=1GC`e!Hq43u)*nhLgX&f2|7Z z!cc(HHvth*2QVvt0rLEpNXaQ5Zh&-u)6;6lNY=VOnqy@qqc|OwZg25{q(@)Sw-%u8 z7xxjm#OkoZ^QHw%%rD^93)h6?ESyvr$L5^GFAU?n-vVVTh825t8QvrF<3kX-5sETK zM-*z@oWX4tI<6v#4;zo2NC^;aGW|PBnx%~SSvdOh3&pIz=Jm>+Y1GD*I4UG@J7~E6 zOn?&Gcq_eNjrOpUQ7ug(Z!EEn4ytc9aAm#GFC__YF~^zZfIcYQyVCJzlR>_N4^*hC zKy*J(OFbd?3Z29B>svjNgGl`pzx(tgG8sl?8i@-vI+HQ{L2m!s*_sRr(`x##wI>P{ z>2tA<CxB3w(WRo^mY$cMrSZbc`rfjbUa#YM9pv~@o>^DpY@>49HzQ?!cZp$WdyUO4 zkg=wfzKu-lrMi#d+wA>JjsJf5jJyt7_-)>s=kcvDAf&Qsh4&&D_S=y0GNljGd*LTP z55WY6>`yUcXIz-RFQ;3ZDy&f+EV<AP_(^DQS3n@xvItTPWF^cWTL|91;!kI020^=> z%XhJZ&>z~<`k+^1R4t{+1L|9>Ol?1$rSP#rc{5On*S_rARpR3*j;gvqKVcIfOtmOT ziA%fOCIbnoPpd4$c7o*SBp{+mdAs4VRqMMys9!&nP)7Iq#5+6FFP=|lEZ^p%$0mVf z!~iMwEl}73+Ms6ZWvf(t;Hf#r{aul3GHYno&Tfsio51M85yA<jz3t)y7QUdm#}Xl# zuHt^4Ee!j5wiZRQ2K8<g{NTZ%X=#ky*0|;P4v*QbM8BS`VwXNYg&5f=Tt>eOUL>n- z)ns~pjUK0^Hmooh01=|Fo%?*_vcmYy2ap>OyZ<8p&L2k?NGmLNLLRI@oi9+_dD9t} z49C-&hz3<x9<T2Aaayq~rJ-(Dc~5fB2Onq{7G1aHoM7v%r1A4_2iSPp{?x92z}_Fb zGj1fSTvZ2`X=%=xY+l<S9^L~QM~+1h8xDJ8t`!NgiXbx5FAN<A9rnBThUo`dFaR#b zIS$FV65MBgwQ#?PlJvVxmHc*%mm*o~hy=70QTilIh4<3+eXKIMn;-*|Z-3+jBkxA^ zLNA^MQ6W!Q(8)WArt&+D2I7yD5(@?Zv;ehUrmHj=dX`>R;r{YZ0Qc`{t%J&ksKoqy za*fVwh>3K?Y1kpfa%<FAiW!u13_u9T`0%!~Mo_3qMuX|#UM55A62iSTsa>ofp^e;# zS!rqm78nyvDY3PAkmKrlP)_R=af4I#A0BlkqWn&+pYLAq%4dyi711HCv~qcJ#gHO< zvNbEnPL?HbaGJxGO%t0o8>zCVS;C@tinF0@6#G=N(qD2Yky2VR{d{|sRDkvyUi>ag z@}H0{Pv^^1a;gb364!?iv2(2)lN!7$#}HdvIN|R3*uvQK-<I>`XUsV9bDTH6C8E;; zAfnop!ikaL5p(9z>CZZ#zdyVMuWiWKTzo0Drs|$6Q)67ND(^}g*76xbo9?zuC7Q_Q zMclq`7533me$M}1T-FmvQv(!p5s-N)kD1Tv2FB0Nj2kssXHi6WmE6$xZDTk;jNq~# zkIKbR`c)m1q$eur*R>oiGU*hdX|EM?6aoBQ2hgcu)<1;Xnby(nX9aeagqZUKioDv^ zr+hZu9Zj5AA||ENcfxb0n3tzs-U@m2pW8dDXYizrt{1-rf%AY|%K&B#!};mTd7mhw zG%Wy_gi_zHhmIq(-lq@$Hssf`C)Z_S8qevT*0r}vS}bfUJ*`W&s>i6y#XuK3L{!EC zDHf0C7f#;p2sKj^usO?txG2c#MmWg4axbmcJ7WAwB9LU#pV7-E<(GqQF{x{Bo;Xiz z65JS>xcl%Qvq<TQlz={e%E_bg7-^g;Mh6Oy$o#c<x`Ls~FuRa*lkPIOCXwNM+D+S& zPWv?Sw|$?5L#hZAV?x<sb^L9|#%(j_9J^pRQ`i6=PSK&mmfI6LtqXe)78To#Qxv)- zTi=@kH<<oDMR-S-mRY&A!94B*H<p)bRNS$2HKRI^jZgMVK7h5uoNTtVqcMthnn6(E z-bum{q{1b&A{Jf$N3(7?UeL51XRDmifMtiy)m3#WdDA#J!`w;4XIw^mu<UZys@?N3 z$!(@mROmJIQo;N)64aE~cWJYrMk>iueTx!tGjc;h18F#AIum*RBu|6ou;bhX;M?Rw z*F=3Uzxz6p9Dv?FCO3T#-r<}+OLHmQF2#}Jxh7DBvDgVMQ!6Ky(g;1DB1!K)_<a>z ztba=F^7ir^9@KP6mRE~oBmD#_vGlGaD#|G}nO<e4y-l6a&j#l>K#ZUMTb&2ELPd5H zSiU1|x({VvA-rv?Jtm#=qWn{ch~P6z{(BXgyg~fyFF>yqbAyGG#;-0Y&yQIv3xSR4 z!J}0rbC=i9a#gxyV#=5K1Q{x9^W^sv_vy|Dh<F;Z3=5}m&dd*q-zA74uHJWx7UqN_ zrpR5vB<1ftc9n<o{tADl4kT^~2zL}hQtZ1I7c#vKOS+$3^CvB*Tf(qz`@l5as7Ubi zO~S<nmjNPo4T77;o`nH)gg~RPnI~VHpDQ1Nc|P001@_8XeW}zm3Z{4kdMQxu*;r3> zg_5VDDqVe6!#;G;I=f*XS<>&Si^mSTBndt7OXwK-$#r8AR?)E>sSVjFe)QtpTFDge zTd6?i1D*-tC5o^pSBP4VN;6H4Z+JZzzIL-;DA3@L!}Fz68EW4R<`R>PJ&nR6HSWfP zC9q5pz3Lk6?@sRz*rH(cWUj%_8+qRiO|a$7WF{606u(g&{uSKwc#zA7IVQ?;VZUDx zEN$8pGry|vlp@RTezTB)IxL>1`!)>nt*%q8;NX_U&Aq02TqDSEc-M*mf8yAmjPt5& zT^T_Age;UrkKHgjtwY&4wkOFE4V!TrH;|`j5FEx)a-3Sh2Vi|uqD1jkna-W(xUP=n z$P&y<L(edjy&&_TvlFWn073dCt}9UU?sk{%anjKcMG%DW#9E`lD6YIK`TO1B$-`0> zRqk)kt>dtmyj2X4(9E9Abcf}MsE|~YGZG;BdX~wW7BQ%P_@irb0AHkikTr?Y+z`4m zeB^%olG?BXVx$PBJHE`IS7SQEJ?R;p=rWwlz%J>`1XJim6)wZAfEQ0rP)Efhi9wSR z$|FjL*Z@`s4a9paQ|owmisz{J=!@xR!C&_b1G%l)^{p^yTW|Lw)5#C@h-J_fBo%Pi z;PBm&f942*cTXCX7}M%vS<!wf7{QYhoczQVW08FYR#9QGz!W+gFklFNvyIWdq~sT= zRVxZ9EF<_QpXx2!>WP4-CZqTQiQLH8buRjvC^rZWS^-^lRpy?^!m{9de_I=q#AlxQ z6NHfUA7*zy!4Ut^^=VOjV(a81$rk`RUp^E|KrfI0yC&{M(L5Bk?ipj1pBfID+1t!U zkU%V%jbHL=ISRvWD&}5Qq!~q&@MVv-YjSj^_0^bL%d=^Y*4H*>@tm1*#-h3~E@2k~ zJ!(XK0Sr674_t>41;qlMBl=7>X^LehQBJU4p5^_J-rNTTEAeqFZ7#yQ7#Z*k*1m&& zkXMkAZjD_@ll6-9z|s~u*889?GAE^Ic*ju`%<!FWpyYWBDpgLg_B1Hd=}EQ=&1wwY z4%l6W+?6Q;uNB|;YPpB}Tc+dvrUNVQ+GQD(B2R~Y7+;&Eo4o7@@jc<Gn$)UMdn0K? zp8obIyDv8gurPc4U_G+!od<|~AgehXMaRq1#<3@tcWG(=5$^<X%08AlutF7E<Za!@ zRYH4EA)`}*VsK_Q1h<g9v6A)<;Yr<x*nYA_6#QotSv*fkGcj4ql)%W>oeQ1$8!6<; z-KbLTZhtIE53<1Um5brkux=0D0ugPX-}lZ?GiE4;)Jz8cj{wI49VGw;0z8{ngkN|- zRQE6j>zc86uMLn}gB@BMf)8=Vv}t=h$Z8LMksCTD7M$K(cjCFz*{g46$&W0#{q1f% zNTuwtcU`CtF<u2WWQ5srxh*{`pmDWqk2SOt6R$z82VX0$i)#B>`!<xI?AIku!S7vc zbUKk=H&oq-aP}a+&~kwBx`;T6+o$gp-@7v8Y;%5Jin%k>3Gm_r4kkYdAm201h8@D+ z%4t;p8h7b*?gVA)c@5sa7&dzGY0%Y<(K57xv);L}ludF^%g^v*f3s??61bF3lwjsN z6Yc~*<bCUPci(NQz`GYa78!|x$nXd_tNB)$x{&d<VOnA6iZ}*P#LYh420}`3lk!_U zNY4v7UK8F9_7;0Wn1F(fmJ%tGRfW!nz}#^qYf%Z3U3m}G2j$(`5xwDiViS9J8|?$f z#Pcba4(%EkH5sa(`o#aHlJ3)FPHu16ROWFWnW?!L!T0+fC<SzS85j8-VYG+>e^n<m z6{s;%P;zMZQwaj36ON{+@bQ4@y1i3>bI&bg?k>bqO0G}chYp~Ad6y2m7L4*TmL95C zcEl~oO9JtYWSi<s^na)jvzA|Y&X*6On5$-+AgE*0!%q6DUh0VKBN9;h@LSm~r$8IK zW29LWwMKCMl`qpZJlH?;Xd4pWxEA|E3k&u%`FwswXWs_Ub+q$7f2J+Wfqs|uBrv+# zZC(w<0o9<pKj{Q<l^v&*gFr<ks;JWTR*4H2f4NemdG)6cbDdx?c|zBCcj!6@gsfO3 z`1advm@cZQLVED31G&m<wBwozbdq7DB3nwaK3gqq|MBDg&oH4b=F#XVashXe&WptX z|7y?tX!#D{cujj9)Y|(8$IeNWl%C1%F#0+`^#?rP<sN^K%+66-&mL>ZDKu+}1@PnI zbS(X;4!da*w%n0@@`G0?WOj<;Dks(j=N*s9!xxofTw!|SdvWj|Ck_koq=OVRN8TNo zpt_8_ncgQ+$lC3i*7A~sw=&+!pNNz(<wU^dPOdIMy^nb01*Ikl@Y3XVl%sqo(su*> z#e9_}LmG;eA9v`{AG>v~*`FikJ21)~&OofhW_53Jy7S@|(nf&cI00)pQqeC)*!qw+ zH|F`!p%z})mPa+IPI&3E=*%#yCg}V9#0st*3eNpt-)gI5{(eD}5*Ne<ry3Rd=H#5x zdkPA`SAvM+>2U6cHj9yxUOnNWskpTj#{~%6Oz3WVfV5=q@0n2^Y3yzkQSbzKEM5Me z=@((HNBoF*c0%#C)Y1!YihG8Ad_}4KHL=_nTHn;w>M&}(J|-en8qkN2(`JU2=O5X4 zm{%$u;Rt2qm#M7(IMVYJTjA&*rw6Y6vG3Uij9r7HXAOh`x6b}zl>97`j9dhonf_G{ z1T$79-4RzvtBgPi8y}pV-iiP-9u;}c8OPe}_a~zzC6Xn<<;<T@`F>phstu{|%_{#n zmR%G&xfYjm{h5uC;AJ>*=xN>c4qe6X>Wt*$C5*?2|GBr@yY6Scoa5Iy?>!>SzdoYL z00=!IbVFrrzUkpeDCIJF%!8#V>JmwL&31gI)l~?@MU^zIz`{8!gIj}wU#&$LWY`1t zHzOUsEVO$+E;%yh#fsd#l>RK$ph-L<K=x_;r0bfLA~7JEsi8B;#h(xN$Ss2(VkQnj zG4$HfVfY|;c&y{b#x0ab&{Gh2TIVeO27s%QDk-!X!NfFicM<Zo+)Kk4d;o<%Q55Fc zvRri#f7b35wPaN@7ny!2B`86SA`#PDhTJ?sCueDIMnA9J_YfqgHf_3@L1dIw4mLmk z*qLi#bDs}o5Z-lufg2QlE;`@)+gJzl-C9djL+;kY*>7LG;@AD7YTNZ9OJ;3`Ilx@} zA^%NU64R<m!zav%acGggwd-$nTFJ4igu{3cyYKxDyfq=56N-T4+X)77WKvbj_02^9 zbDM+pZWECOQ?x|dU9!${i@)1Sn>bVqUk?e^welG@r;9tzbm*H>m+z`|)Zq`aaIOb& zyy}=>1_1{<UUW7L90dKls`#?8VSv}w{@C+1L2Zcw2K2&;1lB_R@%M~mODA4j)mRM@ z+s2`of@I<Hl|2w~7idG*$#7WUlRyyc`h;`s_ic6|+-&`I<oa&Y0=bE*!sBT&N~NgT zI2wc;98qj9ge55@=BzfnK;MxR&~mXYqCWq^=qRcd&Cem+F~>Rn#CGur6o3oxp`j8B zU<UhG?zI5HNgE7=y6*MgNc{D)&&7eBLpQcS?{fxa^at6_R2}Lcq4LHV0_js9&89V8 zI9>KsJ~B~NgQ(@I2n&XaMV=daf2dQ)L!8gd$F@}W&IhT0Cp8-s0Zs&7fhG-Wf(8rl zU;Bjp0Xne)Q~Ue3$yG{5<$w$+4f(8?``In?O#zNh9<nd@c(LsA?nV-b^s^%B16i40 zr9W+>edQm)Qf1W9=s-Vchoy7ecEU}dZR13Sl0zb`Rymb7W~1PrUSSO69Z9E@Kf78; zNiwB{Y72Zdy8<Bc>n;|c##op6uhvOPApD}`TAGPsPF=*ZW%|9w$p8jmTe1`Q;*H&U zAGe}MK{%%K<`GbBF%+e6i(-+7**lQ#KX_aDr(r0FJPFZ!opSBQhdWcz#vp%+PC!gG z?!Slq@cj_}jYKiQ0Cg#J<+Q12$rJ5O)YTuKLH@gC0EsX``RjNQ$1{alU~oQ(|L$@R zYbZS*n<$Nn*(S+*4JqL9aM(<eJm{e9WJaNz3GZ4r{kJ`%;M8);+oBn<z&v3s>(HDP zeY#nU`}1`}egd_cdNwO}7`$@sI*nO_W_h`48X^24sesa3xDHBu<F`D991wo~UYQ2m zUgaO2OCzq8DctvRWfy8$CeS}CU6f+y6@m4x!n^~<cH}n9#>zAqInC-Sf?b)7Nx_nk z!LIG(NbV&^Ai0DYaYgJgGly_FxNJ6`NHen04?yC0DD;2JbD-oDwS;Blfq((1nE$f8 zXZ`XT_^18+KU6O*LW59s^q^e-Pz81Um+w6*Gxz@uMQGW*g;JyfV_^b1c0ter_3@yS zV7UJy>d8%n{+9x%1sfka!42r01pROE&tf8U@_#FJSpKEdX^BgMMt1*?NM{@t=D$Tc zEF7FIj&Lx`p#PHoU;y(_Veo-o2r$H7tIkA#p#kLv4k5sZLTZXDOZ)&LA;RE*aWesF z5MgM)x}lB;WAyc4+dr<@fCvA$VgpJdeLckqOu>Q?0X8GS5ProiehmTl5n)h)D9A9% zUztsizXsG0VUU42$S|yM3jdE_N)QVM6YNV!wT%ix2#mylK>)&{!Jz(E^H{z@zB={K z1rq?>P+&;D<{3qYApmNj!XW;;C5&Qr#`Y$bcIL!ibpn@AU`)T}=0k;{LFZ!nXK(-i z054P+V=!i>e@smayhDdUh5V<i3K(AphVu`t73{ydV}J%j`c-uh+E)#IC@^SW#rC4X z{6h@&m70*4oduRr!_vgX!kL(bi}`<<#snSa$A9)v6*>(5zZOml1Y*FTe&vG3_{zlv zM8f>4B?1Em5y*r2&+!V3uho6+kFOiFXdM4bUOCLK`dEMsU-yCLsQ+8fIN1Mh&+vh4 zSYKtZ{iA0zlpI|Do$sF`0s{Y$t1)x^Ps8znD_Agu;H*qc|JWl0h^+rl$($^}|5M1d z#O8HWVI>3@{;Jef9<?16-`M{B$itrZqX`ji9&JIQRaJya8x%KjimN0Ji6bf%bYX!6 zivj|XkyyckH6SFy0tt%5f*lePYaUs!gB3yo0pHwvf9KwFBH_)S|IC>=XU_S~nQz8& z7N^A(IP$e=03qg|PK(p~T>jg%xP_0)Gh*$@CMuOm%`PsD&YsObxVFE_znl?=WBX@s z>z~-ZdZ&6#D_h*Cv}vbk)6_(zU6Vh2HcKGAI=?zA7PFicD<5cdFXiiVVkUoKR=kA( z|9Mt?93Q8SicjzJ_rH2n{A(Y+e&uQLMST3{Y4HFbfBA@b8y~OFA@B>8IF#STzn*XW zsa9Ut-MX=+<Z7i=6RU|t6-nz<r=ua!t$VEm0u^2U(Q#DPhbwV7|E3Z%pD{(+df%$q zB4_~Dt?eL4{iQutmi?7O5wwwM*N8=s?^R+w?;aC}9&5Z#5TYwRsKht(`FU|9fBl&F zMV?*24qu%Y@8y3lV8dZST;CsT-dGR^^UoK=`TVCvF;}ZK7*(<JV(asFH+Q#pZm!ui z-3G&S;UOcNFln1V2&`7f&>Ll_%_<$bQicW#=Jm1opiuH^8S(iWV{!CI;}V^EHUDZX z7V^}hc>I`>TSdJK<-mLsFq6+Lis_kwp>9tlR5G6#i_`hrV=;4}ES2AT4u3-V&XSmy z*S6ohdwXl`%I2*m3MC)9+a(z)hMdX&9E)S)PUF_*n_FuNcu}cCP%9~TQ9i%4B<3E& ziYuKoSIc7MvkEZLX0QTqqHUM-Ru@3gPB(?p%`Tp~ftBKr@50{9g4vY+yCj|(!9+Vv z=U*?2g{fw^z_Wu^es)>Bk`FA4Cm*WD{N0s_DuSj$3(NdqS=?w;_ovnGY)&0~qEz>! zg&33a4_Cze2)0e@UB15}p5LeMt%^BxjA~U>`Dd#D=Ig6s=|E+SZp-F-tAMCIj)C8= zit+m}kl!7nbE-TAAwJ$YE>`k^RdIB(%3qI*$7k9mVr=W2>7r(Av+6U;B^*0%yfr#= zX0(2O>(1_-%Cw;E`)pmFIw9ug8@P<tU%b0}ef#DXRCU*bKe>6Me6=>easmgS&-YJ= zFMY^KuZ#{R=8v8fv%RmEPm0f>%m4PIP)8g*C_mNBYE(WQ7PTf%of4-HBg5sVH{`U= zmrsdjj!2Xv8M992AD1!5$4m(K)-Y6BE19NomcLZSBp*{aExupIJRg%u<-f0qFyo{& zK;Cd!09@vet&8+j)Q=dHK7VUn#OY`>+oXyhMSpCj8WtQCkPIm?)hmzkCRV)*`O9TA zcnNfoQRh?sorKF)+QfFGY_hphJnmAWOWS-)iKW^i<Na037!RCmx_@8K;h=QXU!7uN zJCrFAJt=kct=)PL3<$bZWDk%jk4Diq44HX^o~0Ruo-ZdYnHz@deX0zb#1*Y9on<)L zYMOc}ttqsN=;fcRiGv7jIr_*@G%VmwmIGp_hngWcLSj;Be?vW+%6Z$DIh}w8$ZAOU zDow|vNFbpY3I*v;meL1B;0>AOdvvPM7BbiML0IhLCrMfnkg33Sl1w=g%Fo1U=-J3+ zo*7p7i+`4cRHwoKhYQBYL+As=EDVQ4B7<n@(sTRkp#}_f5VF{|K<t0A6Q`r4Sb(e{ zK7$4E-w2dbr!Rw5bX+bgEQ;u**iT)FKPEdz!G#{qu&r=_&`>MmSl*QhJp9)4@PkJG z!-+$6VAd^wJak<uV3x#N;-uDO+ftcWcm~}z1(*V_>T>$9zaSJoka~n-;Nh`0^y65p zDa)F3F+vfma5$zx7?A`BU12hPuOSQc#Di?o759LnjBKt4!?{s=5<$$>h5!c+Mqe|- z5ul*XL`6Fg(23KZ>1jzK=t}8PXHXWCG}V(5z)l=JFCYuFl|z=w9cr*+oHc>UP*RFG zgSjybovwiynF^yHENGRXeHbaW!`vZt2GQqpH9c!EH_|?gxgfbUF^q6g^cQTgP-8(& z4V!?YZ@3;n9X-i=0lJz*tL|7B60GO}02yF2Tu|8<>2Zy?fL>5N7kFfB>W=k20N2U_ zGsHs}whXP1(Vh!EUOCo*gfeG5$vZ061+cC55SoAxsP>xeBsKTVAwB>ZW+Wkm#4xC0 z;t>pmMz`zLEeVD<iPdb0)}G>oETbZ*5u1XhNQW$vPKY!`mZsXKM4K}dQ=mpl!BfED z%qzF#L1a+y<vu}VC{QZ%snGT&{*&-4XX4<9!Yaz)8H<L{NgcRhWS$x^j`aX%T#sDT z%^d`W8Eb$naIXz`_Rt7|z?)A2KXWGHcpA=Cu0}eC9SJ)IKA2(vxulbWV+R%_tZ@a$ zSdDVgly|xT2~^GpdY~%@vdHooBCBms0Uqioxr4au^itR4AKqvdR-^R8GU=)$c+Z+o z@CXBm4DLeg(D6}u8o}Vv|LNr5o16Ur!MGK$5(}Wce8I?o>7}RC2^$7%iqqKt9{RC6 znmcGADP(s6TcP+s=4h`_pcRxgfmaW2U?u(#8rB%VKPU-=9<D4yXV4bdH4l2-?)saH zE|JQCp06EkGy(rp77HtAF9l&h*CPvR<2CDgs6=-3h9tZ4?D0Qb2PLW5vLMa7M(3wt z)o2SeGLTtHP_Z7^dOw0$ZioXQ!R6(yk2vrOkS-##AbU)vSbbuyr%xjACeToW2-s%5 z0)hz&aX;bCSlkpy^9MBmh^d1L?V8Cv3n9+@ers)-fVLX%5p=R~+-o#&X4s(0*xbnC zZ>^<eg4fqt(HjDUmbSejqwNtK{}GojP-x~1E-=(-JeReswbumjrpY=IWR}twJhZZh z1<2T|fCd?&bO^HHu~_1d3x}dT7&60P9lfIU3D$()>yhv$%NPi5af#9)Twqj9`Et3{ zP&$P3Kw1K>az>Qjij<!TfZ+*lSxknD9FgI%rjtEv0^sCun<#?#(<q<=u*;%xxK)z8 zLxxsE)(c?tgRY188$_SBvqFYw?jU1C0A=hcFd;*y9~uUy_LPA@7Hv(M51<cvKqgx( zN%e4JqX#@FIeT(K&A|#;&x2`qY1+F4HjI~q5VA-wcW6H7xWffOJe!y7J{AfYrBTIu zGZHYETbD;@1a=^V4F9(!GXjJRa#tR(VV8gqGCXRt^&$mzIZC7_mp};d+CnE=@KGiU z%}ZVn{g}&$02nV4Pv@ekOg1;U1VRyRGet{*1U=S*A@lSe2U*~+(k}K(argG-cK*Y2 z;)yzp)?eP)*~M=aP%zcYqxBbVUfaPpc-eeAU%hrlhI9IY+eqqJebHT%=gu4N^oH|N qUf4+K+=a8%|5v$G;kPq)b~kVDzI}V^+6Y?)NJiuLk1xD<ar8g3G5;I@ delta 75452 zcmZ^~bzD?k*Z&Vgcc*kW%nTDWqBKaObV!$!G>#GyO2^P8ASr@Mr*t<c-60Lq;cxW1 zuIGE*&;9)V;I+@3z0Wy&ufuDv^<JNK-X^kc$FhFJ!verrkZqp;Jc#FUG8*k7q@Cw4 zBJU-zc1cS-YGON5Yz<+fHvdRjBeudtRT+1+SLrCu(qTTo{d3`ZzL(*wb=jr;SMl`i z#t&)<*`d!})K?}BMqFZY{Sb=GpcgNve~b=c5KUpHIZo(>Td-}CRKGZ2)^4SK*sb}Q z4@VR~H4&d)ci?cJob)lmQHpUfU;8q2>898vKXx)q@U+yWQYDR-of`j0cE?Vpo1pWh zrW#*VDqF3&rDKjg=PEwIdTL?Hr}`hgW4l$tc=024c4LtWeQW{65(%2Gl4XV9n}PAe zooQUb>6YT6r?$`>3pU0}{*{Hxqz$Rt+DBQ*?By1`nw_3uBTBt2)p=W5pYj+^eBC6w z-v>VZXdP{w;&gYS47=U9S4#YR`I9>KJP|q=>2`|Ei_q_lpM{b(?eO~$=vj}>A>Vz1 zCv<$!wJhL^=*CIJjUc@*$J&~@budm))Hxcu>mn)YhqJOo+R+wM`t4WC{D+0+;c=G1 zcO@U<%^OHc;3_*Ho>g(ad$FI}HV@n9hIiDHVHQ<)Rkw82F2`IY2^mO)R$uCZN_Wa8 zTrkD22JtA}H7xsu=!O4el~m9D=pOi+zJ+FuJ{IM?LLO~NW=|U5L@4LZg0!u#^pY)R zraXE5_fwT0_kB!@UYM-q(qf%#1daQ7si~GyMvRX{yvT|vdM2*2BTF_0yMn-1r|hY+ z%%<eYRw9i=nGcPJ8E<{3ST3++w4Ws(a`+~0E+DX^jB;)99z8p*#T{m}%+#&U?$)v^ zS1|2szyGLdrQNw>Yp?#%*Lz5^4XYU1cHGs1*SGScXbS)|HWpv?N2cXfZ|E@W5=r(7 zeDW5j#Ba)ByqI#aDz=I8V5K~9cRoRtNbEkP(x6(ufk^{tW|?6FgR>J?@dz!!S|lC5 zl02ep_i<CWKZKEJEto{{+%>aYMb3=6Mu-w76ke%UPD&iC^+2i&rb#8W+t2}0WukqO z@M@}RC)_uFrsOEcPL(0+3y8b*Ud315Z5A5W6|Ly$rB~mzv)$r!NF<`DKJVQh>9n7c z`#x@UHf9LcYU<Lv(ApdM@JJ~tNc@JU6=NEa3+_WxcKMR`cq>(20RRN0M2dEOu1wEC zUTyL;UU_Hey-x`g$57@BYPg21&l{3eE-6cc=JAx`^@J%scB9KS@XK-mqby}|ltNg+ zq6V*J`Fw|XPU8;5qNUm9)Fy>)vH68r&vqsTq?ovq8v5!KvFV{(dB)M6-t3`|a_$g* z-v}jb$BqpngGoqv3cd%k2B9r4<VQy4)jf8FwT_9m+%vZyyj67vRzm%a_R%g*Dq7fI zOSUl>RBN&Fm)PU1L2Me8Zoi+ae3Y%$-mzxHj?!em0O`yE7JK8G7A4(tAJZGHkQ;}0 z1yakpR!=kV9qS(f<Qea{CGoJexWy2&@BCKLyWAQ;1l#($Sh^}XE_62iS0-n6?Sr8& zB{dWyd{=}v*7Bb-uDek?jgjBo*%%r6+k5Mx?F4{M2j)h9<|v)3whRs#C3GpDy!IfW zvC*SC_t^55r{PAEk?kn<*Ozg6{Hu(-=o4Hic^2B=$MdMl99AZchzO>h${|O*D=Q9u zEJu9b)JiJ}qc~Wjbn#-NxkZe|M42q97`DXiG$#;HV4Cv0zf7NjZNt@vtO#uArLFd; z`f7Jt9GyK%$)em)WxR3=RGxC{p#Ms?_E9R``vmLW7a$BB#M>Vh?MLe31_+D$llda> z^P5f2(;xTV1dzWF)-c~6TRH!RI2dqE%gms?w8!xtd~`gvpr+<(-9`xdG>wZLgVPug z=X>mPm_X2wB&hnjJK^I4nQ`o^Ju_IF1WtRn08)e&LxXr^SZ=zlp<|VCjz@w+wXyoi z*<^8kR|$s3u~f8vqRG-yRw}n!?bf16SazV3U~S+QVN-kw{hkGYWTCYh!MH|kl<Tm+ zk0(1Kb$^(8EkOI3-V>lt$t|Be55)|9A@RzUpJfF7BhT7Yp)Y4kK`jxO=g4FBR6(@1 zM@ygHY`?l~qYJO)ko=foskr1=luwiTi&vDXbr_GH4;kheTWBz`CicXDLu;EoW5FWl z=of}>Dq9i0wTqR9r@OU<bFdO!m=Ya&jS?N8gA4-(h5hA1nhXsRW^2h_oL6Wr<d=}W zz5Z4%$)Q)RGxWtk!<kc>X^YWsaCDupSb4BT1BOP<g5@BZ-YY#2p5LnQZuIs!f@ri; zn4sS0B<PX!uiKzDZj+CpxgAgHG>6FcJ61O5-;iW)tzb9%H{^7PHC@Co*R_u(l9jAk zHu#*cFmGCc5MKq&>|*T;B)E0>6yA!uN+tI$B_vtd_^q7W1uF2`*-(3*uJrp(@`R7F zbdj%4_)cPmOONjA=C1_txMa77AR1pB9e<%D=nB_~6#md6AW&vh5(<sCyV$t0IkLE% zj*(NjX>hFfYiKW>G<0iD3@Mj3X$ibc+ctg;erQh&MqJd$Xv;4$##{$ZKJT71<onWS z=GIVl08OWY^<xl*TXvP?><^Wg61M?^e+Zkk6JBOK6rUy;d_V5x8>7Q`I3uu_NNM9L z7`kmHv#X_EcT;Wn$@+_Be*;%@!EsGK%h#=dR5vR2@9|6W3_mHpsSCB>)aCS*#%m7Y zsXIO@v_PE5RRn2ytIuAQ^YT<uKO*DXvmE4z``DtDE;142)Ye86rnem*{rT6~IT*mf zj2U3&NopB2Shg4T_B_G<>!f+u*~fXtXFGwT)X{LR>$sY*r=F;lx;8bIN1iRcebT+G zL!oTo^QD&gBfaw=1@%n<hdi0>0B084)qOqB_+f;6fhd__ws`LoVGMnywWG1OuDy(^ zLk6Y{Ukn7s#qJC3>1)OIM|m2}C_R90UPiA%nPxxK29E){2&HwY-qDMQ`+~3`;vEaB zQcm|8A#O|!m>oRotE2}w1c5?=Y8(F7s>*R+V$*nRy7s-g4sf0==uVn|SI;td9=l!x z)r1gJ^g&TyCji<QZ(iPQuHNFi7CFp1eA!?_t84kj9^}MyGwnmi+KKRvIYw6*H4eKd zc{1hvDL8Bp+qFu*)v52JLPXw`GV7s6iaA<8^BZkW+I~rIhDN>z`qXZZ+gRG}H!R%m zuE)b^UC#Qvv@<z#{L#EAz|2_0wCZaRcfGqHVpwh}jVzA(CIgE1=$lI;B2+OZ^w^O0 z(0b3(eXI!>89{&ill1g?FcV<hdB=6M+bayL%6M~x7EMRR(+z+3krbvBXqNUZh@?_C z;^O<=*u~Pf&ss#x%wZdaC1=a`al~+$<|j;^Q)Nw<(5&LQv?@5zVa&<&c+lL%#K5{& z5obPx(<Elkene$Y31g{sF#>59eJxu~J7=8dy+l~?16mOlHXW_cMC>7Jioe91$ZZT_ z-fG<oKg}Cupzg5*Tqev10U}72>*z!Z@bs0g=3wfxA^i>w_QWO-h042=$y45h*w|e7 z?%*Ye77*435V9gyaYa+TE>mM0_vqk2pwZG{ZWgG?1qDWt4fk<mwS}Ch$!R?xl<4LN z(TaU}@wqwMJPL~{41e`tmfrXtV2{s7o%u1AqCABBrX{ubD6tQXB4~Js4a#AMjGW%& z+Y*f9CHYyP^5!KLE_LzSn8cLer{=F^1@riVBQia~r)&8=9=>t@zQu5L9D`6r1VB<5 z-|(eldEF_N_aUH+MpA!xKP||el`2uME=SZMW#3yqlPaGI%)3x1K5q5yLp{ME0h%7G z6@ha12grh9|H(stGW3AgRSV?FT$!`{*4eT3cpnl4E8H??_Y^M*zlU|!Ox}%z(Y=LJ z*bq7ZxjUX>iP^FzN6B4_!V~MBA~ra}KkcSE8}rb0>s=VSo3q;($2qy}nMr((*?d>P z$)}h?d*j6g!eY7ftqCzFqu5|$g6UENf5}9PK`EE0?|Ioi)|<6i5Pi+jp71f>d$i?i zCbwm!F8V#Q(Dx4pLtq#t{PfgHxz;iCQ))yK6VlhI$CR<^G5lpEJ@X17Cy3_agXq07 zvCkp(>YQ8lU8zoLj~e1FbCNA?@F;zz7_q!#3<P(kbBgzyguOWVUF9FLS=)ss0chu) zTun4Lt?k6mNC^5<H%RtNC1FF%&q$ns<JxR5ICUxM7{CwlF4HSj6M($gx1YX=G*iD6 zU)u8ZHpRnio|M7jqpU9cW{g;(1hFye+TS}I94y=tBULFJd27F!2D~EMoz|2b`s`jQ zfj3z=`U0s=Qd1%K)M7m2C!<Q@<7-o	!~}pn2M?)OdVGL(9b@Oqba!>IZG9YG#C{ zGNCOR_beibB43wLyeWwFz0rU8V@E7cT|$?uR$Qa;z&7QJx{;3&RwV`^4`-msszht> zxs=Y1A$VmBx;d8X(oy(>(z6BIuch=VKBSmXIMvj2g;z~Uu2|}TFCO>(F%(1P+!;IL zWO+xk0h?>TrOWQvW(ISyM9F7A-C3ILw*1+b+(b9Dr~QEJ7v*e?K_P`7hh(o<mpG_a zkF6d*Ybv9E1N&%JMnfNt$Z?f%G7dX;LUWIh-B<JsE8P1b6@*8uL?_^h?J6H1vCf=! z%SwESJ&RNA0$?qUaVGWrmaS%h&-BfzAN&2a8<#`oQjC?zw-1zhztYgZVUj!^?S5&c zBw;Tx&y<$#xA?$m_lZ;b9`rf?k8k3{cd=g*8<aKH&qhuIKOQcyd_=q<B@ytELGzA{ zRH&#-75}MfIn>z5`4z39NK9i>3@e`HdjTUEE1`v&q@yB7aVqQ~9P0-T*)O{X`3I&q z2c?<MOmPD`hJFf(FtlDr3UPbfMd7XCF#nh(a`#;iO1GPNe<mb-N1cWcaXK^C{p!G_ z>tF3=8OU8a0ee+9bgGVk=SJ8zr}h`E7Gi}5pb;+Ou+#^ac$sx8aE>UOyHlt<_m#k~ zoXpp04y=5Gerg6ddlJbjVHSB?UhBeRtt;O2v#wDxv(Mv~V&CN4CF{M$oRod4%HFr* zW8pwav#$v%7^F7wV7(^q{5IyPvC(x6{{FB=Z7b2V`*poT&jdLT%5H|gE;l~r6XrOZ zIT745kJ?VzlqQbT9D@hrnAIAVlX^tBSz0C9TUeXlIqA+t9(>*I@&2B<9iw)&tp?3} zS>F|1I6F+ri8q@?lrENqL93R2N0b^xvK6G1VqoNd<jdtgU}jruU#JtbPC#cPG;U<C z#5bTyEt%<Uc4kS07!bere9|9(3Nz6kxm_vyYPjEig{ZE|en*oK4+>2~tY|5GYz*jj z67V}({&MB>STCYb|2m>}H7f-9;;<Iu-jh)OU+sx^xH!za4mX$Gg{h&+;#i-#oigaX zDe$mpdlUlm<A**&>PBOnQk$K+J*Ag>N8R8zuK|oD>ghR~h!cjNEI>1l!NOWo06vCz z{RwTyi9(RAIE&vHrA+2t$v|7NFxra-7dR7N{?7xvr2Sjy#G20{_qDrIP@FL!v}6s! z{;hW4sg0rJ+bVLgeN8PEitZjEeWxWt*5uHhl(ZqNj_gNmHp@oM^N#IztbxbfSr;4~ zR#yD9w}W~Y2ushLNRj}`Y6+jX*^ZW#tq#m(E-Ecff80pLwU}>{T3)YAJ`v9ipkt^? z<$uo(;5dtqY%@1eZx>c{-^o&!Fut7eF3gCfKSsidwzD_o{A86xidMn=Bbru)Wz2l7 zjaL%(uDCBdMul-0NFo5jP(?|`W2Em6y30;=#HPZXrRFuOB%>wI4Oiz8?sZe_leY_( zCDScv12fDs?|R58HW&u-xMCMX8)hmv*u7a?7oifvfH809tmpMvoG#bwXAUqaC+_7t zj9;SFQXUy1PmdUao-7BkxrkziFCx(C?fE5;qEJ981`rBC_CNu)6d)l{F*pkl3=|T9 zL0BMgsE{Z!&JMtZw1WYxs9~Z)5D=6FECv^XKu|3lh8hM-I3l7-&=e*4J%$|lP9C65 z0~Cb|iGUz1U>I0P6oR@T1SSLnK@!Ng=#k9|04gLc9FUC#5&}ZRkd1Hv3>yR$0z;t4 zOVlwP>aIW-i_3E-Clh>W>EAK>GfM}2APj~afdkmEKwweSq*|2$lt>3f01<K)4xqsR z!bOl4Rj5<JVgN662r^a$K#2u`umEAmSOWk*l7<eK7&)+sj*9^Wiu@JZmm3&(%t6Uf zv3*M5yAlpeZjxtv4>I6Ke*8(N3hOf$KIQ`7z7mGLBUE<YUVH|lUjhO+3wFck$XUMG z1#GQ4#y)Fyy4cvXy;-~31fxH0CQA?clsAzsDV)NywlRM9{W>PV18dmy8N9S4;6z5o zokXU<{Oxzq^u??uI(fWWL}Y<dn-%XSTcz2(HhhzZtcnenk_qv;YRO_sy#}URVU*(v zudHfK_`J;W<09z{UUXWno_4N(I(R{Tser3b#|}eg!#HgVLFtVvYUnx0$LZ(aaa=B_ zZX!O#AS=3&umfSw&QFWpnU3DJRRg<~6()|ep9nZhb~knbSHy!Zh@7+B&YG5MUgXJk z$g;pRIp$SreS^uW-JG_dfry|ygUxD=j>SMY8}ZEd9TJtDe9>Nf)6Q3$`AcUbql4uh z{t|*#M&py!nX?C4Yd^~*M6baHR&G%~2!9(j{d4%ihMaC%lFHX88^cYDq|@eox<<B> z-KLw`hg6uAY{RgZ2&QqWrb7pK>%Hgmc_k`V)d#m@Ic*lwDHBZIK4P9G>I747un4dU z0VWom71}v3Ul-DbF&L&fY?bXerrFPoId9QTFP?7uLTn4Bw6+lOCo1~u30My!9;A~O zwMAVNtsU_CQt2c`veTBYEHW{C?o3n@xy*x)lI58FD3YfOL)-|~>9*@iJ9wogvOO`N zB2lRup|5TcRSj1DK*2>>l6HU;lE-EWZ-)Pz*hTBE-oJj8RvV0tySPy3JxEDvUJ^zI zREtr)Y=vmx11Pc>j$4$)%v0D9wBJJ$TV7&)<B&zaEBaJ#-{Xkn$-qf89*=#n?QSz+ zG+TIz?sL(ufFQaqGRW<4XMVgiRYv{;vmoJgeW}?k#Ei6LR?Q(DG)pu%Wf|LQll0{U zURc*_sDYfF=3Bt~=b52JIGSP#8VgzIOwwtIl<EN$&pol+JUzUlR(SF8D%3Kt*?n|N zj^om<1hF25yUZ1F3h)=_nmgbdm<kObH=XfW^yD&tU_=Fq^k1;AGBXI0QI>DFL5-D* zkoDds;l<{T{V6|0YSrg)yyaPfUox(2nFZr`QzpHmR0`ii7P=TskIhQh-n(aW^n~`? z<d2DmuY(usUgSu9l_eP5*q^E1qdaHzxCw7>?rzCWIJEC|Pt_2@7n@@oCL9*H3;c1r zj&IdgaEI_bFLui=I_iumdG_IHUkh_3tCa>Bg*L6x+DD&2U*GK9ZSpa~j!hh8Rn8RN zQpE^ObGt$j0b%B4{f?On9fL)+L9w0E+Jiv8od>)O-zI9T0?kNrYy%AipD>rv&vm2S z8<%HcY<c)px_$wAZSLcn^y&-O$p=d+n1{drUT`A9n{5XpX=i`GzPBV<e2prBg4f7! zLMj>G%Fime1zKGb$JiUe$SEgSrjw%8y#)K3k?;4k>&Z2V8dZUrI>>W#371{i$KMM* z?(%@t>6pzwm7F-by<bd0`4``-wk<5O1nGpQlyAN>G*~9)nMVb>b9Typ!$Ly1D+`HB z?&8!C161(ItyNH+-^Vl+wNj0Epx~gT1}h{e&TSpf#X#BbCw(uhYv2KHa;*IsWSyCC z0!)uFNEfACtk+t$o}!7t(v?y4VWZ70v;|E}iya%0PhGSbcbGBZm`QMHkx#D7rp2S5 zJQ=*gPb$MUH@TO~>_NivkatDd123jp8r>R^3KBA}XswJ)c>B<lL9+Hs?~S8q;v0e~ zBDy{gJS#dd)6{7+lOMDEUHs;U0uER?365kH6Hi&mv8NQbZzNb6i2GI5RwKbo)<yra zcR^qoAj`ejQa<b0(4tITL60jSJQhbZj}DRzy+hNHb3F_;l`F@~+RLf!%5i)-A9sw9 zwKV)Osx~s%1Q<Dw?srVHQi^>U9Y=!H28e=JN$=?%agaW%K3{EkWB*liK4Yi*OzTxd zdgYCOP2OwWcW#_EUjj#*sy=BVO7qOcWh%EanU}p@t`kpls8KsSN@V{@sD-Ztw=`Cu zrLc_MNkb1eVX)fH-I4HrRFj3S0qCPbFjyG?rQL44`IFqGldK)#tr_{BhN{CX6m8-{ zvS>~&PP_`N1iQ#s^mMJyd<(+0bV6^0I0<g8-&&i+YguKfXAkk}X$A4_gz;(-FX?R* zXJ|i&=gYq+%y2K<$k5pUP?ly5@M_`XwA?0V9PgkTZzj%U_a%|I^#Q~RlnZ4LQl<WJ zAx$Ma>@%M=I7f4*XgMdg3qTsyiJhJ=Kbj{-3J=eoc?mRBD&ts7YA3z|9Qp|10Bw9l z!)$}hjXsvit2wYfddvDcnvX;ClVS=nPQ@D)M2ov?XKA-@w1vC)m478$5oPC7ZgViN zOqmj}>jv`tg|YgcUl)wDte>+0(fWaGENw<u&fAK<_bXj$C++JGy(^7hh*F|;-b?k- z%&s?$XK{|=?lEhB+Q8-ub`$m<)tFh3d%{hPCV#1uNY>g}JLYJUO_2YET)}s+0KkFn zloQ)Zg4OgcHAHi`P574{iHQkppNnte+-_{p#KC4??5#j>;&gkG{I~nh5Qsa6ou?1f zXX`Ev@Vq9w7qmVcA6HJeEdiCL4v(%^R(*Y7S8ULmO9C7BfMI{8v$F>+9+;OO+V>BC zoXM^huWNkVKO`aQy8b?CBEjS+$o0xD7;fx?v(fKt8Z?d>VVI4RCGqkp&X8k;t4TG9 zqD_ZiAd`%XGYz}t_)@X)S}%f>_9py8di0C%m0HI)Z~U_c5*#0A7v&B#$IdX5U2x(i zUsZugre0XE`4bl?<R)7LJS5nOmAlfJJ}N4!A*G3F9~ph~%&uoMcm8yLWNIP+%wIvX zjEXuoV6WHB^rek>bOuy^c%(V{%f3*||E}>#vMD&aaKFc0&RoCIs?HR#9!U(VI9j7Q zGdF85Z?}p3L94HFTf1;+sKs&<0eyiLq)Yq-gKD|g`KwiEC5yYJr_i&Rd5_(m%H;5E z0w#^Axrbl3c%}MsY_cHjxy~dD#Fc(I=Z8Pt)dEE9?lINc#B}#e;1wKD>4o1txks&J z_quB13B}TyjhE-CD?Fwa!Bj6!f9X??K07sa&VqluiCfGe_v>NOOP-(m7?=toDu{S@ zf`sdI^jGl;HZ5L<Z-YXE=rBCaVy52GXYbK0jC8Lq8PS+fcjiV=XfKzB5G<=$Z|z(M zH`K-$eryw|bHo6_PAeB?@9c7Mi0<xN9n+5K^fcxdV~FEo`@tU{A<&`v)QkT4u4TVm zBVl%!KBu<u!z>uq+!opS>{hf$Nk#C*)dse$v>#$`<ul8Wy6rmeldWLq;^H4crNWxa z_)`O0`^RONmzs*#>;b#quZ8a)-CaeNHNGdF%U`(vWa~kVZL-$J7VF3ywwnuL9PZ95 zFo^fSxJOhd4rKYoz(6CnW0KWuq(pK%-R9>DbhNWm()+vb1kGoDn&Hm~1qjr#E}bRD zZ|z{C`CFpr1zlmtboSu)waSiQnGps#?EG3KWUl#t3FQ9?Q{iAF`Vl%S6<m}>ghd-) zSlim;*>m@&)*dWCI4EJ1O#r!%3BW@R=>qUspwQoAP(iBLUoBkZ?-ux{H9-m~0L*Bh zsIXg16vP4)6%!Ieh2K!Ps1Q^X^#6isJSBh%l2H+WO9O$!g`iM43s@8)BnF4EKv0o7 z7z+PqC?!%|1wfQwOfJm;gu;Zta28Q0SO_SFnwqE(7zASxg+YX1qW=!)$&lv{0Tc<E z>|*qys4*fi7BCQois@l2Ajt3d9ms;ZE`f-P2`Oy@pr!=EA*iYUj@Kn6@r56<7y(iC zFy{sEA{mqc6lCB(>k@uqV8{Xo3V}o+$kE3DI-~)rkLJJnSRhc;!jZYZ&?%8fWdJ$d ze~%Cap-ci5MgCF-u>ZRoCL#oaqW}dWCIp9xA-^gEIB5TM_21nfF(`^OkZq`^Q;7XG z{r{Tx(Gvg_04$2U4+l_)i2Z&i|2g3QE#{vaf>0(A`wLx=0{Q?thQBQEUju=t)r%xl zLMZ@n5b{1B3Wx@Np%Ws{9Z)>;?H4+I!Z!*cWWNf45c?0qK#?OV02uPeW5C}K0}%oL zEl?QDd(2gnA*RjTVkX`avo>GErAl*vm1p5u;*}EP(R(-@d4h9CJ^XlllZZtV0kn8- zm1?jvGY9#bb-=fn#r>7z`S&Kx*C%>RS&J=oR~w3^yKvhtQ<mo&s~-kZiy}?5^wg$g z>*kvV7mOdXrO%B*_j*0g{Dj4ZGwP_V5nc$vlCqj1h`Oy^-oat2?I7-&w>Iw$d%V5O zY4CGy{|9AZ&CW#X^Y1<{WIZB^8n&@}#C^~DIpdJVJFrDkTePBts<hd`(e>@=HB6>$ z^voDofIoBR>k#Eu?QPR>YVMp{x(k1Pp>4}8?CaiD5v7xL{PNdAZ{8t)!$z8|E5bc1 z>ce*U9s|i{taITxyAsB!&o&MPbr4m>m%f{1Ey+O9F|r%mS9?s~)g0|jKKbTLfag+2 zE3|qH4n+(v3~fJ6xy^k0Q2B0$sJ)WS<IL2eCg+KjWLNvl(XxfppeR&P!*K+_(-E|N zzh@#8a-b%G71d_<*^BU*x_`^(>n_B`_DfrEoxLQ<?Y9x-rt(mgv#l8Ts`AfJsTCR@ zJ6_M%*kbSQH)5HO7#*|HNKv$)`zhWK>o=Yds4sQYRy=#5%Rh~*w=Cc>Z+MaZi-YL{ zQquTid}+@yx2|Q<`YR7kb=<D!RATcwS6nCi)`F=YO26c_Qqw-B70By(<mJVJ(7<K& za8y$adB;dh`$k&fkf5Shx@_Kil$Os{&v@13gGVR6kE=M=uCMQcc2)hv5p6}ar#2{+ zyF9m1aGkI4%T0TU-f83~OA#6|5~CTU8a|Vl%Qg2@!bx(o-C~P0r{cs(Gb{w{O&X)) zxA?s8+Mxl}-G<tOK3Qc)dsDsl5zbiS#$Q$2bcZ5Ng>?|1CE7JL(rL;((Hx)i<wwyN z#AM$Dq;MREDVnm-uq-{jUs=seS(>|i!zb+I%TzmZckEv}(MHB`?jDXbaP=_X^Q)(m z+)lDRVKu$HP0#(ZT$-38q9m7shYOA~3rTfE`xs_lAGLE!{*{}FLYvyE8R5A^`$RFs z5UsNd%X)tPEc!Ck2hT;P0_lrx2z|NZF@si20>t2X<r`*Or1B6FmVazXvL|;0m$(dB z1JZ|)bdP#jb+@&32?RkNz3qXio7iTglb>e6@wO5otE(3*e#90GnXa6P`<b~6rnggc zZ9Q%!qd7drt7V6@QImERBbdi>GK1KI_`+ATgtwwSi5`0PoOsHpufoYnU?N}QoQQek zC)eJ+*b#w0(vi>#a<vfWV1zNgefsdan3-lV`f2Ri&b>@qO|^`VSE+OQIgycI!GuLb z&GvcFBp+*co0D9am3&r5KnpMSlfF>Omi`BGlFk%?)(`y9Kfdcgsv-^=2y)XSD9H(J zeOafIFZS`aC(F=1Gn01@Oc?QLFa_R54aFlL^Xph#))t5grd+(;M-rTCdAc6>(nY#a z*o8Gq%zWq!;?qnXN)129By2X0xUcs~96PB{9=Z8VND05Qgl-R3t^?NN-g&vmXBvn4 zGwoo$64s{KF>HCtgoxy<2vlWxU=@N0ICFlGmk?TF$67|iiusJpLc}ijs+M)Z9C*=4 zV0J#umRv(wdQBcHLqp>_hv9CKd(c*$H;2*Ne;>OYi#E=TLkTy4pq!cFXmx@y_ve8m zcT)7aF-@v<a<CE?Pv`VFTZ@za5|{~GrJ5Vaq!U_0;Huh_htO2>b?MBZ$D}%v95xM- z7f5=AD=mK?Xq335MxF@&iXoo$^0~;~xW{Vs07<`jrooo5D)6QX$Nr=1BYTMNEB1|X zhxba`SKCuLBV4)M@xxP`ZRO`wKv=jPRfopTc=UxaZ$`ztkgK>jS#)yRdP=DC3&&|) zN=nW0)*m=kT?kVuNq-=g!VkqX>)yPd^al;jHy;d4xkE0xxn5JgEu{=Zs`ssfW_Mh3 zX)7+Qtpg00^^#0C@z4z5WoyVb4EdgwqP(CXLD7#GZTIb}{nA92tVb^WSWZLMqhY6C zAs6=$roxfy#j&u@`&Br;6Fzz@pyI2=SMv9tY9XJr0ubbKJj==k2C6GFyLFWO1#^P6 zE?b)Ki1Z?4SnG$rGDGXL@MpqS5EDPk`d8ELZ=V0!vFa$8|0(~dtbc`HJhcLx)GV6x zB+X&|^zeNH6ZM>#+^MIQWusD0H6ehrGBhQpE8_qwN4pS@WZ72c@Vjxh(+fOtd-|^O zm}eSoYP1Mi^p!{Nag#;pT+>IlY#F2;TV0<$P)<c7uP}<1CTKNi3(K9sVtL0ze95EB zxF@ffj8!FUV?O6+{<AN9o{4F(&=XCvv=9%^#uYkugPF!bHNUKE@-&ct*#_@f|G5*t zOmo1TWZgI8<e%=i+cYDB7jedQ^q()^bX{$>++MXKRQc|HUHv#+gx%|<7x5>iZmIB` zrpuOTth<_~I$o2AuF146K>H|KDqnZ)TJLu)y*U4sfdQAV+VZ?%Q<Bv?4lGz=(%>I> z+Rt7|keU&pvTH>QI{gGn!v1xRXC;`>p75;Kc$Z@P$p3@m7No<)&WkyFK8<>edAY^a z6!E+f0j2en1dLS|$rc+*ZDYrla{9I<W2y4=_j4xB?{{xFy<QMs+_&%(9^IjaaX8lW zvZlLM?qSBfl1K9D+)ilZ(k#e1bQ*AyAM9}ZMaFYy<W02}7zMqqj<&rjFChK(vXoH~ zL75_O1A$KT?s=JYa+*QkZk9{g=?_jnhkfQioCSrX=A_eGNjFEIvPLJ#C7CSj%StUk zmRFvlzpKm;x@qc`{LyZEB**ONMMD4X(#x8_tWl00%Y*xAy4_^z&YtO{7=Y@>dhPd4 z2QzP(QfjA`c*C5g!=xX_(|84+JfFWn^7R{#iTrX^ggsOdyjr}MCh^nCC2hY!sq;nL z0-{}*(#}vuI>_|qmWaV2qtJCW`-Qb#eaZ&Q=gAq%&y>f+M}2&jo<(8f^ABrP3966I znc@@{OilD{cGC4_C+e;jJ^jL=1_I)m#@*@ew0?8L2iF@`nV;t0cUOmQ6xaZS@pJI8 zH!~QQYh*TXvC=Dyp|@zJoSVb&ps`^I0AdJ7QPVth;%wxz@aJOA&hHXWu_r)jj&9Z~ zn}><aev7oH_g!ct*d=e&Kg#^1?F_x88G5~JOVf2rKZ}1;tRWp^7qspkSQ8Q<apQzE z+zfKTy_tI_kuf?XW3bdU=G-xr6-j?+77*1wI?Vm@t?>>dC*)d!YVrv4;|~5<#uZA) z2+<!#llb6Hc)K_{2DhktcU1K$O}Kx0M>l2U%`oJ#b*ku3ETod=gzBvmqRv6i1@JZX z1Btf?Q%}%*{Ts9m@<>d(q%(Rc&KuK#={N$aX#`qkX}RS80TyBjT6C<GAdx?e@E=@} zFw7?OKU6`${a2t16#D}pEI_f}5jhGn#Qug2G1#BqCdgiWz+<F_9srjT0u>Pw5oH0P zB6~2H1p)&Jq4M&%`T%xvC@%{t1^=%sycn|W23>^-0u&K~!cY-5_;<t$Vu1irk^l(B z9Y7(t*k5S!n+K5e1_0uOJrWrvFjNSF!W=LVA|whzu?z(Kmy`g4p+H6KH*p|e>H(OM zmbw6P6m9S&h!7DYSsnv$ssHB^IEqdF;KskNAVMzK07#KIs;K7}lZzllDgeaHAk+$= zzZV1(6M~`S2M}CDNL2K9EB0HC_=7{J>Cqy2p8&`bw7B??R!;yF^nX#<A36b{U<U*R zvY_rF1QLNE2cH1gb^q1>cfc?DTPT749r6FmOd!<5|C1KP{&n$R=)(dMg9w3;Cw2g~ zd%*vz8-ijtFdSKI4`37gKL-F&>I~|w{+CjcaL7gT8z|@!h+ss>O)->3P>6>@x8MH< z!U|9b3rOT|8d4AyMd2p|8ESyy3-Kxxe*6(henZor8rpTk`Db&rWQcRK${5hn`jJum zn>^W94g5ja-h*_Z^Bg1&`eGghCUyM1p}($&T$KV19Jy<kM)F9GRMza^*)4SO%jssY zfRj}$vzxmexmMxDaP>ZewC$)bycEUX0>q6QfAzp5Qv5$H3k>gVEM^^}{YnJTHx$EK zjBlLHIT1^b2MqAJz+%=Bt24OCKTy1vls-%$R2tMf0HEo2DlsKjyN8vr>?ZWhBUypZ z#_H@|;_b;`r?<>j06S)XR9t%ca5~}VNt>r0LzJ|~HZ{K4H}0258-w05xDuR{@voRN zc)Vt-19%=q`8SG+^F||$F5qIueWKgfA9l{=6%mp@gTgFS9&*)`_S434$8cO*CPmp8 z_bGYQbaC18G3Q(JWGTBy^OWyg1y@ZmPG9_ZYprn0w1U@pED*&(G(#j{PcD*9bGkOy z{s6&K|3R!asLW{LAgw-{f5W2~^HY0d>3)BTCRE#)wbQ25x{DBVjGALACpeqmv8E)^ zA{nt0>P)TuQhWPjSGExAqvZp7VU~&SUu8W^!N2yVF|<XT$40wlj|F^J4$fi2!1f%K z@BIcGpUvksDhh2n2%n~kuB<z8Gc21$K6sa+Lrb0p&gv8HVqIf<Ia||_yXYeOmHo?W zMf~Pq+N0*cHxX}sJ^H}EgCT9=^4x`DuxfG*QA29RrO<`al?JW367r7C<-c$6S?Omn zxN474kn#7t<K-VJWBhuTjeO1B`QD+y@vvB|ty^4Onzb~+F}n1tm6|G$OkpJQU_9n7 zGzejXfd_edW5x8HUlwL_r}6xIl8F{Wg<VwDPEh62dUMgWAZK%Yyj$)@M9d=km|f;) zg!QctFS$sR5&$QTlszNsYvV6DbfybBkn19~{NBum95Ft!4?h}S(56>~mo5O){KtRl zg`N!3ixjCnYFjlfj`wpl^z5Ij{0ef$xredf)dr;xFEg0I{(|_)^~8XrByBlZi6XGH z8gt!Bf$O<df3Rae{H?|G8FOt_HpAOjV+cm|fUa-xns|}(OaorH3ADh+54BD)cJ6d3 zb3^RR<g9pTmMc>q`Edq!fEk&a2Iq6_W>@^EJq~U8b!68(2YASWz4QG@#Cj7NN}f|q zRi%91GPO^Ts-3KGH7;kAv;`q6>XJ&)58u?gtA~Tk&BSl8&Ymk{IP2&nhMqnPrbRU4 z9mXd@q#K_4X1u3Ok;gBzA~p;T^pSQD9JaqLd_}npw0Qa4OF@|+rtXD$_e4)>bTj8i z)*A6=GXOa|SFe<g(GvHcFMOg?niW+k)U1=oPSEA|B7m-hjZ7?dBhi71x>iao97gRu zf>>k|Z;aPj!wHoopGc+My5N~jnFk~CKc8N?pl|9pF4IKD;N8BriETAkZSy^@E_(U^ zR72U7Z}s(cXaw;~Voa}cZ+Dugm+jOni(g(@V#_=htyU!QvLd8M=e{E8r;hrz4AT(R zk(qxdpA|s)#bjxQDv;5VK|8#8QcWbFFTTd2sWLSEJj?I_LJDoH0g_Y`XO~=q&|{X% zMZ+RhgVb)Z{#dYRFltk~$C6(*C*2W@{cO?yizE(1`3!gK`!F4fUWrX2%*28kVab<b zL3%(#g|Qbe12gOlb>WS3NX4MX&9U=Z5(|FOwVDpC6vR<$*-a!%=jcnLp|;vJaIE;T zof$}_rPLK>M*+^ngZ_{hiR}F6hzDG}?OV+$0w!Z%zrZJ>4_1e!`51VVR`Z_d{E&?U zAT(>(Bgd0)!Lej2g2v-jlf<bHl5{rK%fnv_S-gDkm;_=O?iZ@pB8kn;jKrWUInT#i zQ@D@$aTWg6kz}&}n#nqgJM4WL6$68PKl&LSbBI#vE75H94mOd;dD`mtXb=Hn<_<Wk z^E7rtnwIZk81wJ3&!kv8DkSmhHt8ZlwSpIeyQF!VJj*2#-}mV`r_4M}Vf*<2_v(H9 z;a#C2fmHt5n|!HPUj?C2nfwjd<xXN&RWWeuSA%w{zle$1(yA-2!kUX2-$l?+K|d*M zG243Ov88`jc@f7eZ8|ER!$yTjWzkq<h}4PY#pRZ}za6|VCA(R==|@AVgD$w$y%&f+ zO<~mDf6L)(vS}S#d9+)!_Oyzayv^u=SagiE`41tH7qVgS$FLE4Z>e`}H4lE(Tf(f} z3p@F}+U1(UDZb)Zk*MB#NL6$X^IUUDyG)<JV}Kpct^e{acXyUg4zxsy_~<)xJt8Z> z%Y?rx5E#{#%uW4L*#T2KNa5w@_fJ`()B>$o)yQx=olYDyJti=IiQ7;g9vc<Cpz7Qy z%v2aiQ)Z>EI=a}}SNm}^pcbuP&4*O|9N?VEAc-Wo^!E^28Q&fFuKGbvICRMy{{^QV zriBtu5<}*!uXpRW&y#X8SO_8Ylq?7d=9@Yz{o+%${Y*aeEtV%Aj(Rn<)%)?j7Q7Kk zP!V<(O+9LxjLN*ASCXwrC)vR5_WG)(jMml7IL%xsH9%hJF!Q!|^z&nm2kWxG?k`c{ z5sE^tb~u-8IeWNq5Ik**!r-m9GcMma=>k039`-wAb~!Ls_tEL3rqCcNKZM1;zw=tK zpZ=t-vHQ{NB|Ul{0l4Vwa|uQEp1+(fcF)I%+Pp<`+aKVUUny)bEYe)50h&g*vJxb% zHMu<wmje0yxe^`raX0w0>ffpy*j&CUj^JQ4cX82Sv*erDg)9^KT^(X(s*pANdcMDQ zj~^p$!{&ZLsA>*V20g$;qy#)~r?0P4yYKw4s9Vkz|EV}0qp!gTzZ1!Abz=k5Vi*O* z9K?)Rk;$>nQjEe~izZpI@}maS%pEr^XqDS``Qx<O9ojL*t;0zL3;yeP(c+LIACr(E z9i|v-*w)?SIa1vOaCV|_<0D2!ud&01ZmIMQHu_%gaV(-Qv`k?^h%0v?npb;aE)nj2 zb0=?;;jf+X)tcTtTiA(ti~U+;4RlfHT^Vu=`QC0pu}7<$JRD>8Rm5ooFUD7Ud?Pj< zurOOy7`dbBOrro)xYf7Wk`ocK+t*zQk{@lGx=DLovcMR&K}!?7@B5gkWl#E9Pr?dm z!rY_J@}4IThQ)W48W1sxoD!ZG3VwU2?^52DkGn6@iV!dF(`8eZE&<&!xA@z|`fQR* z(SeJi=MA)}_VsW%<9=dH_pD|+uBGhAS61}IG0Sj{4i-v+$osn9a8JqLt~#IfA6+7C zIKQMW)qw&cS*;_5z!Uhy)dGcV;uV(eZE|P8+DM7O@saR1eFP3%yX(=}{jO$8J-Gt4 zZDe@?t>>EKRGv8qnwlP^P#7ghNEoraIMXafqyzcLzr9w?Fl%Z7|1>u+8KSPwW0;c5 zJ|oAPQ5b2hO<ZuadD<-NCLy(DrY>eP0M1Uc2FsjXpWIoZAABOVZNZ;ViwZk$*ckBZ z+p37ao)?n_A<X)sY!f|)Sy&fLe<YhDQmp-^-2JmXE5pJgnl_leEp9G28HHOt**2<G zzCEu~4osReTPvJQcl*Xq!X;kr26S?e1J+6Q(M;zRXU@Ugnl~hW*_jOrp2+<8yeL>R zW#0c$^wT1C^<B$JTVpbbaYk==Csi>m#--nvWo>)xC`1#UCUwb#hVyE@yPu#6jq_0~ zmR}El8eRWSADWqvQmsbA-4(ZfEAG=>htHB-s=9MuGIJCoV4-(o&u<lQY`$_{Trow^ zmoJau(i_ihDLtAFyO4z?tgpqIm&!LcuF3a#i=OPp)8HVHjY=}}><^i|-@XXUUi^^7 zb-D3%<BiS&26mSVhUx1-#(I|Z@u+mf0lv1M+bnalP)xZ5!^)`{?Yo4-*9(o;FG==t zSIdi->xq5}X-=)*D3EIC*7h8((eyc9$Pmg6g*Ug<U69BaWq(AD#G>ky+&lnmR45So zUm6hzB=TD$(gC4#o<CjpU0j}ddaxLwLU#C{_#Gtj7fFDCe?SlgZGVYHAmE>yp??1r z+Jk_9@g555{#<8*RJH*q|KTG>Fp7&nq9`Q^jN-oE63*{JE-}>4-?)^(N=}2!u?8?8 z4{cDoQjQG(n;L@R92Dh&e`Aj*N>)P2OK>RUA8KPnM%V(>7)3!SRzj79i9$g_sFjJL zSP&$FYEkmlUqxcbz&mteq^~WiN{r7Apu!9UqDG)pr{55Xf-Dvw2#(TYL{Supx&rb~ zT^Td-_ya)tHxDv_QPY5<a0@H~7D8bmO5Z^#VbI@_)bIHqmtg=-WQ`pPAl*b&kuntk z92yV|iW0O?Iu{5c1V+&#N)`G|g1-qcp_QE;*=_fS8y}*$8Ylz-v!J>`U?|FnC`^SV z91>Cgrcxq`|Bb;Yqb6vPD>FkxP<3voLOCE5_*;@=fuJ5E@*8haYer%5KL+{(sbom6 zDgYS(1pKXs@gW<m0YvO5c?bmh>;3&p6k~y+>?<k;{zG<1Mo$2};s4J-6jGy>_g@4E zLY3bA2Y&uv4}qZcJCvo7<_;*n{P!gOVOx}T2#5YPiGLU3fk4QkDiqoiHK3F`R~3}~ zzEcqVmafQA-x6vWpcp>c0Ki2H{<mJHX6<6@X@`2jVCdhv)nio;)c1zXJCAc<4qZV< z9O#=<_T%=TEPEZs-EYz?RL-OMYKoYdM=b{{_am!v#hGl~V_&ujQD5%?7KQNY?_=Hq z*)_T<!1(O<DYXpE)v@?++jMz;9@u!f$&cWNFq5_!^Zy(ybs<IK6L4BA<REMi+;7(m zE%??Q-`><CG8kLli>0(0s=Q8~4hKai74kgB(wECw$2YNhANb4};kZGdg4-*7M&iK> z8uvaaT@U+y(4Pp4eEMkHsHqo=%Q&}jsVzZcG<3XMjK4}XYt!4svcKfh`g}l}LDsyP zJL}xA_@ztJp5GyDp}bd%a|3AivqxGIRnf=*9Nv9^=*%K`>!_B3CftNETlDU|IKHC- z4iU9z(Hw>xaQs~#mU3o3kkeh$7g@yyq<F{uldoi#&fsIvDu7V9s1=}4;SaU?Ftb2E zJ4+fHMIftIE`=XwkS?ZU(DTf?+>MV!Z#wm30dY{hL)sW)49^hVtjzAoPmxc+sp>=T zt)2ilV%OlT>^fUGf52s4pl`aZKujPw*koHxLXjFzW9S`sf1Rblf%e?z`7ZRgLJS4R zvUuGO-}d^cSsOoPofKLneV$~(O<`u99Fx}Ds9MH>03NIk=I|oUoaQ)$v8lu)TP$Vd z`e}1pzIvoJr`wkhcPKyo(52(tR{>Bx@>u0CMbN#+_$iNvjqlISP7&&H%SX)M@Gz19 zGUqB3tNSsO`oZ0jO?vb8&P+im(X)r<e&ksv#rA2-*6QSjL>b?bh#HTpe)jt77r!Qx z6E(*$v^^Yn_{dcYZe?bBNSQKWDxK;V$6~=u;rT@J&ZB+wnV|W6F5_F_ywlF1Mv{lb zuUHUID8dU`yaB3tairuPd2%d55ggceJWDI0OI|w3dV^hap_6>n1UWZ*!Rht%IUu7i zQ%g;_YNVgo!hA}(V?7iiaeXted&IE}7(ygdejx_b2nJI9qA&X?1{BeMIybm*=b%5m z#B?LY=1g|(b0(r`>t))Ew1xXJXSv~v;#DDH(Eu(C(`}`>60{%KB=A1Pj0n??>)zWe zB$__yvi_Rl$kWOd$T30{hPK{nBm(j|xQpc#6T{W5pK2v))))QqKpW~}I-leX?~&~P zqJF?1Gw$pxb)h2Pw`D-P&o2@C^hr_RZA3%vxrjxbGrf+tHJ$gfQa=64+`@f<4*Y7w zVdtBN`q5iI7S1Z4y<+ecD6c5c`@9FL;SYxP4h20md8@ao6G_B-@;HWYTA9Na`8BCu z(NId2J_stvJbblo&A(Ypj<x<UW-UWNOp_!0A|ke<KUQI)Kc5PJ-t%s%RdcJL({3I5 z{k=G&yjisRkx6Bo3<q?Ds`66WTbj8Q(K$iV6afF6C`Vp2<kw<76G&K@Ara*IAYfho z%#K@anFFGk@l1-}XXHz1r_1wIs-n$cL8UZxC$~(^B{sFLylULZz$TDZfpNtQoKbR{ zZ<yAl-q3Ts>3g-Fq`>iv^z=h`GX;)RF+*^D+r5w@hA_8nx-V|(x!%mlLtmFn5V2P* z!(y4==3^{qQwDppz_a@SL=u^w4e2Pb9GRDv+lL_u-+urTe<}~$A3X`Mul{hVEK6J_ zbvY98C9+q<l=3mRe<v<b0q7>51}y63(--f{J|p~v4%BNZ`0vy$2>jbs|5H1l>+5Qr z;EGK~4f?Z1{zr)j2qgB~{bQiqKk^6@z{CUs{_XWqWd*;pcmJ^w1Cbg?3?R}J3zfFJ zib44lwKxC~I;1Ao6L9Yyst8&Wi6Qboz1slb-)FYUQMta~Ly<Y20OA_kIDjStvM~k# zs@X0F5TK*Okrub;DvV+vAymi#MtKPl7^)Q!LwPootA#>QE%+bL#)v$(|2y-VQwgA= z0iz1JQTaqv1-a;71>j(mXGX;ozYD)n8CMz#@b4()A5;AHYG9Gy{*WIj@DWw*@b`(f z#{deXc@=;L+54}v5mf+w>Hn2i{mZndtmf~MlD{1n7!`-0%1-_duPF9EwH9D(RP7B2 z3`V+cqSKIrQ4asFY`L(q^Y1)31Q}-lU_zE`qEpg=z`srZ&y@f1WI*5_PsWEZdNvEC zd@)=xvS5{C<IDZULKtHT9Rr&(lX*tSf5|~mPrxYjAy#k8;<9|@y3(M!X(ks*rPYts zWmb~mbH={5UW1^7#Ye7<cU5rTTZOF<(nP%b37svjs<B*rapW_gc!A_zv+ddMi*FXq zT39V<ib>na2Yfnsso^hc=dj!mYc6bC?Xh%nacqsjH<IZ(1>-~dQx6;->P@i@zpGqu zB?PL7cT~~S#o&3-v{c+b=-M4|+Btto_R^J4TuI7Go+Y9;8r*Rk3JK>zuL*w7V1M73 zfP(L*A9I*KX`I?C$V=si=#cjSvhcVt69tc3J1{2Wl1`g8vwzX0Ptp5G1gYM(#wW43 zDx=9}`6q#SJyHUu#0GInE;N1J{w$y-A~-#zTScHGoE!H=;o7T>iQyr!)h5QJj13;J z#KjAD&4=cC8v-ZkFQ(gG=s(0^j-&dipdTA@|1)@|uJ87Wi*6;J`-IR!uv<}EBxozf z3g={aP?Jd!(07FSQ!IC^6Op4Hdg%2{VwYJW@sL5QgsaCJ>RZ3)qAATYyFECf^%ic6 ze%Zd{#Twp@oqYh{o)L~&!4|`UY4(_YQ6&1szzKN^4!#gdUDg_tRHN6lTDi_oj-nJz zxtK6u*WfxiwX@@jJiLhC;q@_;`BcB#rdEE?GoeuyxvIv>dR|(qfvC}j2t*X(6#NLz za{iWxS@NDmvkAsPSHAYsl=IvrKb|78Wn`<J=8jeFl1OFd*8!%4mQr;1wTMD|rPRJr zv+Lsca`UoO;(d#gvQ!nB((&`Q2giHE<Jv66=cS(;+x@@Lq_(q?6HJg;`}V=ZGTD3$ zlP){e4ktn?3hdJZ))AJ;-J9vIO;@}0<vSMzhcxGm^^u;APN?MQTsLn*6<*Y4*N2%m zc>*VlnzM$pS?PmITpga9RBh`cpTYSRHO0lk8J&GmhkS&U4)3O4aOpAH*x7KHRCu%q zc)-(GI?XL`!^TW7b<`V7)4e9wys*(ysqe{b-;_ZMF|WBq5eVQHgUxCoHDe4B)0#cd zV#wxW>!Vc`6N1_#Q!dPD;g&jv&1XU^&3q0Q-S?f7GlHP}Aq5waQ2r6uB+|FKUCq}t z5;b-n&|K)E=|bgZ*`Rmty-T(soV4-B84;0a8R(JiwY#QOXyNzEhecO7j`0*pmBR7c z;E;6#$ir@09t18bb%1qi(N~2wna4qp=M<^u_%5-oYfMyYO4-3#>*eJ{1jp$1EdO=g z45lx^E#n85NIpqhrM$znVMpg0=&-Zsd|97mLb`a)^pdgxW%}W+UTwx>{sY|$uSmL@ zF5l(T#lg-}*YiBdXHLtBD6Z(DU)4>rC}Nj0(rI0)L^$)0=q(TWJ~Zv#FKCbZ+yl%0 zVDqB+Ljpv7GQzj|akNkC_2Js<0RrKZp}d4E^x=~#Tq@bjhM>0AV`LledL&?Wt><~e zUH97%Z2&j?91wRfff;hH*&_7l4r4c^Jp2E0C%=8d-y2ebBQ`b4ll<`x{}u&7VAyX@ zg7Y^>A~Qb$=>FPX;eYW*JuxoPKPR5op*G;BbpSHd-e2|mIOnh9gWt#Ve;o_dqmJq8 z|BSJ(2S}iX7NAa{!;qu(07G=(pHFU(vJC(%6b7JnPksPIq{gEGKng$?{jFS5fgt~- zT!KUsM%V=Z@phERyQcq-t#^)(tb6u_lXPs`w(VqMb7I>zI+%%V+qUgYFfk{#HL-4< z-*fK0=Y7xZf2w<Tb@i&X>$7Urs`}OjgZ~ov<+m*VaZvDJ9Bi$DJz&!-plq#Q7vI28 z{(DgIkF)p^{gu57%>bZ)v45qkG{9)lzS5BYXLkOnKxF;;VmSjqmkQeh2A}v&Nu0`< z3BdgNoBy-K1HPixR_{!}8z40v4;nKuj~fp2pFsBiADeTq|9_^`HWTpglyY$VGo>`C z)Oi5ZFSq;8D8M+r$_8n{=n^l{C;+UStgRh+02io#qkhi+8TE7iC+esBe?<LX*~@?Y zKI>P~?mv{{zxDyC+qnRouZ$-`>dy)QX)2%`ke2F(4gF8<6zbngOXYy%)X_2ke`;w3 zAUd@@5Ad&l<@`?oN|WkP`88UWe@07_T3HD|`+DD73E=-CZ~qdWs{ed)|CcoWORoPV zU!{>~slwF&nlE<i>aWSQtpLEMzBhouCMx1$rrukFAwztXh<=r3{$mQTUorZ>_e7@^ zr3TOsnkrlafP~lk$F~2mV^&V?*3DXg3n&;TPpfJ@-~tqsxmBbQKn#xazi+q>3o|qG z|NQ|MYpQoEfbh%I(pv!=pzN(4Z2&*8uf5NG2OtIvl(Y3mH$VjR>n4x%0LVePThDp` z$Ka_aJpj1Y%|XBi_?P^RF@P;Z>Yp(HOsmQ?U>_WmwUuig!2e~wt*$G8G0-oe0&9S9 zKq~(l05)}I1MmvUnOc7aj@G)h3D_q{o!I=+m_GrMIQ8lc5QFxwx%}TuIV(5!f4I?D zxVboCnf~23e4PxiaewW20<9r1z&V(|plGvs0BYbPgi@By5+v*%F7)MGTj$pcttybR z&BhVw@{&+Ds1xl^_V(qE?NpcPNz=pE&kCQ)%8o6IXYE(5*Xj~t<?klQERAfSGHa{6 zY<0}6cVI*4=%$*Qpp%ofQInHZ(CFx=#1=N&y$8_f8N!lOaoG%4K&>zyu;}b9v)z&D zD_{t$dkcsbmJJ9TUck@9)Sr>5={SAACMWM4zVS)w2ej4Gjlt*jLB};WLhzC(g{`jo za0k)TXK&rTy`l))$p8#@c6JIr*9nM?0j}Wbxa(l(QP~WEoL4yV(bb^V?j^)|jiaAG z@(x>F-CK^#jGbLvOxVAGwoNWg$VK^3ZNR`R2G9y&s=PwF8Tf0B2@r7;yzO3X6R|vy zGM%8T59PAebiPg;J}}TLFq=4<nWdAB;o&9tV`$Ich)Rj^P}HjcyHA#s&(Q$F>)IU< zO>C_Xv`d4po<3l!9~ZW^*47p#4z_2Y4b32F!Bv4E6w+Q279JMf0rl0Z1|cI$3PAU( zkCB=YVjGi0kKkTeE=Z|}GLWb(zBdh^LP-p<j|G(kRouOS0P8!(q2DBGi@C8oC#SHE z1=Ww<Q#2?ZF!`;c%l^N$gYULBN9Jeu4yK3=9BiMJ2y9qBln6R;!Ej0vZw8!Kq(6jM z;qur5g3~i2qchP!TtPrK<QdXGWPo{>Mo4cu<F~0#-B3hKK72j_&pvp<L~%UV?@;{{ z<0}}@j_$6YFP`tMyFe5$IJiD|(^Gh6Q0)L)ln*f=7GUbL|LW)p+8OGYrFT9SqVH|_ zNJtU#3ZAX8vH9W2<l_;A?PP4+hNg1nz4G9bT3r0%52!x8Ej<Y2cSLg#I3ODxRlwPM z{}FJH8ZY=m9qNwA07u8A(<2sm>PNKDYvcZo1ylCfOu`=UiBMwssGvt2@PagdpU#se zztyYxA$0fdkopN^|D^l%NjLxLAfCXuv;;gW|73akoW)xYs1o=vyHU`?I(p<#s`D{` zT>rGGfOxa;zz8rW#>)Jx1SUIi`Wrx@=tO$Ru+`PEu{M5^LGefj{RuSxMQouu0kph} z)!nQ8*$BA`mVA*V4Af(}(x06Clzi+lE6LreMJe^L|0ra2_cq`;>P5O`g7-D3_^kdm zu(U9JUVCA3unmsQ$BXMj+(q=kw+rG~-&I?VGxP4?4oJhcyU5zo1A<%$yn;+#;G=x- zS}GudB#s#r0FkKzr2iuAf-#4`i~Iqhyb%h6>Lb4)8X5*OOn3>_1eKcu&iJ7J6gn1& z*aad#b{3x!4Ivt;d<JjY%)SM07FxcGTq!qw<~?e=egu1_fy#9NXF79li2hz$+!Fom z5s;%4J`%Eyc@(~S1g1|B!A!h*20UD)CS)^A5Ru$<qW?9x?pCQ3O7!~e@V<=lA^F*( zDcAA|u{FQ;IsUAl@c!z(lK!4L{7Q`f3GPc&lh|CJcmTxdvT*%idLkUW?_Kl$ee_{) zy|K0D@FX<J;^yS)Te`GG_o+|`-0Nj>BAy|zjHv4}wD^T(3RK5h_~?`X--<SJ2qJnR zy>I2D8x+eY$+`;|nk>z|vDQkbb3RCzc&ASY`K}jHfY{r}h3U}cein|$zXD`ImL=3i z&KzRwdI!suz3!kQ)_YokPbp2Nml@L8<pwE{!w#QAU@|pl$&<L5&8(<#py`iBEmTX8 z<!sZdZ|p2#2dWZA21wqy>MXVon`-*S?qP<~TC7u2Iv!Q}dqx=Zmg57D0HR$w9KV)k zj<0d8g^U!7daG>uHYvQq*ebxcm;<@_Y?}|Y1#evx!q236Gg8CRJFrtSL<z%b5eMot z{f#FeVm{b#s#?^|+swcQV5Uc7-u?!Y%JTIlL2<@x0);P=vUui{BB7bsKHQ|$d#6)| zXJ&EEU(JrIXZ37`F3UMj<yaji9Ez8F3`WEjNUK#U<=k+vo1FvUj=kP3o9s&_!yXw_ z=xN?AR{=kl%d`8taP!g+zy)tFuQ>dkLOY=^2=1|HWk-&3Twd<)D*`l4*w21{qk+c6 z^%+1!0d}Eb=-Mgphu4Kmhp((3v24nP$cw_Tq+GA2hdItGv>Ek2#@4pu>t-tphI!-L zUJ_bzTu#f8q&r*~lR_?gDe#o~o@AZk#V+wZXOC<|l=xGjj@avWU&U@F=y3}M^F<`O zbkky$QwbCPVgzN{(w6gjV|R$>?8QPC8y^mr2GV%GuRT#KWFuao{gy8?ap#uHExpeo zKTZ0~b}jbP9&=AGl~8eEEBm<*>LSxQZj(DSGtfDA?;bo%m$#A4K-k<Nw3FB-;6#Uh z#nmpV<eGwqE%u_MfSVZJq@2`V&SK?$q>0*Do{vX}A1hXfwynQgI5Lj@r@=vuLo9U7 z3Mf;b1+Mx?IWh~8AqQ(voBlGQ!U_!RKg;H_Sj-s$Ol&&`M%AI35`;;Vw0-;G!toY4 zljG2LMvM3;ha1Sxdoj0^<G~i_B-C}y8>XCk3nt`m_Ga@1)m8gyBWC=|BWFExDs*T& z(h)URm?Y<CqhDge*lq%QPW3g%YJ!gu1Ta3)yE@oMyk0Z_07kF-&EzkNhxnP35<VEB zHcODYcLk3|Hz@&e59CP+L3(v9DNDz<5FNV+L1#B1jpcGQ4h$X9cj29SJK^sz^pqDX z9B<bu&xYdoLNt!TkkNJ2W~ZpSCVuI!SfsctdVZ}(rPLA1=9Ck&0zsRl9CV8;@W45# zB=S5i*}@9cQpje?^DgVtgun1-_fCP_M)&Ix>Y(!E3;ZMVj>+mQ0{SgNkC*yav)hSI zpv`rPBH8k^<awsXEs1_Fb=a5QU|CD#xW8-%2DD(QN{>#=9SjEtNF$*x1Ks>HIPiI- z&U^~OqX)nR$UP{<IZWataYMF7nt)2tNBr@QEIigsy)Bw=H`?1A0m2mRGs?=9s=v6s z@L)U)4v|BAE8=(?Ji^%Nz^j`=4l%BpT`B0RC5S5Uzw5Q0Q~Dn{LJ1v}-|>`ZI}cA+ zNzb_Th_;D>cu2>$UPYZJINafo!Mj^c+44}ze>}Q7AhIGwWkr8-cV#XhUINQs@O5ph zcz242+R@=ZsP!o}GSnV8`0tjUrw|4@@P6z?(6DHDHG62;ol;+Cd72_4WV~mtFa}n) zqFQkmOcfpOSW09+g<`~GRi2N|l5vw3RR(oN?Q-Ni6f=G%7yQ<+<4v_pc8zmnz7L8~ zP<~%HJhQQJ+vJxD(3WM>h6O6bFQzE&Y`CMdCwHi@t>EaOa2Uh9Q+*FZ^Sl;}#Zd6X z;T)~}a8<lp;B&tbE=5<~uo`{wYzffb6$2mA>a=wgX&W+&l*W(zEtk84&c{=feD9t< z+I+5>4b#*Aa#60(**)u&!EW#u6@EeYIVRRL_RP-&JKvHOxh{+LBn_BER!(!tN*8@D zufD#JQ3iDPM1v{MG=!5E9>o+2#sefzY6?bviuR~I^zPO{!R;KZW5Zl!&8g<WI`z9x z`>S}Whu>0o9->nCX9<0*&CYs0SDYUxhyJEs{1ZlT4}<qj;6bu|DY}y{y>*LzEkOM! zfq3R8M1CI69(l+{lNPYBj&g5A#VBsc{@9&EmZR}eO<6IGEB0O(4C=Q>@IvMpGc<1b z-5<lgTkZ9Dd5Z7)N`I@9ME^=>&6C>5zq;tW#G9emRq{&FOj=v{GcdLa$)b#DwCcr# zWS_!4SQRi9@f!tGa_-@qe11fNYWvIwyZX=M&mCMQkiR-Xh))3BSSGLJsV#MkhKqJ1 zeBMh`ngu8F6;$^Y1x_ONatIhB15zvd6-i28<!dbI=Q{6Cmtj(HFk9LkqD!CAs(+xL ziR5C4{AKIURo3LLJ&HP{=tFe)4#8I0sliXU23{&u#wY4;`Wj}HBwr&Gpo-qe%&Y0M zPVEzce-1$5w!Q(*8sUA{Y}_KZ;S(K+3Hh*yo>XXAChLk}t|Y$U0y?$Mu&+bz)~}Ve z@u?DADuOw&sx_VAVcwMXE~&ce{M89s19B5ZBTFGBz(-w@4+<OY)iApJa!!3wSl-(0 zn4((UPI#{U#S7;(?GsfCdjN2$i8a8=@RVu=t^=VdUKxP(7x|~sRUIo6&EeSrK#fxr z@!YYP=4Ch{?y_NjmgWH)^%DH6noNvADQ28c;*R(3lJyce{YhyzkUtixkJNuR(L2eR z@G*ej3I*;@twgXZu^Fo2CFWkJ=Bwpzq2Rs9W7OM57$bVZcfsX8)~nIz%J;dvc%D0; zme<t@a?5~3_x{NVil}XSaJ;;C*Ie%ze>d~Omp4`eNbWIGbcOg$5LA~P_Tz;90GRL} z_Hcejh1r-Eys)d}J_IXk8<p)f1MXc3BDy^Gy&^+*b!Zzi%DW<h7s$}e_Wf0XYR<8e zu#Ma3V~&BPp*+-{x(|HK%F1S#gnuwOl~V_6>lJ`D8%TsY)Uw_qk8O>WtsqC;RY`4i zrut>833ad7P7=TY4pEis^5l{TuT}5iWVK)p+?zC;vqf^`pEog&69@>wL0YwYdm{9r zvEt*C9791Q6teUB`P>~)EpPMm1mAyLxS=qhOU8UqcDZcwgzF9vyof3-i5MaJ;fq^5 zQ<MQktTF;94-b+B6*a+ENa$-02RN$uv_9Ot<G|<pc(RTQnjJ*M+gb#o^1pA5;dTXh z2ziG7DSFZX3{b>#wKeF+!d}5{nnBGYq9vq2Un((3%2_EHxN|Ud78Duf{+LF6$(n}` zgIjjw^42em8zZiG`r~j(hx34KV^WwgXb2B{-#Lm&>wo^GKe&;|=j57b(JmU3g>aj` zU^}mJ81+rJpKn4pY+ARpkCA*Xg}<|wfc!U9?fZn|kFqslmmB3`@?%OBpu)XqzQJ%Y z@>(73K!v~(BjvWU5>ZK;61cXcVYfN4F0)7cceU+HO8A+A!J(>A6e%oUTDZ3T!`OKs zC=SVjmG@l_P5wR}t`&()Lz{;boS0N0V=2?+^lOf#LZ7?b=O%x)gtTaJY-;i}4r-8j zmyQkIjZ<(_-C;$$^jpJIR$0P<x?8kHY-}X8!RU=(TxU<6OWnY)=cerW4GPGM_S8ep zx#*fO`aDxRte}4S4Mr>~Z4sKD6*4HGR6_Yf^IMz=;jjQZLkJ2_??&<ntNsl*k3kW2 zruDdC6Mc&!d4NuYLX;NbJ)~N`k@V*S?x79g;B=x|*fn6TQ$TOw7`9zVH17^SruVHR zCAV5!I!Kh`d%kGfQi*vKufkB1U8WQ5CNAzyBSl?hbw?GNDhzy#vn<WajNUvj;;Qpw z-mXZBGE3hBtF+bT_bSd1eSqCWrGT5Jh_x|ss-3C;XJa#}KMTW0TbIU}z9C<`tEYYK z7Iq)&g=yx>ve~#O>QzLpPMgz^@)))Tj%;VDl4G%uE98aXL_&MXR^+*tiWL0~T>5C} z$u229v=#T<tN{jkmL}j}4)_PiL|e=&6Sc_Et@&d<pxXasYW8Z;`eoPNP{m^QOwEG= z_k0G8GGiq-)f$1a@TteSec%`27T&XmnqUueAS4cKtiqO3I&$?c#n_QgI}#qm^(fuQ zZJR+c3(f%`23)Hir4_^MY6K(R-rqDYu3{QmW(3b-X@x{f{_kQf*$W+zvR|}ZoIKb^ zEoQCmyI^5D0}{Gl6JO4^&8OSK&9g}3TcSPqGPHp^uGyRYm{6?P=5-+z)rsXACU%9; zni3Hmb;X64VC5qo*x$+%uRo_K_W4>3hSj(XQYLzN`gw51luDw1&1LuCJju2)_n0G2 zrOY-!EO?|TR^jgCx;lgbcaMG!%j76O)#Uvq8>8Rs_T?fp%|{WXPQG3f&|V8*>CJDU zybUw$PR3AdZ?VeMG7>b{X*MKmF&8@j?x=?B<Q&ei`)R1Du3)LJ&V?IF*jzy?Uq^{w za<pt}II~?NjfbuB0w~8ijbbMUqjAiBl!;)AlQQ!?Tdelck92zg7S@1>3e3<Avbz+r z_YU1X>#Nt-gG|jqlY#uf6Y>wnxFHl3Y^r<vz9|nwG+N!s!@bwqy(Fg)r!3$trH0%} z20Ld#q)7%je5+&Ae{?fO`lfjds5;o!oJi)@IwT#2DV|&lB#PTc&+P*Xel<YbA;0Uj z{iDM$e1W51Ky7RQyaJ^Sn<UzBr^iCoYRns7O_u*{lVkd)mCdM*KDW@+$_^zjR(t_I zfj*emoO4BRQO(vY1s<PD%%x2rk0RVFhTivX<A}oDGg&u%iKl>q>f@!s{Kk9{UDuRO zgDg1L)jCfd34fqxg64*bj2Op8E}u+(<-YNudB0)}NyNVkxXsK@Me~I;pHH(2{Ct4v zNM$Dkj<5b4pE8Y=72G=tStN(5{%l)6b|!NREQOx+RO!6@A+~uD@EX8ExX2j)bZ^wy zbz*N7*_-lSqR10rlqz+$TlKkT=I-ssQd40_`<9+~2csNn^+?ZYXV=(1s+(@9Y&3(M zH8xA=L7y20B(!SyscxKFOmx{G{wX7~Grf@Q)8j<l%Fw`cYBlT4Or`O&8EB~fMnOLb z-~fc398syUNrLB0<?j%L2u!QuNx*c=JAAhNKyhs*e*8Wm5yN?J@pj|h=6<g6Fp2Y# z`-|m1EG;eNlDu|48RgR8hrU#DF>_KwA9<GmzsW%fP^>XGAzy8JOtoM!rKKxEu@=fx zlv;VBbwC!J$1KC;%4#zvshUuuQIXM5ZBSgt5=?A71^Ro5ciaW$064q>Cro2alvW(0 zAg1gElxd0oH|2a@N&VP3afswJo^keKQk^ulo#g0_Of>#HSbbi$o%h{+IHFl4D7fE^ zvxb_4z|xSc7Jsyy!2!5&M7Zfo<+9~|BKkBO8Bu7`A6Z06R_nc;(=jTQl)Talcg2UB z&vNN&v<g6^I}p}!_`gWt?E&CBQO@To1Tjlv6UNlE9rnrv1NzFlanSTJ?eZE`5?ZV_ zp(=veqQ4`Z&Zw3xL5gHlD)4-|Z8RI7C<sW+fq}MN0`w)zhCa*;+K^wZX6Tq=P2Xe? z`(zb?3pGX?_+Eno+jx9NNu+C&zD}pr`}}0!stu-B7sF#MJtxLm36&0O*yf!pm(-G{ zIlSMf%b3v44?+>$gtV57HQ@zF3d^1;J=Ao=b@V_Dz~Bm;yOlHuFz;_qLFtrRK4DtR zfW-K3?MNreg?AC3a~z+`5JjVV?RU$^=c>PdvT91mK$3PWs7J)QsALgm{ApBg*!E>s zG4bK6PIt)HF};P+CUF!4<(g$(mRk(=uph=cu}hNZr^~{L4PFs6isz?QczT<7Q9*4r z_|_cD4(Uo<vo5Kbv+HQ=>9YhgieW?d4M?kKjp>k>Y^2WhphI>NzA{^#g>h^u&w0bA z&{onye@MYFw&*@pt*0`SU-}D=5obQ`h_8Px^=)8{RL-xDrSH$Bmjm%*=UGurFNX4@ z2Q%_beI>q)oZohk!<LAN(o!#Q<2<v%g;%pE1MBFO$0r*Rw%m<I$T17b$Eb}84hT<5 z#&XpbC=$K~_S&rJy@c5Atvnr_$HfDKMH?lEW*Gf~k-F9gYrT;V-F$_9HML{_Ch19z zEgCk_#pnMZEM$I73xjbU9fZh0*Xj*NCO}B<sznO_MDPc06{0Ukp{Uv#+-1r&Y%E(q zO)-^UsJB6Vj@`FQrgo#O?lr%m7?`+%RO`JKnlcSe-E%nl#?}>cKIwM3jz>6}tbvEy zd)kn)1O8zTB?qa5cG|KM4gCkoMjCM4+zOM{PZDp-sdFbfH-I+7QvQ?fjfcE_$$vKW zkliiU`xP!9>f~I17FGYS_%Tn_!a+otr~CW2qnhueP4){O<Jp{QvNq0)d_Xma>yn=1 zfjm94!L_-*F$_CDUgZj1omLSQA|rpuUNihSrgx`jeT*a@sbHyFiuE|0=&=kn5s#dc z6Wh?=&pqE$!3M2U&y_ngnghpT2asE{-mLt4Ba-Z3RHYUUGLEz`)c}*mh%Ha1gRSqJ zDYi}3T-EdB-QUu2fDO#?1wb<8<Ht=7!zG-e!lqDl2gCvyKO~bvEf5!GqUv0RO;+@% zi6%y(;+Krj;h(*`*4-pn*BXN}wN|sccB>a2cMLKMLvoJ9X!_hsK|tvb5^Mde8kbRw zJ0peQh3QLnq`pd&JbvzIx3$LrS`#I*AD4aN{)!pgo-!(_e>tr_UV((Qd47J30ZySD zf(UZQ)Rp?L^uzU))Wx(2kfM_5o$^-?*XgIu;u0if%w3-Ahad@Hopd)K$qV1!?h~K? z&}EOJ7=6o!%NJI?Jlo+N$`&qdQ5^2}ZPOZB3eu?1Xbs*roG6kR{$R)X8Q8lC(;eM2 z@82SuR~n3z_zHHU#tM8k1Vu!F#n&q3w?dtOF!~YdRs1IDr`Uq+i+rifIIVc`jF6eG z!<oFDrrm;$mSEI<L~+sDnDu9VC_sO}C5r{2j++TPk=Dlp(t1tA3U%t01K3EJKq(~1 z_Mn@*i=hYGJKG=@h^1<iG<UDgIDCG%bKe>}t<xjm`TLD>I}NDl#NIa_^(&MWbziqE z&UA+|Zsq2P$$PH_*Geia*lXYFc*<Qta}z;hi`OkJB%6#+F})^J$d4AeZ|QH$6qQ4@ z>VCF3U;A4Py1w5ve#H6O&GntSohx8Da@#z)-#wnPqLD(#ipy)Jlg{g4jha{339mbi zkujXTe4{z^DiV094O7hOd&uR4$`RCe%uaEb9%~W<VD7m#cYQt+M0?_f!~3w4bwX_a z1KM@K<*r(VaBAIEo^@-klW<eZlB+|-b!$5AIL&n5dl}^8z%Mrg$q}P=2$KY|oEtgi z{VfrR0=?mc4GXqD+|lywx924PhCBX>2JsI4ZA%KsQxuT@uxW6fDKMo*kbh>OO~qeR z2BU~zKK@TE^H$qA(XA{|q8)KAm1r-4(;bIBCeN{bV@5YbA*V3NP8VLSJ>hdm!S!@( zLlJtPH`VkuMg_aq0KSQ{+2j_y-d^BoqWA5G@3%seqCZZjhbIboI>~yLiHMy1B1Az@ zXMt4--0eUt<wf*MFmN9!sK0Twf_;TvuLa*fx8k$A*Ap60vlz90GzMm~7gP}mLRN+J zx=w``fj*&;^a_~Ot5}y9yWRI#-;^eZRoFnzf<vOkDj}S#Kd)!dmp(T5Pdp{vM#QF^ zJpEkkyuy3NQvai*$VW5)5@?9EYh&pR?Lfa^vEmE-?kppQHNX0v^+04c3ENKi&|=@a zDo$T9d?m%4J|0hK2;*9C@W^N(TQVf&sq{-Ol?oBLLZI?c<{phcV}Mz%2O<tU)UHKG z?__x#_s!gh?FTn}Yao?y9Z2be?Dk$$j6=|wlS8`P)baz$1Pd=>m9}0Km7UwH>q0R; zI+Fm<k|0{J&4RqSt^xP!45g4ZfB-$jHD-`=;p)Jw=kI!~8`!!gwRTF=8>K}XcVW3C z3+`>n)f=(_DlAOsg{BR<#-|vP1$R)W&Z2p7v|f%x@pYbf5OEZ(@-w%Xg({XOxhkof zo(pTpq8#FaSk~-Q@^d6}cP^L{U0b(5Xc-2udyOp|WJ+Ast<#C%*@~Jn_?D`Ivv-ib zUU4$pA1}kOg)(8TJ;?;G>#acDr^}eKqz_SX_Xouc0j>}w6F8=ZxGC{AhjruBge$#i ze-_1`+sbM}T&zr%tm7KKbATobz9c+8EseBWRCZNV2djt$Q5g6;)M3~FZ**OhOHmSV z=FLu>k`8gy`A`yG*@Vz{7-1+J9u|=0oqeFdUg^h5>Tl(|`9>BjYp6Xy2|A}piX;<f z{JD(#QMos+wd>;lyR{W5MCy9dk<bf!ONhM>R+DJ>LAe11&O@j+=Fd;T5+>g+Z72gU zDJYu8bS2l)rzm<<UWQ7d{)Kd}S57TpUj*E9h%z3ax2DmpA-BJE$ADb9DyQePWV~Rl zWAJ!+Cq`+yJT2#qm%QWr&IKWYFdpX{MVq}uYz^^F-CTD3@By0i-(#v>`KRMVT}PoM z?eJu<?C{0aT)&)>dS8us59HEQs0@+OPo9O}TMgti5yRbxf~LjiZU(YUqR){)&}PvB z%T+LZCSP?(P+K^2UCZtxv|sNdwt&~f-m2G;c+?oninLyDH2UF=PBoARyXLOwLnfX> zp8P4FOr<#!Iy!C`SQn5Y^Py_ey~~i_0*8@4<mOVQRrzb8stXhal1*l^3YL`Be?!a4 zyE8icI}|R0+?tdW=)z=l#WQ+<;Ej&Fx~2-?;G>HsqI$j2A-}e55>*%Ob<>*{Dw&5) z*)j^iHk2P>_3Vo%zK%RQ`c=l9t`tU-8Z#jDtA5kL3P_TD%lECoMp4xmoVu4H6goRn z1NY5(a>*GHdtyK|O59C!lT>Y$tM`7^Jo+``N^YG7&x33gMW<t7DAq*+q$&<ORWqHN zIvklW55d0l4*(}enZq<}9(hYv>wrS=u|Gv8MadPhqfnSZk9+NncO79?SK5;LR&l)W zxYC1UfJM`V4}O0Rmz>Z$fVJ?TK0V^UcCOVhB-bQmx0n=!fSLBo9=V#9p}WVp6jj#6 z5;NM9<2=KU=hSF&XKbMdXu`rR$Q}1nY^;s6?BF})#IR+{vQa#dQ6U}hj<Tb1=C=D; z1Vt%FRWFdAZ>N{I=z~70s4ELIJ1ULoJH^>-;?tg0p*3TTW<sOAOga4O3P=h1OHe&{ zgl?H&-wzPTtUSx!VBFwk__tER)PozNQ8Qj#S_#AMd#53UinX>Z;KOot^!0Ri^~e)a zYbvLslz#OE0H<C3p1(bov-)O~{j7>gKND}_>G!go<b)<&kla+{^oI8GsWFSGahwo> zaSyd^KO5hSYouUw&+Du|H7INLV#M%)1WdyqGSyI>d_6Q$C29Mpfc0cUn`P%m!fLfi zhON9s;3*b1;mB4qka+5%pOGCgf$@-9?J$)X<MOxturOlcL({8WBdAOG3ExpxE1{>c z3BP6W*7q!YmSdi|Wzi=k?$7hB!g+@>N80#;M()?W2lgxvzS?Z2+~<4dl&bKSIHm^E zWs(c+nGf8*p26knH8J@D!>hldHWGu|QWOqeW>&2IFWPHZfVF3NEL+=|vp0MXvt&U? z4JDz^!9t9T$;)s97rbdd+*n#__v<4^&>}NhFh0&CVNFciVWuj+zkmz%M{CiXuxlNC zRCs1Pb38qxGX|jo9M(~E7IhP`<s`R{j{qn`#mPRhF=<K(xNBsKd@H1#kqa=@^NAyO zOohKW*%8~hf#~{7S;=KsX+y|*z6aO2lP9#ks(Vp_legoeC=nva+1L6%yZbKn2VEcW z=32I}%F})+QFG!V(d^<<k9X>uc@f@sY;)~5jj9S23ER*7{0tI?FHWBhkoVV1=BBVJ zt;+>%D|&k}bY^{Z?7Er9v!M{}h5cP*yn36eS)cHt0HkE6n??f~*QZw{v`O{bN5m~^ zwRmNqi@Br~kjUu6?T<&sX_W4m#it<5RTbl_)e<5!kZeTF;foYH_3)3U?)it#<Jdpz zLJp!dz~kD@64XI65-{FoJ=>XKnLLe_j{bZ)f4#ZT_@%>;E+rVfSu5t0(adDx8RwU~ zQo0ZT4%`}jxAi42mFvmR-}ou&uY;)SW1sqQ%Py4x>11hHtl+b}b*)O<OUFo)WHo)P z3x>Z4uI_C#4r}Bm$ws@Uo4|I^8qT`}vyiO|G1yq}d;=RqgoS^<jPY&2$qeb2R$1_$ z6&tKbNDMj%E_E~_m+ca0h)w$0C;vn(&+|*I5#Z}O(bY#G!k>JL*uQ77`mwi0JU2Yh zxg|>S9!vFb=3bmr)G01ZrlN>ji9}v~`}0g=<Wd!vI|llhc@ay}DJ;SAP49e?y#bX% z;V!U2rN+{?-};8MKoquh)8s{=jae07Ya=g0k+4PI_@i4feV(fLc$;A6e<Jpgv>%}* z83Rx0pVgwL>wrj5#0I|YAJ@S+1aBM;L)i!$IPh?_n+KDrt8;{_rpeFd<1|Pjx{3X> z-vlG^(&*icOr%KchL;+I@S{z3s>>J?ry#ESh#a_(SBbiZd9m0M(UWtVyMoQPm_W%E zACyX63CKf3k>n(rY6a6-Hf6vWVO_N}_<$q#wG`0NX;P_f&dkHQr~2OERJeJ1IZ?B< zcdntp07!mz;KozZrvPuGR1S1!Gncy}59rx!UtxRMTxLAGtK{?KZDqo$Ewc*eb8%;v z$aiAh+sVc(h{;SU_MRxLv~1D7qnsV%rTRo?DWUqi?P~YDRbncqV`@SlHFgO^HDHC> z4+~^@g};yHd!>rbU9mi~&WJ~gjo=p?h(8WYX$zWOuP;sIHhZgfYSA*HaC(Z?3{l6W zgw%NAO^?C$d4uJk{7zyTL+6(?gN;C+;gD-wwhRzF%1}eHX=Q+F^BaW+Qq*LX#u|;n z60As4(ZfpUB?j12NCZD>nmJCKqJT9?Hyq(rni9uarN0xQ1wz@*q9ArfqD;aO+P@JP z$sgwbXiInAopPblv+a<;HWFJ~Wxh?Y!{V%Pr*C~$_{$)A==Xl^F0LQrBVlgwEY&l> z3LkS(`Rp{BYoTr4ys<`3fA0i5fZPXTcAtMO!4drK##+}bciw48-Td1by%^Yoa)fmd zk!FHrsnQTBsp9aYHuJ5(7L{NWaW6SY10NN8wc3cHF+j3C@rbQQPDb}>$RZUSbnu2@ z4UKE2>;RdKB&3-I-d~L6WP#=hgcEE8%e!wY79AK|Q+wgmgkv5E=6DjOns^v;<v@uT z`$xz%z?D`$)BQrGD_xL)PYZ}GjRBY6vIo^ZL~Rp5WDg=SF+eik;RAPdu=n@xi*~$o z-jUp<HZ_XpdZ~QgJ(|m&M+9=U@=zYB@9+JfuSIHsn11Mif-B5TFJF$>_-6y?9BCR& zPi{Qvh&&7hUD{}?QA&brGpjYgGSlS+kp-H+2$w0QBB!NBfsj6184YL{M0WR9UO;X? zb71CHbR#1syKURky9ec`YA{k9_mUw-B9UMx=JL78!SxA8N3@rE!Em1W0mp@gV(jS} zh8TwOmF<O8aD*6DO-fL+kMt&`(Nkxx^~LR>2*;37(rL-nCiaHZ>5pfYhY0Fwtuip; zGN)~t*mz7iaZpf2x(BkO4g`ft{5I|!p2oVtJnCF-iA=6L0ja&BtKzcC@wl`u4OY6T z<mHbU3xC^^L5GxDcs_;j^Q_57T7TNb$yV~G7jFaQ=W^5&^i%QLo&Fv#6m3p^3tvL> zV1;<~a}cdq)?RbL&5>2?vLH4eu}^qiuyLCqub>IPMJfw{0S%a{z9}$oE|MOOSD~^R z^mn0;oUxcUHyKS4iMY440WttxgZi<8TX_^#QnaTysF$g!WnwfXVkk<ReKR%zndOC4 zR<qY~O3${vN#jh0E<6hpn6oY>PVx)n+gf`@bR%z1VqVA(M}ZueKR(0Xe_95u_}!bv zw(T-W#&z<zyL$myF&eTJrw;U<@#JJP{JoJBWA4^A(tkcqiaSEdg#NsYRF}wmgGa4i z(^pY!VgqRT;Rib8Kvyz!Q~TjwXlOg9GzmBVGSIvwnfvQjKkKgm^Zn_z^M`xX<STN; zL!3AFg(QT~Q3B)(lg@!oGN*Mz)UKuPkP%0+=|X80z6LyS$Bb6|c!_8bOI|HZr=qus z50CuU{b(QU2=*xvQx~+1C*@oBun)6aFS*z@9*Z6~<k{2Hk_&2+pWa%19g=RsC}S~5 zk9N+*_gUkmRGP;iAEdp#uvzlP6W<Z8Q?k}3%}JYD?<Enng`kwewe}7~B%H_myi&B! z2)h}TvQi`<_wh>?HN!rr-kc#=V(^Q^c`n)|Z-K>>4hNSYQ*xWN(qO3lgbwR_Sc#e* z*|vyz{2TmFjNO5SJQpRo$kLpK{SSl=#Zi>PVvayp=z=&~Q3H)1YWNlv20V#n*Or0w z)C}%XHFkyKy+5yUE-}og>?%!~M|<#!9}w6cPp|udcpQQUjcPLD$ZArQ;T=nBhPJ|p zLkk}8(G->r3}+v6Rn8JKt!Z#~X*K*}y_DFO<b*aZ{lUTKYmo8i_gtTp)M>*(GtFzU zKVfUXBhOogEzgG%a(Zy7cjy0@(P|l6qLIAJ+ooDzs#%bj=u6&P1#_zDkdvkelo!-L za34Dd{vO%B)i{+~*YvC_^GyLQP08olQ4JR3!3Fe^a(Tyh5LrU0VvbNU>`57LqRBzg zy4hTN!2}>hoS=Q3W#Tt?e3RRjbc?x<8B0TDq9Tz!v)4;z-5lJsD25V`nA@&6MV1MN z{{g575;Imrsjl5g^+O33IiVBttbO5BpV7+#QV$jW2>g>uf8ge6|FAe=YMn4SQ7}n6 zr7XIJVuv;h7f+!4EJW!-j5d3D;B>k7zTeyMz3?bI<2jxClySU;cZeazgDUQq3SP4M zX`MBEY|%qvx=tFMdg?gLNWtN5Ds8I#p24@<LE##|CpohOmAq{|H^n8bo;n_ermX`* z;P^4=J11zkoRn|!!lO1}cFL~#9Bm8lYL%C(0GgE1z~ny8$a(l*t+BK#|KR!DTj+8* z)x)x60&MXvNQ>A<G(s3clZ3@i=T}vwpzrae6r+ehEw5F`dB<&)#~uEC=JvYII*Cs? z<NRwqdiN!H=+zJq*AQ&8bH9<hA;TzNparwgVe-QMH@o4(B%ccQ)*PxBF#F@{J=&oH znY9L+IG0w4w_qJ(1%bytuk{=}Q^B)Mu;6irqFIV6uj^eTK6}(%=XS~kf$C8lo)Y&Q zC#xKLhK&#V!sbBjZZTsa;ILALlD`ziHuyfoE80P&oIe_u9W)1jxWrc@k=FobAcgDc z)T*k8N#j*_$X(p<v7U`4#sP36ZcYE%3ybbs6020c{wC;N(D(E)=vL|Z?d$r<vhUPj zf{RMcP;T4PEJ|V4YFs8%H$LchgeH|GuIudvBTT%mElC;6MQ9C<ocuq`L7}3R<XN}a zMK{Vb*n<6C;6y#cJQGq_kc^ayfcb$3WU}wjk~e@uqsX4+{gt95<Ywi#(pe-ni=^ar zq}!a&4;Q{*z~7yy*n?COKQ#tq=<!JJby-WnH(T<<+xs~PIdgpw8z5FQ+*L~@S7gX= zeHK+Te>Y4+BE|b=k6^cx$E18M-ydCJn9U2T4fbLe*+7UNr}zbc&fX~<U|5lL^SX-) zCPXEM=k%}ceq^3fEoCi8M3T>w14hlq;HZl7@~&OLlk61w>taj4^em56bfG&Y=Hrly zohgQC!(oxIUZaf7wHO{*CYOcFhG)_kqEXDqhhp<tjzkG8{<@pnpDA}=3ow=XwQ4I) zPwP@mY*8O494rZrOIq$r;9fL8w{s}&DYyj1wBcC9cy>pE*YAzBKm6}!Yz%!nO<X@y z=P@(R@vdk6UqKrpE0JBmAkN5s`112K_jd>CW|ldPYQa}#2Ya_)$AX@rF5W>T34*tF z(C(4RpH{vn+_@yo)`D-@!AGxoK#*Vr_n<~l_;pdCwMI*(2j0c&0u7SG&S^`77wI|* z%5Xcu;Pwrzn~jfx;*><56Yky?gIlA-DFgy-U(Il3=a#$?i9%h5Y|}!jLw>6^LOo>u zRH09Y(bC+|0)au71j(*&#(I<>b7Gn&)s^oVG*^<x3MakPT#8Ww`Kxn38?nfNMddJk z<wt5M*lJl^fbK4o3B1khu2hvUapM%y!MUYbAVJU>OkZ(O%4u>!zTSHDr)S$k_wJrt zRuO1oFY7^0t_t=mcVVTTiz*{4Y=UQjf;gMcQpOn=L@K3x|EOu`vtbt`n9@&?Pf+LE zW`&e4Ml<_;Sxv}%q*sjV@4%cHLB*W2Xnl7NdYGn+(#iJn1iU`$2lEM1WQcE{aFqT{ z%bsmjF0u`CgvyK!j5@^QC(#O&?X)^?%cm6BfOd@#F3r1BVuNB%rwEEwcMj3gBp{t0 zCn<`7K(=?4ru^j&n)>*220^w;hsp_6oq8nj@X;f1A~qX5r&siJ0ho|QN5+Knxk-5R z_vSr40!+@&9tdG_giwgmN00h>ez#WJ0xYY#_3N=Mbl*`=4G|@$XIaliL<~u3e+S)@ z?wsyFzZtnttpd*nHcw}nKQ4$}v)`}Yr#Ws)dG5iy^)=SH>yjG9yFcuSX@|C+7yTC5 z{1AQ_S?+L8upLR$P9(pKC{jT-8)Fgk&Zug;T<D-$049oBEi5(f471@*XImY>?t^|O zkDTM)c{n}p|G9AV(fJ$4U>3-Si&L_SGZW|@Z!)mNYqwx}kT6mlrfPpB=d07Jo6oF| zlWmBx^+(YtiN<w^G}U&h4OZs{1FRSBVIAi8y}y@z5aZCSd3i}{$veyLWA;lY)w#Iy zq$z0A2rzOBs<co2HCO7Jg4#1qO9Nt;%V2Mxz6rd<^Y8<cq$btUv45K0aFyd4<u`Oj zna`o<Qreiz38TCwSyiOa)*f-<0=$)S)s4Hm<}zCf7-5toHOCh}$r_=QZ<$$_f8Mvv zv(WOz8vw=ly>sgg`zt-^2*sYAeQm1i4Tgtv=s<lQbS1TM2bx`h3J+$H9|ETG<Oac` zG}m=snaO_&KYw<t<GdqFYvrT{bLX4;4xGMByoj$PAO-$9%?NpNnyrLO-%8_R@oo88 zmaD|$n3ExY#h>|iSV;*uxUcoV9wojgF+KA4N32gC8b?$#e;H#K$NUu*Si;J0T~}2; zbl{qB_3nySyV&pobh#ou1wg7aUOI~_s2f{MaJ1SkWkq@J(9C`DLx;dLH5?&~7u;l1 z`6r}m@43dGL%HS{h>1)s{Ur|%b9PB^&ACjd@(?r{WCXSqS2F=#dAki_6$dspSm|vD zYL;{1`LyfjB2#mu*Pm^f646h4xAz1@$3ScMIk{<zM!);U)BEDAHazQ>j`YcUN+WL^ z{q^MQ2iM8y8pPZ0$V<?+a#DIPo^uH}QC3PhUL44skW?K5e$!TI`N_WyEm+z~S?b8N z`0g(?EW@vPuz(&^(EE>Yv5Z9o;0MQ<EtBlLAJiet1O_WfB-06Hqt}Fgt2~ACA%Rj& z29#kn0ZerJ`%e~|nqArTzk{H@o=M0uc?g}Rl&%xUh>YEr`B7wu_cr!dolSaLQ_Zj> z(-jHOdGb@7DjVDCa8v_yo-V!~wJ|3SyB2x2FP3~A3sDi5rMd7?<VdXj3$d54>DSk4 z>|SvJ@9L2zEzCQ~N?p`CdA_(Ws0K7wp9i&2Rz|H1&KMUGviuYB)QVNsRS<^6r$d0s z*ptM6FRqLKlNj5=!SNsoZ`{XbT;PM5MU;&#^l0L$m_)&dV5n_i+Mp>sPsVV{-W<%J zeq)SWjUtKa-XM*fi16^(=^cG4Q+5N)NE1}1l{F}sgyT3wbW2vz<t*6ODH7<FG}j?F z%jYiYe<`rcYRX{zWC@Efjw(9`KHP9kK5voD)l8ULkQ@SGg(oJ0Ov4!+F@eEPiji<U zT1z7&?BnoZE|wF2wPN>%rWJL9OJa^#wITX@KlwZhw3SSp+#j_8RfShuR7m~sE!1gH z=ft_IBY%j}GaWy%#rKTqo)%bq!@G=(KNdNaD=E3MGj}+d+r^E@g(hniq-0qyqiALq zobUY}gdQar9e<)0;DH!Dhyip!rWxUfX=aC`Vy9awCXVwO>;kKy=@WnNak8b4`&w1z zMPKJKBYY%04ofYf*ulAoSL!NHF)dm<dX*l09{7l8hcD4KbVUtQ*nkR`SP#_0);veH zsB+#4+-YTcsC=|+-|-4tkkEo6YQkw-XP|FR{Dj_!x)Q2pad5Q&U4D~4H+P*f08!`& zShQ#-1=~XL@P=DIP;T4xW~g5#ZZB#TT!Ru)9HfQd#?&P>8Mv&8FKe<&!zXFP{8AbR z^VgP*6tNxqyn?@h=>RXOCQNpr(WCKdgvT)s6Kky6?Se%eXoy8J5G@uT8++!(_h-4| ztTBXPNo$w>MB+n7a?#!q45q0%9me~fx#6)QC6j-~HD;AZ+V}Or>-^you<t4Kxl%%Q zAgwzsxpQgI=s7#Xq$y9wP1%#(@6S`iK2f~LT`}^<zu5H9Gz9LXdSuw{KkfH3pG@bA z5*$k(km<!tYSlbPIEDr1aSS0XkxZtGhzR0X?RMa}5_yK|%o1^?=FFrTnE~`qSR*qb ztrO&`id0yIe;DxAP73Becc1|s{^oDA-ug&i7@!{Ye7_``Lcmx{TTm1`<l-YP(#^kJ zffRbhJ~-x%k_SrUu%On~*XEViVHHWHmMxNWg#Fctui`uyu4o+soKi>es94hPaKLC2 zGGNJ-Pe)EAK7^{*i~9ZA0MuwSpDu5a@2Ya|)v=U)J@5(P@FL~LpBo!%!C{DjmJ`bc z4QJxa)^EsaGMo=T(=Nh1*CQigqLL2%(Q5|$dZgq8*9?d#dNkhWgM3$ni-?)0ixc1h zd6El=X_yOcYFKu`vi0X=q|^SEr~SbA!!S0M1sfFF&sCPoJ=iOo@;W7iKf;8zOlw1V z-;GPiB5I9gw|RgZi+z%6Caqm8XBISG3`xNUyttKCGpjk1NiNBIjD$U2ooA9C3S63u zp99ql0t+}C9~O>Jl#9DtH1}7aO6t`zsL$7n#;oS9-kufgk7^1N;0?%jRO^L=kP&Le zp*9;&M`5mj=ZAA#5pEFpybXT{GA{J=eM4q_5Nhk=42RX9Bkh+O;FNjQ7>4TalF*}! z^L14#EN0zGi1m0tFSNV$D*a7B!$p&-tf`@vbO>-szh|{-%)}CtDIf#KfV{b+;6hE! zkh+AQXr3<Wn9e`qFiWh+%%$Bc&foOF>O=`95i{pE0<LjOCcSnVY%hb6{%+!vaOba{ zw`T~W@x+G0A6dJlxnT28vDVRyDM`vW0t61^QKMvyZn5I`Amn$Rb(5TR<(pM4IitgA zL!H1;TA1Qne1alyk<MDX+)eZ87xLXs_fgs9+#BQB-Zfw52X{~XnJLm@s$bzWRVu#y ze1B5gAyLvvTjACYR^~*|E!xb*`eA-)s(QPUVww0LU|R^hmWg~^({66{CB{czb-9cy z(~&d@k0>{9-n21Sbyl~mD5^VGP(_!yO!@<-hIDAf-r~W9n$QVhgqtNG6VLl^4$bew zk+t&Aw6n(r0$Oql#eK#C4^Uz@kPQVbTmI7Z_BbCns&%q0k*Q^A)Bjy@5uOmaao5rF z+wj|G^!p1nZ`fk5i4@EMv+hIY9IL*0czCo1>J^3Bj^(!XWXidN!aC<c<T~@~EGG$g z$Af<W5jpbA1^b)O3k#NGU)7*I#S&crQ}qLNe{z2{D2ahO`dh4Re9rlD<vHc*7!W?4 z#Mve(o)hDvPD#-@G7y1h2fX&LPk+DBl`8A3`dz!5f&EaT1SeGj2t2k`7=-zjB%EKd zOEp^pwL<FvpENZyWM$%x-o3LoKR7f{%Ja=(V4YAHB<dtSx6G>UM_ATdYDCeEaodyu zSi(|ZN_2!xd(wbu_2r~j{-&g~_XfTSVoY{BNo_PGxf6wcX>djg29sZOs<iTtAU|@K zN@@Gy(~hGIvPNwFijx(D%e(9*f#z&HvW%qe59XD>`_mc@d!?P`i-aCGrxBvSz}o~$ zDk5;SS552?lS(aZ?WzsEVCiyCU*)1sL6I`SnFJ4!rQCIKQ&X~Vp}3-L%vr|H`#$qr z$;F1I6k=nReovqJ1~BkY6^158@9r+%J^AB@lsSwSicpl<f>xK?A#v?B3Xda$77W)@ zhH#x?$>Cvamq9z_GK*(5uzWrsW-`E9b(W*$kz_mbktV;CD`sgrUtJKl6j6Q(Vql(> z6+BG(+jh)>r!TsKU|3f0K~iK|a@A*$`OR6PqnL9I7f{K#H(M9xHj+u}umBnZRyJTs zOqkoAoHsFbqjg)(HMN5Kc|@&_j?o9x1^$IrcHnm$DgFjT;lxz;x`sOtsgZ`&AYs@* zc^~{|7aog(69-9`KHyAfNwi=<z}U8fi6N{1<m7j0$>5QX44Rw;QSliPhRE<m+Rm!z z&t{Q3v)5blP7KG2!v{!utsHMPzC&vF{&eE!Ro&Zc`xqkmZcPN&rdT6ZX<kdSMd?MX zStN~$<b<u|Aq8&C$Za)R4<K5TeV6n2Bdc$_S=TcV1gYek#s35N&drm`k^o5usU<6? zp`@JphZj5w`ak&Suhz?{dA#75sa<E_(5*3i;OL~O-hANyh0mSV1CK}h7kvKT@VPv! z|Dt(+>Vt!lq|RbNW2W}~BccHa9)tETMEk#Uv;WI&9sqvxPj8if#*rGF^~L(1#v%W` z_cPCb!GyW8!J8?*Ajtn=#U2Dt_@5YIo_{gItuuq*T6h3fo`3aA)!6#)iji#nZ^dA? z!T-R1A+G-;5#<a#`hRG}#{3_xNC7--9RH$>dA?e8CpvLa0c|}^;wU$k%vM{@Xx3Zo zDk~>i?7nE>KSXb&>v6MvYY2-a9>}>g-u=MKr!XSTO6tU?W1)`ZgGR|q=`CR&5Ybjg ziN;1o77(8U5fUXgG&|I{Ixzixp>OpEUY?OLyb?=26f+CpBapd24pi*?TmYY8axxn< zNkZ)t5eT+WjS$6POOFqF>b~S&gDG(cqOYN$A)-Nr<t>Tj{{qA;PfG*Invw@8!CayQ zL4gowpz(qMDgM!gD?Bi?G&I|Xn|Ew%X=el;*UZdX@5Y)BmbS(N_El#J5_N7H&G0ci z9{#ZfZmTDcpZ!T<erjm}h(lAwK-GxTfCvj`29`yDz}rTHHY9w~x4OCSen8n7n;w7E zURr`qf0}6Fy~Ub62`zn^5^Q{$%nmZMfJQMyWr2oJnq#&w!+*}n|5{o=?EA>AtB-sK zs(vCnzl0J6+!7&_gN#s?eCFv@RUaVO%7G-2x^q4-PE*E!@bH<SN$LdDWjC`3Pj0LZ z0hd;Wo_Z|-cyKncpG+U0q(xZ>AG6=amd=SFa6Z3IiBMY|xmdn8Iethws{+n|MK2z@ zgZo0SceSFQTJMT9eL}C+wiY%QH$b?L`N`f17AYIrNNbt7x8K-rd<^C`rWUqFHjqkA zACk%d$-PgQH@<31!<$^37pCOTY4m^-;ODb5<a7+?B?y7U3lITjuQ%sYyW<myg5LJ% zQhaoB5-iWe$QX*b-lZO_Ep65J151w#OHvX|=Lk6Qp~&=k|0$qANqI>r!F)#NF2UcQ zVpW}w(PJ#`lDy6C!uDd#PAAt_IWN%4JBIn~aKu}3nH%YA(Xn@YY6K1O_0i}Asvt28 zK{`=7QYEU+itTjJao19iC!6;)uV2YPI3VowI`l2n+ePj7+ml^pvvDo~Fv?3c8=aY~ ziwS-`{VxDHK*qn2C77c1%RBqQk#^$O7N2Y-sB|e%GPS?qOb%#jkmk%o3U3SrUia5Q z!t#Um;BLvV^~?(^0_=~%wDS+13_39`Hkp5eX>5Q-?IKyUIy<tbOZltBfPcbwW%t&% z@*r`Q!^qi)Qs>tquD2iCYq0aR(}{lJP~V?Nl`j0|KPS~vm%+$AOZX+r?RJ2(Lb4;{ zUch>l;WQSe+-YQLLPcy*o5CS6uCJ43QSjR#*PmUUJyv||^8^@W{_lI2n&ld+AijU0 zqH-QLZfBWUvT?h{le4wvp2&J+-3QSgdlVB=1@c=A94<zw`C8MA2{}yJdC@y_g^E;N zWKBb@NuO?XPytMriJ|(axA4)?=?>lWlh-UCL=2iH>lAJUK<T`#InEMGNimh7BLbCA z5^6Sh(46m~9y+0WU}~}S2cNIl0lR<t@Ys1%R)&2a=d;ivMh%I&WKrl(sH#wuAnTC? zFPY7Z0BnA@O}uR$K{~;AA|nrVZe_HK9Q?uBd~H}{uS}3G6^}>3EhKrjP3%|p3W-I- zZ@d;)BMq9jQQG+oUR^Nr{Qe#5;E7N4-$BE|J#1<rhY+&+8Fy(S2i1FCoE3kVX=!r6 zIgCbq;o(-fJXjou+e^%MO_6d9E*LDwq^|YMHozOJOf`-xclj_M@&g~R$XbS+r=_0Y zDm;Pl3i!7{DS{*iu20?O`PUAkSQ2cRgIOn9<>dOKm?_dhf?T<)=g6k;Z9=`QnHdTc z-wo@p)R_yiy*ihM>m+=ke-D2`ov^|27U4}9Qo61l$^cE=7`$QaoESy2PhP4fhf?ru zSlY`{T+T0(-0RKveBQ}vK~x$S6_7X|3BBP(V{xj`cu~;xYj=q3xfK$EaRLPGt;vd! z#TH8OjWLhUoIAaWio(;T{@H%0Br9n5D8D{+bOI@)foqsT10_QqY><C?u?zKDxAUg% zSyiv(^y5gv=6C4a+XN?IvT}B0Z>byMRBLTMpy5)b9YdzF4@{s~h%t?l*1*(l>eb&j z9aD@c<T;wvJ~h99`EqOM!s{_qpT>i}KuaKl`G%)fH1Kj9tnt~5J;6?>woQNMXmG&^ z0}AM7)8uvE)keTAsxp6J(#ckFZkizEn)SHBuL3bwWzQAGnCd=8+6III>}P5GHI{$p z2gx9YVEGlsFJr^FHB_4}G)mcI)>^<C`+Q_P@IK-gX!k%!e-aS@s3&^3q*JhMYMq28 zpxY#ME&e%S?~`1A4fX8jnL0em_7}q8zj(+wdvR4<-P|abVR(NyE%}RYxgQ`i0i)ly zcN*VS%BkD^QX#EwlVj%fh=a4Db2g*7VAB@jlY+G*W6~zNFvg~jiUA(>f?7??u5&5Y zsqIpr0ry_6z>)iCpV00u;`DYu06pH#%RNCuDD2u1>*?k6>z6WlB0TU^&sBX0J7sut z7&N_9D2Z$K%fo+nLix6HgHxAt<19+aC)0A&_tvO|0cgO|)6BE?Wd|Yz-SL;XTfKP| z{sg97AUg~4NU(NGJQk5XNUMoSRCwB#0agBZ6a3W=!9O`-^Ip#ja?QApCZcXL=r2@d z5ZaLF;NF(`8ZfNDeC_0`FuU5vNa>XxxG|aUf9RTZecykt`j{3^RE|%g@$Gqhm7ur( zVo&M9l(bQN)$79Sva3|S1YJ`vp<mE=8#y?&X4>*ozu|SCZnA#YXzshPnJlVp)*67L zE(Wh^J*`-~u&i@RC;{eih!Z-+?pN?uZ8&|UJfU<F+!apu!7I#9+}n24t89wCu7G*p zXXjnUwSa%lxwy7nOH)7^RY~0lLso#jq;a;W3P|qBo2Js$(w@@cuoTwecw3(eVQbtg zA`GA=)easlXD^9@l4cj$ta#~suq7f5+ssN}I14k<#0$=!<-&0(oOE)I9ghPufhGp7 zceKbR$Tnk9GlGtH;1d_0OyEuzf`o>BlzsgjZCrozIxCvyt7JQky23~c6O)u2S%49l zKy>s4y`EV(%$Zd8Q5!W~M}5o)wApy=(B_r&-Ej!jp!##EC|dZ2jXjH|XWZ2wipo8< zfT#!}fza}k-I;>~8E!3ZbSenB3(_DyfdV6i$MhEacw}57AH&!FRCoC6cqV+_N0znp zf4_gfK|s<~6<ul6;?^3LVDq!uXn1kStla<ivbum&B4Q>afA-s#(RCcL|KU9xX-^a^ z)eUh`)MIau(b~Ck<M9P}WNoEfvY5%|y+Y#l_JbE9sBLo`d6x{(TFJ1@y8RlyRDu8F z&7Qp|^%bfi(Q>jHd@J07sngXq9dnKtTLORD`6|}gn0mdFA`+f`!<bf%Y%zeVQE(IO zEBvRH)&;t0=Ri7XMdWD$EwpF4VC>WC(7F%{KA3Fps_|gGGC#IvVH~v)RBrIZ@~-IA zN214c`UfCo{l_7Z5~6HFdVyjrLw&r?uX$JBFYI};y9~NI!d_y23Xj?3qFgrxrlx;{ zf?(FrS6wgfLujNjkGIvgo8BzUc<>D^j@li=EM*KpFUMQntRNQ)?(aEigG|DC0xFs` zpvx*IKBYgB1Tk1-KhyhG>A&8EUqL^d!-W9%_#@ndVS2)h=I@Fcq|y#&u+zchH!H2U z;3kfY(P?=7VWK=ftJ$2=9M9v!f&G6nVsQDnrLozPPO~@>p>2E{7IM_wbA0+h$6A)- zplSFgj;t*SCfj00j`9_!5dGQ3?2o7DcE24^Q0~Sx_wu9w<hRjoxwmk2wPDDO$2_vI zbwOs;e!srW0f~HRGF+Cmpqv!5M6TrNp<?LBvmGc{KukN+hR3anPd+11vLSyQ#e)-? zZ~2u_uoezTEeq%=Dt~_s>ux#4N<xxi-?LS7;$DoxrCrd%%mDmn!T?X)Nk`K3Au1F5 zYpbG9x5myM-!N3?VdYg~GLZeeL?epqft;CNDJ%_^XW6Q3lC6#wlkv7G3GEgfk<IRJ z2@bRm)m~pqXr$;26l}1<qT+viRy>^{4ICzDJ64p}gPK3o)|JfTNVi(K4k>@XiZ(l5 zJ3*4lq<9`~JX?Dxcu$+&8-rooO37)?yT%dteIV_Rz@^?&vm4IQe|?jE`*j8S{-(*0 zo$*z;%Gy$iHBLDCdv8XiwQC}14!>#FgJO4r$BB)f5>rCHNxi3t#bbZ*;>n?H*I8|R z><WK#(~r>dx1lD_#B^-QsIfGstFwe&HzQdUKSOq*i^&bt^R6BQW-{P_>9ivjE25Le z{s2s7+c{!tI{1(UL3F+YW01V9<w=>0>7{+;uVocZNWf<@%iq&g-NkjZjbQ|21wmR7 zKp>J;jsB`pJdXOk2Y7$V5c|uz`*uEir*h})$BSniVWHXdhLAYn{!}-o&wYfZSMt}5 zD!kb*v1z=Dnc_?h%UC_{EcFUDC86QK@0j(+S4~-+0t<9$5cFdfE%f=9@mL=Rzavv= zq>*OwTQtwzGWI*}K3Q}ei<VrAm0>N?`QX)7%+HSfGx(>Tc`1Kq9ea@EIW;h&?${>` zMR-~ee|j&=l<d;CVL2|o?pQOi2Se$5bzGAM?M&4V{;F)wxpODc=)vld<9DFS-`T<> zKu^lSVKQaVS?<pEMZZluD}`ehnrY%KghdHpOy!6}FrDRYG`QsFa^`LDaFbY+`v+Dj zL1TirJY94T!hnC*rI9XQGel2B(Hwba30e+l(VuHq@Rq6FTdZ<zi&bEWH&b0A;y1)g zS}GmIG;j-X<id#nl<d2Q{N6qQi!X+9p@$BpO*mSAs^af@_9HY*>ClvVNiCc1)U|TM zLPnj=wLYDLCJQFs;Zyx~V)<l0Q1oX|vd!cg09UNpVc37RZc?BAThY8MI2|g;mEi>` zF_$iXx!$SWD<ru$w6)Oh0;5Z1a2A0+j?S&w=w^+<>Zn>fo?U39d<DJuLoMDlJ0<YH z_<o$<mki$=2;X*DZD%`hJ?3^8200iqm`|2u9}mutKEe9sf9P{4#7a?1|DNmsj}sRz zxFcZis3d<&$FmdPW&#Z5Dk5^x%9WD-WG-R^l1(lkQemid4CLCiX9&;Xgn-m@aAm$; z{O{8?hVjARHdD!)Ta;^zAIT2_x!rcueIq<qM9N%6c7v4$t%quzMd|hmX%e?R_AUe3 zvTr6C-{AtY$G+N{ux8)J3}EepNu4z`Zi)YKdKrHyx$w7x)S_da`=NlfPkH=ibOxIO z(cyVFs+AFBYI$9YGA1@GJb|s#!fFsp&w-l7{&SECg}RG?GnMobXSXjT1!XL$hc?&= zC0J0u<;k8nPqMUYYm7{WUtc$FY{|fdPQ$ksI%SODLE+mRw+$_+b@Pw?PQh!xAGbF6 z`44|}eeU05a1ZiIb&;~WgnWplcsC>f)Ca`{Yp<3sI72foW2m*<`t~TR@a{nCK&#ol zv@u!1l*Ycv7pZ&!h+m3IKiPNAoQC?zr)UZNFPEtWYi<<BDMF>i3@85kbih$$sdtf9 zVaf*h-Wim5Q8VkBErXMwD++jk_5`v3)Ifjj<p3AX6n&45lFH!Is@+dj>InEv(d!x` z?80AWEGo+Bc-L%c{ST&fmTpq?&cS(k*7u!i^QF7(wt2r{GF2R5BAG5YeK9jsTVqJ= zX#YPFH{qSk%tXAzUB+T>28NW1?^&gs%arBXETIYKw_@>{G}AID_0|fvq=V>QK6rnS zu;K_FIU}1+C!75w67M9+fEA5|-{!yP(fps-SD1^S!sz(D4Aks*kvfspj>>E>v~XB8 z*G>WM5e;ScYc?)f-4v4r)C+H2e`Gmy^ynbkuR~%)o(<=%9Jc+@N&VI8A-RIEgMZOO zI(;j#c+~^U!VLXq)4kn2iW{!C3&MZL@3|@C8)KPCK2hvZ^A4K<q?Z!fv8KTxe}J~N zqu0iC-#JfdBjuvS>0$+g_!~^uSKoV#Z|L-l=?lT7kH2ci$VLT}{0+~_BUOgn6_A%) zxh0KXINN@GlbRj2wOt7+m;kQ|Oytf&OJNwF$=F|4G|s*H$l3iJsy3Ulk`sR;U<mb# zYasNylRG^7TVD#NjNzSg&Px!1Hd<;sZVeK(>GpcOBAKi~EQv!?-zRL<L-6eZ&cc<7 z?C7S7mHBiPhHdsInV=DC(0o;Mg`6BEGvM^9bG$<qYV%V=&eZZt@|^ydouL*ly;`c2 zG$1oYGG@7G%3{<Cuk-d*kX?Vo*;b`6`dj7|I=sb2DzBlFQ`f^OcOXdo5Yhbm)4HW& zD|9{XOs0s21bcqhkVRxmzwDOBmHlnE%NE)-CLeR&Mym4io)kCj`omL=9eiXI{X_b& zOdD&meZ!rQIf73gY}FEbt5{<K%DQitn}R?37UXmoC57Z$$fsXOK6Zaf2mPk4+WmP2 z>V)sZHXY(|yG1VK@)@<G_K!%)B2wmJ*axQF2}JcM97Y@^(85I+o9>?zHToAGuKxa8 zXXdwQ#zNmoc@LDSQPlN$Dz*A{Wo@!tvQQY-++~gMnsRJ+$0||%H+QV2ptkQF@AiX` z^y3kMiJhx5sd$i6&bNPM(u8hrzUt-Y)K6R5oVR)cupbMN$&Clni56Z%xyG%zjS3j| zo~G7*&}Wv%&nU`0kke|opXY5a4gVJT&Z7vv9vhb9t~RcWZVnb&hbT;Tf!oN-oAYjS zB0*Unp+S&%X4z~d&2HNVb0)%kYUxM!`dw2xXkU~a1<Su{j+K9v5~aG#zixD=lAx#B zpK5N3-uLpz;My52FJKl()QyHc66Cm6@zjxQ@%(7Xm1iF>8{r*C_>y+xWW&K6r2>XF zcan(f>XhB5{4DB?)pEc=mkQfyI|J*Z;K<lbl+FCV38m3*u9eh@%Wr;T4YDJ7M68vH z6)~7)a|1DG{c(ShQ9$thd>2GX4ze?%^~+Oms+#BqPWFaqezuC?X+J1U;tWOM6T~$D z_oPay<f*r+-Q|L&JLrM+;%;K`BGIZ(U_Nyz`^gPto1S1MB}a<*dm(up25<e-shs*V z)G}+}uhZafQ{GjPS-sanI$_0*{PIU>YfpJ)$x|Y>tbl)(GX8bSUrZjAUp8qGX9{(G z)HE=&Ia6FK#IWY%ftAGUMe-!_?VI6MDa5=d`16Mz>*o_ca%t}l#Dix(Do4y521$Lk zYo)0JK?TDfb5m7qZ;A97FoC?wiI@u1e5<>C<$_2{qAT&F^^ma}fk{u8pS`v$=UR!G z-GZ@7XOMrS6G4+SqK`;?@H8zjDG8ikfm`YKQ@eATmh+-vA=^}&8KgV5Cdlz_1K$8S zy{G}Cjk(Fbfp_SvG@`)y9&YbuTYUc@$AOtGgo=F<<c}t|yiOcMsd`?qhw~BC!t+xq z9GG0Xh#1%!P!Yp$XYGn<BurZ$um{w5{P20fV03>1PJs-9OpY;v`yMUTY9w>J<U5!P zn;3&_%0C}b;ySs=bas+2?P06^KL0&k<oMCA9)_HV5#T#3<r~ynUV|uVJrFzn{h-p< zirQ)J&$3=ll;Ws?Gb}oM<0@K6f{jrl)v2W=SfGr-9*g@%%z6qsU~GLB<a@(@k%RsI zM`eE)Ojcc@al(KKgad4qsB~Ct4yYHMOn=sPau%j5k!5N6s{4z*5Pk05E<WQ_e^X&O z3WmpDdt3+qs39RlxZ*B%m{eUOI@@n}8(U?T2_rbSS#Zilvcso;dyIQ#hWxM(CN792 znGgpVmFU4U^F!PIJLc>3WmhzQOGPM07n^@Vz1=~wEyAqO%Ad*K_``fv1a9sH-CXNl z%C{HX?geC(oFaMt^n^6Zc8$W{_;hK`gbwuV9;)@Zo9)T4%J#Kj)d52@Q7Z~kve7!l zER+gf-hfV*$u?lF%6B-ErnDg#tpJ|10Xzh*zrdx+7zS1n>4!icUK!r^wj;;a94CLh zKxu#STJ9R5qr@E?)F%-|5H;nlYff99d{>dCD>cgC<}hkS?Pg>2LKH^ZP~v$gK&?<B zoxA{SU7yg{hbIEUlDG<Fg`qu0PtnQ5eNti>9P|xgL@281Z~SFkg7){Dt9_6_;38z6 z=1ad^3g;vu*cr=mf~nTpa^lRIsIPws{^#|tpAZWBvL!@!4!B7Yc^tAMGL$10J5(K% zyhzx*%Y7sdn{ua!Am;XwKqkgNMJ_;out`B0OIzR+BM3V*EzI#%;vHNKNJng?<J?EX zm?139wtZXh`E^4v;Q~~*M9-*|s#f(K6zcUpyB0Hf-hZo)A`kG#n1+VGU4DPbhKsgf z^UG#f_{O!TY_Ij(blLIXNm2UtVvSNGp5A`m+3h`7mJtacoa8DQjcqW#MYKPN<A(&d zIzrr04RTQM`6$vk<e{@MeUbQ8`)4RQ{|!~VUb!E}!)jmwOP)1u5zbDc!s**fzLwS# z2AdW+aW&rr5w#C|3+GZ8za4**G_R35+y`Bn{90U^gfa6z>gO6%&a$M%ryTb2Q>qW> z!4L9WK4iJAfZ?0RC?dzgn2<ltjxO0iv5Mqk$R1-4_69312v9NGC>VTQR*GHhtQ#*m z-oaHQymnk5`v5qrwjMS=B*5k<a#W4PZFvapU8D<U^ShfA9rXA|$0~ou>Vra^$;ATa zPNwKE`1Gm>D45=oB?qQ)v`~Gm+gKA<<btgz+wTpF{<=+>8ftBQvfEG)-!HbLM?e<@ zo6+O)_(Iy|?7YhZ>%}j%HN6sOw-q7UZEG){<HQVDs)dRJo~nO|h0CA}PzJuN{@ai1 zFuBW5@<Jc=!r`;_Xc~WwC7B}MQb^i(NTtR`KPRZSLw?b;;BrU4>X{a}*@TD%9W8T6 zk5dh1AXglPA1k;<x*g?Og1Pp%$5_tU74_V0+GIc4dxoxGo&qH^-!(_&S*V)$6vYfX zxe7}zs}T2{Kb_?dDlwL~O~vM4R3X*(-9mM5qFXIN@(bO=gF$}-TuAV}1fB<>gebJU zAWJoqFk_6(8KUR7sqW8GE!B?qxVp3EoCxwO-T6o>T72x>1)CBO)&BEhs`bhy&lRWh zTV<z{E!0A9so~c&k26~<*qSSQv}RHM!*A$*B!y3AO_E(Rkaf#2$!Fwol?40)3wu>* zPT!aBR@tEQZv}rb8X_1eA>j*%DxEV?uh$Ep(s#knzD~67&%CAH$l1G-I=L8Ph?wf& z=@q`s*f3q$KgZpKO=lk;x)uvhd36co@{CaqZHt?p@5rW@r-!8t*YkK|XiTS>%4hCs zM(J0FF`M&SHuJ9nCGfJr+|ELy1!=;J<=Q&GzIH!=7>a-TwL7$^94<lPty|84cx3FN zb738uLLjeLrY7JWxj!$d<fWcEGP$gfC?--RZs=RIZ%m>Ut7wA<wI)!2l6#SYvIBR6 zz7FRU*LuUD$#q3`LAb(GLGc$HI@J<ja8f5sa}$%qWoSUMJ*1)UUz3-e;a+7cV#~3+ ziw0+r+{S+w5&Mj%tefD}7~cG8pVBw2$&)b;DNq$0|G5t&H~}!6E;u}sCVD1jv{D(y zA)1UkI^Kuorx_tCOp0X2EK_1IUkzG>uSVewYyjXEKg}2eE1<yQ<Cwx9lMAoEqkBR& zF`g_4wwX|Md~Nl3{b#SUYo*R{AE{!e<czb>bt!+-nuDN&e205X5=qeQ`N5TXGBXND z7flK2x_>E-``K&+kG!f%h@_*5jf>bf9}Y&Q5Fa}{`Gh@<i(}>We>|T4dHsWWYodY7 zsqAgGbw2M)b69`m*LPwP=S;Cj0!^j{VH-z0L`7wPSYrycW<rr}KM^Pi(C?htWp73> zyR3i1FH2sXh=LN`Ik)r9-O#}vw^-8;`cuBd<XekHO~*d&mc`OsEIr1n(BN0qnA#tV zTR-r$oVU>AP*=}_@~w)*H0h^s8C9lAP3#aOf0bn!fb=}EdqR7#mGea@Yp&2%P359# zZtn5fy+$`TNsw#Uw1GT=n@ZGp+>etTl1+ceWjCf3t1P9WKq=78Vzz<ZxxjPyZYk3$ zOx3IgXd`3Yoi`m>rUyZpc^)L+PamVF&Xd0cACj5Jv6*h;KCak?5B;FNlfbwmF2xIy z^=@t*;wn6cQ~qMLG12&A-E?d4!=n`W0Opz0%3nX^#2jhlUeWN)!~?nhfLSt!Q0jl$ zhACJny+-)ky__w|QbCAY-O8D?GRT@nK~LmJhena<2lBq6)DP%^QyWWYSuT3QN>_Rc zJ}G9ZkA>vNl??35+qS$WjjLH_!|2}BOCuzP@(e}zp|f#I3T|;KB6g6F?$I^26786A zT8X@g=WosOb3r<%l!(8Y?bO|U_iKM8iZwI~e}>*1mkFG00rG_m(b6r}b_$1an*=9W zm?QT)^j}0olEh!-n8`#$0|Sj3?q<iq_=mFjxGQI*?9Ey45ViNYr3M@W3HSuk;2NK_ zlnu22W5JnvsUh}w7J2=s=cl9z!|Zu4n5nfg-(F`3=$eyJL96so91R4qFtmTW&q*un zEYjqG_lrAv6D*nD4&G6_wOglzeXSgwF<nnKnV<fskwZ3hN)YS#tlA&qOtF`rRU%}H z@y3U&NrfzPVw~lSgzt09Pks3KN^LE>)fMF?#?j6gc@Y3AC<ORR&!Wtuo2r~+W*?#f zbvR2;R*AkOKGAcCB_r{OC7yrh4WIt`gvO?-P65Jsa%URP4HBQQQ-C6K?e4v$YC0`q zp)(0uekgFJIL7|Cv?`UvII+{Qj`Twr=RhAHnBqx}2s`|<^&^3o9L49mi-L3d3Dj{c z6>f%ut%k(qn#_|jzs{Nd!>VpC^b&0``Q%v!d2voUILy!S;eCDE1}uN7kJ`!P%&7+5 zjlHGW-QKQqw}(Y^Up}hGiy=MANY-1JT#@Cf7?MsJ=S(vx;EppB*K*A4O#Mlw<X*d5 zUAC5_KTPirpASKTE7MXki?Awj9)N2#yMhi$&+t*9HqY^ns!Gu@4B?tLkb>R531!h6 zgm>jUD8NAMi#&0&({+E0&n!mEi-ttVtmDE?-&P^X!YQ6%_fpA=q0cpV3i)5(v<bZ@ z=IBDm$|usFgaSWUxL}}tm5+?J3-t6k0wm6>81HKdtgB+Jck1gy+;Y4y+N}qdQD5ae z6D{**je-a;t-tvlslKMvC#EkHEvj~V_zR`(IVw`Mbx^2j{Ct1C?Aykzx_flmXi?L& zk|cbEaIbWrP9&oQQW>}bKA%f?Q)(1d#wUQ{AxzSO%r2iQ2$YTfKlt9nwbx<+9twmm zYAwF^5r&~C&Rb83CiTf}H8Rk5!L$6~*4+uioR;KfjQ!mqyRlnZ(}a>IG5+8Q=zk9> z2sEpsNgV3UbK`&cL>EspNmZ?MW<6h274ivh*0qv|o!Y~Qh&$V-*ovhX*Nm(fAnVB& zKVqlH(!kSCst`Ce8S4tEU6>PsZcO>`Ru??}#!(gEoh~!Lh&GAGboO2UW_<xSc;d#4 zwTsO7#xV>ti;ND=F&J433-mueEZcZNjlZG5rzzR)R)l};$CXv*^T_Jc;-c{tSh{%l z&N=m>n9st2z=GRLOpOdWluGkJk_e4F03(p4e?)^*c%lg4lw0m2v#x>U@9q)_D!kVS z?1a)OBoYY6xI+#aoC;k%=(bc4F4eFo1(CTTCgzMsK^<#Y$r?r38)2&m=&KH=W)JfT zGHp1Xah-osqDTuLXqVPHK}qm^dWn4e{wRHv{yqd#edf2sWbrF7`@NRJPgbLZ*EtZ! z*VCT=jyuG;>a+R5R=T9n_uNAfBZs%I#b>nh;`V1ilYr+Xg#BidNXD3(y;wN9h;g39 zppeLxrA>0e#wJ@E8QxG>x?Xk!4|A#(*lnRB^HP7(8?Pb$8CHQ?Gh#wGO=^5+l;Sbm zrx<1XW;ha$RDeB3xGtm;QKDH~7*>EN5o|&vx5e=vK`2Cx>w6U9s&^{P`|oEm$Y;*g zKntpv$`87Jg=-f6P4v2Wo5@hG#A0EERvvvw13|y8oUDGBErhbf74aC-Gm&{JBPXN` z9MON1@3`^hrNf)7gvR)^YL`-`kV)>TLuk9R>^uRZR&HY|l}C_bUigjB0!`}W=q()G zbvn4FWyBaE(7l_RJphi!u$d|L+h1@YKfSIH7v<LX`!M5-6PUyP6H*1IL<o_&x|UKp zunpKYXt&v3y#Uy2a+3(he9H|L^4EELoUMN)?}Q~Z#rRU(89H#C#^`1$;tn)o_~nh{ z(o~hvSG@<<ke_7&amhi#H^yx=@Q3R4x(3)01DF!3zX$?G%wwy%5X@b>U;)^)qXCS) zdgTs1-m9c&YhGsLuScweVsi;ici--b)P?lm4tK_o0?hCB#8ElS>a>fvjOk!M5<Gt; z<(WkK^{{jg;z#!meX1A?isNmXv+R6O2VF;*jJm*IvgrKnh*099;5!ZPCw-kgTPt?s zHuSTJH7cx@Ix$S~wa)H(9!=Gt!rfMI-NUJ`y}nA*6;no>`#I!gVn$c9=-m7%L}P)I zN-37loLN-Ff3HTY^%h3Vs#X)})u(?0eLg)>w0$~|rQckbOCDv`U9UODWCCEw)fWt2 z^dZGx2w5xC5zRcn-&%+?lsyfa_Ao&jpj_BDjO_coh|vejX}+3erWR|Nx3?0SW=}_s zO0c-sfHT?UJ8hY3HgvSi<6J-+W+un?uO~)%akN!7^5*#}a;#r05bUCyFE@WrE7X8x z-HbyXSXF;lN5?s=j9r-q8nJxxZ*VC*>WSrz>4VBIZ+AyZNxyQG=D310ZjC^^CUtEP zDGi1pioF&rQ4Yqzj2dCVDf^c~_LIzHZe!aNMDf7i>28H<6Api4b-n4HCTmL|fGKcS z{>mbxsiMYNdt#R}%fu#Qw()<UXDJ@&zo5Dh{i|nPyoU`t;OU`pquB+K2C?xD6ekJ0 zRODvV2ic?&i{3GMryBgbM;l4$_;<tZ_UFhp>WjxS`@>YqT);%peHo88A=1?ovM<~M z5n+fzm5hQXFcn&(9dicv(D@c>N8{JsFz|2!h0i?3?ed|Vbc^D9SUi84a?GLtwNBwK zkUU=Q9{7XIn}Rf+#kSh;s<K&dmsFydl0tJ(awkmy`*ZVPj0`eqj)(}Qx5#tSUy1Xb zN|qRIvL!+WeKX0UD0d}waG@A<H&Yj}2X-n{JA~QdmNGh^!QoCqy-!PJK2*N!Z#=Rp zy^|CImaF&sYbl>!0pfq`=e}H-eq-!Jmu0A`ixR*6G8qgbjDtpC#3#uNcrm5P<_ihN zJ2q~Rvk|%8Lz|(*Kn3oN$9INshQyjs#Q@UcP+Z}aXsP%oX!^E-X~$5p_Y-oMnKe7t z%r{ESZ1Vo|kLTaFxgE?2>2HaP#t(j(g{~808~M(r1&$BN)<=JWswWIC^nw*d-$m0@ ztGg_>31i-H%Fioh$#hBg@j&%hr1ABjt_dEh<>l^iHS}RM)kBYNAOU1hF-gP+?Xi3U z9ne~L&iP9U4Xb+;JU}^PqVUOVZK1Q`$R8HL8B-u-mkhhS+D#apq#Mfg-W8MdikzLo z*kR3iS=ShM2mya)!o&r)M@PcZJ|}#mH>zWH4=rhWi_f>i-u|##@h|#J?OHg@W(_Pl z1=<UWG@Fhk?^M*{Kp>{!x_Ua?F-gscQjY;3!o~|0glJJ-^9+5*s1@(ubfxbnx`wm4 z1KamP^eKevj;7HdS6gX$NZ;DA4qf(ps!HIsgRy(usz`r1V3FQbYE_4q$mNRcz}-t2 zpkd61alRZBAVL6b0$k{F)Z8RC9(SWGBEQVzR$2bTtOAk+nF_h}SR)_rY@wL^<O4#` z2#a7*ko}DqCNF?WkCl$S+_l0EZW8*0a8401c2|knSniZ@)Ryn<>?Wy6X(3YYj;}M+ zt)Vyue>8v8m_DC{9q_u5i^?Fni{{ex5K%#$z8U%r^Uu0Nr;K15E2i72R@50zu&s(_ z*Sm0)2^O7dv<&iPEnss&qrT7VR*K%55lMlji*#D`oy^}p5%rxPNZGbQv*Z>uJ9hLu zWfk@_hJu>9^_pqIJmt$F5Z*Xd`2z|JpoO)J8h?LkF|zQmXV5VmebN)uoq;vyTV_;z z2@R??4^_F)sUp44w2-C=O*@w%Rw*j$yC0VBxpBU?DYMHFf>b0Zl93|s0blAKR*qXh zi>dGILsF>))BiS~c@Nb87qZsmv#+X-8i_~&#=3oxy9BwNS4R86&n46`PQJcw(1UCF zkIR3&SFxyq&B=D#p+dzV$Sbbk46}7-nk2m1i`c;f@6k($p!DzpVgw4YjRt-hz>0;% z@YbzWvMS?1QG4|70CL2&6NNDmB^tawC)bFfSN&RPhm%!|Gxe5KeTG}1aN&>bs>tKX zD0%dhv7pWIIt=uh7LuqrqT$PWFR20A6DWT*B5KyJ23=%5BU-OWaNDeiaPydF^9>tV zOXC}_XHcbTsq+2p-d2uLz#S<LdTTHON7>RihTM8?v6XLwkh`k`E%<QF9u0IL7Jm3m zA`ucHCf4tivXN@BPF170pyx~S4c38`?F9`4e~%izM_v`~Mu-?`VyCbaUZYWTS)zaR zfNSdshh~tMh?!UJt>$`pt#q#*vvnREBz(mZ*!z=ZNtbMQ4kaGr1)NArcskPNYPU?h z3088<ss`>X6*2zci6;E*xh&iZau+vk)ErL7fyCwyRl#ZEJc))s5XY7iF7Ax!0gd+P zoUiCIE22TJIi#wmjyoxqGjJ6tZ9RXwC#okErNp2)vkLEh9C~bL0`T-I@{~${H=oCW zzJEEVW)hBTI0{L4OJ-ONL?sFiZkJQ~DIXer<E5l32C0}nKfN;uVN#HJk(Le(es~Xf zy#_%F_x3D&^ND3~O2w+03(Qd0X(`kd2O+=>L1wIeLd@HNL^8@FoDaTK-Z+28RAQt9 zl}&CLTym^ONTk|ZwqPfeoJ)o<t)$+FVQ|Pp+239Mt?3P&T%(F?$arDOt;C#iB}xnt z{@`1vBe2Uw8`w&eE3Qd|Hqd`;e=wJ(kfm@dU3I0x87>)#WrO}n7XX&8g$?!iYQ+bN z3Dy-ze9xvr)9m{Rwyy2e>p6doXwdMV*Di{Sc16dBZl=E1TBOS2=A%*TcgCAFk9xp; zGb+%*LzHRi7=c47)6y2$`CAq#bktF-qBApvd(M(6KTf#Z(*msF8Otev>4d40{yDrN zzSRMx69GLK0@UyD_JRmfl2zMRY#%-gF|ys$ja5ZKr7kqQ46aO`*3y4Z&86#^{=~-} zWp+{v=W;8@r*YWfaXUIordr2rvm00iqEl6l9TJbEK{ASM^k{bzDL&~zKL%SP+N|HY z^zO@D1C%pw9pDYSobWK<$heSd9B=L(^{JZX#^oMZzESQ@p4s=1T%YL)9BJRp&o;uK zmmfSHqHPh;V8mBL;eLO;y83a_Ks@2W9*H_4;med3eMwJx6~m223PhEQuSlyfjB|U{ z!o=etbmTg!dYO_y3(?-_nvHUlImHb5F5U#FGA}Zl|8%7?*;E{rhbf@8(aahG4(9s8 zxn@)~JlPALuB25r-!X`{q#cKty9jQp;1XdisQ-g0TXHz*p80>iRDD`5#6fQ1P9ok@ zqBs_@%NIG=s=EH$nx*?0Mog&c>aU>K#m2q7Qux^s?g=qojU<mVgd79iH2(E8@2|)L ze%1%*3sq6@tZirgP9L&uI8kDz8}Y~lJM(h5Uvdo2N&e@Qt`Lf}+!f8AyQn$nQQ3t* zEvirLV|0@C@1K7f=1Xwxo8t#<TN5r;N%h~3EXb=v!EEQd#;I@+xwy044jtTXBCqb0 zjs2W505n+^4~7Xy_KWBF{P$>O0)Z}(1SG2srAIKX>YY(LU+*lbhHDMckW{e(k&c!9 z!GxXH6HNW1DQSlp){o%*oPhuRJN~f;PrsnQG5gh7dMkf@=Ab~sN~b9Qa7mvu7&_5h z{`bBUTYWN#f{6jI6{Qvss>GnJnrOj;nm@BE-%ikaeQo;A<L8H;UO(KQuKT=Ek^6h| zmO=szD2WLjLYs$bFwaTB-F+Yl<PYBaPZY|&A6Ct6V)a(0F;31|#Qs}Lu%$G}y-t(@ z8;w8CqWXV{a-813k#~#t>np5C8AYgCAJJLA#r&l}F|J$IxJ73-10@fnuStOn_-`L4 zhQd<P<5|m}imKr_|6sry@+|)piBmP-*Y2Q!c)?twg8(^>8i0+cnie*L_Sn0(^*2PA zot>;IpM8}j(ZunWSRy{OQ)7VG<!sQd(H!)eEn$Cr`1~w(HZq}zCne}<j~_5%guZ&X zl2S3CjsBLW!?DT)css3pu?n(iWCOy+YhAJ4O>!-OVk6@1f9v`41VS1cg>V5^ytTc* zJ47fZ$bt>Zr`hmHD9kGVoXx|G3k<hV5_fGgs9Qqt8~!>-a-G9&U?$n5+yy4|tx~Wj z!UKPI{BHUi%BQFB6H1D`)cU@;#=JP;-d|sekTKiXJV6|0?arR6Y7bg<pBV9;2O=7N z-u0{42Y97MqxUgU4b?A$l^kZk6a1Kmk;CxAOa(M|wu?NPZ|J?D&0V4r4X4P)uFQ&G z+Uoe~@az4_Z!;jO-OVu{UcZ+vq5LCKHA{cT{|+Fwe@7^~HFJ_x>8dm!q9M!IB;V9D zXI$*#QXjrnAHG1@I!VTL#uPu}+<)tZ-D-o0XG!HXawk+3qz2tUiz3k5r{%wsp^_Ub z{GdB-vJDe|wl#AhL^lOJjS1Ts5~tS{T(~gfKtS0z{sjd<oRx3?I()YWWMsw3FeQHx z{NxJ@KQWbE+kIZ85M`OGkiPEx1q~`0Nz0$y4CpR1htU`Td&$K<YxP*e`6B~;(`t|^ zxxrn-5^&C}q6uB&YyJ}|o8h;;O^f0DomoCB317hEWXk5Y!07-4GDDg~WKD0tg0H;! z+@+NwJd6OBVPId?eZ1L(01Z=`Q|x~$VBp@=?_~ER3-2sNVHDPFVLWZ+rDc|$Vpj@Q zs$lwd-i`qJzFmjvb>%oPREX)6&TY*T7!QDkGCA}=Fclx?ue?ZtIKFb*!!2?4wrf;r z4Wa|#x09cvXOyJt5<Z0&P$zXJOH(K`Yq#(Q)eUyX;F69`Itoyl(7?7bJTre^41<v$ z=*9)}UfAHy=eI;{u7UXH_J$mUVq)&I;RR}ifwA&_CEUD!c|dVE^hJGSX!=;iKU1S> zL^vpxv(za?6jZCowFU)8;0}rz#!Af=WJ-a(Y2TWXc<w<O;JlWEAG*(1tNI;~(od>* zdy=aWs9nJX4LW!8;4sxhI9q>G^p0Kw>Xw3g@+_{tD%`Z4nxi?AHBO-8%n!8q#!2|~ z`I^xf6M?sDPUW1`*rGlIOMZoN)^)s;cU~`hBvNUa^qk5#B?J$ICD9}Tv^IiAr!!ig ze7HnV42mE_cya!cwTC7PXXys2x(zvH;xmfkh8|}3D5qX51}Wuk)bxMW@dtF={F%$9 zR1S2mHbo+N<{p+Q)I|A~ISy&}k}Fl?(;UBeJw$D3=+UT$T4m}dw;|SAV0u|l)>9z& zZ=#){Ea_7OE2NH;Pt~ZC|0y*SQWJ6kZ=@xfC4bXXC=nU{!e4Pu7?WSJPzt?g>W`sR zxgBZs*UcrIztoR8ASQn)Y<xY(w`Az=f*v^ot?JEFc$k(LYvz6rY-e%1Un5%#8pgS3 z7&j9i-`aw?#At^~))&vir5?MLh}5rdlGo#$vbDRPBzL~`w~t9Vp6=|I2PTD{x}C85 zB1~B%Nm}=ekvH&aksvv(J~I4fSnMh;b@via#zI8Lvlhi*5=?(c#cm=vLmw8XGOCni z__$8!z7R-)TUB|T`X#&m*Xo)A6OCJpdbc3ShOqHr=lcxllgyX+*WQYs6N5&bO_>(+ zD$Bz>8jKoccdGzY=0W$2{t;c%s91EyH^^f^lNdB^Z~q&ULD}f!PvTCfU|rZn8J_Od zhszF=eNZbJYmI*=$U;xzG1(XwZ=fc#g&cE5r{G<cu;V&xyiHQN)31>Z&QTf%!aNR5 zSG?17!g3X#SEauDod|CFQ)Cd2-_DH#D+pWbcEi-VXV31R_rRepbwf}@#U5LxJFWev z2@Zod{mN`B_AsNo7);~itS^@hl9^SgjN0slG3`yW+r58$N7wz;PyGoJ-v0P#KxR0C zCNfu<M*_s2ZblE&klYzMXL}^WFIhGGS;l<uzYRBFy^AVVUCC&ur9o?bw6HTLzmK71 zwgKPyGXa2kd8h2@dN`TH4q?{*%*J-Tq2U{Q2{0PKod0=UW4y~1n9{aoGxKtV5j)R1 z3<1XmiZFi~<&SY}m!)HvOytgSrEQ%<XWvint>{}xsV?GnKYi;!2O*H{0DNF(Ch3zb zG8y413N$MzWE-f>>tg$vj*b{YbXL>Qb#p~$rN9JZ=8RnCy@E%FsLrzXw-3tcByF9h zF-E4CggRVI$A0}vmo+2HDA-P2zxcz(2l2NqsNR1!+`4KFh?!g^wxN=<%CoJlLWn&F z=#d7vx0GGlUKZN6*$+nRoXYLTbwBxO1^Z|@rln@A=!~LIC{`U)vIBTkD=UT1Xq<;! ziN{Q2tBdKUpN0PfL?bxlJtr#nH}wNQ1EFFO3+ujsl;p-0mSA)=O)Q=&cdjmH)@J(h ziI0Ed?exoH(4chIV~I=6L3191#IHep8VzAld?unmEdyozsZNjv^eK|431XeM9zkBj zo^PosjJl}f-`9edAa-#?7{u`<ozgk$d<E9E*pzz<X*3ilxvdiGGB~uq>LIjPPIV6E z%RdeLJN#*9Nz&@=;ktNbD)J^q(f(3BH4A@Y3|`_EP$+&de$5e>t-@q#8h@GFW6YzE zlkyKLI=}{!%4TyIF(KlFf|YFz9;Utt8zU|;f!!)m*~A6+Nxu?*QQ{ea0USDut0#at zL4kT8f%4r3Q5ijZHJ@KldbXQ&Xq<?k_^R{xZq?lhr)`dhL$p0%$L8!MQ-$U8`3rxP zehuFHoJQ~8KSmcNfCg4XeArNIkI%R6i+YILqp}x>#SK@Y?!E&{sGw?#1_W@+5!JXz z%v<e;==9cd+_*R`3IrI&E#~0=32P6i9MyzHFOVeXJFs(04bVosVv!rJ!C+slD2~aA z=!uRzKL?jJ6sa|5NWU9@t6RtRhKPUCwODgxl4W^q_=EVu;7r~T?#vFW)opZcyG(=% zXGJm?n3>c&hI=96$)&ffXp^j*#B6?kL2pz3o`(|10a`+g;=ydCeogyT-dE#hm#tja zlj)8P3gK-bZ$BIpjDB>y>PSj~ElIyq5;$N2qzrbq^_C@}dAoukw9v+nA9sK5fz4E- ziu${t{z~FvJ*2zK@F0Qdx{HL0>rdW(6@k_P$*fjEdu}|FJbi>DVf!Zqr8`wpcif0V z!rBOM&t>(54_Ra2BW(p^-ARz+_#75H_J*`+!uT2eX$HM(VP$g_=^x?8bEAUOaT*gU zujYW9NM0;dlqu-|)f^;qq>F!z-i7|WtFGx5fP=cqUI*7H*_aC4*@)e{f~%mT?e^Pp z-y@&Nrzls2i_mX&v6=}sJ3w51jAo9r{TJzS7DaAizn^~2k?UQ$kVRPaa8=`;n`w>N z3EdMgUw-<B<z;fbnW}>_u!`f3%1OQe>|Bz`WTEtzvoKSx-e(U*FZ6#@{Jyu~x9|fz zd`xh7`_3i|ocKwJH@IghJP-0BeKmk)PyUCm-x1uE!DbxOH0t-*J476Id9K0hIRmE) zf>!haUo{uEZezmD*PpENtb>I49?)pDS?{!te5)H#*N|1@ibeJfpR~mg-vfARHrf5^ zGhLTG=d!+XQk(-`P)vV3Gu3!Q*w`tnMVXzhJayU|`S_ZCh|p0mulru;$ui!-_uTGN zE!5$7$_GTSW#sZ$uF7(Peb?stA-UTvq!zA*a-i#h^^^z{mCv7g>1o@aDwe{Kc_sB9 z$pV*Clr`JnU$Bx^Y>zZKxwn?3TTkb$G8~sombNU<ihe+SA54D@-7HbC47?`P6ZSS| zCfje%#OX-41nGPoW^5;|+877wY`?&9Z?UQ9tz%Ys8vdxYz@?W`!-k`u8QtT4mmd3Z zb0By>8B*0Mlar+@_-ex@=-4_}C$G6T`fSt=|K1Fk-GYN+6mz0dUAWnWWrOU8k+xZf zKl%JM@j{Z~5Wjy&`wm~kQFtA8qvm1P%mHGIzf)7%2&_L%6m?|Bc@QhEXtZY&qCw14 zAa>qXtr9qih++lmeAZV~42Cjqq_{hW`06in<gIHG`YKc1-n9AnIDc&lCJpy{2tn(6 zPEOFso+f@=`?)-wpl*1h581a?iZXLnEV(u8kH4h7fscQeZAr8$y-a?6@iYp$VPDuT zsR~jMBt@yytSEw(Kp{z>=~N6k2lE;)ws{b{CqSA(V&;WfrOQ&G#Oa)>zk25AkwPg; zYnMmV@R?eptG1Et1*WZBD_*o{gRGfUGPDkEMfx_pW?rRO?>E)&Plty+sCyd>n}yj` zmjc3$i!pyp#oOBy(a~ag8Xi~1Y{rBXd7PUcC`ucZqfFoQTcB=yyh6UUjrtKxuN+DE z5c<w+C+SXWOzC^&NZcR;1j4JQwEU{#hv!1hBni)S5X&|9=#OZf6DqqaI?9(vtj2Ya zCv`n38!BAr$EJwLqE|svyiUzdFHYp2-7$I6Y?Oc7ziFvCYv0-y0l@}|y;IP$K`~Pv z`kr5FJ&++r!8jxncbhNvYkTdpir-R~>;&`Xk{1HewC>y~D-Aym<_u_iFLbb%dHH6R z$`&t^-5@{!zNV>(4)735@EQ_H+miCngxNIqy+_e#UFD@qFhfMNc-&&mm?#k|fe*Kv z@JxT(Ike`)`?=f$FQDuptUU*wgX5A8b84AMOrID5B!OW<P!xi2EMJGM6C!6Eqnze7 zF%j4V<|sKwzUi}5z4Q{;lgk)tUj-hEp5cYD3*~z+@u<LfOdM9~`IC*mj+^FPfEH^- zoxVvGB?K0e9A#)<9*P~Og_$=3ikO50)cb!XX3~m#LH!wg$1pWqbxIJOb%CZ_fLY>; zBjA`*{-au+I3IC{{|_?MG2Hm^Q_HXMisBqKf)JV-n$SzZn%T02Kh}9oAm89yZYFA? zk2-gir2drvChQ;<k?$*wdSjj*sOm10Ps&EdSz|hAtsSisIY7VsuR3W#-qZR*EVh4v z>2X1GID>wuumzzGvtnpUruEs$+s-FbHKJn)<wd~*1{N1$JeXfD&Yf;1tK?#^`8yQ$ z7%s%l27G>Sr`p1ZD9aUtD2p?(TDt8F#m&$nKh2iXwbv((*}Ri-{KY3r3-$XxmKrmJ zWjx7H!)wo+51l(A1?+H2!S29m+X;V4^Lg2j;8X212v1vrf7Q2!$)v(Co#EajdD8p` zd$IyIKfB<nnF;(7iJnekZhT^cX`2~$!y%dYgJ52~5H%u}G>%GJ!EY#%6!>%)!>d3! z*p8f|z=$++o{grvw7=ljNXsrPXR5ra+uogZTA@n3!GKmj9zx~ZWOc&E{5^jj9xGK- zQ)Dkid<D~u-YowH!pjmcrA=fvT(!q0LVuSBu;ZUZ+|o;s4*g)IgF$FpBYt+!B||y3 z?vTM()dF%kpStMAS4eYkJBet!N-K76PCNd*w@@AvqwH>SOMG}}COJ@k@$kQJEVmqi zzY>J;dCjK3PaeT&BKob%x2S(og5jOaWqn|<I~TEpJsR-<b){%<x%*xd?Lb9EC_J&- z=(-?!9wPBz`wQU^6l35*Y}jrWyN2CJuPt<bLy1Zhms-ivgyY3Hgh0D*VP#Gc*>{Ot zHZsT+5QYZ;9wUZuaNM#V=n9jk)@R{Pon7by2WTs1se{gBb;z}@%bkCHAH9AS)f?Jz z0!C`Ya9psjfr+~Pn+Wtb+73R{bcWU<C>`z-Qy(+?!3hg+hoQB5zfMlZ?sBQ?zSHg{ zAtFy#k2|=0Kj32O?E6x0I7qECeqJC^yy-tf1Ny}gJJyk|`A-@Y;R1N6%nPW?2t<Nh zFmt2=Ea*;5S<-7{n?!%N%`B4cIH$)7Tul=g;H_Ccx-!FI*$m^cEaAr}YK#X8(nG1? z_KzlMswt$In7r&(>$%vQ?b`rTJ3MOSSrvCw!izqBe6B)ST5+)M1)?qHvYqUw4?TC@ z$<K@`_MZ(ULivDoE(BpUQDIk+!ikUuTXg~lk5e$Q)4>sxZ32H#br39kpom}tYCUye z<P7O%mk!{oKrk!wq(p}$FyHR~6O0RU^wmb<6&q;<O>CPz@${2^r|~AY3yvqwc&9Gy zyuzwD1Iqv9yH8f$QLH84wHB@C>2+a~SJnVG0rTW37|L~HGHZ=CbPO-xX<0e1rHkOW z1NF`7N+$y2p`d?PqB(G=NAPh#$6#@_6{y*>fS+6kqFeGXh&^4$2x+mn`6ls@{H$N! zNC+hhA8&RK%TuW<@vk$npaWVU<1dY!MQ94OaCLap)~!jyM9`7Dbv+cn10PUV0%SAq zlj*ek_bx-K0}prR3eietAncl?EpRp{@hihn9RK-b=qrEfmIl^{2ag&O8*O&V#S$f0 z4rn};_DWW)>9Nnyi$PdkfrLF0C4*+WI#Cd(-0s1ah_3Rl$3tr_B%S8rUnIWEWO!Q5 zZ9F7Ibylxn6Y&j3Y|y;*QaD0pttgj`HRi=Vf2*h!ybJFWtTcKMhB<9`6tbbR=WoAd z&#M~Q=5l}QCcl2F1{b2k_HmWlZS^tCmk*EkM__Q72xCsXqBFc~&x%#0CT7%$TNEU{ zcP)I-RQ({G$)BTy45A=jeI|%`Pt~}BgH#)AV`JcHSta3-21OHczqQ_r38r<6eDN%b zDt?(h;7#FZi>h@AtlXhE=$pa*Y`t@Mo!z%C+;}y%&Bitw+qP{xS+SEgT(KLov2ELG zoW_lL^7h@oZ-4uo{nxzKoMR5n@m$w>aNpwsIgBZ81FQ4n`%fhEkFHED0pfPY733tp z4v(MS3cw(DG6Ll)kZ4M2rsm+bpp`ZTM+-!zm@cfxz8H<fnB<iFfnSMwhB(Z9Yc1I? zYaf-kVFP=w&e(ze!NvLubB^3jQP>TsS6vCd5V9qi6pO6;!ZiEp2aN}%P-~DbF+A=W zolw;wCluhMD;U_N>X}y;_Zyq+&d$pUDhN1%z!1}u6w?MBjh&3goQI+p0iQ84s?7%e zBE@utA9ag$UPf!vYKtF*&C66edDQ3<e@zYx>%_o_gqfqF?|!lop?Z+|9YO-b5jBLl zq282g`zH#0=_@aEISEmlucHNrN{t_^gn@dSNfe!)n-#D`6}own_OU|St6AZrqTj!f z_CQiB*arH-xvEQlhN7&<hl`iUPOVK|W%O=0R<i3UUk9cyMJZAZehT9Bv!AOfGT&ul z2*o>`IZs^bJF-VFWq=(oDkP?8)Sl`4Lk}*`Lk&yE#;U!38jV~kwHP!>^P>bZ)I=|& zWYow)s0vsHsV_xRr}8c5^IjXibXJZHu?CquiIGxcYl$Fu{%jAn<m?eXqhH+m^e5N* zTEe^hN`Kx}T(z?UJtylFX7$uC(v^Z3>)UoK_g1x}agqy>-rFdBarR@Y#kHvpL(18^ zSou`29%)<&8OvO37-AZjS?TvO3t_)&|C6N?OFiI%<~E)?jP!{ndUc2=aRp2V%oB5B zan)SLiCg1)4d#Z5|Ma-Z@i}<+epSgvrmhT^X_C8Bqh5|jR#jdgtH`*QfZ#g~*{DFt zQ}6NH5Y*V^<(fQIC<_V~Zss)af@%DT)&yGTAo%gncVdBzt{1VU^e35QZk5K&wa)11 z31?s&>08)Y1+4$~w0bVO=JreCo07vN5JSRFFzh17g9|<(ia!HQ)Nxe+SE}|{Eb`v% z$|EI?cycoLJxE%lR$tW74%Sx)LQ*vwXcOL_?x%_O`!}Vos~EjPSmVJT6d+isJ}r@u zdagE?U9YU|yg&`0MpVorKxE#fGJpq$G7fmH)-W@kdig-7*3R->j(*YD3gPy=K(Zii zW0^ZAnJF@GvO>tW@~X{D&@l+ilRr8Fu^)jIW>hMY*xEp90A>LLkYWUt7VqpK=}=@& zc4rv9?FT%~bbEF%PW6=au}dF48YYTB6L8?xe2BIU@3di0=2@hcm;c)JV%nGo_zsLK zf9T|LrX!U%q_VT6@+U0<;<Mvhtd=V?M*be0xbyfl(-X-Rj!rkN=l~l<1wIKA?|hpr zv20Skj_OCNHfYz=)x|V}{#zPDhi>wQq`CT&R0Vh;*t&v&hf}3`l-O@jnb;yQlbBw+ z6IPo6@`aCXHt0ttwW}HKtl|Z-n+T8(Rhn&npN$v?ul=>hkcI3HtN&F_?YZY-TH6Hc zZOv*b%;MQ~ZieXSyiUViws+s<T&mBaE|(Z<uXyUQJm@f=SVEsfa^n+!XT;#(kDJ@i z?{64ioFU$9+}r3R7Oo}zzEZ0rcl`iUI^b(S(u2}NfCXF0H2Xfbk3=p368{8D9$#`m zDKL)n;S7DtLsXHWw#R#wzT5ifB3sp7O*&PCOTAo*v?#r6M1GCqilTenxQrDy)|QS| z{t2~Tt1=sc+il4GFvWk=ICdP?@UFNe=r?70A7rgR+M%A``I&Kno7S3shn}_o-?4b@ z{f*HffQpA_0S3jKfy*JK=9Uq-YaN3PLllD-u}@rq!<KY)VpX+&NP}i{d^8oejOOC? z9m&<>zPhY<bXCTZgd<1=os7iro&2Y_RtMmaM%_$y3~Y?>hNE91>1lk2yB8MReqBzT zoIYNeP6fw%`MfHZew$2nmBDr)Asdf{J?(mIxvG7<X68Mel8cx`63-b3w?ndamSPw+ z@l}-kb8(47askJFn8uq2{o;3wV1-=-8c&b>fu<)q0j1)45p>P(h=?7e`Wmt$27OSh zTkb_@mtHqY86wYm1Uk4rA{}ejb%TmJdH$W?cT&?EhS~jF$2nbSSl?BON7oA%mVEWQ zI0bL3Fmw(^(Nrxp<@|zyUai~D+v&W4({5!coPGkorbW!qWo~>g3rG)x#kh^I1?)&_ z5onIave0LXm))irL~b84q$yDVbIM}(+J>G)j>cj#kF~k*a}l4ZZFgNKQA`c25rRD* zV1*QTe_*<^T>Q}Mx|-o7T!?(=w!P>))QrKObRFm%6tlng&py%x)}X><w?b>QW4*Xx z8nDUTYyV2XL-RV~T3PO_F;6jvIc({}dyG+&KT(Wi=YlsN=Y|(4b6ek|58bysHhfL_ ziHw)6P8$HsgZsrPYZ@v~BdY78^?7M`-hN^jx3*eo5IpG2M#{xuyZ*?V-PS!<V_G>e za~0j{n5WC~P&*73`0XIe>!(BjG`9n}NqUU0P6GHfNfU5^^t^LNo#N8)7WN=)bXIQo zSJq&1r#UqI`K1(Tq1DVBilm81fIp7z4F?}#3gxSTCQZ=bK}tQkg$loI(}T?NB`i0r z<M<Vn9o4;-HC(fZQ!RpE@ir3wd>l203kibM2idYGKIrQW&|Rkic9PArHneq<<=tBx zE-NG<a9951S_IWwI)q>$I&-Y%dTr~wdhIh8V&UhvpL_FQj?;fcE6_oirMZ8U757>7 zTq{8J(lK55SJafAx~@_=BYT-!D3n6_gJZtE7e+gpq`!&CEh?(Nu(#qlT{*T}>3Kev z*d9eV;*MKk0}XTvoe+gio+6<z*JJae<@Cx>!=-P5zEOdiDKU@%QR$Ko$h)yuoijxo z?akMjtiMiGdwQiNWyxQcZB~I99o<)*n_+krg@UIV2k%V$FDwTpHW1J;(2><ksKtyI zwjU_Ou3Dohu}bX2=*UzBM4_drk*jfsOMd@_*Z><8puZ(daY0?Eu_Ei9ZDd%(3>1~9 z&z#Am5jH>2Ue2~3*f9sUlEY`4yc1413warId|%jCXO?4ZkKKlmVzk>1r}*eCp^bd< zCF|Mz&qF(>qq|ih1O6aujkL=*w)W4-`8{$FWhP^*QBj}W!(A~5R@8@NI0{2D$bOl| ze;u@P25#Wgzh-$b8|)d-?|B9DDD4!QXGb3P4S9Z+o+wxZc$xWW7bl+zO|6ya0k@lg zOV8Q<3zmnE=n!s8HxOi(bcDzhUs`<mPcWHGOJ|~f7z}~JyNPv`4FcC(A0BA>wFq<* zpT%Wo1^8MBRw~ZOL=OXJ3CRNhJSTPUZtaNEa;1c;7`Ie0AeTTuUOY~+yga~7xo4sU zUbR||)<d!5-F^j`sSIW*oO81Y2GYF9WUeS`HyLqd%U`pjA!uzERJkp+(i^1~?htr5 z*$tXGfkgjr(l%&mO=VF{Nf0szRP6u5-NwrFm%ELmX@&!;h2=loZH-n?iGcrbw}Aqz zp#GA_VK(_$Lum?vbgZHNi#!gj94hhuA#P)3`b*qK(llHSRV4_{^k2Mf1*adf{~@IN zhriCj*cz6Vndu+uIE*I!Gbr1yAjz};XuhL^P6YgimJZZS2mRLrSkQ+YTvIzew5us7 zgB}_lw1EYH{g;|fHvu~F{|%4%Z+IC0?1P77VPj?bm-vm9iHYkk@td8enPS$&EdBX8 zE(fHC$7hC*x8@LdYt6in9!uNj$f$J9ZP0*^g|*=cuPKj7jr+yQLj{HVlk^3f*6b4; zTxpz|f{dajwC};8!O42axg-Tu{XG*Ch=vyX!g+b|u3+gcf!%S+=JtX@0f^J6xnQo~ zj*j45D=XZJmY)&~fm9Ay-y34_0ycwoh^PeDHpfx-J~@L~2A}m162svI)P#o*Q6Xt~ zsAG93Ep|!a3KDluKm%&PS0KO=Xv(~=M}L0u)-t0HpqoZHGB!t2bmMG-(fWiggefSY zK@8CidkS9jeh+R4=3Wo^8l6b{`zs_qe*l9$FjA`}fZ&t#EHM2S3(aWyCo3rqIjMlO z0t!K;bBES~jPh**w&~u19fJjCi1jy{m5kRVmiOx0t&-@aE_!uzM8p7!;a&to#CmA% z{F+x8PA>^srhxk`dl`@7_mDSK=hrbL!FLT2=m3i86UNnzP5qT|FhDK{l9#Kc4NUKo zw4qFHG?^g5DbVoXfhZ{rVtDiUJ^Gm_q&;KBfS{kC@||Yr%>ipz4SEl%UKOh4HF<S( z{H<E_{lP8ZT>y(BmtuHhXX~-M%ln02Nv5Wt<Nn?Du_*?~VXCsEv^cwH{Nw=ff|lZ5 z|4AnZzY+}B9@xO<Qu|W9n^RMUbF{Vbhlu6<nDW!mJFqHw{Db&k{}Y7!BCrAGxvTSC zQ~W(T;rl0_$DfXuR}h-bT#%peb$w4if!W)?zeiVvwnf8D&zuqUyf0qo+<uLPg!BfZ zS5)^8qz~z}W$g^tfR@CXQte@#kWI5@e*G1opMKiP)D4ZWteJkA9j|MXfbN+euK<$~ zZJTXBYyfOhOr!WTb2mg~OidQ+AJ3QKU-1*M<oQp9`olc7l`mqk+^Jz6ya$Tge#)&6 zg=n%<5bxn{r>r2C7C<ANM1_@@4<p~A_pj@h$^yDz6ax9iH#}U&j8aUS!2_9@mX_t+ zMOax;p(DywD1_QbIVH22Ir|WQEj%Vy<%~MNeNmuj>`SCig2rgL3E1U0NukKf#m)X= zIrS${s%CLYM*~UWpMY`!_#)}ycXaf<HT}RLPxerSY&VT`e!Tccay(xp+9h_De)zAJ zWBc2>mF2%2BRK&t5g2io?b$(cWDX2?f$@>x6$d9c+P02x8ol!bTRW{^Aiu9)3aXQs zlEnhyomc(JmQ*(?^~7Olgp?eS77gaBox<1mAVfNgVCo#n;P@`DS`y|ggl*2%_|{1t zWDmT^hliU!?tsxu{#^GKU{iA3KR+1HUg?cT^*|fIw~5Gn&CT6sn$77yp}Q!8%Zq2u z<R1!!a1Wv$p-)25(Z4C&uG@1i`%-i&4aEuse`4caBpjD~^xq)%TOx7c_d*r{*0L|X zi3`(v1w+L3EKaA{wc1UVM{D)x83+3qE_H`%bi(Wfo-IzKIYrRgG*kg}b*&$R&q$$v z`L=b-1$ko1AH|d*=d4rO+e;l}Tta;nFnyS+ggq<9TB^4~TgeH8uRWLEcd@&Op_&Ai zMStDWf`U^~2LCG5!)ZbnW8-!Mt0F;v9>~%tZhV5+RMn#<ktxo0@zQ5mMq0pKRvXlp zDke-L*E4Ri(&mkz?C*TgH>Sj$qE&`3)*#58IYz<-?q&hw-ZE&VzoP6JL$0xh9Aes^ z1x5iqKPCc!u~-uS0TE-STP|TiLaYP^W6_kXBJV1KX2pdL+L<}{zkAHvYO5}`4K*BV zNZUd*{7ebr@#XFcaeMoGY_w9^zkvyT-`aeBYKWTcpiljRYdX||e}Ac|m)FzS4xIq? zdumC+`r^PItTEf5QiyxR$D-}AfgIK?lKC2o4a*tE=dNKi-%>AZwou{YF?bXZ%Z!r8 zGnOx}<X5PAr-OJG<EPt0W-S{U=)JGJB3iQd`FgVkr}XP+czCIl)cE^wHf9D6v?1!l zzXbiWPv4voqCijCkEj!qU32=MqpF}f!&t%3)4EWAg-(G3jlmp#jFrBLU(=*}h+l@u z9hT6dc5-Aw1sh>)DE&~Wl*FBZ^<bW&BeiP;uZD7H=H#}>4sjbmUa`-5yf7JV;6*>Y z%@Vy0Y3SQpJSj1uuyL&0&gVKd;XBe>9HCZS2{34XWrin_z-IfhN`(mg#Oxj%v}F1C z4u1SQs(Y5>;g$BDhc4>I3FjOusX6*+Q&wsb9lI?A()aja%5MvMMnBC~fsNWf*&G~H zEARPSMd)II8OD6TO9^PNfp$xCPgu`T)t9Qv{E4}V50IntbA$#mVivtf4ST}mo%70R zh7dii%`*OPlf0mSkPkG=DE$);^`w5#_z!1MP1g0HD8*Jj66f+h38lCfuXPcMGfBO} zbE^U+vD+URtWj)%X8NS|z=1|N)#(?xIET<wK9Csx6#3R-hT_syh7<0pk~#p^|MtYx z9;f>EK(jkRlmXy$6vK)3JVnXsYX~#ba%B4ND}8`LbwPjm<%G$}6{M8+=YpJ<A};cn zC;-v7uesZ-@PG6uCs0Q|FEZU;MShnl1<7;SDIqS5LUNd?`gv^)1DDkwtT`|lyVD2t z<7o6^s{L$EP@-))yS*e4V8!C1V)!^T=d#Rt<57R6bwB(Oc125+^GhS=Gnp}+*(q#9 z*AtQmppU?8L!nG2yL%{x+)$C++W&kyi4v$VC-p_GuANZ6@^IUzWYXeu?;n{PFFr1n z;9zeB<C469MSNGC3?PkcVLwBnMW!w7$l}!D<f@wa#g2K212v+QtdYEIL!A!UR`E~u zt3o+LMGL5|3e-yxjd3X<twj1)@9n+V3DU}mZ%`|P(Ws^_h;Sm*>2%ta-ygZ|Q%7#& z_x3pCW78$NHL*rB8Opn7@g<MprI<9r?~BQ<85oN-$xHwEeg@)^&2|teJR8IK(WnI) zJ<E+~VW>{xUi8F%<@Ak!N9TH_|6=lLw0K&-&3X|Rj8bUdkY=y8D`rX2B`WKC+v%64 zDpxSWc=suC{Q8kE^PP-L7|id_FA=uXh#G;nph7J2ptD>NPSUAgHfwc422>U5{orMx zhu3>*JWf(=$7;ZyN9yQ@^)eCqmQbaUg3@{QaxL|*l9?Ph)9WJ}kJP{Bc0C3Pk#=PJ z823g~U5jPZ4~dMCU7w&1H$7{QMj*<P8onSP<L%ijmFUDxkwfP)>6ph@eLR1f!nb<k zU0+}Jb;{OD_m*=n8#g`iLc_FtfZ}}MPt!W5DoK&UulxYX`ozO4ux{ykbu+a@Mv^LI zfc>b3ZiT&WnobK!2Eo(9-25!oogYdoW`MP{h4)%_bE~z|W2dL8ICk6LWz|$4niOkN z)GuG4E|+Y!|7swH6#4YofBft72};8(>T%X|C&apO(cX;++$b#i7zq>kA_TV#pY@?` zmn`9=sWT@qQ6xb>{ls&72Xo)-4^JzC8L|dB9n(^zVe;_mw%fdiUnhkcDDw4k?0AHU zch)0M0j6Kz1W*1Q41vx`89OU+_1t5+f@BP)!wG}=>d)6Otj`kDXwqlKjkiACKI&b> zKkt9S=<t^(>e_MP?tIpHBd6G8smZDw%vXR_{gFxt%;e}^uSeJEel4V0W$%?o{dAO? zR(Bl&)6TtuM%T~C<KZZ_RE@4cZ#f5I^`35P&d*7~{8~4IAI2>E{@BfG#jL=3;7^C# z{oHu;%lRZ?W`go(r>t7hib>t`AA8(h-n0H4!F0lnQ=4JdU3{0E=e4gjYspAN)l<A0 zz_{Hipm)#KmdTZ8h-P$ZHb3>`_vjAdIZGlUq4dS^lh#k|f(q`_IZ!K@@5_W04ly_& zVIUn5?*fY1T7j1;#f;|iYZgYVubRjgaO)|su9k!Z+Gl4?#E7?WQ26l+MvN+VRHe9T zF8bR+dF?pY%gF%xT9kibMKbx`xss}}KbvwJPz8$za0yqGD57V-5NqYkO2KOhzyS9} zomZx=u^ZJ02-h*`_#y@T>a+T1*<p{~iOn15)B7vM;;kZ<Gsw=dQq*x@23-d5!E^A{ zPy*bnIlmOL>J?dY<l_%$xs|3!!M5=c5ssd8w18GWk=OEY-ur_oayB)2<S5?ed{Cte zP=%sT*3ii-&f&Lry0J0xW`qG(1m<sz&5#l26AMxQhY4!vA@1UUgnAm5-JSt_yvf{W z%IgC+vZuu01F)uV6j(%dX%O&cDe6+ZpUbgW=JeVur;_>f2GCX^I3&WRN=CqD?H9n6 znZ44?35&I>lvu`=g!V}G)WdpiE;7yVfEa;XUuAMB;#H_mEBLX$HH-r?pPv9J$y>eA zx3*qJdO8}br?is+m?+%m10a}<ND+c#%`SdRc7;axMRvSJ0r@)b2^YQPBr7_SS(@zx z1LfH~>0GYOO?R0thcD!I^u9l@bZJyrO{V5h>R4J|1<!AVtag%N9I!`&)_%n{0W&n@ z_z^yr#PSro<$ze&^FuMbTzr531U9~u;+Skx<1RAej}<a#>-2BNUsML3@d`+k3N5Nc z9XR9beL=JoQmv}=cZoRGQbc7QN&`pxiZG3m4BF@PB9>T-C$Vsz472Dln9n?F`Svui zZ*Hqn<1-TwF{02Md^Tlc5P0*l2fU+a4VmDO+%C*VR4BjHi*IX;_v^ldV%Xzg@Qp_D z8aZlez&~LYkmPYsr&aJIP6+&S$ej3t46r{eaNvgP4-p^F;})r)jh5F^GaVReH=cbS zf~E*x<%z=_ZEIUmP4@6~o@Wqr`I%$9k$r8{K|whY8c#d)yD55-TO2Hm9T3wgs#l%b z*Wstv57jJB*o>eH@#b=KHxOe^MD21Sqfo)Z_-x{#he>nhrcOpZU%4$ai_-r54?3eg zolUQphAfBKR=<eA{GM0Tm6@MMGN~DkBs-l1JW{qxPYhYd-`@(7?1wxYswb5mwe=t; z^Wzrm%D4^K8c2I+CL~Y-g@Am$&K}i{4MX>85nF<KzC8*AJeDts^Q(efbSd5}u1&Wr zSr<f$(*Xx*5{(jZnSzWjfcFB2KRz8~jvm3MiusfTdLhU$Vx6P@X@?^H#M?hpH5_d- zb26QL&P{=<&>dJp_>HD<!)iQ43RL;|g!8+-wzhR0*EoD$?D=lN-+?%Av(VKG+Lk}( za=$yJ<yz%SWbJ5$@~FJ%SwMgzVPVCC6^&Y?QM>D)5V#o&ROiyQ3!#q^vAb&OVCdlm zx?#p#B2nF6o?1EiF{!O;EqqZBe<XQRH}Q^LExw+IGV4G39J;Dq-@MV5e%yO(W|MSw z3cEoNzg+4^70B5ZH4hv>f^}sX0+{;RZYpC>#Cjf&2@NnK8Rq~`K%Df6Pkf&6`N25p zVt))Z+fVFsO(1{WNM9ev-E#YZ;PybVZbsqAt(4-8_*6EoG}PK!zo2>i;Wy$)N{4VW zwlo&!7<%WQ>xnlozCM5R{<T6o8S74We+cc+<^o6QiUi_W{|w9&+ma#(IbD}<Cz86u z5$>t?u1!stjmnxNN<3NP6<9|<51OdPk}Xy#6~Wl|u8V6=%~|OzpFg)c$8jc7HoilM z#~RK=N(qTl8Vv7vYABTWGbSfU_p58M1PoFe7i;)_d#Iyj5M%BlufSWT9jdV33W9A! z&c94OoX*qpZU7j><K8@K!HQ+gV9{qVq-*&;?veqz;cFJ8r)7fEbT3B|LNk_6Q+74p zi=pyg3pd5L>aYK{p@CDs^fk_Zs}_&9pH4D*AON;LxSbDt#QHI;Vkio3DWN%OvYXXj zhvSF)bSnZD%FBJ&I@r%*O0KoOx8kx%ltI<_^^D}Y#th&WfOc+auu9%_<N^A2z3d&0 zYeNO}_-p>6{}^5^n<@PtUKoXF;&?8y95M4qjQtiK6hcP9t=F1@_YHYbUPA%M;u%HI zp1pP0C!~nJ^gnQty!wjhrU04N7PmebY9W6^m$M7?*v{_t4h)AhZ`I?)A4NDgzyRLR zzTgSzI2oWz&%}0(zrwnBAx#DWJnuzPk(MU2fuGQzN{k@3WcYPUQKI>7zC6v0-=Al^ zBJRPQgX`dtsZeZJrn!#rD}BD&m2A@Ixhmcz<_c;0u`KwxEbC6|VKmg4K5|0VS3!X< zQV|qlcNG1A3QGRwAiE08FC{W=O>-x;udycM)N~)f4{qE;+iH*d%NZuQ@KkpRW<^dj zG1buPyd~yv=ZM%5o2EDkUfJuO)GyGv$BDZf62n@<>Gy>P6eOM3W}YiK{=9=IA^{ur zJHslgyRVswxnS<x!!0_st#czBk2V&@Q$n8x(R9I^tb&)Wz5^s(z-Cc>&Da<RGlOtR z<n)0`%{{cAO8)%mf`?<M`m|brb78JF{sE&k8hv68o`T8MT$}80*}MWC3ssL4pUiev zI9@b2%IA~3W{)y=tgxV)Jlt?#^of95$J%A@v`20R4|io;W!S1$J1_u~?Nc>9h*1>Z zuE@|~QZ!dgHV3pjW|OGxxnlffU@x^wtT}*Zt_DdS2^3vqrz(aT6p<wHq}6(~rSx18 zYiC+I;O1GbOSH<|lj@O{^JsI$H!KRlXZGJqFYyaSd3+BOboDIny7BYMoXfb@^;J92 z^-)6K0tG%v^LI^zO6sViG{!Ma^o)_3@&g29qZlYH6hU1n+3*Gs*D7SxUU6%cz8FBA z;v1UB)!Fl%&dF4;dkd<_FZ-<vvcdiW=dgtEqZoX+@x7rfyzpn!-rm_wx)WSznK4ot z15W|Q4|fCfG{QBSgcbTXS{2CzB&q}!Xe%TlewATWLqsqBFOo13D|c~-f6SUPWD9a| zsje9^rQy*?Wi6+22eUb3JfKDu<!^zhoX(=HeG^a%A<eZl{uoe%mMP(3Wp8Kqnqi@= zQnXINw7r)J?&CH<(3I<&@<MFRv>Zl{3;5GDCe@G~ro3RUuf_L}9O`;l2Wtg`p+5I8 zg_5y0-mAxVR*?criJ-AXY$5@6(h_3S<ev<rkvbuny?3wc-?WumMBh*!Nyvc<D4`K` z`%O=fA>gpXuEw?s*>pH1Q2+r)SBW7|a-%d*<7p!M3PND#U>Ku+P0x}b6%Rz}7qXe- z{3IPH@1&N{x;Hq*n1ur<SPzX>6+~o|Y5{_rIXdKe3gi%Kdw<%M*3KwN8VdCVz!c3l z(4F!#ik3Qz3Of`)8h#bA<O9M2APjUntJfFb5i3f_q<YA@kdvWRcNA6MI>sR~*(CTn zQU-nudm67ue<cVhqe}{d?P86a!+fXSvUyY2xRn2sihmnDz!-_2w;)g&Aj9Y;$DL3j zx|fN1%4!bnVkbgK5-==AkW3ehV_c``mg>fgp@xF{@y%XdE~83xB@|G5UZ0<rejE!z z_^lZ*pd&WhLE~z))>y<(YX3*PXj+s_<R14PxY~KiGh#OKw7CRDx~yq@v$Ez;WHK9Q zjf-hk((k3H-S{0=eBMsftP(qlR9lY#pdwJ)eKRLy#?!a>t}K9!#1F+nYV^EOJ8fT3 zW8-<}G5*v8)#2s*MHz^gc)_F(X%Ji{W{rwiDBFx|lsUOW3{dZP^_diG^Y<1prB!lH z+#Ds}>7}k5$CcM+6;daN0SR?~?RjdXiItVB;V?OY|FZg$STx;X(xkWM&C!v6jiH;q zw;su=Eb$!-4g$U1(yUW{x>27sTq5%^l{jso(u3}(bDo@PU<3#Tl((L`oKL9ZqyrrY z3v>p$trnZ+%O{?sJ-Qf}kx!C_jJRoit%xtEAznM_UWT?#ka){}qGl1yp@2()+| zw}_H3(ARgN83wl$3EwAc8~-AQH}7yA8-(w6>aH=p0IXqNLl7KZLwy5pJ%fZk_EY<< zUn)o^Z}Vuuz5{f`(J-FuCWzO)H*YKHY%UtGSl!~{?}NvhV4tU+ogr<$qSPhApI1vu zk@VV?Cseti8MKiyt18VplGl=0WS5eWa`w_JX9`t0G9Jh7tKyMJl}uNp{IOEOjat@J zSV0SnOwMaB%1OyS*QTnt)-2%l&n(vyA5aXpyFPt^a0B|&5Z_8rF1uHoRAGf0zgr+* z!b-~%8L`$0D>hFABipE-3B&r`GucHk{^r)c)_@E|^|N}ReFythN5Cj2XtQ@uJ=W%u z)*XA{{W;ZtX}7B4kLI<glI5aY!9$}MJBpv>2dSbn^^)I3VnK{)=%wh-n4MD<H}$gD zU?5YH!8x$s&l5w4-W}KH>Y1=F>F&*b*kfnmR(!cha()}y+qF~a34LK}(@r(X^QhCb z(>jGBepBcqs-(3k5gLmE_fE&a3X6s)yVZ5*2m-ZO^2B{4F+<!X!sD#-ib~{@jMz2I zv;H@hsxMfI`u(Dt(ny0$7ob<w%%-Itr_b<z%vga*313d?@kUe|<XQt+1A$*17ruP% ztAIDXV+58L-&B1|9XYX5RJtSrGg}so2rHJ6O8^QbH?OhnU(`{MuNO-fAKMZ(DV!w- z4UnMA=HYaSwavM~{@K!^!Y}3IqO~&)YguRU&Nv_{fKgUf-_tijm82QADNAtU=|6+7 zW8DK*?ZwpivCl>4u#^q@dOE7B^yfDlRrAPHzjyRnCJl$e!M?nPLf=l!Xeij2cKTE$ ztP>UX$tEmFpp5RT*J?U8{&vOU$~Z<zEizVJ40)N4fG4rwAWEH~-n7uja!Z#~Wy`%( z`d$3`rS7D`&>PgwEKBtz8D`J~mFk;SqsTbW=aq>QSa!9;{fGx~MqybYmLGz0V?~4^ zB*G*6iEBXI6=T;EX6K}r20~hDK4~<NR>;ERZDS0MHu1r)Ne-!V?2cFt$+(}8-g114 zQ2G^PJhTe;`;#%bhOTO=mjg9$(;0*i1iqJLB67`)(6rL|BgF5Ax+<eKDrIniLv{?X zX{BALcSC#I8BZj7$#OxK@{Qmjzx@hHg94Q@?UcoF;hQXN&9`Ua)&YG23$O<O&fD+7 zaF$xzlB<RyNByKef;y<L%TmJoL6+(?;QKK%c;SYv?2@yl^pY6P;@Aw55Kl<4l*-?! zv>j}wqH{R^SWVj%eEDK^iXb^0D^PR-oYTz2$rLJ^uB5z&h7*g^5_a)aPv|3_dZXrl z#mP@I9o{I?v(WDebCZbeLPKHLXnOT&u}1XhKSmk+>G`%j1KuWa?jJCG5QVHa0=<bP z3r8>Mw@)XUyMwhJ;zGTzVj?real@4$#QNxjs&4ZGf1g(;`I?WKy0yy}0^H0GsPd$9 zSp0b@KfR;g2x>RwpoZAGz&em9_g*pOR`(tS_yzcgYLjfQ#ya-<$f~!V&sQA#5;f3W z(l$*VWZ&O!KthVq{kuTD8Qs~sLfsgydK{>TmtlY9wC!yU(bXg`D6VZdY%d<Y2k!mN z@EvRMr`_1JM}_EmrQ^m+!8Qv#5J#`IFX*6n9%3w?C|W*8K%t(#>a(7y@_<VT#!BXR z@KB44X>IT6N$DYw&U>1Wf__@?^um(nr?BjLU+-L2RtF+b3eO{h?@Ibmufa<DrG*Nm z%4`6ir`~-=aHjC)dGk$6mJ?O%dVy+7@=MURpO=;`o9PlK!n2X;I;|TCaISo1rm*Ig z_2jCIFueC55jw9q<1so`&J6#O$1#%I@F_C7V&C;%K3+lERTHy5!^tb>hHxuX21iD0 zpMvEjk$C*O&kIMG_6)ohYx9}6WFFD7!KPBu0<60%!a!LP1820c+Ii$dS2*EqCE_Z_ ztGn60&kbXjyzNzuMFYDTaL#b#NTg{a$_MOCT<nrmG5Hk&oNM2F4-+Ksj>fch(%ILK z+|SpM*h%USBm+hxX^!)45IMLNsAJ(09V6ol5-JpBoZ*n6DC(&u2-{ngQI=EDKNhl% z0e<30?Y~iGm-$m;JH26q5cG`<+utMApFwR-c~JR|PEZxF%=KgfD|hp22QV`sq}aW3 zPg{yOwoZth1J=%sOTZ^mC@@@je@FUD5TPcu<*IzT!}e2JHPU`A0N6VWRrqU1E-W)C z6qD%?Z}hC*3e}`+!<uwINzS2MG%jNc^zWs-G%iux9i^d~tU*G(hvNt#Uzc<1Yx%tO z&}T5HDF!&rZ29m37b;Wm_NFOexUl1pIPwroj6IYeJKOPR6C2;wVMdJm%{RjI0<O%k zp2uxM#+-kX{iO76Wx754=)Q$H46|+GER2#H@!mhY$>lw&ne&T*`&kt;q>As7Qhv8o zb9Z(x;>5PYvPJRtRp?=o86i6!cg|kYqAM&&M{SGV+ZG2GxDH06WIkPmfo3xQ@tC<J z>%ukKO$aK7<AUdFl2bt__;0oLImg<Hv#AVuwTFYvl;o#U%CM3gsvfn>$66iFz)$q4 zUynTgIOZI#l$thwC(1Pv|2{I$lO&$W^uQtZ12J#?@eIwe!-X88DC4<m>AMWH@#|1J z(K?FVQk1(B5inuGOt@F0UWG^S?J0boZ&}#s%VSeEZV1<0x-D63<Bj=ok?@$PTgR7S zjc*2c*+~W_orZ4rMD>UrOU348mT?$)>SPm^aI>sK3Uz}gC~_U{pX981Yc@9`A%}_N z!Dsktex->)D4i`fgwZMS*hry&ch0{yHDW$nZmp9lP6ATAS^iYlB?C2VKJ5AGGDI3P zPtW+euRHsTiRB-)zw9*xHUkHgUb*#6bk@*AHQkq|sovhW*f80Sv4nVnj9yok+pZP_ z^xH^L1gr8z4@$K3wZ1=K3z(5<K=h;|RlCS9JGqI;2wNgU;=>M2VGTY|TtU6A%VDsr zWK&str2vVanW}u9Fz1M!^M9I=anf@%A9$O*+E>ymHC>H;!rp#!YVGWAk?8tO&f7Fl zsi#}h;B}L#DeNR;ty6X?^TUs&?02BwPPmA&kDVNGPsjCh;04|;Mc$(ER4N)J9eR#m z#?jl&edkgt{1=TcpD|)%t%xIt1Agb03ei2Es=xwI#Wlgu`#&RUBk|H9ma!yteLngA z{c7qlwKr8Lps8i_RsyFZVCqvuz)O`fi-efR`yT8Dl$S5pj->T=aSC<ya&Nz_m&L7{ zDL|GbQ>`KOd;8M~2A+RRRb3H(6r(^39}ZLc^(lv~^2p9f`1)@hGxQudn8$1Ju)~MI zx#cz>PHYB|hT%`^ATs>%DcPqS-o-lA5WcTvR>f3y`B_eTp;#XC&aeWq9R?=$mrH66 zX=o31WOW{R$3gkfr@~g;_7i2>?W2koW?%JfbzN6i55DHq!&mJ1``D~k!ZBPr<i0K6 ze2`K&wIcMTkxbsrD{53nlkz8%D=}e(X>9}n{m(USQJexDfD+Oo#cx#-93ww!DD7BA z+v+8&mHoxubWXS-l#iLw=2b1rbGOylO=pv{mb~p0`H8|!hnZR14`pq~b`ojx#_jUd zY^5!v4BuxIvEDLaDjjgy8ZDCXjux{zm9i3_IK2?%z8WI}RUqee(2B^gF(7d=5RiI+ zZ@56EOTe!1;riLw`bosP?-Mb5X(TKxQRPxoHO@4E`ffpJPU4U$=yy7lh<)k6ue)Et zEQ^)YuP&tHU+_CV-#S@4w^-_5h!oB<{@F89J&rnrZH!Mut6wQ*>&?ZXXqFy2e4@ej zQz$21ostd<Q|9|Thz2Mo-Js<PHme!|W?~64VL}E&PH}d-NCd~}gteIs>_#&LF0#{; zM>25+0BSj03slBd;GnRxbW%GyCfiTXdL;GhbJQ9JT`{P11C+1igkP=E)n5wfS~Fw) zSoKQeen3g=s&@7xyIUPl5!Pg{d8gfHIO)K4xKQHw8Jgjp7e#b^fucyY2@}!)s^=+h zHS$&NVG%EwG0nmG>^@CSN$DpkC_l|-%AHB=^yy-4pP_CIB8EA&WeE~+TJ$xlteCJc zHGK5%kuA*@A&$tG-xa~7VGyrowqLBCT1GH<9=6EX-og9%#U-4MSi6yh1Ub#a;x>hz zwH(Y+BK`+13}~G^azwhKjVSyOn8Hf_1?dEdKZYz%ALiRHSi&7ON9?mPe2CYOU<0bL zqeo3G8<L`csm`hTX?KhhPj~M0`;XRRGikr96O3aa)v!-vVG-8WCisD=DxHUpW#qg@ z9jZBUyUbtbD44sC&OFm`Ao)oUdcLT1P4GQm0ihNrGFSM#)PB?OJ-gOv0<qV+INPLF znt18116^uhI+)k9x^Wh-7Tsv+{ibiQvEsLk57F|VtdColLd9ob6Hg{H=MwF<9C&Y? z5{!B9IV0Bg@d{WSZJ=SZp!{LwJuwnw%$jRc$)wWo>MG!+<6@l@p7>pP;N+<dYZ=k1 zXS7NUkol$_T0`U2f}FvlfQTT^&av77<>jtRtYu{cmb&YE!hC7@iDb@Sn%yhDCfyc? z8?BEjtU7192T~W*_Li-Nclq8v?nQ6ZA}qod2e;-n5&<GuA58`jVXaSQ;X}NtuNG{} zVWu|TvV;6H#%Gjz%rUf9&WbKqSX0D%4r>0KE8yrb`aDg^_|qOE0z>!<rk~(wo3zQx z+;i9n05=HKMV@HOG8kLhhTvO|dy2Z-<#JqFyroAl(5QMxlQvG?-mIBtpPhN*>jW^s z?4aEH^f$YUe6-#>DZd;VxrEfN&#?zjT$t1gs}^n$-rZT;JvH4FpQ?7c{(2U;7TMgb zLBcOq@hpPP)w`(u1spa&I;_K*H4|@v^B9x`7hfu{a2@vT_8vlqx$}d@L!t0P%`Zq7 zYTn8ZlTYEk5#{KzvM7im?vSqVnAxnlj#11R64Sh6ZB2D1nsD2;yMkiK=hd<`zukik zUU!k_CQO1jNapYuadp@%^<-6U+NEZ+B+WSShV%*(y~@Nx1TyZ)g}bU6iR5`U5e$L6 zjQ#zp^MhrhP1ZRZK~;U@clQ30%bB_j0@?(*iBS)iD;4?t_Ky0zoR2cQJOlpHFX|cJ z_(a#Eol1r)UB2(P`oW#F+pv*Papdtg7*Uo)NCb9e2mWCXY9i5b`XSHUBF-D~!B&*_ z_2t!Mc<xKw7ErazK53q<hz8O<Q_C1l?rZ~>*`|0~XpR`)um9m&3THGkY0r|F9-$WG z8+G2pj~Q2jI0o4n_2*Y44Hv61BlA}dw{qnEuY8G|q63)*Gv`Vg=*Q}o)QETV@cKe0 zx}JkE2EaW2;V19f;(=-zg*1Mi;oq*pkV6&6*8r#k2q4IPgypb-V>}!HAj2K_g`_9b za?an^$wkiHn~C^9pYDHbhb9nl+lpfOhh4dWDqeDxO{#)-jS3wM8;Zfi&sUgLN@T~k zTsCcoKcnddnsctgb&8Wt4$dXT&MKfiB5V<#y={X9PQ<4ZUXO8kk+goY<=&=T=D-JY z)vG4#EASjF167@IAsHf;hLEXArgLqN&WgHk=Tkf*i=Cr4g_xVrak8QAK?Y~$f*+*R zykf%0Q917@N9`D9ZJI3`0j#o%zz!kBp#^VnH!+6Op`xG2_1Q&28YAUYD*A8JV+{%6 zK|ky9A%U$i8it3uwFi#Gj+$;ge)a2|Z>g6!A;1XXqeNYUNC7Z=)>I!>Scy9cep=;_ z(2KTV-|9lsnzB|Jf$sKbzxZc88abhzR0^z^5TBdcJ#-sFBa>UNG_bAC!Qu=~F_`Sw zKRR9w7_m@6%G6Y$YUd*z7rd`H483We=c@ZFe%<t=-WxYJug-1kO4L=w(f;bUPJ%^+ z{|59rPF=bR`yTKG!S*r-3w&;p7B{b)p>oeCh^K@pZ_tw+zi@kM0b#cV<DQC@q2C&w z`-^tca`2cL0;HjA*ta6&kbt-Vi2P-1%|*wNrZ#5%Gsa&dlLFI!L{K83sNVP$DMug- zIqm`Q>6P%6W-iaQPzU%4(A2}o^XPxL>mPtlGEa83uYOzWAySAz&cWMYvCVRL>-GoC z*v|)@t9;d@MF^r$9=t#{aqA^4mNm63N)I$Ek5ig&OOY5_X;~2mcv9ApnSu*#$YUKp z3Hv16gSwh|r3pkI%Nr|#!w300Y?JB*JScl~S%By01kd+KkWBHLxAey<L7rl?ge$-? zITF8^>jRu&5{h|ZS|fj4&ad$Yy8~7Q1G(lLn?<$_>g2v-a>Rx0!r<}B=5aNtWI{Q* zjNTI|>w0M_a!W7ScN)yIb53c`2T8jj<fMJeZ)jlUP0*so;CXN7W?lGs)A^N|NB2Da z6{<ql<zfwQKW>(vvT_yTd1g(?NQZ!t)IO(rt~IGm_De6*oL&cbZlcq#e`-iHO1Xtk zG>O+7`m!=U_wA2Df4gvH5G2?>TI{GMu)A}~-s`Ok_K8%gR#)M;LoM^M&D#l4m`K0$ zA_%ClM(P2PS?sGN03jxH)($MB=W>)ZR$nSQ#?{2{76+lqANDfHmnR-038a8gs1v2H z6-J)8O00U<<9r7R7ip<@9wg;6%Og0t%Q*=sJ@K-a_}4);ZtgTlUAycdP^JXjwwXM@ zbm{NL`)us0v1`>D#mdYg#tQw(y%9Na+6u>YaN#}d;Q4BXrY$N3^rx#lZl$D^qMEoJ zM1G}M3Jt#v&;>kzHyxh`7vO=1qY-YpW!L=EVf{5risq!vBMXOS&&4KGdOwj|w3lrp z863@cWFxK?>~uVY=Or!um1<zYvaod{YG~_ca7wzc5j;W#aj*|q>Sc#}TyK)8e{WJu zpgqmtLeC4TQaWfSRyks2icGjr{i)vy<>LGP(4J|_9^Iuqi%-;aaUlqlt;YUCSd72W z4D~tKbE7hSWq?w|@3+WUy1mVzyF8U{VT+9^Pk~Z`3JTN-gJ{xvvi&;ISJLZTzec<K zBmT%*BO}tbK>mqu^@oP-y~j7-L=-L!L#JHpHx;(%mhPbu#{)*V&6{-xBO<qLIZ?YD zBJ%s$>*J1l5|Rj^L!-@s<o>B!59}CyL*w-`1oA47>=&wC%wR6Rvk66SxzlO<rL8Bn z#u88`ar}nX?9azVd+T*ru3fDsWgY4|eu#w^qW%(C{$@5tH1kOWa%A|Ow>h>Rh8}Yc zesoYB64`GyR(FcpG5oqWg<ut{gh*x_n`XW;rKeKpMoNnwKvs(e^pp_7?J(|yld@QM z;k4Fg64nIEiDgGmjbXW*+`Arw;2{m~7ym3@h5nQ0G^D-J;pFs9G;=G_OY4dE&>s4; zl>zc?RCePXv_8BETqgsu;*8r!^&a!CTx)~DLkg2XKQ<<HU53MBYve3fhoN=?AMuS9 zNs)Y5Y+|310Kf2WAX5WJa?$f<vgvcIq!@XD&YlWOMK5|m&G%BJxwvOC{Z=D?kKJUG z%Y@>z>Zb4gvS)+>;?K8m`LD+AR^)uw3n^$+sj=5o+(FxDS?^@QIiX~bSU5E$Hj=a{ z;reDe+!9g#ep`p8BA%pE-n8RSBAq2!Rj9&UEhX*7%e}krz<gc-vmG20hHy?&UvBP_ zpRrem4J|q;x##_CGGmoKSt#m(zYh9-;|fEiTB$oU+j}!t>@Al?Z>N%5JkiJO-lr^G zX}W|rEeHg5YGOMSm9kGg65vC*z7#@bLNF>w)NeykhrDO%1Hg0z*#mSyqzepv^EGW; za+s28=BN(JK%ZZ$iek$-WEvzf)~wWrNdsjC{o-RQ>rr_DE}e;fCWWAyo77cbLiONc zndFk8H_a0x`E*9+r59*&h=CDw_)ta)dZ<ASwu&6}n6Mxul}3NAR#SQ5a#)yBalO`z zGbSv*jQwBl^Etdu1FmHAlBXNb^NcDtyus?sR~A0JK)>uy6qvi@8S~@C^wg8CK+`@y zdmS2~D=-98_uOt*+D`vJ-)f>2K+&xD<efucJVYjAm<8I7m3YuS^>yD^Ew$zXA|HNf zbvAG!wAp#D=tI6;w4CBrvebETT@f99&Rh4zY~p8?AIEsIJiYv-F|g3I!xsJVGAKON z$;Vlu1V|6CwRTt9mSwWCdhma4NNU~bmpgv5ec4}B*kfkj+zL*lK-Awayu099=`&vR zCeznv_&|{8pyL0*)NwFfbs6)mN8;=<DIGMOMq1o*b-8z8>%9o_w{jNpC;WujwF|Dc z=eP!Y-Q!eT9{zOtT7S@07g4Xz@k{SVZgH^ZK5z@Y<&dC5SjEbW7P@~V*KAST;s-f= ziS#pGh!N%;4c%BvPbgGo?5=ay=9f!P@0{O(HvVvoO`4sCkVa^)cL8New*l*gb4xdz zJl2snJ7d`=GmnBM!8L@g9uQ)9UNNgzPzpD~pG5)MjPF0)g|*FA`0Go$A`Cd`znnv~ z;sHstSr>*zVene!7uDF6-hSWrhLY7w+*Y`I6j4{GBo893Mk=vf;BS%n(v&shcs5rP zXln`j9f{I7mYzUnH&m!rJxioWi6K6b>_*mSKNvZ9=djAKG~bIE#I*Ej_<6CTdg9i& znlJ5MUgiX*QsO&Y>OIt{eT#iIATpLF?*wi|%fl>x8j)goNWAN|9Kvsc&-N`0w8B)L z2xZA{w#+EZlKZy7xM6FT@CNFrgL0`SA{fO`oA2eYIv_pl-ufCQ=w`U@8cQTGfwCXv zo`Qye;nPI?5_3_N42$g&%_oS?KuF@jpZ1z%>{#^rXmM8;eFm+cN<7&O)i=XbTn8+p za8#&Ph+*Tm#ch^VL}^1qwLC%B(qGgXV&xsBBo}(fpy}atGr=ubU<99I>=3f8M|7fk zWhQl13i-oIeAb`hu%2n>Yxj7Vt(5ltK{tkFYbrrcDslh<yKqhQE^2wxs>fB0A%)oR zDK>1j`_HUKT~=F(Rva$G+DG5iB7NZ5^H=S(UaYQZE1=ycjh6Zs1KV`Q_{@Aqqsd+D zH8hN>d*K2c)qxZJLSIWP9O`M2EG}u`w$In`q68`3uY;TzG0xNy!YsKEPejs}vb;1s z6%mZt9*sHla6P3D`W7aR{sB1d<b39F9{19>g2V=i8xUegE2;WvgrV<P*-b#yD9Ql$ zWy9yrcPu4Dp9%Fofd>?$bDc{0#nIs=YZI?=>IltDPMesW@5B>q-jHmHdE&a(Lf>Aa z`Eqp_3})M?LzYA4Q~`_@>`&LpD~Xx!QR$emC@!`N=DcK~bD>+1SzVylbe`7}5Wb$w zqg+vv=2T?mT+a_Q7=9ELnm}M1goP+36as$4P;(u26Vy^OuOxxebH>xlcs#GAL!<jN z$F`z1N1R`eW*L#a`ZQdZenWrKTrYWql9BUa1DVHsCR$dlx&FdnM4M3qmY1Q638`<C zWa^DN{xcTk;~FgN<E0K9hwVd~VYkmQr!@+KXi5K$r^$nwgHF*AYy(gfNgD2V6PEh; zJoTn7&5H1q(3no_w^tfC;S$+I8lT>RQ*(EyxaHF?EsB~G1l+f!B;%_-ZL16doywW~ zp$mP#6)LtY@mX#+5sq{?JtNV_Je`IOd-*@>GyC1m9aDg6rS~>zCdWOnyWEoFg1uzx z<9R0RnE9?mYwt;`;cD1`M7O3_6oVv?-FEN{x%P=-^H|eDr4>_S^!-0pB2Q=2_`COh z0ASVMBEX3D!QYU~Q7`!Z!55){GqZ!36QF6~lr`kl)YWKJ#FgbhJyuY-Ae2F9d$j+6 zhyEMr!|@mB^B0KIR5u7+Ll4IJR{`kT%?EIYgP4g}8CF2xzvcgei2ee1;F{EKp%tmX zng0t(G>Z@OzaWWN{tHPIO91oD9gO*3-I7T#NofCp5&eI<Sy=uB9YH3;AbR{aPzodf z4@iV!`NtDbTqy)m(=9w;5bR%77$8F=06ypp5kUOmHzE>%28;{DjRX)SmXXy^RH7A; zlapd*fn^kTuy++Tb1`wYa&&cYCT8K{24x`uXg`2eBS-+_4_$P~09ueU3IG*kg$z&v zV+FM#186|QNB|U&1UEPWh%W&e_Fr4nC;-BbeUd02>nS)N8$wV3${)s;{+ZA~1|Wk_ zPywuP|DwA-@-M6j3d8_lf-|v#EKom;^kV=}QU33|vVf+s0IZ-RQ~>FRZaz!^0cacz zfPl{VZ;}|r>`fd@t?Vs`SvWXAQfL6P4};Zc02*{o?!PDWKLyUv04Dzcyguv^f*jES z2%rR104mg9qoAu=aGZbeS(KnT^bc#ypgZ&rJskg=9ySbs=|?I)3=x8wFh10*q5)9B zI6zAn0Ac8V3k*br3Bdo?Wm+`W|HT(?%nu!$pe@Xg&@C|kZYRL{aPOmPKIRBOIamNh z5G>Z;g>I~mz?eal*Z^Ace<5lABd-6e7FjqzdFTKZP%-vL7_9#!?IR4%|HXv^WPk`r z1_wY0!NSe`PmvISB5?o+AC^Ek0F#g58Rz5Z_WwCLc3c1*7#qkK7vT6Y%;5qU5dQ{6 z%*_2aL3*IDYH%VD(+e0Rr~?;(A^7hF#VBKC>O!o;!ovKId14mUzsL45{*8i|h3)TV zVitDxf7dzw%ISSvSRerWNB#as-)B$_9sutn!$3R$Ip`AaBX#T`HGF{d$B>H;&;Vm^ zdcX%fgMIwGAq4n-3{FIVy^lei7~uIaOc8&?wuuLT2R#r2C?x+nNBl*~)y$58nTeX1 zh3Rhz{AY&wV}|8_$gun~^RJKp?)sQu=Hvtk(0w==NCLnBoe~4k4gM-*{b%Xl`2Lk; z`<USR{~KWcKZRXOZ(LOp)}SFiX%a=F5Mm>tbR61`w$ncE2SgwYu@q?l!2*yV0w*|N z5$urI60^F0U{H3PB@1@^0yYRFwv1+G&xRR|W{GA!NbsF|`*z=3Wr^OnyKbGTI#pji z&S|An2+htL4i7?VT+<LjAv8W~2(b|I>1DB%Kff%NPNibB%Wp1=hdC@m|Noc8H~GKi z-QTW=@AB7I#N+wiia4FWdRp9lB!;{=5^v_uo)%9H>_ktXQA?fwup-W%f-;SNR$0G? z9xX%jzUVLweIf1QgKZWpq+8{K$!a8)E>5Mb?R|2*d$fOeFe!v|E5A1qlRx6!?flb7 zEIyLn&%faBLfR{9eg0$>rv7I|jPmiS_|v1s9-ZY#Jh@b_zr8+OyR-kn@%_EY?cIB| zT%TWF5m)j%tKwX3veWsmtK#zRG%WXaKiHe75;{3`Ttlft*I;$6p&&ro)MfMLVC&EO zAMYOlqEs84(z55Y3cZ)s#HpJIrMA;RHNp@}?RpB!R$QHKt%TxW-!%a?wb8Am6v#-G ze_9t89#hcKXg2wmRk4<TTobRHostj|6=cmgnDM3j<r)n9%euImua8lfuZ_j&ad&SI z_HNfM)D!q;?ZNS_mQZ}H^YwKszd9D@@*86jQIsBz#idf;#$uQk$Ea^Vj)geYKsf(v zELQXOrdZ7D8_24EjK%qd#+}3b)&`!rk+`tf!h$Ia8{!Ij(Okvl{QZVlIx{p=#~Q0j zUOkhSHpQ8<Xif-^u}z!%Xj3fZuQtWS<!OC+_4w%S{=ptNn)DoOy|Vjp`3QLadsE!X z_<z*S<kzl>`=_n;$~%ua;D@W?$<D{0uZj;*THcxn^@K-o%WHTr9F)J#XdQI^Vj`Zs zfS8t7=aF(M|2z@TJfQ$W@=S)5pWnhWf5J2A^TYD2prF4FX^#d_o+<t;B%8M+o`n;h zVW6m_2un7_0I(6U9&PXMQlyLN1f9;fd`XG8m}GG@S!!*}hYCwoLRljZO|bdfveY@l zjndKQa~e;53S2Pc<##nqHYqyPLn2yfKv2W+#DP+xoW}gC7Aw~riC1|hsVJRdX*50Y zI{ExRE6!I=GiOP!f%PuClscA?qfawZ5wTJlRa!0KGbixbGFeDj%>jkQUJ(z27ETbD zIG>fCt+kqO#F~iQnHdQEcv(l|4w|P(0WFp!Ew45UkRp;g7vA!g2Q7I50mw^L>3dy) zPA6$-NOWWdg3r)wmC^_98E;GX?dpKh$~HQx&Q829t)tJFq-ODi_q#5vS0rN?7LqMp zp2#DfDgIYRDQ00xfhmd6Gn$VG22~OgG1_UYCB``Xs(`9UOhB}eyPp~8bcmV?)X|i2 zu)AZlOC^bpLM#2Sys8#RAR0@&pdpT>jxw61qC$fpis4nq;;vAx`oLU(4=fr(eh|b; z6>0pHm8G$iS8J$LI$7dg>=7nVK7(@Fr(u(Ta-XKO4bu?L!3aiai7|z-49I<BtS!SP zp()w{u+~$6Dji6;07ej<BLYDSw8McGX-QW`YT{nVi;&ni5Nov|p@xCcS4?q~<;c+8 z9R#B7_GtiP;yaF7Q6L)`%F&}I4}fpOGy@}c;#!2ZaR)7wb4-7+Lb0PX{8$I2>1b)6 zfxH;|o2!5#nONLyfj3cNm8GeM#6V&(K23)OWpVnT@-XL^RFTD~OBDTB>}k_20%`L{ zrb!C8g8p)@>UyxG_{<B{bm~&pVSMT{f>s|JyNf|Hi2}(cWHejL@nLPE##GAU^uq)? zXDMi`!$8H9cv_fXU|^mBjk+J@StIL4J=dTV*E2EMam@dG7IRCY;07R+XSOFp8zT5D zZ7s@4#j@1KNE59tl{IG1&I=+0=HWH*c;#s?$CJQCq^KzRfMweAu{I?dM~BW$iwR6` zic@ElQt%y}UO+<;Br$XFa6bnn_*^-^_1x}EVE)EPQqDayzPgoTEYVCL1{$syGi+xu zq(E_^T@1holI_@HexYlvsuWXf6-$1HL4ffEj&K(Ot86Yr$2JmC<7;DX%vz*!@g&8D z)p9Qbt85r(@(a%c;cR+>SkKr4vWYq)IM$(+OKc8NNKQvugmTuTn%09;46NEZ6j7=e zG&({6iIHIzeVh)%DtN6KoPsx&CV`i3Rx#Ux=~8{eFvDVj6O_<)0CXx=Frk=Ed^p5} zitQLEVTA)zAR89~#s%uu;2oWDae)?l2?V3j$^CR{n-4>Uv585i=!B3Q^-KU3X|jOE zDtd@$Pb7gtlKrV3@z=(A*NsW-)|glW3~28psjwDvU0(@kfFY%UjTo&<^Q4nGMkdxb zAP~N$0&#F-v{c_ocJYDE>*#?V9oovNXJ*3?7~u)3BuuOBJS5-?R3Oj~9MZMP(1Q`; zu1VLfFifJ((ZyD>8w`yBi5`qVixil+z)Tb$g~sO;odQlK#apwQh6_(c+cs#C)--K# zUqa&vQtQ@soCIH_sg3?LFH-F=gsC3^pvFYtpU}`8>FFF-lZF-~&>|gzHT+MFsWgJe zkm+&6CaI%623ZQYfU`8o9Hh2pS%RAx7CMX_0Cj1n9rxq3&vpkKQLBMBAg=Ej(CTj> zy7KT#evytB7<cFHKd71;K+I2U2nG#@P@+U*Smrd=^DuBE+JJH8sp#q4R1Od(BLZp) zl8h)05;rE4hOH3y8$gDJ6SPFquAGKcIoZ|zZ_x@O0}_6n5XY6iV$j${h_yJ_6Qe=% zv@Tf8+2xCvX_%_|0v1GE+0KX!%{$g$tVatZI|j6LqH7b5FN6m0GoU+D$&>CZ*<}}| zN?bPg4FnB|$7r68*x-w_mpCA%z6>q?Z`}_f3M3V1aMjCbfr1cgv1iI>`5_wH=w?nG zf6T|078=mlqz_u8mm;8@px6Pe)EMOZJnqwbcelX~t{BWQ*0aU970Dmn5KmQpu=V=k z;SnzXF&N<M`K=oVcMkCho3B5;G<^G-l4d7{?H&D6FfS(m;?53Wv%T%M!;aiGVduHw i@3Y(-;*0+WN4xirKE1zpX8^N;HG|QkqwBBk41NQCT<UuO diff --git a/Kandi.synctex.gz b/Kandi.synctex.gz index e36b3c117db3f2207bc268b4cc4612c8261dcd54..dc722e5833bb2d2381319c53779cb24561b2a1e9 100644 GIT binary patch literal 94530 zcmd3NRajh0w{7DDcXxMpcMtCF!2-eEg9Hx_L4v!xJB_;&T!Tw+yG{1~&pB`RyXWch zz_%DZ<`{F%s#RURsv(Yq1^oSi%kR*eG?cC-a+@@&;by_6U}67#9q1ky3<&(pBXiO% zT5qC^CW)FT5wg2f*HQE4omI3kA2zRXY>-WWiqTb7)>ishU0PP!R`xpS|9TqscK<5; z*7tVvI=UE}?eA@C^y1L<^4jF!aJuS$ee3_IWTf)A_I7zWyYV{O^>p^+F8uubnlfqB z`MS3{dEVvs{J7TTd$$@({PuYIvJp##^s)14qs!;@VsEYL?E>`r-pk_o>kH6de)p{E zhJWtqEXDo#?e4s@^X+W(X+zlm;dYVO@4>77)<6G-`TT8TLn!a^AkXohJQ@^yeqN!c z3lyGtB>&O=b{f{@_i{Ta{q#qA<?YWyQ-$X%`FNKO*X!krlJt(#>V4nS#=8H*Jw&?y z+iME&4SV|rx$*6BL&)!G>mUTo)^O;xjrqLu?SAcU<L&C<&cW#Iu}_JZ5BzESH8`;A z`Ojq&i2L%;wzJXodbP8;>j!3IR^zhghnR)x^Yp|WxKkj1xmIOVbN?{el<jXo)!*sD znM=7ivv}DTv0EUI_SxU}?)2dGJYu_G)JZhZsH=kJ47*4q5X_ME7qe2})>GA6yYUxh z!z}c^gAFaBU-F9we56Ki4~yqo1k6d%!f)5-=UqOYZ?pF%l2=!I4-ZdwMt;xtue0vL z{;#jc8=Y^Fp{IU1h9>+YTIS3K^#O0M*FfS<zq{Wr!f%W2Wh72_@{QNmmqlG&2j{>p z`uG&4mFWU^|EH(PY+-+0$99)_B!cW$dI>zP$s2eVW`h>9LH{>L^wZY@`NdQtVLx3* z#+mspmz&qqQRe41m!7vv$)~4SVMnoKp>`KN;^2q9mz1uTTXZ_H)q9gn>^Ifn$BlL0 zm$Mz@Z2y;=wUx&L`ai1&lPII-{!gn_=UqRIB`-~L9-q$7bMVHAH7S@4a(3i-{dh<{ zf1|B^FQ=dDatT4A*y!|mt|ozHHpnLIF{);urgn}FO{ts?JOti$*x53+yL7x>RQgtK zh$a&XS9W;)jyToEz+g5g!H4VG_W14fas$j(-g$}L3Bw$g*E(T-y>l1#@wx-M=z4oS zga0!I6sE6CVftnCTm<T7u-l*4^R73iqZxUvQ`|lyzx(H%r-3n$c@qSp*WHd%7uu*k z!(~C_ogh^2UG@R8eC)P7_F0_$8=>jd`{a4#AM}#^GgII#B@t;na5Yo#wEA=>927#l zKAEk_!EDee&hmVL>$VlK6<Z4Nkxiglp$5gM)hk75llio$E4AyDZ!GA3Cgkb#8hOM2 z`E|!Zcp`g2sKe!kD-tjcM5d3&KCbKXxqsdxX9%vk2F`E${62d5oicgeDfrsO<=-+a z8F@#I^IYa5&umbk%dF^SW<!6wYk8mT|MueVd3U<z{&seaeD3#fCfxaUb9er8?Q8m& z``g}e3Nca@#9U*{c0rk|6>XPENQUc{OP65?)AQC#lLK*A4wc)$#=>XTg0~(a-`CZq z7_zrFX~!;o|DV*`=Nm)`&&Nfv#5JU^uTMrK^lu{@e7Px1%dBkY{-7J5z4~OEw##LD zg7x)kb~$&<e@Lr4wz};@C-D_Ym&c8p_nAYNpYPpbw%^IA5uL^2?MB^;|NSaAS@%@? z<K4N?^X+9(tZ@6&LWccds@B`@rdSpaqn88!dt~94KQ}K;P5bk2g8t9k<F<cJPs{wH zs6ZrBqZi@ZNzU$z(#DlP2g*Jlv9N-hC>J-kvxDg;c2QpK3}1Xo@yud6^PBc3@9T1S z`wX*<c_qn&jI-5K$0;B0kH*XVAIYBuOG9^k{@81}Hhk4rcyX>qCEqol&!~mys<ULG z{n=jUr!yI);;CzKYsLceJlG$?o6YEDmDvrOY<sKy=h)cor!(~07<|W(S%q~}`OUOM zE+MBpEmv}kOfRvy(Bago({cBi>Z>lZaB+J}|K0xl1~Iw=KyF!KNQKC(g!coI`GXmO z5A5>em1zB0aU_idG-`lG=RpKOV>5{A<==Mzdw0I%0j&(k|Fca59yJramk#9={{ z$~LKc(!MSwiN<%26WRy9ir&7TR6oprQaNkqT#!&P^g){T3^Yp2mQwrEIW#>sv0^?$ zFuqMfz>+RvY>P9>p@UJR(=~UL0q@HL<@16^fsvOgAm?u5KXXiMbTE3^p2#%#bMC?Q z#QcpUojJwK<Z~r$VzeO(G;v?XSD_^o>ihg&34kuIH@D^waTDzo!h4&qc8>6Gz@wUF ztWoA&1)!vwDW_YJ8L$bDZNWS1bX_3u#4Mz0DR*5y?78?=diq3sy=()?v&db;55ZMt zU<-Y9^b%|bz041|qk!16%WwoEv!rbPkQ#(IY2itHZ^%?+E_Pc}&icdVmweIgUj?<9 zvJFMqB6lCC8dD5AgG13i7Sh-%fMASm+bbr9!pg`S>)d*wuIbY6v7GhaClITv!=%}9 z{(KTk#1C$6X&sSE2A19kW*qj*U~0uA!buUZ4_m&OoD~f{*a>aTSeS}!MsT#IbvRQ( zwI3d{ITHd~^u+8v+EVyOS&{95J9d9UoouSkJAw`IBz#pmqf<}ze|(hf!>c12BY1f( z`YchvM8_%Jf%GZE|8?4=*6_tvSaWjAf2#KB_90B`Ep@ic-|_Qg8S`TKG5Tqz(DWIl z-R#*L3NrJ;*)e>>6ZOp_!J2y7i^q32rCdjwJ8k#D3Jn$d);Q!9x$y_ufhNvE*bsBT zYPj^F=OEVkxZT$^FyfE~>5!Uw3n-aj1X8ZwTmus=!zKtQq+lNn0$-nV=3{uV&n-{$ zJfxjMR(0hVuMez@+rPlQy>{EEj=5UD%2Gmm6V3Lfd2o~wT`{L+;`+eRrWM?);FnP) zl9lQ0K%6k?5Yut=$EYGr8<#PJeUY`I7^yL+kG5t8y2leHK2|KoF%Np2r>I1N!87ig zsVBi{yDz=$R}-bO?9F5F(`#xu(ZE1BJGwxx6Nrn6>L@5YDO)oRC1kq+8coiMO)&+r z;)tDB=sO>E7|-@gBAz1(TU(#C4e}nSGk2|BADW=NwerX3e+Wj<YevFb1Kkwlw57Vm zD_9B$evQB#l|KmC!kdkjKMeGqBDC{{{!VQWASGtfiz}M%*d$l~T0fEg@gq*O1Mv>J zc*rhc!|L4dHY?)C%0@btGT$G8h87d{sn=7}otlxC9p<TR83sP(`>AUeSR;@OU-*Cc z&$RT~E7u8HrUVl^$z=f7&-zr5LIw*8o{Nz+CQQCaynH3(&u?E0vqbKU>V_C6I;xcS zb|=jL*bSb6K>df^6gxPid;L|miYpx=zC))F&6I9zAI24*<jpyAd;_8X!;$F+`rQVk zW!~d?WBh&9bDm9eN+V6aV6<0y7RNIhUYFdjPVyhjSq}ILf<n5OkTc_9>gIR(<+6hD z668J@W#>6MOMe(!uvj)wp}QyhtWFDs{!<~1Uk<0;d?BPz4UTjnK3I`<03%t$MG`cj zb+BU;KV0!@oNLITCg7yZJBiZf%DWlxU?&<I&PgI=(qNKJxF`P9GjC!d$W-lRNVC$A z!{M`g`JJpf(o+F{5QIjUu~3{?{UY+mXf)9fam>q|p5Lh$btFoWR>S9|iH$5+C)>dS zaxf-Wq(Hq|8q=SiJb)7#^qb}PF9TP(`F>Rg3kj&Yob{1#xf*O2+(5^@4Lvzyu0cKA zKujb;u_V-~=Nj5&eq7O-l=zMW)G67HK-7G-AbZ=H%&4DW$a!yyQX<n~Tzl%cTPEMl z<l7Tav(|%7&dt9zv51?gSU?)|E`0#~1+(p=>h2;J(A%kO@ik0>p6S;xER7GC*sY?J z2ScS8yma22#*3tH*?JPsO?jAD2ql#F3R8VV4;3DN^p;yXhtQwSZs-!R*%{rqqGp0= z4?o?#G+n%+Liag)z9I%J8|w@k>ngVS8J?TTnA-;3^0ETQ(t-}qlr2lpg-d3T=!CCZ z&ck7Y^U7O`tN>0dfAwd6`;w@I{e!D{9+^eV7(en6jGtU4{Ben?Z|B!<ec~tV=;RKe zwdEz46GLJ-=9753dtebVJ^hkzToK)Dn5;@@l1-kcmg69Je72;%ddB+mxX3Tej1Qg_ z;`PYvOr?{~NTEmUzY*lbZ#)&Pi-ouoTaWTojzIW-5V(Sz$6v}I1hJs<ktQ+p=sIIY z**8lKuQXPwr0j3NUj*Yn0sj{X89B8ZPdV#SAtl<6^Y8u4#+Nhr$Nb$&pol~LFEUNz zI)A|XFG3sw^0a?PLRGbV->uT<f^r}GC2xLXV$V}oHc>!FBX=-|9XYQfH(>38l&SF^ zna9{2e9}jTRN8)X)_P3aQiRa=ma=nx{AA<sDogF@R9M)AsaH`DH2p&`wPY$RN-u)A zfw5Ced9qdj7q+lnjhN_i*cY*3KQ3mS7L((^Hl68O#nG{|&|;ep!XYMWY{2C#XCX*n zk9Ygm$xlYZ=CNyn)jZQ57CP-?wGw`kYMFZipIW%z@)HEco&0PO>uValGgk@wx^6Ll zaDR2=xsS)3dl>fh8!K-fQ##8N>;XRS3W2uJLi&v)N)|0EkeK85B;|2H?Ua&PV$9X& zAybopMC*V*bk1<21Sfx|4?c+n9?3t`2TZjPYzDO2mAq=V>Q4?Vp($L<2~8@9#o@s^ zvJcb1wX0TeyKCcxELsdM$!|^AtOq@XEOQgqM4}`%RK_jxNvs-bM^m>@{c;i!r+-YE z__@o-xauVR!M1B|_ngL&5$o7RZrQ|pqAAg1%hrI8uOJ|TQZGsMf{4$jH4lS~tI^bf zR#Z&O!9}iGATQQEk!-U5eI)^>aw#oMG>sA=u&1?<iE!Q0S1$b)sa4QlreLkZ2wFex zpx)OEGz400c%7oJt)4oJT8SPlrUpEG1$OM6Z~3YtD03hXJCQB*=D4@zXCnMqcClJ% zb<T5x0&gki6x^$(8wN5&5oD6;w|g~v3kk5lt3(jt2?aT}+`OhwYZF^;&@v8a{rDJ) zpRZVA?9TERF+Vqltdi+_R<ZcX4wgEb8TAEvtk8#=JY&m;PeW>~Z|Wd%aQV<#ZpThN zZ*Ee=f#!z&9l|XZv(5+<D&m;<3n@pd3PboR{s+R8+d=pf3W7RvKrxtdedPBUGha|Z zbb_yV1!u7BIdg=8leCD^KgFzhz_ZoxV!H9=)=-O8j$*nG5<|%^cnh{*)oBo=Hxd8C zh65o!ivO}jqE+1?*OmWeE9Y<!{8jtQo}+P<-gK7hLw&b|q<dEj{g*8wYt09qt(qRw zU6fczuAB!-0(6)D54ZO)5AhOya86J*f8*a%4t)3ioANsw<mLl0tFA>5SildSQc%YO zKDsTR`o82%p*EKTky99lX4}n9JiaaeDAKw<sy~Wd8Sf&A41v#8#FnUHGeB{D#N%68 zw5d4@DxQU!et(nXYayXKQKyj!)!LmfFG^d*r&EL~Sg~3k-(bym%9$H@J{{k1>F>MG ze4n6trLL@z4m^jJm-+0pu66gk1twU+MI2+MAu}wI4m2PnRFyjt)N=+uMeEc7P?zhp z^XA64K@I)~f%`Y$FS76+@c$$sXPrI}Kf@6T>Z9c)Vu3vtePXE2a|Xy9G>(=vQYAkI zKyCU5`L8VAk#dzI%S%v)|2vBfWf1cJkA%G3EQ8;Bd7vfvf8DbkxjqhJ%(_%ec8L?4 zMPsAj(sk=7dX$90u=SK3KZP)#W;@ZW@-#Qc=y@QgPh@?h%9^Qc8_sF*#+V`EMY41Y zsnTj{(uFnFp-bINeGC{;s2%V{m-(O)cC{eu)J(m+noZf2?A~R70J24PO~Mk9AujCu z>W^C_GhfkQeL#og1!qgr>N>a{mqbwlqt%;EHU&wV>W}+XuqhXtThW;S*=|x4MuH0U zPZc<QB}{ju%2B=*>k?C#zggk0Agpd$sn$^2aht=)1VyWuMOL(yj$A39LL+l5lvLqs zDlIoqkG*aYYjUh?`$G$T#qEk$-1}QAE6|Qd-qFt+DELQ>Qg(-{Ahg$4y4>~`UQLb@ z2<5v2z3fuf-?{)o%htI2L)R-%@gv?*PmpG5lU(`nItaZ2X<BW7g8V?};~im5WdO(t z+7INk33?f+675*-9)yN~G;NwePFo<9%n#(WO;=MH0YY2vL7GvZATAJEwgXB;s1oG| z+=H{J8o9rsUFj}}mjDu%djRp0Ks;TL_~9OiX9^Nee@D~bWm=@{XbwQA+q=vGD5Gq5 zic-II8#kzqMSTpH-mp%=VILepKJ`Bz3uae122T)JEbcw4L>&~lKdCs=w00bcUuyzX z1)J0aiIcEyej#!CZ2DEC7!@D56(2zK6w&Wb9P!$Gku-fmuLnjiPOGcgCV4@KcH!~2 zXlce|x|_iSaYMLwfwu)18U@VV*dE+0=`qDT)xej?mK()&kS{n4t)m`mnY)?-OEwv6 zb`mdQw1uhEzujDS^P9eiTqG|!k`<%#$3UKk->~<9AZ2CB1tlnlZ-l_0rv4ab(IjnQ zoObdBC1?;KPc(DMk;_B=goofAg3&O2@p#uGZl`o3KsoA<LGJ}Agug@NAPezcJyRg< z7RWUfBs%#4q!9d0$XBLzBfwlo<DY<Y2#@X)i(dL-`wIo%Fh<WbEJd7hArlwWQ1+b| zZFkGVexy%>j5U2}j?(4)?CPd#|6JIABb-3UT-q9ICjXcHH>~MD>>RY?i75X6uw6{U z*msiu!=|e_`zP$39jbWp#qt;GzwEzZpd|ibD}QtSG)VX#Hs5;^^8d0Cl0dor4SQ#c zQ@io7pN0R+{u}l;<#)DKe<=G-=n}{T1^?faDgR}M%7IGy8}`o5LFdo-@4AcM8}K*f zclLYTtZ|1E2>hA2dHY9W)$%+Cvip69(|u{IBE*%e9D~2m81eOf3Ic(cFfsO*hy*vp z6L3%@f_V0qR)6ForTackO1`fTT^Cl(zo!pjg$!8TZ><D!*JpOI>x+tVx#tD&<T?V4 zJvgB6My?zqrSr%=*uNk*4M28u0!kv67>T0!nOddI;?w&>r9tIfSb@qRLQK-WvjTO2 zC>r0iFE0lb|DOxcP<eBJQqFS}xAWkz4@Zm*l>%LWDvf<_=kyc^8APnvnr<fL62Jou z$24dZ1@S<4sI)ja2zkE%4gQ@Ks0shWEc)H`-3&CY|HJIv<FDDfYZm$sBE*oTKUM<N zT!MI@S@b^?-?RR!_%8i7{lAK!I{r~a`?rq2S#y92`di0))_>D~uj6mlpz-~uj=$;S z{ilw<W|aTd@wY{wq5r3j_pA~B%j|Ej-p$_Y_;0iKI{uo;f$I1#v%kH1Z`$7$!PWep z_E5C*`lrtSefOoLbG<o!ZBHL^YQ=`?p{paZ5lh7)#Y(~WHrvnQ{P0xkCYehg)n{}o zl=;m`Y!9c?=|xNND&J~z!OM@{hya<*G?djlnIm>J-{g3L7<*+C58nv)m7HOdAfo$V z%I$)|wm9&&?zpz9W5WHavMNo%H4Ak<`(+{Wl0GfrpRLx9W_GgMSgCP^`DL;h-_*Uv zffOTGu4t4Xi${u3-fx6GMewx;vIq`kVK3qx=C(XVrY^V}h=N9$+&bdf<<$zBRV|7O z>1dVjnqwK|NRMCE3R$@z(w`Dd!yENKE+8<k+X_+1Cs!p<UJAFO(ymqOSgIi9@o1dc zc0AAK`5<i?bMy`&RQ|~t!h1vkT7-L#yN0LW6bFCf?%;P0=RfRo{o%hd(>5ICDE_On zd7C_&FrQOX%g|;ej#M$&T4z~1Fuf)XGbWULE8gyYe}3$bmMK!z>wL$fw5{Pw<R^RH zRjFqS*{g+CGPMmjjFLx=O<t`H;=P@M<;R6qrP&+7ilyg0=Hfb+{Q=yk{j28DrJ^|w zax)`eJuw-sq_moIar(+Zsgx86zt|PbY&obSH9z4_$;LT^-t^Ac;U^oRDvmOBkGi`e z3X<8!zORMLXPHOyi;Ap_RCVcyhtu>ny_MBX9nZzFoLRX_xk3#;Flvh@*D3bde~tV` zus~YuXvcXTc4Q92{T3rhJ>tBZ(!9wVidqXla+e<&7}CzEiExeNkcTj9AzNT6znuF} z36${nR|nQ7V|==~HNbmHW_p>4w{zjZZ4~$AsB@@+>F!P2G&F<=CWKM3M~t38fg~Ig zv?yPNO`4v<0`69z<vCB8;0{XxQro%d1UzDmB6}h7o0%DH6IOH>eE6z6?1oxC`Vkil z`zW-3x1*pZ!Kqe}jjHbYD7P1%Bt~99S8hCSR<;6k<SG|p_iQyDNSn+3AR90c^CSab z2d3X$%5Dg59NLYd0pJKTX@RZGk?ma>OMy7FGWAxY7)%6*)&dJ)rCHVigUl{n$TW4b zjwN>AhihEJIGT?$eGy+dpkvwg=1}Ir0Q6%G>MHUxsI?Ma&GUE+enQstE6hTwpn<NQ z2>tWPgO?zSD(@p638q=8J~B#@_PHX`X1wqxiwW6oy}Th>?FWrW8{cHL8a8TYqIqxL zxzIzLTx<HtWsz*gx@R1ga6B42$M_H~FiO**hJX?)Ty#wr8fIms#4FtzGfDE1mV%_2 z88$mWSVghq4^%)@l6B5KcR-O0i=qouD2{Zo;SJOVvj$v9i-fd^rbmFLskkZtx75x1 zw)q;+5q<W8j$Dme*zQz#!60YcA0z^^8*T~{R&UV8zxRFX+Mov_mfZ%Ps2~<%7gOjP z2@tF=#cA|sCxj1uNjwJTrTGjc?GVn1yet>OeQ7V-skb<t*#vEe;#fsSc|WXg;eGv` zSA=3Qwonlnt0@BOFdU%N^y!KMP?q62357f_E)z2PJ&fe53gIq=S<a^uemH>q%VmZS z%+$HEIEnxZ43mPt_i%97V_d~^WuX9iz;_HY$~_8^q)!+ZO53}xo|dpmd5?+CEnXwX z6#}AWGLE#ut=S~z#$!z8CJ^4MPw}28cB7$4dvOJtw9HG_)-q>%oT4h_l5q!uh<#dn z)K`%!FgeQ-bD^;jd=#yiu%yI+EG=b7q6v4(&buNk8eumzhP7hWIu*Te$XF0s3rI3k z3TT{TnHbj=(kV=y3hkIEQT?e9ZnlU3TFBRO@a~wza`56`G92ohn&E*o0PRzpOA;6W z_~>prCg5>$$Cni_p;frJROE{g5V>Slb5AK{WjWQI*`In}k=kxrk8>a?D^E2?f!{08 zZQtk*P-`=5Oi|qhIJH0)MWKJLj*kKt@ukUw>vj}wkYbT;7;mU|dgOVaB1!1|701Cp zNcc12r<IQ{TD&>7sPv6W7U|jYcm+WawC+cgJ={UHn%ee&jBkd?!6KR?^o{XYKoj~V zXu8kvezg!60|EWuIAV~dQD<YUXjz{w{NPaSwg=Dik<eLf15l=2<&eQ>ru?J80iQG^ zLr!76GiJyJ`jMsGs5KyZRG8Y-5WH-o`nBnr>z>rPDB+1E5rY!@DwAupxl|)nU@ho* zmg!;eCkNXnZM^RSHFP>C23S}$<M29qs~c?%(a32`Bsc&Z{o9x#xo>kkP|9X(c+pV~ z5WAE=fBq;Os&S(P&iR1x2iRy=KHZ6mLI}><0FJh-Pd8c6S+f`B%SeOcW4>b<jnHwq zMe&QIP)}7h9L)X@pl$DAFGFqtL+oz+s(#=^;>1P2cW<Zv^krhN{ZRvF_7lCsf{MNT zIpEJZbRmqnrZyjn2L*pLM|fppPd1CtIv3Cq=LA6fv%bE{mt1l~tdP`06wa1Pq7GT{ z>5$dxSGJqT?X*`JAYzg?#n-3#8m2Kkz9pTm{H2-oQz6GiJByu!c({Yz&amMPob5ER z?8rnp54<m@E#NV{c8$7Y*>tOaCy}___7oHF$MBHPi6H&LLGxst5T~#@jCnB_VzfPv zfwfmVkSgDWS~|SAJc@uXJEDWAWkikc=z)JQ{pWT>RnSaOY3KKjZ4LO9WUc%a#)#xs zYalFPP?HvAK$z{vq7~VPA;yjj84Cvt);i8#V5O-&0zasc@mo`6|D22+iI4HX-0+QF z5s10g`h`v}Dcp1rgnASjE{%pA(99TASAXcMMOubm1)p=js*amFEl)Db{lV`<e^62P zORUZAPYyJu5zizagbxnb%Zhvy(%PNqEiADwZH(sqhn;QDpd$i>IK*i+pNfb0q{AGz zIWnD`SO2457{LOh3xH>mTJRwv_%OLiBpRw~a}g(l_At&(rj}4eu-Dt98A$q*j#_5S z5ox~sQuO?ct-(5m+-Qv3l#vuBH1a482G0<Ts!$jUof$)<S1*I!X8QU73aO=_9Lc<O zFvf<Q1o?$a@_p9MO|TUW*U^*D@ZY3!SqEuYsZNM#M`Z0jiBSz(y9-#`n%qK?m@U@8 zEuO+Nj8JG8$`7R^K)#f(=u$4WODEeUJB!j!aZ0{`lSe5QV>&SvGRpy4HwC^sq5YJb z)2Ewj<=@~7B^7q67c9O0lGu;V9Rv08Qz@aNGp+rec20}0hn^?r(q*(NlISQtzIRIl zixLs--2}pP8Bz@+Z6DpYDW71-W;e*PsV^TktVXFCz&y_M?rYq;J^L3`KF_cg!g$L? z3z3@)=LS+uMORvWUHlN0GH>D{QQYzZo8c<w{hRGr;9jC7>{VfLon+5S;g2OJPxdk7 zozn^bDT_FG^-kEn@fz&qF4sY`+DINL2YUG(8UEwG0kRgu%<PZ45AjI>s%Dt`zn5&N zoB0E(6zygJ_g^ESyLI<wNrpMyI959!BhO4z28KQ@S6?x%^!{2fu*2HylIn@rVed-~ z?mo;2<dP%*1D@xOA)siQA7jw2&%wkJMXv$Y;T(4%?Ke$m#-QD#V<LoU_&s@N=q{S} zV08I_^{c#Sk2b4v4{aY<rl8POTk)7TI;mnjDvl>6T?0WmfA?j7nN@&(4x~I0lGgfO zqQZwRvkcNutte6O!mmcVAGi$5Lk=oCFSxFZBj`_x*GCh+6`xq}63&~@zFin|iHbGX zFWxz@SFtzT_Z(dH0vVs<?wow&SY@BvQ$I!a$FeeO=IG^cHMZmH@p7Sb@~HyiW~bUJ zz-9CkrK-&@4Z<2dZn2o4y`U`M4`~)ced~QksnsLk0&e0W#mFxZi?o)a@5Ox70rzM> zGqi>=^L6bHLcHM*MN0U1WnD6a30T2VeuCAbB;z9*)^l);VrfG)?DZ}K+N&fPMZmf( zqa~dN+?~|Lp&Y}+vXch7S7Eg66~QhnGoUva5%XM7vN?=u>0V%$0*Iz7xkVU4XC!ia zo3tVq$na0(@etG9MIT1er7101+(=j0&UeGH)>*!}#f<`Ir`I_czyfGWN96M1(Q8$6 zddeUrVX@@|WS~-#T`4IHQ*3%JvwHLR;o3+0+99RGW2EP`t}bTt__BAGYZn|2tk((9 z*k|i@%55i0h&YK9P(;r4v;iGZM(EUrXB&FPe1hXA9Z-!?OFsMH7d*3W;FyiXeCQc= ztVTKn0cKYFNophoPxA7_Z@*P$&4{_boqv|nSXnP5`k^780Q1lbKP?>%V+Kh9{Irff zrRS3A0U(N6wwOq#+RxIZEjKjTXHoA_d2tNp>4=`9EUEg)ktN+9YY8yhi1ZBd_S~0s zaswwcH{aIu6mxH0`Y@rM&@KYg@`;T&>ugV3>Q}fM8|BV1_wNXWg12tU>GJJJxVSUy zafS}*cH_pnz%Jt|IzR-toi-W@gHezURJTU&!5+TDQn~T%lFu*!vv?zSl6RlNXZo<w z(3Z`%5xCeThxTZ=*d(TU2Cxju^$RqCDH!`aR(#|-QVyjJL(g-ZOzv1|3;u3)F<>nV z46TsGV2sPWfzZ|f3muMl<pjN2FZqQWOcF`bz2>-nB{poGL=GjZ=2^O^8#Y;dc0Duz z#@@gL1{r5DJ>FSMz=LnPZnT!P+9csukvZ21U4yZOP=F4r<p&(P8@d=Ws*1THY!Bs* z?5w+^ybQQh*IWS=Ff-=6tGN4p&1B~=-AnfebN$_q&pm~ESVo~fxrRd@Hhzd!DHhs| zAEBr{>+`HpGm$u4uq#>II>F+tkKF{tG%VGWQ0rfOdI*??WM;jxF$jkX;6C$6QU#DL zh|AViVWAJM9ma>5uZ$xsv+&|c@L#*a<?2VcYS#8rldC{ns6uEaQ)sjtCA4g#W)r(L zknl^_)e25G+Z@)&dCt(_HA*@#@dJCxr-y_DGN9dzj($5@t5jM?5HjGc-(d;l_qzJF z@aY$jl&Nr)3k;SXgnFvlefoXcak&szMQb|#TDs^H5XGp>#D7NLq6xK`{w5ZK9y=b? zSl*6IdCfU2SyiOHf`10kFf16lQ&BPiB+3g|+<K~?bEtY_HRN6jykyy^di3A?9uFmg zbi={6qCdF7)lKvE44J8S;>W~0`3|p#@2M@r`NeE?YC39C6Dl#@*9A?)SC}qi*)41y zy9W=OAg|is(h}Du7@Hqb3PGS8NW&^cQ`Rov6!P6hkwwZ>!idxflZbt;{<grtn1S}O z0XfekFwyF2Z|)1KzWPfCoBkg(Y6}8VK3h0ZCQR)vmN(3O6GKtw7Rz<k04X^qCKCmX za+eVG0JiDv#8UvYQ6#4<Q7%wRyu`f+;*fhI*9um2P}(#F5x((PdAYJy&5j;9m^Lo2 zG<^!9d7{ZkIlU@J1)LW(t7`r%D+%EG<w(i~rWh@ZbXLs6i#Qw&IGdg^Ut|dZPd0kx z=A)i+WlxtQ3ZKt1Y)Kpnd0^0+%Mq*}xnR&#mn=Ztb}5QU*%Os>)L<sz@BBoC6;-3i zAF^eg8;UxL79pt$5STrHILySzqZNs5F&BE+rKcQ@VGWe*6hs5~FlR8xMp&{iCmDS2 zrGj;(4G+EdG9jI5oX1DAX4DmjZ?Vqi*qz_cupn**E@E*x0S{SQ2aIleSZ$0WV{6Q! zcm>4HPXg>7YGo!UH@;uaXYYc^gI3x@Oyq%UMzJ^?db3@L0xe~)pNIx`a9obziZSR> z9L3=(5RlbI5#U3ofrXoaO=~0q%m)!BYEBJLiwZekP2}(bOmI7rh{c^*ysE%jl~>YM z!Ak4tx__L`+DayB3W(FWsT0o}c^FfTz&p?~-3Yscd~n&034=pdr>*R+@MDe9B9!pe zK25tbynR&9OTRWQbNF1{D4D*Bw*(xPN@OIciqSv}=y6d56RF!tPYeLO#GDsHIi8RW z7cl5uMA*VFH8dGZu=0&bMw%LT_4`uM{Jg-Fh=xusTnrc2aGZOBas>WBVJtpc2cPM_ z&#kXkCyts4niTgmFs#4eYQxI;>=5W#!H9E=1iLPZtO`Kg&_)M<E2|3C&<l{fl+k>{ z_9vEx)(s(A-uCne;jABkw<Q82$%1L}m{ZQxL%FEE!1B@6GkPiW|Jnr0hz7AS+{sbi zuc{T=q#eN49s>TWSMOO=$dF*&wB$*keV{HvuzkQFvw)o$(V>Rv`;U7pn|V)EXl2G; zsL=)#><ayFj?>`L0*FpE3_RYLd)xiT7OC*djHuhWjNS+&ooCJn5zxj>0A8qA4;R2y z@Zu=6*r*5=E?((jK=I{aK%GBL0Ay(y7)6FBJSA!9jU+#%qwf*}0K1cMHT!p7#<QN8 z1n>D*-Ym5f7ZPBO$exEJ?DkZTUpQJGd;J9`fW!7Y2y#l}^PLqWB#VTTBiv$~8<#|g z?O>pryg(Gpq6vor%Y|<8d<W^tgQcI5Yf9bk@?P@#8slK_02W%VVcf3-PC0|4wDkzv zXUR(tgxz6EIR(sXU}H5WcT)tF1sk6Ol_&rWAHO-p>xcV@8bU4_x3uU~Hd{tj0p(8! z$t!wVf!tPrbze3oG(w}mM&Riq#T6cJCJmaIEb@yufNp1{+}RP}5i;CF9g2^vTxgw? zmEtd(*B134!yM2*^y9m2{`bJ?%Om?%0ue7Iv$p9@Gj#}wW=`>)Z;5EUribTc1YV*6 zu<HH-@D~Ttt0Y7%#~yV8$lOs(8=iSy#CHHB45NXo<p3Jsm?*7N5CU`CvKm7uI<B@& zD0M17pDjZ$id6vkM>Ed_p*<abk!iqpY!pnuhF}pVlEhoLwP9n%Am1zw81XTYex59| zAtIBCY1BMB-%BX#N77xrXPs{~Q^Y!Dkm`r@MJ&)SJADD^rVHV4R5-$2&d1~kiwyXU z?#TzC^sy6{Nc}`XKfyd4DMz=AA@fF9+`u>4`)KGHyGwWnzTp6DoMgcyi1f~T1kzpD zHWw+DCm~nY7CN%c+*bMQ@0@Q#5p?xW_Nc|ZIS0uO;2J6LM;tF0p+CkS4>-$P_>{w| zW>pD9u@OWW#ardd0f^ZuJJL;$!@t%+5EZdswM|1vWb7`N@XPJOYGiegh(PY?IRCZ} zBq4whnw!evwcCSg6W?oWO1Y+)c)FH%lB4K@-(Wuiqy7MI2U{*u($cZ%;52-}3RKJn zwD#4h0XTOc6wv^P9J>TiwsT{qZEybD;|hVv3=s1&Q8+F_h{=Ggf&;;LQ3yz>2|+{% ziSs$fdmIwH5RAuNU6vZqH1cntBZqON!^?{j-}~HrQ}Z^Jhn6{~`Q`N9sj<U)mOAzm z@K+t>;H{4o1Z1a#CiKuHA6RCBR(`R4L)js})RB%G^2;<pTTg%wBOh(Pgpy{M>l8yf zil3CVmoE0S;2x=aF{DaP5p4r9tvbxfqgd@3XD{yB4W-XeKROr~!KjmFuuslHNt?f< zRTV{$7xP#SHdl;-Cz8a^Mki77!Q5^jlxI)zI@n%m??-MwX3`|{kd9%xzoV$p5sKMV zo(K1cMPN*z<p~jCpi@x?4Pp>N@IXH0P`}imDkcpjtWUB-i{36CSa|9b4eyQ~*^glG z&H2cNGW2d~&f`=>sIrd!FDd%hH-2B7lo^TnJe+w;^&=~F0{Q7_L$=Klanzu~gbYo` z5VUKMHjm-E^`J@aEM<Ss(+^?^`Ivgt!H!z3nEl8s>osTSfv+?)>ZuC9mh;l>Q&QMg zX7G(<ZAPy`0Ai0nTHwF}Y5hLlvf{E1F_y>|YZ$vkZ4TDMVh5k#3|2|-eon=485*sM ziN!IV9^HdSjGA2D3p&WW{k86LGFE_6$L>@fh5=QP@AH6?95X#kA+?Sw^Wfy^t)`|; ztC%)4N1_2?{2)~X2!M8`O#4CV;ue5+B?fWWdnL3hiJt7ERoA|KF7;_Q^0@WquuJ?$ z9UG6Qx95wjz4;k)l)aV<ANhq(7;o`qB$HtkjvutDzkiAs+*r@CyZ_lo`OJjdEo4ZH z{Miiv8S}xLC4vfFe7C~zLw5k{ez7s$h#r^c2csJ2k19Hmy`1MYJQg0t(c9=7<is2% z;mj|nHdZhfNeY?(eTYUHefBel%SC-H@554jDF!Pk>?DZYdsQk)*^!2!s-g=_iUu2B zoFz`2fw{+@4z%RJvRzi50;q<7{m*M)KJ@z01hzDv##9q9MGEu;htDw9zm)I)$`q)O zwM;e1k_!ATpk?tOrsBF>KqJ!t6VPt%%_=)3q3Sb~he%G$NI`!Pl(ktOzry-B)Pyc; zsxEGB1<+vVAd!InEMZH;zy6q>v6q%plzfF8=942ncXpGLA972jo!Hk}Y#$BrWwWH^ zVpC<V2zrnv6Ro?7<gDs}csuxPi3E(OcO0}OXHXpnRzozau~p>)D12;OC2w*d#Cl<h z>o;f1slxBD(wO%?Yv`IoyIi1&c*ZYIp+a=0G|$rni~!Byw34vrZmsY?#*2ixcprv^ zWvP0^ih$#+wV#UccT+#{xGjO9T-V$?At`Sr4naBCUe^m5I$LAL>=7+4R%qjUy1rOK zC*^r(c-mB!u~W59`den;pm=1!(qZaRD`y=NZhD>VNxxuK)(EBvjBNbDs=f?%JoVge z`8JMlKOy)jPxQwcx6$T8&^eZ;tzjcgoF!v;Jb=Q>1-ny75HJeSVn#uRAmGw6i-!4_ zy0`~LXmWbFSr9Jjy58w)&gQG`U#(0c=TyxYb`}_#?CFzQ4cUZW=f=f90^dQ^&d`$6 z$GxraMe7j9t-ry=|G-jxiajqpYjt2fMjAW~4BTA^r!Pi!7(--l)tnj(Ve-Sc?iD~b zso7osV&X!ab&rm<kpe;%!kEuS1AsuOu9sU*sGQ2EWx{kl6WC>0sr}rfC<CKjUUWNT z3&ApH=CvCvkl^HVyo+7QtvbP5zDIY^%L>&){_QgKyQ6x%;H3R%?c7$>*W_I~vwSJ> zNJYS5bn%GS<|v)6WjqWXorQ_Lo(W?B=&AQ~oV9z}hb<eP3rBIh5lopkS0=gu<nK`# zXp_4i+Hq^HyT4j5x5*QEluQbv`P<_Na=_+Yuxyxq==Ml$y;7z$KIAWBaS}Kfzf7Bi zn<vfFyRA3uxJ&2}#`$Ufb8GA9@;2`S`6Qt)*Kuz+P@TS&>2tNJ=WSC$Pv?T-+obu( zy}5$C2Faz)Dv^#{rzdS5p7StIdF2RwZQa%}e83U2$$;Bz1q05y0!rPdZe0|8-a)d7 zB0nrWOLu`zC&idU>bwND!%hI?=<L^@02<!1gaBCUUKw=o?v_HJ!k0{4yEzYD{v~%Z z2UFN6g6#Z{_!}%qG>eFz1vh4R?EzNw_jb)?c4L=hWano_A32O<zOc$gF_|bCvLY>~ zw3NqFU|JQ0`4Ujk7F#M>5VghF{$6tjB${_R#sTbdgfMxrW30`5WK#qZ-MS37a;|C` zlV&HzQm1LNg)oe89*UT^I8L*$q~zi~CuJJjgGgC~&Lo%U_mP`Al5oQES6M-yjUc^* z20lC}60;*5aFxY6trwB0>3Qz!w5Y})#yi?tKJ?J{*)?fl1ru8Cei1jPl6sZFZ=K1- z1wU0RvNn$O$VO8xxs~b(wBX6VJ(T_g=2Z50%i|0TZ!nI4hV2yWOaj1t&5Z)j`x0V& zk`_k3urH3v&d8F`o%)c>KnL;F)gU*uxzLJo9X(!PitxCE*#Ptod1Go%gf9gg<5`eV zjR_QN7mJ8heu&?UNZf(QLkaGOZHxSVh9P2t;>s*5DMciE8IR#N$~t_rtvYd<9t^ms zwNW#5Q*AL|;ZDh?+i2#u$e?qehvfYh<7Z!_K&FN&nFnS!*zCzGqHuWaA>0AFNtI~w z>m3CP5ayh+{N$s=IYCDWbIz0+lp;y;EZ3^lH&RTj?9AdPe~vo%Q5&qClsKZAIK3c} zp1vb=av$$~`=Nrmhp>irU+F<U>vUSrf=`z=q6e?;+Gsg{tr=~Q&MLfLAJa{EXVC-g zZg_%jNK)UPf~&U~17((pBd9Qx4Dao5m^L={SVklg5)^&DE2DFAn}t0JMM7m*h!~HN zUAl+`Zbr%JxeHI%)m`+3zP-SLGT{6W=c5cbnpQM{hY*(;*L>O8%t$|pRv>C^-&d>v zDS+;U4^+3YeuLaT!GiGYM;XAz%405|I^CB^!zE1Gr6mozj(^Dm=m)lybO;rPQ@3a9 z8`1*K*^djQ3=wO;8+X-#m4CSx$9AM-l3q+mehaBhIzo3BQ=^j!-HqmUyx6%EUD+YJ z0>(}TOtS@3wm^{};=bU=<q&ffC`Dc?7T#JJVaM{^D@(7)z->E?D1uK5&{!p7b8#ah z??GBtf4Fs~7ANgnw67(Yp<F=206>_fA3;K}Ji&EP;=@GR^aC9&iNWALlsh|QfCG?A zYy!qSu;6|cw8z3NelH27;c}}?*lMlU+8Hb==fsC1KX3j~3U=R8;JYu^=6!Pka~5#K z1F6XtHaUFl^?M+$)y;KWE=rjb9>P%`V0RXmShF9ZhI0T1h>YMCg>+Wf9m=rOA_rP! z#=cksaUP^JeuKWYE$4hvj<a^c<lx40`7seIHjRc-DjXaSDg{D&xP}p&+##T`JpnE5 zp;OY&Kg$p@OVAJj#^L+^KGYg38%Cug9P(!7LI%ZNngQ!chpt^mrQIpcCz@DHvm}7V zl%sRm?+MzC^X|JNwW&+CBMJ758?MWen;@atYwkowE3DIp%MS)yYsz}R8<s~O7%F&F zCRQOR)ofS6mNL|w13pJh^DuuVpXSYT5WJ%M*&WWz&;XOc9}w&DgRedzNOQ34ASE9S zGbZ;Ul}xj<YacZmftXrWvl-7bRskSq+>RRZVAE1z15jvD14Nahu72wt<iw<T{K8#{ z-J*%xVyMW3$<Vo#02o|Ugde2s)PL%x0E8+TKP!X%)KJdrb!9lUKcClTXDR#$?*r~3 zca918L`@NLtY9RS7&(8*s-)YQEE!KpC5HmAL>nE}nI>HK&xP<ljbZn@5xw;Nl!%C{ zJhAJ<i3D6F7#4uk_3Wp{2uR)$1w)Xf0+34#jp!!<4B}b8R>!)>m#>N4<UP_zAGAB? z3OH&Xj<1gJKDP|$@{Y9a(hqRbdsjmU{u)OQ*axf(UqA*7V`PYEJwX3@KwQh6hEizy ze$NmcrydV3vxKZm@sqIoOR|o&s2XF_A?v4gtH8aZSxV<6+(=GMuHBbr*Xp~_B{<?7 zL3hnsGZqpkGy91l-=%{R2~a2Ml+5a|e}t(6QbXgsLcwLu9C2zOJi53qjqPCsz=bq> zIJsgjU_FatA()SZVwT;a0uNGjATCtWp#wf6jd~c}oi?*J(GP-m>)~>G40CqKFy;cG z7Ux+)8rhs0RPVllZ+@gXrR`Q6X<~nCS31u14}8cqG3T+v-c7flXrKx6adc~NmZ4`= z#H}|09n^doVf>czr$LFk4Y;^ynj&Bm1A1z=FS<5bM_U=<xi)HIfa}(tg4~jrsdI7t zS$uppu|IVekJ}|=_$yJ&a7Bg*-t-2=p|;Rkg?=5iSmZ#sXGwuf6p?{xt4HAUtYyJC zD=U>6)+heF9-4M`aJH%@IgycP?K{!Wx5P%M&`<%$qxW=aW*KVYJ<ihxa<1s*cG@+o zjbE}JzZwf~?s4&6#h}vUC5`cCb+qNy2k6eJCY%fKSSoDN2g2_Yb~=xBCgBL4pW}wW z@Uat{6uAMITcko-hPp*%!6>{+6RksFYsM&P+r-_~v=?55^3(Vf5|6>)aFq6IA=ROi z#+(3$D{wu-))s#3v%NgW;w!ZuVU8)K3aiXUR06-_R_RU|c4)~L=T>YXDMP8zavtcP zpNSGIPJ7>wX6mMg6+HI^yXB(5di$<~#K?s*!0eG-Tz{E5C{Da)5`*_^o&KB>6N!Ff z0+e2zNN9xiS?{~IsD)CBzW?P6Ff;-%IfzZcXl@6Ytbg4^R4GIx{8?AnHUaNtld5{z zCmC&~INLrd@A=K)V#ae>tO`fRR|)DXp8&H3)1hHe%BtHz9M>w+CdB+c+G&6iVfWY2 zXH#hRC<t6>@ky7GLAfY_OIy-ocYsn!DYOhrP+EjIfGvTcoRQDDg|G0j-8?33Hh2=8 zd?TST-vlkrRvwQE5LGyzyZ2durLvkkafT1MGDKL>Y3Sh(+a+rdz}V{nLnJ;|f@aaV zX9_*3r3Xq%XwqR}JO)*jywU6tKI)reyIdlUvjVb15#U0sUIj3~+85NTj~J!Qd=R8~ zcUVpUBV*Hf(M%AQT;2A0onOjQ!p?EW9WaJIYcF|{-<%Ta!7CDlZLPR54&dn114Cff z1+@MWzBHyZwu6nl2>9NQ!>L3VR7{j6AT$noHf_V*yf*4NC3Y}nIMH4_FnSdqykijE z(XP85Q(jBZJ4K<B9aB4|EdVhk?0LLOo>kD-o~>3yVwO+aW@e|voF-8~11Mk21!Fm9 zTqy@g47r6KVU1CWyFaG2`1I#Ed^y6fAa1-(A8I^=0w*`BVcT8QaEEt>kO+AY8wCqe z0MKRc-TRi(K9bFLQT0HO)3Z?AronJ?;RDOa3WrD!K7a2gKu3$C8RY<I{xE9gw=kt; z437m&<#I{=R;(k-O<Kz-7}z;ebKkbpCOI-ul!;1Wb<5lhWJV(F<bwjpDQq$Ue$}Qq z7y=GmWQ1TVV-Z-kY|ui5m5fiWq`;ACoTw~78w+liHDl_o>L^-OoX;s_+r_*Ra8jsn ztu#f_0ZnO=yh6A#IXZq(GA51sCoc);Ubk}RM9H9kA8X68bs)qQnxYFh%$)|X$as?L zd@;ra;*}0#!Y^DS8M@Yzt~L5_x!9*-e^*Zz)~`mp9~(IhUR>v}=(|e=kAqP9-o6`1 zs(4Rz67irfX5L92_`OQG6uMYIU>weQY$UU6A@{0Vtno{G(J4oO#Z)GZ3a?m3t-}2o z7YoDP%A^fYn?Ky&b}>}E*4)U(5e>yTqWz8*FkI9P6A={ll`z<Ce!z#lk`IDFKFa6J zKIvi5>yHS@A_au9_#dN6*^N2O;xc|IC1FT2tW%uW=8ji1at1#*_HWbdKcf}_flah~ zLy9_-00WB5)H<}EBXlV?w6xh#d)wgAdvp9^Js8z;r^P~$%CO%)KuSHZvb20&@yk8H zpA`7Rd#3dfn<r;SPgdK1IPxlaCwWl}G9Z?$rWpzXMPWR&W4pVtEnkv!&tuFO6VQbz z6o(S9X&Q;n2u919pbbck8c?1%5BORYNZTjjt_shPCF%a^0%k;k=9@3)P7(`;NF^FU zR#UMo8c`#R_0X3eH~LG_fM)tylL=o;u)#-$9q;uw9Lp)NH`Q4yVd&UKfryFkAa!ZL zCg4_P83zi`G7vz3rtEA5?ghg_>@fxS-jW#vF2m^KmGok+j}uB_^z?gYjx5b?);ixf z9YY8T14mv_V5F6Rx09h<&VBWGq}(T6A-5a*A_(IgwAmfNEJ5wnHzq*)2s&-%`(6t= zZRSvVT3p2cwt&v`=SX~pQ=V<|D(}aXZ0eU!l9O|7zKG|W>nUTlJ+7j6MTQe7?4ohQ zB~!T7-*LtJv|d^DL<?D#(Z-`H+PSn6zVD^h+-}+J=J=UDjqI2H02iX<0DaACiJuNE zPtt;~nZ|R|8bG{JF0i>nfa89Tu?8k78585H-=MGC-U$$Kc2f}Iz_`WM$~dwPFG}-p zzL!}I?bhq79ARRo3L8G&W<)WzRx$bg+r8F=VSLSdIqpFmM@3vA5`eIl95@%BlF#Nm zw&IeWjDcO2?&*`k_UN<OZx%pEZU)zck&Ydi2^0&xdv%YRsv)VWdtNcVWhL*}4g7BE zqgLidbkCMK`FaN>T+r@-jS4k5H3LSMU;M`A@Eu@W9c3guNc;MLBxDo=(eEGNM8}F1 z$~<v}ZrY!mIL0I;RdqiEOwwRLyqvTO9Q8`yerv8^0K7ET0uW3(Sg8S}7zft+)k+TZ zY7ycmSF*-cLis$|7AqYYV$?k4k5DX-#1I{`hJ;_&VArO;#+Y~<kg@Vv8Y$|4vltfY zr0|o7SZ{Se^*~(9XxCj=b1>8+MfDFY?)s#IK9#AX`VZn1kwy}-a4>oTQ%fDbZ$bj( zg(UPSN)YyEdVdK8K-tdF?d;;{O|3AnTxr5#?v-tIGj&sJiJF>ccnVRV-~`6r-Bo&+ z15SH^3gF~_5~nbx3F8ouy(_?n0%;p5k=suO@}kQOdo)KCLP%M9GfWQIKWzGXt>a+k z+bEnqZcDoB)hj}auCrbtMKl;*ZQ=rRtpMRU$!ap-WWhN!fJtcw6+fu4CpD2*n{mYk zM<CDc$cH@8R(7)=hpzSFWRB-%Xt~bo0MA=Uax@6K%@()a!e>>1h9~`_cxsL<6dywE z=PW%!g8{%r;BHI|^-am|FmPpC`MfstS^*3e`AC?8lF8=V@LA9!)%io-9sYpjW85U2 zxZL)G+1N-$Ru-A9o4DzV8z>RMEWctEfdV5Ih51ONjKVMH`U8;i!(Y+0>~RBrnchP$ zPma-KuggcJ)r8qKpHRE2$~Sxh4oOE=4rze1b8BYZ$^xJRngrYe%(9~G>WpJHkg&vB zOe-Zn!-}%Oi0ai%!qE<rMit1Y-uF5`{b7~~x%E)1Bmv(0jzKU15V|Lxaf2}WhD|?a z$j(a!Z*NtpqyppEtD8Xk5;G0mDF?z-A+LkL^N?#kY(4ihftx=cl|<lK$b?zT<9pkD z(Yj$C3TcW3&<8D{SR^(lZjd}|rO@(<WL*?xqYO2#XY=+yqUC9d%bWJ^!ZFL4O1MY( z-c)UU@26?>;iv2p@SIZBqGHtzVEgtR{8v2A3+Qkrqu&a2IP+~9bU5>E`tRY4qG`Qd zL#$b$-C5&`+|6?Aky_KIFMAZDwqO4b0HZ)$zb-4wp|L_2v!cB4Y%(h4nf?Y@4pW7v z8?rp}8i1MQANrolQzvJ(2F;0*T1c`1czpr5+~^Fwm36@|H#*p!ma(S=J1|Ii=~S}A z;pF2o0eDz2RRY2hx>wK$k%!t^i<)@HQ39BN9omcnsMYhxK>!kzT5A<RW`;+t1uYY( zC6e938&XM`A-;0rBkdjF46jYmnYaTOw1=PWPJ_mXgW@AwFh~Kf=}AE1O*A<l*cT%o zIZ6OCiIjD8J8{N33*s9hAQ`4Ol>q*d%>EU%qko=vD}d^G<wMf&3<-T&J|D&w%211P z{R;rT(a1OC3@Fe<-P}u4JfVIwL7v$;m(km;fcbGTO09du`_n3PBf(F}1w}EZa2Zl` z%K$g3i))CkIV*V)WmFp5BU32x0p=vefUI>i#44zaGa?%DK6h9EY=~(d4H*@lzQWP4 z12Us%CMPjwo|W)3xL~C+XYImjZ|E3zqHcXySi$h{agdb_Ju`ony<r*+0|p#lvuw!3 zs*H1c!748XwY1NB=NTJ{PhusYFe<fENR<GyEx9v~e)7m*G|YCfV`SKk<f{U}^5d;^ zK?<5dYC*0qdc}bGB`w1>0Anrh7<a&1b(vReYW8UsDO7Jx*tUWn)jJJ{L1u+p&=?HY zn0#z$JVKn!j&k02z%C)sG2m$|`3fC2O-789?a;x*05O*hIRrc-+ZnOUHNh*|0%KtE zY<rE7xuFeZ<lZm`nu~iwI~x|BGs-bxtSg&}6&Nw`G1Jq1!3v+G1e0XvU_&vCi<1~5 zUrrczi4nS(jmrGcubu7n1fdmnS!xSg!xm7G!7i^FKBD+U(T8ObuNb`qyfx22$HGr@ z;RimQbLs7q7`ke8ErzaA@zH@aV(5<YqkfN}JIdem7KMXBonXUc4L$Z&0c5ULBWXa| zGcTi+Eeb=URx4W+y4g7oTMMW*DKTH(-h#mxC^2M<!tCP4%NB($`<z7!)Xtvqr3c{C z0T>h7XMsWS(c_L%ROs_PpNfD*`mmlputjz1R)y>IsQzG~FdcPb7@dj6Vxb>iha=7# z%(~I+D6cI7gHj&a`(jz18OO;B@|9^IX<z8%nM;aFx4_4wc%BdHB!Ed8jpTqPg5gC& z0bt&^!sWN|#w*Iab9BjEz$!cqPH)Ivi2**Y8bU%~+bNP2d^u3_6&|rg0;2-R)Ka{{ zd}h`#d(C`dv_z+1<U>odPE`lcM_-cU+8OK@AqBw$RVe27x#9u8d2nH5LmQa8Bwsd! zO&1xRP&9Ncr@+3R%4p~hAHV1WgdSfnN{sZBm8Ek#E6fns?8qHsV&bbTzqrTKUUTNL z^o_KIf?}Q^x#qb66+U|t7+Ws5P%e3-0hNP-vDQa8svRTU3c+}Pg^{6I_;f&E^i0gt z)a@N3@1GZc$zwa2^;M1|EPi~^$w|PFjXS9wFt^D?Y-YxkPEW&ZqI!%iN%W}RX~fL? zLU}>M7rv?UmV$pMS-sg&&ZtCgq2AFkR9qWQ9bINbZ7Tj7y5gH#U6z+eZos{qRv|S} z1;8_*7zAUM(T#Xb_<}Rb3%-1bEHHZN&nsX^RVEOy?h+#>k9h?JMkYg`^H~5=;90cN zU6>U)YJkkIw#tEHu!77x76MQqo0~-1yTkA)srsw#@DwBRs`K8Erx@1x%W=TQf_1D+ zE-ySYKCS}DycwVXc#)n_6eWOf|FT@C%m)JzYZO4O)FWkgXfN_U=+YesR5!&T6xJrP zcZ^v3#wUe`LaTQD_J-8rYi4Z#D!pe40Kf4-CMW<*ALC~W0FyLkC%@FgT)q5MN5mF^ zk$1Wo<68iD#$LU`Lq8>!fG*%p%vA|cC0}vTSO4^Faq6+9!l>TMA5X@X@?&69Zka(Q zdJ6Osh6v*W<5EO3USQ_g?YWsBl8n;0mW>O(D8^P8Bs$Dmi_vt!1-D6<2Ug&-mT&Jk z2s?o9-I|AB2S6M0JUrf6p!1F{k4qi`Gr3tWF~;D^I)nowPjK+jUt&y#V>aQB8*&<8 zicH5_HIh{OOw&q=*La6=(&8F7(|d22Gjk{S%Z4q%MD&tJ0T?Y9Ek1Zjs=%6J2-K_L zz{iw5ZJG_EgQ?D!Gy)@pbYy~;t5xVMqaJ$&Bk!NI0~G<__0Av%*insd!b@kK4sxs@ zx!xGBJu%?D1VC+K$Xy92d?&5|7>vq!Ipk0z84Fe6x;c~5HP;MM<elW&^L-reXbJ#r z{<w}@7qFI3l0&^B)q-KW^}GAi6<~^F%0v03f?;mW=4#C{10l5z+0ZlUq_>w11M{s! zD|r+EA<}nJJ3tlbl}U4MZW_**@xA&e2T#meI?B6jW{MY^CVF0Yien~tWYP{XPv|I{ zv2*1p%VBI(I)b-y+j6$jG}r+QPT*`2j9G?7joDps*3w<^N`$}|=qe8i5BUBo@6roW z3|bn(nN;ZxzDMjU8o&}`21o6)6ab!(Ys{5L@=wVF^!d^@$&2p7$Y#)0iILtFX3y9G zeDfO^8h$5*iNF$yc_TF~MrN;ShZ}oC2(HW^wii4yV20Cp<Qbv~Dxd}?gO`AI-)vcz zQwL>W+-xp+$d36G<y`ThO$i!+aaHSragc(*OTN9xP)RWoP0LTbWAyDwx0Q>X`RYsa zXl<mXWqd*EaoJEZKlMie=rZL*s!D(+Y<QEAfzIwMXRIP_fW7(@Ld==6lz08nRX)dG z&@*|+upf8~YnYhvgpRp;@RemJ&|xV;&ogIqemH{ou$QuEN5|Vu6gmPQ1XO^82v_`B zM$gMk#Jpp~j^9#ENdOd1-VGK2h5@!3bI@xT*+&8xbe(sgB>=`1Zv#sJ-{=%8`x$BI zR=4$Y5tK0EN>MOEbBuhxCopDa1i-$0HFETBwCr|!!$KLl@VGbR^ACy?!3u9a&}*{; znBf_MFDZahd5uB>7&R?cqW}tD^~z~=?FK+7qB~HyERCmAcYI#t9a9Wixq@8tKx#ZN zot#&e7N6`ge5vFiLy0uY3fhL$@vgPWSz?4LnfR<;04h^NIi<TT0;ZVuDTGXu9<o>1 zpHq85D*(L7lY{&=Jx{r7y!<wg;0f|e^9<x_ssb2!6L(TOK$Vc~U^<?&nC;K^W|;b3 zeUvlV6nnFkQ(~1Y>!YukvCBqz7lD!Pow~3CBh3y^1w<eOn%U4%($U_GN#L^-aL$Jl z!Ze-hwp}?13dZKpV?JU5z}Hwc03+5h2!Q}F&r{3Dx-;kb%xM{&2Xo6|P2xTEee{~u z4O7i3Jn&37r6@@yrp6BLk`#j{@p7oZ$T#CH<N6L@sy{~G7o;k)i==u*iiytnszYF8 zD3fOU34r4j-Yf@@ffNc~aP71ErwjPR$RlH`VT9&X%4tfVTMpHkUv1>mFVPTE(I*!# z8wPBHOxYzGwv6`c7uY&G8^&Z?rp?jtPgj7&hQ{_(Bq_!`rX9Zy7p8GaQr>Q@USfnK zHBkdpzRq9Q{M0p5yAFA=2&ijTugnZ}&C1ho0dRbVqx6b#Sn067B-K?)fpN&i6UHh5 zs=#z6@`A;kN?B;0*in55Mrr|ODeo#J^Tfv$Jy@SsI(<a#Gd`hXbi>T(N&+3eUPC|a z8QqxiLW?x++&#?U#O&o;IlW$$5jl1`Od!u&Bv*V}m+@Q75~HUZf-7hTPzB|~HbE*l zW~H{5q#`4J71=4<wDGI}+G~!YbT>212oojmfWlNARCjmgxPfuoykd^WnzbqoYi@5q zuV#u_7@2rbu)@Xd83k7WczK3ieF5-{$8LiJFmP91TMQYM-6Na*%G`Rwf<2qJ`~*g* z<%uzp1t2;6Rumo*Z<7Z(Kzv=0O}!o<VDt2^2#kfdz=E81h85)<L;+y1w#<hCI}gy2 zc?02cm3zjBW86T2k<O~<6ae2oIt}oMR3o{b!f9u22dGkuuLWF{8PTS|!neg-f4%18 zT2C2a`bPP|Pb{gu@ZQTGp=*@#M8(RAa^~vh-HyGyFc2Qq-Clkc(rcH%2p{S`I96&L z!;$SW9L)EgpT;-MMpoZ17W2w<g=)%A;HcC1L^*aXA6#8XB?fBm&1&U&hndZea(uZk z$|%Kl049M_T>==Pinl%_ASdjPUa-~_)8N9!+iVCCOwWhJ$n#@-rV1cqJ<w{|0g>7A zoR@&a!|3QFa~TFMy_**U*Iq<3Wq`m~7$(On1H_vs%`V<ZK_g{iP;*6!kvMBk5+hCU zkg5W}nA3AC0gm@M>2cTr9y%MNunPbUY-WNK0OnE*PU%kMd+K`K9T=nx03b1Do<|tD zh8Ye!G1BbCLgD+V)b@wHVQJZ+;w3B9FfpcFvy{!ut|0)P`(RR*e+w3DG=QT(OLB!B zBKC5HO@X>M+yO(<uA(JCPr{b;Oh3$wehS^6{XDAoa{3k9RBYuL-vtk9ML8ouQs3Un zOQyJuv%HHXCgP+n)Y)YG+K{IBfnmznj%R%Bol^@Ut^f+3k46b#o+Lga*;(KXve0(Z z$pcRxMngJ@`NCCT43wy1&{|j)My)H76a`>jhVwycl|nSNjl`H+MteDa&;S!=XlH&A zHnh!>9FBIQIa)cg{K~6ScwkOphA<X9Fk~99fL{$DFRQmp$^xV3o!@1VP5?(~Sr$_Y zMfw~R=3=FPP7XQb92Tm*9C8PNk(gIqG{nZ|oEX{JtI`Z@g_Y{-!wI(myh#kQEW7Jz zE1YI`$PBs;ixtc<VlShdUG-`jn>)rKGfo(-1gOFUG#G33Mwl?AUUjqj5GE}nNSNhE zZxU1qKF^-$Gep|pnMYQMQ+q-ORmXTbL1Z}}KLlCMSjNl?vy-pP-^f8;$al?;V7}$0 zUB98@u?Dk)3VhZi+tTJ-Amo`XWSnFWvWvdBBr!6GFr(#OVWd^$oRt`%)VCy10uY&| zqE-cvGh^gP9+Cmm+^#QppetJ?l^H|HCk4O<^V-Ok2raF6$pb!<#LJ$im9jL%rw2-2 zVywKZpXHEK4AS!@NHN7pZc3-#T}Da`4DBp1I$o$;8V-z%AjSa3R~VUGfiZ{#Mqd84 zP9c?;$vSHQdbNw3U6=Vr(97B7!_UlnEmzFpYY)}Sk>&MkY^}=3a<dIZPCKyjxvcCb z%vw;1k~w<mjE|ShdEP-v$_IsYTniJ7N<cS+cfcd6y&O_%%Y0=k0Yh-^T<-u?qGB_H zgn#P3qk48^E9uocjkXz<6-`Sf-+7}P;$w-?tV>kiB8SLwM&{>~ZDd*$(Y%uxS{m%5 z6xL>4azZ=di`2cGPxB(5Y72nn9g}DU1CWd*Gc@}}N1?-I%j{SJBh%1F+QS0C7phKa z0kO!eJCcWJVA|UAC_t@Qw7$q7ViF^C8NS_?7#XF6Ihd|`m1&jJg4!__#vDjWudv)} z)9N--%pdES-{@ir+e?3Dww4Vs7R*I;!K1?n+gjx~wq$};8DOlXYD<*Mg306B4RQfs z&JW||vfz7R7|iDZjCo86kAE4YSz?4-Xc?FV09Hj|-V^~~hOMljf<{w=SNhp906F>f zIl9QBQzi+vkX<KXn<Ty<c1_N07`<smy8>V|W5-Qf0IKDsbHT%Lj1jKpduo<D#v$%b z7_9`Ta*!@==vjA~W#PjzJE~9l=qR{FIm1yHF3!EYod<_m-Zjy}P`e8|&Al_$6EjqJ zN}&@vYN)hhj3{SLnp%w@!+Q~y-~EZqRHY2>7>6qGwJ?NySSbOuJ(-dKCR?#J3l^-W zdK2PRSD`sFEA>8fN63y66abipiRdLMMl4`1_LUU&?<wXSZ)hsaXTIFb`?Nj;V>%7^ zP!P#?z8=}i0KZO-ER$DNvou`fAB;Yiug0le-ea0Wfsv1OqK1)S_45;q!8~&G2#k#W z=!{%uG=6J4^4|f_idxux0btCB<dtzKAu)rp1XN6Xh)#B=LY6St=*5sjXj#7K5*R)0 zq;~cq0DORH<kv~9&AE8_dGdW&VbTPFk@39R6`UO~WYbP+2dF};ZNmQP-Qhgbee~)> z2(>7sOL-SUIX*504D^A)b%(H_XL$jSavo(<)Nkd5Ph+{<_Hr07yvMqehk$W>=W#)v zR}F34d(+|_LEEGGA^`Y+ypxPIp;e+B06wf@n3F3OV3sjpu0o0*NV}W31ER-<%aySM zQj6XZB@Zc7#z;T&5T|F7sTr9IPhjNk9+Y{2ZbmD`3IJmVMFw`=d7w~YZqci8Xh*BI z%B6sh#26-(l7N;hNC9~4NX(=l0D)2Vjg`y=W<6Mz@6KFw(W<>-f}dx-O3Y*BqGYAz zobn3uIph}oMUaAq&%BnGq+nJ9P$WjE(TpuD0lYM*eND`n5ZaNG090li%z`;@TN=}J z#T?_p8C&E+^7Jq=tdqcqCWYZiuP_eXZO1sI-3g<W096cDzV9@*M-0b%;9h-{S7y?y zqCD|XiyLb%|J3DQq?ddlo0xrj>S7EV5;t^=smgq<MU*pyky+49FCK)Wp(3o)!3M?W z{y}M&nK;m2HiSG5?M!Lo#QJ^;B>?>tN&reQj9w%Ff!;0+5Hl}AI0;BlfZDdQcL%C+ zsIgpj2jb2%+mvX?uo;X5d)2V;Sis1c;=^pHRQrl(5|l3r<v8FY&#rkAHy-#nCi8vs znTM%s(LtJ*xta}O3KZk6n5Xl-`na#=W|EfES25+K;d5DgiIF$586jI>gm%XOrV@~N zlP@d1=B>=;!@VHI)OpSP*)dk8omLhatq90TIVC*Ph>WhW^8m5ORC1Tg=5Wo)?)nxY zyGR~*e}Q2%6aZ6KR=K99^xB!*0h(B2iaKm8cZVG?hce$P_3A@>*+*3Wy*x9OAX7H? z@(+jHN<8(gTYa8#Fps&H<)O9=M|(LP;Fjrsw{m6@WtI>L;1dhJA{PMc9)|JVc2+HK zoiVM6Xu;IZyqzOjfG1`OkS&;(fJ(3gR0e{G5)h$~Gjg~9FaoHxK@!K7$Ly1`Md6bT zZLH{_<_VSrFr=}U9ppPUAH_0g5~j2>P642L<d~9H02m*{$dv$9jG+l7yU?hh)J55I zK2vFt<wOgfyYRKD0B~^W77zfeS-Nv4U{?{w_Yw<3Fg^k?X%+gXHY3ipr^Nt0z5nE7 zb#ed6@h!c<hcxQ+@<*O-FUlG2gSRwAIddd3!|qm2S06ppqx{oR&Jd$uW%8Cw?Wz}} z(b0LFC12K1yh8=u5n8^tVR)%C#xfc<l|4xgA8(*ak{ErWsE(IBGGA&~-~$jD$=b=m zV+sa73se9Q?Q}N_9vD%QQ7Er^MF$%bvIvZ&txGvk_*Stu83}0DPMM@f0{9HeDlM4b z8sb@S&HL%e+kGy^$T>#Z@lkTkAm^4RFal#>D94g7F-9(oqOigT-9=2|7(m{&fQ_W| zIx{8!H=Z3ME!ledtQb?nkA^KlV{{T@Wx~l^6+jDZD_eL2wS!is09eM5Epq93%1<a- z3ZU|IOD?^UkwyT99NGpz0H!vuh$zfgfp-2>8}Q>{Qm;PB6JNGiQJzhUD=o_zWk;)j zWS8E{xpo+XW0ZHX#KbJnZzuaOYs;8h==F48Zs=T#E9lHhe@La^>3+FFXt4qFnX|-* z$*M*LU_5yUCIEElS4u_!h_z)r7R<Q<<EExd<`}z~(WV7P2$0-%haJFo|Gdp70o-v@ zlsrK48GNCaJYfAlRHPjvvr@M&eg`m12%}d>Kn=WkB>+@Lc>FGy!xqG6lKbqrDF88j zbjb>gyvv=P93XUt`HU0*M55(e9RYyS6X_@sfaqGRE(K7by+t|JF7d6KzZ`4FS1cyV zvF2-bs$~j*!9lA6C<%s+&60-}F2R^f9+*iYIN4p_ynf0!cxWVv2Db!2eP<>$0boo` z2IAbAqdM+wc2~?z$+tJ$0jfx3A|sfLcOtRf*f*nkFXzQJ59?Kw^Q9&`vz0##Ct1Hx zucTtSl~=08oUy$e*ddH(`4DZeWqB=Y=@&JrDHAi(lGqI)B^aYmM=LQx_im38t}rrS zOL0zOWD*^|J`)&u9L#s3CyZegWDHKE@Cdt%F&-pFMuNvKyYV>mX}-JmbdU>-e2N#u zytc66!Sj~30F-u3Ljlwl9yv<p$ciiJY5*bV_$kY|Y-xdc!{xGJa*P)%SaEF?I1S)y zi}xr2HMN`I0)X*0?Q`7$9^aJDMsn?`{hE5>x<|TcqO+8ipj|YKmhby67aGHUw1De^ z6?(sU^eO-ho8oeoq!_xG@4PNZ@r_HSmuAOEH%W*|0Whwp(^~K{mQmKr@MB9r7h5N; zy#%Q8Ebu~KdhW+wRJ^15D2H}|&WrLy3G9q0Z&&DTo#n>}^T`)qI!|^Yy==oU#VX+~ zq`g_;TZ$a7n$aTXrJFMsD6iOtl=2o?h)3)K0HzDCVDAjHk2_Np&^ci2k`_QgVDy#Q zOq>K@y;BX9q#}=$v$-V2@LjyBE-<EAU?C|01~X{N#}0sw#Xww=2c|ShcAuxk%4F_P zs?b|Q*DmDyaK$`d`?{t<ZmjTBwD7g305H+KS;uJz3~H|nscC-l*>la8JTPk?WBLk= zRN@)-QUG}FQnVJ;hpMe}-WqUE7CN6lmQ>|RhvsA%#{9A&6FPV!*Ap!lmz0I(d9y1y zIaiEjX_(C6id28QBQOquvt!%=sw9d&mg1kgp8dFI->XkabhxDV@|G^uit_eGk{Z`u z4&qH>_wp{GEOoj#+2p#f({)BKB`xz4I+Rz2!ItH<z25ht9Nz&WaXLZ2rBY)O%`*dO zHms44=_E$R98^iQ3)V&fM8?-CQStz#-j{W*JQvF1Gh>1&ZWB93CR~hE;dVeVhb6I- zDvZQj(`9!n<b|#Ke78I-EexE%2#E&8KGdrjbR1#EBor7Ov(^|nhb_Vd<H!h7KGS<- zFG)pSJP-S#Y$6DDrPlzF7v!P@@OoY}3J*C#Z(2rn8$f1as>~NGFk;x9v&sNgZWeZ( z5-5l!Oxcw<h7u!n0dAiXz$6k*nMBV>Dn<hgNwP5~0IG=Lvp$$K&qCQ!WK@P8E~EMo z4T0%eWI5Bt@sY@0UU+rdBv}rVpU2Uo{KFv=nC;lPt-j-FJ>Lq8@@9iIOJN5%UI?U< zatC+@3Zufbk!Hjl&l}CM1;(kV=R1He{<GP8O(DR`hRI7ByvG6wAzSdScvS(B;gb~r zv_a2n#)3wPnStYF3!Y)L<-P&<=&C&?+)>eI(^4vn7T6w=(Eu<R1LJE60K`FRX5$X1 z&|nz$PXbDAPtbR+AYY*a8Y@~bNhgyVPr&O7fSO_NVXQQpX<~RYL40K7mQ^5ZjDbAz zlC692t5oP;Wt?ASZpqv(z0B<(EXeBOAS}Gi41`z1sPkYG<@AVg2u53Mzx`fYz$Wb< zYJYEbl+zGHQ!fE6(G2&J9RR_Znw;J^VCZ&W+gXUCVRL6$g$K`AH7-a1<7`%qhe$E3 z0wT|ZH9)B?x10bZ?k*I0JD{bcC`yYK54tD=P}&nfdo>4qTIPyIiW%3O0^lo*5`r9= z_Hf4pBY1Gw*9>o!T=2jE0WIsYz{rG#%(5&2__lbHN&*-_C&{Jbcqccj0AA2fN<Vo* znX~~&EfJVp?k+Vu<8r;XfJISRY*Y%c5h?(By_n^42Qc|IG<rGK)H)gT?rOn%zPPT@ zNsK(IWatnH;J&UbE#^yNuAZyz@)f=-%E&@4F^Z}}YDle})DD<x#v;(LYe1oR?jw%J z73o=hlpoPvMEMcUYA@%3dElqGmA53Y+#|Pgj6`bZU%mWOmx9<A_|+`zyKdcux0Mgx z1bGTc&)iy8;A4`I%9omFgkcI%=5biyi*)6!Nexh#A2&z<gf88m65#!D^JoWz77IrK z@Z7(N_8pLl4ebKZ-cKgrap`j47|AL$(Y|9WJln8JKY7gSl>y)@GCtxFJYd_gw7pI| zL_5YB>%Trc6+1>xtt=}5eDFLpkbuZ58oZ0N0}@0YZ{P{$7&ap=G`0b9xusN-ON&7& z7;#4epdQ)gpxQ`b2vTjSnDsSBsl-qv0wW`+@rtd)_=pl!u9){s)M3;9nKh}ya1(M( zP8qV3+5xI?sSE?>o;z$IEIi-zmQj5Oi@+1LAj+9Vt{7QP_cdR@jPfolsFnD#umc;Y z43S#{^l<tjPv|HUS~5HhfPJy3Eg0>WU(XKUQE<=zOgh7t6g$tBZ}qDU3)2jiz35=f z2;lZXBcK|lXp(@yTfqDl1Rya*lN>j?cOgeM9=x04C(!?=V1%d)t|~mV;A=tYE~Yd! z*VhFp4wB1OU~~}Yfl0Y`jMScTv)4};=Vxg{WV~RB5wo8CGV)U+OSIS06_0eW_;#~% z#~6%hmvaSx;n%FPkgzJSM(OR|d0?19zBs;E77$-_y~rtHe1Pb@oaA=bn9qW)dR3@> zRb@D;!DPC4Il$2OO;Q#j{l-2j<K!vU+6~wpfIXA;gWzGr54d2Sid$*71b2+wf^1L# zo=^CyTxj!5O8~kgJTVs~KogO{K((+nK6UfNai-O)kMfqu$cXaHb62yJcjFTL@OWjA z^-M=NjZ4Ty9<rR#K}0eQGbFAkPqih3+{>A}w=&?_PM_*hu;G#c%P@%y>LV~Rxh*83 z1Yp!6g|Q$Nc~qS0iBvI*kivJ)g)J~<CO&jZub6C>F8~B7ObuT?UG@qeLJZ0{K@Vi+ zh#~<Pqky$5NHNZJWj4DDQds{~rDd<MO7LlU1rS?$JOz;WC@;&o;Nw&VI8Xo-ThQzT zpfKV|+Se(C1f39Bt~k%AuD(d((2CmKE-^B`ojRC&H8RIhk(U_z8Ib_=4_J`e0qU1c zn<Av=4%|3i#`o&yFI$!~LtBkmlyhw|u<j`D$`6-pUD)w_zA=>_Uh;uPct+O@BF1^E z5&&!rmmvX;_v(@r9N6Zmt7T(hHVn)+Ulkq#geD_>2ms~_3Wh=|F=GERI$Lk?X+u;% z4-*(^uLd#P&F;an@mZ3pOqQ3!Rj-(5mf;QsMoPHm2^RpW14aep$amBd@VJ(%0I0Yc zW#phLJhHp*-GRoD7*>7hPKL2Ojk1;^A;|%Po(j<y6#&nbtI`5rFcym4m+)gZXAmF3 zoM+lLC}mgEdL%AXF!H%PlW7aU_=0y*J3#%k+tqdd{I2n`X&=?+r~NqQ-OGD03{lS5 z=@j`}`QypNQa(0$7<n!&Y&r&y9h*F#ExVlzM1kRTO<B(TRV|^O0N57w$VmVt5rcK_ zoLNRY2_~FbE7Q#aNthUkP+(+~N#6Su7(EXLVNqOk7F#|D7==g1K4#1+0Z1)zx0j@# z6GXlTK9ll`458;SON=~A;5}f0v3fqHxMZHWv~m-|8%D>so6L$V06YLrV$D6Azb4y# z(NR<sMuD}0xpuL%hH%wgJ`*n~$YtRo9|UAMvUK%UI(8%=p=jlLm^-}5RLkW6F%N{c zUijFwWG|;3R*UDMyClU}2i}^i?lPx~;pzX5k%}o_cqjmFQbrCC171RFmeb06!oe?# zd3ueZRt00P#$gyI0^<;8CyY@7bU6q4ZJy`eJIT36^+nD-Hsh@vraaF|XZg{~L`!qQ z!zI?!(NU}glbeQfLdSzN9?e@(UKldk8&S?kOd%RUp5}sMI^z?4JCz3}jLxE;O{&q` zTqVFqKFf^~5ZbmWdA2R9gH@P=%55J~du49gCKxH#_U|1dFX+X#3U@$k!3HIOHgi+f zcK~y~^G3X2u42n^g1JQ(^31d$N6s<C3^Ob57@5f>Rco)h>v*WQQk-(G#qf~KGtC@U zLy>^y{E7-7@zBo50ct6zm;^@vGGhnWEV~1(29}w>T3YnZ@PVqtSeWM|DWoX1quD>M z=5{fjsW&75A4yUGkSvwC)Fi-WMv9jM;MtcH<U;V2{UPoBoE8<|spl-YUIf?<7;<VQ z6(v9wV9;6VNxc(b&DQdxdhZVGmKFeMps{=_GI+zLm3d`<H0$N{afx9sFD(UomF3Vk z+B)0FGXfk#7@Wxup<kQIF3DFODim4HBdo~ibrMh+EwxBM%kQ3p1Yr5m`zKgts({Eh z8Y|CGE2l&ZSXCNx%xlaOJptebmAt|nbuAvs3IIeU^U^4Q+B8-P$WV=<QMkgCL9!_T zhEeB@lpVlhWWEVd0EG$v<d6XoiNvdEZjWBAmy_V2%Y>-RCyi#us{;bSFzOIHk_X-Z z<TJ;MmEHp5HjmGaF=1<|P9c@sB@zulkHoqHrX!j$9R1}u)D{jv8QIF~cM1SXJOgpb zk@MJcOb$v5+b%=OetLQ>d6jqPdP+Qf<e<^n-0bEZ<B(rF#vPyvHppdIFt=`Fz?dAS zS05S})2u4xoV3VQy_cud0^9B7g$dj!Aba^Zam$sjV<(#ds{GIgD(sC^ck<zJp|}|- z0+1lC1;b6=FqLLj0GI|x)oWwTG6|BQ5LkH2c~#8}lWfk0uP*@l-85E=uv+Yb;mu-= z(kCqk4AKV^5-&&0GHL=}H;I1o3V1Y80xBPQ(Z~>hl3+E-A>&aRJx~(B{I87kv~%6U zz_oLM6W3)*sKgsL3MsmVN|y7<L(TmEQTHu7n&h^c`+f@px%dmP0o^b4Dg&>pf!y_~ zfdjw$@MDB7K~jHa+a4TDXBVnc6e&_6k-AW1E}CoXM)AT^1MqecE+`t%kkqefuJNWj zrF`mZT62}e%R5Q2)e>tqxb7S<*Q=&*#ZS9~e(Ip;YH@IcmlR2NrW*H|HT4PXi_;@$ zUR)idS}QC`aq61~#jF9QB0>a{7QQ^?M%IwJs!v74F~piGM--_ZxAI>Xvxwc4v#gK3 zULsSi>(jnGA)1A(Pd1lKXS4tu06|m2d#i?5KMDi4nLGd$fCI~T4M0jpq^wf_IG*xR zf@~b&pxD$)j7-A;ey|#l;gy~YKzA+R+)DxqXHK^OxQ(s`0P(qdHTnuWNVsAu41}~~ z{igtopaH?-;CGkf*8so)%o`YZRMoMbl7PsmgAG!#BhI%$ik6r-lGgz0cBJVv0IA?U z%>Z<o0u}%vV4X2^L+Mb41_q?yg|7l2U{}$D0l@+JO`>X}JH$UW<Uq)&x_9F1061Ae zT9pNMuALO76~q%%<X~GMrEv!Fgk@K57r#aYBKl8et<|NHTBIFebel>VynVms=T*~p zxU1ByD$*z-Y$glCHSie0tr`P$rj^sEKbUR&{4IIfdj0mV{M+BW`|W?qZ~x~)rr|<! zr7T<oo9x%=JkIY^A|6HEoNJD){Jgx(Ur!)%q!9WI{Ir31ff_S2_iylV?$yM1@xiED z3m&AjRke~P=QM+_FDgQe-@j336J|0<P0$eB7{sCzi|xVS7Gy3vTFCAv2%gsEh+*>= z>+<~Rdu#^S)Uefsr*lp9{ybEd=0D!NuDXdNq&?*I%AjfZ`tlYOFMK$A`_|HbuWqk* z-6idRSl4~85@OJFL?Aj>qFIfDl)l&farN@3y?v2?T-C!hPk&vtkncI&Z{4{X180TK z6)^5sh5IY+Puus;I2TjfprDaJYq;%Rk=D;1>3aFN<@)YM_3OL;vY|Xm|3V{wk*8Zq zq)fb?9pBX>@`0y3cvkT3Eewrx`0w@wo#l9I#jnBd@>@p4Z6Iq}6oU7(Hs&Zs5(8O% zOWpu~900^wXTQ85;gP~<6ES|O#Y{wiM1D{&02MB*C1@@Y&oQ>3Fc2pdDFhWpKt|oY zV<$#({eJ!~06C<FyCg*l`$!kO#(>9(OIkqqZ9C-ml%yi=l#u^KVni1?yT}5(4gh;y zfr=IB&o&A_7N}!>SM`k*;HSGkuK329f||t7@txSd{5n)R1BU(o|9R<xQ2)REtNix2 z{@edlXc^koe|y2O*HsIb9jF#A7Vx=n`Kx?<cj2<veY<dZTk&4Fd|77`=35IFF+h+F z!iBvqRm*`b`R|9SOD7YwA)8!j6Uu{`%DeM9)V|8^`W=pGM1Gc!MJ7iTr~aPJAlU-3 zUBz(oMvWgztXA;c#t;h^hSe+CM*W9u-dFbjo!}uH98@@^_XG@#2Cs%5Gyta^IC_|X zA$LW{y0S<is~6%IYO$Xc$|W^TuNA>PAiq}GR*UK$3)M4Hp&&isUHvNeKO55DAc*!T z|Gdg^?}_jOi+rJ-dmm_|JW}S=;!kq$d8GYvH2{TneW9v`s5+9*WYJQah`b9$WOYfA z_J0`<Qxru+q(JnR1Mf)in6GT^f+8*pIG(%$Bt9cE05!(q3;@EoB6^Dgw2+bNP;=d= zoKsF6xbC=>H<$}}K)|VG6o5V;CkB@QZYXsPfNCro4}-aYK%&Lh6Lau3?9TY?cy&bk z91DOzu0;<>Bpys0;9LT5v7Vj&-nfCvoF{HE*Icd>u|xz$Hu?c)S~%iRfELLT1OtHX z;iNp02RIM}_4V39B>jhLB}p+N*GK3Upm&b7r~n>m1EXdRVO1k%H4x0*!MLJeZhk!) z!nCvu`XjBR6ACbbus@m#8ZZuqA1Vt`4_r)NsjU0zeN-RfWQ4fo{O30rk0ahRc%yF$ z$N7bJmm?ewLKeyL7T|ZF%R63%m#Uga^vRfmXg>e;VT0%Vbv~5D$>wjs#{}S=N;EJy zZ+lQ2cp5V_b;^T<oHvRBzLc={xdwv=&vDL@ff4bRT7QI#5NB84dB{s``%YiMKtxm- z_|zQwPr)Ze1R>!(k&=1DZ}B}F7>O)xN}316IpLIR8xQ?@|8ZFehXfHucfdmhFC`Sk z%#TK;R11+dh`9RG6ye(ts`2&la3os8f;}?41?ZgCSTToqO1OqPb-99X76hR^g6i^s zcoLk8O*Pd?pp7}v5A>y4EJ4ps8hxAySp$%=t~xynIAIuKrJtIjekJp)hXwYyB_Oq* z1n~1-X8@|th-an&$a(8x)6Bt_86k8J(*w58Rb!L~FzpO=bh$EM$t9cWl@yrIr+z?) z)fV@8Gt9yj6xFF=F%1pv>Ppt%Dq?JMigyVhrQiKVaW+MhI+txiNgioJ(soUc>19tO zMF}tsO`?HK@_%J$;HrXTO?UNK-f@q#mEUb6tN~sQEb@4$G;MuFPV(dhIgdBUj#Ivf z^6ucJ7Ib+=P*Giu3(AP#+8R(1@m05s<m99siju_BtV{6XI*5Y2ydiGz1wb}WX8@44 zl#@|QKtfUki@AhMu)zW#VR$wGxnSX@dlK&#OT+R^%2{gVyU<<Ep4_H|X;}E8DK?+z zf1@dyr_L7*V24(`by5H_U$_}m%n>VORboDU1gQIt@BxY<Eglin(Etc>m+FhX_g$R9 z192SiOi}Xiae!~D@(drj1sE6^Asb`TO=V&l$y1(9t>rqYO;FWMkuGX68&V-J7Q(%# zrYa&_)pqPzI3qP<Ou}z8HsiA+3Keasx(3h;rU}~>4-rw!!q!282gEUea?}(#VXfE9 ztyQ@K44wGkA!vZ9ERo_V*Y=gN9I4>$>Z2S{<;YI2@}VqgZu9<Tl1G}mxzwV42Qobi zavq-hjaTKO94VFHwkDfF;x4=a-kXViqG9vgb604ccAK2X?}0YQB8PTCJ|D>jJU%LC z%#?rt_mP}bOYrq6xSBt3h*!)ZW-YNt2&Ueg24s&1Q$|yn^XQzL%CsKv$!My8;MN`6 z@)f6$SpzDr?3@8;AzaIN3FsW8TQ^P}hk36*E$vHu;^nFRk+AxY2zaXyX-xrF_)|Z? zP*wQ*DOTVO--?!s4RZ1ZMuKv(0C34dunxssq1HLA>Bd~n+ZlwzlY8BP$baK-^Qi!x zvykbY#i2mt^mT#<*pJLB3DL732l%G#GEv<C0|T%7vn#qO#9)Ub&EZ>M*^u{-yZ|&@ zLNuhBiGd|xYCFk;1lVe@BRQ=5N)596?5aN1U_}Hczsm2nD=xA4YY+0Y(TI6dYrXGi zbIsVUJ+CZpp(XCkXEPo7y|KO8n_1cxcXfR7DaauqX2Wfrq=$r<jn7ga1h->d98wvK z!$qK!qB-|?7Mi;3IX=%N6<`7?t-@KA2mqqATpB|H@Q|w&Ee=u!SJ#f>5XY61$V-Yf zAkeWv5f7+RJX5S4#}fwg2nfUZYZU;QM0?c$=u_u(m*Qao=M9w1k><prO^mwzAea`h z2q>v2B1L9)dKhDpVqbC+mlR}$$eLopyJn}QLTD@(wwbX2ogGCr01qB>GXMp7U%SCI z;y-dyO?z5k%iY`tUn@)6bN6HcQbqDq4M3cO-1L}4)|!SmpAvwyK0O89243)oy|0%p zg?D8ZV{R#vcpV|=zJ|Ziwbhb<r5Qz25@4!KylSHL%~vY(ehWIPkH$x!npr;1d69** zmYqDFMh-MAijY%AlB<Ydj(vw9S0kApXtD>nxr)GnI8OyZuHoXXBvlSSahG&`8i5}9 z!VCbdd^`^H1Y@3*XhTrSgP?da-w+5zQH=CuYSleTTk67&yc&S}J}4c@15!-zMb?1_ zPNwB_H+Xhy3%a|pN$|)WbfSnjU^y5R8zPQ&qo2s&;tA)IVqK@Uv>qr3dnzeHKO!lg z0myjvm{n5&aVYTe{lGlp6e6aIricq$7mcPuPB|Lm3!5WaNg05My^b;R0u8*37j}wk zgjc2g%8_f@FqF8#7l7Xa8BLXju&9Qd6^XH$(R0|MBSO+)njr^G<>kMm*f=bzo;Sen z-FX9mKoUjw9GM5ir_mZEIz$Z*N0ma0RJhq|aS^+X6TT<_Vq({#nTv?{hG%mMFn8|? zFjVb>>!1Oq4n~}T*uT6}%bb#WR-d}IA?vtbWM~IOt&L^91Wz5Dkq@P<^1D7_x$@<Z zXr^?S)BI>AuEEhbtZ`Oo)H+^s3AA-kTA){*;ts(JTr;Hg8~_lv6gEMR0DyQ0r6}S> z8K2He01h#bg+u{pLFC-d-1Jf)RZ*e;M3*m(OJf-3Qc^?&Mc%ba0Mfo7;h_Q`*bv{= zNFG|oR=1qK2d6k|NsEgxF|^P#00=0RLR3v5rB|!DpSm1DE8yy-DI&}hZ=fY0A@q#X z;v({m=cMbBhuj)6H5_>;IUwkjrdSg)nd&a*Yn*6&B)BTH?6U$O&@|4d6>~U8LHMI5 zbA8iII2TO@MMM_QThA`tgyn(Pvyj$@nWKFlK6^ywR%gt^8EfRwflE_KL<ule7;Qmm zi~Qwn4TlbCv-&LWIRDV)SFS=`UOfU7W?fzpf+?-?p@dw6fBMEIT&m`xyK@$$F34R+ zh#l!^6u=|cB{YKqAU25wplKX=fujHg#>QwI;YyLTR{@Y&BW#_%)KadwZryu{x!t{Z zPWq-PW}3aO8BNiw!=agO3O<Cjlv9u5VJio{QWT-(kV!-XNYnAQRW{YJ`j%4VP0>~4 zV9-(p9Eb9KwgkYPyu_%QqNx)Q)brGVh%TB_H7JIN%qd<2BHXf@?gwN7ONhy-cz|jw z#hrQ<j|>xg3Q3B^Bg(ZQRY@L;#G_Od2}_zDv)B)}n)J{Nc(&+@(GNY-8nqkWqT|l7 zX#hO00y|$Q0B<d;1|X&ca@t5aVGT3iQrbPop_O^{CMm|)YxBBGm+F&ENr0&nJFXw% zmzOfwi^9w9u0C}ihnH=ueC&mJgOhgh2rszy!nELqeRz<Aj)Nz&SLL+lB@5|g`@H9+ zg&C%gU;v)E$cVXf;Ax!fst&J0G)2zg(yOKzBkfgc5EPd-!7Vdir%Q?nslzR)Qtg#@ zX0oa5Xm6O)k@=i@PNivzg|ut!P6KFBS$j76sUnI(Xh*5os~6{zk|N^9I0F#)kwh~9 z@S{LfN(Bhm6UD5U;|z8QCeiK(gqm!uz$Hc63p?)(KyjTP0V@EF*jSnY!25GNW>$di zQsCPV1t<kBe+m$tD;!8%16sV?S|k9T2*?kr0EisbEetHm_?SubWkh;IAM)u#uWh5G zIMv95V$c9fztD~t&rJ8*j)o9lc%x7DaOxL$y@geMt)URtwd!(G?au3R4l``ffdfqT zx*RSOjT3zhz^|!Tki{Yk4A0>}5+_TQ7_{8;oWgJbK2CtCgLswP3;-fwJA*5n73XSj z6>0aJixiNzhsY@yG%2Jp!yT={NC*q;3=F6%j8cVxROJn?x+Dg1R1u$5VHBFWoMT-A zYT(l+O{&IBs~SV{<{*iI(ZZd=VgOzT08R}M%!*VhDfz#@spwXnk5emasaW}RSq%pT z_&hcDkK%FsIc62#>CoqIJL_Cyu{B#K1%!+C*$5s_eVl+(rz6^v)%%@QogpP0(ds_7 zUk8BortUHq2)*Re&glff#}Nqy9zC@uF&xAZ#~B&oE{2U7qYt<IXb1z8+VN5W@1#Q1 z)kQir)al5VfX9n>or}+iXpc0q+SXL1&0-yB$Ww~#(83!4?<!mXH2|0AsT+WZB&ANX zK#BpottxmZ6A=N3I1Q+zm<q2NH6SCW1iq{UAck<w26MFJ&4>-5m@BxuOp>|VJ-~oZ ziU{cl7iC3})DVfBHi`&o87Cr6&k=`1BO=UmD*|!07+`Kv+PdT81o#{Pob|+b`uYeW zLP|I);X**<(V(S9)X6JPw*tWR*8(K$n~Z@(8@P`2pBg~bd+SEyNHBzlS4vLW&#(j5 zVT2*T6+(b$#L78;-LZojedKBkb}(3K)MJ(d_xoT0a-#)+1we9_<~0CrM4g}QKe^`Y z9k@;1xh7jZ5hGu#bWL$4@lb%Fs~$}y4ftuPG3=acet#~Xe$rNlwhXKK5GQ9EYETb@ zOr+I9n$lF~IePR&8|B!?2BVx1_^G%kZ&-ss1ITh*u~etn>U<2C1X~jgp`2q(ik!#M zAA*Bw04YI_K`H?>+eisV#R0M-WljiV_Y9&<B7?4`$Z15q?gQkJMwT88z!4C9ofRO5 z8d+OO0N(p@>PiWqe<Los2H>4%L&`=4AWeYVF9o>#%JjFvH7IVzPd$U|0||GRl49_9 zvlt8j_hi;`2JEA72qt-e`$)r~>xqYm<YQfb9jrS^+F$_in9&%zw9~?VTTdOlUuEZ) z!yu(nEMIh&Bdlq{p{W8?<XOxXpyK?*V2%d$6;MF|dTG{-i|i!fG*@^AgR?m$C$fF> zbJs&(-x&}LidO~%EzWckQGluOBo7i`s=}B%Tz%fegJV^AyNQhIvpgbgQC8)}(Pk_M zU0#r4a4Y|uI+H`MPj>hYW2*a>a60N08s2`p5*}#j%7%BTJY*Jj3Jrm|bI;+_9D>SG zb5$eKzBF(EjRPWe2EsT9xmokUl_P74F(UkIJyMK#^SZ&eMJVa#B0mXh#)>zE8jvG) zoCXFCWMeb{xTt`?payhYh$JlzaeKv9If&D7^62Eih}W4uXJr=@Ny-{{?O;<xUO4Cm zO_9_$)-W1?hYTHdO*VyV)u@`9!zmy>i*H(Lem9-{QEK)9iB*3@te5fBSOc(9F#D;} zng-9|6c42Cx{Jp#jgza6aQu=Y{PvLJRs#@U5N@Qhsd?VMH&wb@i2UAGk3d@I(b}OJ zJj`{T0?c4cI}b?%Oy!1n#H6^sTIcaovsHa6D>8@)21Jx!d0dQgQt&lxbbj4h3T}-> z(x>u_w|+_2Z#2+cQuUGGvf>4-22{SN*8tooMT->NcS6=}<HbY9OMitCIjCgTfQ0N2 z7FT>_<h9(;(UDVL%En9eWKFupsK}0#EI>ruTm#T>xDyPn5LBjT3((jqD*&k`hvR7t zfCpRWa909=XxhA-9RM|I$H*irgBU~U>H?$27}aHsYQ*TJk;yw%oW=f~GycT(_lg9W z;aDFzCy>nfY2p7`?LV*DwE8W$ksGx~d4ca&*vfw_{t*O>6S}P?S|Mvm`(sOhWFTB8 zNFN8V#-lv~8N(51@5dSQ$C$%Ncvv~~+yH$ZxhFFl?&H34dm**1y2RscigO!aV31u; zDH|9#=H-)m2}s_-p+b{FmPQVvrZ6fJ@>l>wvgkpRf<Ge1I+GamYs96o0u=aoXG6e} zu;?)`aI=PYc?zS_=B3vzKB)n~ks?xs`orM=e~9q=34udO@kskWqe?_Jg?&=NK^cd_ zCnhF>%Xkg55Hbxu;>C^eh-?C!KxS4&kno=4=wv*_ueq-Z6SFmsdjW|Vwy8S#fUTqL z-^Pc&iYlCj91(+N{q;dRjd8aD1_lkL7=wX<*tcwr2jF!8KzGsx9jnuZh&s1X=j!>} z)&IP!)9ySW&(v)8$50A*99lR}t>S3|Ad0aIKat@bb0l;0kf|>N=RL-`++A@a9yrcf zQ9TjhZv>ZO*>_k>z@6T}Xbx|~HAcdc4OT@8umHCJ2>Xo_8YuuSv=Pw25P%l3RK06< zGHnrBsG6Mu$B0xlMxpgJ41&fenezuJ0T$pE04m=Z0#r{s&u$9PpuVtAl&#L0vIfOJ z$Nb->k(&QM<`1*kmUTr)`u1=g(etUT73p35DzCJyt~kS2<w%4Uu_+kkpLaQRKVJZj zW=U!JaerNZk_9Myd?V00Vp@g=8ZGee_k<ce$icBBb8c@z&(ruwyj+;#djwvXh@SKo za>Ob`<c)IfjEE<*aI;jbM6x}2@~9}%HVm&VHrXO#Urxjn5$w8XiYc?7fToxb_`szj zMbfc2qS6#;`42m<DI$o0&u6KzIcy;qhzO!m!x6DIJZ#z!KTd#wK?)_ApR{4;>eFM4 z)M0%p7R`t+sJ{&9%Z_EUqR5%RdZ=pD4Me==%|-VkUh^gd304#f$AFDTirBR`LpZp@ zBWSxotP7EB1s=#tM4E$mF<DM6Mn_A&$5@z%&GB3K6C%xofQUp=c-m_RWc|{BYp-23 zVD2y^4-&Ap)SCk9l_dPaH-!`!yeVO!?&_lr#5F|X*F`44fqINX2_8K2OS+)R(e4kf zXB)Z4c&F_r9<VDkP99v2X!P|XZ(;-&v=8Ek*OFYv%0I4hsQ?_7K)oq?-qGfy;C?|6 z1a^QE?ujDYS$V%NDS8|o82ygtYH)WriR?Lfc(f2(#m@MMNQ)`5og3oE2{84gYgYhJ zF$Siht%!uD2LUbLXj7f5rU=6eC*2dp*2%bF?II|`S%UYtk|MIXAZ6=`BCWs@{0%fB zUX~yV&Iu83pztbKA@Vb^@{}R9rE)5t(giI;BO_9>Ap?#5^89iSR&ep_cn2sD$(9B7 zQam9d2A*$PcpMgYcELIzA|EfG6iGz-2nc0yM5OgbuU!kjRF<SD0hTU<s|J#OzrFit zD_!bceQFn^=xB?~wTP{FlTbNI^C<r~l#j(5lB*(((<pz*ax(TY6?<<%^?F0z;aP8- zb0G9@zH-8g7Lf`auGx}vGR%py_z2Eb`JjW8hPf!tSNYAkxv5~y7}+~cvyL%VIGeHH z5sB_2-u_BvIQLo&U1Px4j<fU%u{2<<N3nRUO0W%ZOJ?pipf<B}xVAAQqh$$>KQy0k z-hl2<?8Jg2WCMfDAC(vw=p#fOR2Z}-3kV&lFpvU>Q?g4yr_E-JPLslYcF#^>VCk2v z4}mb=-s*1z)GUZmtuS!?g;k`&2zb9&^zh(_CGbgB7!jV&U3UrT0_U(w&=^-#91X|? zZ?W`DrhP4*pLh+Zxc<#rSA?27a?NTCgtd=VOO8DV?NIdhh<HTmoBkd#H1FO1JzfWZ z?QaPEOB*z-PA7#Q3xuVO+jPU{r8QUTpFteCgK3Fz@oQAL6?Ak<LDM#fR{cjm9o~s| zU0t~w_MZsCi)SjM&L~H|@`wQ@%JEFz<0@hTJ_mrqQKr>eLX^ZiZl?jC6yY?)IfVyc zVBq*9w5Xecn+<29do)!hMci(eXfRJ*n_Jb=(xwuRrVR{Qdhk7p;(?Yk4)-Wh+<{mV zsi0^y)et-zxgiyR7Pkc{NF|_q*EprD0?+{INw<NdA`KTH3V@?qe0^nDo68e#upkAB zOK^9JI}{D>uEmPGQwjukcXudWv{-Q~?p7pt3&o0SZ+g!8-{*e1-}20E@@8je=A9k+ z?XN<704lfCg4>)PxSYFZTz}37WwVIx$9Q-l6aD&Isd>fd<_{rxqW+=+$kc}s<&lfd zv0%-GWtXL82>AOJ!8Hn6WTxSlAj)oX+bs0Mk1|PojSZ&L#Q>sIc3blEBMM(Pbbuq0 zAYm<{bVO>v0}b0G<)AvGz3O`!u+qA;&ENZ{;v%;rCX4lQcU6L0ZX~RigRmYJUrilw zZMdm@I%uJq10C*=|DrrmB;mS2OsIOHjcABR_Dkb-dj*K#ivorp^0ykhidPM|_g*o) z@?@f2+m#LROknu%GV$p7HjHOJIW2UdgUUWS3rJjh6OSiv1Bwn`K;m2%T<rwR=(&p# zLx40tN)F)eDWM?0BTS9*6(+{$t_28kG*DWA=x6@x&mIC>Vv!_rEtJ?z<wP9P?n@9o zLobzE)~7K=$B}#)trjAM89dt#O3Sb1dWn(CWRFZx4AV34TWw4lD?lP5UeY5TfOuZ> z3t+)NcSZ(4T|A5k>$ABE<LFuj(DF&YurM*O*(JWEFZh5NPZv*Emb^1DQ3c>0dS1eF zTa|-UesO8r-V&}Bcc!8d>iAVBcCFK!=BlyZ{5v*Hvuta>husQ0CoLrphVS~tMg}D4 ze%I7RgKx9A@4|bTcKP)!NpB83V!|wuOY#8jYYe&3JuD2sDM|6HKo_<97${Ldqk0zX zrKg2I$$nCoM6Pe4_0ZQ)0Hj2Wr=v{XyD^TR1x{lA8Yh76BI+qHS&*5TF2JAEt@X|- zOXaG|Gec`tJvuNfy(3;n0};i@-9Zop<&3LBG#;K;^~HEVVx}%aO-ShSr%Axxy5H*u zzuqkTRT*^gU2k)cnr~4qPa&@gStG!%KVCk{fu2W9Pp!H?bNU$HT5@L>$WPX0JTKdD z`c(U1&7XI+{Bl_(y6yo!Q5ReHu)0qe>X8-UTDPsIkGAen(F9mivhtI?s=0t(7=`A< zN8MZ4@Tv}ndv!Vmi6yKHlPZ`{u)Cm4{PG@riwvkcbVX1?mwt2r0+*s{Ebt%;8i!gP z!CGL%np_O@Y;u7j9Z2wCx}cp#WK<LiJsN^88WRywX{n&l&ZRIBpiO(%_sFa_p!4Od z;z3oGxGp)dtkHq?=bJ7Cp$3j);ZUjSrk4Tba62Gv`VMZVIycqe_zBGv{)Yqcp_2YV z);6x~X%>z^8@|uF(G6^T3uQ#QvR6fIRnw~TpJ`5EF4xS=c%LB=3bHzX?=iq<mk#&& zOZ6XLU0LHz-2|(M4D?&e>qx0OpEUp+XP?6xVy#kz&<v}gIDujzU)UKhALZjDarKd~ z0T=QF4noNVtokSkYfaROtrvbBUJrTAs6pt)ha0g_9b7JQq;n`>=>IUy>D?;v>0l~v z;-)J6)m|ySC>J)KWqaBhL?>o)+0<0aQhD;!mgI$Lp0<1X<NaiIf$rpO)|+||_&^cR zopq0csRPRdn#gyO*yrtZ7r47sSG&J+63=^_14OT91STaoA9k-Fbx-@>*X@k@-)rY7 zXPzB&uScL<#0{K&Q9;uBN~;#x^uUX<GaXE$Ovulr*SPfx3!{5<dlLIwLyOp`_B!vJ zid~YF&LhWcB8dKd*b?+?^9U6~mj0VPyGzkRl9oo|F-p$9?)@n|);%502|C|hq7H%> zGG$*JTcp$P7;{DJ_8Hm;^5b!}E}*GlL2WtpdQ`CPJ4?zr6;bNOj^fM)Bpx`j*P+o) z(XrY=Ipgxoq@funO-kZYxf6Q4L&Ml<v_oMl7D^jO@g`WY`rf8cj<16DfMf?6v#>q5 z25Bs;^FAqeP38wp+bVu#Y`fnV*T@i^&&~J8phVZHq>cls6m<zi_|?CW_TrTfN}X*K z481m0KCC6bE62Y@Z)<nX2FZCQ<XFLg8ousa`JjrzaF|9EJxEdCDdLM-6LJ7tCJRNw z?3m}u69{%k^f{)J@P@K%ZX`Hudxd1zQkix>rCSdFpk(1rwGAIZs*RDou2iyh+X=Tx zE}C43RC(=EQA^o)h}NutOITmW-z@Hzeesjdhj|`;5=Zx5F`dRA@AoB?75<H*LKc6@ zr{&L_*G=S}BWfc-^aSA(mW(@PP^}TR?YPF|5}J5wT%Oqv?4#waGh&$gnw`r=DVmc| zgt-o(Xs38ZVquX-B~Vg#Ap7*06j>gj`Jw5bXk0D|6#crlaBj@nr6ihw!OqbJdvdO> zW(zTY2c&lfUA^N>m8S!Fwn6-rc4!ys+1^!^5)C{Cn>rg8Pc9UXNJzau0l#Ni#HZU9 z`3K8<2QShvMJU_VYK&tPpW`6;KtMvb!s0|2WRPqM{=7Z=MQ(IoaablsN}<L@QiuuD zk#W}gLzT+=7}_t!fiaNBne~J%YAu7|151vr#9$5sKyoWS!p!#L{Pk5VsbKlz{EX&# z*>V!@hh=YE8fuKN{9?;>6lD5A0)BIM%w>$lg@s2Pj>Rty3h)kJRdUWw=LushNv$Y# z20n?cQQ~UfqdO;FR3g8<23{-ExS?TqGvwnp#HD|8ah{lTy94r0B6-@DPp(Iiwh|zf zYZcQGCT2W9mRylQ1U`1}^~F*@_FtwbGqNuF=Ve3ErAB$nN`nI>Pb6ZFMQ^1R0G4hO z+P5s29N!kM7+(9=8YaCdU8-YpYh|(KNh{Rqn$<cYD}u)F?1ZA5C`MDCR{4~%z~R5y z&pXw7U4Ks$Y-3kxkGM48Wvm|h!5%!F?B+OyFG`yTX1K4lj?nrmo_ZI9+?BJzuaf7! z^a<wtE~V^Jt-z#h3hF(V=MQ7kZUGdTg?et_{pL2IANVCsn^ZHZTgCW$F^fA}LC{j< z`vN52q7lGjA{dtskC*G{xofB;9qsX8s3b~}q&#{@Alm;$EznCvYccqga&Bys$}s3x zVFJR(O8X4^HxEq~hLfDaTADQB<FHP1yn}`7E6OOFz~h!S&N-7UeMmdL8pM{^>mV7J zNsqw3$8)%8!c;GyTk^m~JVeuYPd)$SGH*5y@iu)Wk|rQ95O0`RQsy#9ydOkbuE1)N zG!RBm$EGc)0q``AKP14^SLX$wX1mP*RII|~8Q>NaQMM|jCE7eGVt!?}d`$SdJ*=sz zBp^1Sjev!d-JJt8C5L+HTtH+<3zk=&<-Iyx#<*k}umx%1Gys+<3Yn<zkcplB*)m1$ z-{TDouUp=T9{M`hGXdAI`@b5hOZRTYhDEaB*KUaFL(8#oPbv*k23Xi@36jR^?4?6@ z?CHo2C&*NWK8S43kol(b6uPZI%i#nzWk~}upoe4+$GgPRax$-J2Y>95HQ*r&I^$~S zkPb$<<h2e437fDJm{x&SQxP+T7=IVqossJsjbM{+2ZFEFO@wTXBALbvhlM-a#sW7C z5Czi>@vh|!1$-(UuHJdI|AdeGfX$MM@n>XCl_MZPA~if;G!fL;z2!X%j+^yk0U={r z82B6IGrs<j>FN0sPT4b2pW4iP!xMI>7um*W+sbw;Mcxq~Xh|N?@hsff=i&HCf~T$0 zH1p2ha~4yD2YMP{H|pnO*HXhYhXd3P;gKoT{IN1G%2*yHX8?Lr$Sc!mcpfkZ8LVK} zMsS(ks_rw23X4v*s_RAgT!!pU(<umTCUK9nEyrRJAvYGf!DZ9Hb}(oPrs|i43#O)S z#t&r?QA77ZC+;F(ZwuF>>|l!LNT6Iq11#lmbDU=ePb2|p*IN-qO(H+;{&0+_AE#RX zpp;Ebx&qa!1t3K@NCbKzE>v}~sRIml1aTqWio@cl3tai0_JG=10g2q?6oP{GVYert zw!#YHGDhlkYgUy	Y7(mvP{9<mj-Ak|qSQ>*(B!4dTsf+7a4Wr>*eX5dseeFm@bT zkxC(DuAR?n%|hN=@yVbDI&nETXLRf{;7DCG?$(J7_Kj=M>SkLO%hr79Be^;EA>*74 zSJ}702McmWtJO3THxBy1(PgiC+M#EP1d}#X)DDFdA8rR}xt^L{#@U!)PGzBCBmW%z z^(5|)L%nASCqt90&qTg#6+z%WG=KK#ec_}<U(S1^PcA-Z5(ow*ZXdnBNy!rR;lzu0 zgx*%msH4NZ&Pq;4GkBY!p+W(y2Xpn$FiQ_+NYZ{oVBs)!8J(+vVo^AKLlZAR5+=tG zr_TYw{Av~E3Ym&5Da^1R`CH5z`Rg?d@T3VInl<QpQS#z0?G<&%)EGvCRsxuVD5u!# z66&#Xml`cv_KGzCDKZfsMv&=Ilt$E_2fi!rE5vor&y8&`ICRkZC~NJQD@T9MthyMz zNTq5ikHO>v7-Xt)r*&8KD}}T^E!rZc7Qhp=qNNClz$J<2r-ih>CXLo^41cohb|xZp zHk&7FHVJY|!NXo)ID<$erBetn`)N$Xn1i#^2zZ8epr0(yBSnr!gFfsucvv#=l@4PQ z7){^-T!k*6s&GPXge0ZGG}?0=aN-NRCNpSt7hSuc`5WC4n&z=4ISq7|K=%(Kh$_;V zU!9oejB1Z)>dIYCK%J-hgW}AcZN=77Dsamb+4zhip(DD0!5Y?8fT`zx4JPe%d|0Iw zCbEGKyGL?W5_K?gL2)F}54n{RMrtq}H99Hd&Id-CpXH@Q*fqsGqPVNF<A>#NMNmgw zZ4v3NGcd5~@Jdf8*~?52TvA!N^0)GXm;9P5cJsSm$!~53X-wCq2b&PEu9Kl4`N9lx z9!rUmeO`A_96lC0h5+t9n@;>8drlFr*$0>L$%*ctV&+SXZe$g<96yRl&7@zwBVh#e z^NDlHK~&oiXO(?K!h;_hEmtj?_c16tfJqS0J6IOY$Ni`OGM>8vN_#zH04Y@QwF!l$ zCMzAj*I_1JlBFA48Z({)mtG}t9sX%#WZPk+ln6E~4ipvir9(&4C#;X%pos}F%1IH< zA}#MaLjsRtuyY<Fet=a({9aQo6;E-IOyruCJVSb;&u8F>BE+<6;J`+?@DO8N*G6?) zl?L=}9yBMx7#+!TmP0;|qDpZmV#2p5*yb)MAExM<{X3glAD_!yeHv#^?Uhej3Ba-< z>60{qjnAMKM(=`pussq-nr?{p%^AfI6&ITFaaYx}8)9IP4&gpc{3dI`_uhUpkWLc@ z@I5oHjSVT)+fj*1D%8)K`zTOcQx9owl*jOlun4QfUB>;o?-##};<Z~5ePVyD^FaIq z?9^C&_Nb;vn7&ETrc7db;Bf9}>oCK+&VLwnGw`scobf#cSNKgex}JKzyU;N3ml0zs z5tZT2F6PC1yR!sX3)<l=-6`rsdAp7KT7cX8*B%37zdCorNPM9j*=yC*L)mitYYmep zH>E&D5y_K2*i{GII-;!b%71$K|KMQd9D3BDC0-mjAx}v0PerB0KSLtFpfJNslnr4c z84E!FiD9{<Qpd)VV!fgAbd+(hl*zneznc6t_L+h&XE7iQ+_}6<MJ-m#560T`^T@ci zmg!1?cD!}<kEohMcwgCxJX8!<PF~tBH`o5<3*&wOsgd=yz6mpWG4mT*mG#kSH%o<x z2f}>}ZyteSiv6B&c-Hn#)+38moj0=L>OGfD^2QXiHg)?&h>6`}D1qg0#IL+x&0I{a zRJUSlHh=z|L4^G?p>`PiJ%>@=GosodzE@fb<QG)O3MDf0`>1G1TYozmMT`Rao_qDI zO&2vHkREo$oh{wC><L;3Pwha~2>@2H_(%|oUtO}X1>PQMr5w~;aEz_I5RIHa9FwE; z<aAh|tnyJ#US^|yYM;fnf1(*;s!Vun8RxH--0Y%rQ$anY{%)qm8i^26s({U4I#Cql zveD_OY$N(=%tXr7N+s53aUvqlCF({OrD(tTA|?fY?(!Af8Gh1smd?Vh#pgZk>zG*f z5#KMcK5mAzx0o#(TYg@-owu_FUZmA#EjNs3)lbvaU47TWsoF2TX@0rblsPNOI85&p zh!918=kCN>n7;^wz!H)s{*BHltL~*rHf3>^1Cp8b0Fx;B7&yz21^}^LiH%07I|+^h z(Ql@iW58WhMpmS>#kj5j`{x(EcW_tMSHFa#5D(xXU1(%)Sa<+g>ykQ-E?oj`IJSMf zKRf|Y4iZ~0hrSEC#PdO$N6|uCPU`jX?4Te@{6!f>bfgbt0D+y$HnE1GUTh%^uCZ?+ zkofj=$KRAoCP%N5wja2EKMRl(G1{X2QkhQYLAw$HbSH*SNDt<<Cx<UZ@#1@@9t0n^ zhvA`OoQbCLj4~bGB;4$x!+zDr$i(%~UQsG%ll0d4Nm*ROd<IOe*j36wy~E}<<xUq4 z+!&UE3jo(}4oJkJL?9VN6FK%EYq0^@1uxPcqa;|VZq%ngl&??{SQ=vYmb8@KETMt5 zpQ%g6xAY}ST5XYb8-q(=$&PpXfhPOoYp9|85VJ8Lbc7i87dNwd+VtBc4ljX}e!`7$ z%0k^1%0~1D+C_GP6)h<{O5<fi>V?a2=TmD#lb_^Wg)o7(yG<BnlEP0yob_ljQB4k+ zSk|jFbn(Eim=JG1R;O}>$PjCASy_iaSws#iKWvh647Xzzp7k0XTRi;VNo#MNT9u+x zgj%!wOQe29&|wUu%+Dzq(wAj<$t#wK*CRk**_N}V%q_@~^!-SfGdeFU%W73p;66!C z2M3uT_X-;l@Tbs~Nl2Owq8Xtfb!(E4_v)iIv1Vgg=`+y90yo0N;WqV~+lbkz(Bpkm zjvu?I%9bwi4(kdJCmS7JyUtm4hYIjTA{o5o!v$H`Ds;6t$ZP8Y-4cB*R%6%7-z$zc z#x0TW`=|Z!&2aA(>=}Do|NH$4ID~j=-y4g)jw5!l_sR92<pS9qfht@PsiWuJ1s*PH zDIc>kb;GI#je#mx(_A_Rq<=-`4BcoAJr~a!)W%!PhmgUCz%Zx}REcbgO~a9e33RXU zzqFu|i~;)*-o|a(efk|FXM=3ptx}$O9a~#Gm|%7_q1ZM#SDk!;_<LY-mYbyz&CA(x z{vG*9HO%ACc=84y5yQ!rJ(#&9A5-*~gLyKFIWj30_6E(B66t?G<My-0(1+?T$)lD? ze1TJgcoVQW5-6iIv94)ZbpA7WM=9n8i^17SG14MLudtEAb%(g!&wjSCst$dZ@^ZMC zxJ5Z8Jwt}1R&?x<`OhW$$k+O<qrU=G90%NvBRi&TtC{~FV+h!s36#0`zc_?US&XND zVavht*5{dhJ1%7F`tN#de4A`Ea&2dqBG*_AHep+5t<OU>)u^ICit(3c|D!bvHuA@$ z^T)tsgFsn<yEf%N3D8XBA1GT3c(o#Xh-G2G6UAAZLLl{5HVDm?2I$_7tyd`veTQK_ z81gbr@;GQ@+m<%}qmY}#tzE=?e`%UYtOM!%12C3^!?+NeiUSUD5-x=8mf<FP4we-x zYc}ci&xE0@@DnPP)tU^f5nzM3=V~SlT6xYH!%%%O&7ahAlZX$dU@K!>4*x0G=01kt z=sGj3FgnAG1Y;+sWe(W)z7%+n!2Ne0xgFkfJ0!Q;t^o5Q%vf^FaCg`T=pU?!nf_Ca z@LGp(<!Ek<?;!P@f5%w|=m+(|3Q;8ze|PnNG(OoItCcaU6_|*8mbWcWnww*U89X0r z>@lkzt?$lok3UFZjG*U)jhO!(xs!~wUD=b(3U{1aMK@eU&q=ic{bhrO0q9>D{g2jK zDVP4wGx}lA4TU}Tue6ZCq~)JKhSG%oeZi{p?*y1-7`VZza9a9TS|)GHr1x0RU~JL; zf7x>Mf7xQPKUx?W!Qb?B$^0(dQGxiP>LZR3*v|AHquwh#paa{AtekMi8DFB-4q`s4 zQ!a<%!1ScKoqyN0as*qe!2IW0>=xpG#;3R(By-=FrV4=m+OYp<9hN!ota~i0ztiR5 zSsU;%O*L!$r-Mq88|ayM)+UY0LOJrEVB@g$3&7T|^Y8lK$#G-k!boi)JoCLUeg>t? zDOr@2{cHGo7bpLr<)FPMZtEZxpqk)vk<5Hwlga_|_>O?&V+}pBf`)R8_fGmYk^G&& zG{xic+V#O|=&zO8;Mb*f7a8*?)!72I)m5<w3yyYix_}+$d#~R^!S)HiyT@R%V)zQb z9%6lesNIdeZo^?|iOL)T<<dd8{MSSiw{;T>d|T&n37Hz`y`Jnvb<GIEeTG>O0@;7; zA;L000>e-i&?)ZI<iF$TLAX1t7G;C8|CsLo(O}%+ck$<Tfhiso#!bEdl#v_tKiZO# z9(|EBP(|TiZm_V${k7L`O0)hUtxIIXzV<JJ8vZA6&<Cr3Xv$%Y=tf)UxiHQ7%OD*E zB8-lcAowoszt4kl3wqGCit%^CUqfh2`kAkGMKc%SN5O7iUx1VESAn*RU^pT8fKT4| zkzY6FZtN~srFtl;-qkY%tj-*B4&IX7$B6iwEDCop-fD|dJxF~Du||5wxdfPOA8afv zS@-)PBk-&UAVyP~K)T}vG?SWXQgTAm<1!o3XsA0qR{wT{9Ax*Ga;#18h}cHdz@j|u z(aRG&Q&OLhFj3Sfng|5$LTSYfpje3@J|al03GV~DB^T=Ik4}gSbsq^Jn?&w?F~CP7 zvvE1E3b0VA>m04Jh<BRA_fE93C>-_SSnVe|(Q3T3O2Hc(UjKSn&(CFyw6f8F!h)7n z|6n~1ZxY!VEbeO@l`W*|YbpKg6kJ+cr?Sut=UGgTz=*^9EF;#P_sO>UQA~ZlGnz(y zUe}Y)>@S6cIug3uZ<0~<-azB0h<ekJMk1nPloF9-;kp|6l-6d_at1=>#=iISCf0|F zy5D{RRGPV$q@yQJ;dtejKJd4sE}Ne&q@otjUoQO2<Emaa$T9IhlzIj;6xeh$H=mE1 zmK!zpRaCiNw)ZeWGi{th*6|VdWx)?T)$f$U3S88r8`tIOm)1@f_^(Kc+JN(XGpBA< z!2(}8NV{3&GyD#*J2^=p2Q+S<6o*BI4NtcRiBA}4HXrPx^@gd7BH^Xy4r+gjiHA;` zJT%}Y?nf|G6h{sogw`+-Xc#Qu%0}Z0Drn5$Rm7zN_E5^;$^cpgyU)acht@I}ni4$E zV{;PDL=q=$SZf?CyO113;j$75mxO0GTVqribp2TzU}Zo?JVC=~fdZ>!9^RSD@}+%} z+4GWV_&`g-mtFi-)=oX}RpV-x?kvDyZr|KgS|s#l*c7ZpxyC?>>`uFB`p7c`DV5fq zCNW6$MEo-kX-7#Ek?W0R`fQK8Hsf*hP~VK2W$9(r3G2mH=qwn|`_10-y_{EnKZx_2 z?1P%WEw1!EMlfj_{~GxA)0iJ)-i;Tmnr@zOQ6%}=(u>P@GG)$CC{n3!zwW6tVg(vi z9s^fMM>Chk0$7ztJlBN5)ey@E#fw12>FC*5icj0dpY_#Bhkmvci>k4X{?hfRr#_Q) z*tDsla<h%<V8X#iMUPj$4i%8@U_umOTKEbqL@uqE0jSPn-pk+t<c&4mqT2x~>o-Z6 z?ZWP$0pYn>T4hckSAg;@LjN$~S%?#}jDgs}ha+UWbRPSq-LMy)qaxT&1Z<te<NYKN zGMKWD#`iTgpU1PWcwVMYD_z0a)H#MZxtyh`R}2zY{wn%qunx{NHb8|Z2Vhfns-zNb zbf55QCWgm$^cQIaxxb!A2)P;e%4Z<u+xNVCq_Z--rZ!W^?&=6iX$mZiq2<q#WphXI ztbwr0ovThFg;TTz9a+)73#xBoB}9KkIs4s7Q_0ft%GZK{T6TLbC^CoOy)eLX4>1+P zRmXEV4@tZ$eXYd2?_C4YQwXvFs;YG3-Aa*7bXE=7lra9#1a}>28S_GQ8K@>Tymb9K zQqNu-jbc(kYO3GiN;5*{v(I2MQ-SYbar8k(c_jCJYBecNu5c%wrDK{hRUATmaJ=%Y zUG<U?&yZZzTYU(k;`eALv<ASP<<qQ|QB~qgHM{L#?70F;lnb<><G_ul6#N;Qd;O*K zEJ$i%_e-fh0rt3wx-`$0NnW~;xpzt~`I<D6`rh@gj>Q?*58LJ89gX(UD5nPe2Q7RW zkRlIq5orvL7WH9e$we4I4t14Wk*3vTWhB--T1<%g%dyG#+2H9G#-o(}ZMiwHAQxKG z$Sf>f`O*GOv>023O#<V+*)*!bBGN1IC1yPU#j6Slb$})H=*oeDcxag%0VG!Yje(Fx zv?XM9^#u5-p1TL|d@>^Sx_bEedM)52Ha5X;^vxQ=9*4^NiEI=Em5n$XS?Nc+$xoy3 zYJ!-UEbpK&o8q7SS}wk8ED$|5oU-+!;Zvz}dI@F1XCQ58ts+V7^sCPwOx@0~-Zw?` zg;jAr*d$y_=N-BQT02*M07nw9Om{wLlj{YDou%)iWJRKi{Pm)b>RpnnS0()(g=Uyr z2K*c)>gKxRCmR^gc(rIr)Aq^jYcX4x)+);ECLBv>iF$vc!JFAh*SOtt9>FE;u?-<1 zG|YFjU(rw}3w}08ixfDL=vYPG5%mUC;Jbn0;ltz%4?mAn8kA;*LT)>jv9?xe`XHrp zdmp5zlW=8>3d3u9NOsr=x>wQwFn2;>LrbbP%;VQ#<Rb4IQbcNY=E}X5>B!%CALT$v z;T(s1!c->hKdO?=CfViH;R8Up2@6V+HAnUICI{|o`u@!lUKP}X`_xjeVukPSMBh9D z$@k?9!N(tEFx8v=oEhABZdh<&pt)y43<^Tj;I?Aq4az4Kx5z^R+$U8xH5{KiG#)9$ zcWyMoDdc#HMwew&Z2k+zKZU8gDlFc8*u>V|$jUv5^QeQL0gK&adusM+Tk;9>g}Ic3 z=`?1W7r!AiUc$5eINRDt&a@Qy9554^w#$CVU>=K$ZAP2KZ$Op&6|B;t8G{|M-0Z5( zWoiL#)CVBy^LD)Y#$`&7pd1%fjz!m-8`OL)+4$p)GKI=doom4%x#zil@3hyr5e~?u zXAHh;&WBvS<@eA;f1_egql2XTz~b75gG9n%;UQoxiA^O=Cy-Y5)#ZVfV!j<LsKbDX zZNxR3tgJ~31G4;p4~PNLcBm=0M2AkiEa07hxJkUChy>y|t=c!pMq9Of!eR9`&CUCf zBLp;jnMKURHae}*{%ys2%x>(5xI=R8LewoK(t|z~U;8X*XVh3fTq(e+@MWC~PuLwp zw}zU^jz&4dNApS^T6jVWkle1F_IEXb4-(z@QPBFq_MzTU0jY1V&V>LInV*arbh9l; z!YIZADC;~_vdNB0gPS;qFl)Q8t8^`BRT}1bfvzDQ@Su{N$VT6|AY+2~Kw8RPdF~Vc z3wwY-S!S5JYgm1I@d+}<qIqKRPenhG5G{%9v2wcC_)`fwB=`Y=%}VJ7DsU<Vm<(!` zz?_Spi6e2qJw8*hdaCyDTS^mix+&*?I5cmb@7*7h67533_g<HhXpJ;u_vfg0R>oeh zRzw7_F4~qS>3Ix-X@2gW>_HUIr<gi)H^NI?y^TG-IBDsT<Ixi__>&PbRM-A7H#S%) zWUoDYG4$NHWp-U-U(4yKMk;W%Y*}IX(*}&zex@i9>+E{!s0x!bw7g@Fw?ikz|IBuP zW;;t<;D*^eQc>!ET<dfjgq^g(+vbhwt8=}dXf0l!^zaORp;rBpx`Ey0xG29h!@h!% z54$A5%HyVt@w`t@Nmbk(HQyfBMe*mo*eBmO37xOn55s67v0CA(P{b!!KxVu*eb}s( z<cXzA7M5-gkx{a-t4J;_pklO^$k9|WjA*VZF8Eqw9RN$|QffCGls~6ZYrA%cgY?aK zGFR7lfN@a<!9lYKIKPSDy)5%>^izWWXitI=qTa7WNFZ?i9DLRc%mv^gOm!=d2bI<f zXfG4#xtAA5;BE@<s_F9A0YdOv#isB>@N(x_;c#n{H2FE8y{h4c7M7%wyd}6vVJ((Y zn3kWb`%J%R?WIQn3+LBbe{4%BLdcW0)y!tFTv5ns;V`~Q#+|AAovac?eQcVMd$tiT zqjy^@b*VwFcoR13DrbkTjw9?>5d6}N=3)VDq9;9*+b9N<|EZLh$a-C=AMvMB8+I|# zv+CBvTd^nA9^K2EnWz3gsrGs=6^M8Ff0*iU*PZ_yW&EkM#wE0PZrwdJ(G@H_72k*0 z!4+VB3QS8l6DmCQ+!8A6uJsWv4EWm${2lYtccMNzj#{@?_mSW(?zmLc-0_Eo?nkE~ z-0iJ|P^u-0L#rf4p-_o~4C4#Em!3&0DFX5kW%ZZF@h?sZ80``x9$KVNCB4^BMs_K> z+P9c-n`y6BbseB}V{eD6?$|O;^^lPxker=$7T=cJxn`w&{n0V;?Jb%PsB+UUME<Mu z&KBeTEB34@te+$`Vn=}yTj7N1)zdHB0UJar6>oT%pWfz>C5KG17%9`f=y+e>CV#<V zCPyn6YOK%<FVL8omrv{Y<tCc<BB1*b^G_$;Tqp7Ael!xs-7Y|2K7IEH-6s#c)9G8+ zvtd>oc$)Y7$%Fi7%YZ-<r%-&;8)`p$r@nVLsab5*%&RK2N^8}p_gbopUm_Su7Pd!g zuSp(u#URC?X36qJ)%?2*t#5_Glqe~CG+bvGSWf<zo+dy6>s))4q|hxXl+orJaV6ZO zn{PfcMcB6cs*1afSQd3mp;3A^=QBJ0RG5ItwgZJZ2-ps(o4cy=^n(+fv$D1UYFbbv z&8<=NuQ!7U{n$0%KhP08Ecjk=lX9S0r=UB`7+FqrE{Ha8s0G)7Y@F{O@pi^pFI z6AD2`QCB;kFac_T^p^B~9*2?+&9@jw2>su&zJmxCyzc~hk!1|Lx5qk201m261eooo zHg>Flsm=A1pmCSAv1Zn{g2>?FeZDymW-qKxl9TIWK=45j5P{F<wd*C3*LzKU9Ci4E z#X*byem`NbXwQYTX+S_*s|>xTc2BBt-v+M<P7SPuD~?P=NA0>{U_13galjCX?~A4P z{YcTr8KyQyjA#{_-BBiGndfl7nW|&IZiep<W|TgAy$*8LteiF(xE72cNVBnzLY>?; zHu%WI!t$<rFK*#-yzJUDkuB+=86&%D_@U87rC46JaX1(~5dTc)f_6k9Y|<D)a*1dC z{Ea`E5lFj628o(Y%K2i0?vtKwZaS!h28;nl!QBgLwh#6uQCNf0iQ1?SnHV^2a`BAl znPN#3*;+}6kV?iA5$eSS&guslb8TBdL~NEuCoJebqOK;YNQ^6}PRTu(00T5=Z!>G) z@Yyoyuf=$8R4~8yTEYz$J|)!E2t{5VWYYx|vVh~`CKnMd@T5zHe_}1=hk7uDJ%A^_ z$(LbrbhE_Q`CWaWh2nAD+L-oQm+C=M6ZctdG*AV97|#$5vbWUA!c))D4r;5Ho|{Ay zUg;$81yibS0{8N(zT2_S?kPOtDBpwCu6MZK;l>|nhNbW_d$LeeHK!~>L~*W#8&VXt zuebG$ND1K4)Xs_6*?JF$W@`t>=;2IyZof0lRrN72PfOJ~hQ-qEevKWcEg9~f@1tiH zOCRszwX2?rJ6*V`i~_E2_Qr_nFR^3XZ~K4Te16-)QAIenrn_`o{h%FhU9~|sH5iZ) zxVhgv`g=4*Xf%atm}QNmc9y{|cl9|coF#9eNt^{CPRuOqPp0|6ZYwFnL^5Taezt0| zxpAcB2aVHg>MV=p61ZN)+GuC?9BPuel$eonkR;zyA@(-UlBA|aASpD28c#h=I}pFI zZK@$0TNx>X+O5bzc@l|cKy*@7WJMECG&$SpS%7J7hT&T)CT4!~N->d95ONVXw3UT3 z51S-wudC&b6Y#OZ%0u?5G}3rcSth%N^F|hVt7wc}K!1Me>PxvJIu{Mmg!NIW(f(b2 zffB5JeN8#SCYHayoJ@s7OkZLmH{iw6C3}=WhVg14?i6x~(X&e^`bVhGHY~Wp<%?Bh zd^-9^r>B##t<sOjx$h#@0+S|2q9%SJ=gy79DOI)9$J1$)lAw#w;=gVXIX5Uckv}gx zS1qi!R9JS8sHXUHlJBb~=rvKm!1qUV_QiL#>QyY3OYJ94{_J1Ph1HMiWXfJ`DLxkT zQ~{FThC|I%6JBz2uHCS|LPMjFHIk{7S(YVdxTCbJyk<YMW1sD=uXacaTy0Nw6$`NS zz)FfOG@m}N4$`UDI(I3n=b>xc4NV`FC~{w0UmD(Tc!evH=(L82)OOpliTX@+IsHPb z_4#Fggj$;%S8SqYllIxCOJwFjx@6yStG6V#^;@&6ceK$ozVkO#qnSELx-Z96F!@Jp z5|ahRU@@#AJ-QIhTE;sAK>-m&_Npyg%H1>>E)MgbJ}<RCk?o1fqp!(-a~Tb)l!=Xl zl5{%SE=0U!<(s>hw43H^979H&qs<32OJKFz&C}Dm`F;|dz1Gb>Y@{bcw$oViA?7Id z`TYfu*T!_zBKn4cXoR1HFKYCgBx!O@Wi$ul;a*-Cq6I?wrexG<LxKe0Kr?9AwP4L= z(y}2ru{b}UhaJHfN$K9sg+}rOg)+InEtU$mnV-%!or;9KuA<07>W|z-&qlRimvf~v z2yB*V2N=fapee7E9{EW#$E~QMAd0jW=jkpGWk&ccR&m(qM(a_45I805c;)&qGBc`@ z@g^f<QL4}o0`}n)S&<4Il@ujX`kNKsBYeySglG*7DVzX-s~{7iF+Lk)xdFLA3~73r z$x^zC_gIq|TKG(B@Y>mB2E7ndfV7eYQ~(}(2@m*W%C&TfaPAvd$tyNOG`OncxKC}X z)fQ2|MZP>ICQ{y}FTF<T0piXH3DV#4|FRQxekR+0i~k2sVL)UX$8<y906$^>&vyqC z@0#rYUe53GQRtD!ar+S8dB+DYQAB{x#>gbnOBwnJjXEsyd<}c5HczG>wTy3Xq$yKy z-P=U539h@N{&cOrb^GSQry5$X=fChL``sFTlDz*1>L=u<(*QsO^BC@SkFYQ;^7msa zeQiH#Qo1b>Y)tdjdE4Ang?6p`arWi;p9$_mhvz+p+1{?n|GyV;CqwY6>*cSGxhmeU z@3=ua57o@Fg2&f!43Zwoy6?!Ngz@-a{5xnjkxxHyieLj@-pf==+;SD*Pd^(S$b}&6 zPm_rIQ5X~(Ko&l(!G+)jyZFRt{ou*R-dBS+@9V1xlIRS>F~D);iD$*_NGSzv;>@A3 zDQW=JWS5y&=>Tl#+!1HwkOW-Q#NZsiAwMsfXd$uEI!;iW);rk2G~#r#w-AYw?R^X! z<+YmKZ0X$~wJmy=t#VqrHE6~LN-flyXoPUecUMN<HHpVGXnlAWfrBvX63h(~7*YXH zE@G*Ut-b>QtNlB1^1OMn&I<V5HtBV=C_Nnhvg-!?40$K<ZnT#dQs1EGZgX@v4kw3D zf7{OnMde#9_qmO~4re%i>tZ%u?LsFfl$yLqT3VKXXm<7}f4F#<5(5&c4jOQmd$Xa- z!|Q6Rkw!X8b7j1Uz`m3DHta;o-vo9^PE=85q?g;vCI=Dz@PUVBZKSQVyH(}VBUP%l zZH>rN@L()sqAW$j+xjDXXXZMkIiqK0*;JzlzaChgG$R8oupv&w(Ez9OUJojPnbZl7 zEa8`Yj2)ys0LGlQ9238s!k(7dO>&eXO6HF&gI?@PJ_*3l%j_UUNU46?DU}0JEgGcR z5UE7&6v7DzI_QE<82}ZiUqK?hF`tq8q)bFCL;b6jHCZuV`(~HxnRfs?pTFXL)Tk+< z#0)BzLjb<8#q4--BM2xD58tcNnhyk}sP3dJhUt9+8m~?jMCO6tII*a1W#f777xMo$ zOz|yO$7ylVJ1BQti7OAbcr$Q#ep>f>5PJX7z?*PV>P%yaf|7ESD*tKxH3ybOaHsSv zo^7{BJU<;A@mI@_#EqEeUO&yRN~7dXuIxAy7zNpdl^du-U0+wsmOxXeM?mM={x}#! z%DmETW6vw9qTqm>S}Z>*84z89`;^)iO-J_WNTeZ0+W-?pHnO=qO=a*h{bi;$;Z*Hh zKIxYM)U-F5I(Ak}a>&xaO7f}%_|fFS2=1W$(23+TZi(wtm?Nc({(z2ux;Kb}^yW-I z{wd5QBXQryd800LP4`~y<zqWJzn5DVE(HgX?shj559^5`v&^<XDRi8X_UKomI*j*L znmpE3%gV|niDXuv!B=U+zN)f=5K1bQ8#Y)G70)LSR+1S#u}C>2ZoOTY_M<+o2$qeB z=0sb^=qpNX5zb&6p$-as(`+gc$~P}7WNEi=)i33~M@{va(g6tHZ}=jKFYM;WnS~fa zMvDx+$raW-g!|3Mw_oAMi_Cok^adqc43C#nXK`VYJH#js`J^86$Z%QQt0??Igq~I` z*X0D?D#sL8cJXjBDI?0v;bA+~3O!$MS1EQb2UvDfX*}>XXGD9^?ZeO<zV<(im;abA zX91N7df<Q5JR*)^=Y@ww{0s<_xa9bG)4E5>TkWLpq>Yp89Hkr2n{DQ|xcaq)We_;D zn_=akN*l`6Es{%a-mImo4{c47p6kKy<lWmJeo$(^95avjd4>MS-sf*Z>ht7umGRxB zmDbMi&Jf70VjPJ%{n2H&Jn%NN<Q5gtr}@UKOgg}v5@3F$Z-JOwKo^4N#N~=mC5O~i zU;_kdDMlMOSfccwY9nw>Zp_8<ajkB*y}EOSSJLpYY2<%#g^%TneuMP#DH_iywV1!H z%B3?JsEfwI>sm8Y01QW*;6q!@Tjya~qfUHj1vI#`@*x%CJ9GD#z82Mgm*~M)Oi7Ob zP<^T+VR%ju?~*_`FRwHNWPgs_?*Q0g^U<@M=x(3*Z=CA$#zvW#vs)5ezifSKb|PP* zVy6}jfANYV3`{n*C&hZH3*d!79oQb*(gI2UW`ykfP?dE&?C8`Db*^p0OypatA22ut zL&~?38Wv!lJ<YwsX@?j!1MlQpla11~V#(h57M(hW&;$Y-*T~(1LQbs7z_X($iDJQw z?BP!woVp4#48Yt;!M8z!HYo3GulT1l4bMU1d7=Ck+ATq&L3M*wobZxa+W;we>fHUt z7r8dm;xlU=l>sKc3SsPerk_oqIDSM%w+?Rv`{1e`0g+WXRgY_1UMPK-IA^n<3YruG zJ$Nb%w-mkCKd#Xjurbf_5KkyLyf_=@D?IW&gRj%QOW&gBV`uK}ElKW%V1ShO5xD-Z zPYbY*Z<OHyf9Mk>3N8{Hn+})T(IebgtpEL#vQ)zBV;rA>g8e#~0qPFG@(0<+&T{Ph z7<^<QK9|QfF~yK|L*U@}_^s?$S6sP`n5$2_tfs9xI_c-S<8mCfC~O!`juPBAxwRx; z)B-%)xrWPbplK~y3VqI46d25IsQJB>_44$%!!sH00tQogR8@dy$`b}r%I#5<<7L#5 z_80=I^2unzu`nQso5b}aTNX1RYL>@4R;Wtav4F+2k|N3Fy%j|-<c_-fvs9WS?P@#y zSJ0!e`+EEZ{S}d59c3HBDx^$8nE+zfdr!?MR)rrw8F_0v5DI)1q-itNHd^E{{_N~s zSr$#g{hm28lj)&Ra}iVD^Vd9BSx}9}ZpAw*qLXPe!|$%c?}u5D80t9TFBqL+67FSR zEKO(D`(xCG5O#Rn$xDV1egjko@y!h=6?)e~PndDGyQF*$1>_d7Q}`VgWp~+@r+hiV z_ZxguFOND?>M<MT67u}#*N|Q*HTJ<(AIgVQLh9UIbg;|4BrgVlT;Ni)&LP?X971v3 zRLP+o9qJ59)r?{9T}UJ?7d<YI)HvWVL9WzL&F4mumnK!XW$v_S2-cJKKdvjgIWOM2 zwup%&I!&^aL__8`Q&FH~>d(tjMRw3Rx2n`#LQswNaa|RdZbYPPkge?KloSWLyelYS zV3TenW7o&KpR`<lCgO5pGZghiK3Px7m=G_m98pD9(U>3W(yE9cYm}AVLI)UWRVQ>* z=I`tam|e=T#HYG1kSSF+3HL=JBIXL{RAfuWLUNBT4V~uQ=Skt!;aSrpcPY~sw#xdY zu7h{!r3t&M6NXvhn#USeVQB|PB0G_^ygduOkr2ew$iBL7RA5>a3_8K};cy??h>wQN zgVoXbvL9!=sisha(P2P9d5qL!lGo~*rJFxULk;0T43`VaRP<jItq-b?D}Nue!8*%o zNw8B_z@==uU@^8Kg~HV&S34G_IWAmeyw{bkuRF_We}f1n6~vF^vb|(=xHR;g&UyFI zww&$7%aG8L7L}>`5F3qhvn3T+5OuX8OH~BCf52f+H#}_Sjc3klVUX+?s6mJN_&Sh> zVD;dW`+7EK-EsK|sGocsN^|;?@E!T%CuFBWuz9KTs}A$yMHKEdNSaqh{B(wB;H{IL z_&BUw0{TJ_GoyhC26ny~l=1kJu~UKCJ$#Ax)<0j4+SJ8(Q0tTh_a2%^-z>StvHf&e zYtzztHn}h#{j{YxVlKWEaU3?#p+gNl!6omuL3bd5rDw1L_B6FhsXehznt8yIN`~=Q zZ#Zz$=>_f4(aCkVa3G0$7}09U=7bo8yx_3QlnW*sV)5`=ka4gjiA%pGQE9O7jRFor zySSo*gjwQL$-X=XhsaJf0|HHYKLZU~B8_>TgWE?FDVJBffv;ENOUFcw9f|QzXUTPb zxnah>`0S)4YOUNp{|wRozn=H*MG(g1sBqAa&*O$`pL|&VY*}6Yepzye{+(gm?fG~E z?%y%>qcIC|M!sSA8xu20yKuwPe?LSLb^F)(zK=K6{`$Qjf3xHC8613P^A+Rv<Zmb} zh98*$77BX-@4V8Xxb8XN7hcXo`FKll{^(QWf+hbo>8^eX^IM+=XI0e&c!&1>1>8?C zp0BdYB|BC&1}h`aR|zC#iQW$U!ZY1O_X>1A0_RfBHnK>3E)+NDeQ6ZfIUxOKU3mZg zC%H3iO?=L>y}*wll|M@;PTE7%K~{^M{5ajmN5^r4m~lZ%?>1xjakMPDl8Ejy@N0n^ zaDC%{#!$b~N3<mO63PTH!|AHj%YE=_=!4%4%4DF<B`5p+0b>xZu<SLe8ZV?^!l{N8 zz!sGB)&R~$VqReuGUp=yj(6GRXm>(A<v7%185di2(}$vn(W_1U1BQ6_MPi)Th*O4F zzcNn?mMdXICzcE+R2p_S_8R96q^lH7+|OW*|7SwzvoOJa46=d4hV4C3JjX#-e+Hhr z1Y%n`Tr*VBB{7h1ahogjTVlb^17A2jGEg>pfk6fUIziBw#S<RsNg?y00D;cs8*~}x zOx2{%r)sTl^+*v%(kQ3}n5CtgMkDV6BtwspO*G_mZ2n{j;)en8vhM}viT)lF&atrI z`mOzbI8CGC6(dfNZPyhxjtuDr95Q1;(LzHWd0-XPYd5pGd}B#B<Bt11PBQy)6O>0K zB15C77&3yS)wUO=a5iGXnXagXCxlL3+VkX<RZ!|u4wss+YH1`$47*b>er2Ys2o5h; zk{#dLly+hi)`+G-n`&-4lPEnVgAh_eLHvu_#pp92Ef)8XCB+dssb~jgXw{KV1NkG} zj;-(lsNRS&lxRXgf_Q20cUt69E-v^k3z&pxVG?$)<VAUat%*<F-ha_uB%%+bU(4LG zdsQ{h!ukgVF3#bC2IWW%2Y=v%GAj+67IMlA@H<16;ap;+uKz|nx`v7#REgGi)Uqta z7$|9)2B@2M)Zk)8lxF(}xSjTxRxeHkv<Q6ebXH&i4-MB(FSYsVuAh{c1M^p&Zlxa& zF;zxSN)LS~Lx@(PqpfHsW_Mc3@!uuE(W;AhOa^3l_D))jzq@i1A>f{LJJaT9*?MFC zO`!_WrC-dwMwpb5+GE*xm<NKj)xF|3+OJi$qp;;WjRkG-fpb68%iAQu?{^dx<9W`o z>+}-($oO7E-zRf3ZTsmM;G^5C6vPjQZ1dY_8FXH>G!$We^1mg~8W{+Beh^~l`C9!B z<E{YzzG__O<xpE?y<_;NJ`#K}A-zfp3n#Qp-36JBlRDVB1LNEk9$lk3SGkK{g9wM? z`;W+8hfxW;d|G}EjgcmP1cZAg779KTapyZU<)nU=<}qC^_z-&Eem7~0M6)9~{6dcN zU%{7Z3IHzQFE#CGDAZ)8H^|UUGUvw!zfdiawBx0y-Z(*{t%<L91J{#P4F#1(b<U5& zPumZzGkHRvY>VN(@b`wit-qvn=+5=a&?H?X(U_9LU0-}dKBsCF=kqH8m?c*-Yy4;n z;TDPHYgSk3c^3rE-`7(VL~LIGh*bUt0@=lqY{e1I`Cj=Mq80`v`Z%*#UX*I$o<)%N zFGR`pbO5C&nZTvX9uf#R@IrnFG@d-#FmRi$4^`QMYocE;cbPss>;ek#6oVcIm&$Mv zE*^qs@#fSA27a8YV_PNN?1MFZ%CjW3@a_-zowp3HSU)5v#gQ}oLY>errjt?n-H3r# zE-=gjg~4qOzv2vDrc}`!BxU-(jIS{tPpHt372lB&uJx9BXAyz=fJvIRV8lIAvz~GU zE!dHf7^(+N$){735G8&`PbrB+fhZ49X*uT;haVk$x5`PkjGd#Y!sQSXGo*o{9;m31 zZt2tnmuaWQM+axm(!=yQ-o5OBoldyQ+LARaz6YkMh+SY1lD5j#E1n8Q*-X{D<H_GS zx_8q&zv38#v0wLw$F|I94UnHous=KKg_xGS8UOZqLAj$+09%X#SB7WH^()0()4jlK z;st$Y`S-pc$y#9qDO8_5yl*OM=!#$Ggs2IvDU*}p8X5R>BnRAt?4$>ecg4k!2O~M= zlml=8pJcm`Mw@GEIi?$#a%n%055RzDGCq}dZp{<)HG~8sLMMgUN_Y#Y$bBY2GxDaP z;#w1)zf{MX4*d-6`pir`1TBkLu{ponlfyrS``9wT!M#*$^hV}NNO?0kKl;Z50qt)w zT+bJZWiwO}qMAv0wJ^wSj#ti&G~o=q@?O8EE2QaEsLe)xNU!t}%;X;g8+R!elp$%} zpi~yau`TbRqvysob|xbt*1Qyx$6{|Hw2&gx81Y2gf0*cV{v1{+%t(EmR1aKc@`-<_ zf|HsT%Nz%pRzeZ?CD)*@@QrMwLM^_iKO2<Mm%7#agz=3>U`|+4R<ob2NU6z=!E*b1 zgi(ny2;R-=6`Y^+Lq)j&wZD~v;VFr5>I8Wp8Tjf5iK1zDi$>U*NI&QC!PNd{Xpwtr zda#1}(_14x4z5-aOLty?SfpGR3tZUEYMJ$<6VoV*CC_FemgU)C(CqzC50$BN?v)N4 z)Le?hbVFCo5$Q(J%qWhCNI;dYn+Hr8XOu@y$8&7sM|j0p#FP$N!URDeQO4fXCybRp zwLD2Id2H#4iPEMU;)athqPbBO0VmQwq=*61KPKCM3=7*DteYvs%5~Q5g&ag*VfiN| z^FSz;TH;a{2o)K4M2x$$IGERuELD|XIS*Q&8f9ajJ3BVVV=}Xy)|_=4UP#~F(rj-N zTS{@K&juvlzt<H>|Kr@`+iqpUC-XOiw(;T%HFY;_>>cRblQ>S0D*5tmK(m<Q(NxII zH{H?~X|l@uaUMfznG91&&ThIQr9c=KxqCwzjA>-zv4ADk_)znQx5p<eOtW*<dTaak zidZGYF1L0};vXl0TnpwTtdUMM34RL(!cwcbw&R<k2qqP07f#J@=<bJH{&NwWM07?b z=bc1kM@R1$UOE1#8`^N|k=F%O-?TBmAtedWcJ6riy}w#y`Qhi5%-!!${4)>eJ75`+ z2l60|Be1TEA(B<|>m?fCG^vsSUj}D$2D1o1KhlXBD3Vi%nH7nEmBbtl3%XH%EW=iK zf6Qut05d^*_8Ux?(u1voUypHJTUK0-QZa}PhB{ct4W;Wky84hQeF_A$Kb6V}hv?Xt zI((Hpj>KUwKN9t#LooLaR}gM{vfRhqMizjp3@k$j@F1GYDcr%_SdBpvxX|S6zb|o~ zFx_V{tIp1I5)*Ag!6!gri}|nZP$JROH4R-6_V?6`%)M*sjw$h}Lcx@8>q^gstjeVJ zj|Aux%ycN?bZJGyyps0Y9&7{B{&bA{`t4~yhpzz3K0QQo2klKaJ?*NA(eoRLHq2vt z*a)w?C3J|*6}A)}(M)BHRI5ZmZJi;qi?B$tx)e7Dtbb;pR>v$gUaJoj!iRE41VVV7 zgRL%Y;o-oPd&GbNlT;~5oJiEWuI?)kue;^UL6XD8HCkU4rw;M9^)@nn=g|o2TSs+t zZSt>mr_x{Fd3}8|E-$H3)X#VH+rsY;JM3kqs^1%UMNr)%v{n3Px4Wvz@`3X+)*$Fj z8~q-;EITuzNXq`zWZmR5V^90BCD10Ly=@?;&|~BO0Omj$zuOw%N$#2}tNi0oem6t< z3Q1+FYUifs@#?hiyORN+-CK{C#F8S?UiTi36ti=+wyF^`at%UF*&-|WqKK?AUhbeC zfI@Z}FVeh6C{je^p(XD|p_ATBX;xg{(-%Ym-iZ%(aWc}|Cg&ZD;&p-}gi~^VuN(zp zwT)E6t;u~M0Jx{iM%U9y&b4e{R0oGH1EYq_!GgE(I>e}?(p%SJOw>Z(s~ht3iC8%! z(h4qF^K%1?uTt?c9-*8OPGzG&^K-9ATz^au4Ki0WSFLu3SPrMr*YP^E>G|e+rxjGx z6YfR~4!)mR&p0>>G>a7)H!k9~{X~(Lt2ORZe*o~TzeIx~f^dhXh5I<bC&gTlJj<(Z zu>s!C5Sr{b{E5c5xB@Wl#0R@rs<I(GbO2oBvoqMG?hGL~O%dn$ZQqoN4v_Fgv9go6 z?tle&KNxY>-}Z{D1K==4Dk7>@;V_kI(Q_w~(sy`Bzspf?M`OVGk)+dIiX;AxaQ%la z)tlMR1Av#A{~S9;y~BJsr&u-ilY+}RW#4W-oKqJ1#`wcI#j3&l$-^PI-9FC3XvOQC z`@23hJJ-Bf@*PL<b*qXspig%U8m_@Md({xqSg1dkZT$Q#Le>2CFIrLj&HLZ}hyGyi zU3tdfoO)qLsI3&PO@M<NlaqDfn@^g0+edFe+NuEk27cN=JjcEBbN(BAoclHT3~v{s zZY>p|LbvQx@OKT1|6@gn@%uOGY{E<i5pvY+!Mg}bV)~#52|lo=rT?l+rYSf+6kl&% zEd=-Nnn%*VA4wa>wvUG4OzQLgQqHJ(EdSqU^g1-ujEeG?UB37I_C(g=!9HQ0;Oi7k z68q!O?5K@*U3I>+GtQXbFnX#vPh$_v%=1DELoy@|a93}f51b$0bbJ44SJ5v}|EuFq za<C-=lvRxvs3*zy7pSL?WscXePn3eG@|Rt141+)3)O>zTc}Ojp&;WUQ{SD%BaGe42 z`1*TONq@l8ToMP^`v*K7V6Q<j&c-GePM&!5j^~eUJMd7B3GwpmhHv^^du^>lPm9Rf zK_k`{EmkM-;%IEI4K&{U(4Z33aJ18C@1V%Vh)53oNiI$_h!$N}Xekxik@*uBILxIz zqvE0<QvfYpCAos2T{WM`AzwB;C?py(jlxybW<EIh)_Etn2-JtPy6LJMm-aEJE)OAb z1j7S&0sb>p3yVh}0q+zgIh+w->$j7;gB)Mmm{{PQEXg$&5u;U+YsgU^{izdZf70QF zCdko8bqEC|$<g30@Yg&DJLkDX6XidR13*NMDYWlc^8wzl$d-)+SZU4&8aN3FoA2sl z?=;K#&^sRYj(F*TykMi=I!3FA+1)nE<FG6_kHi<V{I1`Sc&s#CzjG!H#o;WU9NL?^ z9uWvP?HtZ?wi2;)lr8pLX&dNQ`RCPFOYP3SO{4)*yOpX@V|<smz6(x}1Lv7OAIt__ z-8?AO^}Z~>4?bu4%Pv2*_wVB0eVA$ITXwnrff)H|DQMNeJef6w`mxkHk}0?axtn7f zgzU((*OB}o4zz|GYRHj1(C%_tg3!?Qs+@Rr*r};@aO&kamAYu?;{cx&VPfzIb^<<5 zfYFo>$iPufGT|kDK@dHKNUGI$=LF(Z1wNNjcfu1fBN$TA!VN@(oX<O}1Aw>*vFiSX zWE~bwHPsRVCFDm_Ii=Yv5<V&7MN=|HfbV$K?>DLUqf8DpUOmo$H6o|T4I3-#Wqb^L zXqZaYGGK^M6aI|Y8^<%1pFAKv*JJDtiimPZy6W@+0;gi@`pY5U0>9BbA>!zdje_V- zR%~#>Qxp>d-nVcXM9A?{!Ums!0%yFGHAR~JHSVh8Idv3#QABu!qGw2`9>II#@dH%S zOlhC?1F<1ZYOhB`99oCo^_NqCNwMJJuk5b%0XiaY@00ZgM1+*^QGZf6FC!P{i6Vjw z_-0XzxH;_>U>Ggglmz^=>{&!q$(r_cx6If=)p1Ni6=(ISY2ob&TRY0{wtI4jz`T>E zbyr`Cm{Xe+MGwzLi7ibKGGtQUM~cxGSZqy^R-7GgdK91_SWRoXse+seSaR%5-6{PT zj)A-N-O@#_BcGL~*pWmw`xEn*r*hI119D*Dlv+{@5z*?gp?dI`*F2{A>I~r!p}^xg z+ldw0_xG^D*L1D44tGgYtS*<9qN4b5fUkKBNB?5*SmFARcZ!^&X`9E`?NyD~Ds398 z7l>(_uBE%WvGQ>O42m7`4YyA!x{H=Wncucc#ORQ_q#Zx`nw%0*0?b(peMQ~(cDIaK zOUk^i>T}&xu-NXa{PU{6+Me_?BHZ7u3s#N6TUxvo8na|&-mZ|Nu5PYab-gdk#{zVe zzwGj3d;c!}-G{WktgLQEy??;Tdwh6<{#+m%GX0oelJ>c{;hd1Woa|HMMb0R{xoEB8 zN@4pLNJZoaTBp&TT2yEqnzE)7non3%K{*IKkLdLXm9!&fKZQn6^J^t35lbwHPkwB% zVa0;+CK2(1Da3L@q|GP}D7@;iKoc|WtPYAu@J?Gz$x4`r!NZ3!YKl1W2%8KOfY+5Y zfpk;Y$>J6AiTT)&<uhoCNI%q!4}h@CxI8~nEE!2h42m_Asm8)vQlza!Z(9dSij9nx z-@nWaz?CaPvnh(yxp=SAPlF^PAhk0_Weh2#d>)odDM>^LSh{rASG4*r`RHo(=T*IT zED`;zKISa#6gnO?F2ESN98v=NF^K^WROGx=7&+a>Mq*I)&WkdMfw!t<6Ji4J)SpeH z0#uMPxN00@%;2gc2Ch#UgT7YBqi2Z`u!=(_c!>eWRgdF3g@Jc1C1e9o=*wdVBuOFZ zS#n)tBpk}^UGh2renwhHM7J)VCxy%@;1-1+3sf=Bwr>5rM#nbNZsJJLk;WCeQDF?k zyapnz7jU`z)^H|W-85vn-k0UWFpct;U4Cru-^IVXa2_p<de5UJqk(BT4WWL_dFzlv zBreEZ?%||Mb9Vu5K0GIB#e|;UBO|26L_~trvcV@Hl32W<kQ9?ol?6UfOzipOG-3`2 zO%slYNO+ev_(ZIbq4XmntqxKP2CEH;GsBrxS{-0TtPv5;03o-Zh;<;s3+GzX3q(Yl zL|V>Mi+FNNrbe?$TO8WU)FZ3NHqha|sStBU!l!yf?5&laG^;c~ucX`uMB0MV-aR@s zGGe$LloUnU$92{x2Z{j!eM;37=V^cf3_T;8l7OF<3hEiV$n@40B5XcJbez@4EJVHz zIHJw+F$WWl55g*c+2yuIrh1i_s2l#A-JTPu2fsj{7mM2+>kuhc<ifj|HENhnSMv(< z=yWwNV3pI=enon8x{?>?+UaU*0R5I$gy;azH2T-O*W6Sc5h`%dHmWlZ3I5F<PeV5{ z@F%^t*@^v+BN?i$@Vv_%xA6ioOhot`aptyxH~@(7AFBa~$VSnEZVL84AV-;K>f->P z6cbW6A|K8G42*<x=FoIgso<2~9i>9wa<)r}m<zOfI3kjvp>b`rNSmpa>$$~7AK)Rw z4G3Vgc->tAnTtx(-8B#cf<@G>DaJy>yJ_L@s-(NDh5I<bCq<fC+1I2#K)`i)NxD1u zNf>O;iTOfHT~6aFn?eN5WPBM!dal{{G9L%{q}T$Ir|QuIM+UOE#wS78o{;op!Ly{! z`IUAa`jU!|N|E_WP>ha)pJqi7_aE>mI7y}8lcGoXj;ML0jUyr*?>*1g_!BV{+|VVB zh!+){Is1T!SW?CKGBmIotoIRdW~F){1`U{IY}bp(U_@*EFZ3eJ43=G^`sl!nFamKa zznRVj=~T-iAE{UFR3QY0|0Jzg6&mS=jz<><G+I#<1YVnHcR8)>a4xLK(eeNfrB38% ztxJl`H-+bUEdkwdK%^CbFB^QRQUvKMUQ;BccBT9~P^2Y8+$CQcla_Rxd|M!X9N?28 ztwP8|>Q94ng`WFH5ou{sS~|Ekj>fDI8)DUM-7FDXqupTnzr?-C&L%mornx_NQGhSp zflNU25VumObtK@sSS8S?dv888Gnqb7`rRY@G)|2Ei6TYGBx<7gZc6MCXmNjHWQiFG zzO^!P-_vwjJuym6SbDA9l9jS-S*n%D!2$7!4&Q-OC|OWN%gC8D+k_LN1|e?Ud<Srp zrFYs76o~z-Ft2M-MeG2P;7>)#tmJ*R!vM_C?(3%3jgT|tqd!aEcuk0Wwz_MsNGyvl znk#DbpJFQ~#*Ft--AarET}=7ZpACI7a|&i_zV&P7K8gyKu(f}YYmZ)kW&a42*Xzjs z+Bv6y6+;Y*gD~col|1Yp;^<{h`klYf;F!~;7@|ojboo-uV;5yg%cYoN0AVM-<tmPQ zEuzRA#PM3Q5u0h{ll^>e3etFD?7WLkMiJQpar@J)#7xwq<`#+mHAb>^<C(Q#Y(azH z9aSL~r>^@JRRTefe6ycY7JRZmiyxIE;_GV~n%7f5Baxu3Y191N&&qNu+M;B+SBT<y zP+k@(giX(uk%_a1a%!$XeD+psbII~eENnYAS7<U@D3a$=hv*z<IJUWXHp~Y6B$54k zB5s>u3<X@`WA76-Vtd-&C#HdhJNCYJyswNaVQUC@r6+UauM9yVK+&6h7y{Y35H4Vd zQ4G4Vo@}zoRUGbxjZpqli4V3`-zk;TWI~Rwd~D_-u1|;ZJl8LorP9inxEJxOqSGWU z#Syp6F!sR0_gF&@x=Uk-Ka69Nu43)th7fR#^4$~_Lh)^G<fSN%z>^w<RbmD_7yG$N z%=}g3QKIb9!AY<Z0ha}6!Vm}&U8Z(?=USXkr*>ExIC76il*W}22y8KF{-opEi&w^# zu<hP5jRR&lb#HTACE3L)b;mq+XCE_+2=;)EujyR|CEfl>|MTwGAcco)@^h3-#5}{m zc?XENmIGI7B7zwLdo*0<Eup54SDGn9cB7dSFvEeB<`~KnvW)%EEum!Zb)jzvI`MQ{ zxcpL_0K*}>TA4Vb<>;m2Q)M^;_a((yt+-3<K3h>d{?3GMGaN+WROsi2@cls89ynfu zwI?4Y2|wO(3V2XRFUhRT9^tq&614YHc$4Gq(b>Hra%D{?Mqqv#iK`p2<KCxiyZr8V zGoA$h>nQknNw%jJTyUeCALeW_9@GD))x5FpjG9aO_kH@*?9+3%od(l$w;lNo8ucmb zuS20%W<vEe5RX0|yM3+Yxh8MWv61yI|HZX4dGCN~iUc$QstxIVs{Zo6?V#l)XMU0Q zwW^=_f30usnLsw5kDC5-eLr5q?X%eTc>k@VW7Xgd0&B8v-s7EWKEKD?S8G3<2296N zFO&X#pKgcKU&o9~_rFUTmpZEomhjhsaF)IHt25#IsV9Cl&h5854D_FKqkMk4kC%A6 zhI^w_5mh5U53kc3_zf>=qKbTl2$`zQ{=R;nsWOUO4v&3)qR2^(CyLy|e@&x#Bln?b zNGUz48ya$VdQba6XEQhVVnllG(F@zX10$PY?yd*pLy$y`_F)M*0di*vDQ4+T&JtwT z1sttau4rd?2^!+gxxt9TPUg^Ql_=|Iuls_9z)pyb%~BM=kF5IHc#U>ojhLQK0;pL5 zEbmidy|5i}OjaVOeWBz<;sso>qYsJta-nQ=46OEipCrCM{Ln$9cX7iQK>=uIM*Il% z6k$~*$=(o$KqHa(AjMDpZF+hF9cXYKqZ)}Ig9JBynQte;Q<O|gu20|cYR9*zQl(>+ z4P)tmMVuL1Zu03iwI+ViJeVE=j?0V|Q&e=K1g|UBZ~ZXh@D?~5StSDGshb@`$hv#k z5L&Gu8W<g-j~c@3P~Bn7E#pFXx093QlP)RSvNVVCd)`7kq5Q}$EuPtr+}W??ePx>& zi5@=EZ>3~Er@(_Izs#JeW|Ln`W+Z^%n!n1fR7dBUzwx-!zv*{x<MA9I9&3J{HtRk2 zlm7Fn*WE^GY6qz%*X5T6n;f<cBd`WB77OsT$@DI+UJ3|ZuI)a-b6_Re*&_2O?8$yr zq5n~8t`1b2M@%H&ecAvfROuy0!&YU2Q#gw~8xg(mmoj{w?Q)b2^NCS(=e3_@OtL>F z{{4wDb3Z!K2cbwGC}AV9iqZGUO8j=94~a6+q_n(|*t*UJuS7AucRVBLO>`-{R^d)K z^?GCk_O5}l^Durp5e5f%%G;t^kBU$-*ZO`bl0fRj`67D57`$}kp3><95J0jKb8=M$ z*X)2NzLCf=RVwxL0StXeOho=KwmB?e6a^SGFcSymaWLh9l40ZoO94C%j8d@+SZ>iV z5@C(k;HyNL6yk+|y_YDqzeUcyjl?K}yE@yEBS+-~7(2A1p}!KJh5XWvmhf|3`aeav zjYZ;Vs+gW%Sfmc*F5l|Tewn=fhx8#%gx~aATbZ`;elzLZ@#;~vA%MuieX}9R!m=uQ z+ETQl@Zc|FIAkRec&BDKWato`)p9ialw7kMyxT2PGmWm~O0LX?hJbS|UT3Q)S!8m$ zIuX8|2#=@$f=i2*!w{Y_a2Z$l<5iS&1@0CsA!P*}w4!8J9TZ}2<sgto+k7b93n{SG zDyk-_Vkx#BhA>3cMA(oG$4Yq0kktU#7)F$=s5(LOUV<4NV+3HHW3gN6hx2iu+-_z+ z94L1==0k}aQgPbZemGFR?9QBYw50$y7odYXz6UC?*3iS37v+*&CNG|Fj_j8XI9AFW z8OkJv03tVAQ0LT+bK>9|gvyhVXauS&3URbQCHlb_9Ii1NMtn`0i$_&L%>cVvRq#|$ zu<n&W5biXoGK!L|FDRo&9f66D-C2pvb7QzszJXgBtn%Lu^j9K5^1z*X2oDD^+#z^d z6j3PIq@3ER%X(tR$W4w@o4KzwcT}7+SVk`cQqhn1CGv8t5pQy>9PW@H4p@miPa)3G zNupRXFUzG3W0$5Z$1lfwPT37_RFNf5VXI;!vc0qt$CoqoAyK-&%ORUD$3{zil}u4x zmP5TChlZ>~t_KKfQ8Dm4S&6a)$$aipJ4RLjt=MkIoqZ=NfFTT%widM#{@58Kdb#iY z<2G|Tc)N|!fJeNuKZSDz8JTvT^t<fRa?h*+hIrBCeiJQZVywE7jX1nUv|BFXT9d6( zUd82ytp_4mbR*6aZbM<SR{|ZO@LiXJq>tkU*G`Iq0b6kRF%qLJZ}P-ABy!tVOFZc= zqg1BPvXQ8vuI5I1B+AOfxv5sGj?K%$r54NBVwE22kE#%cs_z)PbXh-r7iH|DL|F@# z$mQ<JNFXmUU~A=HM%nDA;F_sCFs!oaj8<YS`ozuD;oE`!S~dl7o(K;IK7~EmTH`ZL zWYeSavO3k!-KHp>LG#qzNF+iS-h+n^Ak%-kPTf~Va6R3*TY{@j)H0(=<Zd5#gH<A7 zf};lKS|olu&|k}@Pi?D}czv@;qL+``;$#wqH|`jTEcXRtY&bwxt4a!lmJjBWT7t2a zA38)!xNiUsq}z;6D6_c$=yrt3)*Iwxv&-zA!Hjs^0P^+J&#MW#GhK>60Ggc}oKcvU znJW%P#x}lggYh90u(@Z#BeBTbjNA4}Vg-D1()S^NT%Ys|YLUpHV+||=_7ZWpZ}@u~ zi2)GM*es#w@l&)#$$rlBhT*fQG#I-qfk5LijO>EdhVONhIm5}E-wk6V_CFEsPmH6d ztc)vR+l7k!p{6h2RY`We!oVoq*{_X9`lFCHPwBT(yp-v=nEW_{=2}dC&JO#I0hiUX z<sc$qrFJU^o_g9#R*q8H7H&9L3hBaN;gEhKb43e=BjCf$YgNNhI><X44nlX~6K6PN z4dL}5cjah7PxK5&bTaFwU>iNUO4z_|34zn`HZ|hU>$ARHWOM_?iM@akcNy*;RNkBV zg!Z!SoFZMz;+wHEx##TiyWh=t68x{D;KxB`PfgN*3K{X<=x;I})BmT{yut2_noIik zefrewlONAcgUOF)N4{?C7g>KD3cWLT=}e)lemq}m>5h4ZugjbDF8>9#GkI@69+{W% zn7$8L%Ih8SR)6t}IcceKW<Q=^sQQur*ZRipGI!=5E)oB^z8_vR`z+Rv=f8DytQx$K z4kqiykLOhL*^lQ?t?h7nF#td7WzxUz)9rBj>zwhk``;yvv&B^fOZe+RILlu9)tT`9 z)DyoN=l0tj2KvvrQ9eK2hab<b;a*5cpK@;L@$7qn=_0zx1oagfWNtS5>&G)w8++is z`tjr!4f5f?X3?^d`%nP?uCgR}NwS*j?LOd8G)NiTJ{pl8=#{Q8^Ls`Pc>!P^j1Qsk z!ZKw`sJvHWskRnXyEHp1tWlKouTUOFPW58&YqcAf6|$y@la4{kxSa=}gHuoFC&L)^ z-C6r!<iPx4tiVyHVi{{?lNJ}oIvDZFXk2Z4R35Yr&yy8Pkk!9Sp3BjtC|OH!+~H3} z$xgKg;_n$oE{k(nEB7+Wo&(HstID`zSS7B6cO5@rGx99D#}9`NvyPYSJ;=r;kL*tw zCGy11zhaWCGVAyvRnL<wTg}90KeFL###z$JCT2MHS!rb(P1I%R6X|Vb1E9Uem2H$J zOr0x5!$&;hmVG@kGH81CmQmgA!<jMYt1S02ej5a_J9Q!qj?PJLw?)M$8cxdpL2%Uc zGKxKrwsw}WNMSPneK5K^pgZ&`y|mY8RcWbkXKf{N9u(*1Qi**q_9)x9zG3XOx-@qO zvHw!^7=>aBi85;#1FxibG<v8*5KCC+?l~BFTc~hpd&cM-?QNS|OcN`NwT>^NUV`*s zT1^8pVM&a{=({xAu@3K~Z5S8Ac6gh~@E+b{WcMf=&t5)fdIpWm6P14Rq>m287JXh_ z{JaF&)dlg=x>)i{<R-_s4c#sYK5j#IIp(F^jo~$|4?b=~%XHVdt{2-<fSU`@<;{B( zmgI*_=O3U@Vkvnv&)xAkdu>>Ne^lc1`P<!VlTll_a6SS=V13i?{8heUW)1tK|9Cij z0p6Am`H+5Igtu0YGV)zS`0cZ{%kk8EhP97X=BN6{7thEF{(8>yZvV-C=^(4S%9ZRS zhWnau4R9e>;u<QJ>CJYh6S<3{uT`9+Rh?Eo#D#~gH<a>5oD3^s@^~YUCvG7rdg4|; z{CY~w$w~w)TBdwU5Icxd#D<V$#PtnF3V73QIC3RqK($)Sq#VlB+DkJKQB+U-2jlkx zVf)5QGiIKIPZEB-Br)X<bmUblR*|(VTD7+=2`Cd49dW6rbS&w_&Pr?rH@bNII-T>Y zx@pqRyZV+50cgvD7o8<=hm!0^2z<8-X!cV%0!tKLxF0@(Vs+q*Z6u1_XSUc7WMWcy z^_7rh4wT8k5~O_jX}f1ADDCZd41lvb7fv4ur{&^{ZBj0ZL)z)koUFVzUk`+F*{ZE$ z|7{>i!;8{NB-(WAo1!{?>aiFCmwKT^+YW@9SLb{~@GJwmZJ_&6?$Kfqsu%ZMD>2Ew zr)~!Rgg`kLRV`u6<FoxGvSZI*zEYR$M12UnIl8kCyPOjt^G$m7jmT*>y%Bvrne-N0 zRUGCg{m<JV7uk8aw&WK}9IGq<H|a7T5Z-l7=L(#d^QHjL1Kwsd#Wa_ecwTD=goE}q zT2TPI*1qA01U*SsTLO8P<k#lI0)zOlBZ%P?lhHQ>R>0Vil~5aw78_A5$!5QFTMsdd z-M38{(shGcw}lXRx?VSB1TO11cUjB8NzilKY&kjudm~D$Lt>k12r`!Srp6FbBTVh| zY0bcRIzKk5r+e|V$uKZizeN1}z+C;koIkIez>S9N$_$(;JJo&%ZqOW^klW=GbG7<u zjb&J8%vBz$|JVQZ{>EGl9Bw6-ejDp_&TBANXQIJe-4Q=ASO2aazl*s#=lv3M^~;Pm z=ISr=OqKa<%vJe*SWvaMj-9E3j)4JT7Q&j{+3eHeO5IJf$@0r|4Fo@>f8VE%^T)5` z<?{E_cja%=KgvJJ+ceRWE*r*{vrQj}n{)Y_bi6Me0nk22ud|BY8OJxX6<I~(Tr`Bu z$nsBC=Jm2=8xbS^@~*x=9xi4*oFiY-&xgS3BupwvS8VrQ9D3rY0L+7xkw~FQ!6aYC z2gOh6GI?C^t2g6A5c}p!DTWXfKzyqDQ&ez?C*$Q*6!DB20Zk2~?09-zDi`m#ONu;K zWSK|s;+2se(&w+Rl$d4Z$oqi7`0Ye^I7-XR<(9(`9*#;x!cwhrwQ3Z%59RV5`X4%2 zHR`drO6=aTG_Vpmt4fQ+2SQQlt#N>EBt`|C@K$0BiMzz(CyP-gfD*HnI0E{v5?8`l z!_KBtDkwDxlj)q#qR80++A1UGQ*P^sozm|i)d|eiZGMjrGcFJ-gJ(6P02L46+llaq z0<NqOU4P{;gu%gGEkW2H!silTZV0cB0<MFYU5=*_!`q0m5+%HrX~cUYu(tV=eVKnY zS)TM^f0y)OXP@-%`}BkT^{;VUG7g<rx)m|(?~~=j{#p^Q{oT~}$5^yE9{{F(NzZzZ z2;ZD&zpXA7_r9sR{Nd;YuReo-BbtJctP;hdc#S$gOME(y0^zz^6v1#|<dmTrRq9|Q zpq`7~s?s=njGM}}9Bz!bZRPZ2g9lA3WAK&8Kk3NGL$QweSQ!golsTO005%m*a4ci% zOg`>dVkaP6-;~&!^ca6EF-l!rV7glv#YB1nx1LIT4c^MQ5?)I<4dTf9y2X<v41d%T zyXtl4e9C15UQ;mX7!nNuItYJ01erQ;M>QNW(X&^v95RJvjqSg3M1Yg?Mij1JPO;k- zLSb3W-2V`MUe$YB>1hd0SWCE3w01e3R*Y{eN(BHU`f@2AZ1&X@+AL4{FojF{FnLe< z_kH@o6o%JMEg6T-E8U71rtrz~VG6B?*A#B*`{UtifH*U>AIg(1%b*Iv#FDO0E^)IQ zgr5%~qzlt>RI#)48H|LQ$R${bM1kZ?%1BI&6SDdtvD}DlRl!|zbFNy6#j%I<8$#k8 z@J4yMV#?{GsC;`-D7}Z=l5Hkm34c*{1X<fu7cHR?oS|>DmhnvFTSJhQcxAn22}Ee& z-NRZPjZIQ>U8++DW0V<)(_SMn%A}(}yDNb!L*mL=LX&#N4Iy(vyep%4f-~5!BQvGU zck}mrs#5{}!rJe@PQd+MXXRBQLFVJ87xQ#Wk+oL>2xPhR9iaz(vStW+Za($<Ve%B) zC6tra5eHgDe_1640A>27sOPBJ5+2+6p+mHUcXFD{YQdwN$nbl!`tLh?<J|7e{-pB` zsOL?(eC4XRR-frIgo%m#rr$P7*ZghGAO65YtazJ_7f0=;fS@PDUROpdL00J+`M?k& zjwWsr_1S)IY9ps%zV4Z1ljCXM^tP|;5P5C)<qAI9?CZ2;vpnfz+FH`b^z@{E-=`m@ zt@zF<OU9w|O1C1$wDn~9n6|8lciP(2_s7H43G!Md%AF28R>VVp5Pm*{tg&BSJ@Avu zbucoH-Q0!`qgcJ#04JUpYke7cxaCu~s>pm&c@$*`ohNm%*`hitA10HjC?1#Jj6s%M zjfXNTqwM=*YAu{}1Y?eP2$s<UVFCF2fsvT3dQi185}dmAcw}Td6kRlxCj^1>Oie36 z-&Qb?R)VZ5f})46I)EY5YhHACo2z9!9Ft{ijn%e4DX;dd23sPrtvc5MC&poJSH_j_ z+TqDga2J^M&h>1E@d&A$l#T398C5$~dBsFt+Q(sbQ_!c5D_c`g?z*sz)|b92(_S@f zU6)?&RGKV`q(^c_weWei*p8Lf%LvBhVDyCjDlh#Vpe<Z;`6@AaMSecjfZ^GB{b?9W z#%*t9jPGy*Wi=GTD02V@bp6PfdI2-mGK#dT<Ly-qM9)YqSVjW)Bu4(B#2!GZbe55T zW~rxBiBVsjPJ#y^<^;&4k*KItV6YridAs_`xDvKwKvtQuaA>Ew@)-m2MS;e8vX4#< zBsOOzPx?KP;2)%&e95oj5q0akFnAt-fe&Ul2yqyDvK+Wr=vl_ff$M9=OsyPZ?PXb( zEk~EJ9Gevd#?^HYzKEhn60*v25KgWXX9+3F2u@ZjR;9vWwF-b4HV(}m!q4ktOsH@7 z$CFV5gzhDBli~U9Z9;8JPR8(;K}RIJeA~{WxhMOTUS&<m^+tcwf8ObxeNdmoCqgAY zY#p4Y)Qz~#@kX`j-sxX$Ly)a5(GLv46C)m=jFk}B^TuRU=E-KoP=DzBtd}bLXxb=R zMp+JvafzqO61+q>H?=DGutwW@vRx()<gxi=vzD^!o91B7P^_YrAnR;};5CF^WU7nV z>d=7-5A{=rJ1k-)erLtLc_Wd@B3{U8pAw1mNBq!J0~6DPAfi?xuZ>-{%JcXWxI0@E z(IQ%Erv_w?EXzyVPJz(!dD8=BHckMl+M)oNtodA2)2MtKiNHO?4MFxp&PV4gK_9nd z+p@gomjQijSy{$KpQ9ZNgs?1S`p83~KCXB5R4d3WIr~Y*R@o8;R@z)tvxIkgn#`2` zuYc*4g_#mspRzycC2`E;O?n02L_ya+(=pH*&2~-K$I;oO_gY*~OshNnZpO~pP0y41 z4s@B<NGWhqH+&w%$VC608RKh<WZvn$w?z>(VzQL?(Gma*Z*4=s@l+;6s{<|EKH44~ z+H1YIZf<L1U)D=H*4o+-n&ah-B~(D@cLY$ih*@a}Jtd7GX0-0yw1j$UIoYvEOEfEy z*nm!<gjNC`UOCtX3WUb1<=8-h8&;p}M<OPYOT{W5GEbn~S^0t|Q?*TgJ-cefO03<t zHYvaA*ob=@H##z}hrVei?v+BY-wGTf4N7GRcrrR$U7`%j%Ia9%=&Q_wwOU5`{8F)e zs+IhixM1C?BHPFko2{<&*N|M>)G7iTx+4rjX9xonZPvP3!q(8qjtW?zUm3b8dgV9! zFmxc-(&d))ngLas((jgJ>*@%?J&KhP`fLhi87Hd=E&@KqNqQylOfl)Q>LU=iO|Q~c zIh%Cvh-pF$-$gIt`8E!BKNU-p<rIP5YQ|9`!BQ=OSEGvmxE3Y7mPVV4l5Ngwq!TY0 zda@FE{;7b4D*^nS?l&Bzv%T98YK)vwZwM?(&4;cR;-ikXg&@7s=N5Majo55IT3~IX zpr1?2$Ow`ZO39~>poolf@0l#0z6Y>`tXs7W0UvO#y^Ib;_M)X8dnj<bA-atYU380^ zb|BVkaw(dk<d?4HPSuUHY%kR^KJi};I?D33sh^5bB}(6O-Hw+DPi-k`C2Va-qO`9g z#$ZG4*lkbtk<RK}f!03Lub6H&9seJ##FE}*#B<%WrpvxUnz`BZCXKjB2SK>`{?_YV zB{})ReXg+BME7o!Scw4X{wWb7!8(x*#Y%|ML9?k#)w@zz(lo1s7#r?eK6LQ&@`|ZG zZY0WdO}t`DC`Hx{gmhmCRV+br8xC2CcaBYsa*b!R6Jc#2kZpCVwn)SRf(vO0ULAO> zazXM}Z@!-H>Kb118-hNA-w`+fYWC|WszR81>{y94nW-kiQct|_axH6DSJZ^s6h+w( z8uv{bg2IwH`#p&gL^xEd9A=j%A!`r$cA$SO!FslRjwM)~n{-B(P<jE>Wyjb+O*k^j z0yvAwpBTTL2*YM(Lb<n7%U`(R&VFPWOnR(k370>R?O|feWx?%tgc2)nzztz6(F|eW z`OVd7masLind3nJC7}1UL=%fvM)qmXDGgHJ^gr*VSP6Ow|CwLbT1gi7Zk1DseHoMD z{C%c(f+uo<vB(E5klP%SUj${Ebx8+*CHIX&y12oKVJ(5Uzq~oL9ALJ`WOc;}PoFXv zLQZUOlPx3HAQRDsqr}pD*$^t{z0Ou#ELMtYHdjI`dZ+UeO!s)YfaiUa4EsyHO^&Dg z^tbyIsa%{N_}&jHwwdNYfIqK1<L3L7)JhLBvM((*Ic_c5>q9DQKAC{j`z1MjCToF} zw%K#T^JL=y_WQa2edWF)*7=e9NiSUWhbjHXt3Dn^6{v(!gv{5Xc;2XA`zHI<lHU$w z%O~qqX`uJ1#gX&AAqT1gKXUB(L;88rUAm?WCjDyAYmp9_ooNuy?Nq1};o$%dUgz(X zqkA#TeW}=vAX_{x?q9b^&FFq3<G-JbvP01mhWT^ddIaE+6hwE?oOqCpM|i8|LDteW zWLsCAsjAy>@Ip>OZdZcLT18hsrX#&Cl0wggf4?&3l3muaj$5fG`}IxZA6?8BcQ&t> z%)5t+O~@?20Bw5M?sP9hE)s@ml_!nPj;byK{a^%eg?lq2ky|iaMlFHs{b*J9Kzr#$ z$f2kd*v)SkWodEs;{#)s-4$<T45O@trGjf~y^J#Ki63g~P-L#lJ5_*uEnle8r1o59 z8i`$&YbAFhk)2N@IKbhH64^5;blM`3+l!p$S`UIKfTyA<D)7p(+UEFnpbv?Wc>V6x zac~&I!@<i|pPkhqf#a0d>W&8F1rQOEt;8Z*1ck9%CGtX)s0615EE-MPcKyHu0MJ`b zs?_c^u8L7bHc~FejgHcOT~9^VqB<_$?O2qC#R9Tpm8kK}baAy3Sey20n<ElT5ND)Q zQKEg-v*1;taLV`G5uWAlN*K#sLwFV?AIc?57|Y$sLbAk<vM2k6h0Gk`fO2wYf6@zK zScrJKq}N<;Ory{AR;vhdZ~C8)rR9v)E%`CA(O)o4OMYF}uJYCMKo*u^M`-w>HA|qc z<Q+jqRk)C#KFbyxM##1eN7nP69U;;G*XD!JI5Mo3AY0^~iG9BkYGfH6tX9N+i#=G5 zh9h9!6i%=UA102q<BZNBJ+DdsyWX?!ay%WYyd8^|aPq0YijCc}&A!IQZh4B0eP_B9 z&HBWmd4)E*xg)T6aWE#w`LlZ&2SKb<4jYNm%RLjsNuo^o(N}LJ%Hl<18(2as8r#4S zdeC@1RtG{xr5sK=1m^ag@?a^tFO<KZ5_F>qN4;WZ(}o~xKkd;gAtg5c8xCOnw6_^T zE9x6=2)v-h6q@Q(qKCzEbsEm|y;_MK_W*ARc)-bqu2=$3Z+a_62l>{$%^zveLHfST zCec=RoM%|VZQu>zG4Ph~47LyDiY2@Tej0}XUww7XKO6Y+N5(8OlJ4wJ16<BjZWe>L z(4$-B8q`f}cY5RDC3breN01n`sjoN@FvN96b8beQcSOG?Z0}0&oI$w_fk5%v4_5-9 zJGn-q8t(91H=K0iCMhZk*D5jbLd^wBkX;3VST=-8Q5&s`TC8f7BhZj6YLCiQT=TuN z5@pD#r<5TOc^~XgQxp-6co*|gRDMSnr^jwnRM1c@#Tkjx-mZ1mPs+<k5e+w=U3zdX zI@zs+#8Gi=wkR>{HBBwM7RB9_My+2ZvX1k?ek&&K#17aHhy>(jQI8IUoa>)s=0gWy zbZfQM1qhPsXiEt43G=3bB5uTeqZ|=lrI-!jg+lw(+7PzJM66eGDgDZr$i_pF8t?4G zm=I1O*GY^_!)5fWQUL`lFWX~euBW#~TqC?-k0)`mMoVfM7IC;6in+7pc+T{?;$tlY z+1Ey0ZY~;#`3buI|4<>n!%`jaLbDQOa)@rO(;(o;A2tMfuG)-M2iZt8uOMl!4zi|w zZ3^%Mb;DQ)cNWW0d1-Xn1!k)X>*XA}C2&UJL$*cr95wFk;Zp?{33+N635p9&%#l$Y zoPzyi087hGbw?mRaNQIovuO0u7WM5wf2~v%{rfvQUXGP8iUMgQhhwdH2z){4EsTj6 zZ`FRXZwLCj`VyN|=H_@fWK5<w4~D0x%oU+8M;-MMdh?c%0C*+&BV(0yV5*x|sQ?MZ zbE`D<WUvD|5OTtW9ihoGEZL$ssVW-Yd*6<RKCK{$6_!mqMpvc(Zkj^|y7b|5bMT%~ zcEuY;vEWfr)((ua)6I4Bt?w1)hVVkeEk&(_t?f@b0KPs;#r8WOCr9?DflT_C6XFFO z^oU1=8yt%{K}-;l@&?<OD=J=@CcQes!rA;46hK!@dKcrEd@*Vf;gn~Svs$@KQ-$<7 zH<vSJ1kR&NSn4xPB|SJIVy%k!sB=u+5GuFT8-hM5V8gHyu!+ezt6a{hH_Y(T*xwHH zcMg$iDYE49RV`smF0v&lp&Z+x;#`?+!?XJix<cD`2=IZUtIq1EyS`#SiFCYlS=+rT zxbxtkWF!W!uaj-d^Dyy>yuT8N|JQ?Ud7P~rFO3eh3ds@Y#MX+Xb0J=oB{Tv7Y;?e- zO3^7-9cp5=a{MGLvbql&9b}mxdf09uX40!?v>`}uuDZEcbci_Zgw#*%aIJL9Mxt2w za$(&qgbOiaquh(&w&<`Dw$_fIF1dYuE?Vw$(Kq{(UZSwIYSLL95n^{uZ<*j;lbmOX z+rU@%uR6p(uVbEC$-}Bi4Ks)ZPx_r-_U=5*viZ4`Yt9t!xi29&(_DUW)B2XJLiLuB zI6FN%qxfLtfg~Md(FD9P-h*ri^!K#kkkyM6l`SE0Ws^6`$q%AM9F@xekF|{s;CAaW zb|qkXYTXbtTzS~EY~u-#TXbmC=^zHdZ>rm46Oqvn#LRJ5YPAkTG%CFt9b|za>qW&J z+_pntTi#l;jGo)wQjd(h#3qD@VZ^E4w|c5I+qpsnDN~08x}&!ZEK6k>m3_k@D_(+Z zS_00St!@a-5jJg8M(24Vhc63(uolGjF!jWHQ&xTXqn;s8i@p+x(q|c^7~UeD8VEQ| zPXu+tI1q;SpX5atUh6OrhF8K1U$_*t61Mh}*ZZv;kN+S0nQ@EqBl~MVWdOEd(wU;# zB!1XQ!sRKz-czh>@$#73cqE}P)gR(m<yDM|NoTE?)z}z90jh9A09U4RL$+upE!C>- zK|WNQj14}TZX>a9R_fL^z}TcpX|||Je40szr4_gW<F?vLY^6tq3S9}j*!R900s-D# z4$%@ku3(Bt`KcV<X}-8sx%V`mPzyYIFcNuwujk?`0Whl2HiQC>ZL-xN7((wQTjeUs zO!Zt^E)Z23%rheqpv~y**OSg5lhWK#hG}p(2DMXBoXSQY+J;f)k}_3yX~4*AM|2{? z2mmoJwoWCEi-)BS6ZqsTu~@>^0&sRD!@^jAckugIbn$TK9O=CWzez9czEpV9jXI;q zT1v@xyvkjUN8L9veC&joYai%$K%@Ob<~mtL9J5FLn&}_XwYdkn{k?3)s}hw%&I?NX zNx$>g%A&2j=|3J0aJ{3>2@8wok!e$mtj{t$fkzc-b>&C|xWja;9J*Yq8-fh;UKuhg zq45Nq#lc#J-W11TIAl3d)L(EAeqMz4>pYFhLr1X&;gM-_+~2QHK!+fjh4|%yy>q?H z`JbXLUHLC1I+mSl+VTp*BjK42JASb;hk&>7Fb+bz9u-?c#Ve;-LM*bzO&gAg8+P0f zl6+AG12F{I0+zlhBg>95DAv<bPcbh^VI4o}*$1Oc$F;<2CCb(@<GW!91We3x%REKN z20)(%9-5Rm=iNuEyetum-UAv!;31K-?GSj7RQ--1J)47eLrC(m!4_V%mM_CqqdRKN ztAe)EA%k)jHbu#5#&cX?35~aN-s&KmqsA`i@R4{IRokXB;zlLJ4S`i&+4R!Dc?#ZA zhQQfJRIIvBg6#Tn;kVy=JQp~$+;}cvBtFjt4B>e$U<l9kx+UD#>xM7@MGWCVKbWi2 zoh6J}ZZ<nS$jtuBb*^MDPBt+8%|6m)zoBqAOL~>HHI930x>zX3`{y;Ch<wCQ80q&X zVF4KxDeP7gU!cjTx!y8QYd+*%*3f0eL|O>}=hiJD(#O+=z!g~95F(I13a<94w3tC@ ztQ0@A?zacOny@Il($p=ZtZST~nscqLELs83vZ_=L=<22&c=wdo23OlAgNDlpqXTcX zm@p4I5dMgG4Mw8wwmB*=1leO==qM{8@+_%lqeI{nzn5rq_;#SbMlo=wJ=N;rNVo{q zWQ$5wv1X3d%^a0)S~d`hBQ@JC6l_W14Oc?Vyj0q7a8QzW%5l-xzEF;JCSi?NiMoI1 z<kt`gOUknuL!hGU)>a+xm-To99KMC2zm^P4kkZVzh&+MjSjH3;?-){t>Q2Ca3*$=I zTDrhqxy|eOk4G7|CCWTj!D8RpUyBA@-jsfqO++J3LSFGieHpDFD~rT+%7-{fZ@hQj zq<5JWba}U?^F8Axf0Jp|+5Db>rDaF(;7|5oD&jeaRFKTMCZ$hyP`ctyB2gjm=QD&< zyaP_x5C|($Si`M4<RlZLE2q{Jt6n29I*ddyJT*+pzXY+xF>eU6Sx?z-bZDFivu;@0 z;oE`!np9#wvdDc1-v)vHwkb-cH(qF*sw=j(Wd+w;ijvB9&kdO&$g)$<04+g=T+iL; zfY%eQ2B+#8`fJwp`AB*R-wmOA+{alT5iuyTF3ta#CI$_8Sw_bD1=B^6349hl<_r(! zn;nONXJVY`&h@A+y^LMY&8<XP!N?G@1A=$)c)Fbi1VJ!UsT+xsn21_s2t1~(bJrP$ zKH-p>O-J~4puaOfse}eI1ZnT$6gzqOI)<=+WA!^3-(_*tI6|YS@y4pFdq7a!!==i& z2k@j~s`C5VSLwjIZ)`-Ay>&0`%!q?|m_N&RL-@L1;v!2Fyt!Y#t8jqTC*j{t1T$&P z_4rtxKlN~5k?#5I4K5G(VR!lH%Z7t`_cr_Lpe}i2YaVnVd*^x58z_&gBA)c0S2_=D z72EBRsdt$EVPgvGl@77UBOV^lPA$QM$&+>j5CvHptptrvpX!Dn-9vFC7o|N1jJoAI zXf3vu@RC*{VH)&ntP&G@yNP3!m^IQ{u@Woi3f*rA#McMQZzVKY+Jv}i2d)Nkvfs{k z-JMvDz(OMCWU9m5LF|#GI-{3x{sr!ol^A$0SnaovbdVox0|cCOVl7q&*+n<}Uk^<x z%XOJdlWjTqww|-64WS9GZ<Lb-h~xQ)A#jq;C7&TQ>`b=fA>dQx-Ely0##)-UO%AxU z^t=ASC~N+~I5z!@DzAn3kQgjsYdUzoE(Z216lcjUEhn3wII=%l7hk+*gY$@qiI<bZ znh-g*z2uSJxXrfdwSjt8O?vCRaq%Xd*_z->t6F%|65wgkYw&5LmdFxl5hxQB#}aWv zD49sOmLN+I*=yRSk+0=sUEn`;xVJEB666E<Vk;#pTiG+R6f}gYuUl+URqCTt|Nb)& zKp^=XEMwz{JFnmGEwPFHY;DuPUB+{tI>cI{Bxc;**E--8>9{5}1Ui4u8xBtx@w6du z=o)rq==q?x4XDT4(c5+qBP8Qv>Uc|ac%;+`xoRY49tk<yk$AJwiIQQ8B3fOWbXbcL zla_qk)T-gq$coVrYUDD|5<1Ryb;H5^rLVTnawt(k?Wg__K@o7-4qOgLiQ8%kMBz!% zDi<T~YUUyM=x|-{uVeQ$gt2fwJ}LkGK-glKtHpG{+D{UGSYx_swGy_*G|P5Jwh;3= zOgd=#I6)16aB|0K!;^ia6OK(m%|Fv|cTSu1R`IHx(*L}zqS%j~*Zf#LULTiW7{px4 zuBU|!2M~lTtyT`=s^}JL<>2fOS6;&*W2_Rv$Z!x!BBV)OGk=X{l}Va&-b>~t$Ak9! zHP-Bm_WPSTe_lDiM*F>TY|wro{4UzBY<2$Y|N3yF{YC|*1y$sCQFf=i7VUQ;TD0E{ zaY6h2n|k~<+V7P2Yqa05GCpX(zsfUJ=6BJ4=T5@XxR*Xf#o^ApU6xE%#r??Oemmz; z^uLaxso7uWf&;NQbe*Ph{@mw0rvJ|?DhoXgpS>!&q<`P1&uveHdKaHzX>|B!ktw|# zYphfw?5{(yckU1ft{tA-cXXFuDe8`yWPRf=tll^8U&G9RW0N<TFJ=Dec?>1{G*RN` zEWb}}aPyR3D0&Hcs`VS%elq-8Wij_9>idtU<^I2^?4Evg`e09n|KA46s=*Xge9d}& zuRHtKHE$tk)Sz><4g-rlND6jfne^}b^v%Hf>zs2L2X|R9*6cttUX`$fzYc^igs+|J zO!$84j$e*>`vFgb{^#5<pC8cc38&=w--pHvEjf)T<B2`b%ZBT4wwI9?M^9GuZ(bYv ztY@2jtPVb?j%XMuk8oo53R&N^6Wo9BU#qpak^4~CjLVX!z9gUpZ`?=dUJqHT5sAIf z7ZxW**(!lEU>U10ayl~@rFiEi#@=gp<z@VSAndmg8i|BhXOn~<gVbgJ#;(g~CA-_q zUBE2dl_68nb@9IXWXv1Jf3jQ7&nF4QKvVSHg;5{N@)CS)hi?b^kjMo!Pbmjsa5Q4; zZi*tjM2xnmM`Fy4zznu1+1W(GIvN5X9NF3C2qnwd2OjcJ6fRG(ZHj8#424Zmo!D%y z*`j*p<)}Lqg$HaY-WC--_g*y`iLzXl6?9$ODLxHs=tE-A;IPqr5=$5yiFYf(>L3lF zp($q_WU)IKAM<J$SHimqp6yW2zFjv}w;h^qiO5-joC+i7Q*H%_OS{NtdMgpwfH(cm zJH5%27PHAOTSPqDEdw!u36W$uh$WMXRY^W$EkQ@fA}WhfYpGa{hEsG6mV<{nTq+n2 z>3JoE4F~ttZqra+c8&cSo}UCFs&>UudI&$SCZE3C{dK%<aBiUaU5@9=_CJbx`N)@* zEXfDlS9l53wlhq#+1--w&wajMrbqSSd(*$~(~sr-r~E&!e4~Ru`ToiK+{bZkBmcpv z+|}vF!&PN!BnIK2-02NaOnT&#erqA-sDo!SeGK`E*SpsZ`4LBml-8zVz8%u<VtTF` zl5#EP7RN!AZ0Wn<V|J)qzI-yKm$BkLXcZ)8J+~B=pdch5*R4h6?mQ2vPC7Cn5dqOK zHbUOUGb3?*6kC2#1z(Fyu-{c;@J_6FUTU3RMjpT`p6V(Qlr>rVS&4z;HRjX3j)5Q^ zu@uWFHpUUX>+k_&CBZA)W*G|}4(7|fC6+7;;E6s6yy?dC(nxHPdC;FE;zs2N?72#O zZP6mp5Z(!BGE>r7aIHU?sefPDIpHC8!;^gsyiV|gDg7S8;9GDKwdR+lR~H^{34x77 z+7Y<s!hA19cwWVDcxpIeVY2fZ4sOQEri>D50Sw4+$WkFH=IP4Oc(KT)+Yl-pV^ebw z2zX3r%Fr#Wp9tShgfX%r7r~YTzbC!Bwj6|fVTH969$XVk-J|6QnHVb@0>0gf^}P~` z+N!BZeqMd&?T1faBV>kbyDud+8J=Sa_jc0~^+5j1*|gj2+u6<L`(^qwTRrLD_vy#- z{!{+D2??=V=6d}TWaiYy_%sEK>2y=6A7fNM)9FLG)5moBq~B`DLNO~Y@}ousvEcHy z+K?Y{oqYu0wNLuDL;6#UEZBIS{85bWk2nvyqHE3Y;S8g`o2z~gBky*5unKx$$D(4N zF9dcpgncnZ5r!=Jd@QP6PX{d{xPiJ+J5)~QBeq^fl^~Y0Dzf)V2*mWBzv9n_06tz# zCmjQL6&KX}BC!&Cf{nc)biGxwMM-sQN$ylDOa^#MhEX3x$LLQwilHN{us5o_He;2z z5}sM_!<^JmoGj)hbF#kPAbaHw4kLeOAL9cbaZLG>evdSn!dvpi=9lRx1)INfvy*Io z;*RM>`O3gc3#Tj1l>=89-4+=F_Py9T;EK^eHZf%+;<LDk@a;qxqXf^jxZ%iNhU2at z_z$FAJ>*vfx6p79ARXse!%-^%L#ySe9V51>xlDPVpY`Er@=-(HaCF&>`o7_i0R#e> z;Rv8+czWSVh~a|3SVaY1)t5~LgBU|uN=Hj5Tu?h_MU_l=BWJ#cCA=e^7fBlqqA=+` z&Tzz}(d7o==QU>D@%M}|u?w<_Y1diuCc`s4r(@CX3a^^YsmMG$BSENnv@o(?D&QI* zU!}T93<m9H3&dRMO|htNwkKU?qvV<q$0ji_f@X17%&;B#5hsJr>E7*0fATAmL^j1J z8nT|y?9~=a;Q)Rz1$pUbDKj&ygwQ*F@U|#AVcb;dVT}4(*;|R6t$H?6tHhk~iYQ0r zc@$qK`XJQkVz1p~{Zp7^T@$Vgm(48Ow%KLdw!3WGwz_QFw$)|Zwz|0M{nq;beXtKA zGmmnPIWxvJA|vj2LMqvX)oo8ag3hAOngki6?6SaSmr&YXQ@3~_jP(aVUPiko%lwxd z>_a?NK?j5Q3H#(#>1{xO<J}^9r$%~1s+N;${U2EyCi2HUTYipOp9XR3ic?{VhX18h zJZ!|VnvQ$%l~Ih%a~Nl&4A~)wpG_RDfeU5^OI1(1UP=f0hW0xHIbrO&{%aum5ZxV_ zw}BsCqz)5*Bl>Z)YZnSCeUwD6MQ3jvlByjI0aCBU5b?II<xKCbmzK$fO9$_t=Dboo zErgPSb-8MRSY58FJE<jHO?gG!(9bcz<BfL*9Q2#y&mQ#cmW|>cijcew+++s&xolbz z<m!dR%gR`q&lHW}ra+?R^D>Q7CQStPbKHGQyrFyh&c}RV&yQ3Po(InWKicR3af|Nb zr2A05k*q;;PPf7?By9D<7RsAi4!K;>Zt{^RLnXNQ6sFzT%t6J`6uv+GaGudi35?V~ zq&YhHvty341~>3AanZ4jqT+g*6PK_A)wvU`GU^7?nM!E^s&6+M54p*kp;5E3(Q3*3 zQsow-V{UQT;JYj9<4PIX8m)(wJu0t+pbFfmQ;40j29y^Il<mbR-ol%|vbr*iyq@^8 zRX2M0&>1S@wdA*}L~jb2ryr!XQ-ZQfz-@(7`R|4A_~%sk>Q&1azth-%o0&%&`QhSZ zgg(GWIu!=<e)y4Z=KUc~S<;fRW4>-`S}a}IF^Sr7zSMhsX>(6zeJ_nTHrl`rW9(Jd zOS)6ri-E6nOd4Db6_Fxn-&MNa+_HbT#V&zvx1=9s5uQLl9;dUsIV&*B^>QL@9H$Vt z1P70%zHra`7q)pBX14Z^7E(brb$|#)<oDco6VC4+E!+2U2>3Ul-TrOenDIh?ttj3e zOt+Rkr$b#cz2n;aUsgD)tm^;QUX(Ps_rnSw*^BplM4<nV6=t4P>UJ9J;l%Z=F6KGL z`f|5h?)=!JHGSB=4)yoz`H~m*%&q8cyUuP>;c9H$V^H}V`?m7&D8=2}w|vdLc;7p1 z{cEHP|E(=PTG1a|-(a@YhMi-{*NJ^y*-Rk!cd>hU^1ncCWAAZ=>0tizCUIoKNVOmE z#f>!6u;S}N?#=%+R6ElC=^7UB<z$=uSN>(sq|K_WKHZX8vzLLi%Wp*&I&Krc=awm1 z(7dsi0m<y#rSF2z2X6fC6_f8{g>{|XkpQMX^VeJyB$X=#Y=+g|?5YM}j0-bidlDkb zK#5``zS3Gk|4rJ08Pi`;2YNmO+MQjRFurYop8?F}Y>Fq4R#j&zRlwN^Ukw|iwUgI` zBN#@?@v;RNihUxptrfVy8tlNpy5Y}>#Jt3%Uh421yT3QIb)qW0zd~jQ3pbe1xEHvU zpYxcWT6PffH_WYk^pJr4DJq>{2Qq>j4v1m}s-e$ZfO|CGvocRG?M4D0$G;yS^n}IJ z^iXB?C(egcy4#IcsZ5EMPGE+u<?MzV(Q0d5Yl5>!W?G9A2$SNY6Gb)<@8~w-pN5}x z^o1Z3oM^zzmXDB%zk=tu6C<9(m!jSvSM{8{2aie_`}BeJ5O!w|BM|kF#_Swf^Bl)O z7EbBm=6!hM#L5dy_$-$LpM{0mA`;^ht&Fq1M+>k1XxKW7;h2Cy`uejCTq-q=T4<LR zVeLy9HU`}Q*#PcAXy}1&4Gp$djRWEi=ezuGE@1TQu5g^sC0<qh$Z?pN9hdxo;^2K; za5+XKf~8_i#Xl8CsIvOfa>*XfY508hmgoGg%-h`Ql${%?93-qEMPT(V2hHDy2q{$7 zvz`p>%xT!PP$xb==N9A_B}Sj&QFCKL`eS|G61T}(X{&6~J_WpY;F6$qs7(E5negzc z>$^*kSX9;17!<0)dJ}CtvL3QN2FTco4j`idRfyE|9l00pwDC{DFTH_Q!7@&|^@3Hm zR_Du0rdt(1V<h(t+{ra!d+Jo-wM9>jO2mk5K#Q472X6hkd{o^=G_vp()9Fvuq|5L~ z*K>j3K@8|MhvM#@Kt1$F>KESs9MK{D*P1YpYgZ9RoqwH?H1{>ut6t677mPA`w4R;= zs+2D3WUUKIRGGv<r3f)|Nl%M^#xFT^4zRU)q|<SLqg@qjwIdm)Pm#R^+u0*?LQ2dK zeimvfI~Z<?)(;sXN0`NrBo=8UG#D<NMPjs=56oo5d&yB@f3#wQp`=X;+iu3+u}ZAD z_*egPPEgG1801|zY*k-d71e!!8J*k1ZBz^8lh*o;Aijcb6i=|nlo|)bf$^ZE*M4?8 zqNs&>l$Y*FD<v~chPLIBFdRF}W<id2ebq0k0;k{p66XlI6v$vb^fo=Yxh$owl?@|j z!o&*Xdg0rBdg?R%V4Q0zy5j~dNsiM_2)^o!In#=BHNjS9Ux5roc|u>jv=djJZQec> zut274ZmIvOHIebxZ0D8l`u>yo)72FB{~vzks`uQn<$5nnhE#u?NcgFj5+Gs_5kh;j zP`Y_i1heBz6r*9n;SWWn^jq!vgpNz~;X#_vkw{%iTDuT?^C06Z?(XgZS#UzN=cSs{ zff~G@C!(oBA@Ekd+b2_A6t<O%6D@nK+xw^GTP3CxN<wp%U?C_73$5CRhk#JcBRxuy zi_k>kacqmF3QJvgkHCx5ylQL4LXGW;(fo7QBoF=o`09~7;5EtTCa0Jd%71x`-A14D zc9<Nd<bFIHmC3QcyC$!B_saB&PfL9F$n&SZ<lgVda?af3coP(QlK4fR%VzuX>M#q? zP)G+kmb%rxS8#kT2kMQ2SXdDGQ8w!gP9}zN64vb}e;q<X{UCA0m|26}Ao0G*Ndz93 zZ_2>37N&5}>d@w>xY5;to;IvStf_mcgfv*Cd7U)*NZy$wTdHA+77MCj>i^~i%yv#^ zMcCvhVnhb0MziFbVO~Q{%rZ&rmvQdjx<jdhr^%1gOc$LR%d?jOjeL>~F7Zbp);U5= z!4pBXO;i;CUx$4Smt^qZ8D24?lO<_7wSvnKlZE={ocylUhY9?@5?~}XX)&=0F1EZE zuX=cxBO$l+o#d13v4<Gu*V^?Tkh=@`GOs6EdsymSTdb|Ak`zaa8RIvm7)naMb};n6 z9*(brX0Mq4CI1ipSK86j@YX56ah$@CUrBlM_PTQ@{%YWH%3S*IX!D0a_5=-h7|9NA zhM*e7bGjCAbj4~82=Wqi%z5Pb1{(L6_v6LQd3XrjMm#$ab*Eunl(XL4R2VpPufU~X zm8dUj_6hNkekL9vqhef7`J5NTOVCzsYSosJnMbU-MtvO{vt-!F-WHIonk#ZUtELxG zh9lg-6~m28NRgfkDpAGHB=kXSgn7)tyhtw%65%b^l2Rk)lZScu4V3~J`$M4W8aAff zbE00@Y!wN2_$24236QqPR+~g<K#~21-u(_}?m!pqQ}0D(Q&;DcsBl@3qdPiYXwO~* zrr<1;+D+%MhK{hm<N-;Ca01=t29s-eSJ@JUbj{;@)Qlh^Rg1y_Aq<&$=8x4DbX-F+ z!2)PEOps~Cu6^g}kn6b7sTrYn;trNj&dg7ikVFtkxr=BC9Z5P<tF^<p=GloKX`Rp| zUK!>`X-2t_D3T{fAFR^WKM^sVOK;k`L_Z#Fx(3He=Y2}N!W?T{wHb<2M6p`I_u!oh z7c?nanpRx53cA}9oD>w0MX&uE44$w)zgK_NF;R!(`IJz9PS`fd)yR^BTwkP`I5F?| zh!2@g_T`9@aS=)JU5a=$J2cd)HJvAxvoSxy(E?%k6C~tc0~V-v4OQTvdTSvZzjo5l z0xLL?ieO4J7@9E#RJyK%D6}s|>{cx|Cx9WO22^Yb9kTG%<?BDW#ogRSv?y0LA`9xQ zsqSnCZ3N%%28#pocPMcwvUL2{bPR75k#=o_z+}+|&0B*_OzBywBKj||&|hp+ZjXFk z8$}I}l<mVYBB3b#)%;{7D?_UL78^BaQjQ#TcTyI-cdJP0SOr*Q>2;@XY=3FNM9J(j z&z*l~Ut7Cy0usBA>jQ|(>^v53NEj_(=zD+E1pNLq>5(CLPpIx&xtT@G0a_rS^D;1d zg|3wbNhXJd7<wAzt-7~?S#;)UoJcwoC_Zb7r}(17TQ#s2nde8eYH!y|==K>U8u}ua z!ViAS<=&IfLw>JU7R`2r%5xV?xzrF~Jy8YgU!X0zj8-nJQ!|DBEufEJAgRyjfK?+N z19K0@0f|4yFgQ~}b>Fu6a*etVPN9yJ>Xb;9RacHT7M^Ww9R`^ES<+djT+yH%h8HXe zK$?tI0OTD0pch=?&Zx@r1MTK|&iLn&o7D=g08JWws6JR=ojetrBna~Ie<ZZ}3?|RE z?HVJrFv(hR-01P4^J3!1ZCTkV8q&XOYAU(_IO)REzBFr{W9&XG5}fN6OtstyVlEd{ zOTNs1z|u=r6yuO#`(VwKRZN=YEGmQU8~hLAXQ&B=yM~)cx(GX^6@MfMwy2pDvqX1v ztF;a5VlGK^6Wet(7EDVLf7#ZbHC(}GK2}JisL3r%Z>wB4@{(xqI~^(XBAJ?K2(L+` z%%eN(fgDX(tD<}4potp)<$+GN>1!-ud;Fau=H4jzU>7tSacLAaKbl3m^W5P@>v3kK zeQ_WAzHR~SKl6?kAX%Okg8-JXa&#pK$uunZX|5g-N!eqy27zi^(LyOCeClzKUq&x| zHJg|)_No3J&smiL`r>>gf)uV1M)gyS>u`X!gR-`~h|NRrxP(;;q(w-27++Lgak1=v zd4gm0xWkDc3z{>@WZgvwwu&b5Pt7}ltwi8OrBGT9L%3q2m-BRRP%}!#8aW%E`3c;h z?W;=4P9q+2FUmV`O`K=cVnp&#+oc-8G!dx+AGK7H+oeiZg%y!eH)V4Vn+;w@ET>Z) z=zfqwSu+w1>0cm1G1-)Rk2{xxV6K}5QIfTqhU+$-Y1yabx~}a8cj?abYJK|J3s`K5 zqYJ{A(!b<R+PARK2A^ZdN+D^Ojo|o5^+r86-83TlL9g&)0fJuxZj%y28%2k<WRd&T zX^zR1Uhzs3>lG{Ygmyjb!9sAgveg1iXNETRP;?W%-om>E=<(pfyC&#UCc^P9e_oV9 zV>}(}{J*Efe;ssIAI^~>$W)5h#+f2E5&;!&D>IAMyCk-+(#dkiI>3E4$GFc8N$wB! zZ=mw~E!S(BsW1t>=*JoJ<M*x>m=ITiS+fD|X65Pd$&ROBe|B+J|5ADtKss@pF54xU zOo~h`BO%-=X2+Rye`CMj63RM;>t`67$S)7X(F9DiF0+THLe^x+pfMz32gS_K@Y-T+ z7Y%4_6iVIde~*=3u~ti%;?IU4&;jQ`vUUxJ)a?A?mIlW)XAR%U-6gUVwt+R|xsT>7 zxEn5_jEi>GuG`c0ZSuMNhi9Lmv|SpXbRc({wN&r&5odTO0i7mlu$4oEu97#_Y7uQ{ zyN+&&Q0`*Z!^|VTxwUwhPX&2))D#!a<!y~%Yo=Vfa@D~ZiI<Wb)A<OZpN(9RnNxb? zKo4&LniqHeV^>hW#J1n7M41MG&WtPGuLN?J1E~VZxuJrB{Qs=26%^Gd{#|^bqlrRX z;}12#;u@z)x~DO=E?cXLb@#mZHzY+kA-Bb506fdMDo?y&g+<bx{l=Rab3T<mShaVh zdJ)=ZXx#KmL9AzL?rIej^zVm9Q=^ngwXX68vg45I1}Yi@MvXf)H6V;yF7$lMmw)2| zl*HU7GNQhMd1{~9f$Z|qG!YMJEU~vCZJrMX+t-}HmC3Qxa3R9CJlx8P`}MZ-app*Z z>5Q(i_R;RGaT3C1Ax+Z9AG}mLKDc#;nBG5yPCMCT=tpPPJQC8Q0qJPTj05CO5OQY% z5RNhi_2c=KdsRkIxHN1?3hGB7^|d8pZONIoMX-=B+fvE06z_=AV?(uW!|20`;#XFR zc048^vL`V^#8RP_+By?Nn{ut9XhPusoN1+&S!05L1|{_Sfv=Msn2!R+ysUB;KfM#> z65xp1rnoZcs3mG8t~TlH`3^o7q~MGM-%E~`ZlCM+;_>p|F@cSLVVQQSZ<ZqXXt6{5 z`?A4P@{F0fdI_D)dYsX)QQQSBs`LGHJJvd@6=7UH!RO?}PIrF3m|TXmzd2Yr`NFER zRZgB7u5PxrDz1(EwAKn0y$)urEiEX(6#CcuN%~SfQ&P67A!`i<nr^#f__L$yPmbHa z@43a7m4J)Zc-|R@Q(kbliYAw(OXiK{hvC|xh)<Hf($zFMr7q;p?Vs=TPR7D((w7k( zusgv|z>;QMLiyxb!Kn1$5>gJ^>C7r^pf<4&8>oVkG(=PMpfBH9Df^{>OgNTJEE%E{ z6=8H%+TYGxmd6`1VyLttn2(MS%<727pbX#*p<;v=w5kw>K8^{GZ=reheAqN2z>WaM zW;jr=X{ck1NG9U@97_pD1pXlXfWC^$xn~?EkNykRrj-nZ(FjgUv4Scp;M8US3&j#$ zR!>N@AUWwqb6^!H4wPVM-<04czjWDK(HOv=@GMiW;+>wpC}z3ZB+nxDYS!a6)%qos zOTui<s27}On)Z1f07ay5!o+Kx5%*_<KzO&E<L{e#HAw<&MA*ObC+Flf=29EAeV{V- z;L&3rR5Ut6D>zd<<A<Lekq(M+Nb=qp$8dhzR1y{A=mX%7CQ5@bOo}}b&OGE5OC-#D zEEJc;Wqwb8QM+eMyzge#f0g`ZkEXajFG;7r(8=E5kMxK^{@aXJ>av$)T24!mxMYVZ z^BZEDsul)d(QJn9PZMD7)rG|Y_5pq8#vGj0A(qVwHjLo5Z7GYn2~}{{qYCfCjYw!@ z#By~G8@}GWR^YBQzVWIIx->BTEcTClFfyzvwU6Z>)mpJHCHU;1h9JRWw!PLzwVG=$ z@2Amoah^k;!QY=esfY~hn%AcZ43`LP&0{X3vTwjDOc)d#X<WOGKr!`FSN{7a*Pu>1 z+oV{0iuNj&LM)x=`=v%JjRPq!W|S6~wbPX3j2>M_Br^KuYTM`VC3y<8^X2dwo)85! zV*zixn@)(AGD@ekoL+e}*IB4mEjdsVh;!r?JX%x3T@_s2AJYzCf8*%J$-N}`e74nD z5QI{AyeHGeE(S-3m47=h2|hvnyi*Jtg?w^hp07)EK^`q=cFl3E-N&x~=*}E2{{2Au zoX#Rfg239h*dbZU5dkfa6IkVa9=rSR!`H??kCBN}12Y9$m?jFLm$m=We|wRnUjkKn zYC}|dHcqXQP6~Zt2$j2;9a$A%>nT?72uv;}4HOI|gQkp{=GP}u+x+%Z<Oi6>TJhPC zP7orPCSu+i<)*e=LT8vJ4>Kx0^cpN`$w&WG6Aaz@O`Ye^k4W5d?h3!#%PEESFQoiZ zC_l4eGRa8Mb@+Y`o>Jw_Me|&{e?Rac**;lnXA0#zq2bx6>x5{xI!E->{L|ErP8EJd zNdUZ|ebH+8l3`>bnUl_?sFbhkk|PYvZ_){oKh9rT(Dy{OA+bcPt|B-fbE}-cT7u=U zTwlk;G@YqitnMWc)%O<sql39tj@GCZm&J_Gst^(m)V828L1v<O2Ar78p^ULLoAsbK z{)xWj!W~@=>%1HUMlS`(g}FU5#ewPRFaK1(Dle^k%cXq>mi7+}7PR+~1)0vW+iWu* zX`H!e&Wa6g9^3e|5#*uJdx?<Z$|205yC5umh2sU4O-YPl<(X@dQB9D3q(_VqZtvTj znsGG;V<@yCUb=PYu@qmS&-K=j+*tt`WGZ4y$21;iP(%53A(I6vX2Hz_r}>h{?AC*G z(DFy{klJ`LL#EIT^bb5B*IH~FW{9sE!<O0{BD@qF)AT`t2S=Jh1K1cFYD9Zq6Rw7I zxRg+~#PH(BS*@}*rtIr~SCg)a7B66C+9z+}Ha-wGvY?Rsx(JA0Z6(+{M-yswi12?P z`EoF~gUKxqdbR}uy3LKOFb**tF?@EcZN0d^_$@qJousfd8Lnhw*0fRY@L^Tvw**aK zXE0!_>qtNj2kzE$Ybg03FZ1%n`Xj*@iZ5!!dzjj-)w`x-eLRuMEbeM;^*oc|B%yKv zkgD#fp;7sYAs8=&*_eUWGq9)fsqsLzQ)*!&l@__N6EtR07GlI{Pb=kTQU*2|nKmAp zQjdYggZUkO0Mpjr6iED$+oG2)$@O@s)cs||y;z)TM$7)iN0bRc_whD}@Mt@S20TWy zlLxYhrZGfL0iWSuR4_f(P`C)~?c+ZknOLE`p1Dm3bBNW(Ci2M~fLgrrtA$!D%_uGC zn*oCc#)cNBf(vUy*2j-7#xcJ!qo#xGFB5{ZA;f)JZ^_y!*sWyW3$S|~t1CLS+=IA| zTVGiYc!GUaByfEB@v#S^BPoPE(s)j@H}XD-<XZB{K5OV;U&pPD0wGy2RgK7sASNSf zpGE)*x%2!T8#OO(w$=d~wPFuQwh48`v73OCZ>n}PV0hvoa2en(ECe;yTqeLEd)BD7 z_P!$GA2?iMkT8bj29nq(VM2kBHT5R>-+xNtown4N*Z>Vy-?y=d9?jaGuELu<f)*@{ z%P`%Xm8J;jK`Wd8yimNG|BiqaR*%C+%?A`HKjgNmMJD8<ZIGE#@zOnFhIN*)=1(RY zPmKUid9V<31%=+rNE#4xp2o&Fb>q<*tJuhC@U-|8-MeO(>FXGIqxdfc4VS~Z$kMi- z2>c-vf7K*+WT7BP5eQN|!=%~F@<e&5aVmrmMe;AvhMXW2ITqa<U^TbXh({F6Pr-b) z+wmr5hT0+h0Wo3?usHKgV0;GMc*4I;!&jf^$A6+*R8{SdL1U-3M*F*L(H!Kq0hUDW zWUSueg1w4g#pdfvKOrdO`>mJnYvmiD{rLS_bhn@hHTl)~UcL*pZe)~603;+S*`#y7 zFF@d-$_G*)FS0o?cR~EMiDFtxs%@-#!#{hlSrd^dniVFiS0B`Hl7s%$oKjS8(eq7A zvh=!Qcld|eNe^yUb)D<B169WNaETJL!7hgtOoDT`H!Wp-=*uicki5mZ!+q#11ytf= zhpYYDgGq(SJqr&JB8CHHy_w81^~?98E&sgna>6RIxXsQBqI!P^P(=2gCYX9JQtpiv zi3uq1YEbV5Sr##G&^P+YCBBM|>A5A`uMoAqhh1`T4S&(fK3+uze<eR_pFPQbzog8d z$6HAb_I0Xg3d=tIb0FWMGlM#(pQ=3eN&1%;-=wyYS*NJpL{?NqHs&8srsWRJ&yZaJ zdepQcNfD?znpiu~<tm;NlAdubskQRzOUa;Z_2;qY60hH+cWCvo)^n8nrNu3{6@$0< zvumEs+67qL%R)C1^lATZ9Ng#8$BQiH=OGa<?m;GhFoF5}N{Q+{Y=eoa_{PZL#+ zK%LQT3$n2h0fr9vfFR|8+jM3T5}_Gw1i291vQUy!ITp?8$B?){-dbE>!Uu!QU!*xV z)B5*B{#sc9D|(_49TDjyLH`v)3$PjFt*49ikylridB-rP@@>!ak>OmQEavT;*6r)u zk7SGYP8$#i-xA8hh(5YJmw4vIYZJ56KAcj}O6R(qmwrj|SY;f;5ByDjI}(T^@2tm& zOJ{(1BY$zt8+FU$FW#~tI%wniTotxja~{ef7~v6i=lcGPo;J_p4-PYiTMxTEkm=Z% zLF&Ohb-+Hg+B43pJuithc4)?33sUOX+tuJL`hhj`<ueCN!_F<KQb84d6C2eA6M|dN z(g@!QfB{W+0)7;WSae}2;M~bs)Asswv%>#t&%mTAq|YXn1wH(ST^@Dn9WuJG>hqUU zgYPb<h=8ltN0nf>-u2VSpEPMJx>0-z1JoqRi$`FdM<8eZx`hx4ANY#A+6qka*szP` zFzsPSKGzpwO!(F5>Jo8p^pA6EHjy`%z&xwK^1vvN=2G<^3zj9vI>q_o#fdqn*)%%A zNQ+eml1NC+b5b)-kij}0=~?^2ZcRnz99}|!P~n!)28RtKDJtAWEyZF;y%mjEDax1* zqT5xB@Z6N!*sLF|4~$?Yz0{dHir;RO%C*;`&v&1b`N^`bJj8ZP`f$av*H;P?3kn_5 z?;bCEOe=8JC++0&PSb<`Zc1O`@|{t>SO@pXKRA=FTUde_!jy8t=9OM~lF?oI!I!B_ z$w+6G4?-0@uoKu#RSIxY{#O+*=y1-Qttun;QG;tgvPcoWmAz=e4@WlP@_gY^v*R=o zm4>sh;{>Xg>&VhOH-zS|{mUAYe!}7~nDn8m@n>}OWOOI#@nNME!zpeP+Vg98mWsR+ zE8xc$LT7$_;WXLpl=nv(g(wNGU-_Vjt@6?QnE-2k@@KuR{K6+hAMFT1|F0)-n__eS zc*1Gbd1Oir?=uHjp1Mg-eQ*UQ?_8=P&(}A~|FjS+!H}+S6oKacHSGb#MzHV>&Yh{z zVIpYW-RV@}AOL0YT$_Xn=iUSx{h#GNB4nSijQ2J#zpoa_4I2M@_L~3ph@C1K-tsYX zeRzUD<6FWJUpv;g3FD$VBvSDb%zmG*{Bjxd%?AByFa60a^y-i8ES}XAKWb}UcibP> z?v}0OH%;GmI0}rIYo<=tt|Jl!xoWP5DhMBd&l7(9L*m|JE;uTi?;rl@96lSs+ldnV zQ4(6+sLl>9ouXftn6~~SK<qf(<rp4u13t?tJWJATAsRB4t+;KEsu>1oaji}xlIX61 zp?hio$kgifatt2*6)s`f>mbXoOyvOcEW=AHIlIiML;LeWb!~T4EPv7}e{i2Je2N0( z?r?tP^9N}>qnMgGsaMlsKU&bsX(H9z#jKljmC<X5ME(|N=*qoMm%8}P?1;PKoa`&R z+0uW+cgMTPsIh1Co9A3?HciviDNi#%{L^my+?OWq@6YTLyf=(LMOYqey2o8BzwYQ? z_;W8oOMbLp911Yb$4Z7Wbr>8w6wy<>Nk16%<vOyHPqrZ#cxAvQqiTG7x@DhNEbPkE z<=;MqzDnfyYcCssB(FdUI~xyTFvDg-zcMa|gp|02&T41ebg}j1wU)ELR`~D;ujQbY z#4Az0b@dpq1$UBHB2Y35#&3M~eC$}@ax_l)oF|E3$3(h}gu}7hodyNHQ#Luk3WPdf z^{)!i;P&E9Dru(;$Ub!54^Pak1|P4Pv!R2cepjj7>V+ODf#d+1AC&xrEeIV_A_V?U z4+A&@7BM=L>Qy_lO1cK8cs)G)gjP2uVUF9z-!uB@JV?$byCNvrGB_T;Yr3vqnCV*V zGo#Xz;k}`a;ab<e{~Zz>%QXbtm1aiAuuYv2zt8hm@1@=j`VO=zZ(rF?@3DVdA-Ww_ zYJbK!e%0vl-+cT+H;SGiZ(`RJhZ~j+U7<WKn#%?X{lImT8WTym%7ri#UtJ%r4lb41 zmp$CH`Lmf)d`&A3V#T92N#qESI}8<e-2gMG12fy$<iLH5$8-x`ZeYkHx715*tz=Ra zN=mVFNG<g03E{xCRx_3{6)vk<s8$;iJp4%<@rBm0t!hK_uNXEymyiCR2U7`^Kqyx+ zVVy?PpKU_2rzW(6bd7eSkyI<aO<?wK3N}$|Qhj4l_xX3Q_BmUhUvGSG`GT%w9EmkV z!N2jH@X(vd!lr3Pc)RCR1gNsK4}cLF<Cyg815xs+c13C-D~OTFq~h9WaKw)aXWdqe zE!n0ig#WjRkLd&)HXbL~Wd9!&bJ|Mg(7G)lTQYCgHiO>b(_N=p9oCj$E7<ne&%O8I z@!i80bH*A9{acE6i8$VuNp`%pMB9a^q`!F9p5VXL>OpTFN8NaN>X!7`NE`wtZ}H68 z2-KT_%nuwQSkAWhlD8VDAl=Zs^W?!jKtQJ=yJ`+Zeygzdgb;=nnGRQLL+k2OY2bx7 z?}oE{<_}(2&jd;piq!&Odk4iJukpHfkSb)}x?L+lZ7(8koh%^t8L4LfPK>b}>MT$c zdZkbhx+}L$%BzByH`**Th-g*ersIIb$+Py{6bSFmS!M7%mEH$%hIWI~D0Wm_f>x4| zQc*3z2ZUqiug8sbYUaojxWxOC?$BtBRQPXSFZ%B`xr0A?VD=I~`H9FCZe8^8kUH1i zB!mSM)Vi@Ms%CyxwQW3J^HmJi+&$%7|Hwg>1VEu~H?{&uFc4tYTkHsJ6Qx(9arQZv zwQS7s`}^SxgN=25Qiq-D%m$Gt(c4{vjbe8*T+up}T{lc;*f12%N!z%Y@fHiP(wXW> zci!@9B_Z_B7G;#>h2YSsOHLX?RDddPI`jGBXiSedODKUSWP%|iOfhU;H?lEoL>bFM z=Kh56g8I`e{SC2jF@0K++#rA6u!)I45*~QgjtZr4vlX{sCFdZ!NF|k|^H^>*&3M#@ zZl=h$c^hR^MJD6TrlcmN$)y$)%B3|>>4sYRu${gn%m_htHBsR&>_7;O9b`)dyI;b) z0YO4jm>>+|LXBD!@cabwbdYLYG@1AiNJ3Fd?D3&1CYcsc&2DPxYGJOwrru}s-_#+6 z+Ndm-h?%&18K?mR(?^z(fDLqpvAj?5NY-Sz#Y&MHt<OzOf(TFzyWf33ypYMh?QVD2 ztql_X>`Hr?HMG};xbyLci_FajasTF87;y9^qiT}ePhX3i=E769Bh#5~cT?$yA0K*6 zn8jgGH;vi2N7A+KRQY|K0oiW&kTSlo0z*DPb`CqKvlU)E(Z=bAqtNT^(XzRNtcm1k zO;t3>kfzg)g)s|5SPLlxDb>zCGML;=vH>t*3>CnMp_Wp14?PuD*rjSz^$>v#<Xo`U zhwt-tJezR|I4=$FN=e9w+7#AkJj@t&P!*D@v%-B%^b22rB@RyjN5%(c)ZogF)YWE^ z|2CMkv80Dje{2{<0>X}SVyG{?!7`kpZne6jAN<8RiE5uqsm&bU1B0XxINbvQMLD!P zW)Km_TS0y%3RqSD)dj|M`(y~pH$+vjJotiydQOH$GD|bz039_niQy$q07&ZXhaebe zP4fq|P=drCXT(jg1hp*ND2jZ-XKL+*>O<o<q7Mrq%g@V;g0I<Cly)URRZ%<m#EATR z3kVt&=D~W45BD;8T5Cc{*vPKITrOa)-+p+L)H?$9jqTJ*yLNgnSl$)-ms1^!=O1ih zRgF07T%v2~!y;B5*u%>f-Ed5Ve<GRU##;R&i#QedAaEchZ8lzOCOE#$S=0x$xi(4& z0Ike64kwD9*w})S`Qymw-SC!Z2AO5fI8jh~;ueog3za^dl7OTZDctcR<vP1VgxqK3 zrRoFuhjxoO*O4x=ZTs~g$2l3#;;b<iF~H)dW&Vc;F8|BzhffM%Z#}Xk-N%|rs7k<m zRHDasDN14&9n>TP1O}6Mkuar@2N%W?UKond8Xu)}K2VJO%x0Hmi=H1701G8K=wsA4 zzjeJ;-IrQ@_BN`UB>i-tUKQF`scU<F{Gb5@6Re4M4CuE1FI!R|XJ$K2@KrXhinlHO zrG*Kp{2#?h2T6*hCtB?|v<rIl``#@u-8D0JMM^gR6aykgwiw72aqm6gR{UZ8W#mu4 zow;`;2ovW_%>4mhZ2)E;PRZZej4%KI<4(*;G`}jdLn;i4$eNS1+rHL_^LBUXYI*{A zC~tqN7FUE_VOM()cz^6;_&>Q<%0Bo>xvjthR>=C$LKIsDO@#fL3tQ`>cxWPa^Y?Ng zkfX=gI4gze-TuGoPuz^}F4awwcW@nVkQDQga3m--(eWU&O)|#J<8~0bpP+<`(Wc#v z`eeJuf|m_cpEG~4NvTH;2M8Zz`tt`JB^V}nvoV8jAP0KVN_WOyZ+J-j5xMbrMPu}0 zJE6m(FmF{KDBrOQYH+5xhAv%{R}P_AJNNQN?^^}|o-uD_UT9<o4W_+&3JTXPR5~Tm zi*E3`#XK~`D--?H<Ywkv*!A}pp@n<&c&@nJ5d3~$KNq?){$f6OVB+yLbs~``Kmqg8 zq{k@qu&-_uW6PMdAZZJ%u9Ug7cICh&v`=P5{&FFdajP!2e$7b)f?ND!O()qRi+%i@ z6g0X4UUw2xwrbk2=}oBF?u6U^J3R{+n<};NH4nHC9uhLM`-ZdVy;!sIzneoz{y#S- z0qy(6=|o`xJ~m*$HX6~=7IWN?Ny}w@zAi1@t%XoG=&io^m_lgA-o|TH62PWMp}9Rg z7W&b)zjD23<J#DKZB!C~S3&ZZP1QN@V!Ugiq@d!G=yUM6{nOs!`}P;uU&Y)VWcx~a z93h}cfUyOXNT}2jz+_sF7ilJHep7QIONFnw2hlx$A;<p`GlI+6z@>U93pU?9?n;3& zX|I79U@q_i%wk*>lz=(x`P#<34EE@vF9jE*810GZs|>kzL4BA?<nJ}aYXjZDFIQ|0 z^=q55Ja+;dBa2pXvYgAEMjFhMgvtFZ*Vl41ZI)@HA7Ij`=(T1~S{k}d9fndG`x)dI z+<)woo{+wmMaBoV?T<_~j6|KVkEZTI#EQU|b(O)HGz@#~SedntdvUc(%mgTEng$Sn zBpeOK3V5fj{^b7iYsqq4+#OgkMp78rjT;ru1E2!*L7XI>9WZ~0;<NKeMcKDztOxe& z)so1@mp^(e@%(CEA(n^RkDazg=UX8mZj}t*DK4*dalEa6*XodoNjQgjykFZ)Y-`({ zbW<Ore5J~CG$5q&u#)0Z^N5C|o46%ToSEJV5r*oQQR-BQ?ZZ8T+W;m31dIMP!I2DO zi!#Dt<idPyzKentT94eDjIREq>yXBsB)66DkuZ4XD$reHamBV!4Tj}&Y8*&>I^AaI zcp&);S^U)UuU+VcpQOC}QckshtYs`6t{DbL#%h*pKVKV|8gL_Vj$jxJ-Zk4ZG-@{R zN5BJ4<7xAyeOxG-k%)JViChao>xH1PT<3w)+G^aWX-G=7hEh41#ByAJ05kDuE@{lX z6lF!`I(S3#EE8nfqYwr`T1KG+pY6;a#BPKDlCVM@ZWT1ncKEKWvBz58bL3<q(>X&0 z6rW+ZPO0k_`^0FwIfIs6t9jTxu&qfUhWGEjKGEK@=K}(lPI!2fNS_uf`<c`(W#(`X z70d^`_+?jl*`dA|{LV55z|@7zXN(;pK8bcRcH#l7^3{M0-T99TZt!^q1g{?S(s<zL z4OH<1($-HICD^!uC|pU?!3iB?7trqZp5V@<xBsY_R*L`;|F|C`@|)nSPK`@$>sG%B zY<KZPCtDm6$<;oJr^yA0CLS%xBt-(Xyoqe=5u>tERJCQ*<Lb~(v5Pu(`WdoD*p$Qt z7mv0(QcOrs6}gcjw*n{7Q#^Uv+&te^*vj`DD4fCmB)7Y(TTCj0FEx?Y7-;^lA3~hF z@spkvyTSoGnOMB!R((4;(0GUgne}vmvype8uhaCi34vAJMu3rQ?RlEP0va@htYhfb z0gR&>#W=l}x27hy`Y=Fm)je}2$H)u?<>6XU_ly>te^CMCq!6aC?Pr{`3l74Qgo^!S z2w{76D4eeIgQ8*8f_e76i3ClmDGBm!_E@+UG}i2I@I0N!307B~%-UWvMADWg7OMOJ zmuos;R9bkhUUbzv?{uiiw8Xvqo2zOOAbHgH0VI<N=@~#^O<m;@k$u_nxgunjRlt06 zG_Hol;j51yw1~+4oUf1E8g#oc897qWdi}u!Ep^m^El&ofQLF(+^T>h>lbafd^fr1S znTqE9t92*1*P@;iFE!-7$F^$go(gi6V**O$sf}X8IknMEoTzAQsz<#YDIlY`1zwPE zB*euOs(4q%7}|QHjf`btI9@mls?ssRUU9qS63n0-03mmzve<=+CwgT~kAG0@4P6yG z?Q^?$eK~kcj@3k;{wPIh*z=s^tKJJh6+@=TH7dS#n9`61E`KlOoX`9qtoTga?*E6t z&d-2648bN1rNl)nR24an%`&#Qj4{1GxvHaDSEjoEBxI$mf*OM|xz=2E=&7{YQjGkQ z@~vf}XMQ{j6*GFl*d2~9>!Yi!rw`7(N=1Ie#=YUkd@!kMOvVT_O$HY+E%c#A&gxIJ zh9tcHBg49<QQ%Bb@sF9Wniw3wGusmR(Vo^+o^`pypwJuVN?$t^!dIPPT6)E<FQ?|s z`I?n{VogpdF*hI)J%n9?(8a0_Bv0~Yh84iK_v^ZRNPse?%@8g{`_q*cnX(4e8ZQ7O z@yPQRvz}q64Fw$4WEbk+7!pU*>Dj5Yl(R5(qfG9@RmwLLy4RE%iG5fSF-^m@wEmC( zszB^5(lb)YlG_(1PGveaSu{2o$}*Pr*PB`Xkd%=l6B0<I`WN*>+eHj^(Sk#FHL?U2 zR7}iF;N}-&7breM9+U|ljZM?(sj)czlKiQZK2omKIAY*$&ZG3gv*wyU>vuz-s_-6; z)CuM&ZDX}QvSxErDWU)FQC?4#7Nu5a3KEnz4tqS2+^19PsTmJae5O)?{fcF|M~5P< z-Anm-P{Y(CGb2-EFFRqaUO(Rq*02K-7AQ7&vN)+uP3MFtlo=p0Q_iJ!C8cBMP)R4R ziH~WsQ6G6fmV3IT4ue??Vbp{G9)if=X$3`+nIL@xk^2L*%?4ztT7fmCYJr#MnLEgB zQL(m#LBuq2@Xlwq>r@n<A420FCUDG4XYVgT_Zr{Z**5?B;L%rXL;ZtpTFQo;z8E40 zph_)z`J{bj->QZZY2vHJBbFv}=6NPH*2-R<lDemh<*zqO9IcV*QKv<XR<wtGRYK^z zrnV%8dZokHB)SYKCMAil`$aGs0i(=YNDyy_DvP7cpH!As2HgJny<Ib&22?+E?kyPZ z>3OEFx^j>8;oc%m4*dRXyHutc2AsC4@dp3eW}9qkJEQ%0LqmY1Zvdj5^g(2A!;9W3 zw^{ii3J#*E(!^Qgd>R@EV7daaNcD(pThhp2fVu?)EXst$y@J!>ruLvdh3USi`qemM z9@2lh(PefHmpvHnS$7-Rae&85m=H*!AzJ`KTfQI9E1)UW_&-UU6>5)C9aZ^83+Nb< zx}LpLAVpL2<O3mEvm3dI@x;!`-W_VD-6c&9crZ`&Yo}B~7C2xRT0sZ5#LueDTI8zx zG97aIP_2Xz<WufpR$iuOoOg3o@W+21aNR8lZgN}Cnt$3VWtc}5!~V6+6<|bUOV73Z zj-}`EBCtk0uxL9fS7XS(%W@RHttQj`q}LKh!e}S`WkE+HUfZ)HMl62nv+zXD()m9* z2@VH~@4Fh0);^q5Key)<dVOR98PAk#kESy)P$kf&lE#(dFupUtZS)sU&zC>?bPnpc zv1~u><b$S}`VJRc+FO$e(<OHLlSy%T{>o0j<gAT`*mm2!sB#;3HV1SXn{iN0(~J#V zeIhWQ0@j|q{_7<53s@`Wa!uD2Q29bPOG_`_|NiMEbvAZ29aszx__V32;;QYx%!q(! zv=aXqx_s;O{Gc~m$$F8Vs$pQ+PS@?7`spQYW$bK9>iYY=>H;iL2MoJml7WZir{^Ii z?oQTByb<i&t+{#R9zC<6>YyYuzpgBzxP98}=Zr9319X$v9jGP6_|5Z9VkY}d5}>yA z#Sf!t?C^cFGevRV@$J&m8@taJ1h@<E`=}^s5HmY*?4DXzy~qD6+tP|f_(Sw<5Pe3N zw-);Blsakankwq0x$>K)L6ZT-yvBX!PwgWAtq{Fmguphd!E12Av{!C&{jwit)jz4@ zu)cp0!*xg^;K;#Eys{3hbE*2Oj+R$+ziVFS<KGijQBVYbd{fy(@gi!8IUYifm{D7D zs#Si76`oQCzuNz{x!Ta8>r7zXc~DmgAh;K3pZ#>)4#kHEy$&!t4F#rPt+9;TFln!- z(~X~9^viuUqWk?@H28Vj_L!Hn9StL-$r)PGA;BNj^DvnuQFQ{pRWBoO;tU5HmFu2n z4gA#%bhqybs>3jLxb(D1EQ#ANk4I}WGV@epW)3YSxsZF90oP?u=tMr>JwysmfASCw zK{?LKZ6;jiucn{e)FE>Gb44gB4rwUftt96~FLEdrX0(IBi1Cw82#42M#|;i1tI=f! z2ooS)Ra-Hhc&Ty$wP;U?M?yLob*wN^h><eBZ-_z{5`iBd*@O*zU(>4_jCde4OsQ5g zq2?e)6op`fWGuQMuX*^yT1BqZK!?u?X1-Xf6&p&LAdXf#F>vu4w=>5M7=fkDa}gC! ze>Tq_fAOOMrYmM?83bMy@g_OEjr9bE*pHl`7LS<t(p1m<brgR0(@H5ra*)lucpf4; zdubWlXvBCXYBkg6GiANgFZOvMbt}kctB;-4^G2$&2k~@+MD+X;aB#c4EuFs?An;}6 zkD4yX-ir{(1*Zb9pQ~C`F@To-wNFSUW3QmoY)*ij-E?m-CRqNPqG#S8B3Bs{pu-n+ z^&MNC909x?9aHK)y6PVJzpK<68gxo8Bq<cXc8Qsuc@><Xjh5d;^z7_;UDD<(FmBzt zF@I|D#cA_tVVss_r)q^#hi`(IQV~>S2eC{jeZ}a0Y3#X&`mAt}v*V>=f1X5i0H5S( zFg&^#rdO@PJj>Ks{>G6Q4$Zuda93xSXuY)8!`m&lnwqe4cGCr&0Z^SWR07S48;8xs z|0<#nJVjn^UC=|l<(4XL|3C<}DtghuTW|`rdF&(4?@7o@<J(bo&S%g=>wN?cx<J5S zS%&O#A7{Ya<66P+nL7|AugR_3EqUZ7+BKW^_=GqA47C3YB?1GZP<Vg<28o|km&Mii z8JJE*L!~rO*diFPv1T?UoBLZs#n{nvRkq1OQGx2LEhA9MM-Nyzvj$wz1P&(p(?X$7 z1lkrfvVe%bq>)l<vQ0+`HCxQJ5(1o=iA_$M44BN})pHtVuD_y0;JPv0Ng1_21wV66 zfY+dJSyy@2A3YkP!H(>#-m*mBU!9!(Y$+YeBfHHm4dx2>DNWHMkc;JBQp(}?u(+0u zY=WUsq6<Z67FT6<31yq_%p_}@iUnwq%4xl~ig&kV#caU|szKT8Gfeqnl{xq0=9KZ@ z@WnUmXBND-`kY5p+4EV3Gf9Y+V&Mb9OtTYEJT2FVYGIO9-8;+RSp|}3Up#QFu$<ic zs)6Nv1_Y&n^V8t%gGuhkh+5~<{u4I5x7g~%Mqu9(;hWoFgl^#^?#GaqNCY24?e*JJ zigL-G9}oFi0otg#%c=P*&mUj9+)=tT?#D9G^Vve3|7)o$&ZqFtVqx@kUge*vcyA&c zE~o3rTP*x5`H=f!VSN2sVLfv;&K7s3Xh5N0MgEIh2oA{cw*d<Ji}~`_(qX=555Gir z&Sq<U`pO5f3GB<Yy!*Qme(?{Bg{AJ;FEc>N;%QA~N{6ANoXqEw4KMy56RnAj8ATIy z2=Ccq6WuF%KnKqu?Ggm$U@>u3L|ufMH-d{S7nc4pn#lbBz5nlX-)ufwWxg<M<j>ck zrXkQ#mHc0mV7d(7si7pk>a+#diL5O|HdlxrKuTnxv|uE32`w4>$>BhV2K>|II2X8# zONWEOwhO;81Ug+9$knQ^h%l39rYzfA68$A56jd))`9tf#1rphcH*r-4+}4#Fo+ZWs zZYMk=!lR+T;3qvj%3YfhW+PP9@j->N02mNQ&<NNWf!wVSTM<kR-Bp52h(u{U_e=PX zpH8#9f5P#V{W0Qb5mAM;-(#9;7D~P0-`5h3>b2fbW$`ujl%(OUFUAu0$ZigTNTMzi zr<?tPT~e{Jnw<BteAG>j5=?z38e!hY93A2TuDOh@`pvhTb4wAXbxd@;hXF^iRnB|B zzODvqdl8_M2(tJZ^j+!*v=}WekC<DeOV2B1RiII)?!$MYBykb=h8CDdC)<*bG;6%J zExgsyQis1ylP4D@DAP()6eq1pQ{bPEo8}Xpn##L9wYcW07ht9s@AzIGo0yTW7AAly z7bdc8owSgB5I`G7<j)EgB82ymew5bo;jGvwZ_Q+}n@a>*po;92QK4P$X$&kE(C~@S zMZ@@`1QVR@!b@u?nWJ|y1QmB*W3qpCB&CajEvcv|;pZhAI4kT>{TymINeG%AFj77} zcaUmn+$9{${BNB>Lscc#U}b8tBRsMAX{6SqfwUM12)S})XS_u)B`&qTE=+ofGBd@d zRYSTO%0$>Ps6r|WLeidhRaB%FY!?&KL^udhGn``!AS8Mw@gP-E71N+VR6l|kMSxVl z;CNZryay_<9~$`C5o6>ss&fY+nd)E4`469Cr|dk=<n>iFa7mb_mApJBi<5`h<`wT| z$a1gy_Ul2{DmLjeRP9iZE;Gw}1H0Cxw6vP>TnqHt#h&vlc~)4^8?@|)9!)9AMC3Ll zg43)9X?*>pC}8H=adlmh^Q;GHzAo}!PAKT#<+sjeK1&tudD7WV4IZK=sAEd`e|9Oj zPtb2_oNVWO*BiV9Pju?wuN+(#{65mk;IfrnyY^o*W<2r_&>4a$LWloaHUIZ}&T^TP z37upe{bxI?N3~~JJl5JLaIt3d$R)36*-m+x+!Qh*zx_OFoDha$W;_C$XFLiUUF6nI zluweg`CQ~gnVkPWChKsX6=`((e=HE;qiM=jRx!SK;hcu_(`f{VEQE3v+gia{sS61~ zS<(5BK_B=5z&605s0@~dqW8`Q{=17Fn@${`2n=f;HJ}NYGln`+fyV2RI#OZ~cny{f z=o-BKw_4k!ShBci0`BiUT|@#ADe~;uvaFtVaY9_tg#3JMcoAO4xZt(K0`#Fixr_oL z9aV{+*DVz`N^WMu1qUO|uHN;aB7mDsNYOWi`4;X3n+C9+(muXTY73t~P1Q5?GYZ-D zxY{S`RViI3MlxspyF}T6dnw{&h-w;d8|Px>wu1xavS40v+l6$FYP!_s05G7Xc!xNU zeDsU*xF>|(_!<QvdmEcVhTlO$C3#_HU^-ouD1468N@KK+6rrIpi~X0DcY{$F<9&W9 zPbc$u9h;E3>IbjmV)8Yr@Xeaj+7;NNNQnJW2BR}~f-%}=IN;7vxe%R9IrBH<A`mAD z333nwVYkd&x1jb<f$~Vrz37*iy~c1ou}H#_yt8`|{7_lN(dK*439<?4aS1eN776k% zPZAPWlyfOMl1H$^hB;j1^uMBX6Y4mxhZ>wWGxv18>%d~F;ruA?uFk<3I-yP#6_F*} zMJu>G=74V4otZ^vuu`@kva2Ez=|&rO(Tqguk^ZS;rVp5~I>;5i7T75uURAR1(NrHJ zD0pk=UA$g|v0pOHTz608WGRAzGn?mJiI3b@)Vii*;+GNDAcO$(y@cG%j+|0*EaMb} zf6EIP11+?FY6Kx~MXdh=6fq1n3<1~GCb)twX9u)HFA|j3tqP_(#)%S%oe?YfZ%F~# z%nXa3fk_NsN#{s=XZKj)NRSICN^pv=vOpEk*L>Y0<LVKX-j&xFGeHLIURC#S-FrAL z)Alp-e=ysx&qcN!4T~&Yw0CoyVO*?wM662eVj^_$N?uuJN-NVMA{e~6IH=*%8i5eO zhuUR=jr&L?{dwWQROIk5N`r|Pf-cA40<rap?_NUKqt85Dc*M?1J?<Q&h|VYv*jyOl zBb<QM1x8`guZt>9cT#RkV&w|~-X{o%;rT?4jxbk$+$#BaWac$DSwUD$k!=i7#X4Hn zpukwIVz<H_Y^83u!cuKfII^g~=SoW-*$h<pKk=xd;xNfoRGj@hGJ9m;GO%^szhSVM z$Bgr-kQQm#f{2Nq0yxh5Kv2~C^766^Af+pUyOO8#1f*^Zns`lcX|e<ZbR4_lBw^kH zf2ju*41fcPTZ0R{>nvAUI5_oSqr$%+X(AHvN<8AmOq^wMwBRP7;vo`?f!0$e`KF<Q zKe>ysqst09L648Kf?pR~GE*YWR5oo4jG#PEyh(nPp-kKd$5rjuAzE>^+RTxd>q+(o zWn;y(9K=ou@QOs-6dw;rol)}N(b#%0jfnl*$jgHdFjMR#%#FLp^4JGt7aHca<I+XX zU3wm^<ST>WAwB{h>Xe;(J&Qwa2Y4i>xhbLS%J`)C`K6MOo5Nre-1T<Qmv)z<6&)iT zx!YD^dZFC@Lpqh3W-^tp-&5O1>hHt6>OrtYevz&B!owO8N=y)32M{0cH;F;iGyXpT zGbha03@IXl2lV_X)hwaobpT^#pwIG7GpG2g{H(bkb6)fc9|_KK*7!&S>YT=>EgG4O z6+ZF>hOXuDj;iGZR)T<Zhvqp~yrO_5WD6SLBeu<;Ss^hZY5bZ3svzfOmlUKs#Aa1a z8f~b}5I1rRF^i&;uvPa6$9bxuYYN=KLTgeKq)j4Up{B@yVAx1NiHJkiG^<k6kp@jt zRIGd6pujyfC*qS7i2US{_gqr6j+jseMdv^cMjfQd1qA1n6v0t9rdka^L^G;lh4`A0 zQ>04@&rt*Qh{lyBR7QgW2Fy{58#rg2(Lma1A_py36qwg|u2&QY4jY_BLHZ41v?+>| zO5?PR5|EKj-WZ|?+Tb}utE8Zbk8rS>0wMm8=|NFcn*W^iOj1;sxF&;wZIp{qN2_#@ z_XY*&9i)xvS&LtevkFUARJTVW9!Wv?6{jRc5n<`wjb#$rMQ>e;8$I8d85E@K(mJfW zgvKYVt@W%$rj-zk$w`OfP;aw#P*6cRlEDj#m{aP;bfz<NK<+0EKmv-K4OY1$!K}fm zWXJJz6a{YSq9tzah%&DSb!?vY-egeFmc@#TrsznLZcrd>N{D)%(|XZ4EVp8XM~&t+ z1$~WDyVEN}qS4lT)s-jOS*q(=+=MJt*=QgfG7nqn0XR1J<z74@l3?u*?{~Y?=<<HI zBZ#zvt@gxWMWiGBO>zjWGHGL^kyr*9P1VAQ;0D=QP7@NbadkPZb_h-+%kgk_q#l)k zfO{e2;uC^-#EC(i<-25c5<*?C$mS+FB1bJ+uK+2)vdEyI6{O=fRmngnY#Ov~*E`6M z-fA+cLUv4Kno@vPa^X=e0UfsiscIQ$v?G<yRt7pHBTS~^NXJ3sI@aF;-W4!2QdJ>K zP3lOoYIiwOW8jdW3E^qr^Sz%+xd;(hmh}QD3hCR9)ffq&QH1z|x+=toZoX}0L{$6K z^+%>TR`GDHIrd5fZrj1M%wrwYa{w>3jTbw?G18}OIj1d0yt5{!`w>?;p$bu=o0FJd znwl|s=(K`Bt-%0{vy7}t0_Gj@ZT;z_+SiA7#Dtz*#$DY+ALVqYMH+HdUZD;mYxyWY zWvVGPnDJfJX81GBwTKpYPC9#IN97&2s+wKL^;O@pgT9tSQtYsh=Twv8=b;csZ0k3M z`C7_&>oo{Nfs1|HNkZR&#s|+-AqsYK*e@!M$bu5{o+E8|fpcU^jyWR6vH@T#f+{~2 zR;-jOy8}uYklT(E5pQH5)jkAo2#>78u55)zDw^tQQ=$Z9RVl?Qjx_j4?eS&zWsn-R z;{H!@%m}u=4#f$8tEB6?D#XvOC2obstrJp&D2}zzis+429pl;nbl45msAa$-OAd7> z1F}?CJ~ax$h@g0RnL-C)xRyFx@kKqwA`Vw68vwXe<*bJd9g?uD7!=pSvkK=mz+92= znoHB=>56njU>@kR{EWaX%js}aYS-mhr(<6De1EP~Bw??TzdIuzXNBLXJt<56R8C*X zInBpAI(@cc0Fc0v2a5z?FDg-2fp@Epn`|i)ElE9>95qGa2VH{|{PQ@O@c^h#H$IQ= z$RO&E`%DYt!x_H$aq!?ZeDjN#XL#es;hPT(BYZOeFNSXp^zlCY-RCoWbKywCDZCyw zdBN4;n-`!C-)sOy_~u_J$IIcH7u?6;n;#*L@XgO~md3mqzIh!aG+gN%x8focCvqRC z=+P5(o|yn8ZMe`DH=!8JD5tYR#x>q7Kk@M@#V)#|e1zJDafMIms>UOOjPF$pId5RR zsb;l;lnXC4YoOkml^bc9@Rm5Cb3!<z=7NXJ08IHSl3`o`s6u#G(o;rbobspZNdwkQ zwLD5<!szsWpD*;I^W%F)EZw@4e>uzPT!2`o5}%aN9(-5$RCo2H2+49BAAB#mywUDW zYoFxL`A^}ABnc3jl-BmF0V&a@0*i+M_<S_^dT^Ot#96$;Ir0pQ(Y<9c^5XSgXB9t3 zN7k6)x&SzMj|%?6IRv0`95WW$iC>W}PnVM(f@>Vbry-x6uL>VV$K3k@AO1_t7llu~ zkGz&n0|FgnaT75CpO1c8jAKSeA%9V8?WoJZ7@fQr?j=sWyUkI|JzX`r>gjs*^oesw zQLmmJ<tILJsyJAm3H*-eZM`ad?{PGQshA+3Zfl%~M^QjUI;>>`1zgOs?*>J|`+C#> z+UfDGWdIu7*mN^|a!^T)cF<y+J>GK_pt%Y!HU-EuLvl6Rf#aC(Mmy->mkO+wB?azt zLTH+zVa3Y^MMGZ2YEY2cK-)^x6m%}*XCq008#3(f2B79rq8>W|x9B13ZV#|1qVb>s zqzY9Ux|$W82x51-9moot5P@4!AWJj9MN5j7aM7>;J|DAcF{L`^37#h7;e})(oHH_B zcb_=P!S(*(jO-d+&B%Vu$P?#~qF*y|ln?yU8~Y20auT%i#FOQv!s<uy?;V%@UEw3x ze8*W-0ccoOHcl6uJYt0-F1Dg5SayT1+tWd$)MV7r=&RvgTT#Fk1m{^v5s-?tU<OM- z#99Eu3&9HRtenJBQP8l7J}s<1A7A|%5aT;`yv!YT`zFE>nu(6TOEMqWHnrvToCGh} zR!?2`Ra_p4mwuD*{7VbTf{P4UfsT>KK5pRh@QhLOxDEss)T-eTZbSaA1DC$&{~uiU z8d8LVH!Q#RNCjTid<}o$z8znDV7m+Z>l3{Un|Wa2vmYsqM#sKg;B<|O3El$U)Mrib zrg6(%=-pM}KQ`#o_057F<LvcHex*#G4|Go}HO{XWzIO>Wad}9sF|HL6V9x#MFYpDR z{SQ`T6L2;Z!A>$1IYj|GOwN8PDQLjqiv9xpv;ipZk1dB$C+%MdhN}R9^t%ohDJe|A zr52n66a@^!(ZdP=L-M}%#7`RliGRo~#Mc}?%fYEW-|6CKV(kIr4nv&NpIpDZhIw93 zJh^^h4D0$Og%_`1VDj+c?=<`W=b!)jw_o0Ce*cH}PyhP!cR&67>3{$5`EURBPoMtV zU;p~wzy0OgPyh6nKYshCPyh1WkAMC2;}4%{n{%K3?dPBV_~{?N{qw*7@cTdf;ZGla zTkD7a^!39x2$1&Ty~zz#T;JSa;`YXbt(P~yR)*KEZf>X#Zf+jq@x{$^l&c*tU)wB$ z>)Ex9g?g=41U0X1sNB4^LAiBpgA26B*EZKs-Cx_RvOc-Cu~2W#@(4zVl<c?b8ORwO zt$MAmmoJHQts_e9T~38@%DLPMyl_1Oba_3)Ri$@2U9{-y!UpH|e2`&}M|4JU>yi>T z&Yxb=H-4~=r70^Ic0UOd))D74A;K`m<@!ZP;@QhcUe5qf=<w2`!Ljs`-EuW_a4eG$ z=1VCWZRki<<os5Y4tHFyMS-O<8$?NtoP`KxC>xFl3IJ;dO$eI+(q`|3V^vOwCg|V^ zuSG$QtkevSv`x~<-0gZLbR6^-_yE9Ll|!vaj&y8tG0IPVHSW^wC7}e27o^+x-rbMg z$9Kkwq=*YGjPFKYq<d8k3*u7C{kjR|v?f<vHOy-Hv3!t0nP^>C<Gts%e#Ort31-ZG z$I$b0qVt+Ca{j0&2(MvJn^-tJ-UMN$GiJ{9MwsF?1AD+-hwc*gOsDoMjz}g2my=x^ z0_>oRPnt0FOy{t&YXh7b=)h=*Ldqz0if$ZRFZ#IsKGB0`(u6pcMql=XNbiYwj#3nT zyQoI*;AoBBCl`<B=w+v5c~OVaNE-#-A#Zm!JWAn2lofu53yx2!9CwGE9fJfTkNj#e z>zaKa)fT1<iXw6l0izBC@lCNA06OYtdDY1abgboe^EB!}f5ccc1?dDe%BwYu3m68M z<TN1k-Vm4Tc8Nt@t}n4*ND^YLhZF|J_`FqLOKlPiv!YNmy1d0A9CeHJ`7B2m+vT?E z9Z_({@Pz*bo#(LruU9ct-U6a*>2k!FU=L<dO|Q6nb)uR)$Y@t9uwhqph*O+%Ogs5J zTS&E}1o22}$6+EQ$3RCv82ao)L7L$Z42}^7Or>i8HJG-js;kOy1YIal6%Fu7SSmbn zo94(atrkaGc^h)g@4BPGMln0hvE>qxJX!-t>tSzG0U#yH(^6*vkZU}74Zr|LNIfYv z2d_i?xQ*2GixfexM-4)sz#eq>t?0l=3spC2#HjJ=BVRQp8uYR1@r%J5oCRQQd%Z&) zRnf9e=kLCivC_D%#z&@|IU~Q0=GZbR(_Oau62A3zteui0slE-4F&aR-Pb~VAMR;AY zQ?&$m<cBc<4GLM&09p`m+oqaBGQmMP>}CONO{D9$pgAVmgladcQn$IEH-Kx;To+YZ zvD<p`stDhfmOvgrA2ve+eU!uBF5ux;lp{7n=V5R!Z#205%IB1|(O#C_g%8CkmN*yE z4u3ew4htfVR6Lg?fK*(h15*GRWA3<_ze~U_AFyQIh~P;Z>bV5X5gFI{l}iGs!E`XF zx~fbYv4ivWQdLdmS_wO3F<Mm<EM9}=STkHk^H%uA(Kif^2vy*ERRB`hGVY*MRag%^ z``_AC1!`Slk6uX#&!|$j-x!IWXo<~Q6og){79i1KqX#+q0KoOC*Iz%NQP%hictp&u z3E}3n44maO$_c;=T8ez+P=HQn^I}L1C-A1`4AvzYNQdkD9RPE2gz!>Q(|FDB1lx5f z^zi1I?gxZ(t86MEIR;oHxVYt*cwf`PFN@8}v1)+13YCthx3E*~#%e=53(|}Z^tswJ z++jOa-r>=JcUw{JIj#x&MGJtZS>hIfE<Fi1a<D9zlIHHyq9@U~Lb!cJ7-@<jnChLd zPD1L?n%I|q6@?cGjvuB01>Wf`>8kj5^xLXv35~ppN{+N21)eSn&}p_O13+tgNLBVM zRtJP`V}Jg;aPT__NS}8Xu3yUr2FXe|0nInQIFcL@A|^N4v)49HKQr7X6i1rZFdEPR z+9#0$Mpu>LVjs635q8bAvFVS9G}@I<`I2KL^#HD&JC1Z1#d%b7Y&FqHG+KpV0x4<= z+DH&8!T`Y5s#nb_vb%51O6rIp6-Pu6Q)<Klh}N*U76Hjo0?gF`Po8lN$7-$)^H%Ca zA9ZAG&)9}18$6lJsY~CE>Mj@AIMg`=q$`RYoRm4t#EsqDyz$l!D`&~hBe_ye1_17x ze2*Y1q8UN6vXom*DPNP2R+h+SDUu_!`R;=T;GEAojs(y^$bJ=W$dC{O3QMcqdGL9s zVuK?Mj8dJ^+yb-uVl)?8e8{q@ODn?huq^Ovl}dC7aE1&$)l#jhIy+zVU8{matZ>X{ z!I4)np0*MISG{h0i@^4wu_+m7d7^I{;#P);dqk%{B5hoB>g~E8=;Q@OA?m8A%i%Y& zt*TOGH5tN_K8A(J0Guu~5&&17&Wo}FbYvpY!bOkFQ(k_HaxF&mqZz`{&_{$+Jwanc zG>qtX&AoIO$#E`5H;z>U%vGw<(Xo{B(kkU9`qXU@za0w3C?8i+g;s&IvPbNc*%(?l zIP?0Q9hK*d7^kYdQE9?~Rg`z!O$N;e#x6bSaypDspLnO_^&Gvc79sFO2&1{aN-$Nd z0%u#lYbgRv5J)!(zSEAcHzY?yz2yLR8&L`zuXEOf)$vpER+L&`(_@H2lCY1W;@A-Y z%ZbMI<r)cYkxut>aJWm(x}Onb8rGFN8A+|A8CSH72rwJ@_E7@h{#4Y^<Q3-(1Se(4 zq&mW)=-#U9NQVWRF9{{bj>|wyYRM74LmZ#WZWSGcXx&Lsag3fou^0e2rKOTIVEB`2 zK*HsL1whoC5;S10C<-tZj$1pc2AC@fDQB)nZMJz`v-lc#4>>V4`^ln0v-O8rp@lK3 zzsx`*;ynfLcF!q%-`+I3x^HjuzJ1^va#A_XMm!*0Rnd`l-0dNdex-R)FS4_|Aw&jz zumn5!k0-<#xv`6bj8+}m(Sl+}3nIcO>+*&$5?z&hghoYRX9e(ZKsEujvZ=R}80O?X zhiwla3OI>u$dKS3htMe!komnT>Z%HTW&{AdRh9cBq}fjsqG*m4QE;0644%Hv;dHD3 z2xtMfSSbT+foo6O=Hhw7JEH?h<t7Eokb#D8#PLu9Na2Ccj#o0^f!5b1Wr!DHr}IG5 zJxeQUan<-1{Gy&r0Ci9_Mi4B@OIZ403Kyw=e2_zUb`ahMQfaz_5at>IZ8U&XLO7b} zs)!A4JGT9RZysycgm@O_P*fWk>F7b@%n+q>Ja6NZ^p0SE+fPEuV?$6L#W5nYP3n4} zA<7KLEZ@io2LQfeRUGk(?kvDq<27JLL|bL(8gQ-g%OdLwE-kc0(aFD`K3#rdj`C7E zEZnbhRqbS5YlVTzvGyAnr&xJ$B@QrY&09kdto_+(bh-8u&RqLX9F_v*r^mo7Kk*x) zz9Y_tDEA0A$0J-Y!qs-=PzsU)o&m7KQWPm1X&Mwot(i`<{sMeH`sM1f*;1OPHO0e# z&cZmHc%PUdUPh#^A|6JPk4#8U1Z6?W<*yl#Lc4b#{_g9rAT6*U{pX+l^8HWW{`i~! z@x!0K`}x!V`r#k{<-7m$oACSo>6h=meEQS3`1cRr{`}piU;H0`{N<P5|KETA@Y@<c z{3j_Lu;k{X1TT8sF1XtJcL8eeUjrz-e}APMFMIzkxR1SmA0ZC!-)A^WV_q{Oy$!F2 zR-`uOIi(p`5hO5##a8qfaxgo0X(>MqdIJj*RzpzgIG@Fsv=H7{a(J*dMB9T8ZRd0w z@0{fs>E!OGY;I`L=rTdU_cq=vM`U><6%^%{73x|3(JtpG&_SkC-7)!cR(f6y%<{Lb zm~Vroa)jW1LAXn+?trfmw=W-Ll@?iK#E6QFcKp`7U%DBF_id2DpBJ_hLUcTwApC36 z3~56^$h>spm|&uM!eLeie@aD&JOVhpZwXP}iWUVi;i2a$08QA?RimLx$BuXpqN<aS zHD_1`WWkZuS=!uk(i}<ENO;RMh3Bl_4)J{MgaP4Q8VpI-?!x}rnGkU3EwzeP0}yeq zvks97$Vm2?3_wE^7pG-NbWjMz-DN0l5@Myn;8q-IP(w%70NQLzbV*l5=kHRM@g$o| zy`Ez<`l)3kFWUDLbPLY=D@Ey~3vn860f50m!`r$791&s-3fliWX(dXy$cH+A??Czl zlMn$7OVm9Ns}W=k-?a*MdbnTFqF~k{_>Tg>UEk+w0H)RZDnrzOcWV{yjTC&?b=s@& zmjj&+q9HHnqnu9l&U4z`v;6x*s0!s<;Zu3>h(o5!>F5`n#;2oaKyCoZpH2~Y#}noL zy~C7}lSHq4j*Kh$NUA9TwPCZ>0Ghyoml6dajWdR%>h`#ON6rjI5ku`q8cqqIS?f95 zrU0ZPkA?;y%JE^;BLT?BmZAp0m>+@jl(>aW7mY5VX+=w#{HUCcg;RrR3OrwBZ}e49 z1&K8bK+m*v>Xrw-`)dZkb5=C{X#*~PJLfW$fL1vam25}gd>GMS6`|p%VTe%mu#$@w zfR;m8g)2azH3f$v4Zxq#yP?p*IU2o-WFLG<rU9k6+%y1#C*e}!UPs`!8;8V0cZ%@N zQC3r1hL2iA#zH|`Wofw`EDeOQ#`L+yz{Z&L=JH6>3rV9}nx26-%TG;DmS1V8&hn3T z`Cikrn0z@a9gjex{B0}d+n{N1U*)86CxrVtBjyFR>!rWoaB!$>90bI{O0EbQ03bah z2h9)<(zM~lJ4cr%AwoM=yg5mZR9xBkQvzs5<cP`|K(ml7n<OBWe&l<U0NmPi&VDEX zjke>`MRSgT7L9WU&E}LyO29!_c}1%n>O&G%qz=R*=Z26MwpN8G2yYQfV+&phfL79? zY*l6Vi00PM{&@hXlF*y|bt`A4q6w|53h>0?fC&nKFl_3xS2o_yZui-d0RfIDE@;Bk zaXVWTA;UTSbwOB%3y%C9XE!#EvKOLrLeeu+VQLnjSH2Wi0K{2IYug3@FOEHDAv<ms zu{SOQ@Q{5H;)1cUfvez1I~P@zisp#hHY6xEyK%WkR2;9Ab}PrO0hdO$td<DL?r}{p zSIc>icwiQeFp($bD5rfpbAl34PRcL>R_pRi+i=nN9hTU^DDOx^60Y)lvsTd)0&tdd zlQ1yOX2*Orn>1;flkU+b5uHZ2HVFf7mXA$BlrNq~NBKv)e7{LpOun3zj!j~eziq{Q z8#FNUj;&k}barG7H}QMx5Qsi{Jx>FXlW@TPstXyQozgKN*Ps}BL}U(!XVT<Y^2L!9 zQQY<m!e|hFO{Z^v5=J}$L0E$jX%g6Wch<=7gOiYSWja1((T2#+GcJd&I3hb=?$O;i zCg&$1&g^yV%>lrT1=}!4jtJinT@xIqj0hEqv%ez5k+7!XccQHBQFlTKn2W=0mh?(( z32Jc|j&TP%JZ;%n@kBp{8?xk7IGKv_^iJQSvVGbp|8kVW)Gaj=fUtLqKoj7RU5EQk z0H9hU6^;T>1<fPbj}Xek)1~&PDKa8R1dF1UBafJ*fbUa>o1&y>vBC&TQ6T?DWG|Kh z_<VHj@|n(0!9M0R*bklt#`zhuzdj=Zc9pt4b@Nv*8r@v%G~O&9i=8OHjJ415k9PTk z#m->z<*alpcBA}lE9Tpvsnf9agm7n9-2q=C+SoalDs5nauPW~%z*-!^oU397ccI#@ za%7{V*+0nO8C2P&N$~UVT42*Z2?#i)FB~TzRv*}fSBT(wa${{<WoUg8X3|j_o6!ow zoYD4jCyaR#7MhTLB^-c?J0%lPQ|2Kq0SMOHsuMDBqHj;DsIxnelh!29Zp1f^jgyCl ztiA|d;?ah6$gQoyyL*7WW7ZtupH|o=Tmnd-kdg*O#ILM!v_M%ww7)EcL&huwd`g?~ z()miy_agfV0O+ng+pX%X-6l4<lZ5a@V9%KiA-s!&BusqgSr2!t8{wgnCcfdMZ{x&3 zO-B%an%h}(q@}4M>4PN-;8XjR94|xgh2#3JdM#(h%2;WC@2Nc6;0PU_&W){i5A;!v zA<ai3Q4U*Q$5yUqIk(cYUoS4{XSFfIVE<@~XZs-Zo1nus7ifyJiTWT!KCxr_U_Wrw z=fYhO2GHh(lo=X;_X4&N7l0VyVs8MFD>So%77j5PGwk7R!ug93q3#y=1Y{%%MPLC1 zz;zaz_6h)BG*z!<pg~nQtLvtNFpyc5lN>u<?yLM%$Bx`XxpQo75(bQKt5rC2IL^-~ z0d%;p9062TmFN_ogWm}su=gGLO9e;LS7?Dq8bGUe;i!rdP-@N`Q9}Y~1H;~;g`<-( z!Q56jelT$c$0O0OmH{C%;2@*{0U<}DmVuPqNGH&~8)2}>%<H$BgmAHB(_dTo#XegQ zN`Sd|w8RNppDrGyvV+ozKFfRKWLmNuPD{K`%JPc5whR6#D{>2PjM^a%sfRA*(MDRs zX?yL8jD!3l{q3FZni=$sLWU>ND#x*OkS64U29SJ-Z!lz4P}2BlHmj<hRP6(fD>yue z)fEnP=IBAdk!j91DGDq!5PBmTfOfbXX#m2(W+?MF83Bmxa6c6?o`i5vb0N!C1CSeM zM$!PdEy@oG09JEnu|g=V%+}2UfcH_3k8zWlojqWx<m``#E2I$kaZ(Yc;%MdAj2c)^ zBb0!X{Zx*mxT}nkuzFHc<gjJ{={G$%%@Gc3y_9VmsC%JeYmS}tCB9=29OH3y9afIS z!VSV0Icv5YsBFQFyp8To82cm~ucA_v#VmW_c+)}#M{6PJ376CE*+PP`kuLP9h2-Wq z3A8A0360d{9r>Yfkuu89*7uGFp?ryhu+7PjHX<T;W9NmH9|I6dp%?(@(|DFvfEdqX zi2~3j8?Y4$**KpaFY!0w!X#uR!)HyHk%bSlaMLQ-^W_w^C>5b4x*>c;?1E|lNb-ue zPYviXvB!WE4moOIHMS8BRvnoGx(JR~LOS0UDL}`|UeW-ZUF$j;<`Uu%R#eImmL;V1 z6pAKHw0opdx5DS@;LE2)DKS^;TOle`<S^wMQRq{3pNz)Q9EBREIkE~8`pOagGv}?x zF~%SyT_ocr=|&j+wGzM+K6^chB55j>lZJ0<oCg`vhQ+aB;dom@21jEFi4G&F7&mnl z;Y2Q-15x?YL_efP*bO{aw2KWclG1s|!p#RwOn-rAIo5-u%aL>#2~1TzNQ25Q)N4iY zv~Nmm)kPW`jFu%KskFFo5E8~oNE$;6Y|bx4A=Lxfel^F0(ZtRmwkU;f7n&w4aHeIS z470Of!-bQaCTz3?a;h_%5Kf}#QAHSNtB#yf*KT}ZUk{|ux)C;maIxk~M;_gT&`OFB zdU*0tiTZH|Z!nmkb?5ea#Qp`aFG|Z$_<jHq0xnkZ#i08oWcykGZx@KOeHA4yjt;P5 zQSvgp;{-ulr(ZgPj?=VXeE16U!fE(1VQ{^Gl#5w>ObhVtE}Ch-ztVUOFlRDug5AwT ziWWgwiQH#0d_<7T>O|*mW$SoRehP)a-VrA45?_{|__ZazGm`kK{KRh|HO>Gm@KyPV zPiHE4r7L_@KJZ&P@)1gWS$^Ul-tm}Bf<OZ%MLGgnYYGV%6p5Xgb*E~;pkP1JY)GX5 zg8~W2V$vO}0h5AeRgZ>L3NR>0i-rZZrci)Mfx~OppF;yq3hItd+KiS;0|tf1%UsfZ zr2&H?z!kb1btu4~h{)t!jXD%yP!yM4YP#hbFewszTl5#yfI-m%r-8fxU+n;sf|d%T z{+R%^<cwt{Axuv=g)k7#6{##M60)tA#|Bk7XmsoO$iSQB=kt*)zkG$x@{e};{`tsa z^5v}bd_J1xZ(A|n1`Vk^2&r~KxUVB=Lx^oymj3FgpGLSDxvm_tTnZ5)79{MPN%2Eu z8-%3aF+_-<$oUK<VN9*z<>^Lv-j@MhkYyd-k~cyQ>FJP4*{(6MM<>k4MH_I98VjD1 zG)EW>`sJ(MMB%8l96Lu4W<0+4BO&>X@ZA40PifdhX~Kwb5iZ#^W}IhYZmJELJt5QK za3(kwnBd2_<=Bu=rAophVi)cYY(o5ka~4vH-Uz!v_%)B}gRsMCz2fpi5#lD$xn+>y z86~!h5EmwGB^-du3r%p8fT^>rD+F%FyJ1AMTwoA7O#m7{7y76JW^cINTG${q=8&zy z&zer?lk6<V4JH;u4d56DE8z10;51n3y{2))()nsL<zjF|W-C_=8Aw(2h}o;E$^{uR z;;vEDNzTV+aBOg<#t}#Xa_^iETmX0nW#?!iL!f1<vA?-3LqK#_&V?&E;?6&&tU2-! zXno6()>+57U?m})TM2PbSm<ojy&+0<y|eqQ<cJVixUSl9?1)+hy+RVw9ON6yi?AGl z=P*jKmm<4iziMQau^x+H!Q&>WgBdFA%9sIk9)M||WIPBHEt3eCd~0J_4-Ar{1elW# zp?26)`QhXPF7Ev%K5ujdK69=d9^eCTisfNv($EnD@cCeMi8ZUn%S6g2PXl9!eHmHc zMIf~F&>^n`jc#cb2Hq?mT7@XTavz`NAMNtJR$(#ua#lLDic$Wy74vP-AU_|%6-@|t zc0_=k60tZAfe?Jb9}9PZl7K5#c-sp)kHo^TPFe}!%smJZ!!2}42ovgt$Ir45hWSce zc!Q0BqiYDl0N=G*qb(}ny_ede=&p=84r^tvIno?Y1y?Cn8<04R#wbD}E5e=-51|Xf z!?c+9;X()aytL87a{X-Mav67LYyjS^p<Q8_=+nlgwji7>f?(%~c?=JPvn`IVjz;+@ zk53NEXT1QQ4@Q?fvrd-~!1iQmV4U*S%R(wPI<?jGP{A)vqnlGv<IVCh6-D`+MWg(q zUH)Jy8ce>Nm5!-6%HOtPz6}~08;KK<4+wX5*B!9jrV+UEpHpPbrwY5CNrq6(wGJ{; z&|>FlBj{-NcAcZbEQGGi`VjOgBE8^^u(C55(zoQ5u#;ZHgn%Q|CIVUCI*S3NXTA@V zfP&PQKI*CpT*MX%SyhFK;j1QunW|e_tq5C(bD|cd=R!+>*BoK~i=>Koj&%^?b+sUb zndFG4k&2ut3J_ri*R=37)L;Va#g{o|Wew~ioA8iv!QGMX;DjTn7a}m;YdmtYG&pMB zYYZGQtHoSZje{`fh6ike5ZOKY+Rp|48k4Xgyl!opkY-tj9m0Lswn2zo90|{evJEkE zkX+4ihQZpj;aaIAp#;oDcU{Ej^LKZ*#*p`>gx+ycj3^-|I<E$mw%Hgsi1aM~a+E{& z!&87Fz$vqF?3o(?h7$>qr~3uK?M=-F;L8c12IiK!U}XU&MMH8y*$fLXC=yJ;u*XUY z1(*~ibCM`cApwITV-qcgR0=RC3P(pbq*8!ELF)pZ{WXOG3<`MM@=78p6kt#wrfG@B z_fUXIfq>#_SXqFR0&$B;af^yV111Gc<Xp5=8Zan0Lr>6OPy+@9Ry;n2NeTrR6fn)= z<Eo@kfJp&oziddQ0E41A?|Ra`s{xZDc|-&=C?w#dfB|amb*cQT9biyIJR=|k+W>q% zmY8d~8cULow37P6WZyzKSF?7xaY9NY0DGj8)vD1gmCV4K<)=y}%V%tuQU1{`->YO6 zlP_nbr%E=<-?n1D4Vs~nO$hgO(;cv=WCR{6nIx;7*ZZZLIUw;MLw+U<L`en*74~gg z=~C%~4o^!3CuT+Hk*}?|Eg}3M@$P*m#KjW_M&A&2oZ>S3-rPGGfR=DCqyeRJlww^~ zfwczG{BEkk&Ktb=1`Y2@9jeLNE668y)Yv!^fbV#(QG}gM!u*XeosO~%w+f`F(Dze> z_~x8d;a1~$PtEY=IU1fKL=ZnjdfbRg`#IDhF=hckFmM-~=9oKs^=w6<Gj_r;TM<%M zdqj!ciGpCbG}^Q%9oxe?uLeijoj9zb{D2IH13!{b<)!hoEuZ>vgBw4`=xL%t|IV4y z)QDj~ad|gl+Hwn|2qj=Dbn6lrG9E@AI-e0bG>eRE!zVhgB~(Y_7;a1XDHKAK!NX7x zAQdQSi!gznfR7u1ZR`Nd&}bsJpn2o^0he!gX*i`Xj6N5@+Xae<i0C!5p6P6nBmka_ zcnin!bgLy|SVxXaE-3;Ie7L1n6a@#gB6|sdL`Tck6h(y6k1)&=@cH;a*T){+M`|$q z&kvRc!Vv-QSs1lj9_80C&p>Za@+dQgl}EWwXX__n@B)oIBvNi83|{>&CQ|<PZ(lzA zmd;%N{Fk49`S!;@{OP;*5C8C&zy0}_ch1rN+fW$to1g#q(+_|B<!?W}fB1hlGIZfg GL<Rta55GzP literal 91478 zcmd41RahKt(=9x>Yj7vHdlDo_Ab4=s!QI^@!3XyQcL?t8?(R--cZWUXdEWp14*$LP z$>xBoS-onls=Dv4o~DO13?A_J2eG(Cb4*99lEisTx8fr!E+s3+{-vLb-*<qY)hF?z zcA;uLIn1vZaUubK=BrvNUOm$C*Jgrdln=GjLBSb!UfL_lGeOGQ$}8H}J};Lx0#ALn zulJ-cWw*Mm-cL_UnvVxQkH@!dULF=}FTd(ur+gklCr@7@Bhz1QbYE6n*4iF7c5mA} zUoNg$*1Wx6ueat-UyhsByr1soY))UjIqgg@R$gDWFN0W4y`O`?=UGnMyl+nhUNqmk z_>`<=uDY}}Z@sqp++IJs=&ruL+z-{Yy_^lrW!Jn?l=!&4zP{YxhYOH~cafSsU2pmL z*sM(QyhP8EF8p~0CwqNZ=fl64FEII%Kh|b7a!G3TGE#XSdFsPMkhs)Ky83$aGSo*p z{`7d;#`n^OUglH&JokEYzJw;gf~<D=<z~&x?e@9vwDt8Rajebf@nMeC`(Yeo9`}|M z`Dr^pvhDfi{BUfI`1R#Fkra;R7D<jUESKTd;taIDwAO||#G)Mvt}3)=%%}DF>5!fL zCigc6Q$s>)1gQ!oi*}6Z<6)DHz^#ue7K?TQ65`W?)mOW=PcVqcXQ3P3ZivWhKF_-_ z-#yMRQt<d+TQAmi8u{lC?jOe5yxTTi3oW1S(|vqiw}&3nd(jwT5?RK^*4kb#w)$?< zTOaQ)Z*^a9o^?4bZ;`GMm*iXDd+cYyJl&=XyqsM($)3L6x3y}*L^tVHrlv;<JU@T- z5qQy#Zg!lAU~YL_TJw2%x}OT&%Kh!Ues`ryK3VQos+-}lKS<2+@)-Hc^p-`tvG?iW zd@9r;y7VRY_pObt_r_W-(n}=E;+oG>$h*p`johUNykYQSJ{{Mk%V8|`q8&EhB}&e| z-kcn|kow#`9hRNW&a!A{uJQW>s(HUIt$BOB!oV<u;v&tg`S_sCn7)+1ciTrK)*U?W zLKu)r+>0>O&V0#ba3s6G+1?6*5pvysID&uiH{#|_w%}}b3`Z3as692(wAjc!ybf|X zc6dguJi4<xo{>_u?90k<-IrXEyTk62nma5Lc=<ta>O&+@EUwe2?{nS;-lJ1ZXuhw{ zw=TLFCj2kzb}fz@FPj1_uNQ>X*|$Eg&xwkOI*sOIcrO=SyQFI@#-gtKjl`zoO{6{# z@oGEzAuQU>r*!D8uY5jg?pV5wwn2`Mr|7Xh;LS6)#x~24mB_rp@m>R(Apv}_w%YcJ z!T5CM{ZgIfwtqqFzY#Q6j--n0qeN^Pv*BkH8gMr`)8q;1V<zz2^K?C@htr+Nylj*1 zbN8}!OX~Az_fmbcpZmK`9om%NTP?a-E&X}BYnO#o58pFYpcH3UO7&E>&C~n#`24lz ze&`#sMzcW2y6(27`@Z>%yWJ$AqGkon$FA3>$J5uLCY#gNN0)RT*V`eN*YoGHHXpcS z>Uzsfm)GsXL{ii`sH@tDt=u7}0=hQ6kd*ih$2MR9`_smAoegPQCUtGk+N>8_?(2k% z*UM5}1jXyC@0NGZi=avOTHEKH`#D)s0e#u0=i4?xt(W*VClMCy8Usu4HGI8f0$iX{ z^4@Pu%?4jaRr1NNQBA&Udbe1f0wQ0$&mm8!SJu3rA5O{yp68d^l*UVs+e{u`&+2SM zd^6pyPuINej<;k<!C9BwuYlOfUZ!kF^)6c<#$M0B*XRD>qm9kT?^lnPJDZ<ddrM2I zuXx|i%3gX}AAF9|Eqsrat!nniGVgvef?#c=N;`T4;8arv$e$LPAMTa7dWpOwY(~=0 zO@ti+TlhQdLq$B>`3qTpNnM@K{8D|r61($ILK(Q<TPZ#;M`%cT*acFE_74<s8^L*- zjA$tcx|uvzrr~E_R1Y5Y0a5S5Ly#Q!HLu2b{4f~jjw<%%I*tT)ksFh7-DmnVrts7c zvqMC9%@Y(X8HuBR2=sf7XVz`c`mN+X)#!N3xjBTKj{I&Dpk4*URVGJe^Ytn?U=sCT z^nJQRue=t*5Bm5R^>B3NqK(p!00%cZ%U?<z%f<VfMo|&sX&31(yASQessq<QgkYQ> z6-Fv!nsq4hVNZds<K#NEV)QZP=3z7kvuG@9+0CLjB&+$3DC-ikjaDE$Z_g__J2|yx zAcy;BkI*L|r(gRlYl2xNtxT17;S4wKgDv9S1D80hD4Sc{$@ELkoIvYn;+7koHb|)O z@^F6OMTk?Exvz6kOOcka1&GWa$c^AtPA+pM5fB2Xw!g71{t(nzUd?+p1HZ6|^Ab5@ zP{ov>+n*c}me*~5B-0mR!(~`}%eU0x2D#9Os9W*1B@y*r{y8#hA*flkjrc<5wCD-% zAS$$rrZ#a4s+UIPIifF_z<)q}8ZD|kv;Tq(hA?gDg8!^VOJ?B5k%79whnf0BnSs9w z`8ld>sWCFAcZm8uwDXPQ-vjl&kmy3V6U{k4Gteeg$G;jBw0x`SE}u#kZkbwutF4O_ z<|lu33@#VAI6h+cz^!N+zQOA?U9N=6lN0i$$7WkdF;C+vDdd{RYO2S<mTA)UPutbT zALp;c|INQJAXpY@*2`}o!X4MGWUw%ldfn5A>HIXBr>`G#?bVO}6#9_mNhq=K{PEXC zV2#OVoZg97pG8rPg93%@=|fwpvoQg8gQ?#>$22G0Pmw=8*Z5!04oDrmuUSg10<X8} zUA(ex=4i~@eps2ml5TGFnEQBTF23gIr04viuOekpc$DCjsS$VpE^A=dWFg&WluW0r zsd;Kr@Uy|!p;}UqWC92@n?F`z)P@Ih8Ac)+SPdbfzr&xjnzSNFcZlr@Rt~VMoxrA@ zCDk}iayYl1<qvhCRIM+`{lwuDao35Ne|CyiOx>fExRb7=&w9niloBFVbwG|6yO3NM z6*$1y6S=6ym5HUkLO=?P8h98lu|kw=V3{{HZ1@forjU>D$~ji^;BJjQB8#lm5pKuZ zYS9&Cf@Q2uij-HT2d?O8rgXUjJL6OpkBZf_2QrC}hkGXQT^*1^ZkZKpPlR)8$Yi|< z;OEmDW<r&()C9eU&C2c$Ols<vO6V^bejXfL7&wLRq&vps&up(Hz=y^3s@dGomZ~u^ z=MXQk(dpqspm}x0+1oNO6jbdz7BhjEs&;Uv>Nw7J@bV01FMfE|TMDJAw0(~pC!XZ7 z_`s#d+3E$7MaGVCnYLD>3G3tJY*;L6U%jz{b&uz6(i;^Pd(>d+y@d?OvUNVM_-WwW zrD;maI&y6JBC(6uBs6l9q>bv`PiIHs(S#=E*83?h_o)Dl7)??f=Q{R#Wz>ZZDZRiQ zJ0zNt_g)9{@rqN_2M8ov_LT9lU~S|)D33>)mPJ!k@f+i0$zbq6BAvGKeHwH6;KPAV zvll&HiPLXET<I|TyTf!ich#<aK(e*i5tiyn75KO;Z@(vku$_R}FK3}lht2rp<hB>b zmsCQ%CVxRRounjr_dryV#w!V|Wga>SRp`Jq%a)`|0vHW0%Xh9*RWWm>D!^AH5IIWH z<&_s_F-VTT4ma95N=A(px|b=0CUw^rCm=~;XjdL~He|$AmW2`V$kU6YoYD%_`5tec z&{7S@gs9~H$n2U;x2DS_T5hyurk%Jn3ztM#LKAtdk=~zaFLtS`qzEF&9Nvpl=$Z3j zpkPnBzE=?i9?>EyNy2z2o!7BLsu`Stf5(olDCaAEW4u-oRbnMPC;=5<c?cz9;Hkc} z<U$)8G{<A8ZH$vE;X{m&{)%ad#lZ5QTj0fqNS!9c6XK!TtEFBUfREg`rCS?-r+paD zOQEOWleV`EabfT5g6>3hqoHUHz$XZ!r`TiYm2st^;6vYyZOm4L#JULpGbuIfHe^Hv zH;~XP!2t$#*czV*a!U_b4m7Vzy9-S|W6?9x%}+UJDkFcGm^VZAna(-SyoLE7j{P%X z)}OCu`>6MFihgW*@)K7}w(}IXQH7k;mXef5d|^Uwp^tNQ*^It6Q@A42@rb~_R_e4u zxgq(5cG3t*Pn7&P;jxb8XXjDsCy)D}?B>S#>W&g`Uku14wQ00@e4#JXea`qKa0<H* z^KGWpN7wtiz5Kx22RV1WM5PV^elIokj+5_v%E|oFq3p#<gd<I%95_)=jGI}TS35Sa zo2Bd0;LVfem1HOHmFB>zlrCW+M^H58ASry^kU6bP8m^$~m8SSFB2SAlvl|FTtZAKQ z#4<UR(s$zm4=z(C<-9m0wf_eEMY8|@N+|p+8dH>1ympf`E8++D^I=);;2-n9R@}Ln zf00Ph!r%O3bYSy0gcj`SAPh!6#x)-NwNk>snxSDXk}az*;J0hxXEXKO^Ws)Yzw|Bu zj|s5y#JG=Mn%mZtl4!)@x3cJ-FdYgyEew^^LNgvkk4ssefmjZ%mXdjMCT!5^QHOK@ zzu~gNQ-Revw!eGA_JAPkcIv}fu<VIN0auXYl}up<x9*f<a%5=OB^T4XIq+1vGGxwk zK&!#|LpO%8YYb;~-f5J!J5PeW#5lBRltA@1kQjHlhg$AwQvaAGTxwcmgx9PbE}!7N z)RfIPlY_cC5{olNWlt^*jC+i{?MaUj_;+Y-??c{QY*fOy(GR846qxqH=>_ohHcF?y z6wL34;UGcfNJHhQCM&A#0A1d;&kBHU3b6lo`yfZLqeQJ9$xC1NO>Vn0_a*@S^KaaY zG5x0ngMUeg%CE<pw={H3(l(26^y(nGs9fSKvkbTH2W$VxD0T{Ho+V$r=``mX;Mz!l zBG8y91CJ6LvxNj+NwvpZY9Fx>iwd=T#X;01ht}NgU%<o32|5@h#)YCd|J(76DdJr8 ziVAEGDFn<$_iRP~ZG5lhY%I6D8t^2+WX)7m&c!l--n5mX6ILij+VxlXrqxVOwQ46h zWZsYg-NaJww6PZl6z|aJ=b@S&0fSlHL)eF%6Ldzu&Yx-G6#_Fx-<WY7#k#noFu7X5 z7m-wj0F>=Aqe1x+UzM}E%4}D>PgDhQlHKX{3>1h-DBxj%bp)irZ;&gh-JEKP$G{%$ zb!DJ1XJ00Bl7wmc-tdM{d(cq0x)AI{(o>`$w5OaH{@?(9*yhFGK;E4yWY;GN<j?0E z6-`$pFv%v!^@ep9E=>1(g9Nc9w~(*6bM5|t%;O&L_Z<EM70D5pWPE&sP{1+Zzeqa3 zSIhS^?%WNsX<8?-b(Gu_cuyI#PmtJ>T^M&MleW;Sat9HD;R-I$U~wWp@P-%5_yRs} z^B=YnEsEH>!++T3ag7vbf&XD6=5G9>_QuW-E#!p+=Nr)uwxp2D1gn8BmVelil2aIW zag&bF{JEUOegxnonlq<~|LgWQj8Jj~qd@-PpZK?w;s1KSrTmu-b|Xy6YutoqT*0Vk zOzpu?!_n=08+ic{?M9!y-|n6}#0Gs*!>fEPKUMRUeWtBnVAL74(488|+~fEC3#R7A zCt6j)oNz@_nS)oKVn=5NVC41kzX-86zjvYL9a&zLv!kb-5xum2i6D<h%4OcMv3bd( zAn85*@wPz~O2X7VyM#W5(WFWg{^|j@s_KqAR}Y6FE>PW57>t0+RWFt!Fg^#ji_u%g zEUAYe*BWO{?%*Fph4$ZoH>5)Je^)|La*8n_E>Ha_Zjv($-0&*3OwQp=aIe*$QYKl$ zxFlB?TQjFe{v!Wh7H^1txWdOUaEJd#7J*>o{~-y5pT_5J<#|h*{ro@fnJPiveL+%B zaT2+{Y7^`ufzq{%ftFtqC;wF|(X9c`pDrV$3&WA>FpFaTQakM&ZO{RZ)MAgR*t7AC zxo;icAd1^!Z}AV=D#83;@p(?jXRL<2Cv)!HE??)FuPsTl^#kJlir#hPGwhJ{e><RN zw*dO_ftFXRUGNT(2>w9sG5MDblq}!i%vX~0q*@9+jy+I948$#Vuc7+pDORDyz)C}+ z`k8K+=JHtd;K?{Op!w+^SzJ^5mx@QKN0AEtp5xk&SRZNsjJ1#8?gcT~+Nn~;u<%g} znaLwYBiM=SF+y#w$|e})t0u(<&SOG-;h9#7StqM_HPu=$YV{a6FIUH<FT4guu}^sQ zwYO%2QR2bqcmw!!t|rxN%^P~$O8()>I(%NP8H|pAHC0=b^|f!oXxu4S^AQ|${pQqm z8teq41$H_EqcCmc9~^DLPMu(s=?U!A1$IIMqgdx)&3CFHPRd|(ya%jl1P-cxLy6lc zX0Po6=9T)>-~A%EchFa)0`pRzz?OqxUI~~teE}9{0rRjO;??Gc!RXAJ%m`SV8;sUm zf@MC>1*1GSQ^;Rms#G!Twd`bNyyL$*me}dqo5;+vp--L7V>34SL)SItf#UAa$Q|}m zc;Z-@^k*Gp)Ime)!F@q>!LD<`2Gp%Z%hQ+7b;6%X;rX@MTvW#7zcXMirDuG$ZjQ+N zsquT75dL9iexRk&{-~Ld7rhz3{t<f~=IQ}5r&O1>tZ&ucZaGq0{G0x>{}FM8xA0Ab zTHE{I?|5ZkY(j|hf4Fo%uw_aXr^Bsc9K!k6bw|7tN}ac(bQLR3M*u@X{`3{z^sZ7z zpKzL~oKujBx*s~$!7}V%0x8NtcSKc(rhebX8^lw9dD!<Itarc8RI%kNN8_A=4ptC* zv%m*ikYcW4^2#89UHg83MP=R;u)qYG0G^7ig0qBqI~7-9OClWe?m*40!1*)#WlY{? zBKnGx;d+YMRD752Mh;;b=T98gA;hB~Uj3EiOw7Z74(z0kY>oH2QB8V@|HJ+pM)fZn zIbO}hcp2kgcIG?Y6#TmXu;oIW{tbI$JL(5<Y(@Ob{wECcUv{8mF)znS@W1Tww<I+G z!!7{l_D|Rwo2Q~H*-q?V_TR9-DZjCWDL$m&f9wwA02lag%1r-ZD}hV;8}`OVPMzQQ zA9YiK8}K*fH}>DU{X|@h=l6&4xKvF7wKutC*-1qsNk%~s54J0LY&!|8i}R4j-2A1V zY#qaF)(c*3RcHbG6SiSu*{T|R1lI1%JmC3oA0XECEmBnMY(KQ2N^A?`I)S<^<MU_i zmcpG0xdRmFu57k?)r3e*J_6#7Uw$6-Ow@bVFyh+X*5{_nb`zfoVy7uT@DYH^5qn!N zQ*al=z+JdCT}CG)K?w&VZwKMvrOF1UOcGA0-<54AZ0X9$`F0>y?7<0cXJnu#7_kmU ziR?wG*q8t>N95ZoPSlfwr3t{u-vjXCiwRTBe*UkS>6`0cGmOLkVfN<n*X+&pJZ1jM zl(suhY>T^Me*(OVKL1zoE$hFEZ_<C$|Eu^`2Y9EDpv3=M$KR|oG5)RNZ`Oa)f2-py zYw-I1Q^()*$Ny8uUo-F~{3rdtW)$Fp{+hjI{a>@UUi~!#yZ+bgZ?E231l|?@H0`h1 zTd&@l_P0fH!QUc#9rUOEsq_D$`#hK{*&8^KqGb*4oXbBm&7<yF-5p&ydG@-Te)Y}| z|AK_goYmSfui*G9S$1!$*ncr2MSiY3sr-FxA-UX$?9Nf>2Fn{2JEp8P+`z^)PBm7m zT$zkW4`Npinm?%ayNS9miu9a$Z%pW~?zO;}FLbFv+~lbtAHCXlB=<AW=Bx+|q@3&8 ze{fQ1f7_JKnY7@imQN^)r3G8e(69|l9D(Ov)Mr_JSIy5yqz6=*UEJ8&LwDAD_Xo`b z1P_J*MwRX(PL;DMwr`ri9Yd$_pu-R075L-J`B=i$+vb(VuID<JZ0ePssf;176XD|f zfg|i;_IN#o_PU4L=_K0@0Jv-nQDfWOTanrEpij)g%NC`=&E0~;(#`uT$->J*q@_zw zQwgizj6sB(H$B*-_eW$U6^$1PQ-R2K1kyu;y@=DGkz!j;B7{W4u8(D+MFL0A+|3WF zw+EypZr3bn4cnH4=ZRDUnunp%UJP<M2UEVgT3$YJk%`8Knuq+~=5DL?FB97`MkkYT zO^$vIZ8009D@=hvUe{I#<O@p1y{%{^^#p|4I+*vL%~d_=u?uAHpYL!M6gc259{8zG zf8RGx7AtIwtft5KN*|(eq#8H56shX+8tuc5vZ3uwFqn6ime;jB6-08SWyxmo*Zjh& zEErp*+~HUr+($ODpKEExdm6A~3BnJF_)0VA@F%f;ojVYt5^3-@C(JLPnM(!v64fRf zdCEv4*H~&H>%O#4#K%XeuQ~zC<oZUN;4y*uc{0Y*krTgG*o(8urUI_LGkIM{2kJX9 zoV+zk_$WFw@$hG(;wAX_iE*4n{pdK?c8F|ddVukDI3n8W)?C&ZfbK+UXfekb2PqxZ zl7-OTI(ALWjGgqI4JF|KB0Q|65+=owO{_wLVeYtiAtHm?^?cEdT?)$YvEd?SH9P7W z(=V97iY@-hPD=o8`2i>qkVMWZf(;naQ)BkGFpVkyaJdcO`8mIe6~dP5+o22qB1<}} z06OxEobr>j7PtCR8~m+42Do$OsJ%wrG$4ZRNKmj)VE`2Y6$w+QLvhwYo?NJD=L_HC z(+l&38A2h7tH_`6bx?!y2TWsO#e0(I=b%KWW}9N6>i>+XCp%!C&C=Q<s(8<2X{2u} z6-P^~ie2lV){yfAnl27Hd>A(wVibTy&VohMOfk&-CK!Te&*W;Hv^t*IEcjV|(4r>- zJDhemK}Aw(s2qZ*HVel}6u_#I7qGboNPFM$X#yKhpD5FP2G_Gqi4JQAlQ=+q141JN zMFPUGVDWfiYZU70L*uP1U%P11#b9!06|Elz5+rdHMJO@Rr1SAfoLJzP3k(|HXaSRJ z96xH5>K&y&5gfAaAXCi)>RCySq=Hg+tVCiCnL#-V)dK7KZ^WVMQ<Opwcm5R*Tb+F+ zCdF0q=G5vT9Z#mtT}o(oFk3ez1E3)EcqkT7e1R1gT}JYSUMqqRnjCaMMuU&^*<ei` zpmq?s`-j)pJBYx4-H+Q=?_o)bgl{^?a@&P#I~f4V!DFDKfhgk3_VvM}DI4Mtb|sj} zPZ^p~)Unw{AP^3fx}SK4CWkU`CPyNiUs_EZ{tndq;7A+9SR?7yktQo_&r*gEs?X%l zcWQ>$N-q$tJIxP2LY?)&Q)!xfqC^n>9{$IGwiEo%=AfSxaQ=ln#gW%B*x<)#Y!%mX zy!uLKL4V_z0=<)*Bo^LA#{q-Q5?>%?FHyOs1wfqq%mf?YoMVVBxGkEMSyb@_Sp=fp zye}Az8-T7xJy#4E_aQkAgRpI7Z|UVfHUMaKlZ5rKuzlh94tqk`+ilbH2Rpmx6N{t< zdnWY)`VNG1)iYGmB5_qq+<UmFA*xSCDW>1!4Y2?R!uZO7h{r-Mf9@iy(%kr|zJZSr z$yhsqISXtj0A=W}TZgexluhtFMUfZCc4OAo+vuF*=Ki!}tZAX~+c1BmuPTY4D;0Dq z;;TQQYBq4mnQ5NI68o~iQsT6uzehK4G>M2l<NJQA7z}*((VNC8DOerqM{ud4JG`LZ zivbqk({FluOR@Q_I2<}^?@yJyg#_>s_6w={<C+GPy$T(vEBTdl>UXr}=s85rHK3l# zXbsR8TFs6D9qxJ84?A8eOHF9Sg9lV}fqoVK(|g!~HQJXkctQviSr8fIIAs9L=lote zUxL^PQ$tTeG8PD!70#~_H4NN&J4o{oN?rCVZD@!Dd&w$La%i#^a6!qz_tm93DEM)X zpz1pXm5K_3Wr#*TKj)Iq>8pPvHc-;kz4}p10ku>)Jc&@zRqAwoCR>X^4$QkVWt~a< znr>AQ_L}Z+89pCbKa*8;PWrV|ESTj8Io6=O{5U_a<^IqGgu4Ue=6W3y(mmj?qjVrC zsBw`0^s-$Pixk>=sfMbIoYjPp^BiqB+UiObDE}HaJfoy{+!xNxk?Xe`phrRQ#nXUL z_NGWxE$l^H!P&S+eebtA)VNsOG5`Ju4iXJX{?od)MHwLD_RC!K*7y&fD*fA&cGiH; zo(&{KYCFV6AsD@goaDK@++ReDjQ)(@D;-_;E2k;QkAdHULSw6XV#nbqU56iGmuZaG zHou>-mao2&<rUpSZ*HN7;M20;nUNV3v)<npq4&rRPA=I%mFq#?S>SU6Kg&pGnV6`M z>i2RN%&8~rq8G(pbAWn{i%z#$yE(2qb@=(jqEGw-zTqV}_3O;zWVFTx1^lo!DIt2d zvK+0+ZIil<vuKo!##M0F={AeM-UYumr=#z<*NRptcDE;GSKTR#hdcI8X&2~k8JxCh zF_Ks;f~K5-Gk|#gs<@kn_XnW@b{#GnTkuBhlajl$AX_pGRLtS#=VAz#0WL?xv%0c4 zYBjync&|b^{z-D>RI+X4k7-62RypNuO0AC3czQW{0}MH?Tzs@cF*o*SbBCC{+L<tv zY@ImBOa#}criCb}T9px`Y?0?MXyc_tn#MMo;(VClY@#7-davU0GWxvl*d=6|wj?x> zs%QZCO%clV*1AA>>cR_+FRdw*dnPlp^bI?oD-EkskTm>C=?-x5^c=sGL^-f|$wQ9A z?1sd}0+h3M6f$R5?q}JM@1wJi<x_*QDbwoh7)^N;kAr_n*)jAXjvRL_4gT(ku!*yW z*I1pOA1VoOyAW@1F%H&o3bvBKSCRO!LrB?PL!lNBD0L^Q`JoV{-C?aWvIT0CqBX)i zHiGT*yrTIPK7teu3a6j7BNs)p46wNvHJjqg$g$XZvErgsqWW$J&EV%Nlg1lZIx&N+ zkH0(awP@-S4c5$p@G*Uf1vudjMT2STxcgESNKi79fi1WT;~!7m>-D44R#U!36+_1n z{AQKyQ{nAcf$((FkA-cg(c%Qm(x<~plvZRf+|1}Y;x;jg@(%^Z+f3l>)Sl>90baQf zRfy8@dx@Y$caf{*2{Li<TC&&eFe#jlHn+3v{PeU65%*HR{}8wcJHa#PXdFSjEIbRX zCK7A4k>=JN<&PxSLPYEh^+S}wN8LL*k6!y~wE7F)E(X-z|68tb8@K`yL8J2(>JK87 z+J$ZX1#`Zk<Q?%AGF!7gGA1k4(|g(SbA2X0m+OGKXgEbJJ@9QaO<Kf=WoW+uRq8$n zt_lIOGq<JH=a*Y*VGkOAA}+u6Mo@F&mSU*H=57z4CZ#vXtpafcv8G~sWqz>2?`$R- z(l;e=)e2j1GmF!oD(sY}x~HnnmTjDYR#Q-{;=@t)u_k|}f)b!ONDGU=&*oE0r*${( zW;SGdB4E2&vXpGbo|k1=QxHyaW<Vlq>uDnx!xw;(5m3HtdX|-2p<dfgU%-Sr3cK#b zWDbD{_+Y^p!_XR=O+X*ai}g^<2)oMPZtsBT`*DjCU}J`t`~5EGK1O+8tR40$*trEl zpDm6W6T7uVqZ(%cs5@yo-i$P;I?G2-H&lZ(k>ExnR(%#IQT<(uKP}=WPY(egBCo9S zUOOo&9uY-{iuOyr+@=tHeRVMd`FW!fQp7D5$%_2CHpvdvr!S6tMXfPG=_E7z(GjD} z*A*hH!P@%9JieLa)wtM^1ZdRoK;b%odl=?I8NDW!&H#dPtuL2GD&$#U>BbGT2^1e{ zQ)-5vSBMTQjppz!F5Eg^l^ZU$_&)B`#h{P-^ws?Ow@u*``FPQW!anBNi(R3!v%D+$ ztqwehf%E5E=qns;brN4V1Lx%7ysU=&9i-o?^8z3}TO}VYCK(%wIB9zOcj3DW=h^t} z^XLX?>pE#}-6^Spa2v_>L22W}tuFo?*EB5SLS#ROaSJ`T6EIu~Ql$sbk*Kw!3mqBj zDSs+^n)^vf*ck7tY>rf=qCCNPC_~7J0%>A>f%hWA^ng;#R^Bz&E@oJd{vD|uSE<U+ zwabLYMS9#?ABJImxv98zi~g}vaxK0pF+x~pJU>WW_Zzh%3}0|fLdlGIxOwvE+iP}f z{;&j*mdTqCz%70r&QV+R`{crkB~ZQt&)!KV88a<h)x8wDuv^S>$G)Y#vP<k27AStn zENUfSc$20CqTNqZb-n|tw<hn;GB#S;>h)2jCA{VQ=UcjDl%`T9wPY3p6_7e)U};Ne zcCZA)_5KKn(rMp8%L8q`v2iM`?DX*bPzxU=e{cLY)#AGs=5$b4bC$q-_44CTl&lgS z_l5@t?eaiei8`@<XgX5<V>iqn6z?6o5gk;aE`}zZ@d_MGZtP&B7e?I=Ki8>5R~wMz zA<pPYPSp?vyWMFeZm^rmx2+uqgxQY=11*z?m~vC^d0^z3dw3YsH#B1kAY7Lq7^Gr~ zw5|uV&V$F$nlz$Pvs)Hct+lwW)N=X!u~3$>J|?Da0cTAONl8}0ZzHa+>PKkjID2HW zR;g6sriDrmhh`v@5&Vlq7s@X@f2R@dNK_D4)&=!z3iDS5k872=k0cJvLvB}YwZ>Q| z14_9+{P}dw$7DJ*_y|}T*B!malJe*x&KUfSb#Hr6Xya=i(l^E*d5|h<ewwSonbx<d z_zf}ASD<BK{Chhp6s*;Dv#Ri=1526QPZjI@FW*1g>se5sO%=jgTN3gt-YyjRDpW?w zKr-G$6xbRsZL8=)TWHxLk2&}JGD1dOy+g-iJ7Z<Y?#9b3zEBy!7A@lLzzf0f3g}mM z9hRF~Omz0E$l06Y2L-|?WDO)Lc73&#zrG!`o$yMDv-`1EOb6Yd1jLyGV(sYZ2stzu zud-E&O4>80!l8Xtk5}vGt_2wL`pPfpe~Ss)JD-s|&^`k^jO^1Ae2F^0o;T|9XZpy% zFs*!aH!BWM5gnZvG=jo6N|HJZ#rpQ!e^mm6wSR>N-|jiz7`+Hl)UC%@gPx{?mDPP- zO>J^rxX|w3U)h|>Fq7N-OVV`wJ)?BxLJ)a}+dw((2-#eg)7)_})!2Zwr`%TwR)Yff zW4wvA<<<}wgW@R}z2%<;dfk;j^rNu=Xpi^o?le8DNaF^~$+G<Sk`k2$(!l7*7-+y6 z5{*<$7XI*(v1(2^!WV7CEb>+zwcu*2>p&5Wu-Wl1){8VKZoAwj3vegrH9fJ*Z0;cI z^F%LOWSV(MlOsF>)W{@0Ub3YfUIl<(ru3hK^_A-OzD!j<tT8b}A^l?Hw0H43Li>In z99J0TyUBUDWmqRO-ixB3w|mnelGP>t@`uy;{{5^ug`rn*VCF=ZBLFjy&J56Nai!vo zJaW0$0=xIc%)}b5V6q5cQ!9H)D6esDTR1Q8CH{MBJDHZHxwU@!bsU>|JcO5oURo}< z9<uJC=hLbm`n6t-iB9msp<=lC==YM=nvO*re`^aMsThfTt!=ZS3Ksx&iW>$n5@DeL z33<iKUyjpV5k{F<Y1z?K#uPKR>Yv%WCxOcp>i3L!o1Ed>sfx};p!QRT0#&(3{uH;H zxJ<m-^tT6+IMi0yWT%1`t0Yn@;r3_uiO!`XjlJ3yn4Owh+7ezeSGdpO5F(xi-vID} z68GJuXTDcuS(K~r-YHb3*zWydyLPy<Nw_S<ZX$uMB-fkr!U!Hh?L(V7YO`+FWiJ@F z@2k;KJOv*oUEfJ*<KOB-4A$c!+J<?Y!`-{uEr;cvT-M``(cjeLx;Q0_HglfzG>TY5 z>J}*PqTmbGjN>xS>FZY8Q{8<H6TIMj=&4*kQoaj&SC)9rVpu0~6jpo0=6lyT)<H+$ zy8`(KOL=nwq91LQmk^$bLd(#!APXw1Hydj7C9@y1pj0%$c84kM2i|P{NnH1}UKK#= zZqL%EEz<tNCLCkCnQ_NereeyEC<ros3!6Mx819i=5;QvAIR_XoZb8BnRIOR*!a{GK zALyae5?)+D$1cSuTV(QMC(#O;VC`tP*jK#`EZ_Zg?=_=6npcGwIo|7!f(Yo$nWr>C zx9<-iV96h6Z*0=^$8-efiUcIgIl{5tSFRa2*C!;_eHDoYOn;ynl&~kiFmuDu`o6tm z+_3qxqm4wi+67b%dq{GZ0pUtF*e~JeNwTQZav0nHxb2uF4x;*eg$7Z8>{>P21F^nB zy|zkX%_o?gr|hotLKS|(jz`%7z@#XXE+rR-7473~*|!Jme-1w`dW?_{C)${u4yRF& z6c5R4E3@B&iKdWyKG$ha*LC>r`lobj<idKH^~iHK{J?9Of>+KHd*~KAi--d*w;zGM z8OB6bh(N{=ScsnnJlQL*0Lf%PAaaIpw>-v~90R^WiL6R10X)%DX8{<`Q2A~PF~o<` z2GE|x9@F8}Ev_c@A|Y%lW98R`y_^A2HhyMQy<dC`OEBd!%ThK8uOiW)%tO_MnUa7{ zPopJ~tXfr;^CZAD!csn-K3;SWOMlq)@C3%7@0sEBTT2MOW1zC)YC!%DmY_bMV1Nn+ z-OaK^?A~;8z*jfcP~e@Vi{`C&#Ddjfz4r0~A^T6eio|r};~BiL6o&a2OWMAUx^+&8 zQrt17c)u!UaX0=~)<Ij=a*3=EdI-;r`Wy4m5(<$~RM(Wz{!`INBD)xq{1aMoDkZlY z|9*@(labt}ufet;XnA3e*YbGWBh>h%Rh`l7Pp4zD!*tQeHvVI_@F|px<>cj%xjQ%2 zZ39$YswBK#kb9_OG7!@sv`-QM&haP*tYUeNuw%XUkdGWN8kHa*1)Ki(y|EgkYeL#B zIvff*p296BGJ1<*-v)!9DVD-stc859Ge8%5wg^NtU1$noM~$ERGfN8)j+As%(Cnz$ zie0>!|CY{|M(i+_fVb2{fP#J}qK;42cL?n$qZ6IgICD~PidSf|@R?d13TSn{Cl@8D zl%HTqwN$MLWFrgchX2i1OY?^ppo`l|&n@A}XxK@zwUH@vZV)Ftx+DY&vg1M}VW>4U za!xL2kIRYD*KJ|9M;1G%f|cv~Y6?(3>9@tmrH-n=CftnU9YJes$+QW@R8`^^U@~zt zd+CAkDij6@MQ*OpCc^NDW>k30Ll36jOmo7sgWks`?7btzmr~A%BRf;)zpy5^f+o}d zlKlr139>{*^i^e<EtLW2E)^Smz$(5G>C(0zF?sG75UTNn*cjO^uxDyChB+zD!3vF( z*O$g7dT<S4<A~|u@hxKk*x)BG|Du{xEyL5)IuF?xdC!<_R%Yv5ida<*%~J2~1=IF^ zwCTVsT#7A3xZ;ZGZe6CCT}GGlFj0?;DF2RYq0g|Jtj>}pQ^jwBt(x$XN(;Htz_Sf= zyIN0woSdbNr`6i`D@!5^Cu^%iB2rr7ii5{d1xMnS;nDsI5(TX4n2T*;HJ(7GSUfi| zvhAVm<8R;eaz7cpcL-EM@!cj&g#-``#~WJr&MrWhGa{p8APqgL;eAuP=oq<ZZX-;M zmaRDSr=F7dU{ttK<$D?CnV>2aD-^fedC8=nzVR$o>d&X!+)EYFA)2;u>*<kEx$zw} z@vO-Z@aXE*+`a&T{)zfXp8lsaa&(<L6#%LinB#9oYqRi&s<da6>#GqH;#_mzX55A! zSE#HfTFCeh^42Rc<SgR$T@G~!Ta@`M+Y#UP9$g3R<ILaIcoiA=&Pu3JTkn2iQPItP z=}g<yh?*|C)&tJbVk;hgZ_Nb}mBsX}$Kgyv{;YF?JHxQ!vM<g|Ve|T?0*JT1rfgDl z?W*|c;Brw-o$MZnKm;Rtp%uT4^fmsJJBw^a2lgW7xQ9~coy0kL<Oh&vbyRT*lDq$u zq<P;S#hMIdh<tczCWKPOmH#|`HAacsk?SFcLxM?fj>ez>(M15NeA8S|49=o~o;>Pd zRwI{SyI=lJ=XWvrbOO9C7fC>yf4#t^PjKXPS}(kBkgbCX1Z#`ZCEF3;Bu=`X7J!hh zp)K#V=NokfLC<t&{2O7j<?GHncg=X5<Y<y+Xt}gMTzTDqvk+@8#Egsh<WA*nn3~VX zVzHFt<SQiaHZ$|FRw<$YfuC)7$5GD)_#=p&0o|UAttk|^pQv&=mKOO+B29EO0t_1Z zt``_)MRl~>k|%cdNK7Dq9UdSjoLr{k3&KK^(D+OC%p%0mxWm<_dECpl_1Ib3&_!N+ zY=N<S0&02GxmxRUP;@wqEtrlQ-;Utc*Q|dRUHzHJgqWiqR!Rv7Az2A1lSOO4us^{I zfrmoVKB*Q7;NNj_(-2ehP<Ex$mrDhI`I}CLbcU1>D>#P8QmWJ=Bh!e4l$x>QxVJcU zB;w*r83K!x_1;<dr+3TPJiQclOla#3_}Ev&XIZ<>6?I$Dg2sQ^Q_*1S3~Je7<nB!u zBmi5^U#b%L1Qn=Gh;f@anB}D#BtcA%f|G!x2n}q20rE_OkOdr8-h^_}P_yHDSuz98 zYstGw2<*ec&ligT5JWOb$osJzqBWlTfWz=O2ULrO!3NvmZ)g41&3cBu@rGknOOq^4 zpM-O$8V2z?C&shh0o*ByDoO4tLlct!_ytO;CoQR{g)xfvsBs$d>*R^o6QFu7M+Mr$ zO!}mTA+8HkQsj4Y{D!m<J>p}H)wnr{fzvs-j09y6ilU)((((=0sX?-m<dyO%A>ciX z(u0V`+#Ec2s=he&?<J^|sGdF>Dxr%q<D0tHyEi|ZcJ@1nrH?eSZnDjUmP!#8E2TXj z8<v;VOucd>v-9Im+2e_O&en=0#MtNz7W8VdqyGMV5qe~K_W+skAf;BZ;>ds$`0-tL zH9<KJv}%M<=w)GgPr?FmWLZiq#lt{(E~u9U&~d>@P79D6J)k7}@{<)h0AO3X&-P9$ zABU4mXB71&wf`3$Bt;*M*;MaGX{tddVa>5RzDPpAA|gNG2|b}hb8vstqw2d6Tudzx zX13IPtSU(O#)$bhr3B34z8-0i1Y%LLVsc;Umd5HWF@P%BhKLfNSs?p$G{Ar#Uw4uU zEqA3%)wRI0*lN3)!^qfiFdwZ4SM+6H>eIKT{D9~f!&Q!MrZONrDAEJtCiK3`%7&_! zeBT+wD~RovCTsVlb*c|}t9j%gJLR^pe_AEYO{Fvrx0iAqbzuli2j8cur4sLmRXK?8 zJqH`5_~Ljx&JMb%3(q$w4`|4EU&)$}h^UNPlr>@kJV;TRGj)B*yrRW0ikyOH$LA%` za%5OWSa@j+&<10CL_(iPLzB!fenIyR*BQ#=lNBFg_H=W7WjIfZ`r~(^ChN7YPefma z>u@>G%9A%-AsS;3y4%23@cc2D2(6k!M2Z)HM=3h5jqH~XK+OK_AwkbhDG{2ObEX*q z{%nwFZ#_o@?VG6l3$rSA@Yuhhfl~RtcZF_C$xV|S{E_U+f!7E#Ih&RM1<27mG6bQY zm)`fdA8s+`@r67${E*HlBjNH&Q=g~^{4&8ZouQB(qDad>Inlr5qkRaS2fjzX>gh^I z!M9kCEIqQ)3BrQqNXGLPbr#uWP$>BEV7kwxhcG$eM}EM9+<?-mMn+K;*YC7C^P@>n z2uHpX^hrGn(uev>{q!@)%<Yz893tZ$H5yU0ca>BFtAy^x+*L0{aB`WzEnaQ~oTirD z9(#!3kVLcZls)+eH398v65mMf{Rdgj=#~*}%+wLqd3gfyV|=@nDd5r~N0N-Mi<+w0 z+4_}%KaN;4VKOj$ag=o-SS3|UVz`5@$M~=?+v{puX#vH?=~CD$8yMQwc^yZnA66@L z1zoA!At-w-?=^JwN(E8uL?NczvkAF#Jj-CrJh^i~4~j_w;5QYYAyk4Z2U`rrRq`Rq zf2=&zusCO1*hD$EgZk}uGyqEY(9wM;PcpFKa>S7b!XFQ0>uWDSUsvDrS#3*iTdDGC z_d^#i;zVawy~BU++@CjCm(Giih~MfQyB)<`k&pqvW1CW<!Sh{E-D6t#q^3l{AHnem zFDDL6_1MA!xQZ)78TMAm0i<7Wvpby(QQwD#ryd&CGat{?pVL{4h<5bzp5&PWysgdB z8zxV5K0o>KX7Hf;#Sd>dTr}&rv*na(Ygb`XD2;T&uV4ax@lqNUyKP|gHbAy#ZGJ=V zAmZR-Us#ywX9MjT_$;!Cw#q9v4hiQ^67e#Kery{0MJ(g_E*Hj}S~3J9%U85x8=zuu z8P?uUn88Gz3vJkH6TOz6kLza=iQCnonbY7V<N^XkTcmVCx#n}xNVw%`BYTwLXqGW( z^7i5n8uX}931T}gFPk?y4BqmdwLD-sHiLL3kWE^?d78Imj9opU7$N=q>f!DAMb-7= zw2HgcjXl2<gG}7zjo`raqBG#b?lcjQ(13GPYDwI2bWby~8IhKC6G`eAVi$FtVl@x- zI42|i{NSFdP$VFmmM<?j{<O@ko2IKzA_luubd}<rFD9Oih+eCP^=|@z;t3Xj!lK*x zeYxE?m{9)Z@WZdA%7N91u~IN$Hg}Z1esxp+cA+eD{HzGR8}IPclmMpK(*?G~QcX)9 zT(h7gvnj}QK-#1SO#1?Y#0Jk)BF479ljm@3LYYytVF*4Jv@cz+y}gQK&~5r&yH3*< zNY_iwa}D1}7&eZhK`XrL{DT-fnx6{EIRZ=um5&@iI0m5|9;1?7l}a$t5X5w}l}c$* zC-+>yKRCgCnnEi}gyVi$Yme$<U7-?j!F(@iH!?_aB#7p637x_1>&(sv0Zf3Q8CPzF zaPbzdGj)WRvZCadqM(e=0bt&I$3ZZKV@)wq(HK`6Vsal&{-^<LcyJsba_-d+k4JG6 zuqHlgA+PNeGaXBfKf*&6?@0Q^VNZJFMlXLy*?u%Nf7G)>jt$tM$w|uu#CQ;i9syQQ zzwsq4K}7mSD%*yKQ}BHuIoN6sYm79gB{o>UH<|@_#^pf(e|531&Ux`#4<CnC0M1lI zQFQFTu_%P?*>yN^4VRRFv`VJEvH-5{Bs~zzV=s<}1x}|L_jG}+rg-=?OE3+__!3Nm z<hm)^$3&BoAVpX!JQrX36#JnQDzD?Ik(2Z5nt7_opV>tIfd~q>7nY$GdOElEYN~<6 zr`y8JMkY8<o=b9<oK$So4ZSGZdI_092KEdlNupOD5qJ`0T^Qz$LdNyk^mWYXFtf!H zlf-m@SJmof4$`23xSoYkQ&z-NX`24S63i%efmtuPU(bE2KZGFGyVzSLckp(n<<7Jm z6BSmV83<L5YMD~<`N`+eTpPYcG#fw<no?axn4Ff<GG*Y@q-^t|MHFJ)Nv`|51)UOA z*-(j&J$i_4_>B&W%@-24OO?v&F|*ssDF8y!=#4bUzc9v151x##U?tSFp_%2OzT0;9 zh3t)OV1$SlqN*YSG}eBxwbw|#8?I&@eTb^%obGTBiFP|q3R40a(ih`YtDeqa7MWVq zLn(DANse&OHF==-IbG>^iRUN0>e0QPWu($Vcj}}&XJ*Hc4+%BEKk*S=ano-%hmHHE zTRSf0Zf%Nq&7V)yUgnfQq~Ef7CtG$XQt;mr`Oe|`4*f#E@{6wrCVeD#6^^?Xf!izI zFTLz6KO3&O+sNu=%Qsuy&Ta1g=(^u*nW+jYZrz3dLY$V!F5y@<HDuM~ApXk=?#$2J zA;h^o9~GD<?9KL_x7QDpooPa%Y(OQNc2^U1&Fh=5qzpxg*D*Xn4oF_WoyAFQ&?0v5 z)nV_8JLoX+i$0am{J@6LUt{#{9YA!-eB$B*37+aap`=+V+*~Iq4fh{U_vAY~ApmQO zCnA}I{QJ1W2H;-EV9o|4Mf&c?L*qX9LX0K0XPDmZPdZeRAnv@NIz@mh`68|F=KEUA zfCd7*Or24f)RPHyZq%r0&kZ|nRHj&$rDhk9bo~5g?<pXOCT}HlUc!zA<=oyEk7Y8Y z^%sO`U>zi$aW%lP!Dq8W68wL8oDB$y5H|BP9%%W`?7uyK&WLf(Slc!wUS<T0X11gt zD263&Q^EB$5qP-OG!v^EasSAasN^R$O0IB)&G5OHtrO#u3UU+3ml5g}S9I>1Pt##< zk_3MhpzJFYa8<Kf9U?gD7<q;%Nh<K<io@YPSa@xHnr@Ka@|Y{yY61ybv{m1zzwGx3 z&JJua;$=Vr6m&8`iGS$)QAzRY>rTKoe>hPUp!g97nziMJ2-UCB(cs7C_aWTWlw|S= zW`N=kZH_L3-3l7$q!1Zjtw58h#$QDknuMjo`d0E!x);g?r@K<3@E8n^cm|+!iFiDn z5CL&X3)+BsBMyuf!1#WYC%P6XKCp9!64@uMeSSL}nn-_JdQj4r-e#|{L&jSVUonSu zk@;)4yhAV+=slLByi6p(h9k`0lRfH7)e~NHCuigQBMr^fQT*y>#!C>Bv+&$154&fE zGGO9sHUu#0LbP(dojrm}DV71Jc$c{Oz)-l+>fUm1nU&>zA*WA0km@WsehIFu#cVL} zlnsUqF73VB0F-db*|&M@%Z4BQo??&`x|vESa&E3av3HV6c~wikZu<pTZn(-WnE{3} zc;&O~e|$1ZK3lN@s-4uN&qP!>qrc9Uq68TZv`%kQlI>u*ohkxiWc|>vV9*eFVULT# z?v1saU_T|`-7l}uUxr`r`3aUvz-9#QwQ0q+7Ba}Gx`5KW;d>bu*+}d>o~cCDp0JED zvrPo?%OD_a6bGYID<uJq;yi37RD$u!%rgoK{P;sXFa$$|E<gO~fbom+Uho;{nD5|0 z7Y0E4rRryqv5#qPdk)KGKbdX6^wq_bzr^5fGu<<l1;7JHzv|l|!ICBYMDghHvvQFL z`!aZ*)IksMX7D5<2Xyq{&}cv^m{V5(Sn<O$Q`R65bfFXjLr!vV)cC?qp7tSI#VH@e z<4*)hunDC7vA*hSR(;1Z@L{|NT6mw>klHAhwOgX~;fK5VeUvfh(-byvF*1N{x0E`1 zZYD`t%W;&gB5Ve599_wV2(S->;HJ#j8Hc_?1!kRPK)iS0g@K9ExVxf%9H?hS7HYkj z>MQ)pj+8$o-oZ)d3BIEzq`1a8aoc;UtHqzx&c&<Wb0&-Uv8=<;ttJ}8gfS>k{Ag(Z zMEMio*x~fv2;3{vw41WBkC-JiT6;4=ITi_qY1?8SGh<mdMnluM-5v>6J6c$h=ll=- zPh?wC$c_EUVihwvfD{~ofn`qywf@q2l~h0RHQlUAsVRoo434`N`h}mnZ{kOkKf-uQ zn#N7xm%AuIiiQn3+R9(FPXYK_)!o|rxLHrm=o+CyLy3qV>&+XgUA-WDcaD-gO=*u< zN<Ym^q04fd@0>-~qWIMXYR79EOQXil^=Oi{PiA#aPMsQdsr_uatt7t;V$BLn!hyhR zWP&QBVv#VSPOsVLWTInM;kvy0WOQ}k9?}Qk745~crsHJ6;f)MHK7BsL%QO(uF}bhl zI5H@5AAq9hxyw^I<~uXuNq;^?@|JX4V}6ea%FKmQ5|@89T73`E4#aQs1}Q#W5_`51 z!3Dnpww3f5k#$qHX}W`%=#sTTAf5B*NQU2P1e@s-kcrovJ+F3}>VO9;BM7`scLN!K z65Z%jJurP$B@ZiTemk}ud@r%%AFB4?4v?``yG8=S^TWF5xA4F>VKinU5O<x8e${uB z9!jZ%1~yAqF}n!*PIh`A`NQo*mmBZunW>o)<Ap?*4cv1I13e4gzkt|egmHL*rWzL! zY|3lzI}iW~p24-^3i!jh0S#UNq}d$h-T}7Sj2d;|pAszkLDeolZQq5i@7?{ME<MG` zSRqMIPqokc0gC~V$<U&EbeVKnykz(!HySWeP!2XyB(4i#VuY$K{v`>?h{C`h++E`) znC*{O&204IGf9irJz*!crm4vO%?5vnu`F8tbZ|s`odBQ<Gv!A?i@*xY1JWW_vz`!> zZu5PgW`3rcZ$;Sk$G;P0fGBDYVN-J4SSYkRh^{iZ9_7063{8MRah_v$9lEPcmb2yj z704<)hv<lBxWre-(-;b|4mChbEPJ3hg$9!`n;_~!W9UW;Ou#{tR7|%!#>kJxV=J0) z=yd^1EppITk$rU=%O}N6)dxm(9+GEo93uI;^F7ODyGphJlZtSOKYiO+Z3sn3h(Vw! zU1kR~^qiqorYFnuw<O|m7@#fKF36tbB$$syL`ULiNB@R4wl3y7js+kCY}}3jeSCxq z#vMd$#Ed`ed$ht9(ftik{cDZWu@ykVcv8_hX92r6`?^tx$LD!kLJ{YWNpM;KJm1uN z4rsc-*q)!CVvE9Hd%AS9StH3!fHnvP$h}3?8EZVOURR?~Ye>6J%(W-%ZU_6n(tL4% zBHsFHQ~@rJl)h*e-{j@os6iu$z~J`OL*lbp5T&SW>|RO?UQ6*#zSzhwO3{+Qgzn%0 zY@N97;1jIJ1Klo)5P8dcXGw3ji;Ub-Y5i(|5hevpJr&!-chBZeArlI>Zr~A$?SYxy z^uGY3KwQ5%OJ`o3#Aw-SAID7D+-<d$>a!o!r*6;S%1M^j2whf|Lt}+5W<`17*<@78 zGyM&+9Ht6SH)MI{H2^cqKlDA9r%ujn4Vn`rwUA^3@cII9xzQPVE9-(`Zgj9cEn`m$ zc3_b3(y3&J!^y{G0`Rb4ssw~1bg!ThA`i8-7B%sXqXaMkJG2=EP^;&Wg8(Ebwbm+t z%nXlO3tA>nOC-C6H>8p>Lwx1LN7_5U8D5*BGjRtnXb(T#od%5&2gOIWV2}b{)02S2 zn`m-AurEeFa+CmO5-IEGcH)e67Q{D1Kr&2mDgpc@nf)tjNB=zURshxW%7>)k84~)m zd_IgVl%W>o`WFCvqmggO8Bm~!y1AF8ctZVVf;_WxE~B?w0rTTxlv?+Q_or3pMuMM` z3yNY+;WDJ?mH}>57uOJ7b5`;q%BVE9N2XBX1I$T`0a@#4h*eM-XGApQeeSRT*bvh^ z8Zs(8eTAc82V_RkOip6VJS*X6aKTDt&f105-q11bMBVzZu!7;?;~*;=dS?DCd&4vu z1`Ig9X4#O5RT<~@f>mA&YH6SM&NDU?pTtT)VN`0TkSYOYTXJU}{p69sXqfF{$H=f7 z$yWt{<;Pp;f)q4^)Ph`J^ojxVOIn6&0LEJ0G46o3>N2m`)a=tNQmEdXux$lDs&^U? zgUkxIpfMP(G5Ofic!W5c9p$|5fL%hMW5Cl`@)bI4nv57H+o6Mr0b(v2atL@vwliXx zYl2s_1;)VS+4dSEb3+@-$h~0>G#B@Vb~Y?LXOv^YSXVX`D==c>W2UG3f)zeV2`0(T z!G>ZO7bh`BzML@b5+igm8<qK?Upw3D2|_FEveXu~hAp5VgI!)Vd_?hyq7Ta=UNL$J zcx#@4j)kA*!Vi2p=hE9JF?7}HS`1yK;-dp;#Lyk(NBtf{ca*>BEeZ#NI>Cm?8hY%l z0?1sgM$&+^XI@4tTNH*ytyZ=ubhC3FwiZxrQewWmy#<3YP-4gyh1tc8mn{li_Bo3d zsGU9IOAo-O1287E&jN$uqsJYksL<zoJ{19r^kF@HV2kS1tqRxaQT@R}VLIx>Fgg>B z#X>*44o93fn02GsQC?dF2Bkc-_r<b2GmeuN<SWxa(!S8iGnW*VZh?<U@jM^YNdS{H z8p#1o1jCDl0>Hd+h0AZ_jaQU;=jf8TfK_-JoZgVT5(9i(HH3t~wo@c4_;R4;D?DP0 z1V#mrsik;@`OK_g_L}*^Xo*h2$cL6@ovIF?kG>?ywKLc+LJEQhs!+`DbHxLG^WehB zhBh#FNxp0dn=Udsp=jt@PJw+rmC?{2K7P>$2tB@Dlo;tLD@*5gR+u5M*^xWO#Kc!w zesPbdz2?kg=^JSa1;so;a?NuCDtz`PFt%K9p<MDv11bjvW37*HR69nx6@u~p3L`_a z@acfS=$V+OsoOh7-ajw?lE-#3>#H0`Sp4{+laqiU8+TGWU~ZF(*vyP6ot}o-MD-Y3 zlIT&r(}<b(h4O-iFMLzyEd~EjvU;<loKcC~LcOD7sJJ$qI=ak=+En~Ebj3Hfx-2h` z+<<#ItwL&|3V>%qF$l&iqZ{#>@C9d<7kv2=Szz?kpI5+;s!SkY-6cj&9`gzcj7)|= z=d%E$z_VzjyD%$q)Bu@ZZIuJZU<H|XECirJHaCg1cZcCqQuSBe;VDMsRp-4SPcf|X zm*aqq1?yOuTwZu)d|U;Pc{4x(@FG2<C`tg|{$;sNnGXgc)+m5lsYlB0&|c(y(4{*N zsBVfwD6CCn?-;T6jZX>>g;wqQ?G35L*UZ`gRC>=80Dj|vOi%!rKE}@$048b7PJXF} zxqA7jj)*M+Bky!G#<u|QjJ<k=hki;d0bRhIn5z<?O1|Qvum0)V;?!eHg;BkiKc0*& z<;TFJ+%khq^c3hN3=zf$#-)g6yui$}+jBENBpIb~EgKhnQH-rHNOYLB7NhBc3vQDz z53ImvE#Ka85Ox6HyEPBN4uCe~d3e0DK<6D@9+x}>W^%J$VvNC+bqEJWp5Wl4zr>gf z$85qMH{>+H6q$~<Y9y)lnWmK#ukjA$q{TIEruW`3XXZ}umknEjiRdMd0x()IT72-5 zRDm_c5U5wffsZMB+B6$R2UDFdX#_?H>Bs~xSF6xjMm_clM&3VZ2Py)<>zzRku%jB^ zgqO}d9pqR+a=kHLdt$(Q34q$fkh>C4_)c5_Fc_8da>$`bG8U@Bb#o@AYpxlj$UDik z=leL`(G&pM{Ba$*E?_O6B!_xMss+P#>v#93E5H=Vl!x+51;gB$&DEM^2105bvY}_x zNpCM32IgCdR`MtSLZt7cc7Q6<E0gBj+%%jq<9qc{4xX5`bd-15%oHy+P4v9*6vs^P z$fO-&p3qS?W9Q0Imc!VnbOdkZw&iT4X|MwroWR*47_$tE8ne6Ntfjl+l?Z_`&{ZB3 z9`OBF-lZ3$7_>BmGpW)Ye2>^yG=L?>4364oDF8en*O)7h<e!oU=<}s*k{8{Dk<Fm1 z5+l7U%$~6W_~th-H2h8q6M-cZ^G0e~jLcru4mb9O5L}r-Y%h3ZzznDH$TLI}R6q?( z1}_2azS*)arw+=%xY=CtkR9_W%DLi0n-Vkt<EqvL;~)irmwbDXp^{=GnwFn<$LQOW zZYvi%^VOH;(b`B&%lLxS<FcV-e(H|`&}GVrRFwct*zhJJ1D)Mj&R9j<0DJW*gqSmB zDewBDt9*{Xpl9-sVL$K~)-W;S2_19y;48~cpu<vxo@dVJ{BQ*EVJ~ITj*hpRD0Boq z2&e!F5w7^NjGmX7h<V3|9lxcTk^m^2yc;Y43<GR6=AhRwvX2BX=sNE}O8|^3-UgNc zzR@XG_A}DZt#0e*A}C?Rm7-vT<{0^WPhiZ<2!MV0YUJqMXxZ)dhJ`Y8;c;)s=N}X) zf)(C;px0&xFvBwhUs3?2@*0H%Flt(?MgbJQ>Xp;#+6{nEM0cQYSsG8L?)bdOJEj=4 zas|2Ofz)_lIytW_Ek4<0_)^J3h7xI(6|@bh<6Uc$v&0BhGVxix092-ka!Pkw1WYmQ zQwW(RJ!G%2Kd1JBRseXDCkOd$dY*FEc=>G}!4u?{<{8M<R0S~dChnwmfGQ!|!E`)l zG25T-%`o-7`Y30zDfVV7r^G5*)<<76W0#HcE&?OnJ9S|PMw%U-3Wz`mG_#?jq@%qV zlfY*w;G7R9glRh0ZM$+36pYQG$9%*BfUmJ?07k515CQ>Uo~M?Pb!X1=nbR^l59XG` zn#6nR`{*^R8>X67c;K0EN>P$ZOpP7fB`F3^;^k0*k#ELZ#`PV*RDX=VFGy8p7fJPs z6ce5CRfoXHP$tdx69C66yjcz)11S`~;M!;RPZ#iskw?Z>!wAi(l+%<zw;ZZ7zuL&B zU!ozTqE9YfHVoJXnX*eXY#Hs>FR*oXHjK%(Oq-+OpRNFl4UO%oNK%Y>OgnxZE==Q; zq`ci)y~GGfYN7_He4W3p`KfEBb{+C!5m48xUYQx{nw6*F0^s-zN9h&gu+m|DNvf-q z0^^X2CyZ4BRDtPC<OPd6m9o%0v7`DBjMM_mQr=Zc=82ChdaypNboz+eXM94(=!Tim zl>|C`y@r0;GrBS3g%)YtxqFzyiP_7ya(cZgBXaC?m_VMlNUr#{F5|bDB}Pv-1Xs`w zpbE-|ZGu#A%t~!9NkvBdDza0yY2#S|wAUO(>27A25hhCB0fnhLsP68}aRcMFdBq%$ zHEUHG*4*BJUd<G<Ff#F=V1<j@GYYN%@bV13`U2n?kKG0dVBoI2wiq%hyGJ(rmAUnV z1$#Dc`3a0r%M)WH3qW%CttdPs-X;%nfcUx~n|eJ!z~<>+5f}?^fdx733@gezhyuW1 zZJ7@Pb{?Q3^9I7@D))>L$GCw4Bb`;zDFD8GbQ<6hsYY@=h11U54p5~QUkkV@Gonp_ zg>Q?w{(8;FwVpD<^o{a^pIB0R;k}nXLf0teiHemK<;>O1yB&LZVIVxJyS@A@q}MKi z5kAy?aIDlgh9lc$IGFD}KaFpijjX<3EasKz3e}XKz)`31iE`{(KDfG&N(|KAo7Kwm z4l|n_<@j=8lu?T9089d<x&$yn6>oh=Ku*{ny<n{=ron}cx7iRPn4S-bk>|(wOcg-J zdZ5*^10u8KIWGZ;htbhV<}wUidN(fyuDyt6$^e0}FiehD28cINnq9n+f=0^3pyrAc zBXQQ8Bu1LxAyox{F{kHP0vzvi(&MlLJajfjVHW@z*vtee0L-NroYI}h_tf>eJ1|HY z06=2QJdZGP4Ko~eVx-xNg~In!sqGJY!_u-t#Y<MIVPZ_VW+|JQT|)po_ratr{}wFR zXaGlnmgEXMMC|1Xn*w!jxC4fyT}4ZPo`fywnSPiV{S>-C`*~FF<@77Iso2Uhz6&1I zigHGRq`tkCmrQXRXL%P(OvFiDsI$rVwINOM1H+WD9nbjMJEs;zTmck5AB_^gJV|^; zva`S&WTEY*lLwwYjD~a)^M$Lx7${N2ptZ0pj9OPDDGI>64CjN?Durlj8;LQujP`Q; zpaCY#(9ZlKY-pP$IUMaqbF^|~`IT3v@W7nH3}GyIV8}FH0lykRURH0Hlm$l5JHN{! zodAx~vMi<)iu5@s%*9IooE&n<IV@CrIphukBQdYKXo!u^IWe-cSEU)+3M<vuhZAlC zc#{}pS$5acRyfV>kQsCx7Au%z#9l@@yXw_6Hg}9eW}Glu2~dRzXfW35jWA(Kz3OK5 zAxv6EkTA=S-Xy3Je4ahgXNa`HGmoqir}l&ns*dq=g2-|{eh9Lhv5c7)W+z{nzmbEy zknfrw!F<b0yM9B*V-02p75J=4wx!LvK*%#&$T-O$WEXvLNn&IWVMfcn!bq#gIV&+j zsc%W31Ryd^MXd@TXU52pJR}3Axm{oIKv%X(Dl>+XPYQq!=CzS65n5XDk_UVyiI+W3 zD`jbjPY;y5#8`P*Kg%Jf7^LS*kYb9H+>}neyNr|?7}{B2bi7cxG#nTiL5u;6uP`#X z0%H&fjJ*77okA)xlXcbr^lBG5yDsyMpqI1Dho71ETCSMG*B+{uBg^a8*jkm5<z^d- zoOWR4b6MF>n6;o1C3E!B86Pj1^SpzUln)B)xE3ZDm4I#t?|?^CdpV@kmifw70*2t+ zx!wV)M8#$X3IEi6NA>K;R?@3?8f`NyE1H%}zVk*o#K#h&S(m83MGleWjLgp|+sL#i zqIoAXv^3a9DXh)9<b-y@7pZ$WpXNnA)fNEDJ0{Tz1|S(rW@z?{jzWjamf5icMy8>U zw1)+NFI1h<0%DO_cO(zdz_hjJQGi;rXnm1E#3V-OGJLx&F)~UCb1+@?D$^>b1+`-= zj5&~$USYY{rqykvm_ODtztP1MwwM0QY%LpNESQVxf=7oDwzbM}Y{>+xGQe0%)s`ri z1(V0M8{`7OoFB%^Wx@BtFqqE+81tAC9{(~(v&0Cw&@wO!0IZ6_yeR^}3|m=41&yW# zuk^EJ0CMu{b99kMr%V!TA-hh(Hc5Oz?3$e0FnZIBb_Kv_#*Uk|094CM=Yogh7$aQG z_tY$Rj6>X=Fj@&v<se<$(6jC|%fg3cc2uA8(NS=Va)zTYT%3D(I}Z-CylbL`p>`K` zntNxgCuXSdltL$T)KF>17*WogG_@K*hW8>YzxxxJsY)5%F%DJWYheiauu=kQdom>f zOtxZc7A#m#^(Mrtu0nHUR_cA|j*uNCC;%`G6VXdjj99>2>?<kk-&4#v-q2K-&wRO= z_i23y#&jC+p&*j)d_A(20e+nvSthTlW@)&{KNx*3UyW0{yvH<$0wW*mL=7Xu>gOjI zgL&lW5f~Z$(HXhSX#Cc8<i7);6}7PY0>GFL$t&YfLShDG38<L(5S{E!g)CvP(TgF6 z(6W5dB`|v0N$u=K0QdmY$gh)Hn{)B<^W^)m!lVfTBjb6sD>yq~$fljt4p4<w+l2ko zyTf^=`{>n&5Nc6Mm+~%za(rA080Z6o>keT<&+-Bu<vhx!sNc#9pT=^z?d33Fc#m}_ z4*}!&&f|hSuNvC8_ol@=g0@HVMF8*tc_$fbLaRhM0DM@*Feg_mz$|0HT!j=rkajn5 z2Skqzmn&ljq!zs+N*+?EjFEokAx_UEQ!_Fbp1{c6Jt*@4-HcX>6#&K#iVW<!^FX1* z+@e?G(2iDZl}iC1i7`wnB>^p2kOJ`7k(fzA00N`z8!MR$%zCga-<`SWqE&mv1V7Ju zm6*rMMafFbIpr1RbI2|Fiy#FJpLs1WNx`fJph%2RqZwOR0(faq`<j?DA+#eW0jSJ4 zm<4m*wlt>ciaExGGq%Wu<mq8#SSNuIO$x)4USS-%+m3NayAwt$0je0ReBWtqj~I^k zz`gn?ugs)ZMS0?(7B|*j{;A8qNH6(9HZlA5)WsM!ByQ*!Q<eEzizsIZBeS5JUOWg# zLq%ApgAIz${e#jlGjX85YzTQA+L_YEiS_*yN&xyPlmL`q7`;dU0=-=tAZA{Ka1xN9 z0JUvp?+#SuP-D654#b^jwkgq&VKW#B_Nrmwv4D{?#fRBYsrD7oBq(1L%5lI)o?Y`K zZanaDOy>LMGY?bOqJuOqb2S^n6ez}BF;C}v^>JU#%_J?SuVTte!{@U05+iS9GeWk& z2<?smOeG-kCSO*1&0CqxhkHSasq>oovtz7GJFP4<S`m<wa!Pon5gA=$=K*4mspKw~ z&EcAp-SsU*c9A^r{sO~jC;+Ceta43H>9sSr12nP56m{5G?hZR(4rRVo>eYw%vX7|# zdwFImL8ff(<sS~Ym3Zn~xB5KgU><WX%R_A$j`ngoz%A4NZsp7*$}Axgz$X@bMJ@o? zJq+W!?W|hfI%8TB(SoU+c{@k608h*mAX_jm0hM40s0;)VB_Ki}XXJ1JU<6QWgCveE zkJ%?>i^3-x+E~#;%@ZsMU`S&xJIHrzK8j_~Bur^%oB}}g$T20Y05Cp?kt+eJ7()|E zcA-&0sf)7be5TSO%ZU~|cj0SQ0pQ@$Eg%3`vvlW9z^)>U?<E$7V0;8((kk>%ZAP4H zPm2M1djHAE>f-*B<6C-z4{6lt<&QkwUX(N32XASLa^^^6hTW~4u0DFGNBO6toFPWR z%H%DV+Ep(`qoeaUOTMh3c!vtQBeZ;P!|+mPjAb-zDtnR~KHfl;Br*C#Q5`RNWWLm} zzy}~QlC_hA#}o{F7N`Iq+Uaf<JTRgpqflP;iVij=WDyukTbFX8@U3ERG7`|Poia&} z1n?P_Ra!8=HN>;vn)lO_xBFa-k#mf+<D=x7LC!5tU<Ag%P>v;EVvJlEMPY>xx{H{^ zF@U^l0UJr_b!JQeZah0iTC(-@Suv)D9}QcA#^@x*%7l}-Du5Q+R<`g4Y6q=M0kDiA zTjbL7l%G(v6hP(amRx!xBaHwIIkXLc08DLQ5mA`00`2^%HsHs@q+WfLC%$a4qCA@x zS6Y@c%8pk5$S%E?bL}t&$0+Y&iHTXD-%j>n)|N51(Cg{G+|aoeSJ0W2{*X$+)BSRV z&|(ATGiQkrlU0ohz<BZyOaSQ8uat}e5NpeLESPfz#!XF^%rSN|qfHBp5Fokj4m*JF z{&|~E0=VO*D0zV7Gx$O;dBFOAs7O0TW~FXl{0?B25Js<%fEsx7N&u*g@c3OYhb@TD zB=^~KQvhQ6=#mu}d6zpoIY8(P^BE}sh(yb`IsyQtC(=<O0MWHrT?(K=dy8_cUE*6e ze>v8UuUJf!W6js>RLc|qgM(HDP!bFsn<Wn|T!Jx|JTQ|)aI(9;dHs}e@X$yS4Q>g5 z`p!&h0>GG>48*xJM|IrW?5>!bl5cOg15}a7L`E<f??hs|v2RB8Ue1ec9@eWU=Sxj? zW-EUfPO^TXUP;AtE3Z_GIb(Y{utONn@*&z_%ko;*(l2UKQzmAnC9xYqN-##Bj#grX z?%f_GTw!Fumg1bm$Rs*^eI_vSIGFE5PZ+~0$QYbR;SqKjV?0QVj0BHecH?pA(|mXB z=^z&v`4lgRd2M0CgXb-60VwU7h61Q9JaUxGkrh|c)c``!@l%#_+0p{@hRbEc<QOkj zu;SV(a2mkZ7Vl94YHByZ1pwo1+UL3hJiaNPjpW)>`!)5%b&qt@L}w{2LAz)eE#LQD zE;NSyXaUy+EA)Qz=v4q1HpS&ENilRW-+5h-;v1JtFU^jTZjum_0$^NGr?uc^ETgQK z;m4MMF1AiwdkIkGS>T1f^xTiVsCY;9Q4Z|_ofqYa64)70-mcKwI?Im{=94eJbe`-) zdfA3yidDi}NPDxww-h;EHKRq&OE+gOP+qYODdjD)5Rcde08AHN!QL5YA9toIpmV_3 zB`tu0!00QpnK%i+dZ!vHNktwhXLCu4;k$TMU0_VLz(P_03}(=jj~xIVi-EW#4@_y2 z>^@J6mC4+pRH3(qu3gCY;fi^__H|8z+*skMXyI#50brtevyRgc7}Q=DQq%n8v*(&G zd0^H)#`F~!sl+qvr2z2UrD!dx4^>;|yfxsSEOb79EUC(s4$a9jjQM3lCUo#dt|wY9 zE-4Gm^JZ6aa;_N5(lD9B6{-GqM_?QRXUDh$R7n(lEX6-}J^OLbzE_`;=x|Bz<t<&R z73J-XBsH$R9K@T%?&V!VS?Y9gvdMK{r|XPfN?PV8bSSS3gDuNzd%f>PIlco%;&g(3 zOQpsnnr8;mY*-^7(@BhsIjE9q7p#o}h>WjOqT~Tey)Wxrc`lU2XT}6m+$MI6Ot=`S z!tH=!4ohMuRTzo6rpxYD$O~Kd`EGewS{OKi5fTlGeW+J6=s3cRNhmNnX00)D4qJo^ z#*q=Ee5UuvUXqHucpmme*+dZRO0NMTFUUm+;Pt#{6drPf-n5MDHh|2;RGBYWV8pOH zXO#i0+$`)mB~TDen6fKz3?)YD0^B|&fJr2rGKrp%RE!1~l4N5}08|mfXMHefo`tfd z$fyiGTt@XF8UoX`$a1EO<0Fy1yzuI@NwOR!KaZnF`G-R$Fx#<nTYbmVdcGAF<;@0b zmckBjybwqy<qq%+6h?(<Bh83Ao;R9h3yf1!&vyV{{AaWGnnHk=4U?BNc#j1VLbl*t z@u~tM!zU{MXoH^Dj0KGnGXuxV7Cggf%Y6gz(N%j)xTB)arlnLCEwDW#qXA$t2FBMC z0EmOs%*Gv1p}{chp9GZLo}lksLB2u<G*+}=l1?T!o`BaE05!wj!&qrH)5P#*g80bD zEvrD-7z26aC0qC4SE<my$~eEu+>*IndYRinSdi7lL0EX383?b2QRl%X%IOi~5RA6i ze*3+)fKA#z)c)S=D5oKYrd|SCq8aWbI{<<+H95U;z|if$wzCjN!{*Mi3J;#KYFv;2 z#@VbI50PS61w@_+Yk*Q)ZaD!+++8U0c0fx>QIr-f9&}L#ptL7|_G%9Jw9FNa6f>?l z1;AGrB?LJ#?ct6IM)2UUuNmGdx!{2T0$SE(fsqLfnPpi5@NMxXl>{(=PLfN<@lI}5 z0lc7}lz#GrGHC;lS|TvH++AvR#^ri%0gIxt*r*g>BUAwNdNIr84q)<aX!LTdsdX~w z-PMBkd~sc)lNfna$<QGZz<pg=TFjTkTs>Fa<tuzwl#zv8ViZ+{)R0;`sU0xYj76Yf z*MLIt+(#UbE7G(2C_kdTi1H(x)n3j6^T1DWD{o0)xkqm07>U%*zk2znE(NhK@T*za zcip-RZz~_X3Gx(@p1HNGz{eyZl`l2V2*VVj%;T`Y7wO7dlNz8fKW>l!2wl2ACBXaR z=FtuaEf$Uf;JJSj?K>b98`=e+y`N0L<I?58F_KkiqJ76$c(!4ce)5>tD+9n+WPHRU zc)+$}X?vY`h<1!M)_;9?Dt3&XT3J>A_~3bHAOVqAG<X+j2PB9*-oO*gF>FR$Xlw)I za!aWumllImFyf8`Ks~a}LA8;>5Tx2tG3#rNQi-8T1V%<s;}u(p@ew7eTruyNsKciH zGiy?Z;U?sooHAr5wF6Y)QW*x$J$KkbSa`naEu;Dn7J(;fL6kF#Trsko?rXk)8RcDA zP%H6eVFxx)86vj^=;8E5p3qSyv}AZ10Q+K5TQJ%$zn&eyqu`(cm~@6ODR!PM-|ANz z7N!|2d(pv|5y0((MnE-8(If$Zw}AOA2tZ<rCOK|&??R4jJa{+7PoV!#!3a?qTvd2z z!PkP)T})|euCEJH93+>mz~~^(1Cw&?7^ywwX0M+x&d<_@$aujLBW6AOW#p$umT0e~ zD<0`$@$F{kjxiY1F6RmW!>?IoAz@Wujndn_^T05Jd~tlSEFiw<dXZDY_yEy)Imzv= zF`orp^{P<&s>*OwgUNL9a)6=lo1`p6`i*^5#>rExwHvTI0DC6w2f@RLA8^4u6}QrE z3GNuV1=*kgJfHAYxzOgBmH>1~cw#O}fF>e?fofrEeCp<j<4mhpALT8RkrCyY=dNZc z@5Uwg;ql5K>zR&l8kdlZJY+eegNS4rW=LF7o@z@5xtB9{Z)L!<oj%p2V8bN?mSGYZ z)JI@sa$8753BagD3S&Vk@~Ak~6RBbrA%*Xp3tM2!Onm5+UNPA$UjPVFm>Rx(y6hD` zgcy`@f*#1s5k&$pMgePAkYb$c%4~KQq_F;}O3PkhmEhCz3Lv)hcnTo#QC^mF!N;i# zaG(GvwxHPwKw-p_w69YN2|6LNTydUJU44<np%t~eU1DT>J9RMmYGjV1A}=xaGa>=# zAFv>`1Jo~@HbqF!9k_A4jPKRYU$!h~hPE2BDCgQ_VBJyPl^-tIy0GK<d}As<yyOFo z@Qkh*M2z!RB>>nME<*ww@6{zMIIzuASIfr2Y#5ktzA8Kf2u()%5CF^<6byw_V#NMs zbhh5&(}t*k9wso-UJYWno85zD<Fh1HnJh1dt6nkBEW;fNjFfQA6D|N$2aF2Hk?*J_ z;BhTi0Z?%@%E&=gcw~3qy913QF|7L1oeX1n8f7g-LXranJr$xaDgd4<SEU8MU@R27 zFX6{-&LBR5InT6hP|B{R^+;T(VB~XoCes#x@dfXsc7Xb6x2x;^`Ca2>(>|)tPy2Dq zyO;N17^0l9(<$<|^2d{jrF?AiF!Eel*mMjYJ2rVfTXs7chyugwnzEevt6D-m0kAFV zk&^&QA_nW;IkSv*5==O=R;HT;k}xq6p}@!}lf3sSFnS&g!lJn7EVg_QFba>1eax6u z0+3qbZZAneCy0Cxd?w`=8A8uvmKb@Kz<a;~WA%JYamhS$Y2_w_H;j&NH<=Y#0C)hL z#F~3Je@(XgqNAuNi~?%~bM0bj4dJT0d?sE}kjuhFJ_yKiWa;XybnHk#Lea|gFn4&9 zsg}zDVjc)>z3{PV$zD!7tQOBhcS(w|4!kv2-DOS}!_)sABNbD=@K6BUq>LOO2E2sU zET@(Cgo9re^Yj`+tqR6ojl(cb1jZrGP8g#E=yDG7+dR*`can3D>WiFvY{pwTOnIJ_ z&hn#|iI(PqhfA!dqoY_0CN~Y|gpLPkJes$nyf9?6H=>-8m_jsyJk15ibjBz8b}A1{ z7@b8wn^dE>xk`YKe3ly}Ahc~$@@!jH2dgj#mD@g~_R8F}O)yff?cX~_UeJqe74Cr8 zf(=RlZRVz|?*Qg}=Z$#5T*a2-1apfn<e6zhj+|qN8D>`AF*1`&s@7h0*YQwqr8wnW zi{T-eXPP;zh9UvY`4tsF;-Q_91JqJbF$s<UWX2A#S#}3n4J<Q%wY2D+;R98Pu`tg` zQb<v1N3(xi&Fx}5Q*THBK9ZyWAXzGNsY!s%j1(^iz_TwY$c5l3`$O9MIV~!_Q_op) zy$G-!Fyz!qDoTJVz@W3zlX@q>nyuwW_1+!WEiC}jKx6q<WblSfEAz_!Xx7W?;}XMO zURnzFD$Aj7v~{+TX9PHgFgTMRLccbZU6QXnR4B5XM_7^3>m;BuT56Gimft-G3BdBB z_fN3QQ~{B1G*+IWR!)f+u&OlXnAeymdIG==DtU!D>RLRM6#$4z=A}^pwP~ypkf9ny zqi}^OgJe?x45Q8)DLa72$b1u^016ZS$sq$G5{XyS+#bDJFDJo4mkCjsPa4gRR|f=u zVbmdZBoDj+$Y+ihE4>BAZ62Q;W5U)_okA+NOC%bA9*K1YOh+_hIQq+Rs4X0TGP0G| z?-T%(cn0E<Bj>T@m>iTAwq1sl{q*!&@+$An^^|z}$U&pCx!KJ-#v#9Uj5|OTY>>;a zU~b*UfH65tuRb&|rdd_WIcbrrdM{6@1-9GE3lq3eK=$%+;+894$4)i_RQaI~RM;D- z?&QPcLUA)v1Rz0N3x=D#VJgk605A=Xs@KMvWfCMqA+Ye4^QxK|CfS?~Uta+9yJ@T# zVYS!=!<)q#rB7N87^Dv-Bwmh~Wz+<|ZW8_E74T@H1pI&0eaVg`Ij-eC|Dph2+yJTo z%|rZ3qt=mt?{byEL;ZX6&`g8rNY_2<Rin`18HjXIq)3@WYM{u9M_$-u5TGR4HF1~W zDh(%43_$)@M0#4e)-Z5-FYw^H3=NgwakFU(M?)p^_r#@Uj)}R(ZWJ#(8GyHoa6w@} zK~lfMT;ol52=Ua{vgS%bmv<}0l9SJI!*$hwxt5y36~F8b>Zyag$;rSGex)e7Gh{!{ ztgcUBUks0+esOh>YOJtUie2A4C`JZs6%its6!+yRH?oH0QN1f7jUiU398sjIpUQt- z%p!JEjB9=D^@5mct}pxYfM^zLeX+S>I{gly0T7rH-dh#C`XLP5X6gVWfCiSa3_wao zq^u(V98dKqVQn1Ypw!f_7*U1;{9qXn;gudXfNF}vxz`FvnmK(3z-@Hi01%(M=1pH= z2MJe9!azt%)qey~1O_;ZgWp+>Ukv~UFuTFPqpFJa)C%yLI(S3MSH$_=kdh@Pj^r62 z-HtS!8$d|7Pul>hOo1H$Az;mB=(<#)3^y2%LKnUSK)|lVg8{(-^-UtRQ4QiBZ{$G8 zsXTY$>i{@eL0OeKb*}9cx)sC|RODbAAksLEc)+qNmW$s_1tI!RWv%3)l8Todp*NFC zYP@~F=I2$@R=BI=sVdSaB5bA#qc!jt!HgOWwWpP1)E~+=e*PA$Y`uQ_SN!d7*8KKA z>9_xLA<J-)xsnDhf=$-zbROsTAqbC4-57K9CH=g-%wJC+a-<0Q4gA~#@dDLHW$xeL z<J_x3@8aF2ZcccRQbyG*nq1QizP_jkF@FC>ok^I^pfn*vaAFXPPAs+?gHw>XXk;Nf zpCDLSmm`MFU#zS1r_Qk%U{l>x7oN^J<ookTU77!Q^E&DVkx=%K*DHg<@bTq$P`vQb z?Cn!a|GBy~-*tzy|I51OdzBD_rXm8-xsuFk9Hi8_?vJaNTkYwK{Nt+bu6g?Fs)c;d z;eP9`)fCt(RIPw<KPuc`aemr9f5yI;ng)f81X;sP_lmN9wn*2j$1T@)-&DW8`>#Dz zN9kW^<S+7cONo?;*R$ihx<@|n5F5_~pWedANQeJ!9nfBmw^sTZ{4T#`MBE0kril=& zm9?=(F<LQ@)i=cn@W%lloK^M9YZ4wQv^EjrC-0c?2#}}`>K8zU3u|)BCE_{y;s^tA zQjtQCFdQ=K&K=t^f~oiO_XQALD7Z@^QrJftXBh(?Cnm6f@Y^=X@41rlxKl#@lNG}o zuh~Tg;B^4(*A=Lkk^XF=@MC}~=69xVOn{%}{<zCGW(qWkpW{2Ieff2$bOtp0|NryS z1)=_b`&atyZ}qqT$<Q*gtN-?bVXjLHml;S4mmToAaQUlze0Sk8*L}Nid0X*bxO`b> z66RYAmt}w;8-#IlU8xqGTJqlyRfkR%XhAl)R60}#vy@k3qsw)a-}NgT(}a94Z;MQg zDlYxqn?bS#VLLCw&2DP^AhAlqbDND=xG>C?WNY;wvRRwe|F?siaBxu3l-?cCFbcdH zs$&37J8<;S0Zs0VkacO0LRK%tFJ!Tw71AZOOs^5a-66kLnpTT+kA><HsZfxf@UDK9 z+n)vLZxBSgm49C4xc5Z(fk8gW&b>A?Q63>`YVjvI_&myfId1?-c6}~WLsA{dXX4UQ z>4>@uMP&7rqU`@79;OgQM5I9UmILod@EEUb?h8d+7HB+q0t7uH+W@ln$!q`!<BI4l z1Sl>d)gg0Tq+C-@9k{NzmESPu@PI&5%Md_5pe6=i0oqWg41j7(6Az6!hd`pq<`Z-9 zHmqjz+41T~_BlHM0=Xt0kVrfjG{E@^z{Pqr{Jn7l6*W)XV6K>$J7V$(jJ)XwoN3{R zg8;>gC2$)6x<`}ptUSPhz|q$$15xxJu9a4b9=SeT-2rOVSc?R(NE_&xIfPa9n$=)o z?heM~7v}oclOZfiOUEB+B%L5Y3&Q?r$}ylF3_nyBq8=C@zEWBD)qAVn#EA%TtNG7w zG8RX?q46f)6pr%)?Jh?+9E2=d%Zr2G0hd?23{RPwNAyV_-O_yg?PCw_^Ve9Hf+m~4 z0UsTJcPf5^p?TXKabRW4$ka&>7Gj(zF7Tm*t&Q1jc(5AhENn15-cs{NxCm)>^_hn_ z)V8hi6*h>7Dg&RIL;n%HQ$!FF%@esYkN7RN#tlXgOB(|7fH)_ba&6+FUhh9H3t^BT zV$&V)P{B(Hq8Rnj=qlAflno-T{+J?s8(iLeeLNiTyJ4Xo8FmM#n%0<@Lp&v1L!G*u z;FASGXb(qS?hsExbFooVRRo%tTlzu1RPo92?3B@`iI5q9ly%wgEYO5uh?Rb7O8QmI zGY<>wag#%8zZIa*d(8%rZA3gX1|a9H@r9X#FEc{u9;OFupUIn1?!dI!sH4l30ZXp6 zshUNB*?8&)gjg+po;S@bTtQI{4U2AQWLK9We=Co%sVUx9fGGWHCyKo(nba{&6KdsA zCZufFcuWs_vQk_DTSF6MV2k`;85+2%AX(F0y_Z+qBTeOZ+X!obmji=59x8QPpOKS1 z*oB<M8)Ty?UzYM};HBocJR+zlm*axcBe*sLG9tcm%ScWx+98o7R%Ts*7uP`)<mGjK zf)4<)d72FXX-hR3^$G|`im+oYAQP<H0gx~}ZU8Z1;l@3Q_lv1udA7=#a@M=hS<V{F zq=jWz*u)fz4f5ZnDVe9nCI+ZOE8aR0K+G3z28lUgMXZXCr;h-2UlBflD9YjyK^-@M zMckqKe64jBr|}>hJ3LcddH6WMr&W1`kK6z>jEInpK5$b}m`3uHXH#RjE@~50xhc^_ z#m9|Q$cu$=FVs{<gsWVRJqu@~vKf=`8}()L*%5_Gwp5h?GJ|EpR^q`UikX`_XyE~I z44@pDq9&}h%-mR&6QJqD2M>+`TV;t9PcfITlx0f=cUN!ah$<&`dXzV1DRW!*H=R7v z-1ViF>^qR@c_C-vxnFcuzLX=S65Q6-W{|iGZ-D1!eC=r1Jl9wWt;%jw^Y}f``dHM^ zF39JzvH_2etQj*`fP?!;4Ac^QeG;zb4;<nZv-6Q9wg|ygi(x>tcrdkTDrz2`b5l{) z12$}$N+39O$FzLKDP&|o#+9Af0E%<hGJXYA4bshxOUGf}^QV=4i4D3u-G3yk{yhTT z5~8dr;0k~02N<dhe?MXc-tZ-{RBDie-CzVLryT$;SqRoa%q3}E)0$4q#W<Zo7(BV> z4n+PNgPTtRRLw%hJ&QvDuj%U+9$-JBt|XS8{W!oUZ5M^=1ZWs|-5*WjrVxW2jx>jF zfn`ISKk@*`aB+SkRZk4O0=l+ac~}8^HCT}x)_kP~)qQqU?`kk3f|DKPciS14So*aa zdD&?AIH|Q-XSBX%EZ3fQEibMF?agO175Tlfy_%aD+7@?pdh)rDLqg1g+q#t=5@HrT zOMMWWj&*TJwP74C0x2ct+~QeisB6#Zd9J8{Eg;J(Tvf>eK$MnCW2^u?<SL29LCWB4 z%26EQIBOF5m11@XbiAR62UNkIDdvjfi4F4z2&4IH34lzZH8TME)EMqkJS@<>fh%*O zIk9M4M%{c6EQ?qKlq8Bskr@pSV@y))OHSg7g3J(^DF(c2HY^oFV;MKii~*?XD9Qjl zc#LHONXYwIH(VqBqbAkdPYZ0hi<#hKWhr~^8g_t?kvx?Fh;tANk4a>$DTwpA0+80H z2FGpS1;3m7dgxMkSH@+`4Q1l5BLwbi_#0hYtrajd<I>a$*s4stYLfNMS1R*<3)-r; z##^A8Uf#}mk%cs;nLM6GHZ&}XkW*$Qml44n`;LWN_F{gZ$sXkTDgp=MIu#aj1s88A zP&xd>P2l=60xj}|Z2+?Ju{h9M7_*{83xZM}1jUp2f<P!l(aV>~nR`^W)JYwA8G!pf zD4mrDq?pi)tOF04Ov`XLSaoZ2+}+qDSmX{mQA8ZD=r$A!B97KgKZ(J`6V4~aJWg$8 zJ&+LgbfpOWh@^ZQK*Y1hNKHA!p}@=c1M`Seh?pu&5f`?`Z<=y3M86qd*c{19Y6I}t z>ug4zlYtlU!j8B`cvac29J!VaL-G@R0Q4=;rm0jA7Ih<MMq;e8={aoC5h3X?&5(m8 z>+*l4STrmu&l}*^YU~DpKoW_2PRs-1)38SI22sP^QKiTt6>jz{E@HQ7!WRM{CU#ED zoJYhrJewmx-@Ox{soDqEjsaU8j5q_netD-BH6?Yg-gRw3)^R(?$PP$aYs>l-+;wn7 zK9n-b@A`=4s+U7cGpWLy#z!-L4345<jU%B+>v+wzppApl1ifmAI|MH<Wh1TC0D!oq z*b}q}0El-`L=i8_^mKj&;1B~@NC+ScB4cLex|f2eiVXd?botP@GKOI;SBi+BsJqq` zfV3}2ct`*Q8`9gFm4_0s)lH}Gp()NvU~v&9MizP-00K${=cy^A^eQ>lQ<o!X1zf$D zBEmfB26_bqgq|@hE+XGpO}f7F5KBR(h9eItIt0C9ia8*YDR;SE<M_=-f~!J_HWC1V zrg271%;6jb;g6oo)k!zuTr_MbBC>d#dUoh0EDtQtLRlY1jrM)`>>in0&1N3<SR;oH z9GYrHTmf4ZCR<S1B7b>XqoG4euincm&Of;P%2mka*&;w;<noLVOktEaC1eWx(<e6J zQq>pTRkJA7h1_+7SdpHF02aY6p&1B(*d#lEOk=ML90DX5n@!^gSBj*)1VCmDH+A|@ zOEJehb?+tSboXL4=^ImwGJ8$gG$peRhi2Rqd<b(&ryj+_Rt<VZ6rtsiNrVBS>2%w= zHdV3uUZskYqRYs^z*0FJhw6Ry3V=I#@}8QKspAmT^VETeE*eALP;?%dQ!E2K+_DSz z12TaH#N;F%pc+#$r=G<l!=Ro*E5&3H<$5Dk3KomRqf{9QOA3!!?1xJZJTx7iEt<6H zhZ<##S~uUK;?A)!0G?M)oi7NWTg%J<#FRizn^jI&!>G5E`<~O#%DQ@6DSBUXvD~FY z^{q{<fUQofxPI_oUdmuE3NO36de?m#Ubc+#winh7PMFCfyx`ai%YqyB;Xw{M4xY@G z%4N?h7SgWm>z-E@W|%$;1Mtj6M$DN5E8}EVb$AuR6g7uS%}mjI*{fu?P#oF>x6FE- zzETWG9lnz)<eGJ7wl)=w><wc$G9N>YAr+>WM7!o{7$A$vT;rynGNLHBa+FHFdT}nf zQbgPsvjI4LBvCd1_)#D#B>^1vL_QL8n!zr>B<}kGp(cwe@Rg$Mg^jfvKr&Sy0TVz* ztWRYF!25GNW+p&2!Rc)X0aAj?9|62ENdt*9p!mzJWd*<!0r^1*fXGpGhk-?z9y2X{ z>5<;hx_J7~W81h=>}upe(J^4BUt~v&XQuOQM?r`$ywMkX*!2s%-rT4@)=-G+nz>w5 zyRlrZVTLz!-~baXm&0YEXriwM_|+8)vRK3g!)iE?pvh8K3|a13O<~voA16T9LApvV z8vr6<n+;buD~@@?m6zRfOsjypJw#4H$E1+P40p7I5fB#GY%rj%FiHsnsmcppb*&h} zQAT`L!bmc8HOKl2$WBk6m{j&rRy7;Ri-9B?jN<MT77g$^0B~x6U{<11MalpDO+_>6 ze4JVtOU10G%QPGa@Of(PAIakQv&|~K(~-|#X4bXFV5_$-3J4eNy%9W~`Zxi*PDiw- zUGG;_bsH(+h?eKE{W<`4Z|W{{fzV4P%$#-*d>oNb;L%fa62nFuah#DM?qYaTqxIpG z9}QuELOEV4;GLB7TzyHWhB_7b67YEOu5<C}5$#b%R+*a0vRTXx4S7nj9U6EIU`>V# zAOmoD9_j|*k)+fx3!)gX+sX?MsUso)k){D%DTbu0Mg~OWl)#r=0f-@-<Aym|@<zml zAm$S8F2l;)?H;g!cZvw<2p46dC~8PV4iiO$wDcVjr{{>n!H5X+T+)KrTXZltAxz!z zaRPic0M2^6KYe`!5fLTqNjT>adDOAgh&p-Y=_UYNe|La@ebZ(j$p)?>{U-yYdM$O+ zI1&uu;T6d#`x$k>I*c#`xIzdJM$DS?*Bm>j$Vbkb!43vf_B>`aaKCjsKrFHV*a48- zrC0{Qji~Cg{U_I&y#u$YGuL9PJEGTXmC6)*5)T42UG-=xFyQA-jbZ1U<NI^@@Kd%r zvSk?6n>aDbP=k7CWW1~vLYF2RtI?x7S}Vss)@{lKL7$2*<ppaHXn?gGS1j2OTUCz% z!@^caLnvqO1Cg^h`a^I~28a^07^EveW}7HsPaGgSQq+Vn`<_9xNo3Gvike2$avva% zG_v$C07pRZbtXV`*{il%0eJ7LsVi52{6FHNGXU>A3sN=`Kr{hvzX)*omGQU1H7IVz zPd$U|0|9rJD@AAVX3=c`+LMvxbl6AX5NzcE?jr?<t|uNml8;sXI#_p#v~B~yW5&(U zm7Ny$+dOsfepQ`c4ue!mv3%h!M_AK<LsJ4|<XMb6K*ssWhB+D3S3m^<)Kqpe&a0Dz zVXp8D24{05C$fF(bJs&(-x&}#6t4^jEKYY5Awbu7D-SDRs|tOraP@f;4^CC#?IzNy z_i~T4MUl#rk<D0iT%M3(a4P@oI#WZhcXsp+qpSN8a5`!U4R60qau2j{Wy8Bv9x@9X zLPKEgSfe{NhoExOTxLYsmpTogaX^&LKp2NbZq<Bn<%mqtdxW3OM~WVAUMKjp2o?RD z)=#3EG2=}k1ER-{bAy2cS?@OhTvWhckO37JB7wybZm-xX2XQJ+9?d#1{B@?US=kqg zB4u{EcGy!yUO4CmrYPzgYZwOLAwz{-TbshQs;8#<aB_&xVhc;H@1~<YO07O1KJ!P! zdKpiR8Gx0-wx6=BY49A5co210jX#cQoLp6e<6kMlZx1<c8G!hLa3fut>gVlqQ>mJP zsPAog1j;&3)(&~YLtp0+pa)}`c?b;HDmTO<7RB||I!~XPjp|)li9rl7AWQj`$7NG4 z3O<L4&aYcb!L2c^^rbxFtzY2!MFyG)R38a0GhV<lAnQdv18}3{cckFH<07|>7Y`9H z{RzWsP|3)Efb0-EuJp>tvfR+oUQ=GKji+qInpDQf$c_|t0FSu28$iL~j@xjBpfWY? z07b1b0Yo(!98WU<9&A;^T`d4a)7Ir|1JI~#BU7vlVhn|=3pO>{s7_;4BSx=`Ox>yC zEcWl3@yD0HXC%mU$NI=Qfn?543;)+@|9RDx)o;R$T&vy66MVniRQ_Y|k04;0&}}qP zl2}XGAMXSR8-(iw>Ei%qJlP|NF>HbMew;CXv^k7~hgn0<HPGjgdoi=_KJH7m7gDLz zB^GZ}jF|upL+pA8af5+lUOlN_0l^wLR4^%IY1A-kgprYuX9qwei|UvZ{1G+Q*@_{* zdR!V4Ai>8wZUjsLi=GVzZr1QFk1(=qUTUt(C*1&Wq=;0Z_AvPWA0qsILeP*>I@116 ztKyMOVV+cQP{yI~iHVM2B3{D`geZegcrk4}BAb9Fkm*$sB)mr7IvG##bF8C6$1KI- zUSP#^(^Tzzz}Ct3Z{mZmqLQW|N5r6Be|*p?W86%Dh9QH=d$++r>|3?Q4e&YupgU!Q zj@4;FM4j8HYxVf;>VMwVWp^HsXR0^*qbUVE4o#Y;mUx-~h+=HqPh@z<9Eln|r0Ywk zd5>`}cUPQ<JB@Res3#o!jo?ze_8k@zaHrp36oa?nj1jP8gH>4t7=T*<g#E?|%_;yc zv=Pu?BY-SorFvy{qHGb0%gj!KV?@Y|kz{=hgTNRmYW^S+U;u6bpz_T|fNW*wS+@cd zs4wgj*H-&X8H3`VZT?Twi01!~{-bP`VO<fDzC2t<cs`Y}BE73$<yp4X8E5!Zjznl4 zn}SyUd6!G~>jhwIR+N@)_t*KSSb(I*Hw#)tOiTAblLh|$o{+(f92`rc=JsCbSs5Qe zmkV8di@*yV(Td(ej#xrO-Y8?vh<Gv!H%ns0i|xUaN1`a(Fub;yWb=r9*%5<Bu<OJW zLsUNjrWg?Tz=R`3(Xlw9Vv4f-hn;7N2x4I4S!!$!i*p-91X0QEh?ol=Hcf~hCqTmx zg%Y-(v|#6I!()u(W_>ai&4@3^Uq<w0#j=?wY9_GiGL5>1h}XO^aX;cUZ$OY>qL?%W ztUpr3uDxu8gF8Hewl9czAd0QP1NjwE<{(~7rc;aF$dd0d7CK@v`WF6#C^Nw!BGD?m z?6n=Telg(MYi9=Z9mdMT3K(1JNrBZY5`N*EA_@%Nl(0~D_0|UB8Y1!QAmiXb-NxYx zZanKtI>+Q>_XpRriQHqn%k~ow*a=OO2d5*Ne0{H*n1u`32kFD>m0ZQj-;eTD0T?WS zY9V^o$mS&BeqkX9YzHUY6GgbQ>VAKvXmNC~>32L=gS*2?WUI-;{SL8Y?2M0yvX~Ov zIU#<W09{|2as>cg#z0rJ8IkaK5XkaPHq|jRMHpT<>7FQ-D#itCmxUsnC3KIwQbaZv zq-;G=loeQjzX2oSWeK9-oDlH_3a^3*QJ;yWrwpMCm6P?9&an(dj7W+b8D#9I=a+l1 zf{S0HJHQ1|Y?)Ip#S<c8;Mu~$<FL4@3)TS<`FQoDXhoEdfKV1kL|JdtTv_;`vQ~;K zV5iIAs)3~6Z|^?JNSAt7@7e_^I?5n(En+j?BxH@!+{!-=<!$kX<f=&H)XHCLxfpvN z(td9t^=d)h;a;zub0G9@ymG=XEg}^<T(eis#V`lW;<Ip0<&6$f8pcGNkMf)I?WRIC zqgU@ZW*uWJX*T19M<lxUc>B9Dqq*0ztBe6(JI&I&h{b@h9>wA@lVB6zmTbG*fZB}4 z;M!&*nJi0i{K0&}c>}tG*zpNR$QukXe^Ro+Kp!FMAYsUw%pr6nVIT#Nret3MRW_U6 z8zzPO>>3SWVCffj9|B>#?XJHOP%|M$HDTcT3#&-NaCpC$cz9^U68Iz&hKJ{K<t`Cj zU<_6XjB!Q9VL(iHi^Vfp_O*C^Vi}Ne{To?VxEw2T%`yhU+WX9sV-F%b6#gC_k4SCd z@8Mms*394IbpY)B4WWN!gND^<r|@Hdu(UCgZuq>k=1Be1h$DBfEHN&AHx+IL?affo zvJH|||ItrJcjA?+le=O4i6Fdqrqb%Pa^x%b7+^~|p2=HWMRdSt186wPFj@<Ul6c4M z+`v0UI1On|;Ra|JI6iU3b5n4$(QI^&rc$Sf+wJ5x%uCnCl37~WRN~R}21Aw}dXGXp z$a2Qu9%U7`A?6?|$Zwh|2%e0+Wmub0(?1y8DJkv{ytuo&yOjdP-JJpr9^9Sc?o!+x zf|cUMU5nEqg>L#h@B81~YrpK5T*>6zxhKCfbM84~CvH6vF>%C63jI62MlDmeRyu%7 z!hV}CQKw`ZJ`5nxIf9)HP{=$HnPjpc&YC%Au|fYy?Hit+$bLqqjoJP=qRf;DdWz-! z>+XJ=43bN!0<1Q@<X2TR9Wu;^lWpxAxkYt{Wag9yHw1{zaRFx@Wi<Jk#LQ-;0GLX+ znJC>)@_D&f60ITGG2TeNp{YTCk|L}PhN&e?7pIk^7r3?7d%Nz^PBr-=4VxWI7mWnf zhR@5$2<x*^{g@*6%<HrtryV3qc&A4;RwRF9e7CHDqtLxq#I_)R^Q*~v-vmJNW7vhG zrnj+nIJg448g4$HWxp`dGU1ZH#z<tY*=Do;nW-ep#1KuP_6!8ub&gxM_>?e8O=_$w ze8CwqPU&F>5Ic-UU={SEzMmDLqD1^)p}s*4#S=y<s!+!AE#T;fS;(I@2fptFJX6)- zE{4cVsmz%{M#lm9$~+OD2!alnGAw36RoOlhoU&PLsD`t6xNonsEyM-8;cC3*)eVOr zP5=e?=<z^AiP1X^AHa#2>Twf5q-a!N2w`N6mS~9!5QUZW*FH^~fOnh{S6vhZR>%_b zJ<WV}N(r2|8)T2(;i%WI=d$BE)a#=cyeTE;>A7m$bH*CUyeDzcbaQ8@UAlG9$7T)8 z(M|a>b6?nIDSOK6@zC52!nZwiZ_i$>dECs$+E#@N8RJ0C-M@lG|KPI7{vd;&k^Ah( zOp-WdkP+h+I_+pkSgPJOGj}<Z$Xmy<hztC(07z}0Bg!PN3r)`bNL&pLTm=N=0;HK_ zYiRh01SPw)Nd-EYAl#kF?!ISxSZ%@Q7gv&I;Q2kyApn_ec7G^z;+slmGzgPZ%a>ga z3|_9VLVz?boj!c(&%$4o<pUR84ihDM6_OEYM3-R`1F{>Ov_Lsgv2XA_^$VwuuA{lB zuHAxju-EGjiq9|p_}tGr3vJcE9O-s-oP7OJ+ud<;cS9NaImXwreV#&<wmRsG5!@8A zS^LR(e=JJE(bx79N6ybYwbmmm<Ic;N|E!u&>4~!;L9AfnpRo@%2>ti#>frcb+kC6g zV6UQ6B6!IAs%#}6YJ4CZ^C(t?%9~sbTq^2Dt2-5RPEO!J7>8>q&N{Mm>Q_1WfS^b$ zfb*hno<C8;R^8v{%GY^KxoSkqN)=qiN0j<xHI}<4<ehKs^?zMclCrU*O7Dj27BNw; z-Jc;2;Uv5oZq?s7aqCp>ZrL)$GqKLoy4gdqI`QUDA!7UT_pf&7-osw-Jeb7(bF1XY zgOdAbFw<qzcf$AiKL(4Y{_n-w)kC^s(Ja>8L|k>;ero!aO=V>K(&X)M6E{$Ng&IM5 zoU*z=&*5FxlUn)|cC%%u=3ODH1!9=@@1%c53V0*9Rc}g8bdwK$oDo<1qGM4EcKGva z^Yj-xobT%$DXS)nuEAsmb2PY;Qt4~Dq~rFDE9ZPf#D?0%em^2U*V(<@vg!R}Jw01} z_&k-NAE$b#4Cu{ze2cBu_rh$d*cD^{#j-cw!@X*<gPnousCONZv7YfcDZ%BaH}|x6 zHt?~|d@}G+7Z$#~JnYSlgj~f9U9_noX^A3fz#262qW+l;qfy;s;4*01!oWc`-M>0i z*w1|Lvd?uvV#UBaPF>w|W~+dO3o68a=*kF?8cI@Zm_lMpeV44nw*PL>dR0@b3*Z|V zMJpVNwpn5YTT>C+8#_vK&I=4e<k`NaNyprmDyPG(ER7j!Q(VZ*d?&PnG->~a)TrUn zw1SN!Mi2^zRihe}Ts;I8!$Yrl0@JY>At@)^+AJiRcBKM1)xQfbI*aKMEe^3gNy_-; zkf|p4-s;teP^F{7!;AScmMPPHZdSP;#4DtyH0^`4L}JeAgMuL*@ful?jB-do)TMu( zc9apVz|4^s0l4?t6XwMD>c(t(nDsyS$sszw+wJH9c_(y3dn1bwIBzocO<UT4bg0oZ zTLWA_uk<gxh13kye3sFK=7M}0;7FeBFG)_0kGV9eP&_vs?Um7E9On5{yRfnFni!+| zIu$GT-G~a<-cKh+?Tu?%EmhMIo2?-|n~AZyt=cc1pY!$Gbt<?#F_Z`OEo3LfiTNlt zKwrBQt-dUoo{+f8pZ6ug*+Sl2jU1Lj(iH4ST|#VdE~$#~(E`y*t}%KRQhY7JzuXuv ze~6BeVe*E)VLY?%^K7Psu57Q`e3W^7<rM8p@bn~u=!U-FGMJ0uH06rJxxce2A*BKA z8q1hwMWV7hQL0nsY)i*5_zEJOimhkS`=)4VLlU%V3d=}FbS(XHI`-~&#C~BQ_MZT5 z=5Pz-)=yoA)BH-V)38OTIud8oM$%s8BxbPy3B6j@hq=<b*v$yX9VDM=_iym`26rKE zm9rC_@#XnakGb=zj8{PuP6x2%l#=A^+Nhmna)pR*im-(0P8h6U^c`7a=ULm&-#?B_ z`={M8FyPp0KP>Owc<f3+dO%wzHfOs(?0n>YC3naxH2c*5Gm__h4_^!XFMngct;Gm- zf(d~siJAz#o)&8QcW1;VG#1ict!G##IiP)1EFT6v{A&u<=$*XGvx6(FcT?e>cB#|r zQDm(IXl0(V7^Bqe_i(kl=nGh`%TNbD?HjmRb^5{vowg1KctdRJWjsZszhNK9V;pLK zh1vkP1V^V{q7hU$dG9Br$<OrmF(x{=WT(BY_*9V?@w@EaEktX$%DcHqA=lFtLAu@< zpVWb4Gj1Y;mj)d+h1+;|7kJ^%%(~R@3OAu;HnJTA7H{96mCT`epRUp`j=_mBT8ms` z^1OGIOg`li_@u3e7uK?~5NyteLj()Pt!N#P_v6PlKvk*5_pG>D$sx4K#E(i*MJ8Xe zRJEx)AvQUf6?2i~5~I~+b2Jizt9ly&F|i6s5q+}Dw-l>kd|O5S4+J+h%QCtnZYWWD zt;nnBOW02W{gIt~oXf-c<ZJeEtCFfML~JOP+ZsgD2Pf2TCtjDD+BYXnw$1^8%o1Q{ zV(UYAgjRY4wtcRnO%tXB0sY!14&n(=(<7C(qsP4FJlN+W!g`v3z)<`rY6fMq1a2sT zpbCCIOVUs{K^<!)858(j#$HFbq@E5km87;O<~K|0OiyMBf3zK8MZ7ShHnCb`?)1xE zf^}c65%AtnCNVhi+sy_M*blsBxC<8}AX>lryL{zm3DYFR9O$k9F9WblLC-|P0A!8K z7b{0vFJxG#Q@E4+&zx@NF$t{#2YYfDLEA3FQkLv#H5;`C+k+6vUpl2VLz8c650fVA zxIj|ZY5NJRqv+-46zT$=@_BT~mRO`8h`@V+!`C)ovCHlH1RESSS_%coT&3`?F4=xJ zmV%)h&e)KbKLhsqwfPUY&ML#4_prdnzL!RtPXbHb9%{^$c&$IPx-Jjf@CT^!u&}T= z^z+7hM8WhJ)6<w%jw`LK<Gx=9MufHtw+4kO58@F)A=k|aQY4+fB^bw_g0^H`?7wc3 z&Iz~@Y2WPKgozXc?w?kpd|i;Vjsiz{Eq6Sm-hlbHz3rh8iYqLvWhDZm#R%_=$^KNA z#EK8rg*{8B%EAJ3;I8LNYKNUlU66Jv9cB|Ur)-IK#mc-WV?;dTdlL47tfCcGUvW;V z<4R>~0NazpCPzj<a#8;joi8B$>SLW1KgtJh3uMk|RL-HjxiAay2@w83Sr$GfP!!#O z5hP_K)jo(I8#$IZ)8smXHw?d1#xp1qqJs;lA#5J#w?OBV$3$&+auYEL3z$20imb1u zUaxwi0>pN7t)Z6~q|Vu!jR(IsY@<U=q{~}{zjC(Y*2w)DYqNow$eT?Mp%JvYCT><A zs}IHS&(f3u?uZ3){Q<hdQ%!ol=20ZY?PSUUBKMrS?1u2|gyeRA?5)#AxbOb>G#sR` z?jaga4cEyRz>`MAF*Q}fxHHQd@$;t^|BH+{qp|lo%$w<J7`?CbCAJN6zvMeaK~Ya5 z^nSjQq}E)U4c4IY>_@DDc{lidc9vI_Po@Zlpsl!JjBt_7PH?K*MZ*#4TsLMeHyRM- zWc>V(1WO8N!4fVCI8s9!<IpS}!?}0TW<zXwn|WoO1t7-0T;wdkV;b`@^{YUo$y`s0 zjJ^sI1j-&=B{DVWe0$<7^?c&+<$Vi`NXG%1q9@V9n%{U1P{$Y!P>Zc6qfzA}2~!|b zrKtW|SFekPGHr5rj2CWC-x`Ilr5N3Zh3*0QOQ8~JE9kEDOB#Mu(0*CRh&_qBZHfVM zNRfPY#*|hZD<>Q*TkR^5s9_P83FGgh)3MDlTKm~YD>qo!ovS^`FdOQ|QIs>Mw@Ke! zp<cp6GW`QYQlS2jcvpCyl3SOStQn&UfF%l6>4U>@N#ptTz>btWcxO<Oo0L@{vk%=J ziaz81NKmIzNP(CeG7ro@(XY9hVoruf^SuUd3@;_P_<Mx>zM(w!0&YSjNcmdMp3H1u zBo+Xfk3#v3STSzgO??nsk*viJkTIS|`Z>s(=kvkB|L@{8D(e}`dnTdwK4OYDYPdkT zNmakB>MXHcTlD3+UiVoLvR3wpvH#M@w(HA4jl>SMh!`ABGuH?fpqjb)OhWV0Ad|~O z;M<@_VTz6{9#G@~0x~b4F?*va6RRXcB%m>TuOah&I;}{)AzH_mzA7O-E*y?+$4Q@_ zLS)m224T^|ACsJ^tKs;itg>$9->$v-x+KHwZgZ2gG@p~o9dfd0M9S4^o&~)wkQ1{t zC6+ZjTR^LY9fxY$zp7;tu;hE;z}-ZT`Np{=Ym<M`e~JX8@0N`m3QJ^&wf*jZ08izJ zfH#ER0GC0v9yVgZ*v?+hViemd0GD1TNn22qA;m1)-SM@RYlH}1>H>Ep0U_Xc;LL(+ zBvnewCteMxNI#~<Bs~y;#Vk13GDrpl{w8yS2=9)eedD~+^I66-F{_Btb3vCZn$+kw zu#$h}g6xL+`e3@6V*|6@oY13^1EA{z#<RO_QAgOLq<YUph{oguG!F22{H~@+qT!-( zwzTTZ3Mi6zK)X!>ig{G^%R7-Erz(5bBhO^?j9spStRe$^PV+n)H1`U@ZYVW)#g6u! z85r{o<qh&TuZ2NgxK?O&|GTx{3A;GNvSnUmi=PBT`Xs8^4_M<(*e}=mOUy{*nvsx8 znR#t($*9H0B`c}X8VcPJuiQ9<l(|u#BQnAxtrPbchoL_Wyx7LxeL^ybJvSgK5EEYo zVi5R2_GIi224W`kP&)DF_H^|WFm_As6AyUYY^c8Z)#RwPWn1m7pYiRL@&w9?GNp*h z!lIrIjDf?`fYsn#UfOGoxXApgD3shRQm-2$#z9T)im@3fO(BXr#@PfG=F`INy91)n z$|6#=&M07y@>vm<T$Rt|{C}DI39C;&py6B}IwRjn^G`?N$G?CfZK&^H6805iH6D$M z;O~T&Llv#zhOmcY6$vN07>DfnSI5Ka?dv)nLK;K`t{<!kC<zZ=y}3iKHjA^z^YO3M zaw~rg-;-BGqd+x$-b6>i8HqA_XqIrhxM+TV5fJ!&+9P5`B=b%k6rVr-+uc$r^2rp6 zabfE!vjzRki<D{3>sFayWz<Usm+_>Vuj(EsQ{0gr$t-cFEAzmOEW@(y1CI6?P5&XM zGFJlqJaVP*x!ZwE6M18CRUPbUqNU$~kAt-i<%0(u^109A=nLr2S<K-hJgzrw@#F#F z5pW&o(yZvJ<$s1zXD@9}wZfU8^uH3Q;8!PYY{~45eWe=KUa*UudvG2;@Q|fV>?GP; zz^U?8eLKbq`qME7wD?0aQdyDk+%m~uEww2?=Z+0`0h%{UREHphmMBp$e1z^G?{xZ9 ztJsQQM5h-Da1+Y0@ZL7cx63>;hkbL;d>EOCK7I@a|BfENf=$dbr$K|x3ux#-;F1r* z{#<f1R@nOZDNfGgx7hm_ISby{C5i*D)W3ddgzZ6HJW%m^_ZV(?OI%Vd(1EghT!Cz! zcCMS}6s66#GeCc}`n}VSU%8C9hITZoSD-0<fU-H%9I*P)8;shLl$m<G9)d_p`iOcb z1PI!-q6f{LA1IR$!a7ap172hG0vVF}1K_CYrA8)U9W7FFViqDsV?vpM7&8USaNr@w zlGRm=c=q5hhMd+d1oW7l9TPo1B2=xUxUDG3e<NtbV$M=}hy<kMl}5d8s0u8m?6O55 zErh2MIs%{NdML*b5R&N!E*9ETA|&b&wlVC6Reaa8Qh1uwrl_-uc?ffl2()PNx_?vI zC2G%1QT`kwhVgmTF0wb{!yf18U!31}%?}qmoERsP?i<V@vdd~e<MB3BvhA9xUp;}h zOc=7W(?F%1q`Gzqmo?H)$FS)x&KX8GELN3d1EnYlQDKJn{aU86`Cd|ek)7+q>kPWH zy-RHYrCvkJFUI=fKeN>V23<%ySOr;4$PaGFJ=kEM!&!B`y17SK(*0(<qs5o_S_9nj zct7277MnKjYJm;+Mgc^Ba=>NHm;Bft@6<*H3LFE<3R5j3^Mwy}sgneTB3O4ZKgsNJ z9D4z}o6Ul_bYld3ty7i8=a)I#C%DLOt27L9ohS9&I*rZU{!PlJ-DmODCf!_(#_1Yd za<eTgJ3I<Z<$0&ocdBj5ELg!XK_&d|Y1FEe(&LEOBdX*vK>q*!R@mr}A*DqrG^`(j zFMx+0P);ubra|Lo`2m`0P@}~Rb(WR@`w&d4M>qhH$GQg={5Bz4)r~P8`rCfoENjxa z99i|UxuOb4B(Hhc!4_6Z-7Sv6RVl%amYW8xsy}P3Fov31{zo1&9Qp-?Vd8jWw(>p{ zICJ2G!&dt(R(I&nf1yKWQ$cpN!e&a^3EVo_E}&mo;H*c_8YV|}KFK$$F(8Bghwpy| z;g^%Pa~9Df5Yi*GLAWv3K{FhBwAi7r|0?`n8iG7~=yJS;<&YxOa~Q+KAlrFM&#tr9 z-0nY+8HRDJ^4mYNex&%K8tc5G7wcSNfcfv&*@urKoSdF9z!sdHvPPVpUgn(tz2GZ{ z;a4w5ub3s?@djJ7CfgW}p(55n%rlumj$=LmqOZ-|pyeEaS%mDFy<_XY0kEkq5*?08 zS$#je8md#kL+Q3l+~Mai2hwF2S{d(dw9WZp6hjax>rg8SJ!AZP%Qn_i|K${x_d8V7 zg1i&=(}O{vM*Dw(Az)P_aI&g%Sta>0md>hX)GE7fHkbZNyc9J;4bx%R-FGeLU?L$) zN@L$->jq;_0LI=fjJ^MnqyMGdCy5$<6)^m&o9#RY!^7);@W=`gAZGhNc+A1@`0{__ z;qby3SiN+jV$>qwv<SP%%&7E4F1qx;H(uGbT=_>ki?$?c6(DYv%`{tq!H@(pBl28> zgYV{cbmMY_fz{yU#7FvXfNrky3dL^8gg@)<x#T+y3O;&d{qQ@Zq4Wx&)iJrlIJ32d zO_Ej~Oe2S%nkMp(`96M<*j(KID>Dz)bZK&~M3oVbdzk;U2-7GVa}D}|-!X1xsG)SC zfpr&qsP%4^LyHCbpWq7*rPB|!M$cod5oxBFDW{kj4HHK=0d0tw-bPBomXk04ORG&d zhn?;-(NO!{bEs8mJ`PV=8n!xJ&45ZKf;87$;BJo{&0*h|d(w=U<G?gCfLe~<@l5_C zqIN#(KRmos<#(*+*-&WY`Hy!0ADVFz=6`rV<;GkCO>t=b(<fn=K1Hyq!Wgk8YOR~L z{y$7g=ZYBqSC_H_Oq1n%LBE$8tg6(0H75C4tnjt8MX<gZT6+H}by@TENH-oc+Shk} z@;}PdnMzR)6&^4vAvsLo{<m;&JNj`sGJ9+^@Cv;dN@o~qg$QG=eHR~6_@C7W(<l#f z?VTFGqlJuW1grXgFlm*|H7ijd`_CfwKeP``_x0SSO$R5*PWa_U|K_grf3%RES{+uV zQf}JhC6uB#K2Ns>1HcsqfWdzOFjbhxTK`8vvFi+m$qTY`S{W&G`hV8&FTs;3|Dn|} zr<!fwSZ>4QCD<s8cr-f9?3>dY)T^2PgNc5aav>}qO*{S@0F&(CPY`Ve=2l2EO6Bt* z#4=t!OK#!R2tmJ6XmtW6HNpR+rd<g0!~aN)z8@3Y9=<F4-)?ARume^nghjFvNH$t! z_A2n-MM9qep^a-9>qGG^hpQKtYfSr4KkEy3EPl*?=e>V%qQ7?66M<iD!E*Z)#-baH z#bFqW!)E`{xBsP`ncDFEyB?<P|HfO4?EaIEZf>;yp~Yo!s7QUm{0|iWf6=M_f1va4 z*8d-LV7&bwbYKJip_4NL=dckiIwA;uU8NwKI!a%T2_>C%l92Cz<F6mQvPP#;&zCQH z_gwgN@4vfD;V&BT5JdAiseHEDUzTu0s0u~qvunq-$`#N8>l;yuI>HZVZMaF;{9kk& z>EI|q0IXeEI*mQL9%j20O&N=suVscB?sfvg$F8y!En6o!;=CqlYl%_iI?JrAB0p5a zkCA|Tv8MhRWLh}$;4jkl25oRMcc*2SAMjFe_ydn{)P`5FBo2|avTy+E=+a-;D-jdb zdi*_3bjn;4zP_GDMUc=R*Grdj7g!0ucYg{<syO+?D_);%N^Ad}q)SG%l0oIqJI$1p z>!-CoXj(<(X{x;3!X>>z_NjYO8QOSMHeWxT=Dg|t-da?4S?47#Z%_5gTi!rjSn0<< z3Uvso*yyxZ>HAbV{G+H--N+C;TQu`Q9QcEXQ`hvH=<Z$;g`aGFXUieqg#A*thS0Kh zV;3cyeYlG_;zn@WkHF12B;pD+A-@y0aI19#A#_R|;|$Z}>yI+?m0`gQ$lSwt`~g~V zIkS(d!J{&tNcY*O8O6E2N1D9YLtnx|LCFW+Tw+J=<-JK;h$DEJtuU8`GX8MKf%`)p zB3s)i$lGEa5Pd&h*vn<jxoPgjFk>lxa=nz#WKJ9t212|lnpWNslL(v5K5fKJJdkH# z(3COvkhG3gOijNVPBNE^Pu|WnZ%bkZ2ufK=03}Wxy8EysdYzQgGNr-Rr1V-C9_E;` zg{l@sG$EGXP{=;XL@J;Qax&}Nf21Hl?PsYjhUG3pkJlso5G^=&rbOPpg4~5QrwAq@ z_*Ex1Y4B#Zq#Ro>bcv{xJ2Ux+DBcwQwC13pPdvws4_(D@X$VxAqh``P^rMMsir)T= zc^m^yi^TtCfj;#^hL1<L^Oe~NL~r<I_2RTvWby(ALiglltCecH*GJDA6EPj~ABdVk z8&Yb}7{}u3@|#nwv>x&d2gfIwX&OUy9ftY2ZpNO%&|$m}7f^M72o{B9rz4=rQl`@# z9`Z#7AZ{)h6r+Idxetf(POPB@(rLl=`zXAKMXetHXRx`Hb>DDLbT?)1imEnJl5)yX znT!rChX9{0!Y+=RHmYxO$tQmBX<}XooL(9EO$-h|(O8;eI2VDz`bh!0{zXuA2mizt zUi(fh)^sOGV&%cIcCRcX<G^C7JSfpxwposX{iaRfjci%wU0|D_R;r7wrQj?c_f6-+ zAf89s%QEevQX^t_?cqcyn6oJLA%*Ixx2(n-EN^~5E-^3U2w3u;E}j7F-*|}Jb*qqY z3Xc^sP!eqP)6}4lS_5vh594xKI~ftO4+A)kh#Pb(n?j^)f3WLR)m#kUJe%}X|A=nq zPJ&ulBrVLa9w1#;EW})~^$BZr7LgD#c#F8>VUt7J?Sh<8z>r+9gLJm;hE6jAm5Fj) zo<V~?3-a@}q~0L8CX1LiqY7tq%a9*~W~|WOcg-r=p6r{5G@Zm$VM?Hfx5Ca)4c<OW zY)(*B1FA4Zqh+)WMPo(s;|QJ`J*BxxWZ2=18k(Wea#`XioV?^%nPp3whl<Kv%;_80 zBd?S-Do2V1AWHn1=OFT3s`x6RTr6sRSRyJ4MKcrqQ``b70U6C_<wpvEVUZx^EGvq} z^C(c!<C3F+eZqz+hsf7(^rG?G^UlR@ZvH!Ea-B_FvWPy@xVJTNsNYg&LQ!VHwS3X- zisNJ=E{sL7ctVxS=h3K~wG9Hc2YnYUUsxVgu9X8d1xOVAwc}$4Pu=cV>QT2~t*bH) zQqO_<K?@#IdS1>bI1UHifU}e`NooKWP{z?i9~@bVDhwv7&NdLzj5Y@^uKq;+wtQkL z@!ImUaI9|h<sKUFGd4ECW1M{zL1tOas+AXr{GpR{E<Wtn;*YW-bgBaZfhqrBpNy@0 zD={j;8^*tL9Oxk{r%u-?$p-OZB7>Nys78eJ@AC;i-boy7QbDb~;xMY_o^0dqX}{Q* z2imxl`pZCwS7y7ObT4#*L@!Myfm}e`_J1W}t0p_N^396BesvUD*~$O@fziS8EW|se z>^IFuvvd63xpApVBS-nUN$0*%C6xf#wKGH_GZvy-CnhIK72VB5+$LGm<g9iNfmmW! z>FLXm-BWFxBV6YRgD24iL2z)?(52OBE*4g(id6rn3*KR$Rt1g*Ej;%Ys-*EK5Sxba z{$+%3j3T?YKG>7nk&a(C(TSSudDX(J79$b~NSLPOer_Z4h`od)mr7kD_^1ZaXX{kq zid}7iRSt>s<Ek&HNYtFx)0-@Kz>ZIDq4s8=89tz*!H5-pco1bjLv%h+Frq&T07WwX zXi3KvBz`82vPPTDu8K;IhfvfV$CHL_DSE!Hn}h!<deR1m*GsHIK5Da=+YE-9-&pkG zm6ZNoPiqAYeiHaqx=8MJIJ4mBQsjX~Me1kjv0s)uG4AN?h`uA2Qe&BAp2&WrY8lPd zYiX2~fY&@0w8d$@)INC~bsQ)!L!`JLM=#U3JYMN-Keu=Fo{x<dfzKMWh7G2w&bg3k z!pt18&~_>U?xL^ENUZu(8{TD<y(#xB_Rlvj3bNV}hUP>`w<65_{?dKkW^pPq8Ne|v z)?1|e;V|m)b5UHQbt2&?iMjL=R+G+k8r;D6U^kKdgpyO^>cud1h%&Na6Q`_Z4@qSP zz+i!D4vANn>n+!swsw<4to@3<Ou1bw=j88=U`J&|o0VwBe7#n(*Oj6%<aw)PNo%W# zl}Ox?)FcnVJVyVld5TJMeVJIFRZ<bT5X_O`Vjo!M{o34_WfwE)j?cAYsgQdtwYyDq z5G&S>P4I^vZNKMKwV*^7E7=D9-Sw{n5CQ2Z1XwJ%l~c3De41;F9$h@*MdHH=Q6~9G zNmw(dxxC&c>f$7kr1rVaD2{WY8kmzSo-xJ>^SsIRPcuAOF3-?9A<T}@j{eEPRd<!e zyc#sFp-QU76=;>vMxB;e*3_`iHuUJWEElnr&yupNE)SkBA3{sb9B6v<9N(iya3|r& zUrr<&>H?~ZVI1-I<)HiUtO*4qCE82NJ$l}P(3?O|zgx5iYhy2rOc4Q`>-NJ5dOX7r znv=bs`(Wj(DyB~PjgVqk(WhrdXC;RSW9!G<JKYbtv8}J6URGwIolU*Z>WjQv)g^Xa zmM*V#1OcN-i{^EI_DC4JPXF58FCH8$>rT_Hf`)t=b+tcMgPj`nP(#(8Qv(Y`#Y)eO zT)c$eU?!Z`&2)Q=ujx`^`;i{=YV~c6o9>^aH<1KqRCXSdt|H}(at}mW$myC!BT~i= zc%tCpZg(ufwWaD^hDKXqHlET=^3%hT7Jy>G<gjAf2Cwcln1O}7fKAGVuzOmLm0_+Q zi(QTn*4|I%bNZ+pPV{|2ZqR>19h`t$kOVdGm<)<mu*zkF$kE5bbLU`KjAxEdIB`@- zOXbCZ@v|6|EVZusph=vG26BN!L^!exGx<+@h{r^(zgSsNl6!Y`zHl}iVn#*cZVK;d zWRNmQ(1h0}aN0?u&)5mWh1MiVZ+z?zHpS$(kRh8+Q)K{QI7E{QCJwN5VRbRlw8d@# zs%o5Y-%uLD>m*=ChEYooQ+e_rpeKhr_sZ9Gj7}>o<b;DxBjF6QAz6w$25;0%!!+F# zI*E%w-e36yUcVx?b6y!D#QW%NNP%nro}|NPCFnNu{hc>1<^K3fJn-!A!<G1p$@H4^ zEyiE%+QwUP{Qlp6)ZM;(gjIR>{86vX7P!1^BNspF+y@IGOu%`e1PB$p>WcNAfrXX> z&%jTuyFbBCR<Ovwi*SLO1!6{j6Etgv9QS4hPm|u2t$OU~unS*3?6dgW2!qeLIkH8z zM<iLM&(UKyfBABd41M_=*$(Oh9~XZ1Qt{j7#19XMzy0tge)pYc>HS#Y9IW;Cb2Qev z?xVaBe&4}&va{`Nj-8*=6;JZ|tn~Ixgmu-qe`w4~fj2$;#|vk)uW`w}+gc|)NxcK7 z#jidOtiEP~Pv@V<>g|S3?n>W>|FvnhIQV#jULIAlbz1joa<ltkRC=e`;Q0h^r+nX6 zNb}LbbY}h}!DHm;s?X?c59yAH8Vd)^DBo83M6Pesf5!86Yue-0J2L83&<A=uZ&<SI z{Zqzz-Yq*2xN2nK_N%EJ>PVtH;tewU{=sXe+`mdpR3@tcS>CyH^Bd)FxYUJ2{HB^9 z^Rd1Xbka_&5Dvv9np+cuoh5#gBP+1OXooq3_76p_bXg0E`7xwPeUuqpE;X%>C2n5g zjuYib$UJ#~CgykW3V>@bS}_<-b^$%WrlQi`o`p$G)yfd9Gy+2NJM;SwQwU`^jRE(4 zwE9h@#hH!3N7`xnHV|l${~|9BVn+oXtt(5@MKnWa6YWKC&)w?y1}CpJ{(kuq0KT)4 zux^s~!5#*EGL@&q*^F3OB9h<Q*#o%XS#5+fpLN20{6u0Xu-}<d$q5kn#NCEcH)zGI zz56u5%aP2|mbBCWC#D9D2kzYNWug#cu561A$2qN(Dq7V-m<vo*Md(?&+j@>3;~3yy zZiiZ?nJcTGO3&Y3)Lkckgw=*yoo_e7FOFf$YoD^-b8n8HF?3DB@)hIM24yR0gk)oj z%Xo}W3D-ld>s;>h98V)7J|-bFQ+>IPrtTuUG&To(_ugR=Od6z#)nK)ddFUOETDYAI zzxGOG)qMKOldWSBU?{*aQG#n2C>7Bc>r?HU+^ig4YYZm6-Tw44!=KD3MEk=D9Iu&_ z!_SE<qOASn;{zi)a!dq1!i_`O4L*W=P_~`#NI!muS_i)LsN$g2TQiwR$40NvB#ur# z_icR0;fpb6vi19ESUC!)?iU(@iF)>O3II)bK=Ec7j!GGhEVFE9_TeQvuIIxwo7w!d z?yurSKX?I=cn`M3617o`I&S2TTzfNBw}y0us8`%ko8b9_cMJUX-fB&r{fAw<$DRI@ zG;rmKjZav}0dn85ap0SB1?lk<LpKFRalA{ND9|7ZxH$UZ3OhZiY{x#L?-4^p{BSis zy;HC5ph{t$Qs%jdOFW&B>!EjC>_R7WNWIb7)Um^_hWqq&p?*+JCF^vkS%8=Y5jF9O zhz+y<Xk@N-_&Y6}N#F7sle@mOx=vo?hk0~j#Zd?Q48<IhTQ!s%#=iz^XG;~aLj0YD zKeY`>I6M&8?=6YDzG7}z-0WTatqj)`jauq$>NQ=gcNfvFrMIR3)%E9=Ekib4Hg7@B z1e4QbZqrs)OmlAPLY?QsNf-&?*M)EUxYiE|KvIIX0|7G=wB78|l?JU`oRPaQgRG)V z3+)$VaK?M$tpFz_M+K}=%A9wotC{39gLXCTQd*zMw&Or}n!mF8q76P+=nS!_3gU{m z7pkb<BNY$UPN|Em&_oj`s+I?x<5?ZYSZbpPGrxD#@T4CIO#~MHOnzfC45AlQV-4Z~ zZ&o^W4jE|<(|c%}&{zMypBwP0Xu@Dy`icijT!@pj4#T?D6k<B`3iz!qccrH3JwM|z zn)7iId(279P--gI|JBkp8zLO7aa`!!i7><e6#x0;aT$$`8BZj<i#L?N$?}`Wo{Rn~ z{ejWZAEAZU7)voVOMmh0)J=6usTnWNn#8vo4Fl3zZb$P7^$VMu=)HKaXm@EUJN_50 z_j`RC+;85E#XsH-ANDc)5N9{?3I@X0(UN%7PQ1hD6q(&vvJ4lF+L)ppR#$N2Hd~l4 z7CW-;{UF2M{&6>WK}oYLjcMju<!u^q+?D}h!f&@jM`IDPrz`6`M(@c!m?`O`{ik8| ziYtTnmefUChfo?{sj0{R>^tL&;kiyw8~M)nh%_e}_G%YHW&XV4I#T9Bx|l#!u|lgx z&F>gt=}5|BlL)omJcepZXzNg`92Qa^>3#btU*(`(DQ~2vsZckQ;{n3PZP^#4Z$gE~ zx6qIJ%!riCD4~)4QBTImTqcHLSP|;@vwcx0lqoA=58Kq(Lv-hsC(YxKrtc$hM~%W- zi3h6CDW#+qEQ&thNJzQdqkxcQK4rbgZwy(K{5eZQfz_DFyn#p**`raBaPeS@&N|4I zCF==eZpy`Qv$eIXTzmgp?csR1*H?yUfzW}OaK`8XiCh43Dy__I8Ixf=)SNbNR8%DJ zIyW2#c*T}FzL%r}jc$i;eOC%ClJPz=t-w1!4i!Q+U3~W6gj9y{@4u(m_9c{ibYfLf z;xa>6Y=h{WHs%}PT&*a1o8)nFyt%GQ<FM3^HlU0R&ZH7_Q5e87$f#mw$^rs`I%o(% z2iVFi@Z)@Ch+`!jKc%w&mCDhixiu!AAxk^Pv0*OrS)wowLHdwEDN)wu6IR5uw{(^u zI->%X=2Rq4RAj1QB7`v@q(P48Dm2PqmcRdqw`}ym(E`WDsG}rizid!6;OAXC0o<NL zR)kB$y-IWFKx^-#^9b(FRzlb%^DBZ*gkL{he|yThu1Nadw$<(ngRJS&KP~L}oq@g} zM?s=IRHG}eqxNr4d*6<YJ3!;#Pou7oG7b&Ox0VvBe4by#(#|&XP|e)~Jlhxs3rrZU z^ZB3U+0thAqpt9)6P`?OnY%!omFntYf06o{Df<i2{Xl<gY{sAicb$H<&^%Q62?q7B zP}rk*K}|`&qXKs4qm#R_j$Mz3E!O+4_B15qKW>0ryZXITOy4hZyIp=WTNfO2;zw$J zL7l6(W@~OQ=R%WJyzOhal6p_YRkcmin3p2JZl(``zO-Tmqcn~q^SE%l*$h%ceKoe5 z-+HEOMm@xFdB1;@e!N8<-;__U5SC!%n*z(BOA4IFr&e?20S{b}9>PLbu_De1l9|oy zift{4^{17pwpj~nzU?ZZ15S=}^}Ug(For62x=6S85N%7g5A&|`z9=Y;b!iY6k1Mp; zg=$`X+i>Qvlw?s}{R#*1R}kc65^Y3{4d$<<p1g^LljZAz#P=x7fV;2)D^XmyLE#VQ zB!68;BzVYd_=uXAy-Bc~k;0O#47=f|+}l<a*kTk7&0L<)k1F)f8}Sp}$n|{ys}>p4 z?a5z^r8wN2Kj_VAfJkGbIh;kjOHWALG1q^>*y5;ZsI}H=(yGsaJGw?4p%J<X*@>&U zuwvngum#A(nqyW|_q5kr+V6g+O(EL^-5DRk9l1?WuHO}kvEK`v%V?`e31>1(U$;uF z<*HTT&x*u;$(6W>)aX)jIxs^SCKP!W&oKSxNLO@EHC#@itIG5MlI-Am$qyC3yh+_* z=S#{^Ro39oCvQ)Z-e)V9{Fb+0CI3;EKWT_NYvEfBP<a3CUR0?BQ8GV-Y3F)R;*S8F zkn9dpq_p}(Ksh4`^?t4*4<>_*+ed&JHt+W(^nN?3X;O-9S%dXKX)+O+u)xW1Ci>7w z5!fqb-9YbO6U0lrW@U(UKb}>8f1i~`uCp~DW5R%k5*lsbx@|dhGjSs^Wgg12_84M- zH4_fY8jLBLA-S`DSu)SFO7$hco?Pd^>RL+WKDBxv+gx0TIIfu-^}k?a==zKc`V5Gq ziuAqd3j#+RBdpWC)lPlX;@w<8ha8tqX8_LtE*YJ%dEbDgU$T9sXq4ikBABehIO;BV z{82ZV>}%k1PEt4ucy)1h-Yr>(N9E18t%ez-FlzPPtQ^JOi56A6iTkgI43NhI2&liK zGm|GAvECONQEo`Wo-pUx^B?<}Wr>RY!q`&mGNVc<iLd-lJmBv<W>@*bK)5uA?2e&~ z(DSm>o^B|3uHo~nyCdl~>~#3O9<RBuA3lECul^ku4Bkb3xRi`U`a7*SB<a8CN@RQ~ zQ64zZC541l@x;}@o2gS-jvbZGctr!4)-pL(xy!CHo~UolmwJ&3@UoDz;3$Z#2P4L| z8<K>5#?UF35Z@q1TSWu)3EcpC`0TM%+1S5n;5vy15pFCKHj=#l?q$iZs_9@Mcfq@A z>c!CkiYS)biTP0Xe)4*rO-ZAtILjNHdp$^n(<FGV0JbG6Iro;!x-+@3D7p!kCs=q~ z`{<+1M|aawgW$F=$`7Hc1J7j-rIpWs_i4Q>DFLf@xP!G;L#C8<olT!=<qt7HrRvh3 zDr{4vFoh+?^$q^EFg<?ViI(di??lW`^&c*Zk)uM$F5{(O3T>~fyJO{R$pY@+ddXI8 z&_su4$dZ0mexv_$n;%?Pv|I*D()SrEuWc6+CV)Byt{WB#IS=sKUFi0B;iUcTgkI;7 zQ+N75PCH7u8mp|AcH6!!nmSlS#47Jh-IHzOPyf+!^=9cf5CdN1eRW-)J|?0BCNEdS z(4*l>;-D(MvqV(t&~sGN0N5TaZ$vJF>fD4F=b*T>$&N-2_l0E}mTsfCQ#i5y0DJR8 zfsgK?_$|{qqhHs~yP=;@mv)fE^01inXJ-yQ2^X5Eji_+N2?EKx-`LyLqvkZ=8sEuZ z7<&3c7Z}kqa(KhABxBq@_r0ROK*%yDz$N<>n+lhp@dFB&z|5%$8ic>Ox%_jpZq&Mn zCOEpr%J*+yC66=3D7AC4uIpwub=H#aYxzn`5!}w@sXhYgj9!tm=ljR8LRg$$gdz8v zOi@ZR<UMF{jJ@bbWsszb+Sna4S9-S6J#%vXF!UZMSjq9%*9(_RZyf_ZuP)6~wj%H= zRg5&*Ux85xp1&Q{!VwT_6~@>kGjkrg;}AF-k7@M=bG)$n^*jC<?U-iFM76=3MinP2 z_X0&R?g(i{ZnBRxfHyWB<CJKGDmTw%Zp3Q6L>Dr#+K)9kqZsgb#23cp*;KcLkqkM< zQA+vgaQsY&(Mi*8RG7$~u|z5K3U=UU601%?XL&{&KD#@gzC8coPqMzguUTLA+ISBq z+a?8rdIw-17(Au<{jKc!r?4sx6|`k61T=|nX9P{E2xZ=mbsobSOO53>QB2Rc3z~p@ zMHDW;v&a&6b~T*uhakm!E(p!A`s^!sW`Se}aD<t*irrx?FWs%;(4=TKdT7x+*efju zy@^(?pSy^NEIBEa=9alzJ5{lK<{7j9JwCmY(>r8hVop_6)wQOIuKKejyHd!Q(3M_! z5J<uS9WIOK^D;=cI1@OBPukPMl!a~}2n6`?CQ~G`s#0e*c{&OPzST6^JS&7o+a`JP zAK)ew&2Z<QWa4W&EKUuTY2Kl}I?bOLz3tY<^K#*F+y6cQ4}nb1sv<Qq)<qOAG@W|; zA9jF11BhPBw7h>}LU$%WISBiO2WE6@e2D1r4AGq~(Ih!figQEhyP|hWKxYHRdI!QC zG3+Zz&CxGe5gYx99a_pOAIH}RV>EW*+_HHS=C<Mdz{0zzoIO-^;6^mkcW-whT+Od% z+%&3a=<9P}T~d^%@clUbA2;}BUe9#uG-GVA-gUw)BQR5hxKq!JBFyOt<Lr>NnIUGd zYk45_BiO9(X=$53D9-^VJ+$kpQ}M;@G*nrI0LIexnZL$W(MlmJwhWb0SbT&Raxu~; z*~=G1HB<zeUpgHsM7xjq?^i&e2qT#)<M7ZNj^wvEvh5ywp4<KCn=FeT5HyEll)G6h z0V1?ohZpYH#Qjb|@p&9LBi@+}#T72}%)g6c+FMv27s#7D<V~8eic~}cg<O;0>m4$Y zQh1M3>^Q9gwu`cBkIL+?P6gbyHTB4-L9W9}n%<lGAwYP6TmfroRcbka7I$9R5gzv^ zNm#dzv=A>vv`ej>LjOTG+#-yvMWa1Kx%YC8zx0CIu%yW+Wj4FqL>RZDiOyB9IYDmr z?a4z<HMjEa<85@x-70r1yD>{>jp{g-0{ubfGC)m&yP<l#QvOr?uun*Ms)rM*)bwp= zHiylX)O+_!(V3w&q?`x8AWa9+<K?n70$JpZ_6C;>vWC{X;9Y9o3$w9Q8Iz&mnr%y* z`HOKSnRk<DVr3t`KRY2?8Wx}$I-{e}Cm!rB;Ay?LY6Ge*L>*#_Qtb-red+Qb^2n-k zmLkJI?-t0E^C^CC11EHxr>Jz;-353`$l(E;(dG3xGhjZC+mF6-!`k--LrG)!Vha&0 zzpnGrd}X#(=3tv=ip_u>GbBg+xL%dU%eTXoMRs$Km#53fT(2sNCgjV|9QuKl%81;c z^t}=Pg^D9}p=_A@xXP5<1k>qsS;vdBVIlG?e4x`?wttO5B)|;Qk#rj7SN=0zu29nL znKTi>32*+xp6nKh=A+$P8jFut70HHhsEQ^9sQOx`MP?!vmIC5VV&N<Z!wm<j8C0vt zxmT#tI<C_bKxFq|`VZN)L`Aoje!F}`1lNm0$V25N3^a%kibgehL9u#jfpE^gNJm+% z1ClyeZ;y*PF?sJ{%b>8luPdqenn_548ca2o@*G=rezY&oNuHlRyV?>F%eu9?&p)=* z`?37J<o16Aa~CVa{7}6o&$9?`=Cz~9AKar&qF&r=f7SJ%-dj-U+Q`j*zavD_-pC2R zxSLM9JbGJXf)m{3x8w8VbsBo`G7vQvgA;ei-KHK^Z#Y^vw<BnI*>Twr@I*4Uvsfpv zv?Ke^<7Vyq;#SvjRG5ETr}7^c7uI!4%q)2Mq_~^>k;d~zU;3}dMdlGofC%M^mr0-B zpkKlqz(?O6pW|l)ZngaGdNiv4yzXLZlx#I&ofrjhN+V%-aE3Jjb=_Cy+m$X~2A?PC zFo{7BiwTJWrfM(c8N4&_6+{b)qKg;^Jiwjvl%Zvq+y8*o2q&`3PCJCx2nhZ>xM0|X zKS{1RPQyz;GibI>*i4lk5BU?y=4{DGobmN_1q3fKg0=~mfeKL!^y@{>>_)Gv;mHmx z><fdqUUZY;u&>Aa1OkPu4t~WTkrlp3n^*w~w!OI%uP9M`%OT<Xf0~8<+3Bh~RVpcB zKRYolZriIA&aMy&Ece^QsiAdP!P)PwSMZ@qNq|674s{_-jPEBWzyfrm8K8wmwGE<< zYmdK!2u(88(l-Y|H3e7KZ?NS11K%A-mPPh<4wb0Wy&FB6s@9tXX}_HH@uhI5RjG0% z$(p<~npO=r9m<(dy#ysfM2Bs4JANWx+ifT^!p;V7Aih~i^g~YUj-_mZt#MfJ8oa8B z9FcBHzP31Lftl}FB7Pu1te#y|PL+~)yxE$BFo(pcXD5h$qh+E3iWbBQ$*131OZ)Qf zcY1YB>1KUk5BsF7)LHq>a_^s&&Au2||A4cU>cwYyR<SkZ%gf^}MekOw7h3~g;<7Oi zmU{+GKSnp|viqa8CVy$|pToLnVn#a5i-tMuWmtvv`h>BERqAIl=%uxcDYceGnYXh) zfqaKQK|4>_qWq#rGPCS(a_u5HlbnS+TNaQ8-d9rfr!4(L0Yn39X-**%u)1f+?A**# zn!nseVXaY7#4mk}Klb}8n!1DaZrsK`%_aht_a*7(G8%SY#mCpYdwZ|1aSvatU=3@D z;7J);8mhaSQn~4zIk>)Cc45hRYnpDW?6pKC$(Ck7%{>=rx2m1@X9Z-HY=%QVKyn@h z;eO~(v^zfuU);X@(T$#(?I?16nUmxiS23?slIy(iB@4utuM0oQIS;c$I`A9ZfXr;u z^W4OSdibt3g7!vzeO+=Hq3*i-(JDY6s|gpzU8@{smh~~XO{UQ>2v2(N2%@jJv}F@b zY5rC~%w)A6{pQMumM+##Ap%z(RVG%K0?E6LF+AqoQmT#PLIk~s0>&kr*^o*E<n5P_ zscIdAJnkq|C^d6`hLo!*w!|6ogiTU==hi9};{!~65$YHcBD(Mdi>s_ZtoWQXJTdR0 zA5TvCNowqWvMR~H#DEua`gKZgu#>Y?^=56)K64zCG?dvSU`9=xdiF;HCu$(%Q(`z( zy7>6c6kZQIotg1n!LhKptM8*OF(*~ORja&S!^xay3Ntg>rOs8Hezf8cbd*MR*dg?p zoEo%%)lH4fH6DW9CLdwY0s8m^1u*z;3cmtoki3coua5(!eFI1FfSTlQ5~4s;RrZrv zyDyN_?5C#UU!;c^H;v_32}nCPf1a%5e8#^L&`gU!ZTQ+VXrqfJWVp-s+9<Tm|HZ~S zw2D=;!z-roiBr&a)~-OpcO9Tmrh@#7Q`O7ZoBc*&p%Y`Qs#w-#V;2@l&IBNOm9{g6 zYGp)*LC>GMgw$UGO~tTGWN%<(akpE$eys1j$TF#aBWRphPfa<di9RJQj{G2B-!v}h zGLX6J!z!Vv4{8_5&#s48<B*a00_Hd8ZrXe8Pu?j5_q{BA{8&9OH-mWV@5|k-K*lbG zus<aCufg)9W{fWO1()`GQZGdBDC<8>f!C+;X}{u<^ZAq4Ck04L3-C93z*=I~7b#(= z@npE~EN*`xYzf6Lmc$8ZDNI1<)(*RNvvOVGME#cCG-GT?@tZ5E_BWadc^ISplAZ;@ za2@)vM!5*?1!Nre^ex6RtQP=iriM>qCc7dV4k?Ip)m@uzTT>~32mjLHoV;7RhG6c+ z7jZmDn!e;qNnRV=>2n^C!auZvGiQAm3TZp#mExIUF+|1$+70Fbt(K8cy6#hiy9qzX zzQ_Tc`HQO6DEsXk!BEqgLMtqjPZGmT#Bydo)pQ-p91YNXgEiOfaCYX*+;O`RO7J#d zTjpOj;??m-3)Bw<1~`JrHjv5eHzSnd5(LwDhjv>y7`wj~0%V3GW*4ER@qjPpQZoB3 zU85)!u1NU|XINMC4!>xM7$?yLK$PN4WU`K{ns)+THNp~I%I{%yOyWMjFq7U`Z3)&- zEHi{@krU%cd-wP+e}#NXJ!kA&lOyuQFy<YfJgvr-t#SGJb}n?jr(p!q?UYzHkdn#2 z<aIoP3A)?7OOXsvq<3Ts&r$N-r%{fV*Y=4;3%A%-3*`4qs`ULhjmKO>BKygl!Yz!8 z0<9L0oWjZ?vQ5jAVwS<t#5dN0Vlsf2bjR}6g+*%Xi$Rpa57B`!&*|~sZ!^vLfU`!B zU0Ai;VPh;$&jDR@J0FBwHjqbT+QJc$n<kxw6zWJg%%Qrhqnc;%C;&$?f*uLm(X(yP zO%@V4ZNJ&aqL@$HW1vj&_$Ta!G4+=p{JT;{Yw)e|<nMc(l?)tVX@-7_lukZRKy|hY zi@(NkqeevC)I%wdSMTuijwkOCC`>Y4Fuv)%{>Y$Qd-l1$6idCg(({@>eL-*wUW?rN zc8Recry~B8k@~`>h9bPrM)<7bnKTb|VN;qwCEy9f?2c=}s)gFV8Nq!YUN*H8W{p6g ztAUL{p#@JZHHN_XgN>*AygqF|Ix`?-=uhKF2tLN>TC{;wg!~cO9CdN_P`1MfCj;*M zYz<%Z3~hJodqX#JV3gR08x`OfrE_v2LdgnE1}ZOI6-mcM{M2(u19v>ruBhW`0N?>` zZ~IY!Q?@%~O=C(^g_mHHS$0)vfy--KsgcTJ<BydyAfDN3V+60%!%AONJ?@C=`YMqx zM-wff7iV_Jov{?(4GGg&=%o6hsA*aMv&kZ}RI`3p`;Kp}81((98ko;>Btkdrjt0}$ zg$fnJY+UVxi;p=%r{4S5>Dlc&n+$qtA*!_sHW21GRm)D*xEj`*B-G+Trg`Mi#QN~| z*sz_3XldI)d;~R0f-&zf>LprwLVhr<X|E1_xc&obyBZPPk-JAmH#RumWC=K^qJFl? zBon8|!T5)$Al8r1>+FbEXr&OtPHgC9$y>j$4{5XWqv$65rTx^a=d#iED*4$pfp0;M zUBj$Pun%u)-(p&_d)x2c=b-5vx-c$64=&yCm@us0UGlYs`ag<CLDSgxkxg;=eSXB6 zuWg?VZ`ZbJUVeVwXAhWnRe9d1xz{#U!7}~6Z_Nj1W%uTe^q~V~5NUlZ&-Io4#_eJm zOq(|9bgDJ@%u*emK5^+J3%P#gKUEp@L<Szp&FUG+CiKwE*x4mg(M5fJ0uj>4705@5 zE%I;G`hxyECtZz>`GrJR&St2d&sFo|Cmj5B;=AnL9zN89iJkg}*htNmTZ7N=#r9g? zo#I)7bg{lw`R@;IafW|c+0^kPt8da%lCX0BFPg48s;LLwZ;bBI9izLu28`}bDUnj7 zyGD=hlxBc*h?3HcbV-*q0umx%Jbv$;_s7n;e{A>Ov+dk(e2Nh9Zunz>_s}Z!(+`0v z)AJ`z8oa-9k{8DK$^%$6opI=4>A}h9z2vXubX89Gt1JzlPkuxAYv0u4A+vV>=L8DK zIOU@8e^<Juw4J>ok-yeyD`)qnWx_f$r0yy3Hw&K*cO683zVfN(U<4g?8Ni_*+unKB z{51OUdHC&cqwA06`Y?hgE6h(gEymvi<VF^sE{ZE2=Gy4cFRw!|HipS~J6oQP55#bc z2k9n~kzpvSMju1C`{e0W!4iDeJJQ}P<n}&j@&w-^I;ANU60{S0>bCHmFzHCq+sj|^ z7oTGB91*2rc`I=tphwA?kT?QkV=i;0RF5|PJZh?qx3>(Q@`}HhhdxQQ#;CZpNU^fg z>PzgO>;QQrf1wa(@G8SJ$JtuV)rmNag`-ebaz6zLC%Grvq)qZ)UHHPx$0ZtpRXX2b zOOx}$#2vn_@&|1_mha3aMw3I{lS$tUnf+U*m9lzg_wCW@^OTUZS8S~rpW6cWPWoWd zb8i>i>y{a4mODlqTHI&6kIz(P2@0{|#;=`Ix~61AzRii!O8VZ@e0H$k)4WcyCN>@T zuiedZ1=#IYKn3kZ6U(NidWNBs90*e%#HlPXKAlb|!ZC#Oi?iZzrIi~e;U#n<vPvPN zzlJ`rPPnuC%6rp-*IB35*9oZs1TQPrDR+J#y2RgNSCQbGZDm(JkN(;M411I<-$bE< znEa0o?gotg<oz@i3fmA>8paV+o{MCJou<8|oB0<Lhj}KuG=i(tU378&d~QGTYu*Wk z)UH}aNjAH~36c=Ov8(4Q<Ypxzb^jMc_-qF)OZpBJ0>IFbJpsSPPU*36*8al8hfzka zZy+J*|3Xlyy>@ge=Rv$r>X|6)m8wEu>}Y2xR*d>!nmQEi4|UL3A{HX>QLP~Fd?dV8 zo1>;kAdD+pQ9TnaMne3n*fl^8g#ou@_YJle0Y1{_2;Tk_c7Di~X5Z#r)bWpC=bKmd zHsq$~Om-^`1h7$fvDD{dA&2Yr9UOgH2lTUA<Im4DOS`S#hM_`9ru%kr7y+myJ=?!A zDO8{>%q+rlc%(C&_)ab9s*nX}*W@ek(XGglf_65#Kei7f_I?OUTbQe8$p_VY5U6Ji z5Y@UWRnK^np8hJnY*AQ$Ij)SG@;CRxY;H@u;+HkjANznyl2@b<)^s_%w{k9Z#7ZzP z%t4yIu8m)KTxhFtm2a)U8gVU`Ut3LOAlGZe5VCB#xCUcbm0GQhu?~XNtWpS1qb}){ zMS32jK}`6=$zQ2wrvNg;BCv;7gL57Mg04|tz2XvnRo-v*7s|WLB?%G9f)PYHrD(+& zDVQ5onkv-gd-zqD#&hc}yp(<x+H=BWEw+4eatH{wy~&qP5NyhI2*E*|_s>5gSdnPY zS(-Rl--`;A-gBqxl~PFq`t(RJ?(l-w`b18z1B=q(@>FqV93NN0ikgxe-?EL5tNlza zb&&n_f#07f{8-5s`D)h~;II{kd@GU+vNYWQXY}TTwBJrF7?<zT|HRR3y_~pmkBVJ< zji?G$uJeDOL4a3L`c*0fhn<KV#uVo8Uok(4N+Vf^P;|JRnn7G>V3T?#W19KLuLH&U zWWg=a8-m?B+|p92_@yqjvSXo$aW??w%ah8`3oRvo-<M0hj#gwGEj>bMU|aE8jjD_E zk(M4S)*<dwoF4!k9<pY#_H*l3S0g*fm@XWG$mR!Gy&+>6ipfX<t3FjWcNmE>+CVu$ zhhW*Euq?yRhaN}+ydHw!*qNI(iHEW_Xq5+=ptg9)L*d%WieeAV3SeSH^T(1b2$zom zom1K0$|*YhGU;7gp`+cB5T}^|HD<f&RtUPk+t;kQafF5!rlbyH$#yp=a~48F=IP=+ z^cI=cFyIEj$KUv*Z!pbbaj0#TKcEz%ThXMSh>*bg)1jaEE8|aE+4=mdhv$EQoggF{ z1WeWE*7_s<hNoyu^G}m^Q*0Y}ucID;pyA@2D)Of(_y4bt*)6npX2>`ID+Wn4q@QA$ z+1MOioNf+?)6_HbHVSeGoLf9J23a!oH6$3)j}Dh*;W6%XgTk39L6?K}Yl46v;m-sN zP<+y!o5h%O<?<qUJ;m&NAg&Ue-HZO7h>Jn#wNI%IKtwu=dS+g_dlysD_aj+#3}$&H z?u^@j`_-vxOowMag{UBh^kuT_8&wI^qWXo{5L&=GX!Lc<vd!kRR4})S>|Vwe?(}LI zvA?U7Bx;T8=CZ+Lj_#L&-B>-LS)eRTb6s0_x$k#3<;PWo`7e}t<L%J>Y*ehm))(@m zcmKymdQP9V^Wq5mK3Vm)nD@euMw9$r>dGhW{~%8z%6@-r$O~D%i)}CGWS>XU-|qw4 z<n$d3Hl+gdO-nhKk7YM6{-Ypyz6jg7E)(h^?{>U1`}aEZWfG>*O?UO5`-c$Ai_6-k zp#Cs#-#VJa_ESTjeJl6$U|+tk2_K8KnYb<tcsZZ19w7P0qpltIUspwF^@o-|xEwxQ z=(~?)A+T{lHCSxsVV#!s@o0l%M(5t0@2k%SLNU6Xvblpi3cQ9_<Yi});>`6i@bGjn z+%1Oe7eBJH*rGtZdTwt><o9Ia2;L_8T!~(w;flo2$CJ-GiTPf1DU}H1a8kg4?<E|e z#eY#FWd~9%9l5cA;_`mQQ@#S{F;Xye@kYW{hb-s&`2kcz7s-D3;v4Zy_=U#tEy<rc z`Ah*{v20&{5Y7@2D}QtHXOX~^Ddwk|y&rErde9t(5}-v4^HQ6{RS9|CuG>8zaJf@h z*3+m-O-E}S^huj!R70^3Jhu7^uS~}sLxO4VV`LGet`2pTdT$j)4~Cj*U-d&&CKc}? z{(XWw6-=NqG4&2~<$=;#ImDeO88TT*uVTP4*{4oDWXLrTOAFTEzCIDvXHuAx&Z7d% z)bd-r=WvU{>IS~(^-+wn=owrcQ=hY4UZ!O@y?6y;mtdmA{s9ki|D3a)Aa!wz<pE6m z{%tmROal)i=EeLdSslSr#VAv{)YektLCA=x!N|_@bDrf%;&rN}Pd#6@!3XANq7sok z5_<RHTwOrw8UMh<mYTSni(&iAYhIJm$K8H(aZsFN=|>-3O`p0TFL|_QWAJhzHkYyT z&Gm^ZXVS1y>{zmyXhi5e)>?R$;pM~a#c2-ao#TW6b#R0-dPm;(kTu<~)BV(AES`k$ z!Bn{tMhBB+WFHP)OWt1I5?Ie)MH59CcWj$<3M{Y}>K)++O&3Vrh_NH9a040qelChi zc~0}@8@k*^_5CI6HTTJ;sQzH9`34hrHX0XM$OO>_iGAwp|J?mXp+)Vk1{HyqIRv4- zj->4dI<juh6M=>X-tH}s5JFU)5=Sb{;N{P!N&<qkR0cl+o?%u+m?rZDKKgBCswl2R zHo+IijWpN=Z!9r)M#?^Egqc=g@6~aV!^NxWv~4s;BwKvhQ^IJ6nBJ{mhsep5I#}fZ zlhOBBC4wN{m9h7h2_(Bx5%zlGTv&ffndC1yRrN$V|4CbCjWuT@#EVrsO66gShlpqF zI%&dVv{q#aHFe2CAT*K@XEHG;=cDtg27<9UO~9UI_bR`Lzl>GotFYBhl|A-LhECP| z&T0ad3_Ii3?I=6)IE^2&GPwmkIwk*Ot0_-7%i7FPpgOtk*uHyHmYazijm*n7fg;M> z(q>&*Sh`$Hg6(i&|2W?f90<1PMB!D_z=kqS@lm|>B^Y*A(O;sqiel@xkX^vc^qxWH z1<ZrhIS0Vv2c7PUx4Bc{o?Uq%;<^_uUt)>;h^Cz#pWI7mj$^bXC+6XK)U)H?N5j>j zJ#;zSn<;8O0#?Q!M7Eds=ypswMCU8waP0~=olM9!u#bk4SAb)v2}8*^@;*xP$a6NO zb#P($>o4fw9@gPsOkBJwdb@dM;Z+KC)PR9Ev2j^jnQuZ0V|yg7*k5xCV8?KfB~TCI z-OS%lOF8`A2hfxJm?m(hpf0gB9Lj#`9SRw5V3A1vFW(8?c7<UN$jA7X1*?~Vx7`>4 zk{<65OY_i~s-NE4JC<*NuiDF0^#tR}nDP71DhVBlVlx-SedgJ?Vcp-vv-5l#Z3`lU z(36gx<p-?JW+A`VsgIn<3L_<$t9f4-L=p2m^J>`BnQsa*Ef^ua780QnQFx50{n*vg z(J7qikmQ{Fz2BbLvK;fbD*2*!2kx_W7A#AKY(DSr_vab3zIlqLYB7Emyk6mm2TO<r zNjKzS;=yl&w7}Iv;4W2QrD}$jTHm~|s4YzWEt0oq0#kEoRROhY>_v!hGTYdg^V#Kf z*Y|nPnOPLpfW3p{4FwyRo(~I`XA{+~GshSsz1euWC7qKD!<MnhH|dCo3VQ%Q7`vy| z32`X?WoIqUgZ^qc;e0OLj`@z&4Uqw{dUA<l+j7pD|7nIBPgCeckCaanCO-OPrAGIT zZMcFg>8o7@<ylG{gPlVgp_G<cZwR^a`G;ZmgRl#1aK8#I8}TPIJnyeM{US>b@YH%n zn3e#U?~qBzb6iG_{Y|P6wT(?*WfR-x>#vD}5>I2&&Q&H`FIPz-J~A+*lp)+Jo9Lv2 z0c(GWw>!CDYvxX=DGTYSLJ<-{!|FrpvS09+l~7TVF&Q~ILTPq1T0EesH5^vkZ_1BP z_CK}9!3L7ZAdtNtC`|Nvt=8d{{ai+|At<vh_=-?uCln|Se=E@W``d{P*3;wEFR65G z+={R;O0m<f|1F>a%+lMHT22bab0l;r&YgSBzr)^5oq6bf;Ft*eda&MfsdJ2u@kHDS z?4g@Pt>2DSz8uxnA;JLe3==<U@NPCw2Rm39UH&{$ENKXmD^-c|;PokRTMN#8v6-VY zFPcMMIQslP<KnyCBXanFUi1CRSlGMmBhV+aVSj~xIt}>a{n;v}#vhAj31q^gOV>9A za~8h1LLMvryLzC+A6a9P=WuoBXcsbWr@qT)`mV)vt<cV>Gi#6e(c?NT+2e{V`*Q&e zRuDsfYlW(8JhYICdA9T}GXb@?#iV-Kb8cyc_z}OpA>;4K5V7PEh0ZbP->H${F+Qd@ z^!SoGmNuY(FFvk#7QAkf1_NxV$4)Tq`6yUlVX^y@omqi6lTa0IYAS7LQ`%-%Ns>PF zT33U=gFRGM?GM5cLyoFrL{B3xFHS-m(WG~T4+@nN4L4juAlZ^&AtE($iP>naEgAYv zd<08NLoGOM9<SMj009;_-5Z&MGJkK`+5Lx5jV(skxj1qse;=i4@)~f+Q}jk1CA;P0 z%<UEzZ9d(@)HgJ$BFG70JVrv-V?lq@U>{T8^MdVX`!0Kj+wCfs%T53)Mly9U%5kvw z@V8VF(9;VMrRVXYm;^L_Ju%3@p01ueBuG8{%DwMu?es1Q&Cc^#UhoZ$8Os)>xrFcz z#k)vEaGj^)4kaQ8W$3^-8+5@7h>9laF)+Ao;mTVN@v(KWObQ}u<wadfPn`Po{fm&; zZ14rwai#fZYabJXR{!6YQQn8@A6@9uN|J_*#kB-cS>7y}3}e@8Vtl~S5`avw6=@QX zoKU=bvEmh{J=i+%oHE9=6>0}J(MJX^;Y71KM$Ro%54(ad5k{adOIq7SWMK~uK1bS) zZeJR@9zRwuY$d3$_GWEsGRiY;3nM%q2VklT&WL;ykwQ8R6+;a(`k$0bCy&hfJCH+C z6qMFf)p4rGk(e7wEjU$=0IXe=t>RJ?TiB&;1+1YH(34Cd;u~@kNV}SqeRQU3;YP0? z=UN7A6NArKX9uC}vGw8Grg*7X7twpEkrmdOm_HzK3}NJVZ4a?}X)1XWIBaOOwZ9vz zo#$V%FPH!JvYCxnb{TDfT9ez{x$y5d2UQ5i)lijhbH$Sz#qoy(92o1{^zKXl_E)(} zz{vkesv}HIxv?E{h9BKWI`@qCUnKeFD8lw74bsb7@(Ev@%Jbs3ZuMoFeCyt)ptYKd zoYdIC6%`HhKVoyv6jnmURz$xCGUs2Zx&ZW3koC?`g<!#iGs|5COOch1Slv%^WP@<= zv0#umIE)5RIfG&H#T~rK9?Yw&!|WV?81HTOZ79HV$=Hw31_BAsK4;V7KJU!8<KnN4 z8*N;m<zQN(n8%k}&n5+opJUg#2m}0T)WV|Rmm}3IXkPBZd{_Q5!Kl;xsQa2q0*}c% znCS4IPh6!ffZ6_<5eI&i?>WYIx43AUL7(YB^8%9O+Voh;iNoYFNPltc@x9WH^t#5_ zf&uT)%-3Ofx?Gs6_TJ>p+~#8Wr%e_~N<jDVFqUh5IMr8E6JSZ^a0AA%@4S>cH_bU= zt(Ac$5JPV2ZtXLjmJwdA%P4P{*BjyVhoxF+qgZnPosBM&JB}Q+6qU?3W>y}%5z?<( zx)~jn^$&QS1CUHq9vUqeGU7L15Z{$1LwSTJoaLapE@sJW0`?QSc>dzIBEuXoq1ICx z5rF)8NK!tDzQpod8yKp*YQ6=*%<;E_D|r+qog_4d{y4=B;4y+wU!-I&s!^6UL5bdf zGUpFNv+7#=9J<zK-@Fz8#nP;HP8llsKoRc(QdXpkrA?Y^Zo<=NrX|{2-~!aY(jUar zM`Fi(`=nD#Hj?{0RZnJfB13Q2N^I#Sim%{gh0%kf4xZ`+JK?e1JULyr8e3K{GkW+` z@B#15f!z6ZK<r(-m3CO~hRZg4SZi3BBkmk~l@JxJzV}0>WzdtdM4}_j-ioxHZ@K*V z@e7Yop-r$FN-W#7x<t)ypi+$$!E@LXCBwq$<xyWm>Ht<?cn><@o!VE^vg)rFOk6w6 zQJY!5CJc~Si-Eh781ZW*!Gh(-yLe9~d_bI_wYna>kJ75GA*C`x<LVbzRV86^86#bx z0y7#ZTQ7!P_n-p+e{zBguMRqdd-7yL$m6hfY`Y}^e&(Zv>zT(KFHvCg^K+u8XVv7@ zW<_2}=T7>W;`Vu1qeT)crD>0*e#?gp<TA^9*q_?_zb;j<B_UyQ6#0>Fhl?dIm0X;d zyo9!5nZK8rl3s?YnYGU-8RR?sq~&eJIa=Xb;-DhhCiptp*P?2{Yjfg~WeIFjarQ{Z z>J+`uC<m4nrC<Jy@eCSMAXAAOZ45G>??k{(x#<DzS7#u(%FaI#LjGTsA8v+=^j_lH znMQsE^Y<Rhci)Lh9F})}4NK%K51z2rlRY?R|7V*+|E<w_K+mv1TBDs+;NbH8b!u<^ zP<pR&m>fp7-*4{&^5fS4NXylt>!RA;mX$i(nuC~Jju_s@f>^6$Plw6(Wv~sCu-d8P zOB{$m@S}~I_1PeMjQ!p(n&;h(NRp;M(ujk1OTB^#qh&f_xIGYeMM((R5PQ5C6PdmA z)b1h%Gc*$Iqw<@=OSTjq-=Uim<%G|St>ewZsv#cXLYQ*k#&<WYV8;ZF9W@x1X}UX) zT|1(aODl~7YjDOK0<oLQFMm;x^Gn_$Q!&*YwGHc+2%y!cFJIMmR(ad@s+QjgXR_(Q zkOKTexJ90mF^rf9RUIlXh`08{wsUs6MN=U`)K18?tG(o~L{Uz$!akq=UAWD<W>4NE zr%cy`@<5Sf;yRDlKJ#DGBtaR!rUVO@b`gtZ21S{>aR5R=%Pvl#ytf!s%V^=RiX%9o zhF9~k+Vf}b_($%(6+o0Xi+16QbKMYDh;+0URz4)ce-~R`59wud$o+<T*t3_(aGIgu zotKdTH~!pAH&E4mUodynP*XxCf1;jeh|W_ZFgG~*-t!{>xxVum2BZpp-PJEr?}*B4 z2$&z@x)s6e6YA(qN62;#HXMkU%oR$4nZ85Y3k*n@TqO&p%urO1_%Lyhz@$e?Jm^St z(US6ytNJDDSYP$E%b%ALod!QVw{K3)P)&90OpHmuOyX1@D6;PhdS0NU9`feA1qM3# z9e!bhH%hbx$SKi{?hzaeiF_A#e>-bA3cvcd>EyD3>(ZB6NI+MHUN_}TUR%hlHO<!i zxboujZvHDH`hzCDlU4Sr#>85PnYIQ6Bag`gPr2!lTTAG#RjwimABhu}&%R609UPg0 zCJ}h6x38rUK>u9Po4WewSBGmNjf!)JA5r-T#kLQD!jlKw_n&@bN@wTBC+{ph**2c% zSC!u1L0-8x79QU@%J#mQ4T!{bxF&I?xN2mWu4m6}&x9}8PV0(}y-2=g0UIk3Ux@(n zUfh$@g9UI-VMCI>PZapD^uUkNf1!0gj00rjRSjmPe~<%}FMyKL5W58}ABvamdt*x^ z!63IGD5r^HlTMuK(cfHi95%YNF~W;FsyQZ<04^0+)Z(C0mICa}-10scJX(5Ob}B8c zS~$AQ47?)pELb%FsMbD*6q)yf^Z~c|XaqRTa~M|~&O^&3u1~}_+%qn-JP={5P<n7x zdlrJI>Dv`68)DN6Z1XFcMqAF-3KW*F7t*R1pr570I-n=0-TV$Es7AGQByYPGs^L|d zHh@a36t`@4=UKIE<B~<VZ?G3Y(@ZN|AB}+35YI8WXqa7ngj%%!^i&fF(B=z01!g<O z-XtqT_2XVz`qJ-w0jj);Mnn;!y)|JQTEt1T6o%+^u@+6az;C=<<e5Z8MJGqef}oOy zRbX%m>z%iYK+D3cvOh}dg`mBRwRkn6aWvplWhX2X;Dz@kIPs^I#4;d6&t8;r>4;fn z%Lkc9e{ipi;)P%ItxQ&>ZLho$dgXqm97rA=j%fr2aSB{PlDlxD({O11d>CPHF19^; z&u=3|_Kr20ge4fvt7fYV*+V>&GD}cgHBj`Cqy@qzv+7uiUT7Iyxq*CrD|Z6Rv9$Cl z#(3Al*33!RLS|=^hNUU?^_NS(J6#}jdNvZD1se`AXW+F$NiWh*nhc7@&CeYAEA;N| z>svW0!+xjS`?V|sx_*9}Usuz=@8mQ)!#5l^=h=Ba)AqssrhR?TX3n^|wQ+aG$50E$ zvoGu8=51;yH(i0f*#%!{-%Da86fM+*W|>GLcRtrOUN?4i@7rvOU1OClpqr~~WiOI; zBtNy(OrD7S6$Z^Z8Fo70_NO^vrlX@;mJK0If0jPQ7yj$N(d`3=)!QYODJPCO(d<=! zz;uA-DmP-&JeAYQ=yW-Ri_FE@vBZ7r6rj;n5ci8io$XH|e)c@$LrM+T1uzIGJ3c&q z+tsEu1kW_u4c^8>T2sdIGEtRae-)(r7XVBnzzA%Y_%vkGWd1{{>W`7TC>QLleaw6x z3aDl0Y=BaV0rdUJn=erPOQLJ`)5=uuhC?rdq;hXc67XLcDu8(x{?9*DeRN`GDcs#b z#C3lNm^6+ej=dHWfQ;YOS7on}W7D4+iUQHxHMGOh1MbU!On-07t1E#T+p9yFe*Wip z+i@HbclD3#d|3C{R#_(Bq@YBsddalK<rWj3L(hzB3B9e?@`P1Jp#(2SU)ju1KjE*k zW~XAiUz}jiFhyDp{N4obrz;`HymNzOC~X;)9Tn+C82UlglmLpN`Je9t`Y_u@zedJ> zLXw}8=hK{P1kMemm*YXbDj4aIsEdG691xsa>grq{UPPoqqHpOZy%`-y)d5`)b&p_@ z2R9GURFS0tO#Kf^FxVLkjd@0a*#0f|YGKSnsvgx&hafzsZ$^GLbadDS3HthVq~Ui7 zm8M;8t}m^wzY<~yQAyib6KqnjNgKwL^palZyQfm&!CA@|HkB6j^p{dLlZtK|^=p-p zGdi@BRaSHVn6!0Q>QL9d+bwKXJW!>-R&In4VVT1@j!A3|4>vmAQrX~0N)r106Rc%L zeZkUmT_cM|D`<9|8I+xIXc@dZahW#s0->n8waQ&T>oEy+p>ZZolk3w?p5Q{!BQer8 zr$+&udA7S9)=fAw5CxH__jGerFMUOQiIXO4GK^)chs)3XT@Pf(MEeP2lVr*qcWsNL z@SWH=mQGBO@G$JiRNICXI5rB@;l?{|=i>*6C`$)Y0N5)|6`wO*H$JWv0rInC+nj*n z5w(AvfSq`3KoTZJuJ?n)*SBDC#dX;r(ecs00IJl7b2os^v&h$QSg|_!wqYMv>2Zp% zupdNwZYewhY^FbHB{4F9Mf-FZ_%SJyb)=F)IIfxb2IExpt*NPHIgF11NqJ>J4MRjF zb6+N7=^*BxSLo_vsZ!Ys?`0=TKQr;Su=m<YpLkMada%I)YOi#c54;;nY~OZv&oNLP zjIpn!CWfL^W)HFY1jVKq1WAGRehQ$;gB4H$A^0Rjgw7ETOF0uMm&keHDG(O5^p1@G zRfw|-rA3G^`@C<`uL>$%>=Qgy2_|3`v%Dudy7M0G{Z+ig+K|CEz!RQ&a;+Ztgv7+c z)bYo=dIPS^!!hg)yu15lxMIWN2Dmy+<pI1UdG}Y6=9SF3kgto~m}?IZCTF{x_d3m> zu>AeXh?x;-$u4jK;GPeu>Sc2_N81I9coBB>NQfvtBbTw*%O8robo)<bkzHXzgE;BZ zrU*Q}#S{b*;7Ig9{p@_n|H?tx>ByJrfh(nHfnGuZ&hoNn1KlAoCXJgddffs}^cpv? zhnrLj=s>sqSxO6}`Gd+C(|Iqnu`CV7_2JR?5DBcV{k>8jpVenfJM)Nq&7yx%h%^A> zq(~kc2B`3hOcOsMQ*Lej=?w4UbVr)vJ-@vi+q6MsQCoWx5Mq$X#!`VK3MAfjqcX4I zxR2KWBzEENys10T*ATdg5j(`g07Gd8@lB6(Q;wFenQ-G@Y3{(qTMC1|!QQy+KmWC+ zn#DZ_Dz3V&g`KA&Tmi^pt{Y=&pTni6vPE@*))qeAL@F_IS4x(rh@6&O{~H@IvqGog zx*}@LJluqV``7<`mJXR|=4RH)yZd~Z-y9Stgyhy4MQImn&4y|vI!69kOFCUq4W;R$ zA~^hu+|t@EWIA;944=Jo*K~Rt-lN^Uu!tNUvc_|dsz<C=1Aq8m;QD}YagnhN{e4gv zQ1-()?FWGOP$bJ(%ZG#bi=_Clq<C+I4ukpn8J`<)DsOa#3-&aarMw?Y$CJ*fNo{H_ z<e;!d5(J|2EV$K2aa!S&@qP)ZZzCE)2|v2yvejNv%kl9)q*-coqYCpSvi3){v=^jt z<`qU!{G&jW6YiT6<i}EFa_cnfQC1UCQjAdTgU6aGfoE!(<d*?o6JS%FDmC<>m=eNS zDB3sZkZQ6OX;}sb$rt?(>WmIiL1Uh+WDuSpee%R<(zUaeVQhV9HhG=!sf^Vq>2Na1 zY6n-m_yY_TLp*p6Fa<Z@z>4?(Jm!3PhsqFRyfi33dZur_H2A{<t`iUb(Y3kfVaMLr z2Y0NU(Y{GdU16ELm<C2^P?o7W$44h)7A&jlbE}pZJbD0dRC1OK<oe2^gd*roOZRzW z!}aQB<tK)nu2lC|9*hk|mv$9rleLtj8yTZ|krZlqpEJ3z;BVJz>5?e~zX!K}6&F_8 zFzLa`Cc(<+sY0VTZ9vuZF#*QtU)%6H_Zj;6VX4iNrcL&wrBa%RQ?ztF*AUFXh$<^R zE3X3@w&%$hO5j-CIT?nhmLO%$cB(j}OhEp|sCda-tys%UwHcSJq`$q{8E~ln3D8<o z;#>VmEhf#}$=1H-vKfGNV~tM_z%z+40v#hZgrcfZ7coVoof=#&iW)VTl_Os{i&CjH z;n0iXig=8CE6H1N`ujqA+&D>~c>-JF;wpJI*)32v&SH7VFY8xhZ8AZ-in8UmuK8gn zhho|&Y|F1;=axN~CjR}*TSjewS~U%Byzr!qD1umN?Yg|t%7FPG`X#j!l#6B^3Jl!w zm&wQY_C-~qz#sGLI?rL6#nfk;zdyB3;z=#<(sQ-Y;ofpzoX}LUFv36}=g%lr{26fL zud7htPCB06`%Xp0_`9%k?MN|nh_XgJ?IF+#WTUT!(OCw(IykLor#rT|{}jgD55h8D z(<-~T=$@H{Tl8`D5nfU8D;UV-a#39^n8(toWdFV%kE?M+ysATXJyO6YC1<|d+wchc z*ZQOTP_Mn%y26a{wuqpK7;^tquau0b=}GfTNK9#3>J;ySj-+oNe}WP)Z%8$xhy^9W zPex%kjSN#dAhZ{C^H+;6$WqbQL?fq_2OS%RL%GpQ$~Yp=28e214hfwQiurW8wO4mn z+6G9L(QJL}SzB*|^tagHq#dW{ggzbTFKwgKPMq%Vv-e1psN7aM&)5!~D+psp9IGe` za73lhRNFZlw8Ww@Q=F;IR!O!RT;_>Ip(%>yzG(0}6zx82xGI$QgoT*Uvq5g<OC$zz zsm{ocJZ|@jrXCnBYb%P*KEV5#`pX<M+p06L@(ZCQ7o0=$7#_8OzKumJ>2I00-f(J= z%OI=LKux(8Gg)9(0Z}tGb5b0$?AeI7ROFwg)A^>VqQOmtDv?W_-oEfX^~<%lw>K5^ zXbscHz!SR1*7WzE4P)c0adiJu=lE6$Slhib$_^zFF2I3z5_cR#%S?rlu<6fG=sQlr ziMs^l#`GhbObej$mPB)y!oEGA=|ta29*C`bcS<?oCmT|;L)bd`dT2*AV1VNxY7AXl zK1`4~zapas%_$mh&d30X3ZwTic$Uzm>u3GCeC@-Hi<PV8gIIJwCzYO*sK|zCB7PX( zu{}L+^nWS|R-X?F@H=T$w)4fz8IBN_@~O~C)X3jZfq_>x$$koTNQ_FCM0F**G=I9R zk!;*Rd5j@`kA9Tdaq@5_dxQ4si24C%8q(ke1~3<Qtp|+6Y~J$L9flw4PKPf(HedY} z%8W%PaW)SWU<hdYQSXMg0MG>Uy-Noe{47tX?(NZtKKE0V7pqMH>K}ONlo&-M+C@q? z7hl**d?i*zWz^q-y$e!`Hmc-o#JAn`{u5tk)A0UUdvh2s*B%F~y&K#0A#1WSb-utW zNXknEGmG|j@t;+a<z(E^d=L77lxp;ny^m{vrW9;^Tp~bTZo$Hr1I=EBm|>e|RsL&& z(zhO!5<iSYY~J!#@5uiX$0r@hG9!@I-VPTL4pLySX1DwLn(krI<d&^8E{E6o^#>F$ zItq4<`2G)FU33BdoxalvJV3<1l}Ne(3JZz$2HHT<bj2N-O|JLT!(IdGSWXCT+bci@ z=d>|fz<aE<i60rz@l#m}>C}8^@Ub%xgW*%6F#xu7I2gUdIN-#F45f<ISl~fdO23Ns zvR3QM8X2^C%K{{oR)uqXCvsHt58*Sv2%0kr$;|osL$r3Hl$LR*f!mF8ZckKFaoBaN z?VMZ+Oze4KKqOs3b;r*H{l(sUwy;Xu6WS?Dcfjx+c0+f`g82Ed&3dD98zLHTM+FXl z7w8-RBMvjgLX)sRu4)_@MhJpG6yf5|TfMKY17hijuG%C|=VQuw+Vd_H5$5-Uu79;q zaRCWsK2ibjP3RKST-|}55wV{LrBEZpI@ez^rRxDzzwFi<deIU>YHu6-8PFncmEPF> z6nAI6S<Y9!_21;VLtw6i4k7gr{5ALWMS)5CmRQ<4x-e3L0vCOtx;zm%9zzoOMHm%e zf6Dl|jYkYRw$ANd#!r$1p#_<JSQkoiC*@43FG6pHzG<Csfo<tU%2bH5>2yF*w}Cx} zNU+I>-c80EN);t~;}JceX`GUh0g=t*48GJx4zEmVF{OiEsIm2R2AK^`4UL82`k0Oc z))B;#_KU*_qV0u>=&wW;d3<xLXkER7S<)MpH_Y&4v<3<|!f<Jff>FFY%_VDwfnZtG z7DTP(sLS2X<>QIV@J3(hb!T-vT!oszj^qk8X2nITnbC(^)E^6qiFw(D!qC?>$>;)) z<)Fa%%jVUjeKV|fxa=xx=l89yD?#Oa;C_z?8pJw91kz1i5j?qI=v2OBd40&4yZXqX z%*#+C%odYQ;`}W&)EFeGR@|+V$w5Vf8@X1^u`!`cpC7Ioq_*10h0br+rr6H)JkKNN zG={#byGu(WWZ&R~RGA9*WdbOvJ9f`n$a+(vvtqjrxi4k>%ez~j^lUS^d>t}AW~RsO zTE|jFZjw^c;qQ(gY1w2Y2D|?2o=2yxRr#BLQY`%O2flaj=xMwO8z-+s<KjU1Gjza} z`Ke_>4g>xAxAGP-YJ6;lvtlERnl9~)#SIk`qaEbv7EDpsU<86rcAIGHvI6jUcM6u& zTl@Kjo7r*o*|67fwEI@jOsySpIcaFss5J9yM*jSHjE|%hr;Z4Em|n8=h<lRb?(O<J z42!iN6>>F;vPpBt-~`e9os7G=+dvQ#@>SX4y>FUurXs|d8nCy4<=U!%QjZe`&XqyO zm<Ux@?9>w&<yAWKliD7O2h|4^xhEL%d;5U0mL9VFWz6>&6b2N>Efoi0B@BQso-{58 zgx}krR5cz6$v&giMM0s7E1-)7#4_h%xd5*1<oVK{tHL)P_J)(mo$5K-ju;d95B_5x zU-fk60OlQ}t;yM;k(UK4(zCnoe{hWbRlQ26naWM%FNc%>;n^mMW>oIQD6cut`ZiUD zY*hfqiv+}>e?C`r_1S)_?1GnxZ=jLbwBxY%1zVZGe{}N#y>blTj21sHysMrM*N5;0 z>zTG^#q6rYCHroTLbCmkVzo8hBVS^IS_+smBmaHiRzau?>E<5XvxTFK+pc1~YeHL# z%0J^7{CFsTnI6OIrOk|m$^TXa2=<bu1W1RofC$s(V;72L^H>E`BcsI+saH0SSk@th z>IN$a<cfGNUe!6TV2mie2p1{2_YwuhFPT>oJKXE3JGH0a*hx~iTnsuw9h@IjBucWb z`!!JDabmzLl{7eJ8#14ipp}Wm5`~lQd7NP(0d2LmS>Yw35|`$C8&rEX<h}G0YM4k$ z!^0d-%P%4;c*Aj52^1ML81L&-Qu~zqoSqugPjjo8oWa9>{Xi?$iwzfVbAP7?@FuAe z83&!elBomYZ!7fYFe|o}%`dhg+`~scCc1EL$&cf2ZW8^&f?@Hq&@Q&+|GY1bH5lQE z6D%+yr2gB`!%Q`Q;CkS<j+qwyE>($6&w67gPdFj!C=)}1)9uPnbVBMow(g~&M31BJ zso0uvVZ$XD*k%ey_dL($l-lzEpQQS~y;M7SM}w?((t{adPJdzqR{O6oEU^G=m9SeJ z)aX3RlIF4&oYD;&!2*&bN<`8kZ@%yW#`kjZ0JO^nKhX*B#0JL5*hZcmjI1G~@~|{! z8-Oe;;AYARyWe5=A>f#Id@Wm|qsS><ay^a91f=@?d0m26!m{FJBHee2Rf%48!TF2m z>|8dTY$q1QQdw;_g;0Q9fp6-c<t7e|;>R!XZ5Rt^Wq84CviG<t1#W?~F=HK#XXW%h zCP=C6cdz4-{j)^#I4Ge%n!KfWFkwbo6;veE{ERMHD1CXKE({#8A5kM0>sSXyfjz!( zeK3_K5JJS!mcF#22Us6HEsWRTX`oSY5)}!llYEDPIvvE`iF*TRH+=KLYO4oVr6E93 z8766QKR=D&=O=h_d?*Dp9<gZJgN;3kb2M<Ok^*yz=-J?Ftv^H0Pan=>gU~wfKgbwy zM?j<Zap-XuyH=Je!X=kV%L8nbel`eAP`5}cBv2e!n@G^Sk!V{l8F$MKEwRNpBPCXt zRg{*NRHFi<Fzbw?FqAVGGGXmRVN_GWLtm9-YX({J?~VEF<=gY@Wx2#-F7#O|>T8Ox zyHcdv9jdx18Pv6#9B%;_Y(Xu=YEY&-5!g$bE8*0PzrH;;C$N{O>_h@=OSI>-?Rcb{ zW(aq&dMh!dM;UP4qlK=7e%vt-a}l>8N|?Yq{%up33@!(UUuzz#jOVSZ%ta9{l*v>q zmkDjCKLiGJ&q!90MRQ6OGHb-JS7aOh-p=4YYM#HMNM}n=(RPUkn}1;2`vT!KH6z-S z7jS}eNZJjQzx01UFo2d{BJAn?EAGSNPUo*Z8GP|bP0g!<f_c<Z#5&5%b<E21H%>i& zY-F@08Eo0jIr=tfM<bobbOF+ru~W-^V$jUxr<5wnZm9tS>F!t+3d0QvC10PGmNp)! z@?GiBT`=J$pgux-j<wSqG#r)RM_}u&b}5M&Rm*kXtrr7<sP0R3VCshU55GfS7f_AQ zEGGglT8o}U8SN8LC;9zyLf}ToL7{3Co9p{GHvU5uI_Q9$hJKgGON`HS(4MVis}v9x zW6px;518K$auMulr1!<0$TJYq?^w>H9^-;Nce*wb`6eD_em!?=#59MUfQR=UoDxno zYx~9o54YR;vF3=Imqm5*xaxs0EqmbAXLk>Y`1X1#IJ-25%b{JA^;8ck2Eocrk7btz z;Yh^OkE92B40zsP0Sl|g&^Q`Kv<{CZiwThpwt@L8Z_iNajlSwDk4UP}y~AW;)vYB* ziGk)9YE$$F{C?WX0kusvo6oXI{j_f?GcB@6y6zMWT})=)lf{LI@bH4{Y8TugBaaFf z+>Jl|nI^WgRJ8~jB)`+;tC!wrV`%ac>8x2n^?G;=sP>~GO>;Nea+_HZPblwYJcA{P zCcP`WBVU+`G|c?Pe5oagR;0A-c!?D2oBk+q8jf8mbN2u2mBf?3Pnb&Xpi~;~&{dIV z{li)Cd{2tKPQ1>4IL8X;pO4LMiULXx&C{f=+Sz^STy4ww{E=*N@|(_=v}<S5Y$#Sn zZs@$P^{086&aCQwhkp>Fb%~2?EDYR!3@guEv9$7D<d$uDtotX^t6G=P<okMd%l6kT zWAY6)l^J%RRrNK!Z%2_yZwe^^_mJra#Ri-4Nc7*b04u^AreO5n;vpF(2BDMjH&X@w z)<zE=9;CN_>K2C4j_|gA6YoLakd=xcuWPmV{N)jBPZYb^es-p-D|2=#^m-7aj<@^M zE5@W#1pViYQqxUb*mv%^5-A4pf>c&>a?FmWi=lXUP>**_JTjJ!AmN4>Qk{(GY5;RF zUOW3R=-*7cA`o+N>v7?~_5n>soXKC{Uv;RXXRuC@Gc9DC9S~Q!o6Te8jV!f{g_QxS zgScG0AvyQJvHc9xp{TvvPbg`H7`v2Qqt6fAVv-*=7%MGUxfFQK%1M<wZ|Te5y67f$ z^y|G4Q_8o3<w~JJ^&`%2-Dk%$v*qyfV=HY?h~CW^4r&GP=bs{s4)WjDIQq|b7#K8R zau1(XmW@h5lj7}edHh0;gLDf(bvqe$J2rWGAw+n&6k}c~>mlPHJk;3J^?<9;I~P^c zXm;S4Zqs<_1P9MGYwS-8uf@8t6B381xwlG{T$*6Lt>>(sJEOm6yl$;(BXy@4+PE6l zNpOnl=#)$%P_u~s9QT}K9h&?SX|<+8eMOl7RU+*5EQPz}j)rlZyig<3#%AZwG$rUD z=yQavDgdJSldJX*-mlJ>;E;|VKGJMO9YP%zA|pB9<!~%y80tmKmanlR9brO#xs|n2 zdY3sbF4wQejJ0Zi$G!-CbGbeIuk&;YOZM~+Fl<<gJw+*uIimIPR-%d1H3=~;%IFuM zxUBYNOfS?+e(ya~@90l~V=k*uIJ$po<i+gT@|R~jj<=OZ6O51cLShm$8wn{dc5VIM z2UGrmYT`5x6sQX!D7LB<n^OVW6S{?OIsJ}yO+EL()I^X04%jDHk|S(Lq9eUc&a8jk zOZmz`O~7A8Upm2Ry9fn7$e8P<$*hDF;M#m04_v|fs^dxril7?O7lw>e#5yU*5<v4& zyNTW@bNl}=vVQx~)KkMXQU?%hxk{v^{|5Y2BBvK+7N=OEsOB*ak=Fw*qqhzjMm%Y= z-!WJI?W`G;K<POzf3)<co!+r{_#6ekq^BIP57GZDx$BRIDXzhc1AiSxwB3S5zz4Ks z<w!JbS`7e!_|S%(BJKU<JxQYFYZSgA%ZSSRBXK0qNlWbPC}dP%zTzg;qQA_C+@3u= zZ5rwju>wgzDZ<dn1qyMTv=|m@f`&BYh2G1k#9U%@z^8@+O$!w4$r@MHo`#MO(<Lt( z7^48R-F&Qx*!!~m_0R2Y_~-kaF6Wh{sZFhwr%%7P>Kz^ky8c&P9Y(;YkevP5I*j4Y z!^JD42K~_2#rxE&;WS99FtscAP1T3r4v{3oU*cjhsKMY3zB6Kw^q5ZpQ!1_Rf3j*7 zA!O6@nt$q-+BDO8!E3GEesQ?#DsvbJ9GWQOgf27BucXb(3lN_Zo>t<^S1@H=i%QY@ zIGLr+1WBR7cd4453ymtzv5Pk7^g4Zmg^BR!4jXO+LVKF>wWZOAE_*#YaN<dOeyP5% z24J4{ahxa_EN+^oOWk2ZKo5>25GlmSv5s_liDIr%qp6voqJAd4`AlXAD@e$wH;&kO zD*2Sujfn8t@2*4EMhHhwcH%Ni*}`8j70;;nQ#pzEpX9`MYAY%<tfAtWm`&1tv%;k4 zq5GytVCtpPJy2%>FOSZU8tVt=2Kp~?;2~!?i;ghAJHgkw&>a~Ovp?*&GO43lwhT7H ziD;zC^_V55BFf(h?UZMnCxb$l!{?66A#ZaApvrRFc(~@!u`wh+p>>SC`ZAoNArp{J zqBd|=ByXF_&uk>=0_~41^vX9J$GqQLyq|@C+}ka+wPE1Ivu@%{%oSf-Mh$-P+M&L; zc|?^rm29Em%)WfUwCKmMYeTa%Q^d7se&Cr^zFD6EM@ZJGs34(}m^l<T9-rVxoaltJ zn0f<;r#LfuT}j~vsp2>afoJP6&Gg$3!HY*@k7go+tF|7BUN-NTqa*1Wsjh`*^nc2O z6fT=^mbGk&l*=_h0xkEID<mFmr)jEY`d=s;hYrT13!=`@i{Vr+&ObhPh$>7fKho@Q zXrxW`qSRD<^$7ThW-@%UwCVNx*_7tF-oLNbiQ^YP_#r5mA2BRgwe%^EKztOv*vFu$ zaE5Fc+bcNoKfx-;{Ky$$vXy`}7fslm<PHrqv{)xH7Tu>Fi_V1xkrr+B16#l|YIa9w z5DcPCj_`^n{nK#g1NhzTsTx+emCxxN?#VIiko0GjzbWD7@5K<`itCbD+~Dw;FEL*G z=kR~VZo_;FCB0@h4ktcTx3w{8=zqq~CWViqtpEOylihHhWs)0U^q%cH8Exy7#Ct?v zbe_d4QH}g7_TVpt_h@|o{2>!k6{_3I(>H|yVt9|TYSIP1PL{?mwrOZV{8(Obe@wSO zTl|3inqjgXjCmOeG4y+RGGiaQ`ky#){f*TpP`=iGrFlC>COy$t&piK2{HKa>)NO(j z9rIp-B&#gYySP!kReoU!uYj6%Zb41$$_}`)?gl1KvIwDLM#ku9x7?yLu5$E0w;OHG zrdQpWMva#qCSjX5%2a-{pSZTQ7fVehL;tTXqdeE;;i^n@&U7@q)NHQph3uPC+|(E@ zw|a&@-|;n6zt*2W@66g-DhI_+aOn!9Nqqc|?tf0@u`ejcz8mQJsr!=<6E``t+`k~x zW*_fe?K@xOr_IG4Rq|n>QCL0(b^G*tJ1UT6R<)=Na9>QY415}f-4vbuO`K<Z`H^AN zgVcloql19D8=s+pAtHr_V(mPwxwO_n&~oU6Fkq*%9o5yeGz-zKcQ8~4;PcE%j`seQ zvq1`LNLE`KB?c80+uwNGN0@!t3Z}xg=}S;JVAe+A>C0(f3EnY}IFj%0|H0%pE|Mjd zpW(vFAkW@aEt_u^3(0?^>}Oy$hpQ;#vt6M2OMQIB{7-*_5tEE)aohpH?fHkUM?6`S zQKT_HP8jL0ka@tN<crLj+S$sjoGGQ8zoQWpQx}$G+5g>G`A1qlYr0332v1o|mDDYz z5Vg_Eq$VpWl157VKBm>A<}Xj3(ap@Y4|&%&sxM>C6P>XfTMOGod_mnh?eA%q_!#L4 z#aBH-XY~Ghu=koNwPYo4j74Z4JS7ZI4_EU3Qv-c>%KkRA>oRk<QFHC#WY-jhd#(y$ z=`5M(#n<|yXX7EqH~(IF$mjR8u!$+nRJKJ*=<8jtg498sf?RP>{>~>-X2b$$-OJs* zB<C}<y`Dn2&??RLecaZtfa8Sdv+Z`zVvx0%ORmblj*oOHe+_taRsMyX$<qC);H*md zYXSPjADWP@ELeLW(+`UjTbftZx!e5D<@ld85uFMH_1a4X?#dS*ggNOZ|8r6lel=D3 zAN$K~u%~d58~;;AK3b2kiu`|F<$AuPO(fPe@@Kw=U!Bm5W$o$a-^F;J&2<()M}AI? zRP}xR(_XOeUi!)T(YTvw$l|{u>!>WuCe1CQo3P^TQRnG~vYCv3b4!d8Ut7M8)r<sO zFW&r-cJ`aJ(tdfC{YU?q`RDn$Ae5df{v@nTm=tF`;=e9)y7i!25)@kCuvhET(7S0{ z8umT%`nPw=4N}D2AkU@MtdaWFWzH7q$=3{xfL)aEOhnCNXY*$1kUl|(ePz!J2HltK zP~6|Isa?@Gf%5M|QfzLBNxGP#5A|uNv=b3s^dxG`-UDi<2nx@NjKc^%X!&qz26}2l zf%v;h6oyO1_f$~q_#@mAY+cpWWHV4|B1-5LHeg?9h*l3CkNnwu286zGYUghRBCcWz z5J}U={sKlMU2Gr4Pk|+Tz&vCgQ(?Se;ROi+Fi(!5j+|gMV_5=h`!~+pDBcdr{f|Th zUI~8NjR%Op&Mpgp{<5Tha;8!66}G)+{O18M<>fI^k~V)#8aP5F{Z)A(WaDlm$W7|I zM=IJu+)S36MZpw#E-P@70>{b<CeoTKQ{)fTUTPzNc4=-?YBS|~k-eM(NN)A%>gvJV zi_+sIkhpBkiZZh#wpL#iL;?E|mvfmb@Bo*M3Ub=vpaj0gLFv(Ss8ya>h<6p_A4IT7 zNAQ-zoVI(;1j_z9+BZimDibOhptqH#!OyaU8=DV>#4Ac+dMh4*Hd9s5-C$m`fFW2T zI^e|X_w>yUu-R<y<yet4a}>UUv1|0#of&X3;w*y+90=3Z8CJie>DUCcuEj6aqIdb2 z2ovBr%*oK@U5e94Mq;3nMSSi;Wzc}B=!>C27d7*TsR*5>NpncO!m|S-GA6=1;H|5e z+NJEQp_WUQv6@G>4!9f}?UFif<BI)m+bPn9nClI_Z+CWjKGK2HI(R6V5^&{;h`n(D zQ@1G8tV<-0!RlsVL(h4V<OUQeXuopd*u~hJB-5Kbv}{4Rh&nq=)TlBjAe9MXd!U<W zrQ>{8axBtE@^V(S+mDUqob07)z;4s=<*7lp{6tslM6ADJPjZpi^`eBBlH0Hrm6Zzp zH-?|bxZz@$dRwWTc>0=|gMlOsj4d11dMuH9lU{4@^wC}hsEMT`5QtiK2%NVb00Q8M zxB-YDF#pI7P5Sb#_jz3X%>)Owi%#<k%Eq|yGU6`Wlz^{#Z4K`fZgbrKLJ9So?DP>$ zD}I<)eiTqlfgxMHx;{wt8OKlyf~2ETPI6D-Vbp|Pde&vCsWIq^@G0FW`Ucf`C_-&( zvv~#6m@@Gp7WXTU3J!EzkQ4-O8lKDLYq!3{4Ccril-2r^{^dI-aVF1aOvvcG@CcSV z^)!9eg)(yEJNgYGH1c;gx($M4H4`<rrIJC5O>jxaERyX@=~CI@_t%mx+5&@HXi8a3 zPbiSVG0(LriNJeq6NpDkIv8cv+N8=jX)a0FwM~X(if91GgmC`B+h<T@u;$+N;k&cI z<g+Yd^yl9fzZ+|}e&?5O9hy4N)0;dR7t3OhL4HECSEDu#XekNYOGwJ$!#imusu2IR z@7P3jT!6ahG)%oTNC1(==CdVjA47C&#g&dOg{s9wy2>Z88fh)Bvp!n$hMzBnavYLg zshqx|D$4sSHs~bDlr4=S$sE4fJpfIwBE-c_*Ht~Q1^i|vE@O=*7E3G@LI1cBl!UI# z#gDN<0hX}EYdGG2wMKZ268wV8i)T%MP3^;*+>G95l&EIfOMRdb6-Z&-aEh#bSF8D7 z4{jy$;r~ac-dOjo?WDjIBiGsD+O^|_qrNgUbB_<g&r{QVaD(}Q7<sObE}WIzyN}BR z>Wd>i&iK-HV?rh5+jk{%y*b?A73rgd(AEqLnRyfqPSwAxV8sZDC<9#WA!7qIH4nrx zN^%@FG(T~l=7dN$l?!OnnI4<YUzr{|9PEtzAHv=;s;%db`VAJ`wG?+N?$+Q|++B;i zySuwP!QClV+}+)ZLxJMjKKcEhd+*!(VpfuM)=Ew?b0%lzyZ2|iyN5(b);O7C$zaZ3 zo6eLQz;)Cfl|@jJ@fnZZ`p9b}9s$S+xhQsX?0!+{PF=FqzF|a{45~&FD(xra$Cfz~ z>+_(DQ_^E}-_b=AEBt7+jCRE<7K_LgO7TiQ!L<;Sz@!)QVe^cIz@oE8A6yGD;EXEu zbIfuyZwFQ{4Ypn^#JIiq|IS#1HP%V<S)VVn|0&DWQGF1~6P2B~DBU~Y`0PMB)*_NK zE5A^|R<JY;A2XWLscstJ*_prev<i9gD(Z30RUHM~+5wF4*+w;*fQD8hzEjh3yNqUQ zC~#C$pgTG;maju<TeG?5{}~rNw+eV}g#I%wxLG#kIXb$eAgY_X^4X8mMim(tP+v<t zhz?LY;dNEN4#T|3w2qAPIk2<M3wAud0XVSdtdV~+J4jpWmM~m%>gq>UW#wD-P^5Kl zqgXMAv1C&T5e2X5YhvA#$ifaS22r3?=*VVMOy%)1Hbbio8L|QpjnT8OQX_t<LRLy* zo%$637N{VOID@2Ut>`Dn6sePxAjci{yk)@I>X9KVUA0V5p6+~iCa7Q=h@ERfy_e0C z85nx`2@gPT`3TkRh0rm6rRxEQ&Koq~uc(Sb-f9h<sJe3Y5^<qHwZjeohYzK5x*$?U zZ2#*cYEci(RKnpH|8A`S<CtL(8zml0*Z-;v!$8pnF3zf!emLJu`mwUlP-~%eO0{Cb zMYj;1Y|PuHYU`&0{ywqUQB1&=;nEBsehhr2>{ntPty)D@a0P>{tZx3(fpAJzrqy<l zVzVZ@Ld@r=nO%3xq8#=I2i5OA6*KgZ1;W*NbN4)7Bd>b=w<R>IS8={t2Nm14TOTdU zYB8+9VTDjT$^7C6l@v%2cpjItC?6uI5O+)68W3mN4j6JeI`l&V`H;xzA{Mq;iJr~u zf#Uik%6IhsR?QbiwrjxhX#nE8VtjA0lpHq;j^I0(s<3IVQvx^kH_TB$<sqOaLeK*1 zK)^1bFGk3!4uh|>+%K`5b7<ZM#>gyr^SiFtAyJ%kw(x;xK{$@XJ&Bhi4kKbwWU&b5 zB;pT*e4IrrCtL`_WC@A-2P1k9G^b}FA>a~4xfUz3;gtWH0}Et<I4VT~S2%yB-~q2G z>bfF`rX-#`V>|U0S(8?K<{%Nl2sU+;isqOv26rUiT;Y@eGocY>H0~zf>zF*H^_en< zJs#v&FNl9wNO%qJL@tie{q&LPLf06wPRHY_ZK=G#<%Qu9L4%IMVdAw%biN_F()CN6 z>}T<kXpVQFf+dj`-?-5GO40N)B;y0gw)5AzrMwCl{mt^cxTDe+4tOA<Do*i9E0Pi9 z{>9PXY8@x4dF#=EHdAUzP7ur(eP80F;0?DoM<xLyJ#F3Lw*;Vra4F}wF-#f()cwhN zP|_JL2s>r3QJ0@TLD8aph-=L$F-6a%@fkz@j^lKzyrp5dD?cbB>+#uV?0;B_Z=6|C zR!fl}V+~S=NL@O4{!_-W*}qhfibkbB$o{M0>Rx2p*(mMUI&YFL$gB>}B42v0IAVp2 zS*;2s3gTX?$&Q{|!SuT86Qp<S0548SVL7mA2htCjLF%%y?a^Rtmc=oHg<7M=>GS5? z=sz7~lUC)$9QN}^u9v8iUPnU%*$Te~cUG>HX7~CNdYqdKF<|Xv#rUPu7GQrk9w|-n zRv~zk5K0VYc~DA^1{N(cJeQS{zn+i0jKaFY<}b=S)gV?la9@)ocf0bf)a>l{a9e{Y z=J&q<xJwOCND}cwmp5V1siI*vXJw;#!`*GnKC_>cRpp2tGW0qKaxP<<cT-DXUK{=v zagybV;9Pdbf(i`m#Gpn3N%05{FoKN!>A~~?y?F7Z0rU~$FW}d4Z(=!zt^z1AgKm*V zGw{-)7@-jw>>>di$oX@xVWJ>eJSw!8u&1S52XFT9uvK)DJHaTA02XKz+iX@tULv7| z=|_HNOiXNim%0RImcyUaGAJ-Qc|fBz!-C?D3A(%l)fXO!{0+8CQ^h7Dwuv5*Rf5JH z|7lFhCi<JgKx>sE=9)2{zM7W=ESj%?_RblVb?PELe&wPXABhHUPdD9YRaAFA(5TA0 zBX9I#=90i{SB+0d<xLVH1b+BJ2mP8j+obU42b-E=wDc0f<`)Uf6&h*}`6L2|o>WQ+ z{*Y9a!wQ4dU=p-sLM057rBmEw1@f6rV2kvL6HH)?c5(}0V2-we6AKhL!|NyN+$AkD zp3&F4QwzOOSzi5tKpB;x3#a;JK<JWXyG#{5QJy7>yNUD(uxw9`dmx&|9tR%itNQ*| z`^5NDH4@{}U+<2`kh>WBXvjg&+h_`=d({}JXud(Q`9cI!M?9Kj6PcDDr5p+1Vm0w1 zWgKI@UvW{PH*XC_>HwlRC(07fNZ&h>ct$qoI<{XIQiOB~sZK~3m~B002^~~<ha%A5 zFe7VL{^Sna7jcbf`$dBix?x2!cvOBw*CjA=fq65IT>pZb%b2A&VOMCRUU*SP-Gwl} zJ$^<LxL_r^+B|_5^4}#JM&2kOL&$l^ZVFKOwrNb@Fg}MzH4Ji&+O?&U$i(eCyb{Ok z4>w^XWP5z`{~b7n4!3<ubauAnR1W1j;asC21Co!L0gpH~h$si3Nv$h(e0m{2gb%NS zho`WB@)l<|T*h%HFf&r!{^0H7(Px#Q3dj$P3i8}pKP#)KPr6?EokV>Eb7r0_IV7*J zo|zHZ7&Kkx6<W%(t0)Z!258s-kZ)&!A2O$&@;2c1#oSTj68_d>-Zs5>-@$4?hi$Ak zaABfcsFT>jC@|-1t~-^)=>``Ua-z(u$S9`#@MI`ses(lM$|oL?*7)6Do_?SqeO(mq zG^R#6df7l~7MU93<AAq{piocg07uONXSM@*u?$VBUk@S~i#i?}UZcOHm5;vs(mT_9 z;r&i2)5P-mZ49PMD40s?0>N2r$7m}Thwsq(NMIO7NJV_Vbsbk^t&ozq2uK#orjZFu ztOJ_j!u7SPh@tq8>wzq1>@b**+ZH|ghkI6W&gP=-B7kP#RVN9au<H1Y@2WOL?6*c{ zArzwSp;c138zM}3bvX=?fWyT``UNXOW@sFWW26&gFS4ulOav6B6RLs}Z24#~p#S?; z^H~}6boA29BJ_ww$G;^U7@0ZySV80+5)>4E%+67y%vUoowxN?E$!oHHN7GSmPO{0F z=La`ndj2w2ohR&Gf_|+2r#myEA&yOgRY4GT33*QF-&farr}gq*tD|qtirOrs8!@^z z+E39XI&b<d-=emXoJt|TEEU3;;fKtXCUHsSTA@5aVAe0yTQaCJy2q$jjb6VQnZzSI zje_Eifr651XMXQ_4IMSUD02KHkXI`DylgaO+}{zjD`D=%JQW7<ix8qw`yi)ahEW$_ z7cB#TOEFkl_15#th_Wu!jdfzoJkZ`mh<!yGFyn_HTL>77BC%2Fq5YnkDazd3^Jeww z!fe5uFEs}&t!r>K)>aN^fi4uI0}Ym1eaVIgQ}s(s?PGgtJuHLiDPHjqIfOuoj!}0C zjDS4p?s;OBe~H(0mH-vxr-~EQsO~+l&rLrhX~IKUt)eN;QpaHG=*_p(+8tl<T7Zq@ zXO+0p=(f3iO3)21WK4}fHFx?2fSL5g2-A@ZJ_#6iwbsmRLLgo&Vo-NsQNVGpy7(s? z=k#UXG2u_s?bVx9t1(qQ6qF91!CFISVoa@1`<(@P4w_kCd<-A7X4~yh3D~da)s_IN z1Qh<9R@}RYgG7l#UK)lc&jUckrd+esi_b6gD1Rz2Vx6^wTjFLgk|UMly*SrGMa&DH z<go<9sQl_<Sp+A(mfeK@=(H|N$)EIjE6Jjc-K(3nYK0@IECnl2P4D7la-!U*rlU}x z`A#bVr~&pqH=i^CYuE!jGEmOvMA9ly(W8set9q2O0pif!K5DqWUFaaCp|X)>e3b!N zyH5HJwE>7X1k}3sebcCSzUhF-0tvulYUZ0FPoAT*CS3O(DXo#zm0Qg;odnU@0qS%* z|2#lrwJgw7LP0s?3tIzF$n{rXLd*N09U=w+Nxd6;oYk1vbqL*mBUQOm%tT30hGq9@ z9YfMY8Dzc&FjkbJ;wwg*l!xc?j6~5Ohc-Zq!+*Gw_Idq_nuF@i6E+zVgT1oEHR<CL z;b%v0mR?{hJ=||E(P)(p)|1eYbASrhOZ!ia=9sj|^21>_-u_}l*)M%}C9a7GF_xF3 zg05V|3Tk42j#N^zA$P!+=(6vnkeQM)o?aV{kFK_LuvItNMw;tzTY=dwf|g-`xP&6Y zY`D@*J$_xB0wPIS@U4Qod44xQ1MM-nvo<I(QI0Xu6C0rP|6SWzgOqBhWKeb`Q1=ov zs_mmwt%h*;<G7<{6OGEs=@y9kMk=7jk|I+bs^|s(lGpTJE<+RybPFV_zU*`h6lmW| z2#kh%cejA<>xq$I6w1n3Wbvzq@MkCJZ$DyM<|FxOb8aym^8c{?+gib4e{3jYp<fWJ z&t1}h#=>DHbyam;ptsLy{-q1y7Q|503^_xl9wKqN4_<{I4G&d8k@}qwWECwcvN~5E z#Eq$98@XJRO_9cj<du}X`|Vg}aX)uCnZhnL>WKxh5Z#NOA8F2!f*lY!6257QdTJ@g zLds8vttg==&wJLd_S`~7+0@YBO+%k-FRmhThvBq6K??;J_@@|-0Nn+NwH<T36*lut zPIRKjTzJau=Tw`cJ!19imK1b1%LT(fw^qO3Eb2>A9Xe~gr?=^Q;z|%fzaCG?JCY2V zybk9jvEiyk+&*UT@Mpk~Y1OkN7QmtK7!~j(Tc>K?v)B(+M1%%nF3t1_ET7G*9vLH2 z7Chs=*@+pYmOye3_SMh;@Wz2qGXkU4zxz@vVw3NY>u@Q^(*H(qCb=nv1Tkd>&12?I zFrpB-@nU5F6Ag~P0H#{4R|exP-*~^;#3D?}n68O^BVtj6!2&zYo8n?k89M1D#!;%` z8c^U$jtDtyj>r<XjBb?tqI$T1B+{u9Omf$Mj}ai?XUJO;h22G!(R^Y(WYmlt{aMG4 z+rNEtbj6RKb7q13#AdNKf{>CFB<btbEBx8g<A+BS4kJn}?413#iJl;lSCmV5u0Vf^ z!Xzl^C=L^ud?5<8zV7>R*PKX14RJ^*5n*(#lLSsN8}Lr2Ft}H=KXS!Mfx_mAEZ6|u z&Y4NTpt0waAa08Uint3tOeIWA)a17zA?z;p<7c0x-xgKH`J)xEoh=J+UEI1KOJSHt zM){1kEwM6m8S6B#UVft+I!#&oyAKf)hcSyrIJOygcnV5xGKqqDLTrVDQ*Dg~UI-KB zE6HaL9Dd+$xK~OFY2}+?z@GEiZ?V5z0L*de^BK2De`k3g-n^(Lkw5%N=X^awkr2p& zzYbQ}bFd&ySLpuSU6)B>Kr;J=ah`D1tn(21fPM#E#3IU1=GfaDTB;Gd+FElNY|3rt zd$_+gzLuVezd$$*p0d&TwDg+J2(-bGrX#{o(G-4MDlpAJvip<^10Gy!Q6;!}wY*5o z;sqXgHjz+!LFOXp(Rn-0bfu_!TvnO3GHU~5!Y7L#>heioK|xC{fG`yT6nzd-W+`N! zAnkg{A4Muzfd~m!V#|pZOr?b5ge8?v@FD}zg~?#<cHo6b5xz`#Fo&27Y}Kslwe4w~ z!#5X?eHblk7srVc)U5nB7<q3$rvCM*8@Vldti-`$Y$0q}Pp*ue5T^$PQH{#ES_hUn zPJ3!EULf%)Fo=@VuV8ok{DLNPYOJ<Tnc%%82uUJ$4gP}(iA_8aVIt)>dmO_@N|w^o z=*QKBdG_DQ42qkva{R)N00-_aB2QX~J@T#c&7cRgBqhF2d8?4YV%MfuK=BrI71K(H zdz<Zu*d4FL#DjT<UqVb)0ID;Z=xKHV^U8l1J@^7N3yv_QUTP-yqqp3=oH$8CnCl}c zBBJ;wMtc*956YOiDQ*8wZsD`Ol$bF(O<=+PPCO!!DZrr6XbZupPIM>_7i9kMkX&g4 zAb%s$qzasAc703$7B&Nmz4`=@MBl%9X?>O%kjS{sHVOKq#_HMUlJNu#MB@m$4yHn1 zOWx}VAcSAj>WeZYKZs^qy%%?l@#1~E$*0jml+NCYO$x*P{@WlxJhP5x?MjXWnz>~` zxUyghevR%Ck5eMM$`z%GFtMUk4HaN8DY{IG>0#1AD0B<DL*QHBGC4BJyW$MI>3{Sk z=f!{^8O+CA>efEoR(T;zhH?0qv$C&@`O{XjzOE5!t))O$6|!zN+I`ri=2aZZnV|O@ zb99V+b6M6ER9jA)T5ooiK~ls_Xr=#dbIfePVk^Z31}#e6HVWiY0#qjN<IeuaX!>a> zx#&ew`UVZ{%nHZzxj1dX^xV9M2$pis^X->>2+l-DsKztue62xBH!?67;SsxksQ{Cw zGp>JN#lcy~28}3#@ZE`s`FF{7tUvE1C=Xn2OuM$V6~3WTnheVZmFlzuN{2#)<hX}P zCYOo5YQ8wa`bi`$TI*6G$E*^>ITb5g|2TINg`K!8O4!^+<<#BxuAvLx!(i3C1IZ!I zsNxk4@J|9jUO{giKoBE}yi49%D^tE?e7r9#t2sd~k#3E5;F@cjo6v)Fq?`EkqF~F# z+{a!KWDjbp86!zlC007#k_*>3|Hv6~<=Dm$q3zuyQ2?WPtYz4ak=mi;onWVvU?6z~ z4ir~NRUA;H*pT>oDOGKlZ|kd=A-p}0tK*B4K57NftXPEZ*ve>|#=H{M&b=W_Roy9T zdm+1Y|G231(3R(<^n|eFIwo<BcILBi{w&}Iw&aaicf!t1i4&nNbG~ifn;TJ$8iTpW z1{Eu;?VZ>RG36v%MJ#amy)ELD_Y-2M8QB;_kJQWAq-*Qm?P&m1%tjUv#o(Uvu{a#k zpk}hxHh}C677L0&C2~c>XOSRsWn`idmdaLQ+9(6;#Zr2~En8f=c3+O#AujKUmrf9g z5g7O#spLDXFi$v`+&*^Rg%G6UD-qz*L8d<o2UDoAt7p8XeoGuRSK-Jq)6}!>M%Deq z!tzgU4ie28(Ep|*nLDQ)vCiZXZj@UMWG12WCAM@#b&t$s`vVNz?od^R6_R3Q5>e_# zL1lUdXTIY~TS5!t6*k4C+9Hh%f68crKW+?ZTY(g-Pthgo9q~0@jI}r=y4bFsKPoFh zq^#sr8O4!_R<_NM8-P`GUs8*NlwieZghO>djbE_!OrwM$whV&_jFXB@nNmulmJgk- z1)DJjl*b|0+IMUF@0qUkG74s+0=1_Pagq3!7aB4Y$ulszo7jw-)>x5PH;Y=9h)(EM zS3MhWmEMEYaEL+5e#{hD4VgqSDEZQxI^viK^dkF7k6~-QZemoW<tMFUMhJV!lA&Hm zS7y|Zx_WQAI4C!5_*};f-1+@AwTk}v(rlqlQE&mV<vwo|DzH>uL0%Os<~Q=!s~920 z)9ff22ZlXxQ5<6NAEw-UyaQpTwDd3PD-YdK<T-K<t7S`#JwQB3J!ImXCc~(0ceLV% zb&hs#hc@5MLjNI34eb}uy|L1E6w^T+Pf6k6ZJ?312UC=~L_IMk6hLHj5lxN|AK^0h z=-7?I68cvg(QkVd=c~bP4QUW9i39%)Rz!0gSPYufxKqt<rfkQ}Zw<&9nw5rN>k+)i ziGA}6@VqWK+v8<%<32o(Qw%lYrzEK$34k#{G?|f`5ksV+N1fptP~&=)#ij@~GE(v? z;%FQJg}M_t-~b2U$-`>~`l{iAH>^-Rv9Ap;|6^icbW~_vrbmCf8t*%0EtMmL5mx7o zqeoeII&}q~(09F^w5*J_R&b}py{HSZO!<Fu)8ZN_uKwyoiCUo6o!xH;$(7MCn`Fb& z|A->9_>}xm=idrCVm+?bebFc7NAUf?h5pUKshu1o(o9Fma{&9!3%JzI->G<B)yJI4 z?Iw;bJ7%gU7!*BES<IE<U+pWAb&8jpGKlM?fv0qaf#JZDVdN^*^o5g;Uim(`)3+Cx zGi{mM7Q0j%R5zwF7mFqu6SZy?3;fz)ZA7MsJGI6sS)V%t^81F!>p$hd7@x4dpV@_e z`^biwm%emV%qvCZeOeKH7r3@fe$l%y5<gfM1a+;$kHOqm0N<B)oQ{YG<Ioan1nN#1 zPd{B7qPbK=89HK#3khUYaV-=RMUqEKa+L{MBH$a0>adJGfDw42L(#KM7PT>&yO$Ht z{E7zf!Aj*}`0J(_iVxoXIwOpzBf?u;$mdY2mz{E$tB@isTfydSh4_~i3&u&rH)5s= zKxLkUY4!`Hr<&0aMB&%HNd9s(-+6I<Zn+&mp~IUOZjonGeaf0kdA8eD#*jz;0lM@2 zaNP6XLj@cN4}KSc!7yj|1TZ5*!U#tKR41r$1-d>S^k{zjHQhu;@e*?J7L0!riu}t+ zX-XQ9c+W}}jWTta@GB6OgPJ!^`l98I&q%5pW(V4!zVD8(aiRaG0sT%p-k>;D(M|}@ zYv5%RLU|D&(kjqT2j<lG+uaJlb>_J^6PcNJ^$<|M58`z8%z*fN7T@nTd6_{GYiNX^ zh`5cIpd=z>?`b0Fy_=1%tnm058~5Ur<Pw<z!%!eS#f}6zP#8V|w<e-x$FrliwKGs8 zw27Z}lnvz%KOMa!0a<(A0ie%@Neck06D@xSAm!L2^2(ej5Kj&CBG?R5Q2;M4We6Lo z`RR=$K=wc7*{T?RqL~_G4BCI%{g$dJF8!GO7q_vm_O{D`>YUiat|39~)GA))8clN= z3H4J3jNS)62}#x_mWQkT7yX-2z+o`G2n=iNxD=|<Qy~@?I%3pH$=6!|DehJveKdkw zD5E$W8Qj+fKw2P@ZlYZ#4Z3GOVjZbhVckI<#QQp7S96WpxV_`X6haXZrd&g|2!B}u z*>W#2UD`fUb8N^?5`@i^;0rJ#DRcTF`5^<nmGz|EJf1nk*M<Wi(KeX*B{!1DkAr$F z`<v~N!$sO}E+yaClZ=cc8R&Y>QUHb}OP-M0?O`M_g5Sa@IqriYc2pV7i54BIO;<dM zlrBb?jm=Io{#phl2K+6rUJg~}$Pne=@Dp1hsabgXyhPyBBX1^r49Ytayo2;aevuGL zi*mlP%aJ-?cq(<fB`}-9a2O&U=_I883~pg`=ByQrTB<trqWg#N<h=LU{x6ijP&5Tm zqp?Q~pku=PyCFB+u1-Yr_=?)C4WEk@4_&f*T4INk@)Sb;_F$41mI-mu4bCvMfjbFp zAwLypKJZ+6{|{cFD*?3)h!T#IrUcalX}=c-5MT1c<0I+x4R(gl`T6|jx?I~<2?e3% zg43nLZIb#t2@xUf;OPp5WKRgaxnoc(B6iD38C@yRMxPz3<zs(bj7!~VXvR6YzD#=c ztnuunPe#z1uMVxk0L}m{8W+pwzOoa#!A+b^SOA9$Er;3*6xch!WAn!3pvsp3g(xk% z5Sg2@@ihaUt@X?{62Y{E0Ml)XIKoEeYZM(66W%{vL`k#yM<@K)L6Yl_>~^Zh`*E?6 zGf%bQH@OQBNM`lCRpdk!d1wcR($_4z_mBEe)~bKcq@@4;81DT0^)J!&1%K|d$z$Q4 zFnQ9d1C8SXdeGWJ{)w6XP-%SamL}8Je2}=!h`<xvds7feJyh2E8_zRuf=%!jAj)_3 zZ5@W%cKP8taPQ1pf+p^K+}GWTX1C*Rj{%a#!Gw1c))(!Jlu0)|G(|LIy`f*b)zLdc zZb3l}O|@74p>r&btYTVLutU$C7}nFQ@P-IU+)VfzM^<Z`zJBkPAihmZX3g&|q}<RR ze;hCm(mzBUhgfb?6hl>-ep1+VxqruuS5W^sc6wWYzysVoq)pq6*tjYnZf`SaS#cbV zy<aP7ZJ&UwnJ*Y3B)$}X(7}RzoOnAF`%XT&CS*e2*a4H_*2RwZ)8(pS?BAgYE(a=* zJL{q6f=_W5odLbf`FlU}_j!6fiz&a+*g@iC?_7ttGS4ef4|+!)iX1C!9fLjD1cIyl zlje`=%_EdIbBT?ogXcF^)zLKJG<7yRM$$6TVgA(3;U63F7|o<W5fI$vp#Sf~^PszP zX^nGeoBr@AQgyNQk&#&g+8BotQ~-4HWA>FBbgTn03Z`Uh(5Srw2$y|XoSH<uqzO|< zlzmM6r^e`r+H8+3d;mCi*)e?<8O$zQ9!@Aot(*$3hwmaEf}ww^^C7WBT@dLzg{K8J zzs?&aXQQAHlply_87KB?-;mY376A-bYjha>W~y>Awf<T&+E;6TQ~x}a!e#dcY~nY# z<{1qmQFo(e0cPPNZ&%ncLy}xyEq{|B&#tCCuccgwmM7=JALx@aP5m6%AVT&707vv% zU~asC+ot6J7JTn5yiQwRX4i510ez!dLdv&TPFzBmd77J=Lcko7lTfj=TSNu1gz3Eo z1${IUMg^1tW;Fn8)xcj0VAF7aPK`@3S0EkwL=ZV}*?k31#8eT-KqIk%H}*_eiGAkV z^L?bH7Wz+=9Y(-m_c6mscHq^kNf4E~er>bJ@h~)-bq+FBEgZW}*C_N$X%emXug-<> zXN8L%hQqLz)yzfHAe259zIFJ$JCx2*1t<gN#Fj4@>(6>*$=lgULygubM5$V7$polg z_02$7t!~QTLaH!9cp@KV<Gwz$GJhnD{qf}-8i|YX!B;WkzKR_l7(hWTUNMcjci>0# zNCmD}J_^A3G|^Ehu+^Ew?hrrlhry6pgNPvU1b4L$gq0QWBekijPV-RycvywqI!BJ) zLGH}{_eK7oOMRB!wU7MHV|EbaJU?9Mw*w8WwYLIiIZjCg;5>h%-u9-7|FWS+bhnap z+fktcD6U2RtOMX;j;725-=iE)*#9>OmaR5I%VfB+o2kaQB&#F87{}UQKvnW^NnQ(& zp5p?oT3EO4kYJv`QOj2I=n(z5@M4?Eh{b@L=dFk7cSF+I1c#94yH&0j%=}79hV__I zRW-L(X!tCAxlzbC$ZJZUfs6x`4YP_n4CNFX%QMrb0^EgxcblolMpxioh92<$8wME) z>*?{3VL&|2EMp}&U<Ddsl;`2svI+KSw=Z!IUEcYhzGE4>w%<N6xVc#oC^^~`Hk3?2 zyjTSnCPGMRn9PWh>E-IFz=#qbO&Wb30rb@`u=<ksC+qa9;E<u+vYl6?gG0z)AH6KQ ziETd%_g`)>uDj>c)wXW6PnGsaNrr_Fo%Tot&F8aX58o{;K=n2~PoH0M1h;$c-w*dD zstk=abZHkm2bvC{35o(`^bKs$LGjf4rTQ>8moZSJfrc=E(J=xp$uMlEC&G|2R>6L} zy(cK6$uBVjmd)5atc@ym?)*-a-YG+YPfnHFfSWXfC9tSCUAnCi&Vtx}2g6$_;Oq7_ z`8<of$h7rKPothcF+(2IDkEZ<wRQqGYmsxUt;f^N?UduDQ$RKIv8#a#VLlUIXzw`| z1-x>vID-2067I&hruvX%T#$v!1fj3Ixjz+aq7Vt(pY$E99lynCm8xon{1OJA$sKjZ z6QS#;NhyZT^UlBRg}|Z=^?j45Dsbpui>l7{^XG5njQmAED?;JTb>_d<`-B-bS^s0J zy4&2Wug0rY<Sks*jtk=HFfa;b%-o~gQ}yG^c3;ZZg)uM+kHtC5+*n=ZsA4Iy1J!5U z`%?y_l-F1D)00(__wUxklNC7K*6hid(b6R&U@YR#dKh9*mpkfuyf}2_R*>&gv0E7E z<=tFAdIwdzDE&_Itre0`-*v&jHCx9<aCM&+udqS!v~J1dBnuw2HR^k0_kamByNKLi zloEmRkFTc)7g2pqcDa37-@xh7DCICRfzabhP5ttdW1!YQ%vgRVqX3AjFx;J?SY7sW zD4{N~W5s!M8ovL?ZR=E>itR+WAh9y+0UO0jZc_v08$`~(Z-*Wx=<(eDQ`3Jkpe9G2 z)`>J(Bt+v^A;@0-NAOVIQDTir?!c>DpB~PqZ^T<F1TI2+UMg^upYYjg<>kC!@v;o6 zw|d~&c<J)>+kWt2%IEN8!PNPDhMD4|Zj3lQMNUe#5IQ%mIR?*v{!|WX0F>!*(#LWq zjeI$&+Z@u>K8MWgSQvs^xRSxUj#h*r3Y%jtWl(E&E<CKPV$uws0#}+?MliS(&uekY zP%ObOc;#%JqwP0HFcHfL$ULYObBkP>(k$_=T<33ef%FaXNQTbqV|-lV_3CFRnOblP zZv_9C51qpng`sJsK|Fx=kuK*lq_ij1%2|Xd0~;^5Z>?1hjCx}AaDV^TlU*q!f4=V{ z@m)~5Bj*XgL#~ImZl^X^gxHooWDLgJ-(ULbq39Yo>Ih3X53?o-OAd&zxgm(#K0ye7 z@`@V<T7es1Ee9$<1%VL8Lm}5kleGkJjJW{5$#oP7h~evh(x&HK3A{j{zx-?T7M9b` z^T99qpe!816m>h%7~{%kF(C6f&+2m=E46??<$`z)&2k=WZZ#5WhUJ`*N6Qw^S8h%3 zn_xR&Uj*TwX<PukSzb`TGBTe-13<|Rep7NhCn0x)U+670W116M?tny0S^OX`(uf`_ zG0ByX{HK}frx4<!n}_d&ao=ojIoJxxSAVPm%=!-!@0u#3Po+PDeCZcxpG}lh#Rsrw z{E7fQ=4fHGfS?}7s$=rLKW)pD=#hO<YMq3b3UNeyJNYb7itWPZ_2`Pe-Kf^lh@V0> zoDLR(qG07$vE%OHI;=kTgkudRaY9N(Y#nW?f#=RQ+KR}}jStzslK9MoXEi)NL$kn5 z>xF7EGCO@&o&U~%{%Wd<d3Dlw5e206J{SbdjdnQe(}U<)xfcN)?&QhgCh;?P<o1AZ zy`iqQRm!dbV#dC28(mzjUDZ=%C?2>v!;vCS>|k`WtFdx-%>s6w`C>PbG|e@^Up5K1 zU2nMcnz?JPoN|5%%`9=)Do?b0sXPlVn9ByK9)~Yzox<_os6w)Vu;)Z|b=0Q$?n|dC z__@PjYkEh3{^WyFSweY<177m*6x(Rd&LOMKAu?YG*O>rc=QT4t+T=-dAVww$yPe5c z--vdTi=t`O(Q${E&0&CF)rZ`2NVJ){!`~Lu3n;gM4FD3h%!iuBaOTZThw(~=5r!tE zkl<z$_E43$)Rr?=?waOK7Srw7;E%DnXi3U6t_G7C(H=XUBNOpzkPT#3hucBN>?4hp zWBM&dO8W)Jgs8?qdHjXYiRDvfEPk(1s5q4tzD25mz`#|?gCoO2T5@73E5qoMe)3LO z>+{KlM;N!2Q?Ynd`2sMUKXr#7ojAgGg-K?-yZ?$v+#PCs@=4rYvpLg6F0K7fO9Tp7 zmHj{N94Wj27W0Xbp0!7GSrK?XB|mHtLL&Ek?cPAe!;x|HyxUUZ6~~LmMG}`erJroF zArZ^j_mJ;cp3MR@0fA*ba@iXcXn(8L)8>L-?2eZxL>XNO^x0MuMUafqmoj#ngkm7{ zs~rh}SZ6~T)DCw!ey=iZzpHd8w&_^sj^sP|ACseq!{p9so7ryQc=_c<a_$Or!rJ~| z0ipR7=U^UVmSE(aZ$gN+mQ`4Qw=1F&>&T@m(F3MDg8Po5&f~U11eVhwi2fC89=ZFQ zxGE?3w=BScC#;aL5>CEx39Bx24_XPCn1~5*uq<wI)0c(Y4%O+Y<vcMjc;Z+I%{Heo zith%0O#b2H;e7~GtVhNf0ZoQbv931I^DCx|EL3&LkhDs;>A@<RS`%z5q*9YVle%Ly z6dmH7QD7?|M#l7$gFk{2x*Q_~M?i|?OiIJiECIqPiiDEttD)PmqMeMQ5RDu_5mnXm zI;J+7NUE)j$QI6Sf<;mLmMpyMowjR550U2Hz{0LWIL22re(PiX%d}oZ807@DoMp>! zVH(<NkF?o2m==~SD7hJ+LULL@TGBRMF@nO0vw;FjVw1{4Y{GBwSfgA!0)8^&VDZIE z%2M?s%MbWysLvYn#DVIc(Spn42Sp<EAth1qwYP(WFAGGV4Z&@AgXw;N*<tS_9vN*a z0iaurN(j-i@c}mH4BG{+(J};59JEQZWz*y%)L#k=XKb)Ha-}L3C3EN}3N|0Q+>YW? z`5`b0n+i!S_^M$Vm?(ry{>T~VPSE{s1rR`>{m?cRgQ@PMboqq;oZF{QM&U+$!YN4p zI4Psu7<_s6MyS(-**Mpg-`wJ)xnUMxjdt*B0`CjGJFJ4$h@&h2`dgs|!Pcnmj&~~n zl^!1@(BVttBV$MWSjX5|gl(OS%RLdPhH_|*A5Ym%y1oG?HB{Mqm;}_B$u6BI2h@bV z-}sRLV=7a<D|<pGQGGg7pc&sxXKwi$^FKGaEk?nA&BAgAGiV`A{v~#U-}MXbR=SqA z8Q1cdc{t7sNoq3M_6dWoq$8Ux!gUi*uG$k=MV(qUeHN=4gOR(P?E--Kp4G>{egEk@ z2Du|K&+VWv?-^6QB>ekxhQ^%uCqLcKf3q^6zB(BB5`?SQ2Q3_e{H`y&gUZ~n>i0=+ z@B6SoM_;>J+e|mEULftbEM}l8zF>K51yHh7Xl;L0-9jN$q7s*%20WQDQpFZJlU;>i zmTB3-vncgE+7{rhm#m*pr`9tP%ag6`mzZ?)6}w5j{ht)Yg4Ld(!wRMMc7WmUr=+dB z2OQGpyRQ7?_}G-m@1gc?w+6GWGt3#-fAk^t57KZRyvqpv_(<-w)LVv;54Ak*RD=W= z<&UBHU8=j2qE~NTTFc2eu&!a;mOc%i<b;;yAbfxv!PfX|PunKjyY}v4BgIk~Z4Pv1 zzvgZgZ}u%zR_4JSHky$m@ryt1FEG4!BxstCUIN3F5XK+6=o0~^Mpm5_XdtG+AseT- zallr@bT6*$6T$kgIzO2A3xE;&XR2fNlY{nU8OaoWV>J(|t>~O(@)=CEqGV?^+P4n- zC_nWR#Ujfv*-nWsDH<IEBDLFDGd!-DPu1qP4Y_&KhZ=h`0{hrbZT~<h5X<ugnRp4; zBkoQB^I2m=z_)4{Q?e?)fqEMhs%Ke37)(5jE*WFk(3w!OMFJ`mxkWqJ>l<imqrD=i z>t;eg%sUpUifdg(_?-Cj`^sL`7dDLZEw>V<Y++74U>7FOHw}19z1a9n!jN=}4ih;9 z6tgTlnff`#NiQB&YYL?eaNkK{8=j@5cZ(^0P1Fw!qhje~^WPXY5%?wwQ2yRNA`B9J zYiiTpBvIeHzlT4dEeG`MdOz)IzWGr-naJ^2f1VJOzmxP?2=wpmBNa2r-6Ztux^nqr zZGR&^BMSA*-*Pj$Jyb`{bdn_@;+&cI(?~PdFBI<k(RgCW!raxX?8_%t`y(l(7c7B) z&20;mz-RE4pXRm3Q*ZU-oAgy$XSq$6{5ZB!>0Nik_eyW)L+atm^QgwJ%TLlJ$Ls3v z%KwHIcT4X&PsFMz;Sh^J7K~!ZOdaw&5OH@+M|ax4N#=lB8(+=0O6#c&D!0$Sjdm>w zU2~-nwzU25QBrW=$Gby7+R?y;Xz#Y|pNzr}D50<tYNt^7)+4s>K~HKNxd{l;<-Ik~ zdzDP?Ysl-W*5u;oi@y|#ne@<0#x~J%S~b$`4;k$Ka?NfGE&ZfAt(|?cb1Pz~3*UVW z9BU96wD9kfkn``4?0fZ7#q~qz@L3m@=%+rjrja20S^RU~){yLKH?gHjLr>%4IC>%N zejq43XZ>2ugsPic0tV(2prnyosL~IirHBoqsUU<Hf^n%&q7XN|57y<16Zvc=R;U!F zd^2AaByz-g7c)|*|ApMFexR>Znnm(+Tn`*dtb!=F$RAZeN787Wj2mpaJ0Z-@@12JV z*3+?5);rGd(J+nGOCZ%=r6fEis^F@|lB{8%2OjfRZSjgPHv9g}eqD{|J@!NzTtDEa znV0Qr3B;iB=Qi%i2FQ_+>PG15`ii`EdB4t(l?tK%5qbSe4E^o5c5E*6`#t=A1!v9m z(#ekm0fHg_a^Zjyik`*Sy8j+OJ?tnK6zKMb9(?LDdlL0a7c;4zWh*0So!g&66rodB z@gw>2?!;qUJsT5z*s$OaVt=)Jc&V#jIuSV$dU(;+wK9i!&wKT)qFp*s<*F2}_r9)} zt!^ttNN`G)J@nB^e`S&~Q1R9D`&;)ns{E(iiQ8=HtDsKO`5j%x|815>koQq~D-_1p z>RS3+_v)+3vwX6V^dt~aFPsn!|L_8|d3Xu(P%0SCPzOZT;_0C7R?QCi7FIb_&3f3$ z`T1Ym`RRUug?~OlmA_j1_SIVbftx+Qd&hx)(Dol(?*(x#TQu53&I4~orGR=w?f*8Q z3I!!w(LkVmmPemjcoa2NmKp(7qQDd*j^ua!tv(PPk(RY(Y>}{BY~}wN<Nx!Vu}`Uh zy0TIjIkxnF?f*S47aOUEylfdF&JG(tA`PWr2$Ym1aDxe<fkBPF;ycwmY*i!3a0r=~ z43cthX664pZw(5ok3i4H$=xw(uVS+tKPk45vE<y%Sr#GGN%jYJfhWU^+!EtMIhEVU zU&x`Z$0kpe;1f{g449W^$Okp&;!GJ}HJeN_qz?gN7-5(U>;@Miv3u>_FsAum(|d27 zfFG|UoaodhLpXbHixbFsb2aevswzIsj~?Y|tAuCm%ZFA+U*eW3?D90&RZgCt4_YW9 z4jtDEbbjls^|hd_Cy?^j2-e2p{q4wUP-OhC^L;i<RsB}Mzv}AH7(-&M7RYBAW+!A( zN%pR17|Oj5YMiTRW*Mq?1T50jH~HOSjgtxAe6&`yCD6LT&t>YPH6-LmCGT6b@qcNu zR=3mP)8-=uD`K6!ls+BZ7P9MjT^Bl6`0-Y>9O}jV*$$b|-{!CAyTTH-+a*ymmv}2= z?>jHN9TFf?8_M*dV*AzZ!gh+FlWkf}2;*d0%)weAkgF|kEWY+tj4zb{oMfm|G9(Q~ zYBe_k>tM=>nI1|LT5_{GhnMFEL2<x{>njmZo2W$x%?r&S5r()wYLo;iW1b0Ezy#K$ zP=5w9L|s@KC5kTJ*w(OGdiO_5n7V@H9)MkAvj?$gKq4lURXfo4b36E{i#;42jt-<E zFky5MW)j-=sh2d`r&ZKgHC}?oAdxOwL3A9+vg4#;Wf-IBt!x@NLpY5JD#;?RwOH+7 zqV$&2*bx~*o(=$gY&6lP2E5E4$pNLfdBz1dnlPucW-fXZm0wu>C@2XHmu|X1xmixo zxx4SgM<^`$^a9UtdJ$lEBfWcV#cukjcJhxyYP5&W?((!lDpJXg!1=LDLF(LbMR{qj z63<a$cP|mXi>X2UwRNN#j}&q}%P2lvzwwRq<mPTG8Od^KC*OE?iGB2hN=DY6!_u^A zPkE<T&3{uqs+&u-9bLRj=HK`B1{60{R7hXucmAmIDZrpQZ|!{XtLBDuCf@n6t$0OF zvmT_q8@j*voF7-V)!GB47%SVZQM58fJk)uXrvbE0{%wYN=f@SEN<0n?8a$+)ZJqR^ zzEwHSbLE|ttl|GZ%`*JpO3f5!;XIm4Bkj<Zjiy419VG)b7VYz$d5Z{PfsKHXL7sQ0 z!yG~6&T=9^#F)%npTnEPw<p&Q7g#4P$FtE9>-Z&B!MRZ!m25iK{QDAk?^-7%Oyp-G zt&TBOY&{2|Vyi1JvK30ErY>;}!l`cXNCo1!Q`d-PJSqjJBxUbjWg(mQ5!FS`&0pRS z@ZYvJQ58`cG0uA)`VibbfsfzI!d5H4VyfTme>>c_JGh@YRDTF3`-lZ#e@+PfySq|X zJKVfE_H(vex(|I31Ad$3qs>fPD><xzs-XeK_|lVj(cSivjWg8usn+mJTB^KC!NX_W zpWwJ&B~6yUGga2jDfjgqZqta1ilqWMB>S_NKEdO4{bBp^z=;%g*?XHZAj0l555JgY z$d!lvzksgFULUYf0)I=>XLv`!bJl9Q1YGj`wla)r%Ob9!urEjA0ux<~e3aIuWKy~a zc?xH;bxfSO(HNSzLf6R5bqbjG`NXN)#35sb;&Q7Xl<h{{1!BfV$!8TCjnmMW4gv;% zZ~Pe&#Lwq^b~fL4L6*ztkX1h)BqQHQftAFi&~lO}Z4U7ZTz&W-V#-k+mtn&Al6g@! zdx1wz-`%sN_{*aq8U&bw>mL=`FPA`wToHgzwWk$0dj)8w56z1DaCe{6-eV_aY@*jW z-!o9Xbo7+bJhm!Q6yFFjWnSBYGjU}#M*bb2COv9U|Av$s7zpnIE14eHDl%3^W%Q%w zI!D9=YU?KsJ1lZH`Gch4vX{pJoPuV2XWDF-A-NToI-1K8%2#WdF)3->ek+t@1^)Lu zoI*)n*t52M@-QudDpUe&Gs_8_@B~-Fj9OH#P?yZT0jbf;;!5jWv0UV)M{)`ekwco$ zn#!mZ##}GPY4lD|hr;N?VX(P?6N%=>I;;#F)wRQsOTB$$XYB<~ha0Yb!4=8U`S|Ri zYI@F9szW8uPd_xN^pKLgvu{xe;d|%^gS1(Xkw`qnNrpcjJI26uT~U2s?9HMQ2@v`b zk`$q({VAO|ELDgqISB}oG-PCe5VH1fZ>10~Xm&Ksq2{v9NSmMiG34*7w=!M*#T&KR zCsTYPX{KR==-uM3ZU)%2apLXYGS8->BewbqwRCPrZsrgZLmm)$CzG!UL%7-bfv6~% z{%__+b6;S&0fZ$^12m>!U5N@R<dB(aYd`s!!6lSf1F?E-)486g5_rZ~P!4-MPn?Kq z*^dfZL(nDrOgkCdDF?N<gc8A;(E(Z}fvd{Bky9E5Y}Y4(PxC0T`SARkFx@)1KzWwg zlgyz)mbIwdk&678`g~Nt>q!$$*c5v&Apt5wWKFrEW#g|OgMEd5Nf5_}B)TgJ0r5~> zERhpZh@_xY2R~hGU`FH>7f_%5tP`RZu-3H7h>OFw6;xE^^%wi>J5m!dE%Oic{nfd* zmc%dY>$!tvI4FgG$y9Q<U)C4wV`^OFnojz_h|`^E+Wc;8G8Y7@uE<L)SN7kb!oMK8 z?+lkwT_)I`@kbvwz;JqeguWH5qGVv0H&}*8f5EJ`OM{UkH4_XTh-1VFa%y)ZGI#|E zOgKe*qY2WS&bL=0+)yHnghkReN6wihn~3KM4KXF-V82JIc9>$G<94f9iN8{$g`cIT z;bD|ET54EgGbX_lB1iY^M_*rS1-0tiYc~fgX}Z3)60?DuCDzVFew1h--uwt`Q&#@= z35x3A3nOQx-}x)de(RTb0AxZ1{g!xAD#tvdvqWHWS)_<VcF(TBC<)QG#4lOd6ulpF z)yX^e4b2=cTBec!OG-gc3uw%AY(OhRmudNHE4#`rM*GPyo!}mwc1z;4m%QpIix*Hv ze_{Wz_+fSnbcj!m7PZ-)Z;64fRp7L=%$X<j!`@1{(itojO1PQR6trxyf`06JER>jW zt;&tW2K_YoMUWFr5%pB0F7w9>E=y|=_;t0?g-Ux|m`MY=?u(F>IQUwEZo3OFVpH9b z5K~6#w8~?Xf><XKt)5@89GywKs!Uo6nwg-zW{xB$I!wA+ARQ0Zq?aikGwy8y=?faa zYVm3yht5$eJsd0T*8}S`EW@mKN3SEmhtz|U(UBDFbO_utLx8~|&YjqDxp914Nh&hz zSCy~J*f*RyJHh?(3SzQj>@eBpai8KZkBqc@c$;`u1P9!Dh~jORSO=1zZblr<T&r3< z{@uSINR6ENu{%HZa-pngXhu+O2J#bSLE-F=`ID16ph>kY`|%O2%i&t^Hm&~0(y-xe z@=NxlN<j9}4>dr`WqxqrQO~%=pG#K}!K+6kPRYVUv-4l$)O=AUU1dq;nZ5nQkESy; zNbk=X!elh$j;lKJnTtfNT}K3Ap2y8bqsNtzM=QJ(P9J%Id`Ylomd5ChA?DTt><uy< zYNr8v=Scs*vh9eC{KG+f4~{B@e@`zp!oZ)x6o<;Sx-WOi2D*EkX~q5`bBw#{AHYv& zimk=nF3_*Vle(4f_AI9^!UfqqqJ;wF^6GTn)MV712coS!P>Lm!C(|aVm{O(aqf;E# zM1!B(nEHA1^p+}R;@9Wh<o{d+@ppK_1+08RaYcJs;NDUvy?&PD%Zoq=1)q|^RNbjB zmme*9-b;KK@DcP@DV7v;kCwE<CLZQnZ3;svn&xtUxgnw(`bEPRzu9CxC4!cdo~bI6 zhHsE*`RwY(x1eSbcdu;WxIdeee<bBMgy8OJj`?6!{Zy){UQkDrE2cy~*T99wRLg3V zBd|08O$p1d>c_*1gd+nX`$ylju>(BS<2yg+*NN1AFClIDH27}{z=@^K21iA<h%~-@ z3Qz1b?@>a^MY*ZENPwFaD7r|1Dqz6PN_ZQp22+Ah#Heg~A73kuPGM%3dj%{!Rw>RG zfa3l_eqkJ8V{+WxhXpFe&=+<4YE(kpwfF%_uRd&0qXss`H!et+fV!^*Mi#ZyH*@+M z71&M6QRM`h2lSH8^i0-8w4FYm=V_WPEiXsMo<s|tqc9)*ps;wUG4#HZ9-^O!nx8;c zOwT}iXe-|Jsd)cJdA>-GYh_OW$WBkI)q<tg>31D+-R8XIkL{krDxnJ9XWy{AUrxl7 zG6tP#`>7H@X-raUqDHPE7aHS$q2HmCQYDNNGjaVkq=n+@{S_i#h-FqvLrin=HNy5? zr;57D=%QLEoGdlb_^S39*3VPjcC|7r4)7SV(y_RcYndr}BlN;a7OMoxES5QEkb~e_ zbv!HW#ROlKGkQ<|De6D9$x82^8yz?rMzyhz2BEcgqW_AS-MFgxcv0^8_6uWaz~TgB z+s24g;l^B`sjoc{vKmtz5!fjUQlU4VKA-Gf489e7gNu6?&Ci!~^OW8D>%AgXrhqS( zuXjPX89!zo&`K2$tO&>p@MP8wEGfA;3Sn0>-Rs9(_r(Fqcc4+<L%(~%G&m1z;F#yQ z`jgYAL&GLtCo<@=Vf&8PaB2`V1oj~?0+?uCg|WWw0BV?;xWj1q_?AxurnIJYo&qZe zF`n)<mslLCy((x8lz%#+%6*6iwpSWThX+5FcE3IS{C9I#KAKG$@btVt`_=E^mm=xk zyPWcZf433n|857-|GoZM97PX!{yUkl>;Jr{x%+Xm-{p{x<!tBwJgNBA|7HJ)^xxlA z2miNW{N3I+t~~UAHxJtZlzoGracMKEL<3xc5Fg?YH(Pmrrbe`%*)yvfDs6Y`C2;Z7 zYx2GQG4Gk??lM^1)KZ`Q9bH(q6Fwo|gF5l02bI&3<-%^}hj)GZx|g4XgQ<FtD>7ni z67ok?0aU^KeB0`4ouACu8wO`V)kyzI8J=f|KXAF!KRm}e!L`S7el-q-`O2%XKOh3g ziPS1*yTvE2t#QxG?Bo=@r&P-!XiVv(Kxv*y>+p)-A7$agUs(`ER5?4yucFG-W7d8a z4jgX6s6;WRA#4;7b@`i~77rFTXb$G_+B(7+#;_J~P85i~@hz%lwi-Gp%E6Cx(KWYm zfcHS3mW{dD;-OpM8+Y&HDZ%2me}$wS8fE19EvQCb$vc{L<cXC#vS3mh^^}Q={eHN8 zpXo@(DViU6w-4e_oVW#w)#=o|(xl>p5wCTd<I|;cEg}58)oD*f%Ni$)`^2Vn{)1}- zlNa)X5J~VK1$yxyPX!<Tp@D|qIFVV*S$wO=CebHImrxUELR1LB3L(YXh+_)NY#Eor zuxm3o1)L_Qd;?xDW$3KCMW0Lhkwh1G>jfg(g~fF{O{oWD`>5k0eXQ<}NHG0{A~h+r z=g%d$d}t+X9(#+u1kG8xWMt)u%_)g-5H%*d7Q!v)r;eJcc8zV1Qy3y{8=4Vw$qtjs zXwA2q(5W^l@KOiJ*b*hzEn&`NleR%H{I}JbsD+D-dTNTzsIgM95~gH^wyB-1V@}z= z4C7XyQ{t?YdYzgz)Gz5$3WHh~djl0tzB`Al2In-Uc(7rIu5OhhvI^CW`SH%lUk1zS z26TVt<|AsWpNU3%1gs7#c_9~(6%;aEJ6c9+b1gEa)+=zP&=TfZ!==w6%?e=2Ie+tb z_qtBh;H8&L1aFBTso=nDe>f-NC~74Bp8!xBujDr?1cPEM$ZOFxfI3V^RMkyom^^P7 zXv&Xdu?#O2w&zV#WaDj%BJI2l$rJB}qaiF^cA8?#B_bP|29VUlcGUtvLX@Yi&H^BL zUh*1%2_Ay}h_Fg5?2%`49S|qMdp&Cc$Nb8-(}r%0Nc?QHh*{&+M?PCj9cd`_{Ke!A z&H}Ksy(>{?Q?#wS6#6ZXmF9IdJ~ExmnI?VF6dRliyX^JJeCuuOosuGnzMOwV1L*WY z>P!hBu?p#!^?X6zBLrkH01X0J(E!>Ipl(y$A)a80AMREGJpDYPv?+=Sft0(^lv3wD z-2m2^dD&E9Be>tZ;7y6dDa&OI)n^*QS$&qnvNYi3SCqpGsq-|rmN%N*ey4Nril8Xj zo%JC&#bI5;8)m03qsU=H#FdKIk^~?>Z#OV#j=7<lzjA;_d8FXIV*$Z6dM-gzM0y{7 z=8^#9ijAzH7foe4h!N*-Z>pwp?t}<->5N`gn)%KJO|c?vHlIK?^Nsz?42p2dalI-4 zf{8;3rJBNi;MvmLZYpqGc&|S(NxXEcthe8o)&czTvStOTRH_9)qR$@W>~n{)sn=gW zpi|cT3wTA$t_kMWvV>85Lu67#u_7I2Hh8E#^->J3;qK7Xn!yUBi8P!%t^ksTO3uYA zu4%sJ+C#b<Qpn-WH9Zc9Sy0(lLQ+I3Z92YhDb8fnisHH1>=eBQn7dHvczX+XqTSqW z5{ydys=juc<~S9oEbocVOg!9*a?c)o>;WJEaMX7jL#LbsjT}r17N@!Uw8=>{ubQhG z5w^bw{c}aE3y}u2CiWWHS#iT|6-nb2pui8KCEXPNj{df(hTP=XMJ2_?ah5CqOgobS z=rD1wa%8bP(1nFnRf4(TNXW=o4j1P7xou#Q?1&4{5Hic42xrLL<j9`KJpH62MKh0e z4XXhSpmP$@jdfFqD~jZ2HzP~CL!^UEe?;Vkt9;9s6f5#wxOPjCE~B`QYKjdBp^R?@ zn;yCmY79C^;1p#5U~JW^CKci1$ev<?>j-zO;rnKC4X>AIO^b6AkQ61r+#T@d8TXh& z=I*exQb+aKM#k}sV|bClo5@<b1tCCiBuun<sdJI;@kNn?O*lJLUC6D&8;|V`cRoQ5 z!Iofkr2%v_JJutJhG<35sx0Nw5?$6##16mNrYS<2?>=Y%?)fa^NB~WQ?04oS4+-wh z*jnwuL)>cz!)is5CPt~w=q}xT8sEKSQ;_006pKBu&_(pJ!OvYP(IvncJoHpcwVFaa zHjjPH?iHe`G+xhwBJX0nY$d=Wt-SFq0vm|Nrg)(3iN0-!w>%(Rj(7Sa(!rHE+N=W5 z(M5tn)J@Tl2e<Jco2t|pd?yq|lE<(S832r+s|pYucHNc?Ku4rq&0O>z#%uChlyftp zAI)GcB0P0YdV#VB7^1h|boZ2DB*nEET_}1DFn1{=o-d`mX_s=V`jTxT$(Il?X8BY} zAzx+M$-_%<b%r*M%p%c+9F^xBJX|tGd85*V3#%ya&`kzS2i7h<>2kV^(wKOs`1S0k zUW;J(M1<8`-#J(!R-qYE{asHz%>x4IF40zl1)DU*LgYA<!woA1VJCCeh}H2^@+~X1 zz^KPyg*XW;K1+%nuHH^`u5W52x|%en$2mCYlCvIXL{fu!<sFYCR?><qnn(EUMb<t_ zK!mH8nwq@h93c-R51B+qm=s-mbzbSPVY8A@QtVI$Vo^(q9WGEl-t~&ELbUIss3=BH zpjZq5BJm>=tO7(YzSSwkKzU#RS`DlMkbt$LD8Sq}F8%ZxVD2a+oVmUm5bWU-_~PSh z;4|c?smU)A6_TwVc7;}r+5Bk-8sXU-yt{i&VSRhh)s?<IEPeZ|Gx$WTf0}P_E?iB~ zm3Hd(0&QZI)<r$hj&h{bpc}Cw*Jz_na5}t@ixZ7@9R%!B<PgrS7q813QU!Na?hyot zwj&K7v7s~*P%GPdOO9br-gCGe0iR&P9Sk0bV_KF;12Vr?Mcq_EHjWamP3682;R+XO z(G)AYLh8@p>H7@VN(DeTUnGE$Jir(jDXj0hi{}j*UQLliZW6Ez9%%YTTn{Ax{&<{e zSMtE=+iR0N#1pa8eW2-)MPNKvjc>s(>d6Gq07YX4!KA!|Z5$SJk;cadIfd5%;cXz5 zrUwY_ue1vF<favd&=6HOMP#7uxE%+4^H{q^#IrDxeBAMfMB2q-rE}0a<CFA`uokzU zgoMYItJf1PBE3%PdZI<V{UCnw4Ug~uU=^#Ph*xxH0p=dB0n0~w=OJpqxyNstEP|1z zrY(vN`tfk;@~h@7F9rVX^(<G-F4DDD7^sZB->5O!I=$l{b6(A;jlDnV>T2&#=iYzR z8C<00GO)^z`VFBCLssP;4)8p~1tF-mVgIKw;2HosEQOJ19l=pfVbq#qXMf-W@HEC{ z^U<9>rFB}<$Y*KR7+$=um?554q;IV_j3i&OAw4Q66H+dJqXRF^SoiLqzD^U;0u$0d z{`mdZKYsk~SO50Sw_pAA;Xl6l{hz-2uV01V_79)Fdj9b3NBsN6$Dh9X@X3Gq-KS5# z{hz<S`*n@){y{<qOu1`#yW8znSG)giK<)l(0EPSSFXZFR?!Q~zm)(C~syN+$U#qiq z=51!Am+AGQ6{%hGSkervDZ3EDW-B_T9PG|r+R6`u-oT86-4K)p&Sx<vtqKp!d5COU z#;J6WhpfZw4X?g*!xOh`?r71~Whl<C?Ru*mF%)x9<);<uQU2a8=Xhs9rVF|w@_aOU zs0LQ~!!4T+6Q^=4tbRgxNUI)z&x2<j$N;y5z%Wsv(TU$0=RcXl49ojA(csVv+X=xs za<CxKQPKoG5=+CAa;KPJqI$qN)J)eM@Q9d+%lj=N%8|rFvV!P`kaHD)7HsIM(=e0e z=nz>nbs%zv5m*LfL9y|(YRoxliX>_zyk(lq!-9&gJqW*XK@5D|hau@cTsS{FBL>zQ z28eT4Rse|5>+Dlx0Wv~>Bm+RFZ+A}fkm#Ziio5bq+(N`ogUPKZ(xirrtO0b`mgtgh zitgWtcyZfZ8uiRsR3u`{J|h<O9U^3l-VGi*$wH-S01Ory-qsa>eqmV{fQsm5MKKro zQs=J&NS|OK(g<@jM2*OLrGD2d*y%yPqFKSJEyZg9{PjI@`6$4$df$178t`cC!o87z z54%o#7k(bq=^~2I;H&y9r(3=AoayE$|9UW0A$+U)Naan}JWL;1PFFvex65+6dU9kZ zNxvg^xtHbs5m_7?Cd-A+h%KB)iX;iB4Tr4;&;ky;l_&r*mWHI-_Rzi~I;_Hop^iMD z3eXX=rfWbN5o0wV<E^Mz0HhsAQ3GJi?^@OD7B*cphJ=<CZE5nOa^PX4=`0!p&sVgJ z4L~XgA!`77rma)=Jh1Ms82|(o<Go4&a)x+l02=IMo9aj4$gj~L6(QlMX^5bVu#$@w zfVRWLnOX#((4Nww!BxSZF}k62guK(Ei?Ft=B-4OW9KtqB047g@QsUYMU%zQX^K$y& zvRpFUe@}qgMCL|8M`dZb4U$HMxySUi$H2yz<mU2{q!*H|Zb^DZy;Xildb0csxPFws zx6AJ(J&VZm(dc{xn&l6-Y(7k!2LDw&Jx&OZ^$5fk;hM0<3l0ZEWD6Xz3RZGO@W7D| zQ_4XT#Dg>)c=1Zn<%LMHKcr4gF(9ZI3``_|PDGg3830;^Y}q6MsdO4ggA}wj9WT`i z(C9cWU38~%M2p5zvR8LXBq3lRR^HJn$NG?nB%F}+T5l0~V{28gQX&17#umI10I8%! z*{jO#5zXzN{b>TI5%`arU$=4$c3RN7DbA$K5fc=kl0dIMdu8MO?Cw50VtvB##08C* zI<&J@Au=5PR){fOw<U^5wZ|~BI~E<8&IwNOWPzl}%>wkwN^u21pp~@uZ36J(*mD-V z!<`Ce<2C^Y?+XzM#>NJ&f+C$<)Kn^(BD8HKONx0RuD2pd@l4*ZQ|uaWN@Uw^iFnnX zUC!oix%7ymX5kPMdDWcdbZ%!3#Vg857)AmGU7qO}F1mh)C3Y~%I|A;8v;5kvo%NJS zW-rGfVbnOf9rM|3lB8)(x|a@#=yY}KkTB}4@_9&z^3C&Tl)tyj?+*!!$n(+YJS1lM z!!4T+69;DAv6T~o!Hz89CVp?74ADog$88{bwu+|fV;4Ml4u4BDgCgh=i98I?q(!mh zlOhSC(Dn<&Xdr%0w{L$SBB)9Rvj$@8HM8yRYLVXu7b3~ZbbZRA50Rf|Tn=4PL>`LV zqq|T{&M!pV+3P-<69A0`+b~Fqh~E%h6BHMZbPh(`{S_jvgf$g^$I9*=bw!kbwK-f? zNw3tGpf-o;7&ofJ)0T}DkLqK(aZnyOnTqoCNZ+HfecCL49_27~qocwCAnx79&;oeG zk>+s|0EpHN7Kai*4K$Ci)`BSyPnX)G#>ja@tkoE`jEMOX1HMlkZi*74#R?-Vg+XEt z-O%&a^QSSi+h;mH1^bxOWFIt*8pmhM{``!H*j4K7t((7k(bdh(PS;!IbF&lWr?K`? z{@yNsVY4%cJRgnD&2E-I+_L#Faq2Q`Js>>TRS&@D2sd`DrAh}_U{&Rng-X*uQ9)JY z;4W0#S&qCbwE8C+JcBB`GzoehUJGpcCjkMs^o`;I#OedP@Cp_@FK+B@I}fcd#7r_u zV>4QTm^1obu81)&MC88pJK_XX=#)%AO_`^-1kfe1wCV&8NB-irecQ_ba_+k1*^T%@ zv2mK5kkuDy9Jl;B<@R2|r7FPQF>8wOPb+K_E&(06;*thL1hA}fwm?`xxW6o!>yTpb zw0|>SI;-@2FLIm!fb80{-K);hZDNx<i3m>w_MEvvgm-a}h-^*e>Tt)pAP$j~jjG^` z=EOuDMpc>CcGeVWYoZC_Oja(IQj+3n2)<FwUIW$vx9^OV&i9_mO9vcPFB}TIt?IKJ zQ<|?tq8zrqj;&mea_*&Pzg{TmSF<t0V1M+*vwaZ8P2k~}3$(=9M13NbSi(3y0O$5x zxH7^3I=qnDSp)E1z&7Fn5F=dd4M1{*R(8<LAt+;pJ=}#ke<C8*-3DKPjFdPCET8~T zXR&Fo0I;H|dd&k(s>1n;ZUzVwnMFBCvE${w%1<>;<Q~eEVrvUAV18S@!kxo$CK3st z%YEe#pt7k%xA+|V9rFQa-^kP>D3ZKF8${9o+Pw>hRg{2IX#rOKb#XPu*`k@Fn=!%M zEpz-};tYx-rIzLaAv540qyYgjN2BI}gxp9s(0(_=V3C>kZ?zENV#%hzHuIZ(wm_5s zbMt74Qxm<qd6dcyN=Nlo-W%ZrRSu^mJ||^)MFyv>{=sYaaRjNI?2vef?3_m*X%DC4 zwJS7^@{2@ISG;p&&^HPho<utzW9uME$OR4Hgb&bQ$fh8q@zrcKRXvH?0}d4&9>nSn zhd47v5bzSA=aQ_zLIa^Uq5){b<wye%4>m)Xzwih^Y{UIj@OU7?LCu9MdksK_C9X37 za9flgGI5d=PaQHyA(U2T>t+GK`zXi9xNwaqRT-vA&i;r{At5(}lamI3;yN-vn6n1f z(+DNt<T#a){%Pk?B34ggik#LAAo->Trzyf=4XHiu`ar`A5nEI2Brma!K~RiCbsct! zM8ZwP7&$+joT!EO3)p5|5o2G7^Ho%`vYBOX6faW9q-bp<JwZ9`UfW18H_};sNg=s8 zPIo5CTS6ywd8aD`C!(C?NAG*bgHS%%LEPr#XCDy~ys`7bPLBZyrBDn2<Y_!hD?p6L zwL}5vkPSEr1#fiPw!~Zfg}Ja0S;+8NBj$*xljXKou;<GuYF3axh=boN0Ad$Z13;Wt zynSjwkBL17By+Usu+`WNbFk{j9MDBj#1_(7U!(vXFMCM?aCfcyY*<@}LtIhGL)f;E z)>9}NG12LfO1))1R|j7{%}R;6THgv$p(4jAzhQ+wRrks09Ia7^ahf8FAffLRF+OYE zdR$`+M3O}^UXm_|(Vsg3JmIs~izt$$QaL@|O^fRyBl@s8R%{e6TgaqnY$4HMCKW?d zR}oI+lsOQVKdtJ6>-tDvvNg6IKgd9ll#WXlG#|7u{Rv*>*bkB}Cjl5w;Z?Qc9hK*L zZ73f0O^L0#NMeK0vP2}2777Q!VO)qvq7&GhU$BA{mAU9H(^r7mNWNvIuy&zo!~$np z_Q@~@3pQN1$!Ww!M_^=ge-jZ-q8L$y80e^uKKZ-O2ln+SQ6M%0akJ)2ti6EKeb<PP z!;_DS)%SPs##z|X_4Nof;jM~r<Ex3UCm<o<VijMEgTQ5^$~^%OCkV21D~exS9bm<x z_+@y<4T6qNzYPRkr|G<S_ZilO)9|ripk8nVccyEL7U0pHILm&2$MG6qu4HI}-Ni(T zHbLj)N`{XJ=R+ISd04a4<p)!U>>Xj!F6+zkqke6Pbw;wjDnIJCkXq@QA60(Tr#ltA z(p7y`KI^wqUDEuh@}vInj>lpW2pX_3(uioSF(hDOBz9)jgQ@`&gZ)Ue!Ic6`j0RJn zqz6_576z@V9u2M(U}BII4GV0Ip#Td5m)EX8hXx!NG#s6z8O@ajObm~gxunNR113g* zD|9#7P=JX+7b|vDR~QN~F^bDBHQjR!SQrVuE&2;;z{Eg)K?GY~fY0s#3xl=_<o;Oz zwdKrhB_T{tIG8Xh96M6kb|g9_N_p9!DhFNNdOkAht@7jfNS2?zLPz;~yZrw7$RhH5 zG<rNAt@4LkHXkMqi986Yc0zcp<0H~OJBT1_yn5<~5iWr{A}aYRSU|=R*o-6JsGx_) zHi$`oM-U-`B6PS4F{ajPt5?KBUj}%I2o2o?BGjmbE`X)lEhhHpgc-T$1JtOo;3-K{ zgwdeizUqY)s8Kt|&Jl>5->uUZXaey#|2XF*+eB%^h;R`u*)1ZWEX{<b`jFWZG7X0_ zL9xIDKgL^%4H;FcL@XS!3;F{a5x?M^g@m6M#BLyd&a-+TcFsf%<%dFqCeXQUlHnO8 zwi6KwleQyH!0Cl1C`!PRS@s<Qn(=NJ5p4<#s!j`l=FeGuwgIy@Xty>ph>baUYw)v1 z65NS)ltY8rId!H4aEyZ;@H7Fq4VHRsX=+$Ht2R?E21TT{a>d|*L{*QNy{f5PkRl`A zb&3Yb`PdAK4bIfK0x3Z59br5rfKO0%jut!w+NK)&o7+4DM0YJ!^MJ=ox*23mk*7fG zw-jlgb+B(&h;(m7QukX#B<JqlV5Pd=*?m@0M2IY?tL`XvL@k3{ArWZ}vWD_REF<t7 zW+~26q&Mtmi!3tMu?ZFqe?{jMMB1G&1L!^g(>_UfA|~1<5it4E$Fg4-Bt;1@7av0H zu&45iiw|`hXEHzP^FdeOGv~_i0H1(^Ee|`BhJl!Xr$OpuYc-9RiIfkTMvck#X=H&H zfzZ;64tXW$>XuYt)LZ3Ksu1N%AeiOv?ecr6!Xol~G&-e<S^jX#=EKB6f<A;RS`Z%W zhyXh!Vso4fA^3tH8+U<_02M2|?FF8vt*OB}X-9-J_e4Ytx6mabOsE?kKg)&~)+=@4 z12zVZt|1TueAjA?HmiX5UTTYCxR4u~t(Co|NNYS5s8XyxAafYaQG`TRh&>@5LKld` zw3yG~g52<1A3ZGBk3Me7xGP};@Mul#3d=;FZft6)CXFy%-SVnArU$aD6vwKgS$^>2 z6H<pmi!uREgV4#(YSSeIusui`H4c93X(1IG-P&q;QNS-vS2vfUuD8nPQWWKD70vSZ zcKHiS(IE1CG&+~!EPuFV^I_u9+(<|owIDp$T@S#fO)JRDia)2&nokvWJqrz?nroeC zB%sC4%SPbQ>Fqj4h1n2YS?wX{RYZQl3u0wwGNf<GJ7Oofh7kcrs7(a2z6=%vO3$nh zlz@WVmp<yI3S7iC4B1qLh~cY7gqf<_daV#!hjXH4rRPFhfY%gZ{)?=NSBiBa;&rtk zgqfs>r;&=BDGGoD@*KcMG(}SlCcs{NnXxJnCjdJy9x_h28~F|nID&d10^_yCk&~st zQS;hj;D}i*=Biqph&eYrU>k_Y?$P&gF7Ve_hz;R&Ytx9d$~x>2uG6+nMC9T~ct(_c zh>?TjYKkii)=eMIok}7~z}j^8O^iN&cUNl+sW+|2SA|cVS9RVEDiVtZ4kEqEpGP@l zKRg8}1l%$k$DX+WU^tNwdAgqfXm4sZ0M7@2I+$DPf|LbV7!BD4Wj8Fq#7Hm&!x<|v z6kuVL%t@j&h6GHEj6<{-Tq(fBC>$N#;7S1|2JH)Y_SYB+Ffrh9%R7n0P=JYnn5HEf z-$MZw1_Fw!X=MQp48$!a!7VBb4OkeokaN*oX~4wb3_U@AK@FG~*zx!pCNUIXV!$+u zud5P60Tu?F{j$N80!)nNyz5Dit_CcO<Pj0fz>t6g0|uzM*RAo-?f?@b;u!%U*e2j< zY%%9{HMb-mX(#o=WZ$ZA>}KtB;{=yT0QQndR;#XViDX8-Rep$MvV6scndR^8@_UiY zBJzARdWdAJ{Na|(hlw*qvIXI>Zh8PVk&M7oB$H^h^M1b#GY2G|Xvoimi73(Fpu)aw zJ6<Y%;^Aqj;Kr;FJ@T~`cZ&!=NW6Pr5uteE!00!K9k;m5zBkuF2B0PAg*2d4j#8|f zDzMf-p5L3MaPkH(zCq(??+{J)Q9(Yj(PHD^roQ97Mj>`K3G)}kbU4a3Xcb6Mq3@>< z@y$7_!llJSPu)iBcaDaq5D~-=ksfbYrSlx(keIUoAQ-p{PE*XCy?Sn0p*wcMHCrLl zP<up)ykiByaA~$_RyvM{eO*n8bUJZZMfm|44hMcDp~_q5=~zDG;|4c=j?vRZgZ_~- zr>Pmkfa3DqjA@$|NFhqV66p3VFl0Q8yy$#J)gf7Aq#Hh}^Ik%2G>+l6l^;wYL>W8` z1p;DilC%gD=mmIx1F(%9P%|`I$Sr8vP(MKVcI5_PC_RimH^9RQiin8lHL;%QZjmGa zo{V@4$M$q-1<Bx3<hbM#BjCaZEw#cZxS$m|N&qCfTDGPzB7}Z~VP1fz@qx~dJ%^9P zVECU8l17CQ0q?aiYL`UHZ>xC(dV3|2GS{#YDW6x7SHj>0nt8~i+-4ZO`hU%&{PE}K zcfYRv-5<aI>C?yWzWDa5$9KQ`{^!3FNt%PyP+`cge){sqZ+`gn^LLN${udh#Fl0#- F1^|WROKboD diff --git a/Kandi.tex b/Kandi.tex index 75363b1..c95be60 100644 --- a/Kandi.tex +++ b/Kandi.tex @@ -314,14 +314,14 @@ Oletetaan, että $G=(V, E)$ on suunnattu verkko ja $a, b \in V$. \\ \noindent Esimerkkiverkossa $H$ kaaren $(Z, T)$ lähtösolmu on solmu $Z$ ja maalisolmu solmu $T$. Lisäksi huomataan, että verkossa $H$ ei ole yhtään silmukkaa. Kuvan \ref{esverkko} verkosta havaitaan, että melkein kaikki solmut ovat toistensa vierussolmuja. Ainoa poikkeus on solmut $R$ ja $Y$, joiden välillä ei ole nuolta ja jotka eivät siten ole vierekkäisiä. -%\begin{maar}[Yksinkertainen suunnattu verkko] \label{yk_suun_verkko} -% -%Oletetaan, että $G = (V,E)$ on suunnattu verkko, jossa ei ole yhtään silmukkaa eli $(v, v) \notin E$ kaikilla $v \in V$. \\ -% -%\noindent Tällöin sanotaan, että $G$ on yksinkertainen suunnattu verkko. -%\end{maar} -% -%\noindent Esimerkkinä käytetystä verkosta $H$ nähdään heti, että se on yksinkertainen suunnattu verkko, koska siinä ei ole yhtään silmukkaa. Yksinkertaisesta suunnatusta verkosta käytetään englanniksi nimitystä \emph{directed acyclic graph} ja se saatetaan lyhentää DAG. +\begin{maar}[Yksinkertainen suunnattu verkko] \label{yk_suun_verkko} + +Oletetaan, että $G = (V,E)$ on suunnattu verkko, jossa ei ole yhtään silmukkaa eli $(v, v) \notin E$ kaikilla $v \in V$. \\ + +\noindent Tällöin sanotaan, että $G$ on yksinkertainen suunnattu verkko. +\end{maar} + +\noindent Esimerkkinä käytetystä verkosta $H$ nähdään heti, että se on yksinkertainen suunnattu verkko, koska siinä ei ole yhtään silmukkaa. Yksinkertaisesta suunnatusta verkosta käytetään englanniksi nimitystä \emph{directed acyclic graph} ja se saatetaan lyhentää DAG. \begin{maar}[Polku ja suunnattu polku] \label{polku} @@ -351,9 +351,11 @@ Oletetaan, että $G=(V, E)$ on suunnattu verkko ja $a, b \in V$. \\ \noindent Esimerkiksi kuvan \ref{esverkko} verkossa solmulla $Y$ ei ole jälkeläisiä ja solmun $Z$ jälkeläiset ovat kaikki muut verkon solmut poislukien se itse, eli solmun $Z$ jälkeläiset on joukko $V \setminus \{Z\}$. +Kausaalipäättelyssä kausaalisten vaikutusten identifiomiseksi tarvitaan usein selvittää niin sanotut \emph{haarukka-} ja \emph{käänteiset haarukkasolmut}. Määritellään ne seuraavaksi. + \begin{maar}[Haarukkasolmu] \label{haarukka} -Oletetaan, että meillä on suunnatussa verkossa nelisolmuinen polku $A \leftarrow B \rightarrow C \leftarrow D$. Tällöin solmua B sanotaan \emph{haarukkasolmuksi} ja solmua C \emph{käänteiseksi haarukkasolmuksi}. +Oletetaan, että suunnatussa verkossa on polku $A \leftarrow B \rightarrow C \leftarrow D$. Tällöin solmua B sanotaan \emph{haarukkasolmuksi} ja solmua C \emph{käänteiseksi haarukkasolmuksi}. \end{maar} @@ -386,7 +388,7 @@ Kausaalipäättelyssä mallit määritellään usein yksinkertaisina suunnattuin Kausaalipäättelyssä käytettävät merkinnät noudattelevat pitkälle tavallisia todennäköisyyslaskennan merkintöjä. Kun selvitetään muuttujan $X$ vaikutusta muuttujaan $Y$ ja tehdään interventio asettamalla muuttuja $X$ arvoon $x_0$, sitä merkitään $\pr(Y| \text{do} (X=x_0))$. -Käydään seuraavaksi läpi kausaalilaskennan kannalta keskeisimmät lauseet. Lauseiden todistukset sivuutetaan, mutta ne on löydettävissä Pearlin artikkelin lähteistä \cite{pearl10}. Määritelmät \ref{d_sep} ja \ref{takaovi} \textbf{LOREM IPSUM}. +Käydään seuraavaksi läpi kausaalilaskennan kannalta keskeisimmät lauseet. Lauseiden todistukset sivuutetaan, mutta ne on löydettävissä Pearlin artikkelin lähteistä \cite{pearl10}. Määritelmät \ref{d_sep} ja \ref{takaovi} \textbf{JNE}. \begin{maar}[d-separoituvuus \cite{pearl10}]\label{d_sep} @@ -480,7 +482,13 @@ Yllä oleva lauseke on yhtäpitävä myös jatkuville muuttujan $x$ arvoille, ku \subsection{algo} + +Pearlin mukaan: + +$$P(Y=0|do(R=r), X=x)=P(Y=0|R=r, X=x)=P(Y=0|R=r, X=x, T=1)P(T=1|R=r, X=x)$$ + Mallit vaikutukset laskettiin Pythonilla versio 3.6. Syötteett sklinear mallliin , joka fitattiin testi dataan ja sitten integroitiin eri leniencyn tasoilla muuttujan X parametriavaruuden eli reaaliakselin ylitse. + %\begin{algorithm} % enter the algorithm environment %\caption{Kausaalialgoritmi} % give the algorithm a caption %\label{causal_alg} % and a label for \ref{} commands later in the document diff --git a/analysis_and_scripts/Bachelors_thesis_analyses.ipynb b/analysis_and_scripts/Bachelors_thesis_analyses.ipynb index 6d4711d..7ba50d2 100644 --- a/analysis_and_scripts/Bachelors_thesis_analyses.ipynb +++ b/analysis_and_scripts/Bachelors_thesis_analyses.ipynb @@ -31,11 +31,11 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ - "# Imports and settings\n", + "# Imports\n", "\n", "import numpy as np\n", "import pandas as pd\n", @@ -49,15 +49,28 @@ "from sklearn.linear_model import LogisticRegression\n", "from sklearn.ensemble import RandomForestClassifier\n", "\n", + "# Settings\n", + "\n", "%matplotlib inline\n", "\n", "plt.rcParams.update({'font.size': 16})\n", - "plt.rcParams.update({'figure.figsize': (14, 7)})" + "plt.rcParams.update({'figure.figsize': (14, 7)})\n", + "\n", + "# Suppress deprecation warnings.\n", + "\n", + "import warnings\n", + "\n", + "def fxn():\n", + " warnings.warn(\"deprecated\", DeprecationWarning)\n", + "\n", + "with warnings.catch_warnings():\n", + " warnings.simplefilter(\"ignore\")\n", + " fxn()" ] }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -91,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -100,7 +113,7 @@ "(6172, 13)" ] }, - "execution_count": 77, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -127,7 +140,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 38, "metadata": { "scrolled": false }, @@ -157,7 +170,6 @@ " <th>1</th>\n", " <th>2</th>\n", " <th>3</th>\n", - " <th>4</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", @@ -167,7 +179,6 @@ " <td>3</td>\n", " <td>4</td>\n", " <td>5</td>\n", - " <td>6</td>\n", " </tr>\n", " <tr>\n", " <th>name</th>\n", @@ -175,7 +186,6 @@ " <td>kevon dixon</td>\n", " <td>ed philo</td>\n", " <td>marcu brown</td>\n", - " <td>bouthy pierrelouis</td>\n", " </tr>\n", " <tr>\n", " <th>first</th>\n", @@ -183,7 +193,6 @@ " <td>kevon</td>\n", " <td>ed</td>\n", " <td>marcu</td>\n", - " <td>bouthy</td>\n", " </tr>\n", " <tr>\n", " <th>last</th>\n", @@ -191,7 +200,6 @@ " <td>dixon</td>\n", " <td>philo</td>\n", " <td>brown</td>\n", - " <td>pierrelouis</td>\n", " </tr>\n", " <tr>\n", " <th>compas_screening_date</th>\n", @@ -199,7 +207,6 @@ " <td>2013-01-27</td>\n", " <td>2013-04-14</td>\n", " <td>2013-01-13</td>\n", - " <td>2013-03-26</td>\n", " </tr>\n", " <tr>\n", " <th>sex</th>\n", @@ -207,7 +214,6 @@ " <td>Male</td>\n", " <td>Male</td>\n", " <td>Male</td>\n", - " <td>Male</td>\n", " </tr>\n", " <tr>\n", " <th>dob</th>\n", @@ -215,7 +221,6 @@ " <td>1982-01-22</td>\n", " <td>1991-05-14</td>\n", " <td>1993-01-21</td>\n", - " <td>1973-01-22</td>\n", " </tr>\n", " <tr>\n", " <th>age</th>\n", @@ -223,7 +228,6 @@ " <td>34</td>\n", " <td>24</td>\n", " <td>23</td>\n", - " <td>43</td>\n", " </tr>\n", " <tr>\n", " <th>age_cat</th>\n", @@ -231,7 +235,6 @@ " <td>25 - 45</td>\n", " <td>Less than 25</td>\n", " <td>Less than 25</td>\n", - " <td>25 - 45</td>\n", " </tr>\n", " <tr>\n", " <th>race</th>\n", @@ -239,7 +242,6 @@ " <td>African-American</td>\n", " <td>African-American</td>\n", " <td>African-American</td>\n", - " <td>Other</td>\n", " </tr>\n", " <tr>\n", " <th>juv_fel_count</th>\n", @@ -247,7 +249,6 @@ " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", - " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>decile_score</th>\n", @@ -255,7 +256,6 @@ " <td>3</td>\n", " <td>4</td>\n", " <td>8</td>\n", - " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>juv_misd_count</th>\n", @@ -263,7 +263,6 @@ " <td>0</td>\n", " <td>0</td>\n", " <td>1</td>\n", - " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>juv_other_count</th>\n", @@ -271,7 +270,6 @@ " <td>0</td>\n", " <td>1</td>\n", " <td>0</td>\n", - " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>priors_count</th>\n", @@ -279,7 +277,6 @@ " <td>0</td>\n", " <td>4</td>\n", " <td>1</td>\n", - " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>days_b_screening_arrest</th>\n", @@ -287,7 +284,6 @@ " <td>-1</td>\n", " <td>-1</td>\n", " <td>NaN</td>\n", - " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>c_jail_in</th>\n", @@ -295,7 +291,6 @@ " <td>2013-01-26 03:45:27</td>\n", " <td>2013-04-13 04:58:34</td>\n", " <td>NaN</td>\n", - " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>c_jail_out</th>\n", @@ -303,7 +298,6 @@ " <td>2013-02-05 05:36:53</td>\n", " <td>2013-04-14 07:02:04</td>\n", " <td>NaN</td>\n", - " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>c_case_number</th>\n", @@ -311,7 +305,6 @@ " <td>13001275CF10A</td>\n", " <td>13005330CF10A</td>\n", " <td>13000570CF10A</td>\n", - " <td>12014130CF10A</td>\n", " </tr>\n", " <tr>\n", " <th>c_offense_date</th>\n", @@ -319,7 +312,6 @@ " <td>2013-01-26</td>\n", " <td>2013-04-13</td>\n", " <td>2013-01-12</td>\n", - " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>c_arrest_date</th>\n", @@ -327,7 +319,6 @@ " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", - " <td>2013-01-09</td>\n", " </tr>\n", " <tr>\n", " <th>c_days_from_compas</th>\n", @@ -335,7 +326,6 @@ " <td>1</td>\n", " <td>1</td>\n", " <td>1</td>\n", - " <td>76</td>\n", " </tr>\n", " <tr>\n", " <th>c_charge_degree</th>\n", @@ -343,7 +333,6 @@ " <td>F</td>\n", " <td>F</td>\n", " <td>F</td>\n", - " <td>F</td>\n", " </tr>\n", " <tr>\n", " <th>c_charge_desc</th>\n", @@ -351,7 +340,6 @@ " <td>Felony Battery w/Prior Convict</td>\n", " <td>Possession of Cocaine</td>\n", " <td>Possession of Cannabis</td>\n", - " <td>arrest case no charge</td>\n", " </tr>\n", " <tr>\n", " <th>is_recid</th>\n", @@ -359,7 +347,6 @@ " <td>1</td>\n", " <td>1</td>\n", " <td>0</td>\n", - " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>r_case_number</th>\n", @@ -367,7 +354,6 @@ " <td>13009779CF10A</td>\n", " <td>13011511MM10A</td>\n", " <td>NaN</td>\n", - " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>r_charge_degree</th>\n", @@ -375,7 +361,6 @@ " <td>(F3)</td>\n", " <td>(M1)</td>\n", " <td>NaN</td>\n", - " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>r_days_from_arrest</th>\n", @@ -383,7 +368,6 @@ " <td>NaN</td>\n", " <td>0</td>\n", " <td>NaN</td>\n", - " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>r_offense_date</th>\n", @@ -391,7 +375,6 @@ " <td>2013-07-05</td>\n", " <td>2013-06-16</td>\n", " <td>NaN</td>\n", - " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>r_charge_desc</th>\n", @@ -399,7 +382,6 @@ " <td>Felony Battery (Dom Strang)</td>\n", " <td>Driving Under The Influence</td>\n", " <td>NaN</td>\n", - " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>r_jail_in</th>\n", @@ -407,7 +389,6 @@ " <td>NaN</td>\n", " <td>2013-06-16</td>\n", " <td>NaN</td>\n", - " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>r_jail_out</th>\n", @@ -415,7 +396,6 @@ " <td>NaN</td>\n", " <td>2013-06-16</td>\n", " <td>NaN</td>\n", - " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>violent_recid</th>\n", @@ -423,7 +403,6 @@ " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", - " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>is_violent_recid</th>\n", @@ -431,7 +410,6 @@ " <td>1</td>\n", " <td>0</td>\n", " <td>0</td>\n", - " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>vr_case_number</th>\n", @@ -439,7 +417,6 @@ " <td>13009779CF10A</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", - " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>vr_charge_degree</th>\n", @@ -447,7 +424,6 @@ " <td>(F3)</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", - " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>vr_offense_date</th>\n", @@ -455,7 +431,6 @@ " <td>2013-07-05</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", - " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>vr_charge_desc</th>\n", @@ -463,7 +438,6 @@ " <td>Felony Battery (Dom Strang)</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", - " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>type_of_assessment</th>\n", @@ -471,7 +445,6 @@ " <td>Risk of Recidivism</td>\n", " <td>Risk of Recidivism</td>\n", " <td>Risk of Recidivism</td>\n", - " <td>Risk of Recidivism</td>\n", " </tr>\n", " <tr>\n", " <th>decile_score.1</th>\n", @@ -479,7 +452,6 @@ " <td>3</td>\n", " <td>4</td>\n", " <td>8</td>\n", - " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>score_text</th>\n", @@ -487,7 +459,6 @@ " <td>Low</td>\n", " <td>Low</td>\n", " <td>High</td>\n", - " <td>Low</td>\n", " </tr>\n", " <tr>\n", " <th>screening_date</th>\n", @@ -495,7 +466,6 @@ " <td>2013-01-27</td>\n", " <td>2013-04-14</td>\n", " <td>2013-01-13</td>\n", - " <td>2013-03-26</td>\n", " </tr>\n", " <tr>\n", " <th>v_type_of_assessment</th>\n", @@ -503,7 +473,6 @@ " <td>Risk of Violence</td>\n", " <td>Risk of Violence</td>\n", " <td>Risk of Violence</td>\n", - " <td>Risk of Violence</td>\n", " </tr>\n", " <tr>\n", " <th>v_decile_score</th>\n", @@ -511,7 +480,6 @@ " <td>1</td>\n", " <td>3</td>\n", " <td>6</td>\n", - " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>v_score_text</th>\n", @@ -519,7 +487,6 @@ " <td>Low</td>\n", " <td>Low</td>\n", " <td>Medium</td>\n", - " <td>Low</td>\n", " </tr>\n", " <tr>\n", " <th>v_screening_date</th>\n", @@ -527,7 +494,6 @@ " <td>2013-01-27</td>\n", " <td>2013-04-14</td>\n", " <td>2013-01-13</td>\n", - " <td>2013-03-26</td>\n", " </tr>\n", " <tr>\n", " <th>in_custody</th>\n", @@ -535,7 +501,6 @@ " <td>2013-01-26</td>\n", " <td>2013-06-16</td>\n", " <td>NaN</td>\n", - " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>out_custody</th>\n", @@ -543,7 +508,6 @@ " <td>2013-02-05</td>\n", " <td>2013-06-16</td>\n", " <td>NaN</td>\n", - " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>priors_count.1</th>\n", @@ -551,7 +515,6 @@ " <td>0</td>\n", " <td>4</td>\n", " <td>1</td>\n", - " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>start</th>\n", @@ -559,7 +522,6 @@ " <td>9</td>\n", " <td>0</td>\n", " <td>0</td>\n", - " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>end</th>\n", @@ -567,7 +529,6 @@ " <td>159</td>\n", " <td>63</td>\n", " <td>1174</td>\n", - " <td>1102</td>\n", " </tr>\n", " <tr>\n", " <th>event</th>\n", @@ -575,7 +536,6 @@ " <td>1</td>\n", " <td>0</td>\n", " <td>0</td>\n", - " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>two_year_recid</th>\n", @@ -583,7 +543,6 @@ " <td>1</td>\n", " <td>1</td>\n", " <td>0</td>\n", - " <td>0</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", @@ -700,115 +659,60 @@ "event 1 \n", "two_year_recid 1 \n", "\n", - " 2 3 \\\n", - "id 4 5 \n", - "name ed philo marcu brown \n", - "first ed marcu \n", - "last philo brown \n", - "compas_screening_date 2013-04-14 2013-01-13 \n", - "sex Male Male \n", - "dob 1991-05-14 1993-01-21 \n", - "age 24 23 \n", - "age_cat Less than 25 Less than 25 \n", - "race African-American African-American \n", - "juv_fel_count 0 0 \n", - "decile_score 4 8 \n", - "juv_misd_count 0 1 \n", - "juv_other_count 1 0 \n", - "priors_count 4 1 \n", - "days_b_screening_arrest -1 NaN \n", - "c_jail_in 2013-04-13 04:58:34 NaN \n", - "c_jail_out 2013-04-14 07:02:04 NaN \n", - "c_case_number 13005330CF10A 13000570CF10A \n", - "c_offense_date 2013-04-13 2013-01-12 \n", - "c_arrest_date NaN NaN \n", - "c_days_from_compas 1 1 \n", - "c_charge_degree F F \n", - "c_charge_desc Possession of Cocaine Possession of Cannabis \n", - "is_recid 1 0 \n", - "r_case_number 13011511MM10A NaN \n", - "r_charge_degree (M1) NaN \n", - "r_days_from_arrest 0 NaN \n", - "r_offense_date 2013-06-16 NaN \n", - "r_charge_desc Driving Under The Influence NaN \n", - "r_jail_in 2013-06-16 NaN \n", - "r_jail_out 2013-06-16 NaN \n", - "violent_recid NaN NaN \n", - "is_violent_recid 0 0 \n", - "vr_case_number NaN NaN \n", - "vr_charge_degree NaN NaN \n", - "vr_offense_date NaN NaN \n", - "vr_charge_desc NaN NaN \n", - "type_of_assessment Risk of Recidivism Risk of Recidivism \n", - "decile_score.1 4 8 \n", - "score_text Low High \n", - "screening_date 2013-04-14 2013-01-13 \n", - "v_type_of_assessment Risk of Violence Risk of Violence \n", - "v_decile_score 3 6 \n", - "v_score_text Low Medium \n", - "v_screening_date 2013-04-14 2013-01-13 \n", - "in_custody 2013-06-16 NaN \n", - "out_custody 2013-06-16 NaN \n", - "priors_count.1 4 1 \n", - "start 0 0 \n", - "end 63 1174 \n", - "event 0 0 \n", - "two_year_recid 1 0 \n", - "\n", - " 4 \n", - "id 6 \n", - "name bouthy pierrelouis \n", - "first bouthy \n", - "last pierrelouis \n", - "compas_screening_date 2013-03-26 \n", - "sex Male \n", - "dob 1973-01-22 \n", - "age 43 \n", - "age_cat 25 - 45 \n", - "race Other \n", - "juv_fel_count 0 \n", - "decile_score 1 \n", - "juv_misd_count 0 \n", - "juv_other_count 0 \n", - "priors_count 2 \n", - "days_b_screening_arrest NaN \n", - "c_jail_in NaN \n", - "c_jail_out NaN \n", - "c_case_number 12014130CF10A \n", - "c_offense_date NaN \n", - "c_arrest_date 2013-01-09 \n", - "c_days_from_compas 76 \n", - "c_charge_degree F \n", - "c_charge_desc arrest case no charge \n", - "is_recid 0 \n", - "r_case_number NaN \n", - "r_charge_degree NaN \n", - "r_days_from_arrest NaN \n", - "r_offense_date NaN \n", - "r_charge_desc NaN \n", - "r_jail_in NaN \n", - "r_jail_out NaN \n", - "violent_recid NaN \n", - "is_violent_recid 0 \n", - "vr_case_number NaN \n", - "vr_charge_degree NaN \n", - "vr_offense_date NaN \n", - "vr_charge_desc NaN \n", - "type_of_assessment Risk of Recidivism \n", - "decile_score.1 1 \n", - "score_text Low \n", - "screening_date 2013-03-26 \n", - "v_type_of_assessment Risk of Violence \n", - "v_decile_score 1 \n", - "v_score_text Low \n", - "v_screening_date 2013-03-26 \n", - "in_custody NaN \n", - "out_custody NaN \n", - "priors_count.1 2 \n", - "start 0 \n", - "end 1102 \n", - "event 0 \n", - "two_year_recid 0 " + " 2 3 \n", + "id 4 5 \n", + "name ed philo marcu brown \n", + "first ed marcu \n", + "last philo brown \n", + "compas_screening_date 2013-04-14 2013-01-13 \n", + "sex Male Male \n", + "dob 1991-05-14 1993-01-21 \n", + "age 24 23 \n", + "age_cat Less than 25 Less than 25 \n", + "race African-American African-American \n", + "juv_fel_count 0 0 \n", + "decile_score 4 8 \n", + "juv_misd_count 0 1 \n", + "juv_other_count 1 0 \n", + "priors_count 4 1 \n", + "days_b_screening_arrest -1 NaN \n", + "c_jail_in 2013-04-13 04:58:34 NaN \n", + "c_jail_out 2013-04-14 07:02:04 NaN \n", + "c_case_number 13005330CF10A 13000570CF10A \n", + "c_offense_date 2013-04-13 2013-01-12 \n", + "c_arrest_date NaN NaN \n", + "c_days_from_compas 1 1 \n", + "c_charge_degree F F \n", + "c_charge_desc Possession of Cocaine Possession of Cannabis \n", + "is_recid 1 0 \n", + "r_case_number 13011511MM10A NaN \n", + "r_charge_degree (M1) NaN \n", + "r_days_from_arrest 0 NaN \n", + "r_offense_date 2013-06-16 NaN \n", + "r_charge_desc Driving Under The Influence NaN \n", + "r_jail_in 2013-06-16 NaN \n", + "r_jail_out 2013-06-16 NaN \n", + "violent_recid NaN NaN \n", + "is_violent_recid 0 0 \n", + "vr_case_number NaN NaN \n", + "vr_charge_degree NaN NaN \n", + "vr_offense_date NaN NaN \n", + "vr_charge_desc NaN NaN \n", + "type_of_assessment Risk of Recidivism Risk of Recidivism \n", + "decile_score.1 4 8 \n", + "score_text Low High \n", + "screening_date 2013-04-14 2013-01-13 \n", + "v_type_of_assessment Risk of Violence Risk of Violence \n", + "v_decile_score 3 6 \n", + "v_score_text Low Medium \n", + "v_screening_date 2013-04-14 2013-01-13 \n", + "in_custody 2013-06-16 NaN \n", + "out_custody 2013-06-16 NaN \n", + "priors_count.1 4 1 \n", + "start 0 0 \n", + "end 63 1174 \n", + "event 0 0 \n", + "two_year_recid 1 0 " ] }, "metadata": {}, @@ -823,7 +727,7 @@ "compas['length_of_stay'] = (out - in_).astype('timedelta64[D]')\n", "\n", "# Structure of the data\n", - "display(compas_raw.head(5).T)\n", + "display(compas_raw.head(4).T)\n", "#print(np.sum(compas_raw.c_arrest_date.isnull()))" ] }, @@ -839,7 +743,7 @@ "* last (name)\n", "* compas_screening_date = date of COMPAS filling\n", "* sex\n", - "* dob\n", + "* dob = date of birth\n", "* age\n", "* age_cat\n", "* race\n", @@ -851,10 +755,10 @@ "* days_b_screening_arrest = date of a defendants Compas scored crime - date for person's arrest (c_offense_date - screening_date) \n", "* c_jail_in = jailing date of COMPAS scored crime\n", "* c_jail_out = jailing date of COMPAS scored crime\n", - "* c_case_number \n", - "* c_offense_date\n", - "* c_arrest_date\n", - "* c_days_from_compas\n", + "* c_case_number = case number of COMPAS scored crime\n", + "* c_offense_date = offense date of COMPAS scored crime\n", + "* c_arrest_date = arrest date of COMPAS scored crime\n", + "* c_days_from_compas = \n", "* c_charge_degree\n", "* c_charge_desc\n", "* is_recid\n", @@ -885,12 +789,14 @@ "* start\n", "* end\n", "* event\n", - "* two_year_recid" + "* two_year_recid\n", + "\n", + "Let's obtain the basic statistics for each of the variables." ] }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 39, "metadata": { "scrolled": false }, @@ -1088,7 +994,7 @@ " <th>c_jail_in</th>\n", " <td>6172</td>\n", " <td>6172</td>\n", - " <td>2013-04-12 02:27:28</td>\n", + " <td>2014-01-05 10:19:57</td>\n", " <td>1</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", @@ -1143,7 +1049,7 @@ "decile_score 6172 NaN NaN NaN 4.4185 \n", "is_recid 6172 NaN NaN NaN 0.484446 \n", "two_year_recid 6172 NaN NaN NaN 0.45512 \n", - "c_jail_in 6172 6172 2013-04-12 02:27:28 1 NaN \n", + "c_jail_in 6172 6172 2014-01-05 10:19:57 1 NaN \n", "c_jail_out 6172 6161 2013-09-14 05:58:00 3 NaN \n", "length_of_stay 6172 NaN NaN NaN 14.6228 \n", "\n", @@ -1164,7 +1070,7 @@ "length_of_stay 46.6935 -1 0 1 5 799 " ] }, - "execution_count": 79, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -1186,12 +1092,12 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 40, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 900x900 with 30 Axes>" ] @@ -1295,12 +1201,14 @@ } ], "source": [ + "# Distributions of the continuous variables \n", "sns.pairplot(compas[[\n", " 'age', 'priors_count', 'days_b_screening_arrest', 'decile_score',\n", " 'length_of_stay'\n", "]])\n", "plt.show()\n", "\n", + "# Correlations of the continuous variables\n", "display(compas[[\n", " 'age', 'priors_count', 'days_b_screening_arrest', 'decile_score',\n", " 'length_of_stay'\n", @@ -1319,7 +1227,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -1347,7 +1255,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -1367,7 +1275,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 43, "metadata": { "scrolled": false }, @@ -1399,7 +1307,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -1428,7 +1336,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -1443,7 +1351,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 1008x504 with 1 Axes>" ] @@ -1457,13 +1365,14 @@ "source": [ "print(compas.score_text.value_counts())\n", "\n", + "# Recidivists spent longer in incarceration in some point\n", "compas.boxplot(column=['length_of_stay'], by=['is_recid'])\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -1474,7 +1383,7 @@ "Name: c_charge_degree, dtype: int64" ] }, - "execution_count": 86, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -1485,7 +1394,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -1499,7 +1408,7 @@ "Name: priors_count, dtype: int64" ] }, - "execution_count": 87, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -1511,7 +1420,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 48, "metadata": { "scrolled": true }, @@ -1584,7 +1493,7 @@ "Male 2626 29 1621 427 9 285" ] }, - "execution_count": 88, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } @@ -1596,14 +1505,14 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 49, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2EAAAHICAYAAADHgOIwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XmcJHV9//HXG7lEMYCugtyKMUIQjBgvgqDRBYOgUfFCI/wEJV6JFyJqCIeKGk9EQYkXKki8AI0cyqEGlRUhsiIGs3IsbFxdDhHk/Pz+qBppentmp3dmqmd3Xs/Hox81/a1v13yqtgf63d+qb6WqkCRJkiR1Y41RFyBJkiRJc4khTJIkSZI6ZAiTJEmSpA4ZwiRJkiSpQ4YwSZIkSeqQIUySJEmSOmQIk6RZIMmuSSrJYX3tleTc0VSliSRZJ8m7kvwqyR3tv9WO07j9w9pt7trTNvB9spLbn5b3VpJ/SPLfSf7QbvOfprrNKdbz8raOl4+yDkmayJqjLkCSupZkK2BRX/MtwA3Az4HzgM9U1TXdVqZVzJuBQ4BzgC8BdwJLRlpRx5LsDHwG+CXwUeCPwA9HWdMotEH5HOBfq+qw0VYjaVVgCJM0l10OnNT+vC6wMfBE4Ajg7UkOqaoPdlTLj4FHAb/t6Pdp6vYAbgbmV9Udoy5mRPZol/9QVXMufEnSyjKESZrLfjHoW+skfwd8GvhAkpur6pMzXUhV3QL8YqZ/j6bVJsDv5nAAg+YYwBwbAZSkqfKaMEnqU1XfBP6+ffruJPfrXd9eC/TmJJckuSXJjUnOTvKUQdtLskmSDye5IskfkyxNcn7vNSvDXuuTZOMkH0nyv0luS/J/SU5MsvVk9zPJnyf5fJJf92zjh0neMqDvNklOSHJV23dJkjOS7NXX7/5Jjkzyy7bf0iRfSbL9gG2e2+7zfZO8p63jzr7jMun9TPK4JF9Pck3b97ok5yXZf4hjskuSbye5PsmtSX6W5E1J1uzpc1iSArYGtmz3YYXXVyVZO8nrkpyVZHGS29sav5jkEZOtcVhJnp/kp+17b3GSf0ty3wn6r/CYj71fgf3apkVjx6FvW7sl+VaS37W//+dJ3tp7PNt+f7qOK8n8JBe0f1u/SXJskvUG1Hm/dl+ubf+tLkry3An2a/8kpya5st2v3yb5RpKdBvSddD3t3+w57dN/6Xk/VE+fTZN8LM1/A25tf/dFSd43Xr2SVm+OhEnSAFX1/STnAU8BngacCpBkXeBM4G+AC4HjgfsBewPfSbJPVX11bDtJHkXzAe0hwHeB/wAeAPwV8Hqa62mG0n5gP5fm9Mn/BL4CbA7sA8xP8oSq+tUKtrEpzSmQawHfAH4NbARsB7wCeG9P312AbwLrtcuFwIOAxwP79x2b7wKPA37U1rVZW9fuSeZX1fcHlPNVmlMxzwBuBf5v2P1M8hjg+8Af2v25DngwsCPwIuDfJzoe7Tb2Ab5Ic33gycD1wDOB9wE7J3lOVVVbE8DYBBQfape/XsGv2Aj4AHA+cBpwI/BI7jk+j62q/msVp6QNoCfQ7Mu/0xzfv29/76D+kz3mvwb+FXg2sAPwYZprKnu39RrgIzSn2H6jrWFn4N3AX3PPFx299qY5xfEbwH8BzwAOojl2L+zZ9hrA6cCuwEXA54CH0vz7nTXO4fgYcDHN3+/vgC3b+ucn2XWc0yknU8+5wFbAP9BcT3pu33G4H/CDtr7Taf4bcH+af4PX0FxbKGmuqSofPnz4mFMPmg9MBXx9Bf3+te13eE/bu9u2t/b1nUfzwXQpcN+e9p+0/V80YPub9fy8a9vvsL4+BZzb13YBcBuwS1/7E4E7gNMncQxe1257rwHrHtjz87rA4na7uwzou2nPz//SbvMEID3tTwHuBv4HWKOn/dy2/4XAnw3Y9qT3kybcFPDoifZnguPxAJoQcTPwqJ72NWnCYQEv63vNr4FfD/G+Wwd46ID2p9BM6vGpvvbD2t+764reJ+P8vj8DbqIJe1v3tK9PE6Sn/N6i+RKhgK362rdr+/+w998WCHBM+5rn9bS/vG27HXhC3/vvsvb90/te27/t//W+99TT2vYCXt5X09YDjtGjgN8DZ/e1D1vPuP8uwF7tutetzHvThw8fq+fD0xElaXzXtcsHwZ++fX8VsLCq3tPbsaqWAu9v+z6t7f94mhGvM6rqS/0br5WYfTHJXwFPAD5ZVef3be8Cmm/s90jyZ5Pc5K0D6vpdz9O9ab7BP6H/97V9F/c8/Qea2fHeVlXV0+c8mtGybYAnD6jhsKq6sbdhCvu5ov0Zz7NpQsvxVXVZz2vvBA7u2b+VVlW3VdW1A9rPo5mV82+nsv0B9qYJXMdVzwhbVf0eOKq/8zS/t15JE2Bf0/tv274v3kYTSl444HVfrJ4Rqar6I83kOaH5Wxqzb7t8W1Xd3dP/O4wzElYDRhnbf+tzgL9JsvYU6pmMlX1vSloNeTqiJI0vfc8fCWwAXJnB126NXdfzFzSnHT2ufX7mNNb0+Ha52Tg1bEJzve8jgAUTbOc0mlG9ryf5Ms0H1+9X1VV9/Sa1D0keQHON1E+r6v8GdDmXJhTsCHyvb92gOofdz1NoTu/8UZIv0ZwW+b2q+s1EdfcYu7/Xuf0rquriJDf29FlpSR4LvIUmjD6Y5nTQMbdPdft9dmiX/ccbmlM3+03Xe2tsWwXslWTPAetvpfk76ffTAW1jQX+DnrYdgGVV9fMB/b8PPL2/Mck2NAFwN5ovFvpD1wO554uXYeuZyHk0E5d8LMnTgW/T/K39cpKvl7QaMoRJ0vjGZn5b2i43apc7cM8H3EHGJvIYGzFYbvRjCsZq2Lt9rKiGgapqUZIn0Zxy+QKa069IciHwxqoa++A+2X14QLscFMDgntnzHjBg3aCgNNR+VtUFSZ4GHAocAPwjUEnOAV5fVZdOsI3euiaq/+Er2MaE0txT6zs0p7KdAVxBcw1b0Rz/Laey/QHG/u0GHd9B+zkt762ebQV4x5DbuXFA253t8j49bX9Gc3rrIMvtW3ut249pRgbPBr5Gc+rp3dxzXds6U6hnXFV1Y/u3dgSwJ/D8tqZf0IzkfW0y25G0ejGESdL4xmY7HPvW/6Z2+YWq2ndA/35jExU8dBprGqvhgKr61FQ2VFWXAM9Osg7NRAnPopko4FtJtq2qq5n8PozV9ZBx1j+kr19vHdXfxkrsZ1WdC5zbToTwJOC5NJOMnJHkkVV18wQvn0z9y9U+pENoRl+e1J7e9ydJXjDFbQ8yFiAePGDdoP2ctvdWu627gPtV1W1T3NYgNzJ4v2Dwvv0TzcjVi/tPDW5PG57oS5Upa0+F3LedFfIxNJN9vB44pZ3sZEUji5JWM14TJkkDJPkbYBeamd2+2zZfRnMR/+OSTOZb8Avb5TOmsbQft8snTNcG22uVvldVbwHeRTNz21Pb1ZPah6q6CVgEPCrJvAFdxgLtxZMsa6X3s6r+UFVnVdWraCaOeCjw2BW8bKyuXfpXJHk0zQf4ydY+nofT3FesP4A9hCmOso3jknb5NwPW7TygbTrfWz+mGSl63Io6rqRLgI2SbDtg3aB9Gzu+p/U2ppmqf9hruwa5q11O+N+Fqrqzqi6sqsNpQth9gL+bht8vaRVjCJOkPkmeSTM1NzSnC/0B/jRJwyeAPweOHBTEkjx+7B5CVfVjmumz5yd50YC+mw5bW1X9iOYD7n5JnjVgm2u1p71NKM09tR40YNXYKMLYJAKn0pyK+P/aYNq/nd4Rss/RzB53eF+fnWlO+foVzVTdKzTsfibZOcn6AzY1Nlqy3KQIfb5BM3pzYHvt0Nh27wMc3T793GRqn8BVNMHhUT3bX5tmtsC1xn3VyjuV5kuDA3Pve3zdn+a0zXuZrvdW61iaYPKxJJv0r0zykN7jsBJObJdHtRPmjG33aQy4Hozm2EPPxDBJQvOlw3gjasNY1i6X+5tO8pdJNh/wmv6/NUlziKcjSprL/qJnAoJ1aO6N9CSakHUb8Iaq+mTfa94J7AS8FXhOku/RfADbrG3/c5pryW5p++9LM9nDF5P8P5qRpfVpJnm4H82pScN6Mc2Mbqe2v/9imutUtqQZ9VjG4EkPer0EOKi9Zmrs2qTH0HyAvZxmYhGq6o9tgPwWcE6SsfuEbUQz+cKVNAELmrCyJ/CqdvTofJoPpS+gmTVx/96Z7KZ5P98EPC3Jd4H/pQkAT6YZ1Tmfe0b0Bmqv23kVzYf7nyQ5ieZUzGcCf9kej6mGsGNoju8Pkpzc7svf0gSwS5jmU+Kq6oYk/0Rzy4CxfRq7T9hCYNAo0nS8t6iqnyV5Lc0+/zLJt2im9N+QZmKPnWmuF7ts3I1M7DPAS2neexcmOYtmxPMFNPey6x9d+gTNjaW/2h77G9v92Zrm73PXlaxjzOU0k3q8MMkfaCfvaGdR/Vvg35Kc3/a7nmZq/D1prjf9/BR/t6RVkCFM0lz2SJp7W0Hz4fR6mqnCPwd8dtAU8m0oeQbNFNwvpfnQtxbNB7D/ppn6+7c9/S9rp/5+G80Hw11oPtz/HPjgyhRdVb9qb078JpoJFA6guSfTYprTrb44ic18CbgvzYfhJ9KcFnUVzcjAB6pqLERSVee3s/odSvOBcg+am91eDHyyp9+tSXajufZpH+CNNCMx3wT+tb0Gbab28+M0I1mPp7lFwF00H/oPBj42znVn/b/vS0mua+t/Ac2o3q9oAvcHJrONFWz/1Pbar0Nopru/iWamvINpbg497arq35PcTPP+25/m3+0k4O3c80VBb//peG+NbevjSS4G3kDzvn8OTYj7Nc0kFZPe1oBt392O1h1OczPu1wO/oAmR69MXwqrqoiS7t7/3+TQzUZ7bvna5UcGVqOfOJM+j+SJiP+6ZdOQ9NJOwbE1zDPbhnnvvfRx4b1X1z8goaQ7IFP+fIkmSJEkagteESZIkSVKHDGGSJEmS1CFDmCRJkiR1yBAmSZIkSR1ydsRJetCDHlRbbbXVqMuQJEmSNEv95Cc/+W1VzVtRP0PYJG211VYsWLBg1GVIkiRJmqWSXDmZfp6OKEmSJEkdMoRJkiRJUocMYZIkSZLUIUOYJEmSJHXIECZJkiRJHTKESZIkSVKHDGGSJEmS1CFDmCRJkiR1yBAmSZIkSR0yhEmSJElShwxhkiRJktQhQ5gkSZIkdcgQJkmSJEkdMoRJkiRJUocMYZIkSZLUIUOYJEmSJHVozVEXoOFtstkWLFl89ajLmHEbb7o5111z1ajLkCRJkqaVIWwVtGTx1Wx58OmjLmPGXXn0nqMuQZIkSZp2no4oSZIkSR0yhEmSJElShwxhkiRJktQhQ5gkSZIkdcgQJkmSJEkdMoRJkiRJUocMYZIkSZLUIUOYJEmSJHXIECZJkiRJHTKESZIkSVKHDGGSJEmS1CFDmCRJkiR1yBAmSZIkSR0yhEmSJElShwxhkiRJktQhQ5gkSZIkdcgQJkmSJEkdMoRJkiRJUoc6D2FJNkvy0SQXJLklSSXZqq/PTkmOT/KLts9VSb6QZOsB21sjySFJfp3kj0kuSfLccX73Ae02b0tyeZJXzcxeSpIkSdJgoxgJ2wbYB7ge+N44fV4IbAd8BNgDeCvwV8CCJJv39T0COAw4pu37Q+CUJM/s7ZTkAOA44CvA7sApwLFJDpr6LkmSJEnS5Kw5gt95flU9BCDJK4BnDOhzdFUt7W1I8gNgEXAA8M627cHAm4D3VNX7267nJNkGeA/wrbbfmsBRwOer6tCefg8Fjkjyqaq6Yzp3UpIkSZIG6XwkrKrunkSfpQPargSWApv2NM8H1gZO7Ot+IrB9z+mLTwTmDej3eeCBwM6TKl6SJEmSpmiVmZgjyaOABwOX9TRvB9wGXNHXfWG73LanH8ClK+gnSZIkSTNqlQhh7emEn6AZCTuhZ9VGwA1VVX0vWdazvnd5/Qr69f/eA5MsSLJg6dLlBuckSZIkaWirRAijmXTjScC+VdUbpAL0B7Cx9kHPB/UdV1UdX1U7VdVO8+bNG+alkiRJkjTQrA9hSd4NHAjsX1Vn9q1eBmyYpD90bdizvnfZP+K1Ud96SZIkSZpRszqEJTmUZnr611fV5wd0WQisAzy8r33sGq+f9/SDe64NG6+fJEmSJM2oWRvCkrwOOBI4tKo+Ok63bwO3Ay/pa98XuLSqFrXPLwB+O06/ZcAPpqVoSZIkSVqBUdwnjCTPa398bLvcI8lSYGlVnZfkhcCHaELWd5M8oeflN1XVzwGq6jdJPggckuT3wEXAC4CnAnuPvaCq7kjyDpqbMy8Gzm777A+8tqpun7GdlSRJkqQeIwlhwCl9z49tl+cBuwK700ymsXv76DXWZ8yhwM3A64GNgcuBfarqtN4XVdUnkhTwRuDNwFXAa6rqWCRJkiSpIyMJYVXVP5FG//qXAy+f5Lbuojlt8chJ9D0OOG4y25UkSZKkmTBrrwmTJEmSpNWRIUySJEmSOmQIkyRJkqQOGcIkSZIkqUOGMEmSJEnqkCFMkiRJkjpkCJMkSZKkDhnCJEmSJKlDhjBJkiRJ6pAhTJIkSZI6ZAiTJEmSpA4ZwiRJkiSpQ4YwSZIkSeqQIUySJEmSOmQIkyRJkqQOGcIkSZIkqUOGMEmSJEnqkCFMkiRJkjpkCJMkSZKkDhnCJEmSJKlDhjBJkiRJ6pAhTJIkSZI6ZAiTJEmSpA4ZwiRJkiSpQ4YwSZIkSeqQIUySJEmSOmQIkyRJkqQOGcIkSZIkqUOGMEmSJEnqkCFMkiRJkjpkCJMkSZKkDhnCJEmSJKlDhjBJkiRJ6pAhTJIkSZI6ZAiTJEmSpA4ZwiRJkiSpQ4YwSZIkSeqQIUySJEmSOmQIkyRJkqQOGcIkSZIkqUOGMEmSJEnqkCFMkiRJkjpkCJMkSZKkDnUewpJsluSjSS5IckuSSrLVgH7rJnlfkuuS3Nr232VAvzWSHJLk10n+mOSSJM8d53cfkOQXSW5LcnmSV03/HkqSJEnS+EYxErYNsA9wPfC9CfqdABwAvBPYE7gOOCPJjn39jgAOA44B9gB+CJyS5Jm9nZIcABwHfAXYHTgFODbJQVPcH0mSJEmatDVH8DvPr6qHACR5BfCM/g5JdgBeDOxfVZ9u284DFgKHA3u1bQ8G3gS8p6re3778nCTbAO8BvtX2WxM4Cvh8VR3a0++hwBFJPlVVd8zI3kqSJElSj85Hwqrq7kl02wu4Azi553V3AicB85Os0zbPB9YGTux7/YnA9km2bp8/EZg3oN/ngQcCOw+zD5IkSZK0smbrxBzbAYuq6pa+9oU0oWubnn63AVcM6AewbU8/gEtX0E+SJEmSZtRsDWEb0Vwz1m9Zz/qx5Q1VVZPox4Bt9ve7lyQHJlmQZMHSpUsnVbgkSZIkTWS2hrAA/cFqrH1l+zFO33FV1fFVtVNV7TRv3rxhXipJkiRJA83WELaMwaNTG/asH1tumKQ/dA3qx4BtbtS3XpIkSZJm1GwNYQuBrZOs19e+LXA791wDthBYB3j4gH4AP+/pB/dcGzZeP0mSJEmaUbM1hJ0KrAU8f6yhnWb+BcCZVXVb2/xtmlD2kr7X7wtcWlWL2ucXAL8dp98y4AfTWr0kSZIkjWMU9wkjyfPaHx/bLvdIshRYWlXnVdXFSU4GPpRkLWARcBCwNT1Bqqp+k+SDwCFJfg9cRBPUngrs3dPvjiTvoLk582Lg7LbP/sBrq+r2mdxfSZIkSRozkhAGnNL3/Nh2eR6wa/vzfjQ3WD4S2AC4BNi9qi7qe+2hwM3A64GNgcuBfarqtN5OVfWJJAW8EXgzcBXwmqo6FkmSJEnqyEhCWFX1T6QxqM+twBvax0T97qIJakdOYpvHAcdNskxJkiRJmnaz9ZowSZIkSVotGcIkSZIkqUOGMEmSJEnqkCFMkiRJkjpkCJMkSZKkDhnCJEmSJKlDhjBJkiRJ6pAhTJIkSZI6ZAiTJEmSpA4ZwiRJkiSpQ4YwSZIkSeqQIUySJEmSOmQIkyRJkqQOGcIkSZIkqUOGMEmSJEnqkCFMkiRJkjpkCJMkSZKkDhnCJEmSJKlDhjBJkiRJ6pAhTJIkSZI6ZAiTJEmSpA4ZwiRJkiSpQ4YwSZIkSeqQIUySJEmSOmQIkyRJkqQOGcIkSZIkqUOGMEmSJEnqkCFMkiRJkjpkCJMkSZKkDhnCJEmSJKlDhjBJkiRJ6pAhTJIkSZI6ZAiTJEmSpA4ZwiRJkiSpQ4YwSZIkSeqQIUySJEmSOmQIkyRJkqQOGcIkSZIkqUOGMEmSJEnqkCFMkiRJkjpkCJMkSZKkDhnCJEmSJKlDa466AGkmbLLZFixZfPWoy5hxG2+6Odddc9Woy5AkSdIQZm0IS/Jk4F+AHYF1gSuAY6rq33v6rAscAewLbABcDBxcVef3bWsN4GDglcDGwOXA4VX1lQ52RSOwZPHVbHnw6aMuY8ZdefSeoy5BkiRJQ5qVpyMmeTRwNrAWcADwXOBC4IQkB/V0PaFd/05gT+A64IwkO/Zt8gjgMOAYYA/gh8ApSZ45g7shSZIkScsZaiQsyf2r6uaZKqbHC4H7AM/q+X1nJdkBeBnw8fbnFwP7V9Wn2/rOAxYChwN7tW0PBt4EvKeq3t9u65wk2wDvAb7Vwf5IkiRJEjD8SNiSJMclecyMVHOPtYE7gFv72m/gnpr3avucPLayqu4ETgLmJ1mnbZ7fbu/Evm2dCGyfZOvpLV2SJEmSxjdsCPsQzWl/C5JcmGT/JOvNQF2faZcfSfLQJBskOQB4GvDBdt12wKKquqXvtQtpQtc2Pf1uo7mmrL8fwLbTWbgkSZIkTWSoEFZVbwe2AJ4PLAM+CVyb5KNJ/nK6iqqqS4Fdgb2BxcD1wMeAV1XVSW23jdr2fst61o8tb6iqWkG/5SQ5MMmCJAuWLl069H5IkiRJUr+hJ+aoqruq6qtVNR94BPBxmlB2SZLvJ9k3yVpTKSrJI4Cv0IxWPQv4W+ATwCeSvGSsG9AfrMba+59Ppt9yqur4qtqpqnaaN2/eZMuXJEmSpHFNdXbE3wHX0owqhWb6988CVyR54hS2+y6a6732rKrTq+o7VfU64MvAh9sp55cxeBRrw3a5rGe5YZL+0NXfT5IkSZJm3EqFsCSPT/LvNKcKvgv4AfBXVbUNsD1wFXD8FOraHrikqu7oa/8x8EDgwTSjZFsPuCZtW+B27rkGbCGwDvDwAf0Afj6FOiVJkiRpKEOFsCQHJbkY+C/gicChwGZVdUBVXQxQVT8H3gE8agp1LQF2TLJ2X/vjgT/SjF6dSnMfsef31Lcm8ALgzKq6rW3+Nk0oe8m9N8W+wKVVtWgKdUqSJEnSUIa6TxjwYeA04I1V9Z0J+v0P8O6Vrqq5qfIpwGlJjqWZqn4v4EXAB6vqduDiJCcDH2qvQVsEHARsTU/gqqrfJPkgcEiS3wMX0QS1p9JM/CFJkiRJnRk2hG1VVdeuqFNVLaYZDVspVfUfSZ4JHAx8ClgX+BXwauC4nq77AUcBRwIbAJcAu1fVRX2bPBS4GXg9zXVrlwP7VNVpK1ujJEmSJK2MYUPYekl2rqrv969I8mRgSVX9ajoKq6r/BP5zBX1uBd7QPibqdxdNUDtyOmqTJEmSpJU17MQcHwb+fpx1z+GeGylLkiRJkgYYNoQ9Djh3nHXn0kycIUmSJEkax7Ah7AE0sxMOcjvwZ1MrR5IkSZJWb8OGsP8Fdhtn3W7AlVMrR5IkSZJWb8OGsBOBNyR5ZTstPEnWSvJK4J+Bz013gZIkSZK0Ohl2dsSjgb8GPg4ck2Qp8KB2O18H3jO95UmSJEnS6mWoENZO9f7sJM8Ang48EPgtcGZVnT0D9UmSJEnSamXYkTAAqupM4MxprkWSJEmSVnsrFcIAkmwErNvfXlXXTqkiSZIkSVqNDRXCkqwPfAB4IbDeON3uM9WiJEmSJGl1NexI2DHAPsBngJ8Bt013QZIkSZK0Ohs2hO0BvKWqPjoTxUiSJEnS6m7Y+4StAVw2E4VIkiRJ0lwwbAj7MvB3M1GIJEmSJM0Fw56OeDrwkST3A74FLOvvUFXnT0dhkiRJkrQ6WpkQBvAw4BVA9axL+9zZESVJkiRpHMOGsKfPSBWSJEmSNEcMFcKq6jszVYgkSZIkzQXDjoQBkGRD4PHAA4FvVdX1SdaqqjumtTpJkiRJWs0MOzsiSd4NXEszMcfngK3bVd9M8vZprE2SJEmSVjtDhbAkBwP/DLwbeDLNZBxjTsPp6yVJkiRpQsOejnggcERVHZWkfxbE/wG2mZ6yJEmSJGn1NOzpiJsB/zXOutuB+0+tHEmSJElavQ0bwq4Fthtn3fbAr6dUjSRJkiSt5oYNYf8BvDPJ43vaKsnDgTcBJ09bZZIkSZK0Gho2hB0GXEFzSuJlbdtJwKXAIpoJOyRJkiRJ4xj2Zs1/SLIL8FJgPnAN8DvgvcDnvE+YJEmSJE1s6Js1V9WdwKfbhyRJkiRpCEPfrFmSJEmStPKGGglL8j9ATdClquqRUytJkiRJklZfw56O+COWD2EPBJ4A3AScPx1FSZpZm2y2BUsWXz3qMmbcxptuznXXXDXqMiRJku5l2Ik59h3UnmQj4NvAN6ejKEkza8niq9ny4NNHXcaMu/LoPUddgiRJ0nKm5ZqwqlpGM0Piv0zH9iRJkiRpdTWdE3PcAmwxjduTJEmSpNXO0FPU90uyBrAt8E7uuYGzJEmSJGmAYWdHvIPlJ+ZYAwhwM/B301SXJI2Uk5dIkqSZMuxI2NEsH8L+CFwJfLOqrp+WqiRpxJy8RJIkzZRhZ0d8+0wVIkmSJElzwXROzCFJkiRJWoFhrwk7fojuVVWvHLIeSZIkSVqtDXtN2B7A+sADgLuB64ENaUbUbgJ+39O3/9oxSZIkSZrzhj0dcR+asLUvcN+qmgfcF3hp2/78qtq8fXjPMEmSJEnqM+xI2AeB91bVF8caquoO4AtJNgI+DDx+GuuTJEmSpNXKsCNhOwCXj7PucmD7qZUjSZIkSau3YUPY/wHPG2fd84HfTK2c5SV5ZpLzk9yc5KYkC5I8tWf9hkk+leS3Sf6Q5Owky4XBJOsmeV+S65LcmuSCJLtMd72SJEmSNJFhT0f8MPBvSTYGTqEJZQ8w6DlaAAAceUlEQVShuVbs74A3TmdxSV4JHNM+jqAJjTsC67XrA5wKbA28lmaikEOAc5LsWFXX9GzuhLbGNwP/C7waOCPJE6vq4umsW5IkSZLGM+zNmj+Y5BbgHcCzelZdCxxUVcNMYT+hJFsBHwLeXFUf6ll1Rs/PewE7A0+tqnPa110ALALeAryubdsBeDGwf1V9um07D1gIHN5uR5IkSZJm3NA3a66q44AtgIfTBKCHA1tMZwBr7U8zDf4nJuizF3DtWABr67sROA3Yu6/fHcDJPf3uBE4C5idZZxrrliRJkqRxDR3CAKrq7qpaVFX/1S7vnu7CaALeL4AXJvlVkjuTXJHk1T19tgMuHfDahcAWSe7f029RVd0yoN/awDbTXLskSZIkDTR0CEvy6CRfTrIkye1J/qptPzLJM6axtocCjwDeB7wHeAZwFnBMkte3fTaiuQ6s37J2ueEk+200qIAkB7YTgSxYunTp8HsgSZIkSX2GCmFJngT8iGaq+q8C9+nb1qumrzTWANYHXllVn6yq71bVQcC3gUPaSTkC1KBSBzyfTL97qarjq2qnqtpp3rx5w++BJEmSJPUZdiTsaOA7wKNoJr3oDTELgMdOU10Av2uXZ/W1n0kzI+MmNCNZg0axxkbAxka/VtRv2YB1kiRJkjTthg1hjwU+1l4D1j+y9FuacDRdFo7TPhb87m77bDegz7bAVVV1c8+2tk6y3oB+twNXTLFWSZIkSZqUYUPYbcB9x1m3MXDj1Mq5l6+1y/l97fOBa6pqCc09wjZN8pSxlUkeQDN9/qk9rzkVWIvmhtJj/dYEXgCcWVW3TWPdkiRJkjSuYW/W/H3gdUm+3tM2NiK2P3DO8i9Zad9qt3dckgfR3GD5eTQTdOzX9jkVuAA4McmbuedmzQHe+6cCqy5OcjLwoSRr0dxH7CCamzy/ZBprlqQ5YZPNtmDJ4qtHXcaM23jTzbnumqtGXYYkaTUzbAh7J00Q+ylwCk0A2zfJe4EnAH89XYVVVSV5NvBu4F9prt/6BfCSqvpi2+fuJHsC7weOBdalCWW7VVX/p4P9gKOAI4ENgEuA3avqoumqWZLmiiWLr2bLg08fdRkz7sqj9xx1CZKk1dBQIayqfppkV5rQcxjNiNM/Af9FE3wum87iquom4NXtY7w+y2hG4fZfwbZuBd7QPiRJkiRpJIYdCaOqLgSe0k5y8SDg+qr6/bRXJkmSJEmroUlPzJFk7SS/SfIsgKq6paquMoBJkiRJ0uRNOoRV1e00px/+cebKkSRJkqTV27BT1J8KPHcmCpEkSZKkuWDYa8JOBY5JchLwdeA6+m7aXFXnT1NtkiRJkrTaGTaEjd1AeZ/20RvA0j6/zzTUJUmSJEmrpWFD2NNnpApJkiRJmiNWGMKSPBX4cVXdXFXf6aAmSZIkSVptTWZijrOAbceeJFkjyflJHjFzZUmSJEnS6mkyISwDnu8MrD/95UiSJEnS6m3YKeolSZIkSVNgCJMkSZKkDk12dsRNkzys/fk+PW039Hesqv+dlsokSVqFbbLZFixZfPWoy5hxG2+6Odddc9Woy5CkVcpkQ9h/DGj7+jh9vU+YJGnOW7L4arY8+PRRlzHjrjx6z1GXIEmrnMmEsP1mvApJkiRJmiNWGMKq6rNdFCJJkiRJc4ETc0iSJElShwxhkiRJktQhQ5gkSZIkdcgQJkmSJEkdMoRJkiRJUocme58wSZKkaePNrCXNZYYwSZLUOW9mLWku83RESZIkSeqQIUySJEmSOmQIkyRJkqQOGcIkSZIkqUOGMEmSJEnqkCFMkiRJkjpkCJMkSZKkDhnCJEmSJKlDhjBJkiRJ6pAhTJIkSZI6ZAiTJEmSpA4ZwiRJkiSpQ4YwSZIkSeqQIUySJEmSOmQIkyRJkqQOGcIkSZIkqUOGMEmSJEnqkCFMkiRJkjpkCJMkSZKkDq056gIkSZK0vE0224Ili68edRkzbuNNN+e6a64a+nUeH63KVpkQluTbwHzgqKp6e0/7hsD7gGcD9wUuAP65qn7W9/p1gSOAfYENgIuBg6vq/G72QJIkafKWLL6aLQ8+fdRlzLgrj95zpV7n8dGqbJU4HTHJi4AdBrQHOBXYHXgt8FxgLeCcJJv1dT8BOAB4J7AncB1wRpIdZ7B0SZIkSbqXWR/CkmwAfBB4w4DVewE7Ay+tqi9V1bfbtjWAt/RsYwfgxTQjZJ+squ8A+wBXAYfP8C5IkiRJ0p/M+hAGvBdYWFVfGrBuL+DaqjpnrKGqbgROA/bu63cHcHJPvzuBk4D5SdaZicIlSZIkqd+sDmFJdgZeBvzjOF22Ay4d0L4Q2CLJ/Xv6LaqqWwb0WxvYZhrKlSRJkqQVmrUhLMlawHHA+6vq8nG6bQRcP6B9WbvccJL9NhqnhgOTLEiyYOnSpZMrXJIkSZImMGtDGHAwzWyHR03QJ0CN074y/e6lqo6vqp2qaqd58+ZN1FWSJEmSJmVWTlGfZAvgUOAVwDp912yt007W8XuakaxBo1hjI2Bjo1/LgC0m6LdswDpJkiRJmnazdSTsYcC6wIk0QWrsAfCm9uftaa7p2m7A67cFrqqqm9vnC4Gtk6w3oN/twBXTWr0kSZIkjWO2hrCLgd0GPKAJZrvRBKdTgU2TPGXshUkeADyrXTfmVJr7hz2/p9+awAuAM6vqthnbE0mSJEnqMStPR6yqG4Bz+9ubezNzZVWd2z4/FbgAODHJm2lGyA6hudbrvT3buzjJycCH2gk/FgEHAVsDL5nJfZEkSZKkXrN1JGxSqupuYE/gLOBY4GvAXcBuVXV1X/f9gE8DRwLfBDYHdq+qi7qrWJIkSdJcNytHwsZTVcvNZlhVy4D928dEr70VeEP7kCRJkqSRWKVHwiRJkiRpVWMIkyRJkqQOGcIkSZIkqUOGMEmSJEnqkCFMkiRJkjpkCJMkSZKkDhnCJEmSJKlDhjBJkiRJ6pAhTJIkSZI6ZAiTJEmSpA4ZwiRJkiSpQ4YwSZIkSeqQIUySJEmSOmQIkyRJkqQOGcIkSZIkqUOGMEmSJEnqkCFMkiRJkjpkCJMkSZKkDhnCJEmSJKlDa466AEmSJEnTb5PNtmDJ4qtHXcaM23jTzbnumqtGXcZQDGGSJEnSamjJ4qvZ8uDTR13GjLvy6D1HXcLQPB1RkiRJkjpkCJMkSZKkDhnCJEmSJKlDhjBJkiRJ6pAhTJIkSZI6ZAiTJEmSpA4ZwiRJkiSpQ4YwSZIkSeqQIUySJEmSOmQIkyRJkqQOGcIkSZIkqUOGMEmSJEnqkCFMkiRJkjpkCJMkSZKkDhnCJEmSJKlDhjBJkiRJ6pAhTJIkSZI6ZAiTJEmSpA4ZwiRJkiSpQ4YwSZIkSeqQIUySJEmSOmQIkyRJkqQOzdoQluR5Sb6S5Moktya5PMm7k6zf12/DJJ9K8tskf0hydpLtB2xv3STvS3Jdu70LkuzS3R5JkiRJ0iwOYcCbgLuAtwG7Ax8HDgLOSrIGQJIAp7brXws8F1gLOCfJZn3bOwE4AHgnsCdwHXBGkh1nflckSZIkqbHmqAuYwLOqamnP8/OSLAM+C+wKfBfYC9gZeGpVnQOQ5AJgEfAW4HVt2w7Ai4H9q+rTbdt5wELg8HY7kiRJkjTjZu1IWF8AG3Nhu9y0Xe4FXDsWwNrX3QicBuzd87q9gDuAk3v63QmcBMxPss40li5JkiRJ45q1IWwcT2mXl7XL7YBLB/RbCGyR5P49/RZV1S0D+q0NbDPdhUqSJEnSIKtMCEuyKc2pg2dX1YK2eSPg+gHdl7XLDSfZb6NxfueBSRYkWbB06aCBOUmSJEkazioRwtoRrW8AdwL79a4CatBLBjyfTL97qarjq2qnqtpp3rx5Q1QsSZIkSYPN+hCWZF2aGRAfBsyvqmt6Vi9j8CjW2AjY9ZPst2zAOkmSJEmadrM6hCVZC/gK8NfAM6vqZ31dFtJc79VvW+Cqqrq5p9/WSdYb0O924Irpq1qSJEmSxjdrQ1h7L7AvAE8D9q6qHw7odiqwaZKn9LzuAcCz2nW9/dYCnt/Tb03gBcCZVXXb9O+BJEmSJC1vNt8n7GM0oeko4A9JntCz7pr2tMRTgQuAE5O8meb0w0NorvV671jnqro4ycnAh9rRtUU0N37eGnhJFzsjSZIkSTCLR8KAPdrloTRBq/fxCoCquhvYEzgLOBb4GnAXsFtVXd23vf2ATwNHAt8ENgd2r6qLZnY3JEmSJOkes3YkrKq2mmS/ZcD+7WOifrcCb2gfkiRJkjQSs3kkTJIkSZJWO4YwSZIkSeqQIUySJEmSOmQIkyRJkqQOGcIkSZIkqUOGMEmSJEnqkCFMkiRJkjpkCJMkSZKkDhnCJEmSJKlDhjBJkiRJ6pAhTJIkSZI6ZAiTJEmSpA4ZwiRJkiSpQ4YwSZIkSeqQIUySJEmSOmQIkyRJkqQOGcIkSZIkqUOGMEmSJEnqkCFMkiRJkjpkCJMkSZKkDhnCJEmSJKlDhjBJkiRJ6pAhTJIkSZI6ZAiTJEmSpA4ZwiRJkiSpQ4YwSZIkSeqQIUySJEmSOmQIkyRJkqQOGcIkSZIkqUOGMEmSJEnqkCFMkiRJkjpkCJMkSZKkDhnCJEmSJKlDhjBJkiRJ6pAhTJIkSZI6ZAiTJEmSpA4ZwiRJkiSpQ4YwSZIkSeqQIUySJEmSOmQIkyRJkqQOGcIkSZIkqUOGMEmSJEnqkCFMkiRJkjpkCJMkSZKkDs2pEJZk8yT/keTGJDcl+WqSLUZdlyRJkqS5Y86EsCTrAd8F/gL4B+ClwCOAc5Lcb5S1SZIkSZo71hx1AR06AHgY8MiqugIgyX8D/wO8EvjACGuTJEmSNEfMmZEwYC/gh2MBDKCqFgE/APYeWVWSJEmS5pS5FMK2Ay4d0L4Q2LbjWiRJkiTNUamqUdfQiSS3Ax+oqrf2tR8JvLWqljs1M8mBwIHt00cCl894obPXg4DfjrqIWc5jNDGPz4p5jCbm8Vkxj9HEPD4r5jGamMdnxeb6MdqyquatqNNcuiYMYFDizLidq44Hjp+5clYdSRZU1U6jrmM28xhNzOOzYh6jiXl8VsxjNDGPz4p5jCbm8Vkxj9HkzKXTEa8HNhrQvmG7TpIkSZJm3FwKYQtprgvrty3w845rkSRJkjRHzaUQdirwhCQPG2tIshXw5HadJuZpmSvmMZqYx2fFPEYT8/ismMdoYh6fFfMYTczjs2Ieo0mYSxNz3A+4BLgVeDvN9WFHAOsDj66qm0dYniRJkqQ5Ys6MhFXVH4CnAr8EPg98AVgEPNUAJkmSJKkrc2YkTJIkSZJmgzkzEqbhJdksyUeTXJDkliTVXkcnIMnzknwlyZVJbk1yeZJ3J1l/1LXNBknmJ/lukiVJbktyTZIvJ/Hm6ONI8u327+zIUdcyGyTZtT0e/Y8bRl3bbJPkmUnOT3JzkpuSLEjy1FHXNWpJzh3nPVRJvj3q+maLJE9OcmaS37Tvn4uS7D/qumaLJLsl+X77//plST6f5CGjrmsUJvvZMMm6Sd6X5Lr2uF2QZJfuK569DGGayDbAPjRT+H9vxLXMRm8C7gLeBuwOfBw4CDgriX9bzS0hfgK8BngGcAjNDKU/TLLlKAubjZK8CNhh1HXMUq8Dntjz+NvRljO7JHkl8A2av7fnAM8HTgHWG2Vds8Q/cu/3zhOBN7TrnJQLSPJo4GxgLeAA4LnAhcAJSQ4aZW2zQZK/Ac4EbqA5Nq8HdgG+k2SdUdY2IpP9bHgCzfvpncCewHXAGUl2nPEKVxGejqhxJVmjqu5uf34F8Elg66r69UgLmyWSzKuqpX1tLwM+Czytqr47mspmrySPBH4BvKmq/m3U9cwWSTagOS7/DHwROKqq3j7aqkYvya7AOcDTq+rsEZczK7XfQF8GHFJVHxptNauGJCcA+wKbVNWyUdczakneRfOl4ka918gn+SFQVfXEkRU3CyQ5G9gK+IuqurNtexzwY+DVVXXsCMvr3GQ+GybZAbgY2L+qPt22rUlzu6jLq2qvzgufhfy2XuMa+yPTYP0BrHVhu9y0y1pWIb9rl3eMtIrZ573Awqr60qgL0Spnf+Bu4BOjLmRVkOS+NCOFpxnA/mRtmv8m39rXfgN+TgR4AnDWWAADqKoLaf5/9pyRVTUik/xsuBfNe+rkntfdCZwEzJ+jI4jL8Y9Lml5PaZeXjbSKWSTJfZKsneQRwHHAEpr/EAtIsjPwMprTpjTYF5LcleR3Sb6YZItRFzSL7EwzivrCJL9KcmeSK5K8etSFzVJ/T3Nrms+OupBZ5DPt8iNJHppkgyQHAE8DPji6smaNu4DbB7TfBvxlx7WsKrYDFlXVLX3tC2lC/zbdlzT7rDnqAqTVRZJNgcOBs6tqwajrmUV+BDy2/fkKmttC/GaE9cwaSdaiCabvr6rLR13PLHQj8G/AecBNwGNorsG8IMljfB8B8ND28T6aY/MrmpGeY5KsWVUfHmVxs9DLgN8A/znqQmaLqrq0PfX3a9zzZdAdwKuqyi/M4HKa0bA/aa9r3gTP6hjPRjTXjPVb1rN+zjOESdMgyf1pLoy/E9hvxOXMNi8FHgA8jOa6g7OS7Oy1hQAcDNwXOGrUhcxGVfVT4Kc9TeclOZ/mWozXAXP+ujmaM1rWB15eVV9t277bXit2SJKPlBd/A5DkoTSTuny499Syua49S+ErNKMUr6I5LXFv4BNJ/lhVXxhlfbPAh4ET21lrP0ITII6nOQ3YyzYGCzDovzvpupDZzNMRpSlKsi7NLFsPA+ZX1TUjLmlWqarLqupH7fVOTwPuD7x1xGWNXHtK3aHAO4B12lOANmhXjz2/z+gqnJ2q6iLgl8DjRl3LLDF2neVZfe1nAg+h+bZejX1pPvd4KuK9vYtmRGfPqjq9qr5TVa8Dvgx8eK7P9tuG0COBNwL/B/wcWAx8i2bGPy1vGYNHuzbsWT/nzek/LGmq2tPJvgL8NfDMqvrZiEua1arqBppTEj0fvAnt6wIn0py2MfaAZsTwemD70ZQ26433LetctHCc9rFvnP2m/h4vAy6pqktGXcgssz3Ncek/te7HwAOBB3df0uxSVe8AHgQ8mmZWzRcBjwC+P9LCZq+FwNZJ+m+TsS3N9XVXdF/S7GMIk1ZS++3gF2hGd/auqh+OuKRZr7255V/QXLcy110M7DbgAU0w2w3/R7WcJDsBf05zraGa63gA5ve1zweuqaolHdczK7Xvm+1wFOz/t3f3MXJVZRzHvz9bW1KNWFwbjC8VCTW8xFaCbyhiTMQtUGiUFkGDaFJDjf5hjbYNIS1aUoqpqEgDif7DW1MKAStCW6tpKxSj0BbqH6aB7gK19IVCiSx2l9rHP54zMi6zu1PZvTPJ/j7J5G7vPXfOMzfbmXn2nvOcRvYC0ySN67f/E8BhfNcCgIjoiYgdEbFPUif5WeaqpI2tIdedm1XbUUrUXwqsj4jeVgXWTjwnzAYl6ZLyY62wwnRJB4ADEbGpRWG1i5vJN5jrgB5J9RN3d4/2YYmS7gO2Ak+SRRWmkOtgHSGLLYxq5a7gxv77JQE8ExFvODbaSLoT6CJ/jw6RhTkWkkOBbmphaO3kQXIttVsldQC7gEvIBdI9P/V1V5DvPXe1OpA29Etyce/fSlpBzgm7CLgMuDEiGlUGHDUkfRSYTr4PQVYk/QFwQ0RsaVlgLTTUd8OI2C5pFfCzMmKoC5gLnAR8tfqI25MXa7ZBSRroF2RTRHyuyljajaRuYPIAh6+NiMXVRdN+JM0HZgMnkyVpnyOTjqUuyjGw8n/OizUDkhaSXwQnAxPIv9g/BCyKCM/FKCS9A1hKJl8TyZL110eEEw7+O2x8D/DniJjR6njakaTpZKGg08lh0k+TxSdujYh/tzK2VpN0OlnF9gxgPLkEzU21RYhHo2a+G5Y1+a4DLgfeCTwBzPcfGF/nJMzMzMzMzKxCnhNmZmZmZmZWISdhZmZmZmZmFXISZmZmZmZmViEnYWZmZmZmZhVyEmZmZmZmZlYhJ2FmZmZmZmYVchJmZmYtIelKSVH36JHULek+SbMljdhnlKTF/de6KTEsHqk+zczMapyEmZlZq80CPgWcD1wD9AIrgfVlwc+R8KvSp5mZWeXGtjoAMzMb9bZHxFN1/75d0mpgNXAD8N3h7jAidgO7h/t524Wk8RHR2+o4zMysMd8JMzOzthMR9wK/AeZImlDbL2mCpGWSuiT1le3V/YcuSnq3pBWSnpPUW7a3Sxpfjr9hOGIjkqZKWiPpJUn/kvSIpHOaOG9KGVa5X9JhSc9KWi1pbF2bQWMsbTolPVr6flnS/ZI+3K+vjZIeljRD0jZJvcC3y7GxkhZK+nvpY4+k5ZKOG+o1mJnZyPGdMDMza1cPAjOBs4DNJYFZB5wG/BjYAXySHMJ4AvB9AEkTgS1l3xLgSWAScDEwjhzuOCRJZwJ/ArYBc4BXgauADZLOjojHBzn9AeAQMBd4AXgvOdzyLc3GKKkT+B3wR+BS4O3Aj4CHJU2LiH/U9TcF+EW5LruAF8v+O4AZwLLS36mlzQeBLzdzHczMbPg5CTMzs3b1bNm+p2wvAz4DnBsRm8u+P0gCWCRpWUTsB74HfAg4KyK21T3fymPs/yclhs9HRB+ApHXA38jEb2ajkyR1AKcAF0fEmrpDd9X93EyMS8iEanpEHCnP/Siwk0w459W17QDOi4jtdXGcQyZvX4+I28ruDZJeBO4oidx2zMysch6OaGZm7UplWxs22Ak8A2wpw+zGlrtj64G3knfFAM4D/tovuTm2jrMgyLnkvLSjdX0J2AB8dpDTD5LJ0/WS5kg6pUGbQWOU9DbgTGBVLQEDiIgu4JESW73uBglVJ9AH3NvgejHEazAzsxHkJMzMzNrV+8v2+bKdBEwGXuv3+Es5/q667ZstunECMIa849W/v+8AEwcqoR8RAXwBeAxYCuyUtEvS3LpmQ8U4kUz4nm9wbG+Jr16jdpPIoY2v9It/f10MZmbWAh6OaGZm7eoC4DBQm3t1EOgCZg/Qvrtsa3Ow3oxDwFHgZuC2Rg0i4uhAJ0fELuAK5VjJqWTitkJSd0Q81ESML5F3AE9scOxE8lr8T5cN2h0kr99AhUT2DNK/mZmNIN8JMzOztiPpS8BFwC0R8WrZvZa8O/ZKRDzW4PFCabce+Likqf9v/xHRQxblmApsbdRfk88TZZhgbf7WGc3EWPp/HJglaUxtv6TJwNnApia6XwscBxw/wPVyEmZm1iK+E2ZmZq02rRSzGAd8ALiQXMD598DCunZ3At8gi3EsB54o55xMJmwzS8J2I3A5WYRiCVlFsYOsPHhVRPyzybjmAZuBdZJ+TQ756yDnao2JiAWNTpL0EeDnwCrgKXJY45XAEbLSIU3GeA1ZHfEBSSvI6ojXAi8Dy4cKPiI2SloJ3CPpp+SwzaNkZcTzgfkRsbPJa2FmZsPISZiZmbXa6rI9TM5X2gp8BbinzK8CICJek/RFYAHwLeAkoAd4mkxW+kq7Q5I+TVYXXEDOfdpHJkB9zQYVEVslfQxYRJZ/Px44UOK7ZZBT95JVFecB7yuvawdwYa2sfTMxRsRaSReU/u8u+zcCPzyGu1hfIxe7/iZwNVmev5ss9b+vyecwM7NhprrPNzMzMzMzMxthnhNmZmZmZmZWISdhZmZmZmZmFXISZmZmZmZmViEnYWZmZmZmZhVyEmZmZmZmZlYhJ2FmZmZmZmYVchJmZmZmZmZWISdhZmZmZmZmFfoPH7uP81IOUOgAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "<Figure size 1008x504 with 1 Axes>" ] @@ -1615,7 +1524,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+gAAAHmCAYAAADgNqS9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XmYJWV5N/7vrSCIygtEXh0ZG1CIica4xphIVEgiGEeMQdxXLpeYRBONiiTG17gG3KNxQf2hCSpEo2bERHFBzYL7kteJG4rMsMyrOIiyiCDP74+qjsfmzEyf6dNzqqc/n+uq6/SpeqrqPtUDT3/PU0u11gIAAADM1vVmXQAAAAAgoAMAAMAgCOgAAAAwAAI6AAAADICADgAAAAMgoAMAAMAACOgwI9V5RlV9rap+XFWtqn5/Eevdu2/7vJ1QJlvh9wAA41XVx6vKs5xhBwjosAyq6gN9ePvKNpo9IslLk1yW5BVJ/jrJ13ZGfUNQVb/WH6NWVQ+adT0AsFRV9ZtV9fdV9e2qurKqLq+qr1bV66rqzrOuDxi+as2XWzBNVbUmyaZ0X4BVkru11j47pt3bkzw8yZrW2uYJtr9XkrkkF7fWLp5O1TtfVb0uyZOTtCT/2lq734xLmsiu8nsAYOmq6vpJXpOuX7sqyUeT/He6Pu6Xkvx2khsm+f3W2vpZ1bmzVNVckr1aa6tm4AGmZbdZFwC7oMckuX6Slyf58yTHJblOQE+yJkkmCed9+yuywkfaq2rPJA9L98fLeUmOrKpbtNYunG1li7cr/B4AmJq/SRfOP5Pk2NbaxtGFVbVfkv+TZN8Z1LbTLfz8wOI5xR2m77FJLk3ynCTfSPLQPpAmSarqsf11WYf37+dP8/5O//5/rm2uqntW1ceq6odVde7C5Qt3XFV3rqrTq+qiqrqqqs6vqvdV1W+NtLlFVT2/qj5TVd/r251TVS+rqpuM2ebH+/3tXlV/XVXn9etsqKqH7eAxemCSfZKc2k/XT/LocQ2r6q39/m9VVcdX1bf60wa/VFVH9W32rqq/6z/3lf0xu81WtnenqnpXVf2//nN8q6peUlU3XtBuNfweAFiiqvrFJE9P8r0k9xsXTltrW1prf5rktH6dI6rqlKr6Rn8a/I+q6j+r6iFjtr+t/mZn90UH9P3tOX1/e3FVfaGqXrqg3XWuQdfvweIYQYcpqqp7JLlNkre01n5cVacmeX6SP0jyjr7Zl9Jdb/7YJAf2PyfJDxZs7h5J/iLJmUlen+Q6ndeCfT8kyT8kuTbJ+5Kcm+TmSX4ryTFJ/q1ves8kT0t3+t1/pjv97tfTjfbfs6ru0Vq7eswuTkty5yQfSPf/jocleUdV/aC19q/bqm2M4/r9vj3JxUl+lORx6UYgtuaVSe6S5P39/h+RZH1/zF/XzzstyUFJfj/JGVX1S621n85voKoe2Lf5SbpjtLn/TM9OcnhV3bO19pMF+92Vfw8ALN1j0g16vXF7lzy11q7qf3xWklsl+XSSC5Lsl+ToJKdV1ZrW2quWUtBy9EVVdaMk/5HkFknOSPLuJDdO93fPnyR55nbK0u/BYrTWTCbTlKYkb07X4dyrf39wus7xw2Pafrz7T/A68+/db6Mlefg2lj9vZN7Nk1ye5JIkv7ygfSW5xcj7/53kRmO2+5x+u48cV2e6zvTGI/Pv1c//0ITHaC7JT5OcNTLvrf227jGm/fyyryb5hZH5x/TzL0nyziTXH1n2mn7ZH4zMu2mSHyb59ujx6Jc9s2//jNXyezCZTCbTdKYkZ/X/Hz5ignUOHjPvRkm+nO4svL1G5l+nv9nWsuXqi9J9gdCSPHVM+19Y8P7jWfA3jn7PZFrc5BR3mJL+m+UHJ9mY5JNJ0lo7N13HckR1N0yZxOdaa+/YfrMk3bf3eyU5sbX21dEFrXPhyPvvttYuH7ON1/Wvv7OVffxFa+2yke18Isl3ktx1kTXOe2y6kYZTR+bN//y4baz34tba90fevzfdSPg+SZ7VRkbKk5zev95hZN6j041+P6td91r3l6c7NfGhY/a7q/4eAJiOm/evFyx2hf7vg4XzLk/ytiR7J7nbEupZ7r7oyoUzFvTPY+n3YHGc4g7T86B0AfC1rbXR667+Id1p0o9Nd7r7Yn1ugra/1r+euZjGVXVskicluWO6G9aMflm3ZiurfXHMvAvSjYjPb/fe6b7NH/Xx1trH++WV7g+HH6c7NW7ex/ptPbiq/nQrHfiXR9+01q6tqu+lG2XYtKDt/I33bjEy79f718Oq6lfGbP/qdHfaXWjF/R4AGLaq2jvdae4PSHeq+14LmmytD1iM5eqLPpGuf/27qvrdJB9M8u+ttW8stjD9HmyfgA7TMz/6e+qC+f+Y5G+TPLaqXrAgvG/LdyfY9//qX7d7F/SqemaSk/rt/2u6Tu7H/eL/k2SPceu11i4dM/ua/Hzneu9+Gwt9vH+9V7o/RN41ur0+bL8j3anmD0o3grDQD7ey/63NT5LdR+bt17/+6Zj227ISfw8A7Dyb033Be0CSr2+vcVXdIF3YvWOSz6e7lGtLusu/7pgutI/tAxZpWfqi1tqlVfWbSV6QZF2SY/ttfC3dKPd7p7WvUfo9VhsBHaagqm6d7uYnSbKhGyi+joPTBdizFrnZxQb55Gc3mLtFfjZ6fB1VtVu6a70uTHKHNnIzm6q6WcaH60VrrT0vyfO20eS4/vXYhXd3XdBmXEBfqvkgf2hr7ZwJ1ltxvwcAdqr/TNe/H57ujLDteUC6IH5ya+1Jowuq6vh++ahr+9frj9nW3mPmLVtf1J+a/8h+3TsluW+6L77fVVV3b62NPetMvweLJ6DDdDw23Y1Xzkp3E7KFbpquw31cFh/QJ/HZdCPP90nyhW20u2m6zvzD7bp3mr3HMtT1P/pHqByT7uY3795Ks/sk+a2qunVr7VtTLuEz6e6mf/ckkwT0SQz+9wDA1L0t3dNAnlhVr9rW9dhVtUeSW/dv3z+mybg+YD5wHzBm2Z3GzFv2vqi1dk2/n89W1bfTXc53v2z9sjD9HiySU0Ngiarqeumuq/5pkke01h6/cEp387jvJzmmv+5s2v4+yRVJjq+qX15QX1XV/HVd3013c5c7V9UNR9qsSfLiZahr1EPTXWP39nHHqD9Or0r3Rce2bha3o05JclmSE6vq0IULq2qfqhr3h84kVsLvAYAp6q/BfkW6u5S/v6rWLmzT9zEvT/KQdDeTTRYE06r6gyT3H7OLr6e7K/v9q2qfkfa3SvLUMe2XpS+qql+pqluO2d/N+tfr3DxuhH4PFklAh6X7nSS3TPLB1tpF4xq07tnab08XUB8y7QJaa5vTnRp+4yRfrKp3VtWLq+rN6Tr24/t21yZ5Q7rT7b9YVS+vqlOS/FeSDdOua4H50H3KNtqcmu66ssf0X3xMTWvtu+menb5fussQ3ldVL62q11XVB5NclO7GNUvZx0r4PQAwfSckeX2S30hyTlW9v6pO6qf3JtmU7hngl6QbOd+YLkCv79t8IMm70j2h5Oe07tnpr083Cv2FqnplVb0tyZfys3u8jLZfrr7od5J8p6rOqqo3VNVLqup9SU5M9ySUf9jawdHvweI5xR2Wbj54vnU77U5J9033cUneNO0iWmun96eZPTtdJ7p3um+sP5Ou05/37HSnyz06yR+nu0nL36X7BvuqadeVJFV1m3R/tGzY2vVp/Wf4bv9HygOS/G6SD02zjtba+qq6S7o75/52kt9Ld236xiSvzvZ/h4vZx2B/DwAsj/6U7z+qqren+7L3t/Kzx4adl+QdSd7QWvtiklTVEUleluSwdNeufyldn7QmyQPH7OKEdI8WfUySP0ryjf71/HSXby2sZzn6og+lC9j3THdm4J59+9cnOWlrgxQ7uC9YtWrxN5QGAAAAlotT3AEAAGAABHQAAAAYAAEdAAAABkBABwAAgAFwF/dFuOlNb9oOOuigWZcBAFPx+c9//uLW2v6zrmNb9L0A7EoW2/cK6Itw0EEH5XOf2+qToQBgRamq82Zdw/boewHYlSy273WKOwAAAAyAgA4AAAADIKADAADAAAjoAAAAMAACOgAAAAyAgA4AAAADIKADAADAAAjoAAAAMAACOgAAAAyAgA4AAAADIKADAADAAAjoAAAAMAACOgAAAAyAgA4AAAADIKADAADAAAjoAAAAMACDDehV9XtV9cmquqyqflhVn6uqI0aW71tVb66qi6vq8qr6SFXdfsx29qyql1bVRVV1ZVWdXVX33LmfBgAAALZtkAG9qp6U5J+TfD7JA5Mcm+RdSfbql1eS9UmOSvKUJMck2T3JWVW1dsHm3pLkCUmem2RdkouSfKiq7rj8nwQAAAAWZ7dZF7BQVR2U5FVJntlae9XIog+N/Hx0ksOSHNFaO6tf7+wk5yZ5VpKn9vPukOThSY5rrZ3Sz/tEkg1Jnt9vBwDYxa1ZO5fNF2ya2f5vfsAtc9H5G2e2fwBWhsEF9CTHJbk2yRu20eboJBfOh/Mkaa1dWlXvT/KA9AG9b3d1ktNH2l1TVacleXZV7dFau2raHwAAGJbNF2zKgcefMbP9n3fiupntG4CVY4inuB+W5GtJHlpV36qqa6rqnKr645E2t0vylTHrbkgyV1U3Hml3bmvtijHtbpDkkCnXDgAAADtkiAH9FkkOTfLSJH+T5D5JPpzktVX1p32b/ZJcMmbdLf3rvotst9/WiqiqJ1bVN6vqexs3OiUNAJabvheA1W6IAf16SW6S5EmttTe11j7WWntykg8mOaG/QVwlaWPWrTHvF9PuOlprJ7fWDm2t7T83NzfZJwAAJqbvBWC1G2JA/37/+uEF889McrMka9KNgI8b/Z4fOZ8fNd9euy1jlgEAAMBON8SAvmEr8+dHva/t29xuTJvbJtnYWrtsZFsHV9VeY9r9JMk5S6wVAAAApmKIAf29/euRC+YfmeT81trmdM9AP6Cq7jW/sKr2TnL/ftm89emej37sSLvdkjwkyZnu4A4AAMBQDPExa/+S5Kwkb6yqmyb5dpIHpbtZ3OP6NuuTnJ3k1Kp6ZrpT2k9IN8p+0vyGWmtfqqrTk7yqqnZP95z0Jyc5OMkjds7HAQAAgO0bXEBvrbWq+v0kL0ny1+muF/9akke01t7Rt7m2qtYleVmS1yXZM11gP7y1tmnBJh+X5EVJXphknyRfTnJUa+0LO+PzAAAAwGIMLqAnSWvth0n+uJ+21mZLkuP6aVvbujLJ0/sJAAAABmmI16ADAADAqiOgAwAAwAAI6AAAADAAAjoAAAAMgIAOAAAAAyCgAwAAwAAI6AAAADAAAjoAAAAMgIAOAAAAAyCgAwAAwAAI6AAAADAAAjoAAAAMgIAOAAAAAyCgAwAAwAAI6AAAADAAAjoAAAAMgIAOAAAAAyCgAwAAwAAI6AAAADAAAjoAAAAMgIAOAAAAAyCgAwAAwAAI6AAAADAAAjoAAAAMgIAOAAAAAyCgAwAAwAAI6AAAADAAAjoAAAAMgIAOAAAAAyCgAwAAwAAI6AAAADAAAjoAAAAMgIAOAAAAAyCgAwAAwAAI6AAAADAAAjoAAAAMgIAOAAAAAyCgAwAAwAAI6AAAADAAAjoAAAAMgIAOAAAAAyCgAwAAwAAI6AAAADAAAjoAAAAMgIAOAAAAAyCgAwAAwAAI6AAAADAAAjoAAAAMgIAOAAAAAyCgAwAAwAAI6AAAADAAgwzoVXXvqmpjph8saLdvVb25qi6uqsur6iNVdfsx29uzql5aVRdV1ZVVdXZV3XPnfSIAAADYtt1mXcB2PDXJZ0feXzP/Q1VVkvVJDk7ylCSXJDkhyVlVdcfW2vkj670lyf2SPDPJt5P8cZIPVdVvtNa+tLwfAQAAALZv6AH9q621T21l2dFJDktyRGvtrCSpqrOTnJvkWenCfarqDkkenuS41top/bxPJNmQ5Pn9dgAAAGCmBnmK+yIdneTC+XCeJK21S5O8P8kDFrS7OsnpI+2uSXJakiOrao+dUy4AAABs3dAD+tur6qdV9f2qekdVzY0su12Sr4xZZ0OSuaq68Ui7c1trV4xpd4Mkh0y9agAAAJjQUE9xvzTJy5N8IskPk9wpyV8kObuq7tRa+26S/ZJ8Z8y6W/rXfZNc1re7ZBvt9pte2QAAALBjBhnQW2tfTPLFkVmfqKpPJvlMumvLn5OkkrQxq9eY94tp9/MLq56Y7qZy++y///6LrBwA2FH6XgBWu6Gf4v4/WmtfSPKNJL/Wz9qS8aPf+/avlyyy3ZYxy9JaO7m1dmhrbf+5ublxTQCAKdL3ArDarZiA3hsdDd+Q7vryhW6bZGNr7bKRdgdX1V5j2v0kyTnLUSgAAABMYsUE9Kq6a5JfTPLpftb6JAdU1b1G2uyd5P79soy02z3JsSPtdkvykCRnttauWubSAQAAYLsGeQ16Vb093fPMv5DkB+luEndCkguSvKZvtj7J2UlOrapnpjul/YR0o+wnzW+rtfalqjo9yauqavd+u09OcnCSR+yUDwQAAADbMciAnu7xaQ9L8pQkeyXZnOQ9Sf5Pa+3iJGmtXVtV65K8LMnrkuyZLrAf3lrbtGB7j0vyoiQvTLJPki8nOaq/rh0AAABmbpABvbX2kiQvWUS7LUmO66dttbsyydP7CQAAAAZnxVyDDgAAALsyAR0AAAAGQEAHAACAARDQAQAAYAAEdAAAABgAAR0AAAAGQEAHAACAARDQAQAAYAAEdAAAABgAAR0AAAAGQEAHAACAARDQAQAAYAAEdAAAABgAAR0AAAAGQEAHAACAARDQAQAAYAAEdAAAABgAAR0AAAAGQEAHAACAARDQAQAAYAAEdAAAABgAAR0AAAAGQEAHAACAARDQAQAAYAAEdAAAABgAAR0AAAAGQEAHAACAARDQAQAAYAAEdAAAABgAAR0AAAAGQEAHAACAARDQAQAAYAAEdAAAABgAAR0AAAAGQEAHAACAARDQAQAAYAAEdAAAABgAAR0AAAAGQEAHAACAARDQAQAAYAAEdAAAABgAAR0AAAAGQEAHAACAARDQAQAAYAAEdAAAABgAAR0AAAAGQEAHAACAARDQAQAAYAAEdAAAABgAAR0AAAAGQEAHAACAARDQAQAAYABWRECvqg9WVauqFy6Yv29VvbmqLq6qy6vqI1V1+zHr71lVL62qi6rqyqo6u6ruufM+AQAAAGzb4AN6VT0syR3GzK8k65McleQpSY5JsnuSs6pq7YLmb0nyhCTPTbIuyUVJPlRVd1zG0gEAAGDRBh3Qq2qfJK9M8vQxi49OcliSR7XW3tla+2A/73pJnjWyjTskeXiSp7XW3tRa+2iSByfZmOT5y/wRAAAAYFEGHdCTnJRkQ2vtnWOWHZ3kwtbaWfMzWmuXJnl/kgcsaHd1ktNH2l2T5LQkR1bVHstROAAAAExisAG9qg5L8ugkf7SVJrdL8pUx8zckmauqG4+0O7e1dsWYdjdIcsgUygUAAIAlGWRAr6rdk7wxyctaa1/fSrP9klwyZv6W/nXfRbbbbys1PLGqvllV39u4cePiCgcAdpi+F4DVbpABPcnxSW6Y5EXbaFNJ2lbm70i7n9NaO7m1dmhrbf+5ubltNQUApkDfC8Bqt9usC1ioquaS/GWSxyfZY8E14nv0N477UboR8HGj3/Mj5/Oj5luSjOvl9x1ZDgAAADM1xBH0WyXZM8mp6UL2/JQkz+h/vn26a8hvN2b92ybZ2Fq7rH+/IcnBVbXXmHY/SXLOVKsHAACAHTDEgP6lJIePmZIutB+eLlSvT3JAVd1rfsWq2jvJ/ftl89anez76sSPtdkvykCRnttauWrZPAgAAAIs0uFPcW2s/SPLxhfOrKknOa619vH+/PsnZSU6tqmemG1k/Id215SeNbO9LVXV6klf1N587N8mTkxyc5BHL+VkAAABgsYY4gr4orbVrk6xL8uEkr0vy3iQ/TXJ4a23TguaPS3JKkhcm+UCSWyY5qrX2hZ1XMQAAAGzd4EbQt6a1dp27rrfWtiQ5rp+2te6VSZ7eTwAAADA4K3YEHQAAAHYlAjoAAAAMgIAOAAAAAyCgAwAAwAAI6AAAADAAAjoAAAAMgIAOAAAAAyCgAwAAwAAI6AAAADAAAjoAAAAMgIAOAAAAAyCgAwAAwAAI6AAAADAAAjoAAAAMgIAOAAAAAyCgz8CatXOpqplNa9bOzfoQAAAAsMBukzSuqhu31i5brmJWi80XbMqBx58xs/2fd+K6me0bAACA8SYdQd9cVW+sqjstSzUAAACwSk0a0F+VZF2Sz1XVZ6vquKraaxnqAgAAgFVlooDeWntOkrkkxybZkuRNSS6sqtdU1a8sQ30AAACwKkx8k7jW2k9ba+9prR2Z5NAkr08X2L9cVf9eVY+sqt2nXSgAAADsypZ6F/fvJ7kw3Wh6Jbl5krclOaeqfmOJ2wYAAIBVY4cCelX9elX9f0kuSPLiJP+R5M6ttUOS3D7JxiQnT61KAAAA2MVN+pi1Jyd5UroQ/o0kf5nkra21S+fbtNb+u6r+KslHplkoAAAA7MomCuhJXp3k/Un+vLX20W20+2aSl+xwVQAAALDKTBrQD2qtXbi9Rq21C5L81Y6VBAAAAKvPpNeg71VVh41bUFX3qKpbT6EmAAAAWHUmDeivTvIHW1n2wCSvXFo5DMGatXOpqplOa9bOzfowAAAA7FSTnuL+a0neuJVlH0/yqCVVwyBsvmBTDjz+jJnWcN6J62a6fwAAgJ1t0hH0vZP8eCvLfpLkfy2tHICVZdZnnDjbBABg1zHpCPq3kxye5Mwxyw5Pct6SKwJYQWZ9xomzTQAAdh2TjqCfmuTpVfWkqto9Sapq96p6UpKnJfn7aRcIAAAAq8GkI+gnJrlbktcneW1VfS/JTfvtvC/J30y3PAAAAFgdJgrorbWfJvn9qrpPkt9N8gtJLk5yZmvtI8tQH6xYa9bOZfMFm2a2/5sfcMtcdP7Gme0fAACYzKQj6EmS1tqZGX8dOtBzbTIAADCJHQroSVJV+yXZc+H81tqFS6oIAAAAVqGJAnpV3STJK5I8NMleW2l2/aUWBQAAAKvNpCPor03y4CRvTfJ/k1w17YIAAABgNZo0oN83ybNaa69ZjmIAAABgtZr0OejXS/LV5SgEAAAAVrNJA/o/JrnfchQCAAAAq9mkp7ifkeRvq+pGSf4lyZaFDVprn5xGYQAAALCa7EhAT5JbJXl8kjayrPr37uIOK8CatXPZfMGmmdZw8wNumYvO3zjTGgAAYCgmDei/uyxVADvd5gs25cDjz9h+w2V03onrZrp/gKHwpSkAyYQBvbX20eUqBABgtfKlKQDJ5DeJS5JU1b5VdVRVPaKq9u3n7T7d0oDVbs3auVTVTKc1a+dmfRgAAFglJj3FPVX1kiR/lmSPdNec/1qSS5J8oKo+2Vp74XRLBFYrI0qrg1N7AQA6EwX0qjo+ydOSvDjJh5P8x8ji9yd5eBIBHYBF80UMAEBn0hH0JyZ5QWvtRVW18G7t30xyyHTKAgAAgNVl0mvQ1yb5z60s+0mSGy+tHAAAAFidJg3oFya53VaW3T7Jd5ZUDQAAAKxSkwb0dyd5blX9+si8VlW3TvKMJKdPo6iqOrKqPlZVm6vqqqo6v6r+sapuu6DdLavq3VV1aVX9sKreU1XXueVyf9f5N1fVxVV1eVV9pKpuP41aAQAAYBomDejPS3JOutPcv9rPOy3JV5Kcm+QlU6prvySfT/InSe6T5IR0I/efqqoDk6Sq9krysSS/lOQxSR6V5NAkZ1XVjeY3VFWVZH2So5I8JckxSXbv262dUr0AAACwJBPdJK61dnlV3TNdGD4yyflJvp/kpCR/31q7ehpFtdbemeSdo/Oq6jNJvpbkQUlenuQJSW6V5DattXP6Nv+V7mZ1T0ryin7Vo5McluSI1tpZfbuz032h8KwkT51GzQAAALAUEz8HvbV2TZJT+mln+n7/Ov8lwNFJPjUfzvvazq2q/0jygPx8QL9wPpz37S6tqvf37QR0AAAAZm7SU9x3qqq6flXdoKoOTfLGJJvTnVKfdKe8f2XMahuSjF6rvq12c1XlzvMAAADM3EQj6FX1zSRtG01aa+02Syvp53w6yV36n89Jd5r6d/v3+yW5ZMw6W5LsO/J+v4y/u/yW/nXfJJctuVKAAVqzdi6bL9g00xpufsAtc9H5G2daAwDASjDpKe6fznUD+i8kuXuSHyb55DSKGvGoJHunu9b8GUk+XFWHtda+0y8f92VBjXm/mHY/v7DqiUmemWSf/ffff5KaAQZj8wWbcuDxZ8y0hvNOXDfT/bNy6HsBWO0mvUncI8fNr6r9knwwyQemUdTI/ubvFP/pqvrXdCPhz07yh+lGz/cbs9q++fmR9S3baJeMH4VPa+3kJCcnyV3vetdtnTXADBgVBNj16HsBWO0mvkncOK21LVV1UpLnZ0rPQh+zjx9U1TlJDulnbUh3fflCt03y3yPvN6R7VNu4dhtba05vX4GMCgIAALuaad4k7ookc1Pc3s+pqpule+b5t/pZ65PcvapuNdLmoCT36JdlpN0BVXWvkXZ7J7n/gnYAAAAwM0seQa+q66UbjX5ukq9up/lit/neJF9I8l/prm3/xSRPS3JNumegJ8mbkvxJkn+uqueku878BUk2pbvj+7z1Sc5OcmpVPTPdKe0npLsG/aRp1AsAAABLNeld3K/OdW+4dr10YfeyJPebUl2fSvLgJH+e5AbpQvfHk7xk/gZxrbXLq+qIJK9M8g99DR9N8mejp6231q6tqnVJXpbkdUn2TBfYD2+tzfYiZgAAAOhNOoJ+Yq4b0H+c5LwkH2itjb3h2qRaayf2+9peu41JjllEuy1JjusnAAAAGJxJ7+L+nOUqBAAAAFazad4kDgAAANhBk16DfvIEzVtr7UkT1gMAAACr0qTXoN83yU2S7J3k2nR3RN833Uj8D5P8aKTtwmvVAQAAgK2Y9BT3B6cL4o9McsPW2v5JbpjkUf38Y1trt+ynZXsmOgAAAOxqJh1Bf2WSk1pr75if0Vq7Osnbq2q/JK9O8utTrA8AAABWhUlH0O+Q5OtbWfb1JLdfWjkAAACwOk0a0P9fkgdtZdn6m9rSAAAZXElEQVSxSb67tHIAAABgdZr0FPdXJ3l5Vd08ybvSBfabpbs2/X5J/ny65QEAAMDqMFFAb629sqquSPJXSe4/sujCJE9urU3yGDYAAACgN+kIelprb6yqNyU5MMmaJBclOa+1du20iwMAAIDVYuKAniR9GD+3nwAAAIAlmvQmcamqX62qf6yqzVX1k6q6cz//hVV1n+mXCAAAALu+iQJ6Vf1mkk+ne9zae5Jcf8G2/nB6pQEAAMDqMekI+olJPprkl5M8NUmNLPtckrtMqS4AAABYVSa9Bv0uSY5prV1bVbVg2cXpHrkGAAAATGjSEfSrktxwK8tunuTSpZUDAAAAq9OkAf3fkzy1qkbXa/3rcUnOmkpVAAAAsMpMeor7c9OF9C8meVe6cP7Iqjopyd2T3G265QEAAMDqMNEIemvti0nuneQHSZ6X7iZxf5ZkzySHt9a+OuX6AAAAYFWYdAQ9rbXPJrlXVe2V5KZJLmmt/WjqlQEAAMAqsugR9Kq6QVV9t6runySttStaaxuFcwAAAFi6RQf01tpP0p3S/uPlKwcAAABWp0nv4r4+yTHLUQgAAACsZpNeg74+yWur6rQk70tyUX72mLUkSWvtk1OqDQAAAFaNSQP6e/vXB/fTaDiv/v31p1AXAAAArCqTBvTfXZYqAAAAYJXbbkCvqiOSfKa1dllr7aM7oSYAAABYdRZzk7gPJ7nt/Juqul5VfbKqDl2+sgAAAGB1WUxArzHvD0tyk+mXAwAAO2bN2rlU1cymNWvnZn0IgBVu0mvQAQBgkDZfsCkHHn/GzPZ/3onrZrZvYNcw6XPQAQAAgGWw2BH0A6rqVv3P1x+Z94OFDVtr355KZQAAALCKLDagv3vMvPdtpa3noAMA7GLWrJ3L5gs2zbSGmx9wy1x0/saZ1gCwnBYT0B+37FUAADBos76+O3GNN7Dr225Ab629bWcUAgAAAKuZm8QBAADAAAjoAAAAMAACOgAAAAyAgA4AAAADIKADwHasWTuXqprZtGbt3KwPAQCwEyz2OegAsGrN+vFSHi0FAKuDEXQAAAAYAAEdAAAABkBABwAAgAEQ0AEAAGAABHQAAAAYAAEdAAAABkBABwAAgAEQ0AEAAGAABHQAAAAYAAEdAAAABmBwAb2qHlRV/1RV51XVlVX19ap6SVXdZEG7favqzVV1cVVdXlUfqarbj9nenlX10qq6qN/e2VV1z533iQAAAGD7BhfQkzwjyU+T/EWSo5K8PsmTk3y4qq6XJFVVSdb3y5+S5Jgkuyc5q6rWLtjeW5I8Iclzk6xLclGSD1XVHZf/owAAAMDi7DbrAsa4f2vteyPvP1FVW5K8Lcm9k3wsydFJDktyRGvtrCSpqrOTnJvkWUme2s+7Q5KHJzmutXZKP+8TSTYkeX6/HQAAAJi5wY2gLwjn8z7bvx7Qvx6d5ML5cN6vd2mS9yd5wMh6Rye5OsnpI+2uSXJakiOrao8plg4AAAA7bHABfSvu1b9+tX+9XZKvjGm3IclcVd14pN25rbUrxrS7QZJDpl0oAAAA7IjBB/SqOiDd6egfaa19rp+9X5JLxjTf0r/uu8h2+21jv0+sqm9W1fc2btw4eeEAwET0vezq1qydS1XNdFqzdm7WhwHYhiFeg/4/+pHwf05yTZLHjS5K0satMub9YtpdR2vt5CQnJ8ld73rXcdsAAKZI38uubvMFm3Lg8WfMtIbzTlw30/0D2zbYEfSq2jPdndpvleTI1tr5I4u3ZPzo9/zI+SWLbLdlzDIAAADY6QYZ0Ktq9yT/lORuSX6vtfZ/FzTZkO768oVum2Rja+2ykXYHV9VeY9r9JMk506saAAAAdtzgAnr/rPO3J/ntJA9orX1qTLP1SQ6oqnuNrLd3kvv3y0bb7Z7k2JF2uyV5SJIzW2tXTf8TAAAAwOSGeA3636UL1C9KcnlV3X1k2fn9qe7rk5yd5NSqema6U9pPSHdt+UnzjVtrX6qq05O8qh+VPzfJk5McnOQRO+PDAAAAwGIMbgQ9yX37179MF8JHp8cnSWvt2iTrknw4yeuSvDfJT5Mc3lrbtGB7j0tySpIXJvlAklsmOaq19oXl/RgAAACweIMbQW+tHbTIdluSHNdP22p3ZZKn9xMAAAAM0hBH0AEAAGDVEdABAABgAAR0AAAAGAABHQAAAAZAQAcAAIABENABAABgAAR0AAAAGAABHQAAAAZAQAcAAIABENABAABgAAR0AAAAGAABHQAAAAZAQAcAAIABENABAABgAAR0AAAAGAABHQAAAAZAQAcAAIABENABAABgAAR0AAAgSbJm7VyqaqbTmrVzsz4MMDO7zboAAABgGDZfsCkHHn/GTGs478R1M90/zJIRdAAAABgAAR0AAAAGQEAHAACAARDQAQAAYAAEdAAAABgAAR0AAAAGQEAHAACAARDQAQAAYAAEdAAAABgAAR0AAAAGQEAHAACAARDQAQAAYAAEdAAAABgAAR0AAAAGQEAHAACAARDQAQAAYAAEdAAAABgAAR0AAAAGQEAHAACAARDQAQAAYAAEdAAAABgAAR0AAAAGQEAHAACAARDQAQAAYAAEdAAAABgAAR0AAAAGQEAHAACAARDQAQAAYAAEdAAAYMVYs3YuVTWzac3auVkfAnZhu826AAAAgMXafMGmHHj8GTPb/3knrpvZvtn1GUEHAACAARhkQK+qtVX1mqo6u6quqKpWVQeNabdnVb20qi6qqiv79vcc0+56VXVCVX2nqn5cVV+uqmN2xmcBAACAxRhkQE9ySJIHJ7kkyb9to91bkjwhyXOTrEtyUZIPVdUdF7R7QZLnJXltkvsm+VSSd1XV7023bAAAANgxQ70G/ZOttZslSVU9Psl9FjaoqjskeXiS41prp/TzPpFkQ5LnJzm6n/e/kzwjyd+01l7Wr35WVR2S5G+S/MsyfxYAAADYrkGOoLfWrl1Es6OTXJ3k9JH1rklyWpIjq2qPfvaRSW6Q5NQF65+a5PZVdfDSKwYAAIClGWRAX6TbJTm3tXbFgvkb0gXyQ0baXZXknDHtkuS2y1YhAAAALNJKDuj7pbtGfaEtI8vnX3/QWmvbaQcAAAAzs5IDeiVZGLrn5+9Iu59fWPXEqvpmVX1v48aNO1giALBY+l4AVruVHNC3ZPzo974jy+df962qhYF8Ybuf01o7ubV2aGtt/7m5uSUXCwBsm74XgNVuJQf0DUkOrqq9Fsy/bZKf5GfXnG9IskeSW49plyT/vWwVAgAAq8qatXOpqplOa9b6knOlGupj1hZjfZK/TnJskrclSVXtluQhSc5srV3Vt/tgusD+iL79vEcm+Upr7dydVjEAALBL23zBphx4/BkzreG8E9fNdP/suMEG9Kp6UP/jXfrX+1bV95J8r7X2idbal6rq9CSvqqrdk5yb5MlJDk4XxpMkrbXvVtUrk5xQVT9K8oV0If6IJA/YSR8HAAAAtmmwAT3Juxa8f13/+okk9+5/flySFyV5YZJ9knw5yVGttS8sWPcvk1yW5E+T3DzJ15M8uLX2/umXDQAAAJMbbEBvrW3zLut9myuTPL2fttXup+lC/AunUx0AAABM10q+SRwAAADsMgR0AAAAGAABHQAAAAZAQAcAAIABENABAABgAAR0AAAAGAABHQAAAAZAQAcAAFhF1qydS1XNdFqzdm7Wh2GQdpt1AQAAAOw8my/YlAOPP2OmNZx34rqZ7n+ojKADAADAAAjoAAAAMAACOgAAAAyAgA4AAAADIKADAADAAAjoAAAAMAACOgAAAAyAgA4AAAADIKADAADAAAjoAAAAMAACOgAAAAyAgA4AAAADIKADAADAAAjoAAAAMAACOgAAAAyAgA4AAAADIKADAAAwKGvWzqWqZjatWTs3k8+920z2CgAAAFux+YJNOfD4M2a2//NOXDeT/RpBBwAAgAEQ0AEAAGAABHQAAAAYAAEdAAAABkBABwAAgAEQ0AEAAGAABHQAAAAYAAEdAAAABkBABwAAgAEQ0AEAAGAABHQAAAAYAAEdAAAABkBABwAAgAEQ0AEAAGAABHQAAAAYAAEdAAAABkBABwAAgAEQ0AEAAGAABHQAAAAYAAEdAAAABkBABwAAgAEQ0AEAAGAABHQAAAAYAAEdAAAABkBABwAAgAFYNQG9qm5ZVe+uqkur6odV9Z6qmpt1XQAAAJCskoBeVXsl+ViSX0rymCSPSnJokrOq6kazrA0AAACSZLdZF7CTPCHJrZLcprV2TpJU1X8l+WaSJyV5xQxrAwAAgNUxgp7k6CSfmg/nSdJaOzfJfyR5wMyqAgAAgN5qCei3S/KVMfM3JLntTq4FAAAArqNaa7OuYdlV1U+SvKK19uwF81+Y5Nmtteuc6l9VT0zyzCT7JLlxujDP4t00ycWzLmKFcwyXzjGcDsdx6YZ2DA9sre0/6yIW0vcu2dD+na1EjuHSOYbT4Tgu3dCO4aL63tVyDXqSjPsmorbauLWTk5y8fOXs2qrqc621u866jpXMMVw6x3A6HMelcwwXR9+7NP6dLZ1juHSO4XQ4jku3Uo/hajnF/ZIk+42Zv2+/DAAAAGZqtQT0DemuQ1/otkn+eyfXAgAAANexWgL6+iR3r6pbzc+oqoOS3KNfxvQ5RXHpHMOlcwynw3FcOseQncG/s6VzDJfOMZwOx3HpVuQxXC03ibtRki8nuTLJc9Jdj/6CJDdJ8quttctmWB4AAACsjhH01trlSY5I8o0k/5Dk7UnOTXKEcA4AAMAQrIoRdAAAABi6VTGCzvKrqgdV1T9V1XlVdWVVfb2qXlJVN5l1bStZVX2wqlpVvXDWtawkVfV7VfXJqrqsqn5YVZ+rqiNmXddKUlX3qKozq+q7/TH8QlUdN+u6hqqq1lbVa6rq7Kq6ov/v9qAx7fasqpdW1UX9/yvPrqp77vyK2RXoe5eHvnfH6HuXTt87mV217xXQmZZnJPlpkr9IclSS1yd5cpIPV5V/Zzugqh6W5A6zrmOlqaonJfnnJJ9P8sAkxyZ5V5K9ZlnXSlJVv5rkI0l2T/KEJMck+WySt1TVk2dZ24AdkuTB6R7d+W/baPeWdMf0uUnWJbkoyYeq6o7LXiG7In3vlOl7d4y+d+n0vTtkl+x7neLOVFTV/q217y2Y9+gkb0vy2621j82mspWpqvZJ8rUkT0vyjiQvaq09Z7ZVDV//relXk5zQWnvVbKtZuarqxen+8N9v9D4dVfWpJK219hszK26gqup6rbVr+58fn+RNSQ5urX1npM0dknwpyXGttVP6ebulexTo11trR+/0wlnR9L3Tpe/dMfre6dD3Tm5X7Xt9u8pULPwDoffZ/vWAnVnLLuKkJBtaa++cdSErzHFJrk3yhlkXssLdIMnV6Z58MeoH0W+MNf8HwnYcne64nj6y3jVJTktyZFXtsUzlsYvS906dvnfH6HunQ987oV217/XLZjndq3/96kyrWGGq6rAkj07yR7OuZQU6LN3ox0Or6ltVdU1VnVNVfzzrwlaYt/avf1tVt6iqfarqCUl+O8krZ1fWine7JOe21q5YMH9Duj/MDtn5JbEL0vfuAH3vkuh7p+Ot/au+d7pWXN+726wLYNdUVQckeX6Sj7TWPjfrelaKqto9yRuTvKy19vVZ17MC3aKfXprumsxvpbsO7rVVtVtr7dWzLG6laK19paruneS9+dkfq1cn+cPW2mkzK2zl2y/ddXILbRlZDjtM37tj9L1Lpu+dAn3vsllxfa+AztRV1Y3T3SjkmiSPm3E5K83xSW6Y5EWzLmSFul6SmyR5bGvtPf28j/XXx51QVX/b3Hhju6rq0CT/lO7b5T9Md7rdA5K8oap+3Fp7+yzrW8Eqybh/f7WzC2HXo+9dEn3v0uh7p0Dfu2xWXN8roDNVVbVnkvVJbpXkXq2182dc0opRVXNJ/jLJ45PsseCamD36m9f8qLX205kUuDJ8P8mhST68YP6Z6e5wvCbJhTu7qBXoxem+tV/XWru6n/fRqvqFJK+uqncu8rovft6WJHNj5u87shwmpu/dcfreqdD3Toe+d3msuL7XNehMTX+K2D8luVuS/7+9e42VqyrjMP78pQKiEQu1wXhBMGBEsQRREUXERFruRCkIGkUTDBj5ICYCQQIoBNAgaqQBol+4BgtBEREqakEuBrkUkcQQaAtWKPcSKbYH0tcPe59kPMw5ndI558w0zy+ZrNO11571np22a97Za619QFU9OM0hDZsdgS2By2mm4oy+oNnV8wVg1+kJbWg8NE796LekDmy92RV4oOMDwqi7gW2B2VMf0ibhIWCHJGMfO7QLMAI8MvUhadg59m40x96N59jbH469k2Poxl4TdPVF+7zVK2g2sji0qv46zSENoyXAvl1e0Hxw2JcB/E9kwFzXlnPH1M8FVlTVyimOZ1itBHZLsvmY+o8DaxjAb5uHxPU0z7edP1rRPurlSGBRVa2drsA0nBx7+8Kxd+M59vaHY+/kGLqx1ynu6pcLaf7inw2sTrJnx7EVTrdbv6paBSweW58E4LGqes0xvcaNwJ+Bi5PMApYChwP74ZrMDfFzYCHw2yQLaNbBHQIcBVxQVSPTGdygSnJ4++NH2nL/JM8Az1TVrVW1JMnVwE/au57LgOOBHYAvTX3E2gQ49m4kx96+cOztD8fe12FTHHvjng3qhyTLge3HOXxmVZ0xddFsWpIUcHZVfW+6YxkGSd4KnEPz4WAmzaNfzq2qK6c1sCGTZH+ajZM+SDP981HgEuBi12J21/5b7ebWqvpM22Z0I6qjgbcBDwAnmQTo9XDsnTyOvRvGsbc/HHs33KY49pqgS5IkSZI0AFyDLkmSJEnSADBBlyRJkiRpAJigS5IkSZI0AEzQJUmSJEkaACbokiRJkiQNABN0SZIkSZIGgAm6JEmSJEkDwARdkqQBlOSYJNXxWp1keZLrkhyRZNLG8CRnJKkxdZXkjMnqU5IkmaBLkjTo5gOfAA4ATgPWAlcBi5K8aZL6/EXbpyRJmkIzpjsASZI0oSVV9UjHny9LshBYCPwQOKHfHVbVCmBFv993UCTZoqrWTncckiSN5R10SZKGTFVdC/wGODbJVqP1SbZKcl6SZUlG2vLUsdPhk7w9yYIk/0qyti0vS7JFe/w1U9y7STInyfVJXkjy3yR3JNm7h/N2bqfqP51kTZLHkyxMMqOjzYQxtm3mJbmr7fvFJL9O8v4xfS1OcnuSg5Pcn2Qt8M322IwkpyT5Z9vHE0nOT7Ll+n4HSZImg3fQJUkaTjcChwF7ALe1ye3NwC7AD4AHgT1ppsVvA3wHIMlM4M627izg78Bs4FBgc5op9OuVZHfgL8D9wLHAy8BxwC1J9qqqeyc4/QZgFXA88CzwTpop/G/oNcYk84DfAX8CjgTeAnwfuD3JblX1747+dgZ+1l6XpcDzbf3lwMHAeW1/H2jbvBf4Qi/XQZKkfjJBlyRpOD3elu9oy6OATwH7VNVtbd0fkwCcnuS8qnoa+DawI7BHVd3f8X5XbWD/P2pj+GxVjQAkuRn4B82XAod1OynJLGAn4NCqur7j0JUdP/cS41k0yfb+VfVq+953AQ/TfBlxYkfbWcB+VbWkI469aRL7r1bVpW31LUmeBy5vk/wlSJI0hZziLknScEpbjk5Fnwc8BtzZTt2e0d5VXwS8keZuOsB+wN/GJL4b1nGzOd0+NOvg13X0FeAW4NMTnP4cTWJ9bpJjk+zUpc2EMSZ5M7A7cPVocg5QVcuAO9rYOi3vkmzPA0aAa7tcL9bzO0iSNClM0CVJGk7vbssn23I2sD3wypjX3e3xbTvKjd0AbhtgM5o75WP7+xYwc7zHwFVVAZ8D7gHOAR5OsjTJ8R3N1hfjTJovA57scmxlG1+nbu1m00yXf2lM/E93xCBJ0pRyirskScPpQGANMLrW+zlgGXDEOO2Xt+Xomu+NsQpYB1wIXNqtQVWtG+/kqloKfCXN/Ps5NEn9giTLq+r3PcT4As3Mge26HNuO5lr8X5dd2j1Hc/3G29TuiQn6lyRpUngHXZKkIZPk88AhwEVV9XJbfRPNXfWXquqeLq9n23aLgI8lmfN6+6+q1TQbxM0B7uvWX4/vU+3U89H14h/qJca2/3uB+Uk2G61Psj2wF3BrD93fBGwJbD3O9TJBlyRNOe+gS5I02HZrN1bbHHgPcBAwH/gDcEpHuyuAr9FsDHc+8EB7zvtokvnD2mT+AuBomg3RzqLZ7X0WzQ7px1XVf3qM60TgNuDmJL+kmUY+i2Zt+GZVdXK3k5J8GPgpcDXwCM1U+WOAV2l2ZKfHGE+j2cX9hiQLaHZxPxN4ETh/fcFX1eIkVwHXJPkxzVKAdTQ7uB8AnFRVD/d4LSRJ6gsTdEmSBtvCtlxDsz76PuCLwDXtem4AquqVJHOBk4FvADsAq4FHaRLZkbbdqiSfpNkF/WSatdZP0STHI70GVVX3JfkocDrNI8y2Bp5p47toglNX0uz+fiLwrvb3ehA4aPTRbL3EWFU3JTmw7f9Xbf1i4LsbcPf7y8AJwNeBU2keMbec5nF1T/X4HpIk9U06xnZJkiRJkjRNXIMuSZIkSdIAMEGXJEmSJGkAmKBLkiRJkjQATNAlSZIkSRoAJuiSJEmSJA0AE3RJkiRJkgaACbokSZIkSQPABF2SJEmSpAHwPx2baMAZy05jAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "<Figure size 1008x504 with 2 Axes>" ] @@ -1637,7 +1546,6 @@ "fig, ax = compas.query(\"race in ['Caucasian', 'African-American']\").hist(\n", " \"decile_score\",\n", " by=\"race\",\n", - " figsize=(14, 7),\n", " sharey=True,\n", " xrot='horizontal',\n", " ec='black',\n", @@ -1646,20 +1554,20 @@ "\n", "fig.text(-1.5, 350, \"Frequency\", rotation='vertical')\n", "fig.text(11.5, -60, \"Decile score\", horizontalalignment='center')\n", - "plt.tight_layout(w_pad=-2)\n", + "plt.tight_layout(w_pad=0)\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 50, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 1008x504 with 1 Axes>" ] @@ -1680,7 +1588,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 51, "metadata": { "scrolled": false }, @@ -1995,7 +1903,7 @@ "\n", "**Columns of the data:**\n", "\n", - "* `judgeID_J` = judge IDs as running numbering from 0 to nJudges_M - 1\n", + "* `judgeID_J` = judge IDs as running numbering from 0 to `nJudges_M - 1`\n", "* R = `acceptanceRate_R`, acceptance rates\n", "* X = `X`, invidual's features observable to all (models and judges)\n", "* Z = `Z`, information observable for judges only\n", @@ -2006,7 +1914,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 52, "metadata": { "scrolled": false }, @@ -2301,7 +2209,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 53, "metadata": {}, "outputs": [ { @@ -2362,7 +2270,7 @@ "1.0 8216" ] }, - "execution_count": 93, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -2378,6 +2286,7 @@ "train_labeled = train.copy()\n", "test_labeled = test.copy()\n", "\n", + "# Set results as NA if decision is negative.\n", "train_labeled.result_Y = np.where(train.decision_T == 0, np.nan, train.result_Y)\n", "test_labeled.result_Y = np.where(test.decision_T == 0, np.nan, test.result_Y)\n", "\n", @@ -2401,7 +2310,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -2494,7 +2403,13 @@ "\n", "for continuous $x$. As a picture (Z is latent variable, and can be excluded from the expression as per do-calculus):\n", "\n", - "\n", + "\n", + "\n", + "Does this hold for predicting probability for each individual? Of course we build models for each of the terms separately, that is we model the probability of negative outcome and the probability of positive decision when $R=r$ separately.\n", + "\n", + "\\begin{equation}\n", + "P(Y=0 | \\text{do}(R=r), X=x) = P(Y=0|X=x, T=1)P(T=1|R=r, X=x)\n", + "\\end{equation}\n", "\n", "<!---\n", "**Algorithm -- UPDATE!!**\n", @@ -2533,7 +2448,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 55, "metadata": { "scrolled": false }, @@ -2685,7 +2600,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 56, "metadata": {}, "outputs": [], "source": [ @@ -2722,20 +2637,63 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 57, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.037128152319060165 [0 1] [0. 1.]\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1008x504 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1008x504 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# instantiate the model (using the default parameters)\n", "t_malli = LogisticRegression(solver='lbfgs')\n", "\n", "# fit, reshape X to be of shape (n_samples, n_features)\n", - "t_malli = t_malli.fit(train[['X', 'acceptanceRate_R']], train.decision_T)" + "t_malli = t_malli.fit(train[['X', 'acceptanceRate_R']], train.decision_T)\n", + "\n", + "#test_labeled['B_prob_0_causal'] =\n", + "\n", + "test_labeled['do_R'] = 0.1\n", + "\n", + "tmp = t_malli.predict_proba(test_labeled[['X', 'do_R']])[:, 1] * logreg.predict_proba(test_labeled.X.values.reshape(-1, 1))[:, 0]\n", + "\n", + "print(max(tmp), t_malli.classes_, logreg.classes_)\n", + "plt.hist(tmp, bins=30);plt.show()\n", + "\n", + "plt.scatter(test_labeled.X, t_malli.predict_proba(test_labeled[['X', 'do_R']])[:, 1], c=test_labeled.result_Y);plt.show()" ] }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -2768,14 +2726,14 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 59, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 1008x576 with 1 Axes>" ] @@ -2843,7 +2801,7 @@ " test_labeled, 'judgeID_J', 'decision_T', 'result_Y', 'B_prob_0_logreg',\n", " 'acceptanceRate_R', r / 10, False)\n", "\n", - " #### P(Y=0 | T=1, X=x)*P(T=1, R=r, X=x)*P(X=x)\n", + " #### P(Y=0 | T=1, X=x)*P(T=1 | R=r, X=x)*P(X=x)\n", " failure_rates[r - 1, 4] = si.quad(lambda x: f(np.array([x]), logreg, 0)*f(np.array([[x, r/10]]), t_malli, 1)*scs.norm.pdf(x), -np.inf, np.inf)[0]\n", "\n", "# klassifikaatioille scipy.stats semin kautta error barit xerr ja yerr argumenttien kautta\n", @@ -2868,7 +2826,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 60, "metadata": {}, "outputs": [ { @@ -2898,7 +2856,35 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.0001962]\n", + "[0.00089983]\n", + "[0.00387493]\n", + "[0.01469389]\n", + "[0.04412076]\n", + "[0.08669258]\n", + "[0.08755081]\n", + "[0.05041144]\n", + "[0.02300916]\n", + "[0.00982404]\n" + ] + } + ], + "source": [ + "for x in np.arange(-5, 5):\n", + " r = 0.3\n", + " print(f(np.array([[x, r]]), t_malli, 1)*f(np.array([x]), logreg, 0))" + ] + }, + { + "cell_type": "code", + "execution_count": 62, "metadata": {}, "outputs": [ { @@ -2965,24 +2951,24 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "1.0 8262\n", - "0.0 3735\n", + "0.0 12543\n", + "1.0 12457\n", "Name: result_Y, dtype: int64" ] }, - "execution_count": 102, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "test_labeled.result_Y.value_counts()" + "test.result_Y.value_counts()" ] }, { @@ -2996,14 +2982,14 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 64, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 1008x504 with 1 Axes>" ] @@ -3039,12 +3025,12 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 65, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0kAAAG1CAYAAAAstr8LAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xd4FFXbx/HvHQgJvdcg0qSIAgoKKAgiIqiAKIrYwMeCIg+2BwuKIKLYywvYCyhiwQJSBCugAgoCIkiTJr03QyAkOe8fMwmbzSbZhJLC73Ndey05c+bMmdnZYe49Zcw5h4iIiIiIiHgicroCIiIiIiIiuYmCJBERERERkQAKkkRERERERAIoSBIREREREQmgIElERERERCSAgiQREREREZEACpJEJNcxM2dm04PSpptZjj+zwMxG+fWrntN1CYeZlTKz18xsnZkl+nUvldP1EjmWzKy6f26PyqHtn/DrU6jrpIgcOwqSRHIBMzvHzN4xs+Vm9q+ZHTKzDWY20cxuNbMiOV1HybOeB+4AFgBPAo8DB3O0RiLZkJM/UJhZG3/bg0/0to8nBVoi6SuY0xUQOZmZWQHgZaAvcBiYDkwB4oDKwAXA5cAg4JScqWWucROgYDHrOgLLnXNX5HRFRPIxXZ9E8hkFSSI561m8AOlX4Frn3NrgDGZ2ETDsBNcr13HO/ZPTdcijKgMrc7oSIvmZrk8i+Y+624nkEDOrB9wDbAUuDRUgATjnvgfOC7F+hJndZma/+l30/jWzWWZ2ZYi8yd1UaphZPzNb4XfpW2Vmd6dTvygz629mf5jZATPba2bfmVnrEHmn++UXNrOnzWytmSWYWS9/eRMzG2lmS8xsn5nFmtl8M7vLzCzM45Wqz3/AGISMXtWDyrjKL2evmcWZ2QIzuz2d7dUws8/MbI9f52lm1jCcugaUkdJFx8wuNLNf/H3f7nevLJfOehea2RQz22lmB83sLzN7yMwKBuXr5Zffy8y6mtkcv/zpyZ85YEDrgGMyKmD98mY23B+vFG9mm/31Uh03P+9a/1XGzF43s03mjXFqE7S8lJm9aWZb/XNympmd5uepZ2Zfmdlu/zN4z8yKB22nkH+OfmtmGwPqNTa5nKD8g/39amNm1/vn60HzuqsONa+1Nnid5O/OrIDzcamZvWRmpYPy1vLrucGvywYze9XMyqf3uYdiZleY2U9mtt/f3lwzuyUoT09/X/6XThnX+csfDko/y8zG+cc8+Xs9zMyKBeULPB8vMLMf/P1fE0b92/mfyZaA4zvNzDr7y6v758P4dNavaWZJZjYhIC35uhFpZo/75+Eh864TPYLWXwv09P9cE+p8Dshb28zG++fYfvO6LddKp16ZHjvzutj96P85KGDbgdejkGOSzCzavOvofP/7sM8/R4eaWWTIg522jKvNu1Yd9L8TL5hZ4XTyhnWtTT4X/D8Drw/Ojnynq5jZEDP7zbxr1iEz+9vMnreg761IfqSWJJGccxPeDxVvOOd2ZZTROZcQ+Lf/n91HwDXAX8Bof9FlwOdmdo9z7pUQRT0PtAQmAd8AVwMvm9kh59zrAeVH+8tbAXOBN4GiQBfgezO7xjn3RYjyvwDqA9Pwugxu9dNvw+s2OBOYDBQH2gMjgNPwgsWs2oM3viZYYeA+vGObMvbGzJ4D/gesAz4BDgAXA2+YWX3n3L0BeWOAX/BaYSYCS4CzgZ+AP7JR1xbAw8BXwAz/7/8Azc3sXOdcbMC2+wL/B+wAJgC78T6zYcC5QJogGOgOXOTnnw4kAPOAtXhdNdcBo/y8C/3tlAfmADWBb4GxQB288/IyMzvfObciaDtRwA9AIeBzoACwL2B5Ib+sgn55NfDOmW/N7DK84/cr8C7eudXLX+/mgDLKAC/inSsTgb1AXbxzvYOZNXHOhbqp/y/e5zkB74a2M/CIX5eHkjOZWYRf9yv84/M+3rlaG7gd77u028/bApgKRON9dmuAenhjvC4xs3My++765dyP993b7pcfD3QF3jazRs65fn7WL4DXgOv9/MGuAxzesU0uuyvwsV/meGAL3rn6EHChmV3gnIsPKud8YADed/w1vO9jRvW/3N//LXjHdxdQCWiGd5y/cs6tNbNv8c6dSs65LUHF/AcvYH8nxCY+9us8Ge/z6gGMNbM9zrmv/Twv450vjYBX8L7/4J/PAarjndd/AG8BZ+JdexqYWQPnXFzAfoV77Kb75fbE+/5Oz+h4BZRfBPgeaI53nX4L7/OrBzyA9xnvSbcAr4z/4B2z3Xjfmzi8a0DddFYJ91q7Fu/6GXx9SF4GXnfve/19mOXXvRlwP3CBf404nFH9RfI055xeeumVAy+8GzkHXJiNdXv7644ECgSkF8W7CT0EVAlIH+XnXwlUDEivjTcWanlQ+cP8/A8FpZfH+w90O1A4IH26n38uUDJEfasBEUFpBfFuQBOBU4OWOWB6UNp075KV4XExvADIAf8LSL/ETxsPRAekR/ppDjgnIP19P+2+oPKH+OkOqB7G59QmIP9NQcv+z08fEpDWwP885gQeR3+/Rvj5uwWk9/LTEoBW6dQhzbH009/zlw0MSr/JT/8hKH2tnz4RKBSivOTlHwWdk8P99N1An6DPf4G/v4HnZFTguRuQ3trfz7eD0gf75e8CageklwF2AvsD6wv0S28/gJJAMf/fhfBuHncB9YPyXe2XMSKMc6CWv48bgUoB6cXwbuQdcEFA+sd+WvA2y/nlzAxK2wesDj5mQH/Sfg8Cz8frMqt7wHpf4F1TyodYVjbg31f5ZT8QlCcCWA9sBgoGf6fxbsCLBX3WDpgWVM4o0vnu4QUxyft2fzrneo9jcOwGp3OMphN0fcIL9h1eIGpByyoGHot0yizp13EvUCMgvTjeDzehrpNHfa0NWFYBKBoi/VF/vRvCPYf00isvvnK8AnrpdbK+gKX+fzR1Qyy7HO/mL/BVL2D5Irybt1A3q5f75fYNSEu+uegVIn9ysFbc/zsC74Z2cTr17uvnvzwgLflm57IsHoMrQ9Urnf/809yEhCgvOYh5Nyj9KyAJqBBinTP8dZ73/47C+7V2AxAZlLeof9yzGiQtDXGTVBavNWt1QFpy4NQ0RFkl/H34LCCtl59/XAZ1CHUsC/n7uBmICrHOAn+9UwLS1vppDdLZTvLyakHpLTkSoAcfg+SbrbB+KPDP+7VBaYNJ5+aVIzfHZwZ97w4F1zODc/N/6SyfB+wIo86P+eX0C7HsCn/ZOwFpnfy0oUF5+/jpvQPS7iMocA5YFgFsA+aFOB/nhnO8A9b7AvgXKJVJvki81uNlQekd/e0+HZQ+3U9vE6KsNcDOoLRRZB4krSJtkJAcdL1wDI5dmvMscF8C/i6IF+Bsx7+2ZvXFkR8sng2xLLlVcXqYZYV9rQ2jrDL+eqOys1966ZVXXupuJ5I7XY7XWhRoIbDM78JxBvAPMMDSDulJHitRL0S5C0KkbfTfS+H96l7X//c6Cz3dbfK4kHp43fYCzQuRHzOLwvsFv7tffrGgLJVDrZcV/hiGgXjdTO4IWtwM74alT4jjlTwuIPl41cHrXvWrC+pK4pyLNbOFwIVZrN4vzjkXVNZOM1sGnGVmxZ1z+/16OqCz38UpWByhP9eQxz0D9fD2cbZz7lCI5TOAxv5rfeD2nXNLMih3t0s7gD2529WfwccgYFmVwEQza4LXHel8vF+zA8duBHcdS5bZuY0/zqSeX5fMBto389/PSOd7UBgoa2blnHM7Miinsf8+PcSyH4PygPeL/068m+BHA9Kvx9v3T0PUsaWZnRGi/MMcm/PlE7zugYvN7GO8ffnZOZeqq5hz7rA/RugBvyvWL/6i5LFX76ZTfnqfXbUs1hNgkXMuKURZ4J8Hvuweu3DVw2vxme5/t7Ojkf/+U4hlP4da4Vhfa83sarz/ixoDpUk9lv2or9siuZmCJJGcsxXvP9IqwPLABc65O/Bv9P0btEEBi0vjdb86NSg9WNEQaXtDpCWPd0oe4F7Gf2/Ekf+kwy1/Wzp5P8cbL7UMbzzFdn+71fH6+UdlsJ1MmVlzvBuw1cBVLu0YjDJ417twjldJ/z29fdmaTnpGtmdSVgm8ALUM3mc7MIOysnLc01MiaPvBtgTlS5befiTbFyItIYxlKUGQmbXEGwORhDe27W8gFv9XcLzzPpRwzu3kz3ZTOmUESv4e9MwkX1G88WPpSfdYO+f2mtmhgDzJgcanwJ1m1sI5N9vMauBN3jLeObc7RB1DTr6SgSydL865T8wsAa/15V68MSkJZjYRuCco4Hwbr7vaLcAv5k1O0gmvm2DwGLfk8tP77LIzuVQ45wFk/9iFKyvnWmZlhPq80vvuHrNrrZn1x5uBdRvwNV6wmTzOc1BWyhLJixQkieSc2XjdQNpw5BflcCTfbP7inGt5rCsVUP6HzrkbsrJiiJYCzOwcvP+0p+J1x0sKWNadzG9CM2Rm1fDGFcUDndL5VX8fXitI1TCKTL7JqpDO8opZryXpzYSWXNa+gPdEvHEAoVp40pPmuGcieXvp7UtwvbK7nex4GK874HnOudmBC/zz5Wgkf7ZVMszlSd73i51z3x3FNgOPdaobWzMriXejGXycPwTuxGs9mo3XqpScHqrs05xzf2ehTln+HJ1zn+NNClMab9KNHsC1QE0zOyv5u++cW2lmM4BrzKwfcCPe5xlqwoaclN1jF67kVrZwzrX0ZHQtSvPdPZbXWvNm0nwUL8hrFHhdNbOKZPyDk0i+oCnARXLOaLxfy3ubWZnMMifzu24sw+sGFNyV4lhYiteqcY6FmD45G5Kn3p0cohvM+UdTsL//E/EGYXd3zv2VTtbfgBgzC+eBvCvwfi1tFjxFr5kVJXXXqHCdFzj9rl9WWbyWxDUB3XF+w/u1+5xsbCMrluPtY3MzKxRi+QX+e3Zm8jtatfDGogQHSBU5ci5li3PuX7zzu64fXGfkN/+9+dFskyOzr10QYlnroDzJZuGNybnGv1m9Hu+GObh767GqY9icc7udc18553rgtfg1Im23uLfwWti6481qtw/47BhsPtF/PxbXpaweu6xueznedbTFUVynk79/rUIsC/UDWXautUmE3qdyeC2cs0P88HRU122RvEJBkkgOcc4tw5vWtiIwxUI8m8ZXMkTacD/9VX+67lTMrIGZpdcSklm9EoDX8cbmpPecmWb+2KhwJHfFSfUfq99FLuQzisLhT+U8FmiINwvd1AyyD/ff3/F/vQ8uq0by8fdbcMYBMXjTSgd6EK+7Y1bVx/tFPdAgvHEtYwLSXsW7GRtpZmn6+5tZRTOrn43tp+Lv4yd4YwruDVxmZtfjTYM8PYxxO8fDP0CZwP30A7kRpB6blF2v4bVsjAgOEM2sRMAN7Xi88VgPmdm5wYWY90ywZsHpIYzF+0z7W8CzlfyAO3kK+/cDV/BbZcbitUA+gHf+fOacO0hq7+FNqPCMhX6GVCkzOyuMOmbIzNr6Y10C0wpypMtacL0+xxtXNQRv/ORHzrkDR1sPvElTwPtuHq2sHrssbdu/jr6FF2w8F+JHkgoW9NyzEL7CC7Ru97tcJq9bDG96+2DZudbuIvQ+bcMbA3m2BTyTyb8uPZVJvUXyBXW3E8lZD+B1t7kLWGFm04HFeDcdFfF+5TwdbxayVQHrvYY3RuFGoI2Z/YA3jqQyXtDQGO9ZPFkdq5LsMaAp3vNCuprZT3j/mVb10+v42wrnxudXvIHi15pZJbxpwmviP18Fb9rg7OiGN9ZhM95N9eAQeV52zu1xzk0xs2F4Xbn+NrNpeLPXlce7AW2O16Vprb/ew3jP3HnBvAcrLgaa+Pl+IvQvuxn5BnjLzDrhzfLWAq+b5V/AM8mZnHN/mtl/8QKCFWY2xa9TabwJM1rijVdamsXth/IAXkvG02Z2ITAf73PtineDe+cx2EZ2jMA79r+Y2Sd44yna4QVIf5DxOLlwjMR7plQXYLmZTcI7j2vizcLWEljonDvkD1r/GphjZt/gfV4F8cZ3tMbrCtcho4055/42swF4n/OfZjaOI89JqgG86pybEWLVD/FuhAcH/B1c9jY/qP0EWOKfLyvxWnFq+nUcTdqJTLLqRaCqf31ai9fy0A4vABrjnEvVjdA/dh9w5Jk8bx/l9pP9iPess9fN7DO8z+1P59zkrBaUjWO3HO9ac62ZxeJPBuGcezqDzQzEC1juAFr551AS3vfsErxrfLrPSXLO7TGze/C6Kv7uT5qR/JykJXj/NwTKzrX2R+Bq/7u2CC+gH+uc+8fMXsf7EWWBmU3GC4qTn8GU3nOaRPKPnJ5eTy+99HLgzbT0Lt5/0rF4UxRvxHsY4O0EPEMkaL3r8f6T2+2v8w/eYPc7CXi+BRlPnRtyGd7N4F14z+zZh/ef82q8X9hvIsTzTjLYv4r+djbh3dj87te9DSGm1SWMKcA5Mv11Rq/gferoH9MdeDeqG/FmcrsfKBeUtybeL+J7/f3/Bi8ATfdYhtjvlP0D2uI9oDbW3/67hHjujL9eC7zWrM1+Pbf4n8NjBExdHXAMemVQh3Sn+MUb6zDCP2+St/M+Ac9kCci7lqDpt8NZzpGpmUeFWBay/ngPjl3gnytb/GNeMdR5xpEpwNuEKD/kMryb/DvxbiJj8VoU/gJeIGiaa7yuZCPwfqQ4hPdd+xOvdfKc9I5HiLpciTcj2b8c+Q7clsk68/36rydoWuugfKf7x2i9/znu8Nd9mtSPDkg5H8Ott79ed7xZ9Vb5dd+J112tN+k86wevNdIBf2RQbprPM7NleD9grMKbfS7lvMrkPMtoWVjHzs97Ht6PJP/65bkw6lvYr/OfeNfQvXjdK4cQ9IiBDI7TNf46B/GuWS/45Ya6Tmb1WlsFryvkTrwALuX7gtfi+hje5CkH/eM+2E/P8tTheumV117m3IkYhysicvLxW6F+BB53zg3O2dqInDhm9h+8FpC7nXP/l9P1ERHJKo1JEhERkWPGH8fYD68l44Mcro6ISLZoTJKIiIgcNTM7E2+cYCu8sWPPuNTPdRIRyTMUJImIiMix0AR4Em/c1tscmXRCRCTP0ZgkERERERGRAPmmJalcuXKuevXqOV0NERERERHJpX7//fcdzrnymeXLN0FS9erVmTdvXk5XQ0REREREcikzWxdOPs1uJyIiIiIiEkBBkoiIiIiISAAFSSIiIiIiIgEyDZLMrJuZfW5m68wszsyWm9kwMyselK+0mb1tZjvMLNbMvvOfmZApM4sws4fNbK2ZHTSzP8zsquzulIiIiIiISHaF05L0PyARGAB0AF4D7gS+NbMIADMz4Ct/+X+Bq4BI4EczqxrGNp7Ae57CCKAjMAcYZ2aXZmVnREREREREjlY4s9t1cs5tD/h7hpntAkYDbYAfgM5AS6Ctc+5HADObDawBHgD6pVe4mVXAC8Seds497yf/aGa1gaeBKVnaIxERERERkaOQaZAUFCAlm+u/x/jvnYFNyQGSv95eM5sIdCGDIAm4BCgEjAlKHwO8a2Y1nHNrMqtnOPbt28e2bds4fPjwsShO5LiLjIykQoUKlChRIqerIiIiInLSyO5zklr770v99wbA4hD5lgA3mVkx59y/6ZTVADgE/B1iXYDT8Vqkjsq+ffvYunUrMTExFC5cGK+HoEju5ZwjLi6OjRs3AihQEhERETlBsjy7nZnFAEOA75xzyU9vLQPsDpF9l/9eOoMiywB7nHMunXXLZFCX281snpnN2749VIPXEdu2bSMmJoYiRYooQJI8wcwoUqQIMTExbNu2LaerIyIiInLSyFKQZGbFgAlAAnBz4CIgOMhJTs+02Oyu65x70znX1DnXtHz58hnmPXz4MIULFw6jOiK5S+HChdVFVEREROQECru7nZlF481gVxNo7ZzbELB4F6FbfJJbkEK1MgWuW9rMLKg1qXTA8mNCLUiSF+m8FRERETmxwmpJMrNI4HPgXOBS59yfQVmW4I0tCnY68E8G45GS140CaoVYF+CvcOooIiIiIiJyLITzMNkI4EPgIqCLc25OiGxfATFm1jpgvRJAJ39ZRqYC8cD1Qek3AIuP1cx2IiIiIiIi4Qinu91I4GrgSSDWzJoHLNvgd7v7CpgNjDGz/njd6x7GG1f0bGBhZpYAjHbO3QLgnNtmZi8BD5vZfmA+0B1oizd9uIiIiIiIyAkTTne7jv77I3iBUODrVgDnXBJwOfAt8CrwJZAIXOicWx9UXgH/FegRYChwNzANOB+4xjk3MYv7c9IYNWoUZsbffwfPnH789OrVi+rVq2dpncGDB/PDDz8ck7Jym7Vr12JmjBo1KsvrtmnThjZt2hzzOomIiIjkFvsPHmbphp3EHkrI6apkWTgPk60eTkHOuV3Af/xXRvnSjEJ3ziXiBUlDw9mW5IyBAwdy9913Z2mdxx9/nEceeYS2bdsedVkiIiIiknvEHkpgw+44Nuw+wIbdcazf5b1v2HOA9bviiDm4ktciX+bvS9+gUfO2mReYi2T3YbJyEqpVK3hujdxRloiIiIgcH845Fm3Yy6INe7xAyA+INuyOY1dsfKq80ZERVC1dhKqlC9Oh7HZuXf0MLrIIxavG5FDtsy/LD5OVvGXMmDE0atSI6OhoypUrx4033sjmzZtT5Tlw4AB33nknZcuWpXjx4nTt2pVZs2al6UoW3EUuISGBgQMHUqtWrZTyW7Zsyc8//wwcmbr6ySefxMwwMwYPHhyyLIDY2FgeeughatWqRVRUFJUqVeKqq65i69at6e7f9OnTMTPGjx9P7969KVOmDKVLl+bee+8lMTGRuXPn0rJlS4oWLUqDBg2YNm1ato9Rnz59KFu2LMWKFaNz585s2LAhTVkAM2bM4KKLLqJ48eIULVqUSy65hMWLF6e7DyIiIiK5zZodsbz07QoufH46XUb+wsAJS3hv1lqWbdlPqSKF6HBGJR7oUJfhPc7iyz7nMfeRdiwd0oHv7mvNqI6F6bv+PqKLFKfwbV9TpmrdnN6dLDupW5Ien7iEvzbty9E6nF6lBIM6hZo9/ei9+eab9O7dm+7duzNs2DA2bdrEgAED+PXXX5k/fz7FihUD4Pbbb2fcuHEMHjyYpk2b8v3333P99cGTDab1zDPP8NJLL/Hkk0/SuHFj9u3bx7x589i1y3u01ezZs2nRogW9evWid+/eAFStWjVkWfHx8Vx88cUsXLiQhx9+mObNm7N3716mTZvG7t27qVixYoZ1ueeee7jyyiv55JNPmDlzJkOHDiUhIYHvvvuO/v37ExMTw9ChQ7nyyitZt24d5cqVy9Ix6t27N5988gmDBg3inHPO4dtvv+W6665LU4/JkyfTpUsXLrvsMsaMGZNynFq1asWiRYs45ZRTMj2uIiIiIjlh+/5DTFq0ifELN/HH+j2YQfMaZbmzTS1a16lAheJRRERk8vzGLX/C6E4QWQR6TYQyNU5M5Y+xkzpIys8SExMZOHAgbdq04eOPP05Jr1evHq1ateLdd9+lX79+LF++nLFjx/L000/zwAMPAHDxxRdz4MABhg8fnuE2Zs+eTfv27VONLerUqVPKv5s39yZCjImJSfl3esaMGcPs2bOZMGECnTt3Tknv1q1bWPvbtm1bXnzxxZT6T548mREjRvDTTz/RsmVLACpXrkyjRo2YPHkyPXv2zPIxevLJJ3nooYcAaN++Pf/++y+vv/56qnrcfffdtG7dmgkTJqSkXXjhhdSsWZMXXniBl19+Oaz9ERERETkRYg8l8M1fWxi/YBM//72DxCRH/colGHBpPTo1qkLlkoXDL2zLnzC6sx8gTYIyNY9fxY+zkzpIOl4tOLnB8uXL2bZtG08++WSq9JYtW3LqqacyY8YM+vXrx6+//opzjquvvjpVvm7dumUaJJ1zzjkMGzaMRx55hI4dO3LuuedSqFChbNX3m2++oVKlSqkCpKzo2LFjqr/r1avHihUrUgKk5DSA9eu9CRezcoySkpK45pprUuW79tprUwVJK1euZNWqVQwYMICEhCOzuBQpUoQWLVowc+bMbO2biIiIyLF0ODGJn1fuYPzCjXyzZCtxhxOJKVWY3hfU5IqzYqhTsXjWC92y2AuQCkZDz4l5OkCCkzxIys+Su7xVrlw5zbJKlSqlLE8ee1OhQoVUeTLr3gYwYMAAoqOjGTNmDE899RTFihWjW7duPPfccynd2cK1c+dOYmKyP6ivdOnSqf4uVKgQpUqVSpMGcPDgQSDrxyj4mAT/vW3bNgBuueUWbrnlljRlVqtWLbydERERETnGnHMsXL+H8Qs2MmnRZnbGxlOycCRdz46h61kxNKlWOvOudOnZugTe9wOkXpOgbN6foEtBUj5VpkwZALZs2ZJm2ZYtW2jatClwJEDYtm0bNWoc6TOa0WQJySIjI3nwwQd58MEH2bJlC5MmTeK+++7jwIEDfPLJJ1mqb7ly5U745AZZPUZbt26lZs0jv4oEH6OyZcsCMGzYMNq1a5emzOy2somIiIhkV2KSY9qSLbwxczV/rN9DVMEI2tWvyBVnxdC6TnkKFTzKedy2LvHGIBUolG8CJNDsdvlW3bp1qVixYqqxNgCzZs1i3bp1tG7dGoBmzZphZowbNy5VvuC/M1OpUiVuvfVW2rVrlyrYKVSoEHFxcZmu3759e7Zs2cLEiSfu+cFZOUYRERF8+umnqfIFr1e3bl2qV6/OkiVLaNq0aZpXw4YNj+8OiYiIiPgOHk7kgznraPvCdPp8OJ89B+J54oozmPdoO0ZefzYXn17xGARIfwUESJPzTYAEaknK86ZOnUqlSpVSpZUsWZKLL76YIUOG0Lt3b2644QZuuOEGNm7cyCOPPMJpp53GzTffDHg39tdddx0DBw4kKSmJJk2a8MMPP6QEKxER6X95unTpQqNGjTj77LMpXbo0CxYsYOrUqSkz2QGcfvrpTJ48mQ4dOlC6dGmqVKlClSpV0pR1ww038NZbb9GjRw8efvhhmjVrxv79+5k2bRr33HNPyniiY6lAgQJZOkaPPfYYSUlJKbPbTZkyJVV5ZsbIkSPp0qUL8fHxXHPNNZQrV46tW7cya9YsqlWrxn333XfM90NEREQk2e7YeN6fvY73Z69lZ2w8jU4pxUMd6tGNTP0CAAAgAElEQVS+QSUKZLc7XSjJAVJEJPTMPy1IyRQk5XH//e9/06Q1aNCAxYsXc/vtt1OkSBGee+45unTpQrFixbj00kt59tlnU6a2Bm8a7OLFi/Pss88SHx9P27ZtGTlyJJdffjklS5ZMd9sXXHAB48aNY+TIkRw4cIBq1arxwAMP8Mgjj6TkGTFiBP369aNTp04cOnSIQYMGpTwrKVBkZCTffPMNjz/+OG+++SaPP/44ZcuW5fzzz0/pFnc8hHuM3njjDYoVK8bzzz+fcozGjh2bamIIgEsvvZSZM2fy5JNPcuuttxIXF0elSpVo3rw53bt3P277ISIiIie39bsO8PZPq/l03gbiDifStl4Fel9Qk3NrlEl5duUxs22pHyAV9FqQytU+tuXnAuacy+k6HBNNmzZ18+bNS3f50qVLqV+//gmsUd723HPP8eCDD7J27VpNOJAL6PwVERGRUP7csJc3Zq5iyp+bKRBhdGkcw+0X1MzeDHXh2LYMRl8OVsAbg1TutOOznePEzH53zjXNLJ9akoRJkyaxePFiGjduTEREBD/99BPPP/8811xzjQIkERERkVzGOcfMlTt4Y8YqZq3aSbGogtzWqiY3n1+DSiWjj9+GUwKkiDwZIGWFgiShePHijB8/nqeffprY2FhiYmLo168fjz/+eE5XTURERER8zjmm/LmF4T+sZNmW/VQsEcXDHevRo1k1SkRHHt+Nb1/udbGzCG8MUj4OkEBBkgCtW7dmzpw5OV0NEREREUnHgn9288Skv5j/zx5qVyjGc90a0qVxTHgz1MUfgH0bYd8mcIlZ33j8AZh0L5h5AVL5OlkvI49RkCQiIiIikktt3BPHs1OXMWHhJsoVi+KZq86kW5NTjsxU5xzEboe962HvBu+1Z33A3+vhwM6jr0jRCidNgAQKkkREREREcp1/DyXw+vRVvPXTagD6XlibO9rUoti672HiM34g5AdFiYdSrxxZFEqdAiVPgSpnQcmqUKoaFK8MBbLZLa9cHShy/GYczm0UJImIiIiI5BKJSY7Pfl/P89+sYPv+Q3RpXIUHOtQjpmQ0zPo/+PYxKFwGytSESmdCvUu9YKjkKV4wVLIqFC7tdY2TbFOQJCIiIiKSC8z6ewdPTF7K0s37OLtaKd68sQlnVSsNSYkw5X8w921o0BWueB0ij+MsdqIgSUREREQkJ63e/i9PTVnGd0u3ElOqMMN7nMXlDSt7D4GNj4XPboEVX8N5/aDd4xARxmQNclQUJImIiIiI5IA9B+J55fuVfDB7HdGRBXigQ13+c34NoiMLeBn+3QZju8PmhXDp83DubTlb4ZOIgiQRERERkRPocGISH8xexyvfr2T/wcNce2417m1Xh/LFo45k2rESxlzlBUrdx0C9y3KuwichtdXlUaNGjcLMUl6FChWiVq1aDBgwgIMHD+ZInQYPHuw1C+cS7777LqeddhqFChWiVKlSOV2dVBYuXMjgwYPZtWtXTldFRERETqAF/+ym84hfGDLpLxpWLcmUu1vxVNczUwdI/8yBdy72utr1mqQAKQeoJSmPGzduHFWrVmX//v18+eWXDBs2jP379zN8+PCcrlqO2rRpE7fffjvXX3897733HtHRuWtw48KFC3n88ce54YYbKFPm5JlOU0RE5GS17+Bhnp+2nA/mrKNi8Whev+FsLmlQKe0PzEvGwxe3e7PU3fCZN4udnHAKkvK4xo0bU7t2bQAuvvhiVq5cyTvvvMMrr7xCxEk8qG/lypUkJibSs2dPWrZsedTlHT58mIIFC+aqljIRERHJ/ZxzTF28hcETl7Bt/yF6tqjO/e3rUDw6MjgjzB4J3zwKp5wL134ERcvmTKVF3e3ym7PPPpu4uDh27NiRkrZ9+3Z69+5NnTp1KFKkCKeccgrXXXcdGzduTLVucne5lStXctlll1GsWDFOPfVUhgwZQlJSUqq8CxYsoFWrVkRHRxMTE8MTTzyBcy5Nffbt20ffvn2pUqUKUVFR1K1bl5deeilV3unTp2NmjB8/nt69e1OmTBlKly7NvffeS2JiInPnzqVly5YULVqUBg0aMG3atAyPQa9evWjTpg0AF110EWZGr169AC/YefTRR6levTqFChWievXqPProoxw+fDhl/bVr12JmvPrqqzzwwAMpdd+zZw8Aa9as4frrr6d8+fJERUXRuHFjvvzyy1R1WLFiBV27dqVChQpER0dTrVo1rr76ahISEhg1ahQ333wzAKeddlpKl8m1a9dmuF8iIiKSt2zYfYBbR8/jzg/nU65YFOP7nM/gzg3SBkhJiTD1IfjmEajfCW6aoAAph53cLUlfPwRb/szZOlQ6Ezo+fcyKW7t2LSVLlqRs2SNfrF27dhEdHc2wYcMoX748mzZt4oUXXuD8889n2bJlabqide3alZtvvpl7772XiRMnMmjQIE455ZSUG/sdO3bQtm1bKlWqxOjRo4mKiuK5557jn3/+SVVOUlISl112GfPnz2fIkCGceeaZTJ48mfvuu4/t27fz1FNPpcp/zz33cOWVV/LJJ58wc+ZMhg4dSkJCAt999x39+/cnJiaGoUOHcuWVV7Ju3TrKlSsX8hgMHDiQJk2a0K9fP0aOHMnZZ59N+fLlAejZsyeffvopAwYMoGXLlsyePZuhQ4eyevVqxo4dm6qcJ598knPOOYc333yTxMREoqOjWb9+Pc2aNaNChQq89NJLlC9fnk8++YSrrrqK8ePH07lzZwAuv/xySpUqxWuvvUa5cuXYuHEjU6ZMSTkmjz76KEOHDk3pLglQuXLlrH7cIiIikgslJCbx3i9refHbFQA8ell9ep1XnYIFQrRPxB+AL26DZZOgRV+4+AlN8Z0LnNxBUj6QmJhIQkJCypikzz//nJdffpkCBQqk5Klbty6vvPJKqnXOP/98qlWrxtdff03Xrl1TlXn//fenBETt2rXjhx9+4KOPPkpJe+mll4iNjWXatGlUq1YN8Lr6nXrqqanKmTJlCj///DPvvfdeSktO+/btiY2N5YUXXuC+++5LFei0bduWF198MaW8yZMnM2LECH766aeULnOVK1emUaNGTJ48mZ49e4Y8JrVq1aJ+/foAnH766TRv3hyAxYsX89FHHzFo0CAGDx6cUp8CBQowcOBAHnroIRo2bJhSTsWKFfnyyy9TdbEbPHgwzjlmzJiREohecsklrF+/nscee4zOnTuzY8cOVq5cyYQJE1KCJoDrrrsOgPLly1OrVi0gdXdJERERyfv+WL+Hh7/4k7827+OiehV4vEsDqpYuEjpz7A746FrYMA86PAPN7zixlZV0ndxB0jFswckp9erVS/V3nz596Nu3b5p8r732Gq+//jqrVq0iNjY2JX358uVp8l52WeoZVM444wwWLFiQ8vfs2bNp3rx5SoAEULRoUTp16sSoUaNS0mbOnElERAQ9evRIVd4NN9zAO++8w+zZs+nUqVNKeseOHdPs24oVK1KNKUre3/Xr16epd2ZmzpyZsv3g+gwcOJAZM2akCpKuuOKKNGOQpk6dyqWXXkrJkiVJSEhISb/kkkvo378/+/bto2zZstSsWZOHHnqIrVu30qZNG0477bQs11dERETyjv0HD/PCNysYPXstFYpHpT8xQ7Kdq7wpvvdvhu4feN3sJNdQW14e9+WXXzJ37lymTJlCu3btePXVV3n//fdT5Rk+fDh9+vShXbt2fPHFF/z222/MmTMHIOR04cGzrUVFRaXKt3nzZipWrJhmveC0Xbt2UaZMGaKiolKlV6pUKWV5oNKlS6f6O9TU3YUKFUq33plJ3l5wt7b06hOq+9u2bdt4//33iYyMTPXq378/ADt37sTM+Pbbb2natCkPP/wwderUoWbNmrz22mtZrrOIiIjkbt7EDJtp9+IMRs9ey03NT+W7+1rT4YzK6QdIf3/vTfF9aB/0nKQAKRc6uVuS8oEzzjgjpbtW27ZtadiwIf379+eqq66iaNGiAHz88cdcdNFFvPDCCynrrVmzJtvbrFy5Mlu3bk2THpxWpkwZdu3aRXx8fEpwA7BlyxaAVOOmToTk4G/Lli0p3d0yqk+oC1vZsmVp1aoVDz74YMhtVKlSBYCaNWvy/vvv45zjjz/+YMSIEfTp04fq1aunaTETERGRvGnjnjgGTVjMd0u3Ub9yCd64sSmNT8ng2YyJh+GHJ+CXV6B8fbj2QyhbK/38kmPUkpSPJE+gsG3bNl599dWU9AMHDhAZmXoWlffeey/b22nRogVz5sxJ1eUtNjaWiRMnpsrXunVrkpKSGDduXKr0Dz/8kEKFCqWMFTpRWrduDXhBY3B9AC644IJMy+jQoQOLFi2iQYMGNG3aNM0ruNXMzGjcuHHKWKvFixcDpOSLi4s7up0SERGRE+7g4USGf7+Si16Yzi9/7+SRS+szse/5GQdIu9fCux28AKnJzXDbDwqQcrGwWpLMrCrwINAUaAQUBmo459YG5BkMDEqniEPOuQyf5mlm04HWIRbd65x7OZx6CnTu3JlzzjmH559/nr59+1K4cGE6dOjAM888w1NPPcW5557LDz/8wGeffZbtbdx77728+uqrtG/fnsGDB6cEZ4ULF06Vr2PHjrRs2ZI77riD7du306BBA6ZMmcLbb7/Nww8/nO7sdMdLgwYN6NGjB4MHDyYhIYHzzjuP2bNn88QTT9CjR49U45HSM2TIEM4991wuuOAC+vbtS/Xq1dm9ezeLFy9m9erVvPvuuyxatIi7776b7t27U7t2bRITExk1ahQFCxakbdu2gDehBMDIkSPp2bMnkZGRNGzYMFWLm4iIiOQuzjm+/WsrT0z+i/W74rj0zEoMuLR++hMzJFv8OUy8BzC4ejQ0uOKE1FeyL9zudrWBa4DfgZ+A9iHyvA1MDUor6qd9FeZ2FgG9g9LWhrmu+IYOHcoll1zC66+/zr333stjjz3Gnj17eOmllzh48CCtW7dm2rRp1KyZvSc4lytXju+//567776bnj17UrZsWe644w4SEhIYMmRISr6IiAgmT57MgAEDeOaZZ9i5cyfVq1fnxRdf5J577jlWu5slo0ePpmbNmrz77rsMHTqUKlWq8OCDDzJoUHrxfWrVqlVj3rx5DB48mAEDBrB9+3bKli3LGWeckTLbXqVKlahWrRovvvgiGzZsIDo6mjPPPJNJkybRpEkTABo1asTgwYN58803eeutt0hKSmLNmjVUr179eO26iIiIHIVV2//l8Yl/MXPFdk6rUIwPb23G+bUz+cE3/gBMfRDmvw9Vz4Wr3obSp2a8juQKFuoBoGkymUU455L8f98KvEVQS1I6690IvA9c7pybnEne6UBB51zLjPKlp2nTpm7evHnpLl+6dGnKtNAieY3OXxERkZzx76EEhn+/knd/WUN0wQLcc3EdbmpxKpGhnnkUaOsS+Ow/sH05tLwXLhwABSIzXkeOOzP73TnXNLN8YbUkJQdI2dAT2ApMy+b6IiIiIiInnHOO8Qs3MmzKMrbtP8Q1TavyQId6lCsWldmKMO9dmDYAokvCjV9CrQtPTKXlmDlus9v545guBF52ziVklt93lpntBYoAS4FXnHPvHK86ioiIiIgEW7xxL4O+WsLv63bTqGpJ3rwpk1nrksXthq/6wdKvoNZF0PUNKFb++FdYjrnjOQX4jXiz540OM/9M4ENgBVAKuAl428wqO+eGhlrBzG4HbgdSPdhURERERCSrdsfG89w3y/not38oU6QQz17VkG5NqhIRkc7zjgL9Mwc+v9V7OOzFT0CLvhChiaTzquMZJN0ELHDOLQons3PusaCkCWb2JfCImb3snPs3xDpvAm+CNybpaCssIiIiIiefxCTH2F/X8fw3K/j3UAK9zqvOPe3qULJwGGOIkhLh55fgx6eg1Cnwn2+gapPjX2k5ro5LkGRm5wL1gKOdwuwj4ArgTGD20dbLOZf+k49FcqlwJlcRERGR7FmyaS/9xy3ir837aFGzLIM7N6BupeKZr+gc7FgJU+6HNTOhwZXQ6WVvHJLkecerJaknkACMPcpykiOao75LjIyMJC4ujiJFMpnHXiSXiYuLS/MwYBERETk6iUmOt39azfPfLKd0kUK8ev3ZdDyjUugf1JOSYNdq2LzQe21aCJsXwaG9ULAwdB4OZ90I+jE+3zjmQZKZFQKuBaY457YfZXHXAXHAn0dbrwoVKrBx40ZiYmIoXLiwWpQk13POERcXx8aNG6lYsWJOV0dERCTf2Lgnjvs/Xcic1bvo0KASw648k9JF/Qe6JyXBrlV+IOQHRFsWwaF93vICUVCxAZx5FVRu7M1cV0pj4/ObsIMkM+vm/zO5k2VHM9sObHfOzQjIejlQhgwmbDCzv4F1zrmL/L9bAQ8BX+A9PLYkXmtUZ+Ah51xsuPVMT4kSJQDYtGkThw8fPtriRE6IyMhIKlasmHL+ioiIyNGZsHAjj45fTFKS47luDenWqBy27CvYON9vKVoE8fu9zAWjoeIZcObVUKWxFxRVqK/nHZ0EstKSNC7o71f99xlAm4D0nsAuYFIm2y0Q8PdmvJnwhgDlgMPAIuA659xHWahjhkqUKKGbTREREZGT0N64wzw2YTETFm6iyamlefmK2pyy+mN4ZQT8u9ULiCqdCY2uPRIQla+rgOgkFXaQ5JwLq3+ac65LGHmqB/39N9Ax3LqIiIiIiIRr9qqd3P/pQrbuP8SANhW5pdC3FBjdAw7ugRqt4co34dSWUOB4TvwseYnOBBERERHJlw4lJPLityt4c+Zqzi59iPFNZlNh/liI/xfqXgqt7oeqTXO6mpILKUgSERERkXxnxdb93PPxQvZtWcVHVX6k2Z6vscWH4YyroOW93uQLIulQkCQiIiIi+UZSkmP07LV8+vX33BX5FZdG/0zE7ghofB2cfzeUrZXTVZQ8QEGSiIiIiOQLW/cdZMTYz2mxcRSTC87FCkRjTXtDi75QMianqyd5iIIkEREREcnzfvnpe/h+CE+wkPio4liL+7Hmd0LRcjldNcmDFCSJiIiISJ6150A848cMp8fGYcRFFGFns4co26YPRJfM6apJHqYgSURERETypB+XbmX5uMe4I+ljNpZsTIXbPiOyePmcrpbkAwqSRERERCRP2X/wME99tZBz/hzMHQV+ZnftK4m59nUoGJXTVZN8QkGSiIiIiOQZv/y9g6fG/cTjcU/RtMAKEto8QunW/cEsp6sm+YiCJBERERHJ9Q7EJ/D018uYNecX3o9+gUqRe+DKURRs0DWnqyb5kIIkEREREcnV5q7dxf/G/UG13b8yqchwoqKLYD2+hqpNcrpqkk8pSBIRERGRXOng4URe+GY5b/+8hruKzeD+qLexsvXguk+g1Ck5XT3JxxQkiYiIiEius3D9Hu7/dCFrtu9nTNWvOH/Hp3DaJdDtHYgqntPVk3xOQZKIiIiI5BrxCUn83/creW3GKqoXS2JuzXcou+lHaN4H2g+FiAI5XUU5CShIEhEREZFcYcE/uxnw5WKWbt7HLWdGMmDPYApsXgaXvQjn3JLT1ZOTiIIkEREREclRu2LjeXbqMj6eu56KJaL45LJIms25CxIOwvXjoPZFOV1FOckoSBIRERGRHJGU5Ph47nqenbaM/QcTuK1VDe6LWUrhSX2gWEXoOREq1MvpaspJSEGSiIiIiJxwizbsYeD4xfyxYS9tTi3EM3XWUHHVszB3AZzSHK79EIqWy+lqyklKQZKIiIiInDB7DsTz3LTlfPTbWtoX/pvhtedxypbvsJ8OQoUG0OFpaHIzREbndFXlJKYgSURERESOu6Qkx2e/b2DU1z/RLv57fi8+i9Lxm2B7STjrBu9VuTGY5XRVRRQkiYiIiMjx9df6bXw97m3O2T2FSQUWE1HQQUxrOGsI1L8cIgvndBVFUlGQJCIiIiLHxf618/lr8kjqbJvK/fYvB4pWws7tD2ddD6Wr53T1RNKlIElEREREwnf4IBzaBwf3ee+B//bf3cG97PnrR0rvW0pjV5DlpdtQqP0dFK3XVg+DlTxBQZKIiIiIpLX5D5j+NOzblDoQSozPdNWDVpj1iZX4tMSdtLriThrWPvUEVFjk2FGQJCIiIiJHJB6Gn16Amc9B4dJQ5SwoWxuiS0BUiYD3khBVPFXautiC3PLxMtbuOsSjl9XnthbViYjQRAyS9yhIEhERERHP1iXw5R2wZRE07O5Nx12kTFirzvp7B3d+OJ8IgzG3NqN5zbLHubIix4+CJBEREZGTXWICzHoFfhwGhUtB9zFQv1PYq38wZx2Dv1pCzXJFeafnOVQrW+Q4Vlbk+FOQJCIiInIy274cxt8JG3+H06+Ay16AouXCWjUhMYkhk/7i/dnruLBuef6vx1kUj448zhUWOf4UJImIiIicjJISYfZI+GEoFCoK3d6DM64Me/W9Bw5z19j5/Pz3Dm5rVYOHOtangMYfST6hIElERETkZLNzldd6tP5XqHc5XP4SFKsQ9uqrtv/LraPnsWH3AZ7t1pBrmp5yHCsrcuIpSBIRERE5WSQlwW9vwneDoWAh6PomNLwGLPwWoJkrtnPX2PkUKhDBR7c1p2n18CZ2EMlLIsLJZGZVzWy4mc02swNm5syseoh8Lp1X4zC3c5uZLTOzQ2a23MzuyNruiIiIiEhIu9bA6E4w9UGo0Qr6/AqNuocdIDnnGPXLGm4eNZeYUoUZf9f5CpAk3wq3Jak2cA3wO/AT0D6DvKOAN4LSVmS2ATO7zV9vGPAdcBHwqpmZc+61MOspIiIiIoGcg3nvwjcDIaIAdBkJja/PUuvR4cQkBn21hLG//sPFp1fk5e6NKRqlDkmSf4V7ds90zlUEMLNbyThI2uicm5OVSphZQeBJ4APn3CN+8o9mVgV4wszeds4dzkqZIiIiIie9hHj44lb4awLUvBA6D4dSWRs/tDs2njs//J05q3fRp00t/te+rh4QK/leWEGScy7pONejBVAeGBOU/gFwM9AS+PE410FEREQk/0g4BJ/2hBVfw8VPwHn/zVLrEcDKrfu5ZfQ8tuw7yMvdG3PFWTHHqbIiuUtYY5Ky6E5/TNEBM/vBzFqFsU4D/31xUPoS//30Y1c9ERERkXzu8EH45AYvQLrsBTi/X5YCpIOHE3lt+iq6vjqLA/GJfHx7cwVIclI51p1JxwCTgE3AqUB/4Aczu9g5Nz2D9ZJH/e0OSt8VtDwVM7sduB2gWrVq2ayyiIiISD5yOA4+vh5WfQ+dXoEmvcJeNSExic9+38DL361ky76DtK1XgaFXnEGVUoWPX31FcqFjGiQ5524M+PMnM5uA1zo0FK/LXHqSf9pwWdzem8CbAE2bNs3SuiIiIiL5TvwB+LgHrJ4BnUfA2Tdmvg7ezHXTlmzluWnLWLU9lrOqleKVaxvTrGbZ41xhkdzpuE5L4pzbb2aTgVsyyRrYYrQ5IL1M0HIRERERCSU+FsZ2h7U/wxWvQeMeYa326+qdPD11GQv+2UOt8kV548YmtD+9IpbF8Usi+cmJmLvRyLyFKHnsUQNSB0nJY5H+OtaVEhEREck3Du2HD6+B9XPgyreg4dWZrrJsyz6enbqcH5Zto2KJKJ6+8ky6NalKwQLHY8i6SN5yXIMkMysBXAb8mknW2cAO4Hq8ZyQluwGvFemX41JBERERkbzu4D748GrYMBeuehvOuCrD7Bt2H+DFb1fw5YKNFI8qyIMd6tHrvOoULlTgBFVYJPcLO0gys27+P5v47x3NbDuw3Tk3w8z+B9TFm6o7eeKG/wGV8IKfwLL+BtY55y4CcM4dNrOBeA+P3YgXKLUF/gP81zkXn90dFBEREcm3Du6FMVfBpgVw9Xtwepd0s+6KjWfkj3/zwex1YHB7q5rc2aYWpYoUOoEVFskbstKSNC7o71f99xlAG2A50NV/lQT24bUA3eKc+y3EdlP9XOGce93MHHA/3qx4/wB9nXOvIiIiIiKpxe2GD66ELX/C1aOh/uUhsx2IT+Ddn9fwxozVxMYn0K1JVe5pV0cz1olkIOwgyTmX4eg959xEYGKYZVVPJ/0N4I1w6yQiIiJyUjqwCz64ArYthe5joG6HkNmWbt7HXR/OZ/WOWC4+vSL9L6lLnYrFT3BlRfKeEzFxg4iIiIgcK7E74f0usGMFdP8Q6rQPme3TeesZOH4xJQtHMvbWZpxXu9wJrqhI3qUgSURERCSv+He7FyDtWgU9xkLtdmmyxMUn8tiExYz7fQPn1SrLK9eeRfniUTlQWZG8S0GSiIiISF6wfyu83xl2r4PrPoGabdJkWbX9X+76cD7Lt+6nX9va3N2uDgUi9LwjkaxSkCQiIiKS221fAR9fB/s2wvXjoEarNFkmLdrEg58tIiqyAKNuPpfWdcrnQEVF8gcFSSIiIiK5lXPw+yiY+jBEFoYbPodTz0uV5VBCIk9NXsro2etocmppRlx3FpVLauY6kaOhIElEREQkNzqwC776LyybBDVaQ9c3oETlVFnW7zpA37Hz+WPDXm5rVYMHOtQjskBEDlVYJP9QkCQiIiKS26yeDl/eAbE7oP1QaH4XRKQOfr77ayv3fboQB7xxYxMuaVApR6oqkh8pSBIRERHJLRLi4YcnYNZwKHeaN0FD5UapsyQm8dw3y3ljxmoaVCnBa9c3oVrZIjlUYZH8SUGSiIiISG6wYyV8fgts/gOa3AyXPAWFUgc/W/cd5L9jF/Db2l1c36waAy8/nejIAjlUYZH8S0GSiIiISE5yDuaP9iZnKBjtPSC2/uVpsv28cgd3f7yAuMOJvHJtY7o0jsmByoqcHBQkiYiIiOSUMCZncM7xxszVPDt1GbXKF+O1G86mdoXiOVRhkZODgiQRERGRnBA4OcPFT0CLvmkmZ4iLT+SBzxcx8Y9NXN6wMs92a0iRQrp9Ezne9C0TEREROZECJ2coWxt6fAxVGqfJtn7XAXp/8DtLt+zjwQ71uGYIsW4AACAASURBVKN1TcwsByoscvJRkCQiIiKSFc7Bym8hbnc21k2CX1+HzQvTnZwBYNaqHdz14XwSkhzv9TqHNnUrHIOKi0i4FCSJiIiIhOtwHIzvA0u+yH4ZhUunOzmDc45Rs9YydPJSapQryls3NaVGuaJHUWERyQ4FSSIiIiLh2L8VPu4BG+fDRYPg9C7ZK6dYRYgqlib54OFEHh2/mM9+38DFp1fkpe6NKRalWzWRnKBvnoiIiEhmtvwJY6+FuF3QfUzIVqCjKn7vQXqP+Z0/1u/hnnan0a/taUREaPyRSE5RkCQiIiKSkeVfw2e3QHRJ+M9UqNzomBb/+7pd9P5gPnHxCbxxYxMuaVDpmJYvIlmnIElEREQkFOdg9kj45lFv9rlrP0rzDKOj9dFv//DYhMXElCrM2NuaUaeinn8kkhsoSBIREREJlngYJt8P80d7Y4+ueD3kLHTZFZ+QxOMTl/Dhr//Quk55/u/asyhZJPKYlS8iR0dBkoiIiEigA7tgXE9YMxNa/Q8ufCTNQ16Pxvb9h+jz4e/MXbubO1rXov8ldSmg8UciuYqCJBEREZFkO1fB2Gtgzz/Q9Q1odO0xLX7+P7u568P57D4Qz//1OIvOjaoc0/JF5Nj4f/buOzrqKu/j+PtOeiO0hBISWmihQygiKjYsKIhIs5dV13XXZ9e2rrqPrn33Udfedl3bKiCIgoKiSBVFDEiHQBICSYAkBEgjZcp9/pi4IktJYJJJ+bzOmTPJb+698/2d45nw8d65VyFJREREBGDHcphxNTgC4Nq50PE0nw1dUuHi6QWpvPNdJu2jw5j16xH0iYv22fgi4lsKSSIiIiKr34F5d0KrRJg6HVp29tnQCzfn8uc5G9lbVM41wzty9wU9aBaq7x+J1GcKSSIiItJ0edyw8CH49kXoei5MfMu71bcP5BWV8/Cnm5i/YS892kTx0pWDGNyxhU/GFpHapZAkIiIiTVNFCcy+GVLnw9Bb4IInIeDU/2nk8Vim/bCLpz7fSoXLwz0X9ODmM7oQHOi7zR9EpHYpJImIiEjTcyATpl8FeVvg4qdh6M0+GXZ7bjF/mr2BlJ0HGNG1FY+P70vn1hE+GVtE6o5CkoiIiDQtGUth5vVg3XDVTEg895SHLHe6eWVxGq8uTSciJJCnJ/ZnwqA4jNHW3iINkUKSiIiINA3Wwqp/wBf3VW3QMA1adT3lYVdmFHD/7A1k7Ctl/MA4HhzTi1aRIT4oWET8RSFJREREGj9XBcy7C358D3pc7D0DKbTZKQ158FAlT87fyoyULOJbhvHujUM5s3uMjwoWEX9SSBIREZHGrTjXe/5R9io4814Y9SdwnPwmCtZaPl2/h0c+3cSBQ05uPasLvz+3O2HBAT4sWkT8qVohyRjTAfgjkAz0B8KAztbazMPaJAO3AGcCCcA+YDnwoLV2RzXeYwlw1lFe+oO19rnq1CkiIiLyCzmrYfrVUH4QJr4DvS87peH2FpbzwMcb+HprHv07RPPOjUPp3V6Hwoo0NtWdSUoEJgGr8Qaf0UdpMwXoDbwAbALigD8DKcaYAdbarGq8z3rg1iOuZVazRhEREZGfrZsBc38HUW3gpi+hbd+THspay/Qfsnhi3hacHg8PjunFDad3JsChjRlEGqPqhqRl1to2AMaYX3H0kPRXa23+4ReMMSuAHcDNwP9W432KrbUrq1mTiIiIyH87/IDYTmd4Z5AiWp30cLsKDnHf7PV8m17AaV1a8dSEvnRspW29RRqzaoUka62nGm3yj3JtpzEmH++skoiIiEjtKjsAs26E9EVVB8Q+AQFBJzWU22N5+9tMnl6QSoDD8MT4vkwZEo9Ds0cijV6tbtxgjOkFxAJbqtlloDGmEAiv6vO8tfbN2qpPREREGpG8rTB9KhzMgktfgMHXnfRQaXnF3DtrPWt2HeTsHjE8Pr4v7ZuH+bBYEanPai0kGWMCgdeAfKA6QWcZ8D6wDWgOXAv80xjTzlr7WG3VKSIiIo1A6ufw0c0QFAbXz4OEYSc1jNPt4fWl6bzwdRrhIQE8N3kA4wa016GwIk1Mbc4kvQSMAMZYaw+cqLG19sjvLM0xxnwMPGCMec5aW3JkH2PMLXh31CMhIcEHJYuIiEiDYi0sfwYWPQbtB8Dk9yH65Fb5b8wp5N5Z69m8p4gxfdvx8NjexETpUFiRpqhWQpIx5km84eU6a+2XpzDUNOAyoC/w3ZEvWmvfAN4ASE5OtqfwPiIiItIQrf8QFj0KfSfB2Be8M0k1VO5088LX23l9WQYtI4J57erBXNinbS0UKyINhc9DkjHmAeA+4A5r7XunOlzVswKQiIiI/FLxXvj8XogfBuNfA0fND3NdvXM/985aT3p+KVcM7sCfxyQRHX5yGz2ISOPh05BkjLkDeAx4wFr7og+GvBIoAzb4YCwRERFpLKyFz/4ArnIY90qNA1JZpZu/LdjK299m0j46jHduHMpZ3WNqqVgRaWiqHZKMMVdU/Ti46vmiqu298621S40xU4DngC+ARcaY4Yd1L7LWbj5srDRgp7X23Krfz8A7+zQb7+Gx0cB1wFjgPmtt6cncnIiIiDRS6z+E1Pkw+nFonVijrj9k7ueemevILDjENcM78seLehIZUqsb/opIA1OTT4SZR/z+StXzUmAUcCHe5XEXVj0O91Obw9/38P/lswdwAI8ArQEnsB640lo7rQY1ioiISGN3+DK74bdVu1u5083TC1J5c8UO4pqH8cHNwxjRtXUtFioiDVW1Q5K19rh7X1prrweur+ZYnY74PQ24qLq1iIiISBN1ksvsVu88wD0z15Gxr5SrhiXwp4t7afZIRI5Jnw4iIiLScNRwmV25082zX23jn8szaBcdxr9vGsbIbpo9EpHjU0gSERGRhqGGy+x+3HWAu2euIz2/lKlDE7j/4p5EhWrnOhE5MYUkERERqf9qsMyu3OnmuYXbeWNZOm2bhfLujUM5UzvXiUgNKCSJiIhI/VfNZXbrsg5y98x1bM8rYcqQeO4f04tmmj0SkRpSSBIREZH6rRrL7Cpcbl74ejuvLc0gJjKEt28YwqgesXVcqIg0FgpJIiIiUn9VY5ndhuxC7p65jtTcYiYO7sCDlyQRHabZIxE5eQpJIiIiUn8dZ5md0+3hxUVpvLw4jdaRwbx1/RDO7qnZIxE5dQpJIiIiUj8dZ5ndttxi7vxwLRtzirh8YBwPXdqb6HDNHomIbygkiYiISP1zjGV2bo/lzW8yePrLbUSGBPLa1YO4sE87PxcrIo2NQpKIiIjUP0dZZrer4BB3z1zHqsz9nJ/UhifG9yUmKsTPhYpIY6SQJCIiIvXLEcvsrLVMW5XFY/M2E2AMT0/sz4RBcRhj/F2piDRSCkkiIiJSfxyxzC63xMkfP1rPktR8Tk9sxd+u6E9c8zB/VykijZxCkoiIiNQfVcvs7OjHmJsdxv/OWUaFy81fxvbmmuEdcTg0eyQitU8hSUREROqHqmV2zvZD+EPGcD7buJaBCc15ZmJ/usRE+rs6EWlCFJJERETE/6qW2bmdZUzOvZYN5fncc0EPbj2zC4EBDn9XJyJNjEKSiIiI+F35d28QmjqfJ5xXcSimE3NuGkBS+2b+LktEmiiFJBEREfGfimLyZ9xBTMZslnv6EjLyduac35OQwAB/VyYiTZhCkoiIiPhF5c7vKf3gBlqW7+atoMn0vfIx7u0S6++yREQUkkRERKSOedzkf/4kLX94hlLbkhmJL3HNpClEhOifJSJSP+jTSEREROqM50AWue9cS7uDa1hgTifksuf59YBu/i5LROQXFJJERESkThSsmkHI53cS5XHxr9g/Mu7aO2kVFervskRE/otCkoiIiNQqW1FM5r/voHPWbDbYrmSd8yI3nDkCY3QwrIjUTwpJIiIiUmsK01dRPv0GOlbmMDtyMkOu/z/6xkT7uywRkeNSSBIRERHf83hIn/MEHdc9yyEbzacDXmfcuEkEODR7JCL1n0KSiIiI+FRZwS52v3U9XUtWszxwBDFXvsa4Lh39XZaISLUpJImIiIhvWEvG8um0WnQP7Wwln3X+E+ddeTehwfrnhog0LPrUEhERkVPj8bBjxUzsN3+nS8UWtpoulI19g0sGDfF3ZSIiJ0UhSURERE6KdVWSuvAtIlNeorNrF9nEsrDzvQy94vc0i4jwd3kiIidNIUlERERqxFVWzJb5L9Nm4z/pafPZbjqyqPcTDL3kJs4L07lHItLwKSSJiIhItZQX7SN17jN0THuPvhSzPiCJrYP+wvDRU+gWFODv8kREfEYhSURERI6rKHcnGXP/Svecj+hPOT8ED8Vz+u8ZcsbFOLSlt4g0QgpJIiIiclT7MjeS89lTJOXPpw+W7yPOJvLcu0geNAJjFI5EpPGqVkgyxnQA/ggkA/2BMKCztTbziHahwKPA1UBzYC3wR2vtsmq+z83AXUBnIBP4u7X2ter0FRERER+wltzNy8hf8AxJhcuIJJDvWlxK24vu4fQeffxdnYhInajuTFIiMAlYDSwHRh+j3ZvAGOAeIAO4HVhgjDnNWrv2eG9QFZBeB54EFgLnAq8YY4y19tVq1ikiIiIno6IYu24Ghd+8TpuibYTZcJa1vZbES+7mzPgEf1cnIlKnjLX2xI2McVhrPVU//wr4B0fMJBlj+uOdObrRWvtW1bVAYBOQaq0de5zxA4HdwOfW2usOu/4vYCzQzlrrPF6NycnJNiUl5YT3IiIiIofZuwFS/oVdNwPjLGWTpyMrWozjkqv+h/axrf1dnYiITxljVltrk0/UrlozST8FpBMYCziBGYf1cxljpgP3GWNCrLUVx+h7GhAD/PuI6+8BNwAjgcXVqVVEREROwFkOmz+BH96E7FW4A0L43I7gbdc5nH/exfzqzK4EaEMGEWnCfLlxQ29gh7X20BHXNwHBeJfsbTpOX4CNR+kLkIRCkoiIyKkpSIeUf8Ha96HsAJ6WiXzV4Q7uTetDbGxbnpsygN7to/1dpYiI3/kyJLUEDhzl+v7DXj9eX47S/7h9jTG3ALcAJCRovbSIiMh/cTsh9XNIeRMyloAjEHpeQmbnKdyyPIxtaaVcP6IT913Uk1CddSQiAvg2JBngaF9wqs58/U9tTvwFqcNYa98A3gDvd5Jq0ldERKTRcpZDTgqkL/bOGhXvgeh4OOdBPP2v5s11ZfzfJ6lEh7t458ahnNU9xt8Vi4jUK74MSfuBo03ntDjs9eP1Be+M0Z7Drrc84nURERE5UmUpZK2CnStg57eQnQLuCsBAt/Phkr9Dt9HsLqrkrhnr+C6jgNFJbXhqQj9aRgT7u3oRkXrHlyFpEzDeGBN+xPeSkoBKIO0EfcH73aTDQ1JS1fNmn1UpIiLS0JUXwq7vq0LRCtj9I3hcYAKgXX8Ydgt0PB0ShkOY9/9VfrpuNw98vAGXx/K3Cf2YmNxBB8KKiByDL0PSXOAvwETgHfjP1t6TgS+Ps7MdwHfAPuAqvGck/eRqvLNIK3xYp4iISMNyaL93hmjnt7DzG++23dYDjiCIGwwj7oBOp0P8MAiJ+kXXonInD83ZxMc/5jAwoTnPTR5Ax1YRfroREZGGodohyRhzRdWPg6ueLzLG5AP51tql1tq1xpgZwHPGmCBgB3Ab0Blv+Dl8rDRgp7X2XABrrdMY82e8h8fm4A1K5wA3Ar+z1lae/C2KiIg0UNbCggdg5cve3wNDocMQOPNe6DjC+3Nw+DG7f59RwJ0frmNvUTl/OK87t5/dlcAARx0VLyLScNVkJmnmEb+/UvW8FBhV9fMNwOPAY0BzYB1wobV2zVHe9xdb6FhrXzPGWOAu4B5gF/Bba+0riIiINEUrnvcGpAFXw8CrIW4QBIacsFuly8PfF27jtaXpdGwZzqxfn8bAhBYn7CciIl7G2saxKVxycrJNSUnxdxkiIiK+sfEjmHUj9L4cJrwJjurNAKXlFfM/09eyaXcRU4bE8+dLkogI8eXqehGRhssYs9pam3yidvrUFBERqW92fgcf3wYJp8Flr1YrIFlreW/lTh6ft4WIkEDeuGYwo3u3rYNiRUQaH4UkERGR+mRfGkyfCs3jYcoHEBR6wi55xeXcO2s9S1LzGdUjhr9d0Y/YqBP3ExGRo1NIEhERqS9K98H7E7xbeV81E8JbnrDLgk17+dPsDZRWuHh0XG+uHt5RW3uLiJwihSQREZH6wFkG06ZA8V647jNo2eW4zUsrXDz62Wam/5BFn7hmPDd5AImxUcftIyIi1aOQJCIi4m8eD8y+BbJTYNK7ED/kuM3X7DrAH2asZdf+Q9w2qit/OK87wYHa2ltExFcUkkRERPztqz/DlrlwwROQNPaYzVxuDy8tTuPFRWm0bRbK9JuHM6xLqzosVESkaVBIEhER8afv34DvXoKht8Lw3xyzWea+Un4/Yy1rsw4yfmAcfxnXm2ahQXVYqIhI06GQJCIi4i+pn8MXf4QeF8OFT8JRNlyw1vJhShZ/+XQzgQ7DC1MHMrZ/ez8UKyLSdCgkiYiI+EPOGu9hse36w4R/giPgFy9ba1m6LZ9Xl6Tz/Y79nNalFc9M6k/75mF+KlhEpOlQSBIREalrB3bCB5MhojVc+SEER/znJZfbw7wNe3htaQZb9hTRtlkoj4zrzdXDOuJwaGtvEZG6oJAkIiJSl8oOwPsTwV0B138GkbEAlDvdzEzJ4o3lGWTtL6NrTAR/u6Iflw2I0851IiJ1TCFJRESkrrgqYMY1sD8Drv0EYnpQeMjJeyszeWtFJgWllQyIb86DY5I4v1cbzRyJiPiJQpKIiEhdsBbm/g4yl8Pl/2Bvi2TenLeZD77fRWmlm1E9Yvj1WV0Z1rkl5igbOIiISN1RSBIREakLi5+A9TMoGHovf93Wg49nLMLtsVzavz23ntmVpPbN/F2hiIhUUUgSERGpTdbCkqdg2d/4Jupirlnen+CA3UwdmsDNZ3QhvmW4vysUEZEjKCSJiIjUFo8H1/x7CUz5Bx+6zuLJ4mv47dlduW5EJ1pHhvi7OhEROQaFJBERkdrgdnLwg5tonj6HN1xj2D3kfpZf2JPIEP3pFRGp7/RJLSIi4mOu8hKyX59IpwPf8nLA1fS78iFu6R7r77JERKSaFJJERER8aFfObkrfnkCPyi1Ma3sXV1/3J6LDg/xdloiI1IBCkoiIiA9Ya5m9bDW9F91AoskhZeizTB1zo7/LEhGRk6CQJCIicoryist5etoCbs++mzYBRRSN/4Ch/S70d1kiInKSFJJEREROwRcb9/DmR5/xsucxmoVYgq/5jNCEIf4uS0REToFCkoiIyEkoKnfyl7mb2fHjIt4N/T9CIyMJvG4OxPbyd2kiInKKFJJERERqaGVGAXd9uI5uRSuZEfYcgc07YK75GFp09HdpIiLiAwpJIiIi1VThcvPsl9t4Y3kGNzRbzZ9DnsfE9oKrZ0OktvgWEWksFJJERESqYdPuQu6csY7U3GKe77qasTnPYjqOgKnTIDTa3+WJiIgPKSSJiIgch8vt4bWl6Ty3cDstwoNYlPw9XTY+D90vgolvQVCYv0sUEREfU0gSERE5hvT8Eu78cB3rsg4ytl9b/hY1g9DVr0O/KTDuJQjQIbEiIo2RQpKIiMgRPB7LO99l8tTnWwkLDuDlKX0Zk/kUrH4fht0GFzwBDoe/yxQRkVqikCQiInKY7AOHuGfmer7LKOCcnrE8NbYbsV/eDls/g1H3w1n3gjH+LlNERGqRQpKIiAhgrWXm6mwe+XQz1lr+OqEvk/o2x8y4GnYshQv/CsN/7e8yRUSkDvg0JBljlgBnHePlBdbaC4/T1x7jpYHW2rWnWpuIiMix5BWXc//sDSzcksewzi15emJ/4kPL4b3LYPdauOw1GDDV32WKiEgd8fVM0m+AZkdcOw14Fphbjf5vA68fcW3bqZclIiJydPM37OGBjzdwqNLNny9J4oYRnXCU7IW3xsP+dJj8HvQc4+8yRUSkDvk0JFlrNx95zRhzM1AJTK/GEDnW2pW+rElERORoDh6q5KG5m5izdjf9O0TzzKQBJMZGwv4d3hmk0n1w1SzocqwFEiIi0ljV6neSjDFhwETgU2vt/tp8LxERkeqw1rIkNZ/7Zq+noKSSu87vzm2juhIY4IDczfDeeHBXwLVzocNgf5crIiJ+UNsbN1wORAHvVLP9bcaYewA3sBJ4yFq7vLaKExGRpsPl9vDFpr38Y/kO1mUdpHubSN68bgh94qK9DbJT4N8TvIfD3vA5xPbyb8EiIuI3tR2SrgXygM+r0fbfwGfAbqAjcA+wyBhzvrV2ydE6GGNuAW4BSEhI8EW9IiLSyBSXO5nxQxZvrcgk52AZnVtH8Oi43kxMjic0KMDbKGMJTLsSImPg2jnQopM/SxYRET8z1h5rU7lTHNiY9kAW8Ly19s6T6B8FbASyrLUjT9Q+OTnZpqSk1LxQERFplHIOlvH2ih1MX5VFcYWLoZ1a8qszOnNerzY4HIedc7TlU5h1I7RKhGs+hqi2/itaRERqlTFmtbU2+UTtanMm6WrAQfWX2v2CtbbYGDMPuMmnVYmISKO2Pvsg/1i+g/kb9gBwcd92/GpkZ/rHN//vxms/gDm3Q9xguPJDCG9Zx9WKiEh9VJsh6VpgnbV23SmMYYDameoSEZFGw+OxLNySyz+X72BV5n4iQwK58fROXH96Z+Kahx2908pX4Yv7oMsomPw+hETWZckiIlKP1UpIMsYkA72BGi+zO2yMZsAY4Htf1SUiIo1LWaWbWauz+NeKTHbsKyWueRgPjunF5CHxRIUG/XcHa2F/Bqx5F1Y8B70uhQlvQmBI3RcvIiL1Vm3NJF0LuIAPjnzBGNMRSAcesdY+UnXtbqAHsJifN264G2gLXFVLNYqISAPl9ljeWrGDlxancfCQk/4donlx6kAu6tPWu5X3TypLIWcNZK+CrB8g+wc4tM/72oCr4dLnIaC29zASEZGGxud/GYwxQcBU4Atrbe7RmgABeL+v9JNUYHzVIxooAlYAN1lrV/m6RhERabi25xZzz6z1rM06yJndY/jt2YkM6dQCA3BgR1UYWgVZqyB3E1i3t2OrbtD9AugwBOKHebf4NuZ4byUiIk2Uz0OStdYJxBzn9Uy8Qenwa58Cn/q6FhERaTycbg9vLMvg+YXbiQgJ4IVJSVzaIhuT/TasrJolKs33Ng6OhLhBMPIP3kDUIVmbMoiISLVpjYGIiNR7m3cXcc+sdWzaXcQVSVE8HPc9kYvvgGLvDna07AqJ51XNEg2F2CRwBPi3aBERabAUkkREpN6qdHl4aXEaryxOo0fYQRb3WUnnXR9BRgl0Pgsu+ht0PB0iWvm7VBERaUQUkkREpF5an32Qe2auJyBvA9NjFjO4eBEmHehzOYz4HbTr7+8SRUSkkVJIEhGReqXc6ea5r7ax+ZtPeCRkPsNC1kN5JAz7NQy/DZrH+7tEERFp5BSSRESk3liTsZcFH77KZYdmc1/wLjwRbWD4wzD4Bghr7u/yRESkiVBIEhERvysrOsA3M56mT/YH/Mnsp7RFNxj1Co6+EyEw2N/liYhIE6OQJCIi/nNwFzlfPk/zze9zPmVkRA2i7OJXieh1gc4wEhERv1FIEhGRumUtzoxvyP/6BdrsXkgbC0sDTyf2wrvpO2SUv6sTERFRSBIRkTriLKcoZTrl37xCbGkq4TaCGcGXETDsZsaeOYywYJ1rJCIi9YNCkoiI1K7iXPYuepmI9e/SzH2APZ4OzGv9e7qceyNTeiXgcGhZnYiI1C8KSSIiUisqd6Ww98vnaJf9ObHWzTIGsqvbw4wcPYEbYqP8XZ6IiMgxKSSJiIjvuJ0UrplN6bIXaV+8gRY2jLnBF2KG3croM0YwKkR/dkREpP7TXysRETlltryQnK9eImLdW7Rw5XPAtuGDVr8h4dybGd+rs5bUiYhIg6KQJCIip2Rn3gHK/zmGHpWbWGn7kpl4D8MvmMqVsc38XZqIiMhJUUgSEZGTUuny8MaydFov+SNTHJtY1PtJho29heFaUiciIg2c/pKJiEiNfZ9RwAOfbGRYwSf8NuhrSof8jnPG/MbfZYmIiPiEQpKIiFTbgdJKnpi/hZmrs7m42Q4eDX4Xup5PxEV/8XdpIiIiPqOQJCIiJ2St5aM1OTwxfwtFZU7uHR7Bbdv+jonqBBP+CQ4dBCsiIo2HQpKIiBxXen4JD3y8gZUZ+xmU0JwnL02kx/yJ4K6EKdMgrLm/SxQREfEphSQRETmqcqebV5ak89qSdEKDHDwxvi9Tkjvg+OQW2LMepk6HmO7+LlNERMTnFJJEROS/rEjbx4OfbGTHvlLGDWjPg2OSiIkKgRUvwIaZcM6D0ONCf5cpIiJSKxSSRETkP/aVVPD4vC18/GMOHVuF895NQzmjW4z3xbSFsPAhSBoHZ9zt30JFRERqkUKSiIjg9lg+WLWLpxekcqjSxe/OSeT2sxMJDarakKEgHWbdCDG9YNwrYIx/CxYREalFCkkiIk3c6p0HeGjuRjbmFHFal1Y8ellvEmOjfm5QUQzTrwTjgKkfQEik/4oVERGpAwpJIiJN1L6SCv76+VZmrs6mbbNQXpw6kEv6tcMcPkvk8cDHv4Z92+Ga2dCik9/qFRERqSsKSSIiTYzL7eHfK3fyzFfbKKt0c+tZXbjjnG5EhBzlT8Kyv8HWz+CCJ6HLqLouVURExC8UkkREmpAfMvfzv3M2sWVPESMTW/Pw2N4kxh5j+dyWz2DJk9D/Shh+W90WKiIi4kcKSSIiTUBecTlPzd/K7B9zaB8dyitXDeKiPm1/ubTuFx22wMe3QvtBcMnftVGDiIg0KQpJIiKNmMvt4Z3vdvLcV9sod7n5zaiu/PacRMKDj/Pxf2g/TJsKQeEw+d8QFFp3BYuIiNQDCkkiIo3U9xkF/O+cTaTmFnNm9xgevjSJLjEn2JnO7YKP7nxCagAAIABJREFUboLCbLh+HkTH1U2xIiIi9YhCkohII7Or4BDPfJXKnLW7iWsexuvXDGZ0UptjL60DsBYO7oJvX4D0RXDp85AwrO6KFhERqUd8GpKMMaOAxUd5qdBa2/wEfUOBR4GrgebAWuCP1tplvqxRRKQxKqt088WmPXz4QzbfZRQQHOjgjnMSuW1UImHBAb9sbK13pmjPWtj9Y9VjLZTt974+5GYYfH2d34OIiEh9UVszSXcAPxz2u6safd4ExgD3ABnA7cACY8xp1tq1vi9RRKRhs9ayPruQGSlZfLp2N8UVLhJahnP36O5MGNyBdtFh3kBUtPvnIPRTKDq0zzuICYDYJOg5BtoP/PkhIiLShNVWSNpirV1Z3cbGmP7AlcCN1tq3qq4tBTYBjwBja6VKEZEGqKCkgo9/zGFmSjapucWEBjm4uG87JiXHM7RTSxxF2fDj8z8HopJcb0fjgJie0P2Cn8NQm94QFObfGxIREaln6st3ksYCTmDGTxestS5jzHTgPmNMiLW2wm/ViYj4mcvtYdn2fD78IZuFW3JxeSwD4pvzxPi+XNK/Hc1Cg7wN87bAu+OgJA9iekDXc6DdAG8gatsHgiP8eyMiIiINQG2FpPeNMa2Bg8AC4D5r7a7jtO8N7LDWHjri+iYgGEis+llEpEnJyC9h5upsPlqdTV5xBa0igrnh9E5MTI6ne5uoXzbe/SO8dzkEBMNvvoPYXv4pWkREpIHzdUgqBJ4BlgJFwEDgfuA7Y8xAa23eMfq1BA4c5fr+w17/L8aYW4BbABISEk6hbBGR+iUlcz9Pf5nKyoz9OAyc3SOWSUPiObtHLMGBjv/usPM7+GAShDaHaz+BVl3rvmgREZFGwqchyVr7I/DjYZeWGmOWAavwbubw4DG6GsAe4/rx3u8N4A2A5OTko/UXEWlQMvJL+OsXW1mwKZfYqBDuvbAHEwZ1oE2z4xzomr4Ypl8JzdrDtXMgukPdFSwiItII1fp3kqy1a4wx24Ahx2m2HzjaVFCLw14XEWm0CkoqeOHr7bz//S5CAh3ceX53fnVGZ8KDT/AxvXU+zLwOWnXzziBFxtZNwSIiIo1YXW3ccKyZop9sAsYbY8KP+F5SElAJpNVmcSIi/lLudPPmNzt4bUk6h5xupgyJ5/fndScmKuTEnTfMgtm3QPsBcNUsCD/qymQRERGpoVoPScaYZKA78OFxms0F/gJMBN6p6hcITAa+1M52ItLYeDyW2T/m8MyXqewpLOe8Xm2476IeJMZGnbgzwJp3Ye4d0HEEXDkDQqrZT0RERE7IpyHJGPM+sANYg3dnu4HAn4Ac4MWqNh2BdOARa+0jANbatcaYGcBzxpigqjFuAzoDV/myRhERf1u+PZ8n5m9ly54i+neI5u+TBzC8S6vqD7DyVfjiPkg8Dya9B8HhtVesiIhIE+TrmaSNwFTgd0A4sBeYDTxkra063h0DBABHbs90A/A48BjQHFgHXGitXePjGkVE/GLr3iKenL+Vpdvy6dAijBemDuSSvu1wOI67R83PrIXlT8Oix6DnJXDFvyCwGsvyREREpEaMtY1jU7jk5GSbkpLi7zJERP7L3sJynv0qlVmrs4kKDeJ35yRyzWkdCQkMqP4g1sLCh2HFc9BvCox7GQLqy3ngIiIiDYMxZrW1NvlE7fQXVkSklhQecvL6snT+tWIHHg/cNLIzt5+dSPPw4JoN5PHA5/fCD/+A5Bvh4mfAcZSzkkRERMQnFJJERHystMLFWyt28PqyDIrLXYzt3557LuhBfMuT+O6Q2wWf3gFr34cRv4PzHwVTzeV5IiIiclIUkkREfKTc6eb973fxyuI0CkorOa9XG+4a3Z1e7Zqd3ICuSph9M2z+BEbdD2fdq4AkIiJSBxSSREROkdPtYdbqbF74ejt7CssZmdiau0Z3Z2BCixN3PhqPGzK/gW+ehYwlMPpxGPFbn9YsIiIix6aQJCJykjwey6frd/PsV9vYWXCIQQnNeWZSf0Z0bV3zwayFPWu9B8Ru/AiK90BwJFz6Agy+zvfFi4iIyDEpJImI1JC1lq825/LMl9tIzS2mV7tmvHldMuf0jMXUdDlcQbo3GG2YCQXbwREE3UZDv4nQ/UIICqudmxAREZFjUkgSEakmay3fpO3j6S+3sS7rIF1aR/Di1IGMqclZRwDFubBpNqz/EHavAQx0GundmCFpLISd5DI9ERER8QmFJBGRali9cz//tyCVlRn7iWsext8m9OPyQXEEBlRzK+7yQtjymXfGaMdSsB5o1x9GPwa9L4fouNq9AREREak2hSQRkeNYmVHAi4u2syKtgNaRITx8aRJThyVU7yBYZxls/9K7nG7bAnBXQIvOcMbd0HcixHSv/RsQERGRGlNIEhE5grWWb9MLeP7r7azasZ/WkSE8cHEvrhqeQHjwCT42XRWQ9rV3OV3q51BZAhGxkHwD9J0EcYO0jbeIiEg9p5AkIlLFWsuSbfm8+PV21uw6SJtmITx0aRJThyYQGnScmSNXpXer7k2zYes8qCiCsJbQ9wrvUrpOI8FRjZknERERqRcUkkSkybPWsnBLHi8u2s767ELimofx6GV9mDi4w7HDkdsFmctg42zY8imUH4TQaOg1FvqMh85nQUBQ3d6IiIiI+IRCkog0WR6PZcGmvby4KI3Ne4pIaBnOU5f35fJBHQgOPMqGDB437PzWO2O0eS4c2gfBUdDzYu+MUddzIDC47m9EREREfEohSUSaHLfHMm/DHl5atJ1tuSV0bh3BMxP7M25A+6PvVueqhMWPw7ppUJILQeHeM4z6XA6J5+ksIxERkUZGIUlEmgyX28Pcdbt5aXEaGfmldIuN5PkpA7ikX3sCjnXOkbMMPrzWu0tdz0ugzwTofgEER9Rt8SIiIlJnFJJEpNE7VOlixg9ZvPnNDrIPlNGzbRSvXDWIC3u3Pf4hsBXFMG0qZH4Dlzzn3aFOREREGj2FJBFptPKLK3j3u0ze/W4nhWVOkju24KFLe3Nuz9jjhyOAQ/vh/Stg91q4/B/Qb2Kd1CwiIiL+p5AkIo1ORn4J/1i+g4/WZON0exid1IZbzuzK4I4tqjdASR68Nx72bYPJ70HPMbVbsIiIiNQrCkki0mis3nmAN5al8+XmXIICHEwY1IGbz+hMl5jI6g9SmA3vjoOi3XDlDO+OdSIiItKkKCSJSIPm8VgWbsnljWUZpOw8QHRYEL89O5FrT+tETFRIzQYrSId3L/OeeXTNx5AwvHaKFhERkXpNIUlEGqRyp5tPfszhjeUZZOSX0qFFGA9dmsSk5HgiQk7ioy13M7x3GbidcN2n0H6A74sWERGRBkEhSUQalP2llUxbtYu3VmSyr6SCPnHNeGHqQC7u0/boZxxVR84a+PflEBACN3wOsT19W7SIiIg0KApJItIgbMwp5O1vM5m7bjeVLg9ndo/h12d24bSurTDmBDvVHc/Ob+H9SRDeAq6dCy07+65oERERaZAUkkSk3nK6PXy+cS/vfJvJ6p0HCA8OYHJyPNeN6EhibNSpv0Ha1zD9KojuANfOgei4Ux9TREREGjyFJBGpd/KKy5n2fRbvf7+TvOIKOrUK58+XJDExuQPNQoN88yZbPoVZN0LrHt5NGiJjfDOuiIiINHgKSSJSb/y46wBvf5vJ/A17cLotZ3WP4a8TOnFW95gTH/5aE+tmwCe3QdwguGomhFXz/CQRERFpEhSSRMSvKlxu5q3fwzvfZrIuu5DIkECuGtaRa0/rWLPzjarrhzdh3l3Q+QyYMg1CauE9REREpEFTSBIRv9h9sIxpq3YxbdUu9pVU0jUmgkfG9ebyQR2IPJktvI/kqoD9O6AgreqxHfalQdZK6H4hTHwHgkJP/X1ERESk0VFIEpE643R7WLQ1j+mrdrF0Wz4WOLdnLNeN6MTIxNY136XO44GinMOC0GGPg7vAen5uGxELrRJh5J1w9v0Q4KPvNomIiEijo5AkIrVuZ0Ep03/IYtbqbPKLK2jTLITbz05kUnI88S3Dqz+QtZC1Cla/DXvXQ0E6uMp+fj0oAlp1hbjB0G+yNxS16up9Do32+X2JiIhI46SQJCK1otzpZsGmvUxflcV3GQU4DJzTM5YpQxIY1SOmZge/uipg08ew8lXYsxZCoqHjadBl1M8hqFU3iGoLp3JmkoiIiAg+DknGmCuAqUAyEAvsAmYDT1hri0/Q1x7jpYHW2rW+rFNEas/23GKmrcpi9o/ZHDzkpEOLMO46vzsTk+NpG13D7wAV50LKv7yP0jzvdt1jnoX+UyA4onZuQERERJo8X88k3Y03GN0PZAMDgYeBs40xI6w9/AsCR/U28PoR17b5uEYR8bFDlS4+W7+HGT9ksXrnAYICDKOT2jJlaDynd21d8+27c1bDyte8s0ceJ3S7AIb/GrqcrZkiERERqXW+DkmXWmvzD/t9qTFmP/AOMApYdIL+OdbalT6uSURqya6CQ/xjeQaf/JhDcYWLLjER3H9xTy4f1IHWkSE1G8zthM1z4PvXIXsVBEfBkJtg6C3eJXUiIiIidcSnIemIgPSTH6qe43z5XiLiP6l7i3l1SRpz1+0m0OHgkn7tmDI0gSGdWtR8h7rSfbD6Le/5RcV7oGUXuPCvMOBKCG1WOzcgIiIichx1sXHDWVXPW6rR9jZjzD2AG1gJPGStXV5rlYlIjfy46wCvLEnnq825hAcHcNPIzvzqjC60aXYS5w3t/hFW/RM2zAR3BXQ9By59HhLPB0cNNnUQERER8bFaDUnGmDjgEWChtTblBM3/DXwG7AY6AvcAi4wx51trlxxj/FuAWwASEhJ8VbaIHMZay7fpBby8OI1v0wuIDgvif87txvUjOtEiIrhmg1WUeEPR6rdgzzoICoeBV3uX1MX2rJ0bEBEREakhY+2xNpU7xYGNiQSWAO2Bodba7Br2jwI2AlnW2pEnap+cnGxTUk6Uw0Skujwey8Ituby8JJ11WQeJjQrh5jO6MHVYApEhNfz/K3vWQcpb3oBUWQKxSTD4Bug3CcKa184NiIiIiBzBGLPaWpt8ona1MpNkjAkF5gJdgLNqGpAArLXFxph5wE2+rk9Ejs3l9vDZ+j28siSNbbklxLcM4/HxfZgwqAOhQQHVH6iyFDbO9s4a5ayGwFDoPd4bjuKHapc6ERERqbd8HpKMMUHAR8BQ4Dxr7YZTGQ6onakuEfmFcqebj9Zk89rSdLL2l9G9TSTPTxnAmL7tanbwa+4m76zR+hlQUeQ92+jCp6DfZAhvWXs3ICIiIuIjvj5M1gG8D5wLjDmV7byNMc2AMcD3PipPRI5grWVDTiFfbNzLrNXZ5BVX0D++Of97SW/O7Rlb/fONnGXeM41S3vJu3x0QAknjIPkGSDhNs0YiIiLSoPh6JullYCLwOFBqjBl+2GvZ1tpsY0xHIB14xFr7CIAx5m6gB7CYnzduuBtoC1zl4xpFmjS3x5KSuZ8vNu3ly0255BwsI8BhGJnYmucmd+G0rq2qt413aQHsXAEZS2DjLCgvhFbdYPTj3u27NWskIiIiDZSvQ9JFVc8PVD0O9xfgYbxL6AKAw9fvpALjqx7RQBGwArjJWrvKxzWKNDmVLg/fZRTwxca9fLV5L/tKKgkOdHBmt9b8/rxunNerzYl3qivJ94aizG+8z3mbvdeDwqHHRd7vGnUaqVkjERERafB8fZhsp2q0ycQblA6/9inwqS9rEWnqyirdLNuezxcb97JwSy7F5S7CgwM4u2csF/Vpy6gescffpa44F3Z+A5krvKEof6v3elAEJAyHvldApzOg3QAIrOFW4CIiIiL1WF0cJisidaS4rJJFW/eyYONelm7bR5nTTXRoIBcmteGCpLaM7Nb6lzvUedw//1yS9/NMUeY3ULDdez040vu9ov5TqkJRfwgIqtsbExEREalDCkkiDYGzDIr3eoNMSdVz8V4oycUW51K6Pwd30V4inAcYZzyMA++i1p/y0OaqR3WENPOGokHXeJfPte0PAfqoEBERkaZD//IRqU9K8mHLHNj53X9CECW53q20j2CNg9KglmQ7m7Hb1YyDAf1p1bYDie1b0S46DEdNvxsUEuVdRte2HzhqcB6SiIiISCOjkCTib6UFsGWudwvtzOVgPRAd73206Q2J50JkLES2pTKsNStyA5m51cmCTCeecgend23NpCHxXJzUpmaHvYqIiIjIUSkkifjDof2w9TNvMMpYCtYNLbvCGXdB7/EQm/SfXeKstWzMKeLDlCzmrM2hqLycuOZh/O7cLkwY1IH4luF+vhkRERGRxkUhSaSulB2ErfOqgtFi8LigRSc4/X+8waht319sn72/tJJPfszhw5Qstu4tJiTQwUV92jIpOZ7hXVpV/6BXEREREakRhSSR2lReBKnzvcEo7WvwOKF5Apx2uzcYtRvwi2BU7nSzdFs+c9bm8NXmXJxuS78O0Tx6WR/G9m9PdJh2lRMRERGpbQpJIrWhJB++uA+2fAruCmjWAYbdCr0vh7hBRw1G8zfs4esteZRUuGgRHsQ1wzsxMbkDvdo18+ONiIiIiDQ9Ckkivpb2NXz8aygvhOQboM8EiEsGh+M/TcqdbpZVBaOFVcGoeXgQY/q2Y0y/dpzWtRVBAY7jvImIiIiI1BaFJBFfcVXCokfg2xchphdc+4l3d7oqCkYiIiIiDYNCkogvFKTDrBthz1pIvgkueByCwih3ulm+fR/z1u/+r2B0cb92jFAwEhEREal3FJJEToW1sG4azLsbAoJg8vu4ul/MN2n7mLs2lS8351JS4SI6TMFIREREpKFQSBI5WeVFMO9O2DAT23EEG4c9zaxtls9mfU1BaSXNQgO5uG9bxvRrr2AkIiIi0oAoJImcjKwf4KObsIXZrIi/lQfzRpP5biYhgQ7O69WGcQPac1aPGEICA/xdqYiIiIjUkEKSSE143BR//TQR3/6VfNOK28r/zNq07pyeGMVvz+vJBb3bEBWqs4xEREREGjKFJJFqKCxzsiRlHV2X30WfyrV86h7OtJg/cMk5PXitXztim4X6u0QRERER8RGFJJFj2F9aydJteXyxcS+kfsGTAa8SZpx8mfhneo++lQ9io/xdooiIiIjUAoUkkSrWWjbtLmLx1jwWpeaxNusg0baYP4V/wuTAzylrmUTo1HcYHdPd36WKiIiISC1SSJImrbjcyYq0fSzamseS1Hwqi/cxLGArNzZLZ3iLLcQc2g4eYPjthJ33EASG+LtkEREREallCknSpFhrSc8vZfHWPBan5rEtcxeD7GbOCE7ljpBU4kIzMFhwhkHCMOg0GRLPg/YD/V26iIiIiNQRhSRp9ArLnKzeuZ+lqfmkbM0grnANwx1beDQ4lS5BmRgsNjAM034odJoKnUZC3CDNGomIiIg0UQpJ0ujsKSxjTVo2O7ZtZl92KgGFO+lILpMDtvOQ2Ykj2GIDQjEJw6DTVdBpJEahSERERESqKCRJw+TxQPEePPt3kLcrlfxdqVTkZxBavJM2nr2MMUU/tw0EV1AkJm4Qjs5XQaczFIpERERE5JgUkqRhKM6FjR/hSV9EZX4GgcVZBHoqcQBtgRhr2GtiKA6LY3+Lc3G370ZMQk8CWnWGFp0IDGsBxvj7LkRERESkAVBIkvqrvAjXprkcSvmAyD3f4cBDuu3Adk97dtleHIroQFTbROK6JJHUszcdY6MxCkIiIiIicooUkqRecVWUsXPVHOy6D0nYt4xgnBzwxPKWZxybWo4mrlt/hnZqyYROLYmJ0nI5EREREfE9hSTxK7fHsjH7ALvWfEmztE8YULyMrqaUfbYZ80MuIL/TpcT3PZNru7SmRUSwv8sVERERkSZAIUnqVKXLw9a9RazKKCBny/d03D2PC/iW/mY/hwglteVZOHtdQZfhY7isWYS/yxURERGRJkghSWqN0+1he24JW3bmkJ25jQN7duDen0V7cjnPsYZujhzcJoC8tmdSOHgK0f3HMjA43N9li4iIiEgTp5Akp8bthOI9uA7sIi8rnX27MyjftxNHUTZRFbnEsY8kc+jn9oHgMQE42w+BgXcTkHQZ7cJb+q9+EREREZEjKCRJ9VkL+zOo3LaI8tSvCdq7hpDyfBx4CATaVz0O2CgOBsVS2aIjBS1G4m7XmeZtu+BoHg/RcTgi2xISoP/0RERERKR+8um/VI0x8cDfgfMBAywEfm+t3VWNvqHAo8DVQHNgLfBHa+0yX9Yo1XegtJLMXTsoS11MWPZy4g+sorU7j2Agz7Zmlacne8xITPN4otp0om18V7p07UnndjG0cGgrbhERERFpmHwWkowx4cAioAK4DrDAY8BiY0w/a23pCYZ4ExgD3ANkALcDC4wxp1lr1/qqTvklj8eyu7CMtLwS0vNL2bUnj9DdK4k/uIrB7nUMdGQBcNBGsDG4Pzmtr6Ksw5nEJPSkT9soxraOIDDA4ee7EBERERHxHV/OJN0MdAF6WGvTAIwx64HtwK3As8fqaIzpD1wJ3Gitfavq2lJgE/AIMNaHdTYZbo9lX0kFewrL2VtYzt7CMvYUeX/+6dq+ohJ6utMY6djI6QEbudaxnSDcOE0wea0Hkh4/mYie5xLbbSgjA7VETkREREQaP1/+q3cssPKngARgrd1hjFkBjOM4IamqrxOYcVhflzFmOnCfMSbEWlvhw1obJGstZU43hWVOCsucFJW5/vPzgdJK9lYFoLyDxVQU5mFL82hhC2lNIa1NIa1NEUmOQs4LLCbGUURLe5DIwEIcgR4sBneb/gR2uwO6jCIofhhxQWH+vmURERERkTrny5DUG5hzlOubgInV6LvDWnvoiOubgGAgsernei8/Zwd5mZuwrkqsuwLrcmLdTnBXVj2cWHclxl2JdTsxHie4nRh3JcbjxO1y4ax6uFwuXG43bpcLl9uF2+0G6yEADw4sjqrn1niIw8nZjiJiHIVE22JvMUG/rM0GhkFkDCYiFiJ7QURriIiFtn0xnc8kULvMiYiIiIj4NCS1BA4c5fp+oMUp9P3p9QYh45sZDNvyZI36VNhAnATiIgA3AVhjsCYATAAYBzgCMEEOTEgAxuHA4QjAERCAwxH4/+3da6wcZRnA8f9zdk9buRgO4WKU3igmtgQk5AQbikQgQgUCH5BLvCEBUYkRgpeIVa4lIkQxQAwUUQlgaCAaUaNUUFCMaEiTEg5KhbSABkOxBYSWS+X1w8zqsF04253Zs3OW/y+ZzPbdefc8kz6ZmWcu7zDSGKHRaNIYfTuNnRfkBdAesOPu/5/nn2PGThAOqCBJkiS9maofMkkd2ro5Ko9e+kbEmcCZAHPmzOniz/TfvCUnMjF7f6I5g5HmKCONGcToDBrNmUQzm480R2nkbY3mKM1Gg0YjmBnBrNERwkJGkiRJGpgqi6RNdL7iM0bnq0RFG4FOVc5Y4fttpJRWACsAxsfHOxVZU27PvRaw514LBh2GJEmSpB5VOXbzBNmzRe0WAQ930Xd+Pox4e99XgEe37SJJkiRJ1auySLoDWBwRe7caImIesCT/brK+oxQGeIiIJnAysMqR7SRJkiRNlSqLpOuB9cBPI+L4iDiObLS7J4HrWgtFxNyI2BoR57fa8pfFrgS+ExFnRMQRwK3AfOCCCmOUJEmSpDdVWZGUUnoROBxYC9wE3AKsAw5PKb1QWDSARoe/fRrwA2A58AtgNrA0pbS6qhglSZIkaTKVjm6XUnoCOGGSZdbTYdS6lNIW4Nx8kiRJkqSBqPJ2O0mSJEma9iySJEmSJKnAIkmSJEmSCiySJEmSJKnAIkmSJEmSCiySJEmSJKnAIkmSJEmSCiySJEmSJKnAIkmSJEmSCiySJEmSJKkgUkqDjqESEbEBeHzQceR2A54ZdBCadswb9cK8US/MG/XCvFGv6pQ7c1NKu0+20NAUSXUSEQ+klMYHHYemF/NGvTBv1AvzRr0wb9Sr6Zg73m4nSZIkSQUWSZIkSZJUYJHUHysGHYCmJfNGvTBv1AvzRr0wb9SraZc7PpMkSZIkSQVeSZIkSZKkAoskSZIkSSqwSNoOETE7Im6PiOci4vmI+HFEzOmy76yIuCIinoqILRHxx4g4tN8xa/B6zZuIGI+IFRHx14jYHBFPRMQtETF/KuLWYJXZ3rT9znkRkSLivn7EqXopmzcRsTAibouIZ/J91SMRcXY/Y9bglTy+mRMRN+b7qM0RsTYilkfEjv2OW4MVEXtFxNX5Me3mfF8zr8u+I/n+aX1EvBQRayLihP5GvH0skroUETsAvwHeA5wKfBx4N/DbLjcENwCfAs4HjgWeAu6MiAP6E7HqoGTenALsC1wFfAj4CnAg8EBEzO5b0Bq4CrY3rd/ZG1gGPN2POFUvZfMmIsaBPwEzgTOAo4FvAY1+xazBK5M3+fd3AYcCXweOAb4HfAH4fh/DVj3sA5wEbAJ+v519LwEuBK4hO8a5H7gtIo6uMsBSUkpOXUzA2cB/gH0KbfOBrcC5k/R9L5CA0wptTeAR4I5Br5tTbfNm9w5tc4HXgIsHvW5O9cybtt+5E7gOuAe4b9Dr5dTfqeT2ZgSYAH4y6PVwmtqpZN4cmR/fHNnWflnef4dBr59TX3NnpPD5jDwX5nXRbw/gZeCitva7gQcHvV6tyStJ3TsOuD+l9GirIaW0DvgDcHwXfV8FVhb6bgVuBY6KiJnVh6ua6DlvUkobOrQ9DmwA3lVxnKqXMtsbACLiI2RXHs/rS4SqozJ58wFgEfDtvkWnuiqTNzPy+fNt7c+SFd5RVZCqn5TSaz12PYosd25ua78Z2K8ujxVYJHVvX+ChDu0TZDuWyfquSylt7tB3BtnlSg2nMnmzjYhYSHYG5i8l41K9lcqbiBgDrgS+nFLaWHFsqq8yeXNIPp8VEfdHxKsR8XREXBURb6s0StVNmby5C/gb8M2IWBQRO0XE4WRXp65NKb1YbagaEvuSXUl6tK0hDBvuAAAD4UlEQVR9Ip9v9/FRP1gkdW9Xsnsu220Exkr0bX2v4VQmb14nIprAtWRXkm4oH5pqrGzeXAGsBX5YYUyqvzJ58858vhJYBXwQuJzsFpofVRWgaqnnvEkpvURWYLdu1/w32S1TPwc+V22YGiK7As+m/B67glodFzcHHcA00+nNu91cSo4SfTX9VfV/fw1wMHBMSqnTDk3Dpae8iYj3A58ADuywA9Lw63V70zppenNK6fz88z0R0QAui4hFKaWHK4lQddTr9mYWWWG9B9mAD08AB5ENUrUV+GyFMWp4TIvjYouk7m2ic2U7RuczMEUbgU5DaY4VvtdwKpM3/xMR3wDOBE5NKa2qKDbVV5m8uY7sSuPfI2KXvK0JNPJ/b0kpvVxZpKqTMnnzr3z+67b2VWQP4R8AWCQNpzJ5czrZ82z7pJQey9t+FxHPASsi4tqU0prKItWw2AiMRUS0ncyr1XGxt9t1b4LsHsp2i5h8xzEBzM+H2Wzv+wrb3pOp4VEmbwCIiGVkw3+fnVK6qcLYVF9l8mYh8Bmyg5vWtARYnH/2zO7wKrufgm3P7rbO7Pb6gLbqr0ze7AdsKhRILX/O5wtLxqbhNEH2qoEFbe2tZ5FqcULGIql7dwCL8/eOAJC/MGtJ/t1kfUeBEwt9m8DJwCrP6g61MnlDRHweWA4sSyld3acYVT9l8uawDtMasgezDwNurz5c1USZvPkl2YPUS9vaj8rnD1QTomqoTN78k+yKQPsAVO/L5/+oKEYNl1+RXST4aFv7x4CH8tEVBy68Zb07+QvT1gBbgK+RnW27BNgZ2D+l9EK+3FzgMbL32Fxc6H8r2c7mS8A6srO5xwIHp5RWT+GqaAqVyZuIOIXsgek7gYvafvp5nw8YXmW3Nx1+7x6gmVI65I2W0fRXwX7qArIXgl5O9nLRceACYGVK6ZNTtyaaSiX3U/OAB8mKpUvJnkkaJ8ujtcBBJYaJ1jQQER/OPx5BdhfDWWQDTG1IKd2bL7MVuDGldHqh32XAOcBXgdVkFw4+DRyfUvrZ1K3BG/OZpC6llF7Mh7W8EriJ7BaEu4FzWhuQXJC9nbz9Kt1pZBuQ5cAuZBukpRZIw61k3izN25ey7dnde8nuA9cQqmB7o7egCvLmYrLRyc4Cvgg8RTZS4iV9Dl0DVCZvUkrrI2IxcCHZ8c1uwJPACuBSC6S3hNva/v3dfF48TmnkU9Ey4AWy4eLfATwCnFSXAgm8kiRJkiRJr+PZR0mSJEkqsEiSJEmSpAKLJEmSJEkqsEiSJEmSpAKLJEmSJEkqsEiSJEmSpAKLJEmSJEkqsEiSJEmSpIL/AgCFgfiOq7R7AAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "<Figure size 1008x504 with 1 Axes>" ] @@ -3090,7 +3076,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -3112,31 +3098,23 @@ "# fit, reshape X to be of shape (n_samples, n_features)\n", "logreg_c = logreg_c.fit(compas_dummy[predict_columns], compas_dummy[response_column])\n", "\n", - "# predict probabilities and attach to data\n", - "#label_probs_logreg = logreg_c.predict_proba(test.X.values.reshape(-1, 1))\n", - "#test = test.assign(B_prob_0_machine=label_probs_logreg[:, 0])\n", - "\n", "########\n", "\n", "# instantiate the model\n", "forest_c = RandomForestClassifier(n_estimators=300, max_depth=5, random_state=0)\n", "\n", "# fit, reshape X to be of shape (n_samples, n_features)\n", - "forest_c = forest_c.fit(compas_dummy[predict_columns], compas_dummy[response_column])\n", - "\n", - "# predict probabilities and attach to data\n", - "#label_probs_forest = forest.predict_proba(test.X.values.reshape(-1, 1))\n", - "#test = test.assign(B_prob_0_forest=label_probs_forest[:, 0])" + "forest_c = forest_c.fit(compas_dummy[predict_columns], compas_dummy[response_column])" ] }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 67, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 1008x576 with 1 Axes>" ] @@ -3194,13 +3172,13 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.7" + "version": "3.7.0" }, "toc": { "base_numbering": 1, "nav_menu": { - "height": "168px", - "width": "176px" + "height": "265.233px", + "width": "283.233px" }, "number_sections": true, "sideBar": true, diff --git a/analysis_and_scripts/Untitled.ipynb b/analysis_and_scripts/Untitled.ipynb new file mode 100644 index 0000000..9bc5b75 --- /dev/null +++ b/analysis_and_scripts/Untitled.ipynb @@ -0,0 +1,587 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "toc": true + }, + "source": [ + "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n", + "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Causal-model\" data-toc-modified-id=\"Causal-model-1\"><span class=\"toc-item-num\">1 </span>Causal model</a></span><ul class=\"toc-item\"><li><span><a href=\"#Notes\" data-toc-modified-id=\"Notes-1.1\"><span class=\"toc-item-num\">1.1 </span>Notes</a></span></li></ul></li><li><span><a href=\"#Algorithms\" data-toc-modified-id=\"Algorithms-2\"><span class=\"toc-item-num\">2 </span>Algorithms</a></span><ul class=\"toc-item\"><li><span><a href=\"#Contraction-algorithm\" data-toc-modified-id=\"Contraction-algorithm-2.1\"><span class=\"toc-item-num\">2.1 </span>Contraction algorithm</a></span></li><li><span><a href=\"#Causal-algorithm\" data-toc-modified-id=\"Causal-algorithm-2.2\"><span class=\"toc-item-num\">2.2 </span>Causal algorithm</a></span></li></ul></li><li><span><a href=\"#Performance-comparison\" data-toc-modified-id=\"Performance-comparison-3\"><span class=\"toc-item-num\">3 </span>Performance comparison</a></span><ul class=\"toc-item\"><li><span><a href=\"#Predictive-models\" data-toc-modified-id=\"Predictive-models-3.1\"><span class=\"toc-item-num\">3.1 </span>Predictive models</a></span></li><li><span><a href=\"#Visual-comparison\" data-toc-modified-id=\"Visual-comparison-3.2\"><span class=\"toc-item-num\">3.2 </span>Visual comparison</a></span></li></ul></li></ul></div>" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Causal model\n", + "\n", + "Our model is defined by the probabilistic expression \n", + "\n", + "\\begin{equation}\\label{model_disc}\n", + "P(Y=0 | \\text{do}(R=r)) = \\sum_x \\underbrace{P(Y=0|X=x, T=1)}_\\text{1} \n", + "\\overbrace{P(T=1|R=r, X=x)}^\\text{2} \n", + "\\underbrace{P(X=x)}_\\text{3}\n", + "\\end{equation}\n", + "\n", + "which is equal to \n", + "\n", + "\\begin{equation}\\label{model_cont}\n", + "P(Y=0 | \\text{do}(R=r)) = \\int_x P(Y=0|X=x, T=1)P(T=1|R=r, X=x)P(X=x)\n", + "\\end{equation}\n", + "\n", + "for continuous $x$. Model as a graph (Z is a latent variable, and can be excluded from the expression with do-calculus by showing that $X$ is admissible for adjustment):\n", + "\n", + "<!---  --->\n", + "\n", + "For predicting the probability of negative outcome the following should hold because by Pearl $P(Y=0 | \\text{do}(R=r), X=x) = P(Y=0 | R=r, X=x)$ when $X$ is an admissible set:\n", + "\n", + "\\begin{equation} \\label{model_pred}\n", + "P(Y=0 | \\text{do}(R=r), X=x) = P(Y=0|X=x, T=1)P(T=1|R=r, X=x).\n", + "\\end{equation}\n", + "\n", + "Still it should be noted that this prediction takes into account the probability of the individual to be given a positive decision ($T=1$), see second term in \\ref{model_pred}.\n", + "\n", + "----\n", + "\n", + "### Notes\n", + "\n", + "* Equations \\ref{model_disc} and \\ref{model_cont} describe the whole causal effect in the population (the causal effect of changing $r$ over all strata $X$).\n", + "* Prediction should be possible with \\ref{model_pred}. Both terms can be learned from the data. NB: the probability $P(Y=0 | \\text{do}(R=r), X=x)$ is lowest when the individual $x$ is the most dangerous or the least dangerous. How could we infer/predict the counterfactual \"what is the probability of $Y=0$ if we were to let this individual go?\" has yet to be calculated.\n", + "* Is the effect of R learned/estimated correctly if it is just plugged in to a predictive model (e.g. logistic regression)?\n", + "* $P(Y=0 | do(R=0)) = 0$ only in this application. My predictive models say that when $r=0$ the probability $P(Y=0) \\approx 0.027$ which would be a natural estimate in another application/scenario (e.g. in medicine the probability of an adverse event when a stronger medicine is distributed to everyone. Then the probability will be close to zero but not exactly zero.)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\ensemble\\weight_boosting.py:29: DeprecationWarning: numpy.core.umath_tests is an internal NumPy module and should not be imported. It will be removed in a future NumPy release.\n", + " from numpy.core.umath_tests import inner1d\n" + ] + } + ], + "source": [ + "# Imports\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "from datetime import datetime\n", + "import matplotlib.pyplot as plt\n", + "import scipy.stats as scs\n", + "import scipy.integrate as si\n", + "import seaborn as sns\n", + "import numpy.random as npr\n", + "from sklearn.preprocessing import OneHotEncoder\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "\n", + "# Settings\n", + "\n", + "%matplotlib inline\n", + "\n", + "plt.rcParams.update({'font.size': 16})\n", + "plt.rcParams.update({'figure.figsize': (14, 7)})\n", + "\n", + "# Suppress deprecation warnings.\n", + "\n", + "import warnings\n", + "\n", + "def fxn():\n", + " warnings.warn(\"deprecated\", DeprecationWarning)\n", + "\n", + "with warnings.catch_warnings():\n", + " warnings.simplefilter(\"ignore\")\n", + " fxn()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Set seed for reproducibility\n", + "npr.seed(0)\n", + "\n", + "def generateData(nJudges_M=100,\n", + " nSubjects_N=500,\n", + " beta_X=1.0,\n", + " beta_Z=1.0,\n", + " beta_W=0.2):\n", + "\n", + " # Assign judge IDs as running numbering from 0 to nJudges_M - 1\n", + " judgeID_J = np.repeat(np.arange(0, nJudges_M, dtype=np.int32), nSubjects_N)\n", + "\n", + " # Sample acceptance rates uniformly from a closed interval\n", + " # from 0.1 to 0.9 and round to tenth decimal place.\n", + " acceptance_rates = np.round(npr.uniform(.1, .9, nJudges_M), 10)\n", + "\n", + " # Replicate the rates so they can be attached to the corresponding judge ID.\n", + " acceptanceRate_R = np.repeat(acceptance_rates, nSubjects_N)\n", + "\n", + " # Sample the variables from standard Gaussian distributions.\n", + " X = npr.normal(size=nJudges_M * nSubjects_N)\n", + " Z = npr.normal(size=nJudges_M * nSubjects_N)\n", + " W = npr.normal(size=nJudges_M * nSubjects_N)\n", + "\n", + " probabilities_Y = 1 / (1 + np.exp(-(beta_X * X + beta_Z * Z + beta_W * W)))\n", + "\n", + " # 0 if P(Y = 0| X = x; Z = z; W = w) >= 0.5 , 1 otherwise\n", + " result_Y = 1 - probabilities_Y.round()\n", + "\n", + " probabilities_T = 1 / (1 + np.exp(-(beta_X * X + beta_Z * Z)))\n", + " probabilities_T += npr.normal(0, np.sqrt(0.1), nJudges_M * nSubjects_N)\n", + "\n", + " # Initialize decision values as 1\n", + " decision_T = np.ones(nJudges_M * nSubjects_N)\n", + "\n", + " # Initialize the dataframe\n", + " df_init = pd.DataFrame(\n", + " np.column_stack((judgeID_J, acceptanceRate_R, X, Z, W, result_Y,\n", + " probabilities_T, decision_T)),\n", + " columns=[\n", + " \"judgeID_J\", \"acceptanceRate_R\", \"X\", \"Z\", \"W\", \"result_Y\",\n", + " \"probabilities_T\", \"decision_T\"\n", + " ])\n", + "\n", + " # Sort by judges then probabilities\n", + " data = df_init.sort_values(\n", + " by=[\"judgeID_J\", \"probabilities_T\"], ascending=False)\n", + "\n", + " # Iterate over the data. Subject is in the top (1-r)*100% if\n", + " # his within-judge-index is over acceptance threshold times\n", + " # the number of subjects assigned to each judge. If subject\n", + " # is over the limit they are assigned a zero, else one.\n", + " data.reset_index(drop=True, inplace=True)\n", + "\n", + " data['decision_T'] = np.where(\n", + " (data.index.values % nSubjects_N) <\n", + " ((1 - data['acceptanceRate_R']) * nSubjects_N), 0, 1)\n", + "\n", + " return data\n", + "\n", + "df = generateData()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(25000, 8)\n", + "(25000, 8)\n", + "(25000, 8)\n", + "(25000, 8)\n" + ] + }, + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th>decision_T</th>\n", + " <th>1</th>\n", + " </tr>\n", + " <tr>\n", + " <th>result_Y</th>\n", + " <th></th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0.0</th>\n", + " <td>3650</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1.0</th>\n", + " <td>8216</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + "decision_T 1\n", + "result_Y \n", + "0.0 3650\n", + "1.0 8216" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Split the data set to test and train\n", + "from sklearn.model_selection import train_test_split\n", + "train, test = train_test_split(df, test_size=0.5, random_state=0)\n", + "\n", + "print(train.shape)\n", + "print(test.shape)\n", + "\n", + "train_labeled = train.copy()\n", + "test_labeled = test.copy()\n", + "\n", + "# Set results as NA if decision is negative.\n", + "train_labeled.result_Y = np.where(train.decision_T == 0, np.nan, train.result_Y)\n", + "test_labeled.result_Y = np.where(test.decision_T == 0, np.nan, test.result_Y)\n", + "\n", + "print(train_labeled.shape)\n", + "print(test_labeled.shape)\n", + "\n", + "tab = train_labeled.groupby(['result_Y', 'decision_T']).size()\n", + "tab.unstack()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Algorithms\n", + "\n", + "### Contraction algorithm\n", + "\n", + "Below is an implementation of Lakkaraju's team's algorithm presented in [their paper](https://helka.finna.fi/PrimoRecord/pci.acm3098066). Relevant parameters to be passed to the function are presented in the description." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def contraction(df,\n", + " judgeIDJ_col,\n", + " decisionT_col,\n", + " resultY_col,\n", + " modelProbS_col,\n", + " accRateR_col,\n", + " r,\n", + " binning=False):\n", + " '''\n", + " This is an implementation of the algorithm presented by Lakkaraju\n", + " et al. in their paper \"The Selective Labels Problem: Evaluating \n", + " Algorithmic Predictions in the Presence of Unobservables\" (2017).\n", + " \n", + " Parameters:\n", + " df = The (Pandas) data frame containing the data, judge decisions,\n", + " judge IDs, results and probability scores.\n", + " judgeIDJ_col = String, the name of the column containing the judges' IDs\n", + " in df.\n", + " decisionT_col = String, the name of the column containing the judges' decisions\n", + " resultY_col = String, the name of the column containing the realization\n", + " modelProbS_col = String, the name of the column containing the probability\n", + " scores from the black-box model B.\n", + " accRateR_col = String, the name of the column containing the judges' \n", + " acceptance rates\n", + " r = Float between 0 and 1, the given acceptance rate.\n", + " binning = Boolean, should judges with same acceptance rate be binned\n", + " \n", + " Returns:\n", + " u = The estimated failure rate at acceptance rate r.\n", + " '''\n", + " # Sort first by acceptance rate and judge ID.\n", + " sorted_df = df.sort_values(\n", + " by=[accRateR_col, judgeIDJ_col], ascending=False)\n", + "\n", + " if binning:\n", + " # Get maximum leniency\n", + " max_leniency = sorted_df[accRateR_col].values[0].round(1)\n", + "\n", + " # Get list of judges that are the most lenient\n", + " most_lenient_list = sorted_df.loc[sorted_df[accRateR_col].round(1) ==\n", + " max_leniency, judgeIDJ_col]\n", + "\n", + " # Subset to obtain D_q\n", + " D_q = sorted_df[sorted_df[judgeIDJ_col].isin(\n", + " most_lenient_list.unique())].copy()\n", + " else:\n", + " # Get most lenient judge\n", + " most_lenient_ID = sorted_df[judgeIDJ_col].values[0]\n", + "\n", + " # Subset\n", + " D_q = sorted_df[sorted_df[judgeIDJ_col] == most_lenient_ID].copy()\n", + "\n", + " # All observations of R_q have observed outcome labels\n", + " R_q = D_q[D_q[decisionT_col] == 1]\n", + "\n", + " # \"Observations deemed as high risk by B are at the top of this list\"\n", + " R_sort_q = R_q.sort_values(by=modelProbS_col, ascending=False)\n", + "\n", + " number_to_remove = int(\n", + " round((1.0 - r) * D_q.shape[0] - (D_q.shape[0] - R_q.shape[0])))\n", + "\n", + " # \"R_B is the list of observations assigned to t = 1 by B\"\n", + " R_B = R_sort_q[number_to_remove:R_sort_q.shape[0]]\n", + "\n", + " return np.sum(R_B[resultY_col] == 0) / D_q.shape[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Causal algorithm\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def f(x, model, class_value):\n", + " '''\n", + " Parameters:\n", + " x = individual features\n", + " model = a trained sklearn predictive model. Predicts probabilities for given x.\n", + " class_value = the result (class) to predict (usually 0 or 1).\n", + " \n", + " Returns:\n", + " The probabilities (as vector) of class value (class_value) given \n", + " individual features (x) and the trained, predictive model (model).\n", + " '''\n", + " if x.ndim == 1:\n", + " # if x is vector, transform to column matrix.\n", + " f_values = model.predict_proba(np.array(x).reshape(-1, 1))\n", + " else:\n", + " f_values = model.predict_proba(x)\n", + "\n", + " return f_values[:, model.classes_ == class_value].flatten()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Performance comparison\n", + "\n", + "Below we try to replicate the results obtained by Lakkaraju and compare their model's performance to the one of ours.\n", + "\n", + "### Predictive models\n", + "\n", + "Lakkaraju says that they used logistic regression. We construct the models using only *observed observations*, i.e. observations for which labels are available. We then predict the probability of negative outcome for all observations in the test data and attach it to our data set." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# instantiate the model (using the default parameters)\n", + "logreg = LogisticRegression(solver='lbfgs')\n", + "\n", + "# fit, reshape X to be of shape (n_samples, n_features)\n", + "logreg = logreg.fit(\n", + " train_labeled.X[train_labeled.decision_T == 1].values.reshape(-1, 1),\n", + " train_labeled.result_Y[train_labeled.decision_T == 1])\n", + "\n", + "# predict probabilities and attach to data\n", + "label_probs_logreg = logreg.predict_proba(test.X.values.reshape(-1, 1))\n", + "\n", + "test = test.assign(B_prob_0_logreg=label_probs_logreg[:, 0])\n", + "test_labeled = test_labeled.assign(B_prob_0_logreg=label_probs_logreg[:, 0])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Train model for predicting the probability of positive decision with a given\n", + "# leniency r and indivual features x.\n", + "\n", + "# Instantiate the model (using the default parameters)\n", + "decision_model = LogisticRegression(solver='lbfgs')\n", + "\n", + "# fit, reshape X to be of shape (n_samples, n_features)\n", + "decision_model = decision_model.fit(train[['X', 'acceptanceRate_R']], train.decision_T)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visual comparison\n", + "\n", + "Let's plot the failure rates against the acceptance rates using the difference." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1008x576 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "failure_rates = np.zeros((8, 5))\n", + "\n", + "for r in np.arange(1, 9):\n", + " \n", + " #### True evaluation\n", + " # Sort by failure probabilities, subjects with the smallest risk are first. \n", + " df_sorted = test.sort_values(\n", + " by='B_prob_0_logreg', inplace=False, ascending=True)\n", + "\n", + " to_release = int(round(df_sorted.shape[0] * r / 10))\n", + "\n", + " # Failure was coded as zero.\n", + " failure_rates[r - 1, 0] = np.mean(df_sorted.result_Y[0:to_release] == 0)\n", + " \n", + " #### Labeled outcomes only\n", + " # Sort by failure probabilities, subjects with the smallest risk are first. \n", + " df_sorted = test_labeled.sort_values(\n", + " by='B_prob_0_logreg', inplace=False, ascending=True)\n", + " \n", + " # Ensure that only labeled outcomes are available\n", + " df_sorted = df_sorted[df_sorted.decision_T == 1]\n", + " \n", + " to_release = int(round(df_sorted.shape[0] * r / 10))\n", + "\n", + " failure_rates[r - 1, 1] = np.mean(df_sorted.result_Y[0:to_release] == 0)\n", + " \n", + " #### Human error rate\n", + " # Get judges with correct leniency as list\n", + " correct_leniency_list = test_labeled.judgeID_J[\n", + " test_labeled['acceptanceRate_R'].round(1) == r / 10].values\n", + "\n", + " # Released are the people they judged and released, T = 1\n", + " released = test_labeled[test_labeled.judgeID_J.isin(correct_leniency_list)\n", + " & (test_labeled.decision_T == 1)]\n", + "\n", + " # Get their failure rate, aka ratio of reoffenders to number of people judged in total\n", + " failure_rates[r - 1, 2] = np.sum(\n", + " released.result_Y == 0) / correct_leniency_list.shape[0]\n", + " # onko jakaja oikein\n", + " \n", + " #### Contraction, logistic regression\n", + " failure_rates[r - 1, 3] = contraction(\n", + " test_labeled, 'judgeID_J', 'decision_T', 'result_Y', 'B_prob_0_logreg',\n", + " 'acceptanceRate_R', r / 10, False)\n", + "\n", + " #### P(Y=0 | T=1, X=x)*P(T=1 | R=r, X=x)*P(X=x)\n", + " failure_rates[r - 1, 4] = si.quad(lambda x: f(np.array([x]), logreg, 0)*f(np.array([[x, r/10]]), decision_model, 1)*scs.norm.pdf(x), -np.inf, np.inf)[0]\n", + "\n", + "# klassifikaatioille scipy.stats semin kautta error barit xerr ja yerr argumenttien kautta\n", + "\n", + "plt.figure(figsize=(14, 8))\n", + "plt.plot(np.arange(0.1, 0.9, .1), failure_rates[:, 0], label='True Evaluation', c='green')\n", + "plt.plot(np.arange(0.1, 0.9, .1), failure_rates[:, 1], label='Labeled outcomes', c='lime')\n", + "plt.plot(np.arange(0.1, 0.9, .1), failure_rates[:, 2], label='Human evaluation', c='red')\n", + "plt.plot(np.arange(0.1, 0.9, .1), failure_rates[:, 3], label='Contraction, log.', c='blue')\n", + "plt.plot(np.arange(0.1, 0.9, .1), failure_rates[:, 4], label='Integrand', c='magenta')\n", + "\n", + "plt.title('Failure rate vs. Acceptance rate')\n", + "plt.xlabel('Acceptance rate')\n", + "plt.ylabel('Failure rate')\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.0" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": true, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": true, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": true + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viitteet.bib b/viitteet.bib index aa496f4..b51b30e 100644 --- a/viitteet.bib +++ b/viitteet.bib @@ -157,4 +157,16 @@ month = "Kevät", note = "Samannimisen kurssin kurssimateriaali", language={finnish} -} \ No newline at end of file +} + +@article{scikit-learn, + title={Scikit-learn: Machine Learning in {P}ython}, + author={Pedregosa, F. and Varoquaux, G. and Gramfort, A. and Michel, V. + and Thirion, B. and Grisel, O. and Blondel, M. and Prettenhofer, P. + and Weiss, R. and Dubourg, V. and Vanderplas, J. and Passos, A. and + Cournapeau, D. and Brucher, M. and Perrot, M. and Duchesnay, E.}, + journal={Journal of Machine Learning Research}, + volume={12}, + pages={2825--2830}, + year={2011} +} \ No newline at end of file -- GitLab