From b4505bc7309f8e323a08f7e4686512a47b1cc9a4 Mon Sep 17 00:00:00 2001
From: feger <marc.feger@hhu.de>
Date: Wed, 22 May 2019 14:17:55 +0200
Subject: [PATCH] Add Aufgabe 1

---
 A1/README.md    |  19 ++++++++++++
 A1/images/a.jpg | Bin 0 -> 74356 bytes
 A1/images/b.jpg | Bin 0 -> 72466 bytes
 A1/images/c.jpg | Bin 0 -> 74548 bytes
 A1/kmeans.py    |  78 ++++++++++++++++++++++++++++++++++++++++++++++++
 A2/README.md    |  16 ----------
 A2/test.py      |  52 --------------------------------
 7 files changed, 97 insertions(+), 68 deletions(-)
 create mode 100644 A1/README.md
 create mode 100644 A1/images/a.jpg
 create mode 100644 A1/images/b.jpg
 create mode 100644 A1/images/c.jpg
 create mode 100644 A1/kmeans.py
 delete mode 100644 A2/README.md
 delete mode 100644 A2/test.py

diff --git a/A1/README.md b/A1/README.md
new file mode 100644
index 0000000..805fbf0
--- /dev/null
+++ b/A1/README.md
@@ -0,0 +1,19 @@
+# A1
+
+
+## a)
+![](./images/a.jpg)
+
+## b)
+Es wurden die initialen Centeroiden P7, P8, P9 gewählt.
+Zu sehen ist, dass ein anderes Cluster entsteht.
+Die Cluster aus A1a) machen jedoch mehr Sinn, da dort tatsächlich drei Cluster zu sehen sind.
+Bei dem unten stehenden Bild sind die zwei Unterend Punkte-Wolden disjunkt aber dennoch in einem Cluster.
+![](./images/b.jpg)
+
+## c)
+Ja es kommt auf die Reihenfolge an.
+Spiegelt man die Reihenfolge der Datan P1, ..., P10 zu P10, ..., P1, und lässt man die Center P3, P4 und P8 gleich, so sieht man, dass die
+Cluster-Label anders sind.
+Die Reihenfolge in der die Daten mit den Centroiden verglichen werden, wird durch das Spiegeln der Daten auch gespiegelt.
+![](./images/c.jpg)
\ No newline at end of file
diff --git a/A1/images/a.jpg b/A1/images/a.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..fcf1fa4bdf212d5db50eb96d3b03963f4f3f6a42
GIT binary patch
literal 74356
zcmex=<NpH&0WUXCHwH#VMn)Y*9R`N~w;7xnm_S@c5Xl4rEX*L1m4$_wg^iVs4UE}2
zIoQ}a+1c1QxH&kvK!A;dn}?f=2gCsx!U)pC#Kg+X%*w^i#tu?J8vcKPL6C#xI$Inw
zqY?v?AS1IN<NqTJ@(c`&tYGIcGC%<%6Eh1d8#@Ol7x(`o3|j>lm>8LvnOK-vSy@;Z
z7#M3AnV1<^1X+a?4ISBp0~6Vm3Pp?>CobercG`GQH0a_772~9$CQdFfaS2H&RW)@D
zO)V2sGjj_|D`yv1H+K(Dui%i-u<(e;sN|H?wDgS3tm2Z=vhs?`s^*r~w)T$Bu1S-p
zOr17;#>`oZ7B5-4Z25|nt2S-kvUS_`9Xod&I(+2lvEwIBp1O4T%GGPvZ`{1~@X_NZ
zPoF)1@$%KjPoKYh{r3IG&tD*aF)}biyv4`}^%<JK1R0nZnLu&C4)PZxQ#k`86SE)-
ztD+&BkYgZwVxh2-Q6q<l)5L`v4{|CS2YnDtD!Rxereg9?^&`k@V4o4^u_m&72KN}k
zU$+=|m>C(E1epaH>>2+4S=6P$Fp7s#7<{U~z5ZMORr}=s3^(pSN`LFQsKU-(Ahv@2
z;PzWjq;#(9a>dTB=$RMovFfPE<7r$4j0^Z97VYP?6aCL{@Y;Wd4*~xfdgM5_e*At|
z|A%6E&!70kaW>uA>np+oudZ8@$7QYDGEG;_C27r?wQUxu3J-e1UH>x(n${l-u74S4
z-?jf|%zuWbx(sz!F2;A=|0o>(N7Ve^)W<(o|7Vzb{$J3=QMIGtFq$4l^TlZSFj`KI
z))%Ao=4hK>v~4unMjUM`kM<cx`%a^M$U)IRzLwro|KO$n56$$(Kbk8mP9MGh!Qp&I
zl-%^CH$6*NWJ{erx0!e86pf|xGMCiKhAIberlkciSSmHx=WDE=@t@(r1p5yG`~v?O
z4*Jz6=JWo$A*cQ$Huu5rwbj8_*7|j)uh@IXW83zk==Mlifo<>g)%*BdYb_mEMFMf-
znyddASf~7FnBrS^N&cH_jr)IwWj|NHjQY9yAGhXz28~&Nm)O7Q`qBTN!S{0jdqe%f
zRq~&j|1-44e-ryC|8Ks2_LrdjR{t3uT;>1i_@Cj>`rq6Y{r?&Kr*HkGiQ7_q4jPps
zFWd$!A_vUk(Ud}7O2HLw^omINdG#Nn-v7|sw*Ef@%j}Qm8~+JZ2!He3|6}o^e)*T?
z;k#nOe*KPe&rzJ3d@H%{R;7AUv~_qs^ZW3__M6}Tk@@?dfi?c)^*<u^55?b1{q0zH
zw2tXV{^CF0AJ4TfKe_z%Kfdd^r7f4%zn^sD&Y|z-8&?b2oSig-OU(JxHjef8E+?nt
zyDiCi^xL8Pw76Wv{mquQcds)(XBGbW^?wG|dH)%vZr-1I{x`=TyZ;QAzaC|%cl`SE
zKf`|p)<yprns)!YwEu&Dy<Cme-+BKTlJDQx_Wm*Z5&O<<QmywU=Q79oZS&0dpe(j|
zOULN~&N)IZ6SY`Rs@v2xgv2Lq`knu6`i)1w{ii;yU3^;lTe@|5>9NY=J{Q;@ZMnbI
z{f}I7>Ee?gi|lX2KWyDMU#31&PQ>N1&v}6-D;l>Jm(Jnex&Msi0hUMm8vZjhY1JP*
zG|T*tNb{q(^}proF5hRje;D?s<inqEUi<drbEeJOxJ@Ni#qdtuuWQeQB=)Xpy`i+3
zJ$Dn!U%mCu%O6cW*Z48~AHU~^H}f}(6z=(@-|^=1vG7}AEWU-A3k|Mvi#`zTjJoIZ
zb!w!a=M&~%N}wr<^|SUr*fjrB=lWaD|4yv$_|Nd=zG+^K=YNK#CI1-?n%D9Ecpv;D
z{$ujDS3iOu?iYNqUG0AOg|F*nZbrvOo?%e4OsZs7PH1j2K3jA0KLcyze}<+t{}~P%
z|I?^HX#CIikHwF|-_<oL*GvDFKUCYByg1`lc)w2i&V4(l9SiA`SnSDdy;*>%!Bbs?
zVer;Jjw@f4S=qMinzyuIqa#<|B)2#A=d<SRIsdKmx_Z~W!-qHQ<kZZ3&hYn5!Qz+S
z`yXgO`s4iQMS(th(&y!JmBF4)`k8*dZk#`3@7|7fy&b;1EV{YkPmV_1$@ed|ruld6
zv#sd*_i*8dL%LIUSVYPheA@8U@`SvDz0`?~KMsH7JC&&a?dOd28P8iK{a;S}AsBO1
z^k4onJFOqxv(o%!!%fyo-h1h^WFf~-H^D4Ty=&8Fr@!2?sb|wv{j`;C_p;u<ubTJt
z!~I8V+j~DRk8{{|t4Zy#K+c*4rP}kK{&~G_{VbE*u-DF4bH7%rYwPY=c%k_^`|=B4
z{$#)O&V0OUTi+|?PbV6uzi`X`9eqGwxLD8r#OsHf!<Kd(+OgbP^{t}yr;|%l&&-KQ
zx#am$TkYnDJI+&sPOm;zQquB%dD`~4x$PHSMSp+%ywFu7fN><@c+>iWsrFBW<F~Z`
zoft3ppW)@ctY2aKvi>tPovJ^jwm*~qx6(f4{|uLFt}s53|B%)GXTg7lhv9!)_qhLO
zSbqA}Uy=3a_Wv+-{ufaHVfDX5_drUYzOCy*4aNBL?SI6o|An3VJKg?`@`vC58T_w{
z{%-#5@$Xjrrt~+JZ2iT*gX=EJ34LIxQ>eV|QZJev7}@=pqvw>;XO8=u&-RyD<;O?;
ztFeEudj7WQZ)Sc>{>K;dcW!;={I>a9+*`KZZ@(wA?}K;tJ;TeUE0$h<BX&D#UUak0
zsj}tMrP*`lF|u4>|FYY)BLBeoADaDtgx`Og{i8Mi!|ZR>e>d)v`*Hfn^{`Lpa~D=r
zAK4Id*IUMWpL@i`PQ?%*|3pym)bD?=?Vj9!h9=KH99urzKYZ8BHvTbt-<#+0EScX8
z#I{^cauV|OdcIjF=YWdknf`-^v?nkg|Icvn!2S<0zvF+Xe{V_tJK;Y=%1Qf&N`DvG
zl(LlVvYWrm@!RqbXTmK!)-CCDmehNq!@6}JXPS~bE0fCF{|wEg_76Ix&i@f!{_x+*
z-ywBZ^-Asg?S*o_XZx1g-;zJPEojHgH$6ut>z>)fI_Xi&gjhk52|b@`BL6e6@P7Eu
z@JCqqL3`Ia`v=SZGkgd-|3l;cq5Z;j7wU|5Ob@=i#>V;a>gdiI!{<--9(l5pJz#<%
zyG-=LPuF>(^WUf+-v2|p{Ex8wqx*eZ=C|4N)aTuAlX~A#`ufM4l2~c)kGXrUi*GkF
z2<b8jJ8dn*z`Sw+|00b=T?{{}zjgd)XfCmTFsXj4|FQc*br=3KNdIR@kM$1ynBH9~
zw(okW#GcaCw{<>G<%)3SJ+-J{ach9~)Bg-VH0}RLXZ~kkY4|($Kf{Ch^-^^<HEMrn
zZ`HLv@{jLF>e_5M`TdiR&pPrtzcN2vWur&(w3ibPl(J_t@fkR-zacf``UsW%Z$%fK
zd%65alZu+jU6v#Doc2cl8Qxrdc{MuXlF8p{-`Sp5b&qWDn;pylS*}H{I9~9PIftIr
zgEMhHOBP#oT6n%$&bE~Mr`ei6OYZwte>#(X#qh%V?4|n`Uz~3e7`wk~A6vz8j~$sN
z62}(i_yuRPPIO-weEpTZV#GIl?wa~~iza)Xm}UODRvlOBbi4jDm=(+OR{YjFGmmXw
zWc;nT)6?cWm#jQi(6i|Bi=Wfy?y8&XZE|{b(6@=Jr7O4W`|{PuWUbljh${;&t(jc1
zU1&{Ve^KGj@JrLSz0Ay(T~lACaY+9HPq^ZT^AAn8H{JgoA39Udlr2Wn@sksOz|L3x
z>mR<JcW(c-fBp9)pUq*Plw?@Brqa-2xqQ*fT?MT_L)Mm_Rae(kxv$steeXW;j?G??
ztrds5_axR<Z~w(A5*UBM{T$wYB(6r~P!^|GgIJFJchP@_g9iH(_y5q;UEh|oKi9uW
z{=+QS2S4@hAMXCoz^S)<dF{k?ElS0+xo6azJ#<fh|88lEV}5lt{~0=B>L0Yqe@V9g
zIl0FFKf`IO-~YN8ej0xRHO?geGaS^lPt5N%tKVY(X8muy{|tw8AIsXEdvxt`#D9jC
z+tK?zJ)CDOv-)XV+-bo(OM0fLlqp>I{GDHaQ29T@gL(Hq1l||Ts5AS!xjy~<51*~}
zye~gRyx4C4Vd|?}<u@Np{BzuQn|Z+Mr#nwGxhHr1vg=~_!Te9L@IOP7Nd3j0{|wK3
zKidCi(0RS$hvt6<w%7j|4$9Q0=XcMO`SJEc@i*Il$3KR*Z0#_O=g->zVMC2`;WzIc
zF*Ze&!LRsbW+d=k4-38{^*gSM0aVIqKU@DpXZfE++21DoXV|3u$o{YS*?6z(XX8Ia
z`u}vf{#NlnLrVCO`d|688f=*V@do^7m?Hm2>p#PW?V#4`&+7O^Q-5Cn&%m~#{uKW|
z(fS+FN9upo>|KA+3v4>bhEWU&X<CNEz{KLf*h<TA9EoNROe_wJts^mhY3b*IiN%4j
zm6qX1zS&I<lIjelCJccw>vn#eeqff&+pJsNcRiN#Y%6@v@SkCiNAM4+yxxz?4^$m_
zbmRWXj5h`QbNVyvKPY&}cdqZOQ~6OVbNm&*>EYkmx2NAaUc0uw>HDQSzvte+IkS7|
zTic$Uweo-LACyiB($-#4lHe%GBDZDhx0B1(^$CE6uZ9v{k7cN>RvXkCMjtF-_`v@I
zv-=<ZJpPZ=!v72!_CG@ZGbHAN1{OYj+wY2ho$bKbIvC?+z2T4dk9Y6RoPKat%rk?F
z?fXhBROBZ9H9YzC#P{`n>zRIR+pK@Y*T;X(%#fb{4CP6WzZ|W%|Esd2+xSF{O~{6z
zf{Ixims;vdwd*WZE!}Rf)&1|i(W~=|9`=~(xTRLE{<M1O^OEUzcb*G$75!H_f2rK`
z56Z{Goqqol*y~mF(W7;Z_q@P{ll}`Ol`qSEeYN%T^TVby_tY-su6g%6YI6U(?|+Ts
z9k2hA{F3oV=e*4WsTnmXbN;Okzj??%{KSK0i_7<`-ilpx>85sF{!xjn5Mxmd?c&w@
zqi_9ZFj&;3{Y&BJhQS!*xZE@_iE?0U#T5nvDZbw7$HNcbK1XmqIxBW}=`4wFv4@&<
zPFNYpo_JBa@nu}MYt4M=g0j%#HI~up$L~6oWqIAXFsHQVajo8b_r<<P-!D&NmyXsy
za%`*Zb-&lE?BZWu>-xnX^CSB~zreZcQPUa)r}jlfL>xO)>vzehZp&TqhwY79B(J?X
z?9g#)xwguiO9HiSj~whC?eCYr=-*?%rFPcwfN$bI{xejb&HwfN^xj>?xBlkTF8_76
z>09`>qGxZH?)%U1gI)E5^~0x6TaF*Iy1Lorn9(*vi^B<Di>wO|d{e)**Qo19@IUU$
zzr+7sjNfej=H}v;_Dm(WcXP)}#@%^&PwC^*8TrN@9ZDiiX7aC=?BG=p`WndHde~^w
ze};$;`*~CLiG9dAm>9B@%kxyx_Ps$xTc5mLw0o0x#!=N;>6$%;6Vmpn6|NIkKkO&4
zx^q@b%-w||lXJh9bxjV8`|>p7Xza_EcFO-5nhw_;o+tWu<>ha_SNAF2(OaXp?|A7W
zmnP#yx8k15r%Zc(=F|ykt_a26=%?vH68u?z7u9E+Z;9Wu|4^;_WA|h0MO~L>%qn8s
zExmNt)XkeXg4b-?DWma4Wx|4qf3{AFn3g=LYI5xTqxrY;AKyPN&ruP7AYQCaGi%qo
zi4V@&+^onu_N(?}rl94Q)7uOh?-#SU_`D5ZKX>t?y4Z?q-?mJi{6lxsr|IFj@7CPD
zcr&ZMD6QUUp4`0T={9VM78km_MbEE!6&XLPce<{*`MVvbXBqS^71vZ3|113OX#Do)
zZ{Gi|`l0sum^|~=)hFJWoIDb>zy0fu<mP~l=gMp*F5WezfbY6ns)e%R)P`@X{>A)f
zNRz*%|JeM^){nD2e(e6B96RfB+?E+G+fMYVM78)GFkN$z`S*<{2Ux3~vwEb4$zLu%
zv|qSl`my;uHs+7zC4YFu^S_qb)|_6s>V@&X=a=(RTjiqDEF=wg8wtPK`pri9$folj
zF7;;ITBBPweb?oi>(1}`xz_Ao;V<VO%Fc&$p7qx3+HS`#^7PGPP4%!jizZJ|-8?7f
za<8}c{b^ydVs2jvbgixY^Gqbrm0_@B(a+(3#Df0?n*R2vzbX1r{@?6p>z8I@88C5>
zW5hND^5^w`hUO6ar|kb3xc0x%ePsXFF7En^rFi{45Oxmcco2OWzis`I{F|#EPJeUt
zQEmCRtzyDIl&aabUD<N_#*y9?o0~V?lK8}Z=18j9gphTAPl;^!8ujD!KW@+e3@qP2
z{%3f5^@Fj;l{%s9P5i<?#IkpvH9mal?56vXo|6n!B2`%Da7;gy_OmWMc#GZB&zq}u
ztg=jve7JJe<iN7-o8K?5n_l*Md+?h-)(4(gPM1mjQS)3<M@=d;`FxalQ0v@BSEe7h
zGbQ=0{nNWY?;l?NV1BRO9`)MCykXxDRJlHzzwqpeGrw&67M7{cyLV-$p}R`gDwR^-
z1sei5SssL?#$K^8e<Z7Z#JIve<idL0t<l-Xw(Pj9zAbe}-^1v{&c(_F1&1?(jOQ7~
zUH<L+pW&c|eK!A1>4){L`}Auve$-rxvhUJu&Tl-^ztr!@l&yOt{vJ8gU=cI%WXyZ_
z(0{po;-Yb)T8Cz5Nu6A}B=6U^>;C!^|6LD1ZzQu?u;sub!+>5N_uX#Bv!1VdEOKA>
z?z5k{YQMHG&b|3-{U1T@NA+*&KkWauXWNziS-O(qK|4Jjeo*fym7M<D+Vcvx;J%c^
zPrI2`%RG78xyggIrSmUC6UPbDKWFO>*KfFg%>MTA$1?KV|HN<nop<bh$~~2js%KPg
zy%byW_)JZ5@iq>RMxHnPt~{szD*w^`AUglh`ZhV4AMwkxu228=Px?a6mmT_BIm_?F
zEZw6ibW*!sc!NX4ca`g}@5x*}dRlj-U&*9pb02F*p4@x+ecoR?;Xki`r9ZH!nl6=S
zSYmi-WzSr@s4X&c7JCWC@19e-)js3)UfU<vw_f`7KG0S4m*$_8!JN=xZX1XKU?A*-
z`FF6=m0_!Y^Zz^f>;7B*{NG`(_A`H}{8OK``pJ*RBQx(U&N_49-KV%z2G*GqPAuRt
zIB>lDqwvG)jr(+eC<pz>|EPcHTGh4IHBnplEnRy5keudY+m1Jm3~drx4hl_-YgcJ=
zByPBJWlF-Nsdu(SZQos$UAKMbt0dz+uSJ7ey?)G^G?i82QeJW1oTT>>m-E7#y02;J
znN_Wu_Rv0k{>{k`+}|vHVE-d*{^s|GyX|>joGrR89DUnUWs|>gf~4xKv`W<+2F5ZK
z28II+;pMKPB`bp#`UWo-l~^m}b+SsOIC<lbH<u-Y#d}t3ZB2WxdCo6ra`jFx-)(<x
zb7?HvV#(B{v0%_+Y?Jv{zpTYNue5^sfIYTVl<{-xvCaMC_xylaJQQMOD7le-5&7rc
ze}<;(xBoL7tlSg&QTo7rzWopSKi_(3C%gZm-u&ZrDm!w;jI#@$YaMFxbua0ja;Lta
zb@!9-C)YY3+yBs2f8+a~f%Wj;dG)FMx6A)=sXx9i6j!nR_&(t)Tkmo^{8+jAPR8dO
zaaoJlw#>S_XGVmeaC?tivetprO&QF;$`*C~c>a&O_df%x=Z60bP5%FmNcA6=753eH
z<xk=I_+{-MetYac*%s^OQf@A+HQ|_qlKa#K<zklpqMwZo>^H82KL~%b^gjcO3uuX6
z{lTDroSF68`QOg|&%j#pqxFGo@o_WHH5J~6%?$6}>Grm4pUHBb$9&s_h}A2@qbr1;
zx(9h}dm>x@N9g%KF3bN6tPKAdn)2!o22TFRvGYFzYvhl$g^%}|A1OYX`{D5;zV+3r
zR}ai9RXaH8Rp9fO+pz+<hrD+_+HtF~X>}LF-{YYE`sfG(C=`gsJMBB~3+Mjf&Y4zL
zsPn7k^)8DWe>Sf7J=<T`ypOk1Z0+OslG(vC-~VwhD=OY(*`@GH>p}R#eTqN6AF5%V
zX|w(2dEw69osZc?CE`PtTE-SfE<Y`D%Qtq}o9dhS{K>{rao1iMR-4z>3cY+*E9_eH
zpW)$uhAuhN4{u(pNZq-7g#T=Q*)x~Km*<r~DD9nn;GXH_J%x*T{m$0x40yY9ySkd$
zzXjjy|5kmevG};UwZ{F3H@lP3!cNcAH?KUcIhprR<E3`q)hUy%osC`d*`{B7n)^Io
zFWKw<p_f0Ityt9cx8<V~*5XFH{m1f;>Hh>J?Kf;u@zlR*tkP$+f%$UZ+xw!Q=Y$`f
zDbJd+)!66SdR2{^8S6DY-%1>>^t|nQ>+P1w>3+iO9mm5%R;=FsqjJCUjz#;5uh?Wi
zdK*++So_HPdQx#?!KuYB*ckq>X8uTi^t@+}Wx+CEFYnt0b=B3|^(VeLKJ{PRvHkN4
z?7j909!b;cQ)iBvD)#oRKIfL*rvx`|4?nGGdUL*ea7*FDrDvrk7QJ2d$G>vX=0Ez6
zV$F~4GKso2?a6U<p5E_^6R-O3_|NeAT5G-UgTfm&=UM&5TUIRhS`xBYWA{qe)ywA3
z`p=-AHY;8?XwFODLs@4tE(E%YUU3L?6=9$U4#%=GVBb`1Ig_D+9qWL(_UH9j*AYxX
zaew&dhuGE)*E@dw^P~P?`u?Xm?{60WJ7mwl|I6P(2l)%N_4f52D(Y6QsEPl(!#;KX
zO|wUzTrTG)&Z<=Q<lt3Xy7G49G==ietroW1&8%kqYt;Vv^*=-N9;N&i(1J4io59~E
zT$_CQ(%Lmw;~so4UiMnxu9xwf=^6D>4F4Lwtkw6s@a1%_xcjEQTbItUG+nzT!Zp#Y
zOEl2o1p@=)+xUk150&5Mnjf5hEB#y4-?cSTEON?QyTjVFZ=4JdyR^RK_v!c<MP?@}
z4dq&9{cA{`WVtwU;lx;3$FSfDjxQY7ACUiHJ3q8u_D{gy>HnC2ByfJ+IsHiR+F9Eo
zd!PIY-Md}3F1;ziwxCvn`TJwfD{H^@>fH|CV%hcTu3ESK-BccX=P<4L?OQtb*e{59
zVPF<?>YR3o#VbLk{-@y@%n#q+QvS!M4_fQ@@6>(i8qeQ0HTi!RZPnF2I#1|I)bZHM
zi$3VBFWTTIVi>4ncBcO@Uuehr>HirXEcwsyp(y^35Hn~MTvP3z%pd$8W`CP_WvjgK
zkK+%gZC(7M?vOv@YXRM(Pmj)-=qfoWI@E>r2JaaM$&*U^o$ORVOJw#xn7v=prhMg}
zfFB!wbN$i$sNV5)_2k0UuV-CvT(d53y_y2E%BDT3b2l)Yw0yKL1-g7$bN_>x{~5Ud
zGk_?$f69L>{x;PKWkmgJ{V+Lh-^HzSwGWgT#N4=ZG+Fz&Nsvn7#H$U8jVyw*7^v6I
z!&<fs{)RFCJUfL~o3rgquB=Z>DlGfBtXgUADtiTOsa^J6`{d>yzGt@Ay{BW{QggAl
zeOx<FGQTLY=X$RFXX0Zo$v){GW2uVYzf<GZn||ND(!AbnPSmH2zunAQ!3Tp&{>g>r
z@2o$_^>!cAtIann?*F!o_*p*f-MYP-78lqr{PVhVy~E%6e{2iOA8GD!`8bhviK^g<
z*UE*BUt*rW(tcSZyKu%M8~;<&xc<D_lJfQvr{|UY)01A__YE&8dLFb?X4UpBx9<1*
zANj_mv1tF5$)5_aRB?<dg)+IyB>|r6XPMS|J&wGpXBxds&AW4!yZV(mkM_+_Fwi=z
z@KyA4e|L?2@xyw-*o^HQ?vph?o&2X_v${@M^iSuPO$%q7);{&x>E9vaRZDOB9<!PL
zwQE-RXZM>0H7m8YCjHaau8O_?apP=Pk?@a(-`$tgo!hnM<*HXwib=_n?)b4MoI2?L
zOrkFIwdgbZ&Bxo<DU0t@pJ%jEsYCaqeD$1-zfv^*{MEj^`mgpcyMQwV|3n^y>AiZl
zW?}u$Z?DXGf7w^AS6jQ-UjLD0(6s#E$*2BpyZ!~_-Ao$;EWTx+g&4L%n(8y4%#Y)L
zXm9@`HvfV9AHn;6AH)`a-2KqMyCz`2fZCPCm%|S&x^8ytMAS^4{Tb8j_kLS)d%Jz<
z=04*;KmOg@{~;>B(SB?HAF<^RzW)(9e{ernP4u!K!4J<~Z%e&u!s`?DpCKcb*F0$2
zyFjs%QTB6XwB8k-usrZ=|Jp7M=Fi#xIM@DXU^lKiRsSKl|JHi%zmxun)G+;MefT#$
z^s;{b!Yg~6bm~rZ=5kKGx@UHK%>)C3y;axU|1+@5{AW0*V-xzHfz|PEtNq4*ye}`t
z{PF%#xyo$!gWaC05&s#sTsfA!`|{!Kr`j^UZ4z=YIw+vCDzg2Bs0iZ^&)=N?84lju
z&$mC-{^n($ztig<EStZ%|ERC^qveNd&2;%b)hfF*F1adplcmt~iurW0Pq*&oga|Q7
zMmBp+y}O|(euMuZ|6A4n_{9D*G@W>H|3jF6|9rNs^6WKSKjI5B^&8i0bvR~yIZ^p+
zVrt%-1+ns5cgNm2u_{^KBvN`p_<Q&6eL{b<e>B#!t$cjGtxo>hyR~k*d8M^d+%pv=
z&!4)asC|BEzB7;6g{6D<c*_*72yuyFWo}@QWo57e6>{|J2MzwxlbB%-o_fg&b=Qyk
zX6cwloZ2Onu%rL|vD&@vE8hPMpZ@AT!=LnY%UGl6>=U0qZ94gMo9*EOd*ir^u66Op
z<@gKi<sXG<8!pzk?x~;Y7c)6CXX)aewVR51FI}E>OFx`(Zt|xWpMs`7zPWn+^yCvZ
z_P^~bnqECj`6&9uYy<P>CA#~Z-&pgn^S`t=*y+NS^Sm!7zLav^&?V8%ywmoi?a8mJ
zOTzP+e?%YLC%5vn=7PU#t}YEKdcNX%_LeEhwNYK3U-M2~>_5A4=hUg08M}1FzrGR)
zbggTv#JW2q=6k=L%!_;0TjRG1vtIFX5ieZlA=gqb^t;Y&mz4JDbDMmYcWgQ}vo6)m
zG~-Ixl$0&Cvu-Y%x5{(byp`XtwN~B8TD4R&%6sLbS?ve%Wuwjooz-18*<NSjIr092
z8^>Qq)k*xFU#giW_V{R3OQ92=@7~RMW#4pr^dHXp+NJ%mhyUXC!#rY18~vt6P4s&;
z=hb$8w<*b*`kG$n*Z%rF)ndNsO7BT8E0?Z+{!8HHH?gYNDN$wf^ENtivG$qBXsleZ
zXn*-quc=&t%l)(ryF67Ud8(#N3IoyFD*f|wPu_he66l(tK#TGfo0)Veb1`a*fw2{v
z|3}5}uMff(J_8er17j<`a2S;%Jq-;^EDnsVqv?b6^nowT1|}8<##VgcFe*oSx*C{R
z92i?i(+BD417Da8Oe_wJt@y%WRF3p?H88O_Ft(1S57N^IzAzh@SR5Ez@rA>v9O>zb
z&at@jKZC@dh#!$3-c_uvQ>gL!@UK<(z!|~UQfI{0Dx5P~<R0_+Wwcb-+NG~|m00cT
zTp4{YDn_9~Z*5wn@<jjAR29K@8cat)M+abCDz$p_c)B5X76V-)vab9;!@)E0AA<6`
z>p%GZXZWGMrRqP!o8PNt^^eO7)cA|HZK*94Fqvh;n{V>nypWBha-pK2;_*|L+hrE4
zzsU7t@jvdn{~1`0^#9|U`I{~NkLra#>B}n0kJbrY4L)*D=$h%yJ*!1`G;uDTCcTnD
zO+%$E(s43-vQC~Oha<zEZ~qyZ%IXiUh-coP9e=a?(0_)l&;N)xf1B`Q{v&z$nt%(r
zHJ&C?a(h{l&T*dz%V0h7y&%T7wD_r&@y^uHG|jEs-sdy_U1Y=f+o}HG^8FtI|1-2(
z^&il`rF|q$>xbw^sraq0;>4~mXNbFb*rqW4c8sfpz}72)r$r{l9-BDlgvh!Jul`L3
z&-L7h%73H$LEP<c=YNLW_?!1$AKmr+&|V{X-k0|be<VKUH4ol=RaaM8;P$(cDTm%{
zR8pL!xg^r;ono}ohJErClaI)MDE-gyN96Xw{Q~<`v+KBjWPfOX$n}2XkId4?9D0Ae
z*WT)!RJ~~0;hf&*GamLuZqo@kwo2sGgXs+ax>qdfV!*olRjuyEe})fb>~Cy;i~PI%
z&*bk^JEgkw{~1KL+U6hlbvkp`w1taqX7*;=bgeqN$mrhUsfYRZEchLM+J5`;KeESv
zbJks*ztR0@{msP(<u@Ncy4OD9<NL#Z!yPZZ-x@8eo4a7%t7{&CPYv&FZsB<_chzxO
z#s&P__ET+DC1@gQ6yslcN=o?9by9D?(0_&pU*&Jzesuj%{>}3b&EIT(AY1p|=fXdY
ztXW5&cR$%Ob+P%kUm2S|t+~^`SJ<=qnN^7{OXTCOzgyOyU;o2m^*>JjN9%uR^S|j|
z@^U|$zRtoQGe5iznH}<>#A?bR4O5F{y+QB&Gow4A0%i32?(6*!j99g?l;M~8KhEF(
z8Cd@Oow@(P{QH~B+x~I<;rNle=;q(aZcVnuM+9!Te>+?C{<K`_-7`1t8+-ho%`!Dq
zQABIiia(|Q8Jf4)r@n8yzv2B+`KJ00LG?Gj`)>VF_)+fh(d}ZpmcDOI@HVV0&6kR~
z9WU{i(PwpM^27}_S0{>o5}$kjX8%9#um2fXbN(|l)&Ehs_@5zl{q61lIR1XrJ~r!l
zi^-2IYxR$A3y9DB^h)f5MxVZAYwsEJJW;3FGg1z}JsFmCrsn=5`#1OhGq6_tXK0>l
zpZ%YKrDFBBIe({rUEi>uVUMJ>gyMCbce*`dllJ76TzmG)V(FFq^oUEQGnFEg1=l&%
z+)H48|NPCzk6OPU+aKU(u1UP|<?5!LAJdz+oK1Ul*0@9N)g{YYhVu%Ro_Ky~x76~7
zZ<*abENe`Dn9uj}<E_kJxpTs{nN8?XF*w#JD1JkOp;qfDLwf8F>qF+>^($*1=9*<L
zv78i{lbn|P%2U$xv;QA4<Ad|~H~(j73aq=hJ#3!H<)mr$P5+cKp7b3vO;z@v%_3mL
zTkB8joz$bPQ_@?f_`;0NEm!EBTmxe(zHk_oBRyRWOe_wJt)uCK^z?x*%myYF2gX)>
z;V>#kdb%2zSR5EzN7D!C=>uPw4NNQ!jIH>>VN{OvbTu%sI54)3rVrB72fi>Hm{=Sb
zTk(a%s2u6(YG7h<U~C;tAEc)bd|@^)u{bcc;tPjSInvV=J!A2w_CM~_{|u}uTmLgO
zMb{mer}lTzm(|(X>&5Q-%e6k>=H9>)oGq^P%u*%(QJ=))Sr4cGXt6djPhqHLf2;hv
zxbC?8#y4i4>aN6ZdEaEisrsZYb?W?18&}q?XD_8RU3576?9_rL&QOJL;}6pRxTgPS
zV0rv^d5wGigZmBt8Ma+N9548~yr|>N7j1vh+p2$0Pj1*4?QvSC-TrRymGGzk8U6^l
z|KmOXBk*_1AGyo*4;IIN2>+XY<UfO`onlSQHh;nB7gozV)~!w0vT;Yiw@op&n~$4p
zwsBPvZ1-5??$J`OxPD{F{2yk^|8eR*@bCS{`gh?!jz0p|Y*-)FGgR#N{U|oI@Zo*&
zxYMj>k4`;PE_l?&d{c~K=PZM@Pg{~W4>LDA$XA0lb<=CpHOQ_}OuLQr^o+;w2mOEK
z<sZ+DyL@Q>=Jvzh+3jNDzuLP@txptw+H*l|rikuW?qZAo42{*--<Q^bwm`nOXWhD9
zu<l$uvweoNwx-Ia56gQ>bNPOSND9vNy2ZIz_l5B?gY!NcWFrFD{NLRFQ2vkm?0*K<
z%|8N{*Ikt7wa@k3pPJuzF`C!>p?j;1c4>KjZTa$B{hOD3vYqX$v#MtAGEX(enGwgi
zj)iR3U+|ydphx|Kb@M;uZ-0CAq5aLn|G3tFoEF~`&t{YJ;Kq+@@5=Ygv-USlp7!n5
zyO8K+)14J(u1%gUEs>*q#*_bz{U4!a{}~SMn*K*v{aelMA9WvO75+$kxO9uV$Y6KL
z>C#e*e+Cbm)8`)Cd@lRb?|=N2`#+@AZ#sV9uhGv3{~21^;ya{Tb|r0;%fB({2=}7B
z-+uOI&ad6V_`5W-Jaa{qYkgv|%m;s|lROtKQYLboNL6m)uw)6D`ZRvS-07WP?%!yC
zaBuG8)G66!{~5UU*vhR_Klia@SMHAKWtHbX+&o|PHHzWS(!X2wKiK!5;X}ZGhMV)h
zt@ybAKz!@|4=(*3`vv~kKCI1svt_>2%lKRO)2}|_TH-H1d8yZIPnDWY29MX)Z2nzV
zfAEm}hrs*&^&9Jt`Zv`J?0?V}FJvRUuwwH8t94V?RO}D@cjJ>ucIMlZKJT42chyX8
zN^LCOc_Fbf@!I|cTtn^#8PJ-fk&NlOjHi<S?Ze;VHERDEnwslQ*%|zu^w0RHQpP{+
z%SQ@diJe$hYxd4eDEglB?tUZ9P#L}+#^6sI*{`oyz<<#G=JAKy!B+*cI9^!ypCMJh
zVgBanE&mxZ_*=uae?Ix(_xJj(?kSs2#O|5meY$#eXj<-jo>d=LZ~mE6bmq1_Tm6Hc
z{U1X8e`ue7d+_1?+v)$fXXY-ha6cF)STWo6NAS`+hyF8Ux2g!Ool@XvaymO#WzKn(
zOMA~WupHysQ@^VufJsRuOHf2>#Q}x{MsHUU26`5#qZQ-us2GvsaWwtVE>4ldnbz!q
zipPPnm)7Aq(##*IcpNBuM_T;S+P?!8j{{{dt;2JqnLkkRI8gSEwD_g9e+Mca2g+Vr
zhv!H$f1u)VpzIxK@k?v}4pcl2l)bbL&yi+6-QzK|^lrJ!hkc!ukMf1H&32W|ULJL_
zbVZi<cWxfB4Q@-HO!Jg!bqQtd7GhwSRG@wCALqZ@@*9`G)qNB_pRMj({MP-4<>g<C
zg{gh}?D@gJzvOM$Gwy_!l5-zzoq02vUrDow>0PPhNfE}ER{~ubXn(s#%<^OTee>D&
zr^hqJ{PFwo{-d+ghyM1r9Fbe|1+oHf9p2LvW}2>Cy^Zfm%w{<TwK>U}C*8E(_8CrD
zG9~o3)h_J^z0v>p68<wZ*}be&{m;-+YoE~@^-gqh@~dt0*se<5to1j0<i>n8;Q6-f
zSLbie{&wu|^!l9n9Q*t1)8zZC*n778FzY`5X7>5}H>aJux?_96=ID(F6;oW*Ww>6g
zZ8-LD;rXyBi*|3hWR;z;aYjXP=yHv9Z%wLVMFL~mHAY%Wr<s3a)*oHpC(p5urK0?w
z(E1*EfiL^{Z){Z3G?kvP)|zqBMupR-ZamLos$G3(0qCx@e+NEi%im0YwDp(k{*3+g
zym1}=`+u!{P#d;wdHed%IKkXX<uk|9EA3)KgO4UDa@tLr68w98{l4Ruzl7U<xcun&
zVgH_alKsc*x&9O{%l?(pyZvod?5$HPZm=wFDC%RB3}bAo6uofG*J8Kvh2=qWv$9H_
zEEQjsxorO8a376DU9PR5$sW2+dWeLd+y5by|A$8Z;rJhF{BM#U)!&+Y{GRLGzf0m1
zKa@4<?2eAQmKyfkbj5M&qO~eLmJy34ws|l#)R_KfU}vwpRxh?cYkki@?*9x;Y;}ic
zovSJT7+0b8WAoZ*L(PZp`5&J%I1}*H`N-NrqbG)qLI%=r9m0>>f5`mLaOkb_gZe*W
zufO&F(0%y(clT<3jtb=?QL4RH@7*`c$hGlaexUESgLKz1&I8OUkM@24&(NG-|6snn
z&_0<O%a7)NMESp+HhvW^YoF0MJ7V|lE02yIo4m+hVV(rj{I9;2H;vs4giN;eXU&)q
ze)Rr_T>n37Y=6i8XSiW~%>LK3n-|!>$h(RJFk;)C_v7`qOMlnYKX~z;<=<5~^AF44
z6#r(fvHEC!m|HgY(TBLbtGe^I#NEsd+T^)AvgO^Kh+?Udm+?CP?#|zO{f}(?qy0Db
zKU&^ap9$Ire*JJQ`@^&U85&BX>t$Y76>R<dreyin2{C8o?q&t=P0~3mxbwvC<x3fA
zZ<2FSTJe7du{!l1<`3o{dM{X$^rLeXw=VmkTdLRAu8EyEU+dOAwP|k5J8vy#-g)4C
z{7L>lBJ=-oS%19zk1O!E)2n##f10nS2V@k)oEC4cQQFROE2GSMpT|Y_Q<sfejn4L7
zGGEjZ`mgst!-EH&f4uYmGq6<uxT)Uq=loV#asSAgb^FtD!_LI~lXIMIcXRzyu6_R*
znhi=~wPs9Pul;GgYWDtp{~3zxp0{k6GFS7F)SmUJPu7-yzoUJjK8^p@<j2$B6n~uV
z`Q!6%+aK@VJAUMwXpl0CT}^w%ChpsJ+~;m~dXTs{kAEXWzulsJ_X=7)EY8N-UbZ_{
z(CV?{WUO8LH|zflEWiG4s*(R)TX$j}@86X*vT56#k3>~UZJVNcujH+hc*eT5Cto?8
z>fJJdThZ;n-MI7dQ}=(!*m6&G@;}atk2SXX8@#;uCw`w);N)d|vzJRU{b$&`<FC2c
z_w`q`{v?|mcIKRMbusT^wdu?LGqk>`bDf#^u=V)W#k`B|?zLYg66jhW;|NMVqd0((
z+%SlVf6M=I`{DS_^AF|={K@zjC8=wo&1`gAyES`eC#Q(Qyw)cvKHu)nyLv19`27#j
zFHKwic1<if`_KEwu>)DwRh4!zPttFn5v;RV`{BytXh9C!**0|w$FH9HWaFndY0pAV
z)7QCn&)$Es*ZF5#Q~P87Z_hs-`+m&-7=0w@e*E1NH8aWuS?5@uI>?nScx-ROlTV&H
zo;Il>;dk5&TSAi7O#D+Bw>QT(Gjy%Grsv&l?{3#d+bVyH`MYAD`oEL+MRNYB{IR&Y
zBqUO>v{v=0(*5A==g;!2zVLDG+Mb0^!rz@gbiPwg>c_zk_nm(%eek<kZRYxy1@|MT
zAA9O4Vs?yqv8HN7nL^*yKkvie`u`CU^G))<!GCc6t=r#peofe{f93GEpC5nZ-R;l%
z@OhWPx58E1_wMz-VWW6<V}0D(>7LttkI&VAnz`id?U}YUSHIg$U(}`jod4b-&`x;z
z?r;~WfAG})#_E4u?Z3n7?$xvHDgCYc@09wZ?}zQ%?ZmfV<!}AE`gY->JK1Yj+}V00
zJYe?j%w^%*n~p}XF)TkNkylWky<!3X(I@{In!4)`-ru;O&;Eys`ytj)iBPd%2KIj<
zr9UVBXJDE8cai;rb@kl!4_4Sq?^FGE`2ME&mOc3&XGd+l9{$L@xpYVDnlCNWqnn}+
zbHuvc>DT+1)LCq^Ut50f_v2qT#`n$t;QXKAhiduT=f4%|52pTS$T)v%_qVPeg8vyf
z-Z$7(ray}Kqq+V+!=b>XcmM8O_s2E2GS8+vdZk)-iQw*kAH^kZ-AH0(s9W~$w4BzD
zr;qz@Zay&2@b9ucg2@lpcg$Menv=ID_u*SZkL{PYnzu$hx@V9&qs5b3<4pg7-)FDw
zex<R1i5{`S7ymf@kUZ<Z3-auH0zX(kGHu*>VNdLWyO~m3v>T3bcg!-=^01C!JGDKH
z;oJHr-v78*f3w!)gN_cVyI8gVfPK#|nTLw=JZsD!v2NGSUib2MN8dZPCo(<xK9i-N
zN>7Zxv9=(7OZ=Oizis|q`_I7t<VW;x&l<&xHpvTj|Lja(6UClgY2ZGar&-8RjZ-cq
zXAPsW&Go$#pBJCfI_X*L6uoZyyZvkZ^VQC&PYuajm*HJ{{c3&G{G&(9>>2(s*2Mi?
z{!ce!Kl47;3c2q`?9{HWJ0ev#J5|o}-<Q7QPy19P(<gR>1VnZ)oBox2b^k-w{XasJ
z13&72dpoc5@o(;U<MMC1%X_+`lYj4C+WGAG-!13&)>i&jtUqXPpM3s?^Wn)A#or=-
zh%c##x#zZW#jA<!JFe(ASTberocU~`<4KO_tVv}n)~`JBv5(6nenZQgU9pk+vGEUT
z^_05}3YYwCiJm@dQ{1lo2hROxXv+C_)K2z4LsQMaWAk|bPT%7FB7fbNXtnuAtkxL5
zm1<jVJu@#&@_E`fjhRo}WfH!uFJ092=hND#sjp5gxqD}J{?+;HVM|_zO!eHo?cKjb
zSCO!^L~@JIQGJlACr19Q=?8Vkzf1SAR`fqu-=QwxzBXdYw%wY$-)z@7<dJr~c9WKn
z#R-=5S?@Jg^(^JobT3KnSm-Y5RFbv&nCG(H%hp`KbN>14$MOfycg$zBQ+#F5{ZHdZ
zS+05b<y38*Am&XW=TGb8UVNN*YQuy6BjJYe7wnJg-(3A5{jKVP<?Z`SYb-8*J(0-!
zE%JGocX!U$Ps@7NOnlC)7{S~)=lb~%{}~Pn*C%Og?SE^jV-u`m{rT^_e+qxk*%}FW
z_WzKpef?51Jw(R7Vpd($;tw+C582$Cr~B7wjk@n%%h^4X-h9ctz3cuad!7C1{x|PG
z3V&<+(cAw=_=nSOlODZ#=a8?@C9ibozJl$MGj^{u{zN<s*Kx4lW6xeEUQzsD{-LwX
z5A|Cn^x7Z(6=N3m?g88Mq=!p#3U}Tv-o9IE?T6wA<_F*3{C-&eL;D};AGOOf#CQ%a
z^VaB}Y0cPh>BNyeYx~Ttg=0%ABmPt$^Hf<Y`ZwmUc2kAkbgqCouYCQsdTW|)@{WtR
zANw`;-P=VT8jHF<_wVA;Sk!=ZiCy@mt(aE^FW_gudJS-0>3@cUtK>g5|7U28|0ecP
z{@;B4>@PtLVADZ1V8hrJ_R-!}Y%UoU!yi-l!e?M&abRr47Y?Ixq^F^QiN%4jbu@jD
zo<8t}*}%l&z}Si}97ep{`t$y`zyISFU0q}Mv25{&_-~=nn))R-XWb6}SbIm?%H3*`
zoOZ<RCq-)vQVLFaC}>I)Uu-`ddNkz8vi%R_^s0|Yrt>}cx4C!j<cq3nmi$)zxmW1b
z`3t+WKa~Cc_UG?bQ{Lp?MUTJD{W$6D?y?i6E0x;qzaHi2m%CjU?^Ac|Kf{Np`JHi+
zA64f!)n{`qzFwj|Q%w0$b+v2XcmI<IDuWEfDvnDY>SQ>1dj6E}S5Iy<d3aWA{v<nX
zy^qoD8+R;q+oJAio~l{2<Im67$FI|-$31@)D#|x^#f@yK8mVnlt3}VQy`pWp^@tFg
zXL5pMY(#-0i-3DTR@Nu}%aeU$K?i(-hY&!+2wgwb|8Y(I&%o;Sf&UHr1L24Jd1w1(
zKZ@I$5$$k6_Pcwk<O%WZiGE=Uj<;s=YBRAhl*doAe=vRihq!owiv7pden|iJ{bS#}
z<)J&(9X`Ik<(SI5rG4qvTSrz3xmBs$koFf6;`{pZPq^@tA2ydPxVGw=@BVFAD>C;>
z{)bE7cG<_B_`~y2xnqaecCmzlzKD!$iPvwlj>gX_S^4Q+LF?A6b79jr2S1(oYqx8i
zW!>HT9}4P^F8lGAt?{=&);6;`{ts`T>3xm$_vm}@W9rp?iQ7W&@@_mPp6D4NbbGp@
z`-}cR!k_<fv480P_MhR0%RKWBE+>~)wEMaAAB_{8S8(~|<cZ(g{f*carcB`x;82W=
zbUyuKw)&ZmpAQAheJ;D(>-ML8+x{~&t=p>Jy@&6kbd!ZY?~%xL;?r8Qi&frR+1zJZ
zFJ1TcZ0>5$-;)dH@2Y+(5*YXMrv&=!2HofNptqn7l)dQwALYZ>moq-G-@g55Z~TM)
zH?@!Ncl?vzm7)LEB!2UaJ8pFuYCEUuPICPoHpAdM(|&eOl_zs1U%CE1|Lx`v)j>bL
z|JJN{{LrtHe|G)Kj5WV<>_1<7#va`fe7j_#((`-!S@U$?>FUW{d&S-rF=xrd6H6l{
zWCR?a2vmn(dQvm*SlPY*49n)P{PXuQPoe#-8|nHFKUtSOd-i=_+0&mqi@LOL+bh^7
z+dt_3&mdOX-x<Gg?!M-AcWo|LILGd|`1Z+!r@b3ImUpCIba~3Y=oov}uS@$P|1&h%
z{1LmhkN@AXs@ney9dG8{`+oG+np^KDYE5{_(kT;=B6n6sTjAS;@GDn8THJH*p09Vk
z{`&pmU%y)xclPrnTvLAht#I%6*V+FWZtq#>DiW^w1vbde{^0x{vESbWe?0!6{%y)f
z{<peo<L^~WKDf{Jdg`9d*KZfkHLB!HTz>xgX~7jYIe)K}(vVrL@gr@&YyE>A@gG9$
zrT*mn=zk=CWB<b?<yQ91Hri`XCO)cEkygL1|9077wtsK86fHlo|JW%N`vc;iSM8ru
zG0U=~c-Q@)$%VW3{%4r=e%AT2^|gO~snl<YV-J0-wNL!%`OeHkqE{_eXk^?Km8cdE
z(!Sg4?mz97RrJ)|enB4VFaKxwVSf0V;EzZ5#n#s6{;m7>`S3pe%^P=by0lih$iCBO
z;}+kkkIgP_6w0?T*{BfnHp$*V`|JLH9H##nSe-wv@BZVs_}@W!$;CUbdcFLt->~(o
z^pb6Dx7eqy$>XoMrg8i9<W+A4=QPc(`e9~Se12tZo^STM=ybczy>D+XuCnEy|I730
zW34)&$JZSFg#C1rEVoW6`1be7%A>#6dHbb(?a|jzS6%+<tw><}h4df4L;_tIkTLBi
z=27hf**y?;g6ti|m~jCL6VVUf-@g9Oz|wGWpWTl|-yh4r`MWmag`C>{31`=2e1ACY
zc;J*zm$entBqRR5pR#)L<So<Eez$eqYExP#RrBTU%qPz+)gtFVxF;>mm+@|w$?v0U
zga3TXoZlIK|AXiK+n-K{|2rPvFzK9kqF%!FH9R`D<uea3zixgT@AD7T4sx06?)Fi3
z{t^9K_d_<!<MtHGu4j8$TzS&Cd4k@u13?Xa$^8X+?|WAMm07fV)w3VFCOi#`n>}BC
zdPVGE$vVyO>9*0<OU>rgWvZV2e0f)LVw-lww0rkdJuW&eQhJ~v!@%%D^GaY`<SzrH
zYKZZJ`XABX|2UZ!|GREwd;cx_Z@ZUf*X)JY<Zh3TSa##lM-z`798VtTURrU;qauOH
z^4K;13I7>DZ64?Q9se1mZL;nQ{b$JKZ@+cFwMKIBohkl2S=T;C+<!fJ{RdI&l(rl7
zB6EztIA6W~?OxZ<oOt#pH||_bUgaKpr{wA67q|Xgx)fV=|NA<*U+xuC563VDw{Dm^
zT{~vWYrFKQUi+<FMSIu&nKbpOr`f`9mG*4)dGCKH@xRslp#Hc=O8?E}58q=yes8Yv
ztlaLf=ki*f%P(7J|FeDH)w_}P#L>fVd#6tdc^CLA@jn9#=qQ1xAMD?lKX80h?_^!J
z^`m~&7Vh=0U(8;-spnzu)P>600t$I`Qeg~p7&`Vx2m0$ilv%8OCcS5=*zF&|w`70T
zyM6U`z0+s*%jHM+@fzv&hi7Udj?D>Obxu6^NYtHu*OyM6JSAaDmZzp~?Sw^L+OPNz
zF@f8YNSB<_V=@H8QjjAC%wmw`qj-oO<Bc3~bWcGW^6a$!7;O2`%zh|(eaA1JI<1|X
z&CBjdPL62F61v^<EOfi>Gb0}P8G05r*U!s;2#x=t@eDL&`sIgl>dKc^5?5_99~~~v
zeaJ0&;qNT-*5uE5>B^FQ`d0cAWY3*jJ;B`QA4~Rr`F$o8lOMb6-{Q9Mqk7o%W0zhX
z4zg1bcg+iW>Y?@GbZ=t;)2fG|4gpLJ+K+y8_iWfHre;y$e9PZmwYq5e^FL>^rrrJS
z{^fkLz1y1aM`I>!E9^W{8_b*O)-tDZZq&qG`*p9bbn~7T6!*D2z<-+0zon(N{=OGW
zZucffUQyVxc}wfEUAuNoP41JpB9>m3#I%B8l0O62xexkB^cnsHez+oM{3HEwt@4p5
z+lz_0t23gegqK~Ks$vkClooc7MMjQe{ek-1#{anWfBXKs8PBwZztK*y>$>B{rnBxn
z?@B7U%scf0`;Jd^VA9wi+M_+yD0LT$%Ypw4P3iv`4*J-s)gQFmr<U)(<+UB-wY>0u
zLi4#R_g3lOdb?f5y<l~}>qG~)W1^EAe{@c(&vcrS@VDFRbCt>c@722V<5s=Q{<`H~
z+ns_P`hxvyJDScUYFZ>d&U7p2&i=7IY^8N^aM;t$fwOy-zN>fr5@vt+zHCMIqyC01
z_MP*1_L)c7cWmj-_4nMFaY{0Gd1q?px9!?fN-b=9t{tswm2@i%>fTi~|M=DwR}WvC
zs<p9jO0=)7ROXh;u~M1Kc9~oVbQL*+=&K`@t;mUWlucZTL-$M#ix_%a%rE+P&;I25
zjq%&k5BPc?h?hxg_G$NPihiqqH0Q*m3}Y>!Jm;Ovr@8DadYm@(c_>EK&*qoPh{|vM
zlep?fw%bS7c{?+gzcP-FdTmwZu_4~AFEqW!W7R_$hQkHyEGgk{zyFa@f4KhE;`qOl
zxBUFaezH`(>CJle*^f%6&78l*GlwPZo*Vb+Xk|{HRTeDA-k2>G{iC=3XpQSyx5_P=
zt86y)l+ORWeCsY#+4XzhZL`0;e&Mpn84v&1ukT$sW7U?dD_IsLmw)Y9^!K^i-xsIW
zO?nd6+|~1ScCP5x=YIqje>46e`a9*{<=ltw`|jCpZaVI`HP-3&!Cqze;zw>l-Y)A8
zd|J$4ve17<NW%i&ck{Kg_i=x0Z~bytKk}n~YpJZ=<(SRpRi;<pPChF8g~_ewG`9hh
z3t!Lf>B?H}S$BUhFRaP<sD7-UH{(CU=Dpk2>h~_ay2wsiN_px|@2S>PFE&auJ=koi
z80svh=xF+JX0BI7&ao-4gT8f|R%E{~i>qEX?Y#G0<6q&u1~c}&ZZ5o0v)drTYVvYZ
z8K=Um$)2A*ci&V!t#Qh8rDL(hj&oY~udJK7Ec2G$?EJ+U-vn+&MLA5kb?df^kVSHU
zXkci8r~?Co1w+W!<`3)cKjK|}n4kC7pQyc?cYX}1;+<77>$$)02JaOd0Wmho%p9rr
zLJ|sG^TWT~kv9?Ex+SXYa{jdY%74s{9K3YoO7pC_OI6Rz&I+3xb8>Ig)SZ*7wyNA)
z+bR+mk^pM|k7DfoB2vPIUVU28XZyFjf7}0Cr|#%Kp6=uS8McNWKhIMk?6tGpTXK){
zDix!+T@10hk4{c{cp$;+*qQ?Zg>h5k4eAfN)IXRsf7A3oqT)yXGw_+p-@0@=`pTF1
zw(n6>&(3e#vNv$e+pnH_*KS6{oR$#I3CuItXp`ezbVEWx-Zp#whcf#=g8m*KB`>VC
zv#XdMxSfB?t84cBU-dVazV1x&^!TM(JN38Xzq|7{>A!vbfU{1m?!<mM6MN~*uuD4S
z{~2y>vMD#yJ22IIcIH&|?MaLZUR@q6J=YZ<-v6QE|3~Qhp?jS6{3i83)aM`ExYR~2
zWaHf$o6GOirX)*NKJ8pu_NA=o@Ve}e(vQ>+p4I-x5&EBj-JwS9NB(c=SKn`yH|*29
z_d?))g-g7rN!hQo?JG_%^H2KSnHi+{(A=Q?wB8Lj&)6f(znnma;L-C?Hx0(=Vjp51
zzHJX!GSQ<|rO%Z$(&HeD+=9NVAM88pAKW{C(>ng|D)GlHa*BI4eTbPJpS$-*a&D5?
zE$^Op8q=8^E=G$zIUq2BGqfZ|>+g5hg5*tm_8SL8tjelc_v)|w&+=%y6~FF@Jl<#U
zpz@LGgvaUar4JqkPy7>D=WDWL-Osd1bM$_utgBf6w)HpLAC|wH?O4?hyqEit$7>~P
z#9*VjDl=@Q%q^a-Mu7ti4DMS)qx3|lFdpPOeW?DR#eaqeQ{&m{AIzKO`fcs9Z1tn_
zOs+C^{XY7ASJv%4Wj9%(Zy(*~uVlxVKX>L0CO^^8x}}SzY+AFc;>BZG)wfA&mgdc$
zdhO(`ml?D4+T}kklWxr}xN1}C+PGS;^3t=5r@mM1KI!IvZ%)XRbd{wVCtsb?ShSb<
zF`|v5eR%(aCHC9=`hPS1J9^LR?~1R|8u@yE?3b}z*z)p5%bqLCOPj8#9k;f*DX`Cy
zV_kLFl$CyaBQ7`Xp6pq*>1FWTtclB6%kEA;bMo&l`v)ucZ?yj-yxy}d|5o^;J7K$y
zzG2HXJ``oc_BnKqU%_dn`qfU3OrB8|Ct27|9Idg<{?EW(S9j>rkLhp1<2Uyo&Dhec
z#<oCr%e6WB-+Sb<nLh~0AKTAVXY?oK$K2nJe*&-lGyaqEvG>{jNBM&Bd+)7Xb^qip
z&n0<>H!W%q4Ri<z4GmymC^r3NC*ET8sw8OLouyZor+)g+&{Wsl_Rxn#Q#Ep@_u9GB
zPygfm+xhRve})f%=Wl%e$Ho89@{j*-{hIhK*OqT|&5d{1)w{OT*4pCu+*}1daT`wY
zk{m~_=WKhA?eFftIr-bPABTS{))ZW@&#-Td)1K||QNDeBSas&&<fnJs=iiGyv!LHd
zQe5LjMXLIZ>tBEWmic$-pUB^h`%}*|*InMnz5SC;P5Q$Z`e$cOuG~DQX}Z|a4dxQd
zB9+v4_RRX3^PfTK-^n@YzW3&A+xPNY{bIXpo0IjMo=aXXZ`u8Be)=!tODh(2{k(ht
z?}D8XKh?OXflFh(+23{l88Wo_Z&rV+_^5xZdv(S;J(JxAvr?BVdAnoJ)RuyU$F0jZ
z==PPZmb)6zvdY)ZdNWU$S|2~Jjca;_qow&x)w009OY3v%Z(jc9x2gA^{*RZ6SM-#O
zB40$+xIOyyu-3)<yU2rvccGpv>877s<UhpCzq#^j|K{@_CLep56wUO)H7(`%%Kr1m
z|JlY*-!EWO|5(1O&iG25!XJl^tjAWa$-1s<`}gbRr%Q@|X*D*8Bxo=&FfeU={c>f>
zjf}(Jr{`Zg{`p$^qhs~)V)wWVm;2fZcTLXzeRkj8Y2CZ;{QdEFZhdxqL;O~^cD2nP
zl8<l5GK$tP|CMqganF|Xf4;PSIFR1^Si{32Ic{S7dGmw&d+h9faDP<x{;~4I<(Nr_
z!!E63nXqf)O|9q8x?I_x_Z|zK@|A6W)jr0WgbV-dYa~8gKjzQx`ZT(t-K+2Qo8RB1
zD?N^En0#kR<Ar%ovrnEekPn_TCHB#O2Iep4SRaQTHA#2d6Ow(|b9b)BUdyRp!>UZz
zy<DEYJl<6#d{$ips9L92buAJYQ-Az?e?3Qi>VJmjeF{H*etdpBEKd5v^fr@kd#;ss
ze?R0bae!+<>XL~wR;grh@7}bk=?o*oslRLNv-UUM-)Mh8U$E}d{w@AJ4=?=DeYo1#
z_UYjVrwbJyS!W0<oVMw2@i?w?#)@a+kKF$ZEcHKhKfeCQz4Si=YyY+V54Os0QEyJa
z@K53gbFBLZySWy+GS{cA-0Zudv4hDmi|ekx)&t2?4eYZH8kOud|F-czL-Y3k40-Wy
z@8+7GZ@<4u{LtN$H3n^*s<$7%Yd+<>%3o4?_OrfIk_P6+{9Ee&)rkGj|FHR6>5t$A
ze*}K0Kj@a{s|Y@9RTS}Jmfl>k8*3NF-FdQE$lG|M&YLr5ybV>DS1jt%VE#1y+oivg
z_dj^?Ub^n8ocYK2H^ske{#boDf0+Ai?$Zx(&8ueTZ;6b|4cK^cx7&<&cO*V5e|-(!
zZ?j4Nk8J!yf6#uL&i$bMHX8beYpWlgZEq-z?w5Hnt8nY*_gj{1op9%{++8u{y^DAj
z3n`xbeRyrX1D3d^>Uu=v;_c71{|wD*w&)AJ`p@ve>)I6)MfIB{`#Ys<uWjBihdXJy
z!MgYPb{SURkJe4O&iXsx-?{nx_SyM2-ygldIsa&M_;kmQZN0j!ubumim<leQmn&kK
z=&@2uh=W(^iPW3Z9|aF3ue>(x;-vh`E3Y>kap&$`9u@7ntX^Cse0Sab{|q1e?%#6$
z$9ekWs?QJQkN0!>ZR;&m|D#-|wQYO;o3~{*<fmm<@=I@<sxN5$Se?g8_@U`<SFJ6p
zFNbRGKKkb3ueVxTUIzy+dpGYaYkjc%humqck9@iRaeVx6prXTLb!GY5yO|d~{DN+N
z&EB*}uCXIsZsEcA@eTGLeDZ&&9)HXEpMll*$L-Vy_3d(Udp3Nio%*K!!^|JAvXj5*
zD&1Dt)vlbgU1$HR2kgZ{+_?_t_FuC<#NTSi@k9K>>cjKd?4({Q9X|X|^rG&TwNe+%
ze9A7kY&^#KPwm!%X*QEQZD#%0XLvlYB(b%7&-yceCi&eruix=gPUl!)Nn%^~p7rHV
zm(8#J_jvK5F73~sA3DK$-J>-2VUc|f{~4O@WzO3BpW#h_-j)mZe5d#5s9iDp^2y6r
z;{5iRD)D{VuYW!LXYxn&!}8<#tybR;$xAz(UzYu=`qmwjiu-~#OIFS^U))-HUNSH`
zan&k|j<a9VC(lp)e74BPjgRlrN>10R+x|yY{`x<k*Y#!pt?qAuKX(6C{o}IZgZh!T
zY@rRO{xjUPx?^a5)6~N8k;nXH1#VB&i-eo3($8wYQ?$6!H6`}4eZOHuj32k4mgs}W
z7Q0QZ&Z@tD^4)C5_^t6DJbI18FWV=?v-U<9bw0b2w#EI`hOJ+o)-}x8@Ga;2`qTY4
zZhzDLvGR9PjobDQ&s(;v?#^Yp_q6_@;zykc^EcmcKA0f!;j`%PjeVX9b2N193;(b`
zn9o;Z`oVAVhwq2Plx}-pG<lIz@`Lf*i6n<E&UXcD{y|0AhtI7(JTWl(-un}OyARn+
zmz0T(Iaio9UtcBqx9^tQv6sAS*S)<s>q?+&&CB0AKyyv>Tz(P$Z2upb)c*`D6aQ}e
z&+uUFJ<cD|AMSq({c--md)^mvVpmMF-%DovGr7K%+q>59S?FeO&QM*QcPwkUmcBSM
zyR3Hc)4Mx2{t9$us1y6c^q-;0=s&~3OaB=*T|bno{2>0#_x}v6x<BL}+H+<YY>5i%
zTyoy(C`X#!8P5+d)63G*(vu=*b|!hM?M;6${|)nh2KJbW{Kw`kHLf2g|KnQvVRgiZ
z*7nXfdNrX-BJZ9_+jlwWk=f2h#t(n$tq;k%pPRGc=kyhSD?v@90b5ayT!L#XYOwsz
z(0QM8pLk8qhuZUp-}l7xmDr1Bgg5`ycK^sXRrKkWeJ#heHcc`<c+5TP=dSDjIO6{^
zuuR_aQU8zX#Ja<A{N{0K{~5G`i@x3b&#*pi#^L_l8Q<2g$yoa`X`_j7$g@ZD)2=@`
zyYf+?NHCOhrl0AL{Rj0!@40SOh(BE3v}Hbj#;lsU*uMUSFE2(#-Cq7ZNMmXs`v#`1
zFBWagJ$ZMg+3nq28jB`0jh1lOOE{!(;aM;FL;7I6U<v0Q?Z^KaI5T(Mn`!^+HE-A{
z>yG$4i<^w!-`dk9|3hv48{Pah^?B~U&0eV0{@!LebK&{Fg+>w|-)<Lu7ZNsMb=a&e
zDc2XLi>d3L-ncpVNMOsYo2LvX$D7U8sK`EaPx3=rCwto-`G>b<wf(mGZo4LxyU3Bp
z`^Aa|t^Nh8zXV2ZyS>|5S>lkEVVL)ZKvxkS4P3VvdtE;p{~^-<r_1%XivJl>!jIJd
z%AeI>!~Bmo;6K9@`9E6!88&S1_|Nd=XLbCdsXwp(XJA`Ve~SN~X#I`oBlW*(_O8F^
z#Q-uL7sh&bGR<wp<(g6PF1)dYD|`kf76-;wTwyROKALt2m3E_PguFC@E8GUA1fadG
zIh&62<eFU4QqoK>v*2P6^3VELv;V=y{U3_rkAa$lLR<IWeEyH~Kf~jjdsH9fD!ua7
zJ};N?Dfh}BM<t>4s#_k<j?O*&B;%uYgUqhBPsd;D{}KEASiQ53=|96k&3&ddt{+;T
zZ2Q&!N9p8J$71Hhhf=L~q^hmvKTM5YrqJgoDbw}OGy83Yzt-VLAs<5*pFQ<v@~v;X
z%YLt^ZRdVE#gHpv*6CU2PTH>DT|c$2KkUchkHzsH_5Y|<y+3L%c<(iv@AI(T*Y#9(
z-o0Kv>s++m&-J_OAI$jA@S)KBZR>A|ANPGe^uJ|%+?)QW{jg-3N2#s;5%J#Al`khe
zXUo=J8C{to)1i{q+w@j0()#%GTG8(obHs!tT`#R>xxVaP|MC;RZQS^|yOzAX+LV1c
z-|xQi?~EU*AJq^1XOQ?OmoZ=TpX86e`{5tHcYN7lDk~klCFgi?t`@ty>@i0f8G#}W
z7QyJLKd1g@U|aMj<)iwM`9IWBzc<>rmg`*n!T(5Y;gXlU$|<UIHr$SDVP7vC>wi4K
z&6fS;+B(brLw~)cgIeF8y7iwy|KQ?JIc3tXDo#zwuM4~WvyRbKBwX<nXe4hGQ$Bf#
z9EMm%%hoT=ezyLH&hkHtvcFCE&#+1Rk^Nuuvkr2M*xH_dUSr+qi?Zk#***}P)^=9h
z|0AOOEjj<T{x|g>(|;RBpBD+Ar}JUUw_iS+AD`~~YiPRIuD&J4UC{2p^^Z><`?FQ7
zet5peG`{_x)djthwb?FL(l%WEa{5M>Z)UOZj3=E}zNDrq^asY@?yUh0dqw_dXs+L%
zw*H5v+E(*p_Pp8eKfHfbeQ0IzqguNIF;TBxb#G;TyY0!n2Mmi+QVSNaeP&wKzw+Up
zche#@1J{4>j{a6%dsg22@XfP2yMmTRKbW@t&9~n(|LhLDzO-&>*8LBe?0-ZiT|Tn^
zW|aR?`IhpkYR{Id(MPOW9Mo4I%kgG@v%7sKEWhWNA6S1={MfJb<MFrF9~ZkXT$8xu
z+;l6m-u#5bizcV1T1I+#c;DMKfy<;((BCdHVU68!;UhEM<hti%Y3}RH`_I6dKlAI1
zKE+cjf{J=w)i3J)XVA4v-|?T};J)~c{aybVlGguFJKna(_@lJ@bia@8y{6jzqOX7D
z9;r^*T)m{rLb0HdPd8z^&T>}SxgIChZ`W9~U*~9&diRlYTfR@u`Ey-3u40YLYyV2K
zLtPqcc(5+rMC!VY%9F9)i{49(;E^<77LTSFf`cINNFpYz1}q{6%wl3fWmFCEscgU^
za?kv4um8?5^}o&h&HTsA-?}g68T23i9%uI<_gg#LR@2Qs)7l;>%g?yDTC-I0sWVSg
z_BD+K{D=Kp>px_<{}Hi&@SmY6w}$z{>3`gdAKP<eT+3IEdSNGed24pGbkVzWPnEjE
zdPO!H8z;I&c3P^NUaUW2wEsiM{a+EqkJkSSxBpohzttpw{n7S6&f5POSbhI9EN!>b
z`p@vR_&>w+kWs}WDKtVq&Og?F!~Gvu?uY7s+{_<t|Krp*|0CA_=-tBdkHUxkGu$@(
z@wCQ$t-EZ)r>&AUi!=W&^J)L5`Xujj_}`4jPoMuPU4JzHcKW|?mA^ChznNP9c6p};
z!+(a3)cOZ2_kY>&{Am22b@iWK_5WxK|Hn1^KZ7@4P3V7yQ_uf1=&k;?tc&4K*r?*s
z&=_)QW1sPVhNkR)hwMKD=l{@H|JL!h!@sjp<)Do7zUAo;-bej!vU`*21z(4+UMs)t
z{;i*@1+F~)#FpcotMi}Xwc-5f>fns?!z}z?(Cq&VtbG3&Hm&~8u=8wH13#9mvH~-c
z?9a+rz<)G<R57@G84V5O(snR~#)0>@xglG~UH?wnpX%SSe=F<#KjNn!9osE__&)<%
zmYu?6x4zHO+p`~L=6#lMSsqa+nLFd|){S!>d|Ai+j}x?Dtmi*N)BO5_KK~h#`nl_F
zN~Ql1H-B`!dErOXYm2#l)YZmE?aQv;6n8eub4J!iwmXS;zq6Sq&q>>#R{vnr{7;?h
zZ#n-vu^u!RdEc~x{g2eb{|p-TKSKXAB<2hLXL$MPTZ3H|W(FIrvXGP1XlM+j(D;{X
z|6ucfh7bPle`xOiBl!7S)ra%P&nExl4*pnv{Nj)PV}(CzOLpfAypGD;uA5n0{9IBx
zcy@t&y7u;r-#^bw*hjyJ|B&ncN7Oj_qR!W;{~4NF_h}u|dz(DNEjq@!d__+B@9a5g
zyZC?DcK-{!`r+`u)1mwS%`(;cTmM1+PscCwzfHOS8NLKvV1FDx+Qk^{a1Eax<!90V
z46GV|Tk0PyyZ^y&{jKJ2b$@4VmH(kDfAqeX_s8c)<!@a3bwp12+M4OE_PHCjevVRJ
zdGdMBeYRVY_E#U<o4Mbd|B+|?A5rsv(`0_E{?9P={J+@1{|xM=^{0aCAI!7=7Fz$^
za>4btz6^ER7@_8lEiZ-s4t5<?3>&-{PN5Mw&+tD(bJTx^2TSK!d|0;h!F}=igEjvY
zvuDMvOjTXCaPe!iTW79K->_?HMOyFIw(#CY#i>&pS)NG!-Lt5{F8M!0lf!?8gZ6)%
z|1+>0``fz5{I~p%`Hy<H_vmer^$*%*b#>mHZxgNV#-1z?OfE0lU2{gR($e(HQxV7!
z#?(B@IWGRu{2QCUg@4@sR)1mLjepudlo#Ev@&9mc{x@0nW0Q{@`*!Mn&g-X(*$%{R
zH}0GN>FVk$WK1Za4}9*~{~-QN<ZtbNXYSd5oPSimVLwYrJok_GM{*0ly_b4*E5&Ei
ztM76-mn$a=9TEGir<P}Urfshi<*N`5|CssV`hoe9c5>PEoc}Z`l5R(Rc;0EU^UK>}
zkG(;Od$!Kx^5$-E)H-!Uu1f0o-}(E~^PA!~tv|Ha{z3bj_aE;2eVE?zWu^LLzYANI
zq&Bh53Y!(Qu+!e8?@i^aW4paH7(n|2DZtEU{xf9R-?;xR;qTTx;)x&Le_Q=ScX7pI
zmrGw=uax{XkM5jhq1TcxFw<$n&u!jHe<iLjiHeGjh;mI%=jfA2j(F5trPbKL{xB%e
z0dzheC0H*0<K=HUf2aOu$eb_#!}!tk<LjHO^t)`FKYR}OUEZ`c*H108q`Tita?c5m
z1m?<VAGTXQGmKjZJvR=tczFOZ<IlkV46I6j7t}v^G{5`)_WZ8@3@P?MRF5Be%YA4*
ze~oeGvY+?GzOLnC@l4yfvF%aH@36(s4(m_5^yX%E-Y0d|T}?L8kHp`^|7T#YsXJT8
zx9i8t2j_oitZ&(;mK7DETVDGhSM~9pSsz96Djqcb_U@AOyHMwvapz0Fj%(e6u=w6T
z*$?&G?(tsTr}*Rdk+4~A?F%zEzmht(y569V+d3lPq|PP7hoOOyoo`qfYFPg>uz=P}
zKT`iAy87Yvjy<d&+Ye5Q6aTUQ!(YXG;mloGyCPprn`G#^cYB{xoRUhg%!ZA*Jr^e&
z@er+d$^QB7KSOhv$=~pAUH=)HPS#!7zdir(eZKR{{@7jBDLt~ynX^}Ea>Pd#^KWH0
zUQTJc6ckdlBkt_^FUk}p5RNmemd<EkIH|t1-eUiU@b^C~lmBr^+rO24bY9>;!$G5e
zy8jst>3^_3Q1wNQKVQuGp{;sQ`w^?#s%I|wO}ZcLQzp87hMSVLPoPR~vr*UY@BjF$
z|1&go)Oh~LexT3upW&e1e}-gcv!x$ze`}j+Qth2<7Q6YyFP%>ks&h8{X9&4G_rscY
zMrH4r<%*r2KeGSvDS=MduQB`2(3DbtkoP}B`u&^H55G??EnWU6BKo{o_Qs=Ix2{df
zRr_!^c3b7G2$mk1DP0<q)$=l#zuSKk`!Vscf6x4l@(0g%-xo5S|5jhHV)euL_N~3u
zfxm4E{;vA=+;{t|%9<ThlYK8)n_USFoWsDtv^Qvv{Xfo${~0uH{hjxp;Z6Gw|Njg=
z-?qMkAJoS{dIqTMf4li(d(hu``;+~<<K<1#j=pcIlYG7F>%_-@OP9^JJ;Yb>`(hWv
zpCy0y)<0No{~_T156%03MC7CXGc<YEAC$1k=Wj8Y&o*<>kA)xmq??7EKJ4gwerlI%
z`nD#`8BS7+&(9iIOD3_-O#08z9BH3-R_{W^ZKwYXO+RWv+mAi0dAy=q)>m-Z>+R=a
zlg}~Rf4V&RetOmq?SCBd{~1`rHvea6s`|tJ@qJqz<G-`F-XEKPEBLW}|HI7}_Gm6Y
zYCQGwnzt;gON&)9KAn)t-o5zgF{67vJ?{kqj=#<CsQ*x?{zvRT!#BYzCg(fqKLq_}
z_@UC*y|~8eO8%s~U;TO9E7LxRzi4~;ZoPtVvTD)<m-tMEb({?HtM`BK`_Ir~zvcS@
z{~M1F?&qk_ncuUq#_31@!sE649X6?=Pp&fuJJ%O{TbD9Z$SpDJ+Kb!M6({s;Gnda=
zZ}hkCKSTEU#{1jj-@Jaf|5p3AvX7QmZS)^y2di$JWhi@e$%&(?+jjJ;pPpsT)3Z}q
zSu4_O<Cj|uxYn%^64!oy{)bln+sjM;GaNLpPvn>Xcm4Z3`Tp=dAI{AcsS=xLJk|TI
z*RzVZYm<w1C>iRkdf&u9t-r4@-tqeB{U0LxZ@9<*XK0#Gf6#KD;=fb-xUS}|+2g(H
z*6sKoQI9_PPMGU<?veG3MHBb8s(w17`k{=oJmKw8hC0`}gZDr9+yBtv|090>VfMef
z`?se55p_RS&u1g~NZ0SJjr_y+yxr5fURkJBq)gJ5u3nv8?GYAIG4=dRoq673kF&R_
zzfCXv&%oOLpP@OS&hUr$qdE24{%!yG_`&k7(y-0*JwBG6J?*G{jAhbI&-`N3gBxZ(
zy7Mt6`c%2Zj9m|Xa$oKL;4%M)-u6T9f2j1od7b>9fo1Q1hNg`*@*mG1dM{aHuyaqh
z*OlnQ`Q@x%TaRA3?h%`)`kj52tEW<=;v`cy{yEP(|1&f#th*tn`=6nCL7mzU?r$vr
z8Jc4Ms9$^cNAe-RU~m1g`$9IcS=+?QHktV6%G~A_k4Wmuys=WQ<lMs`#m#z*zwdu2
zel)#xpJk2GhxNzyGoMy|G0)(`-M;OM_nh8(>)N}!>Kz+S9=xgaB-}Hm{{VmUJ^8=$
z?3jP3KVWZpmpa?)gLzBIeg2n|{TM2B->gmE);nAF)G^NQ>vlD8q3!A*ihtzC^wLMK
z<=gEP_Wh{OQop|NqTYR%#wmiTH(GnN+Z1F@Zb_J+o!7<iuhc$keT)2ua{Z3~3~B!v
zr2k!w->Uw$(EQMS-U{Wz;Z@%jF8Wb@Y}zc_*U{0(QVkt!?4`wu*cfJ|{%6Q+t-bo6
zfo;m4`X3*Ed(<B^uJL?)|CaLO^zJ>?>kfYG4%yTk^>KNp-d67&Zzua*mQ{#cmr^dc
z+EbZ@JwxvZ&*b>P`h(f^PX+%oY{~yS@o({e22Z(t`k*Vh>Ys|(Y5r%}^l<fmhL`I-
z7w}*E^+)RO7W;hr9~$%jh#mgNHF5oahJ!lw4`$TMuD6q{G5)}_J>bXv<G)m&T)Q0G
z9Vy0rdS{;QsWS<}+iyPD)_TRy@2AA#H2vH5w~QZ&UO(i2^ZoI9(KUt7e<UB=wQMcl
zyV-Bos?Mle8Q(4cA;tgjYs-Jqbr<4gw;JS?=0+dcWj5*h=1HG&+N5W9+9jVq_gyRc
z%A)5>8H(m_i~l23|BvhUe+HI-AFjo}tHCD$hUUxs@!I$yvG4owILT`dc6IX3NKo0C
zZTVhr!QNKSGhGkkOzyloo~ixo`hNx%P?gzJ5&e&A;&0v`@!wWl{Ia{&ICAFGOMfyK
z-u8$zIh%GrW1gz+<fps#6d&VMakokAdvksFpZFj73;!hl@P5?a5~sf1bIX0vin8zS
zSCl5C#&OS(lN9NDuzF&AyZndb_eXj&|7iYptr5JUC;z4@Z1uypN$2kDKQ;M|dwqVv
zjW-@!w@JR=QpLsa_az05MoJr<ApMNf#l^l&dtX{=<tpM4=c$sgs*BB2<pYE4>krER
zxK{sXVCDb2;6KBIz4N!G*ne=>|DmdSIp&X5(;xdI=Q}3s*6mv^BeZ^|$)x3XFDuk8
z5u99V;LzAU{h9GUzGeRznr_s%U#`=A^`GH`$NYv}cmDBQPV73Q-+j+?{u%yK-nVPS
zJ(Kw-$hmG2`!2ZWO;^fvHG$otNA6z#BUJv6>*jw3w&(Q+)$7x4=Qqo9?z7MSHNRu4
zqU`y;Kl#NU&WCvKt@@!U-T#iW>z?hIjSid~OD09$b1&e(vi^tK_dmjyAEf^gmj4!h
z(LVKlV_CoM-ihW_|Mr#&t-ZE;<%v~lduPjX=Z1!y6g<|^Fkz?N=XiyGhwDGY^8Zj5
z|05Fr*k%9b{|s+deoPO$_Q#*E({8Qm-1jZ-*Gz~y^l?f5Gk>9V&R+BNii+RH$CKYN
ziz$CA{BgGH-#Po!-^<or*r$5wUH+E$j6bY{KZ-3(O$+fYWSzQXyS`N3<6<2bo{y7^
zV|&vot{<Ey{G<QD-ROtU`)zD9SHGzGHq&nI+D!8goeF!m%rooCP;ox2yx3^dJdPv{
z=AWnkGc=jh9}KR4FlR#DEqf8r{=WSmLjN<|I&|IV$Hhly{j&L)D<W;g*JT-2q<d#v
zm3%bq+Nq4`->r3(7{4zG^xm&l9A*EZr2LPV@ITJ;{~1`t|4y`%uhIY8yFa7<hfnEU
z{znd1O}*uRxRln~pV;!7^@?5E@7ErI`zi%;!*oBVOR)6cjQ>%T|3}FD-^8;Y+W#|f
ztd9SuwqIlagSYR0sK0;X{#&{3=ziWk*}o0`ot9(&Ah&+ypMYpt=fDs9+aGS3_2~9*
zt9SmIw+y(|zJwiL)y43a^*=+CYW=|o`vm!0-QQ||xc?Tf;rj9O@6M0<2j{btxPH`c
z+y7APYHr=J9G#rEdiyWw=_YTVoN{jECy(2kr{39V`u%K8;eQ5}iodP($^A|BoA?jL
z-_n05|K|LI`+ODekHoXs*p%KEdnqLn5PyI6TC;Q2{bs4s^Uq8Ty{$ftVb*Us^6Caq
zeezNNhh}=iSNkse4}SCe<M~Xyi*>*4{E&U*o0(waq|2w5#w<zx_gg#ewx>$rX=zt2
zwlEf>4JQ=7nK1tO{-5Ds|9=Ly8s=3$Ha~uU{H?#w_8lMfy3-eCRJmSWU=$e@Yx?H8
zqJO^W+T4T6|0*8ut-Duu=RX6R4fAj3f5+~N*m3>wzpVT2i@m@P@!)NHqh}n}aewpf
z;<=r_*Nb#bTFe*vI7~tz{9#aZ-9`BiS^R%Q&L5vI^6&@ux{CAPB7ST%@L0da<k7i1
zKA&zmr7EB9`gZ25iMGs9u}7McQ>Sc8{?h+L!~Bn|?}PKVqrcT%vrqQ_p}PFd^^e{$
zKe|6!d(U?Iows(uq0JGuV~!=ye>3e{@f~m5lf83A{&Y(wDx}@s)?jY`;Dmq2J*}(%
z8PetZ_H*gKds-{)_;KFEl`kh+3r##<oo!S6_RFc84j%s*r2ZaT-?;z5-S{7>^Sk#y
zm@dDe<3sx~3x)ni_Wh>KkN72T9W*+%E74FT>{tDamNjh}S2k~&v@hpUYg)jXx}U@^
zL_#0C*l)N0!PEOcH0+PA|Dj&~N7(E8vHuK=r7KJ3OZ<3!G;E*H#jUUFzus~>pI=;P
zd&T`ns=%$2QsyC*p~tnfzliNq{m;<cSpQ&7oXLNNraAu^4qBR?Z?flN5vsU<c-GbR
zT{hzB#Rgs0w_j&G>s;%-k*imC@6jU}XPi1E%|&B2Fnr+up}72yz~OJ=+yA!Ju>KDD
zch#QR#{Ogdqx7Tud2jvL9ruy_NHxo~AdRmaN3RGR<-JgGFk-3GC!;O>%9i@uv(}%V
z|DmY<kI?!D@^4r_R3DE25VHP<x?YPN_m9^H>r6Iny{hy<r8hCt#$5WEb;p99H%%c^
zltg<&Rr(^CS0{w)LYjBYGfU3@P}_b$SNb34N6@+de`naKzNl0Fk(g#uD;;uai^sn!
zIZ7&ytaq2**<g~U!lW|E=+%qPPfgtB^Zqj&4E)dVVD){u`Uj8y1|OCOweWwaiN9I-
z*zCisACvBfe3aY#h&$u)tVb!~ed4<fY&Jwhy6%0Vud?QnK|iAxYXSeA^FLItzl~jA
zcgOyNe}BvUt^VCPircQ$#6Of!zn;9^ccS!<nQPz0nf?>WTr_cN<)ICd7H6yPR+_(2
z{jK{_exv!D;t%(~1zz0hy5FDahu3BAomWJ;);_(oEKi-QGEn8La_bvu+11xFKs6&d
znE4t158eDfi|oJk{%6=^zpnnJ^7W(t89t=(|5?<2)c#wHY5iZ*m!_Y${}FNi$9MT}
zuYFehjoXjzzghTD{^sUKWpme5TtB#Le)}6!U60KBX-$=jDyDgw#cY1V^5miC@vNWU
z|8Z#kXJ8lqcP9RW=lL6lBmT~+GyKE*@p-3dtotL;?;T3}Kb+X~+v=e0+$r3WpP#$k
zle&8Hu|(?gwG8#{^S9<VZk6x+&#>wFk@;=AT-c)b3;bY@xU8GZ{Qjivl#3dFyu1G7
z|7U1cuqj*?SHtw<>xYZ!@!MX`Gr0KGGEw()Ww_bqBg^IAM_H`DKL1Adw@n}N-(LK!
zRiXcF%a7WJd;Q%n?#W+f`n7HLnxFMqjbfQfx7DYenRzDV!|^8V562(9Z~M=XasP+u
z<9}RtAN^;z_50v`=CAz{b!X;_J)aZ*pCMUOFye5r#SXDFpPcQxx6Ikm;N^6lS(Hz5
zi6KM1<3G!fb^RZHAGA8&U*lY`G4q$))WQ|<UT+&F9G3QY<DVevx&Gk!ABNu#{@QwF
z{+9ViyI*i@-#!0uRPCM}51+~3D)zBw_%Q#6to1)G@Ba+!RxkE{2%LZOebC<~`v+6&
zH^(29jXy3gx@NZXmG`B&LM%JBZJ3j@v*{YQ=R2uLm7XoW$|4>Y?=~hk?O!VY!SVbL
zwch^>e}wM;<NUg?hX3RKoA-}L{r$5~`A4JbnnfOuudEX?5j*j?EkdD7!jomSmB;JD
z7uauZ38d~;3((dFQgFq8hNJpF)VIIk{&@U&`F)XnrvDD#XaAG<s5bc2zsn!xyXvGe
zqgwyopDyGqKfBO&_er%Ai~CIP9M4*`;s8S!`yZ?Ff1IiR89Xlko&TTV!`T=0f4bxT
zGq^HT#vfdNBmSGp-?=t1_XX_J&)<0cFuu|B`Q~c(Yk#CaeD}TdUh3|t&4<#qHOed&
zaSFFkb#rIh8`MSFnCUwG$N6vW|F)^S^ow<Qt9{1%hJD;W8kgRPt6g{8_v8N7wWiV4
z*}XmUN(%3~z3SgOvz&oXqUXV^w;Bt$>?A%MZ`&jMaIO8pc|0G!_Dx*;Qq16Hrj_5!
zjA`Glg<VwW(@^R%5VN=_8XD*j8p^=H8n=kD0qCxOhmMDAn(lk$&7z&#=NV1DeO{tu
zqQ}9o;DhWJu9-L2iTyG9QF7V-@cVWvzLx9uA3v1jDoF?HTmIa$H1^J~YhNiDSpw^2
z?0&4@_Md_8pVIB)=^xn-MCtA3QJJymTFH*QshqDHl{SdxAC43Gu)o=4$%Q@g4|nsb
zoig%@e7P-?#mhfPkb(Kr>M!KCb77MffpIq@UxgLD{MEZ8T<r6)pbYgMD~}}!t2G}q
zSxZgpVmSCA|Iqn1d%n0zJGnoW7fQr-{b%T(c5zEbuFu_n`I_P7kE5?pKD<rI(D<m{
N(eNJ$X+Zw}O#mwon<fAN

literal 0
HcmV?d00001

diff --git a/A1/images/b.jpg b/A1/images/b.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..8518de009ad796166a6e7b560d686f194cd70f4d
GIT binary patch
literal 72466
zcmex=<NpH&0WUXCHwH#VMn)Y*9R`N~w;7xnm_S@c5Xl4rEX*L1m4$_wg^iVs4UE}2
zIoQ}a+1c1QxH&kvK!A;dn}?f=2gCsx!U)pC#Kg+X%*w^i#tu?J8vcKPL6C#xI$Inw
zqY?v?AS1IN<NqTJ@(c`&tYGIcGC%<%6Eh1d8#@Ol7x(`o3|j>lm>8LvnOK-vSy@;Z
z7#M3AnV1<^1X+a?4ISBp0~6Vm3Pp?>CobercG`GQH0a_772~9$CQdFfaS2H&RW)@D
zO)V2sGjj_|D`yv1H+K(Dui%i-u<(e;sN|H?wDgS3tm2Z=vhs?`s^*r~w)T$Bu1S-p
zOr17;#>`oZ7B5-4Z25|nt2S-kvUS_`9Xod&I(+2lvEwIBp1O4T%GGPvZ`{1~@X_NZ
zPoF)1@$%KjPoKYh{r3IG&tD*aF)}biyv4`}^%<JK1R0nZnLu&C4)PZxQ#k`86SE)-
ztD+&BkYgZwVxh2-Q6q<l)5L`v4{|CS2YnDtD!Rxereg9?^&`k@V4o4^u_m&72KN}k
zU$+=|m>C(E1epaH>>2+4S=6P$Fp7s#7<{U~z5ZMORr}=s3^(pSN`LFQsKU-(Ahv@2
z;PzWjq;#(9a>dTB=$RMovFfPE<7r$4j0^Z97VYP?6aCL{@Y;Wd4*~xfdgM5_e*At|
z|A%6E&!70kaW>uA>np+oudZ8@$7QYDGEG;_C27r?wQUxu3J-e1UH>x(n${l-u74S4
z-?jf|%zuWbx(sz!F2;A=|0o>(N7Ve^)W<(o|7Vzb{$J3=QMIGtFq$4l^TlZSFj`KI
z))%Ao=4hK>v~4unMjUM`kM<cx`%a^M$U)IRzLwro|KO$n56$$(Kbk8mP9MGh!Qp&I
zl-%^CH$6*NWJ{erx0!e86pf|xGMCiKhAIberlkciSSmHx=WDE=@t@(r1p5yG`~v?O
z4*Jz6=JWo$A*cQ$Huu5rwbj8_*7|j)uh@IXW83zk==Mlifo<>g)%*BdYb_mEMFMf-
znyddASf~7FnBrS^N&cH_jr)IwWj|NHjQY9yAGhXz28~&Nm)O7Q`qBTN!S{0jdqe%f
zRq~&j|1-44e-ryC|8Ks2_LrdjR{t3uT;>1i_@Cj>`rq6Y{r?&Kr*HkGiQ7_q4jPps
zFWd$!A_vUk(Ud}7O2HLwbc;yQpU?j@u&(>h(DXX%Kf?#l{W3q~AF?;vr_BD(&}FCb
z@!#aq>ZM2X*Kb`?c1SYJcA3T7<&(-(H*YQbVE47g__y7EhJ)wte+d20AX|UX`JZ6j
z$@neeZ^9qwxBap|vR~#!Rn4rr{SV%jU61h9`u9_}_l$mVwbVxCGdDFG7N*#1Cv-9V
z{j{j-&wqyh3{4m7561py$c+D?zQ5m2w(flW#`kZc%Re?hl0R~r*Xh0Iw#IeKqgA$4
z2zE!_a!K96a*k8UV=B{=$@3WO9W>S-mE51z|HJ0kYxl{Ip44yHf0(=0&f?!C8;#Co
zGv_Iu3}nuF_S!<exPC@)1Lx6N#{Uc~A^#bgTTSwRXtE#K8~@Gj@A7?o^@rB}c=_<h
zI;nd8eoI}`<Q$J(9?3iYeqDP;#jrY(dxL8l-|Z9*#$U0nA_0u?ru7F??Vk$AZ)yKK
zF<$UL!^?eHzryxq{by)8Rewrte<uHLrG3i(87|jcVSFI}A*=n*g8vK;!~eGKasSV-
z{PeBABJ0oX|6%I<FQERz>VJpsfs{UdTh|r92r`{+SoBm)?vI-vPJb)?5x@FR@{fa$
zR+!ZDzu0yx`}WCmp3k|ZG@g0Nc7(c~HWpxbwyd~S!}9D+-RNqS{MJK{3UACv+;E|I
zrP*SMqvo2PTPAs`-OgPy$vxb)j_==<`5y|{-(LMF|4489%DOZ2Y?>cFZ;LZ)K71=@
zpX}xL&t2uq9+mHC^Eq|bOY_qefdz)rw-4E|*B>mjf3PJ^?&H)u`^^6?yBu^mA<c8`
z*7fW!gH+zQv#Isnlwq7uBrV%v)A%T%Vt)I^8#;cfNy)6v6{lVWN2~kRuHGwj*EY&K
z_!qO}m$;9`%v}c_K5y%urm0<Y@?>z?p2bmKHe2o}ubF!%Zk5rL>DvFMWvoBr|3hW_
zAF=-o!9T7(%BW9|za4yJTjrx&x991te^PQ2w=@S%>=!HN6k1Z~<uABv)#@jTjNfM3
z`@LSRdG<r(HNhl<OS^6^-&H&7<xkto_68rB51-TcaK1xzN_xr8^z37SyO#&qpZ5!k
zIrYmlRby+Wt98txF73;9G8&7z7)BD-ezyLH&hkHtvcFCE&#+1Rk^Nuuv+-Wn&&Gd<
z^#AE{{jK7EhLrFl^}q6GHP|r!;|=)FFh%~4)_;Z#+dKX<eEC@&zi8^u>;D<pR@9&3
z|0i01Bl<}FubRE<FM6SbV#ke}(ic}sTkN}_^y%pFY36UvmA!l2^SN*8pI`qO4yNya
zn)Ci<@xMd%{QJNBEsVcVTW=@-A@cptXzOn={~0#)AAbMWJ|=+ui+o^h+v&IaZ^b8f
zzqJdW`mJ9l|K^;xcdtu6mo*N$=)hWUy<cQq34hoA4^{r{DSu}y?tOl-#yxGG(Y{L?
zl(M^hIono5tY=u`b?sC7npLNY{OwEsGaNjy|3l30_#f)uTay1y_|K4X(*B{+-$gd1
zEM>dw<}Y*nw*14Ha0`!hOFEq;^`7XkZr#V3rsU4bq_XxuLvyM9gHEaQe}tDm{I~LV
zNZnPvQu}^;p`7p8zNPlJ<PUEP+A;G@&ymTxXEw1;dK5DuR#0R@&nJeuITu|;7$4jh
zs(-N3{)6xR<~r*u|HS`9{N1%r<VXIID&3RYuYR%3K5iCvJ*=34voB(v!-*RT4|+bw
z8`U2StADWC{)5kdhAw#!*<a6RCsTLtKBwv3`q&?y>my#=GMoDNwB)<|b*UStDz|A|
zays|s2*Uy)&!c7aTipLhFZ|EIGWqYSI<p^>zqS9k|J&+S)cS6l=oMSP?Ot*8@!GhX
z>2p>D9n#1P6>gQ$YK+(a&v4N5Kf{CD{y$XM-@O0N!1DXY<&Tdan!mZbGV`ALhw{U^
z*%2T9{+VZUO+C8$bhV{wm$S@vpFZXl))4}QO}q@%`G2Gq{%6pz{}KA1Au%6RCV%?2
z-&OnbdaS8w3PYf)2;Fe_<MKbUzQ5gH*71GZf6%_M{MOtnX5YhR9b3Or>6{DW%(n?!
zCthAGxb3BLJxAG_WBXIGKL-Ef+w*tsmj4V=f1-cLehho}cba5LZnn=Ag@BtS+h<+M
zXs|eNa_4lL=Uj&K7EhPw=~@;aWqD*y!JkRb3V*E6FQ0aMUv{Le^u?Feb*mrr{Aios
z6`8V0!>wYg`H7`@;qSa>&-(4^Ja?ylm3GAMlkuNRWmN)R9Gu$b$ga>8)pzOAtwYzW
zwJpRn5*;SGH8Y0rFxYcV+CTmI$#Xx;Ue><7^sj8|`EQfvZz;KMyK~L@-1Vu|@zHVL
z_HEnx)#y+BV_oS3zpP(Z9X)nokF%8gyzn=xZ0n~-{aaI?{#v`%_<??t$!mYHd#^u6
z|8V#1(=8AB&(PoN8FtM;FZId4PY&kW)u-89|J3?X_~En3ANk#Xvwr-vPU&=1tj5XC
z{y6KE2TrVi_5NGgl|8C!{+++adi4*(b$7>IAIfH$b>uJn^xUjBQ?mVxU)jDxJ7xP^
z>&`#CVq`k?Tu7>VSMG0@f1>;wPv^?seRqFvt!{SwpU=N?LLPOdNv0TzJleoL|E8DK
z$*YC^TY~dLuH>E;eP{9e*12zQG8T3H<@qPXrLm}CL}6^5&+toIKZpMj3;q{q`rD)a
zrszlcf3u%0;Ai;H&>Uj_l>I*g*Zw!UkL>^2#a(}~v<_76VfIu}Leb{<w~2qZ>`ys=
z;}fsk^KZ-kF0xU5!12f7^SX|ITGtkB7C$B^ImPvv;QsX4a&JoR?c4h2NBzNY`&|8-
z#*dEwk=gm%>fdF1Ui*xG&g}jCdn{`oOuN1(d0BR#_wpOM+qT+lXN#Qj)?d$z@1_kC
z=lXl{x2ON(Z2ip(Ds6IWj8lJS)d>7&Xt|`%ezNSJO#BbeQd{dcy(Nmmb8f^OewHWp
zvG(tco5zfbKR^HD^!Psmi^hM3#ghLS&dh#P|1a_a`^Ejt_79fXfAHUbEB}$`{zLgU
z-+w#yqx!MFaBTEx+ik56-wPcqF4Za2`zf33rqUYVY1;~J-v9g0&~&?^`X8tI2c^r0
z>-kG=e68=1v)(+nMsWF^15uZKJ2^Z}wdbALxS3(Xb0d3pj&<&<>Q35!aJK)Uy8Mmq
z$7Scgwf~*^pCR@B57#}(%WvL^x|J>eVRm-;y%^(T$x~}qpT3!7J!RsgmcAoWFYR;R
z|4^y_BYgWGm-VBy{KxKZ%YXCtKLh8q<q!ATdCQ7D|0lFJ+V8iGko}C8+m5{wt=Vpw
z;PIx=L4HE~2Z#Io{}~P%+Hq8@di;+o|33q(&VPoc-apzO&EK*=*6u8|wK{yn&T8w9
z>4)X&yzlsVPblSN7AQQrOJ29&=(c}{YOMb=G;OaxX!uX}$7|0Y$sdk?d;24C-H-OT
z{e8z>FK*c{cKd8$b+Iz5$70u<%^MXMtY&@a|IvE<A4lMS1~=pX3^UD-{Ac*HdEMd%
z%l}BP|Iffu_;>C;y^7+;+Yg?<@%^{_(Kw-N3Ri1vSN&%=bnqkZ@tb-N3qGEF>c7IK
zD6zphHqyT!gZXV0DCg28HFJS%q9y*Uf9v))uOHUGGis#w|Iq(9+xfTa+~e;{-nub}
zz4qS4(6Y1fgmr9D#nVX7FxH6Xms`R@S6n(0G*xS3P|ws^)h6YsJEtX1P7~R9Lu%8~
zs3}txT5MY?sa|q9{=?Z=lgpX^87%K_ssAIS{_Xt_!H@n?KPn&A-~4`5&UW*L&UYp2
z1uFbqrd7v!-Kaezk(xB)ONQk3CO-3Zl6%r09Dl?3pMf>_N8_W_Z>=N$HvUtMyp>y-
zJUjTql3!J~SFN;mj@3!ZX*>|KF}Z=yLH^2K(a#ln+z-#FaSJ<@)Gl7VWyyV0(_K%t
zP4_Q*_hj$&rSJb5_Wp{kSlWFwA^T`h`_)U&dP1gTpSm_>)v@26xe}%lW=~~v^N;QS
zp|bvup#0G~>yI|_^8Xof_qR{~W#0Z}_kvscji$HNx9_}~?)-1tJ4uF&w^zROHW*Dj
zA=u;jTbV^5>cF&Z8<rHhH756&GKM-FVBl-uyYfr>;z=VLG1r!F7NuqXG;N>!`Oo08
zCBE8T@uT%oJ&lji_Wv%OeX>|$b?{QLzjHOd2KtBHz7{-vuX^@PjiVxguGQ?%9@4G*
zCPL@#A`bforZYS+wvM#8rL}(tCKd<AR$7PUNHc$6VsT(>9cgh(YyS>REDnsVv<^#h
z%nx`a)!H^W*=*&ixWl=*xx(Isg@qa(k6b0w(rh#sgghUFT>UxoKLhKozw7t7+V>><
zo%lz1^~v02H=~@ZA3bJije1qdFiAT7_@B)Yr@Y+VGKK96!u^DKbwX2pYyR@HcNYIK
z=S?*}b~WbOrk=8AlW$h)-mVp@bKmtR^*=+?)w&b+dA82nWBcI8*8Ng34o_8fUsyX)
z=P+{<%Vn$S-%`SYZ?58Rss9k2e^dLB*haDD$FbH&<oG6~b4}m1b(L=#rv>AZ#+lP!
zoe(M2VXbotjCcLp+x%qP_V@KK<(v15?pXcW?qaoF{L?3w?yj%PpZm}KOa9{5Qtllk
zt82?0uIj#Dv+iMJuD-5%q|z)i$#C}|XHA(VKHkXnr~Q8@wZE->q|a01|DT~P@MGP2
z)nl#ekDC0GihQE}#{A-Hua9bVZ;BS})V^HB!?Qd6tKPn9@wRC~o13q1{$yYJuut*u
zN3&p=RMS)Mt}NcKGws#iu$9Yie)rK>)b-S^Whf0d(`UFCJwyh^R&-Yk2EO)3_J3Tn
zm%jQH{`U1pF548#%J*;68*l$uSZ%>mVS6A(f7>PN@V8$<>l9c^{x;P3{&vm`tCzRq
zd2zP((ORzKZ+5NgXZZVWdCHntALk#-dN%*r8yn568XA51)apZR+V?M-CVze}v?(X9
z@bLaO7mMa<YJOUKYqQ_!)t>im@3zjW^Su~!?`B-)_DL^q^)A`=UBKhwd6th;D(?Dm
zZJOuElF)o<HjD6GziHbx?3r}pVRE0T>dejq417!GUH!WJGw<9t)%Jgc7kgj*+JC$K
z;nHOt(&zkzU9I1|esW~3%Kr9g{qwW_UR&Q>|6oG=2mk$IHDa0n88ZEQck#?B+q)uS
zc0TWm>7LuNrPGhkv^iDj8N;xuoi$+FyLj&JQ)}ks#)*D3Yg?st{LA&WNIheXhu?L4
zVp79m{;V&RR#~^peDC(H>qG)wE7M;rB&S>)C_MvHGYyQb0~N*u>}8+(C*tp<{|ssK
z`@)xp{#gIP|M0J~F9X)DIG?bx=s*cu%56otqZ<QjwEp(jgK9CWNw4F%_p$w`_T1lZ
z7q@7dQuK_^*K;oAmHy#a@40Bpx2u(vm2-E;&e7L79jE+S?vUK&pF5S$zOIYDfA0Hd
zE{#Q-t(&?u7BCGZjBSGb>X)_PAyxFnQ!AJc*kfA`6+gEg+k8C!fEX}~hf?ee1-A}Z
zL=Kq6Lm^hMxRHNS{ezY9A41kM{5w#`Xea&Q=9X*wR9}a+ZsBFTUs4u0r?I+B<Y^L%
z?8*t3HYg;pm;Oxt$65KGf%WM}_U=Df_u1<6>m^>kDvh30!Y{XXiCDmGkE-a{HC_`{
z(iizQZuzLF@IHR-{s-IdZ|FZR-)O&Oc}IO_Zq~ogN9OT<e79To>AZcn=e(SJ!kgEw
zZeK*N+X?@>85bR%M!Fw1{jsn7=p4t!M`E`Mdd*YWKb*3?UzfTnJ8!o2e}-lA#B1ei
zlpgi7XC4!ZShZuv%G09KT3c2vS<hAePinE+L#?9tJ)2AQma@xV{?BlG_dh=VA6xFr
zBwVmh;te}?{@_2^JxA}YUinh+j=a#W?PttR?OwRe;?NsSZKmj=CmMeR|1&hz)gN^D
zCs=p?KLf|)WB)j2n!Fcyd1B&^)rU5pld3f;vitDznZpyINsUd6EZW){|FU0y`Ool=
z_ru?oI*aW`SI6J3kKe!N!~5npZ}Q%3S?zYG|530`u5fC_*)2IPv(NMDc!*m^^zKOR
z{QRe^{<QX$R`>VrOT<6BZ;B1S^`Aj>=CdC!AH=uJ(SE4Dec|cm_07F2L#wVFxl;e>
z)%vJOE8aa;nZ9Z3)s>nqe|r~oX@67xbC>25BBV^V(02+*d;Z7#qy4S(81^@Nf4qNW
zKmUvA;m&5;ZtdI5x@9uY<EN1_V$UyaUpPy;Bk0k+&`IV2Ctlp-;a6y~>S8DbEe^z5
zt&Oe;#<|*3zEl1~jQ$TT`QAFS8uyR<Z{j~(vYsn{aGvP3CmTN6OyZsVdiuA^iOuz8
zw=9F7#6M0Il7GPc^J@Gq`w!vof2i>F|BiX_y?%@Qo8L=rNBr^Ixb1Fj((L5!BNvq(
zC{J$K?zNax@nHkUbLmJs&>U!S{XzM4HK~skKidD};?Mfez+WS}^p0rr;W+JG|4#0^
z{w(;r*{PE%VTXS#kw|~hzIy#5%l{1gg=&dM^5$G#@$B!-$WJT2y*_<vd-V2Id(VFr
zKjbe_Bl_S!1M9<{!&m!+EFzZ1^(>Xow|c96Qti>JU6*_hW#8?|m9)y5?f*dPZ~lLV
zCf@pk0e`X|{bvx!_|LGx{aD7k(x6>6ryuCny1mq0xUKPNwsiA7(=M}5PhRbINmp2Q
zf98LNoclkN-H-ieXuB`5_VM5TJ@)k<-4E2M?!Eo+ZTR7(`SHGK_8;F@eN0v2p4i={
zEv>Jz^3GyV0m7O6pMhoT2mUwg4+J0i3vv5qKZ@I$As&DIqPcsj<Y8%TC$}&KhdX~v
z)-YNy3YI;z>F?NJ<8WPjxrB8{ZuO?v>7MZ=*KWVu{Ml}Too0pQ(KrFO#jANzV?ru7
zY;2jnb!pJGZ<99{Em`?mYU0$r%RgM2l~wrbR+q;5Tl}9*aQ27S=!?_@{78S$-MabX
z@*}?79#fA6=>~_l-JShHCBZi<)9PIR`WtGi7iMj{zHL*_(c(<2lhXZZL5|B$tE^A9
zxVltxho;)KSFc`Qjr-5gnAWASBts<7m4RMZ6muQL`lZ=emdQEDF=AWz_UAR$H5VxE
zuPd)VnEjvO!QB50A427CKYnE1xJCa)`nTKv8CsnmMDq&0(w9+*)4%fNWhr<2OrI3j
zL`ic7Hwi(Njy>PkAMH*5$9eIw{0}wtKQflTjq1+N7pTwR+^3oyHNF3j_#<BTBb#4t
ziZ-0|IP%jOi%FI9eD^unB^&7Oe%Dj{Hzxe^!~YDd^ZqkT-Ml~b{BMpwcK;bJe?7`j
z@A&oS-~SBk(*GF_2LB2E&%m<pZ)^RwI^I`?(KX&b+E;FCeXx3`Ql$On5Vw@wSD4IC
zJ(Kvhiitz$yr9-8N&gqT^>+I|l((G!nEa2+{kP`7v%fC?oE3U@*5=#u+)8zmq$B-o
zFI{AR=pbAFM)N-d+sr@Ke^>8M_ci{u_&-C_tbZ5(Gl-hXcg+_nxv};136tKuyD68h
zJ!P4wd*%AH??QKDb5e|iLIb<qw{ClHv;2+V$Kr4E{xdXJ{bzWvNy_|>Q2OKV$8z0|
z*)#1^zZ2#9Ao^{<hQ1^BJwDusyS>;@Z28-aYtsc+bDTe`$9F~j7i*uz!``GW(~wZc
zP&WqV1x))H>>qrq)%?Tx(fM2akB<+VbieKhKN6t(X#JUG=W4Yc-JZ8!`@Eri@M{P8
z3#_94hktE}`q!Mi?!XT3+ZM|m=QUn1_*Yugz=gFMJ2`)w{U6!J-~4q)?YI1A=(SJv
z@0h>&Kf}>n|L6~Pn{MSTU6HXZDmm)B(yEOaJ=<42EjavM!|v**^KW1NXJ9Y<cPM^q
z`kTOy@!v8&xWD=MG2j21P4$QW451fFcE1ff?j4<>zH93wkxHNPH4m9B)U!4ocgSFV
zyB^CL=J4n7SXbf=r4vSob}RG4{|rC0_Wu!?enfur+Cw!AKZI8t<?qgWD^{Byc|&$f
zhfJEq;~<XDck6N{lqm)=>T&%G`!W5foa)DETkSh-;vY%B4G-K^``!Fk@8$C*YhRsv
zvRQuRy7%9Xe#~3{xc}DnNBW(mCu5h-K33I}U@er~XWiaq@$=2bMH=4%<8tFOn+{z*
z9N?)Nb#?y9n8YI%Z~ik_uGZRIcg|=^qV$VNxpB8+Z@qoLc3YTLd~3bLK8-&DA4BX+
zfA~J0>+X1EVS?+i`2`^!jOT6&zdJQ=#e<daw7;4E<2?AgH1gjqdG2-Wow;w{>`8ri
zStd?l^Y%y9EeSQdS4{a5e(S(GziYua*3}DVzn1@@^t`*Yp1<zSthn~&rykvpyRenp
z`U~$tmzF!4$~PaxpWArm!<N^HORcLfhVOq-HBas%pS9Nc6%RvhFAnoE>ix23OOW?s
zzuQr-Uf%bvJATns^ppBm4s1&^!=Ky#5%vGaRr=VUt>W14Z)tz${Bik}@~h(0p3q0p
z=0^|txSLIT|DQqURFnCM{Ra6{L~q^vD|AJ#x3}f{YQbV2ormmU2h>IXy!<i$NY(Zp
z8}AiAw#V(te81KE<$C?J;>jwTc9tjk7oG8~mb8<aTeWG<)hkt%n?Kzb+0iaNC3VY&
z9g!AZo2Ne6l4ZE{Qmx*-wb`jl*M(mx)pd{9KRe{=`)9j$?U=CVySdTyNp7~0Gdor0
z2glAoF#neOWB)fdAD!5f_@Vsx^j$u$6|%csCTv~%K>nbK`jd$sk0(yNBH*ChwrJn1
zz@EpaRZHrvFCKYhaP?|daN(?SU$a@Y@8<qzSesY(zV7h-t@qpZ=d5oEyDwyN+v81X
zwP)S&N4APG8@B8Y;MAVyleffb@{Oq~Q%&E5{!IMOz#{N5Z++&+_s90Jbh-a#TlkQ5
z|6KE$eWiP^1TH+j?)FUWuXg*)<(({YLKezyk2n5xxM}mMpWpcck6!=rwP$|0c=n&G
zvp??$bQL{T8-OiBXdxDkWj*-5sq1I$f3Ru(r_S}aod2Cz4_Xg?-;|+(9cw8=+<IRe
zl~diK{|pCX_di%Te_Q?={^b>1@4q?yXJ{&|*#50y@=@a~&-I5NM)SHAFI>B0tHGB2
zNn3W@elEF`dw*U{+p)^y59hya{uum^>*Md3`h&s$B>yuU^#7{=L#h4PU*UisxrGZ(
zvo}BZQMvv+@Aq%1U#4eCJ$U)*;?FkUc8;>fc~t@IUv=Zp-~S`0xb&4ghkYLZ&Gc`Z
zc5IsDYj#R<!6cWS2`ZOMt+Nlc^u5{c&b;s1ap(B_{|pCB_dnP$|3lFH+v49=U;4-P
z@6vyU4{rB6;@N66tCz*yxm)r6h?U=F-nCmc9E!7;xo*pk<TE`?JUc9Hm@3xC|7U1=
z{GZ{VZjSwfHS!z&E&gEdd}Ym+^D-IcFW1%BU48#au{)qwR_b0_KxE=P^@<w}WgGi^
z*FJ4kkdJ>EwQTOX%xSl-^;gTDUHXL6cI^?}ovOW8jCM`DBH+k=Z$HC-h6kVDy4CmG
z-*W!V*59f>On&}T-qjs8OIzb$dfL_elHb<xQ;Nzx(+%X7NbUZuS${CU{=vHaAH3t6
zqT=7!{!XtysBEWL@jK>&>7<N*LLW`1OfTD?y}6~b!0EGdYANfdV+#ZG6zXRRI`Z6}
z^L76R@A*H})&Gbv|Ksxh&%o;D|3g>)k7)8k*W-;Q=lT43&mW%O{%h})Y1`Q<M7mkM
zBmL**=Vp2CxUUgD>v49g*0~Jk@9dtJbHC(j-S*hRern5hkEHY8L!J6Bgm!5x;Ca2D
zy~6F^)A#y&beEkqX*crL?a4V)>#3}^FY`Y`)3FNUgWu{uc<J9Vdv*EHtel|ZAL5Vr
z%1pd*Y|WC)&k0Rzj_X&xrf$2AUTsub+f!%spW$G%eVT6dgYdV$tABjE?_2!vyzJf6
zt24K++OKri@@^@!T;q{7=h(li#O<*7nYMpne~&zyon%e*2i@z3>$~HGwp}af-Xp$!
z2a8Fb@ivdU9vOF19!_a8syt}=q5a7F9|~d9OIM$){!sp{VcMmW_YGg(Q@X@*Uf@5&
zx{p@xepM#F%6@4OxmG@9VdTxV`WNRn6qdKm+<fL$(x)A(ro1xOi(aa+?cKF)zOmcZ
zyj!2PYyPaOzhwV2u;~At@%81O$Tf9W?NlzOwEJw|G}-gRZLb}_L*AW!erD&Z6|0}V
zd*Rb(weWc92mOB>t{?Uvs=6cfpW%3Z*YrBAKJoB>M=rhT?cLH+&$B7NQr3Ub&-8oy
zUVpgX_Q(FgTc-1e_K94~-SXDle|v;ZPR>HXqbyzqD^~4cV9z>la8@&9$;-fNzxOL&
zc#zMxS%xp2=eV(#-1&$@FSqOUh3)c;dl|d!?Izb-8jJST{N01C^Q8S@^0!ZaXMFw7
za5Mf}-}M^a@?|IGdaKJ-|1-3{`}Sw@jT28NI=;L3{B+{qC+7?t?RS?R_;*o$v-!dO
zx27LB`#`^^PSpE%O42v;Li6dx$(j<M6(<z+URIu(!*H-&^#1h6cFRMztry?_bH4bo
zKbrrxrfzJt)VR9rc5}7$YKwg*U#@qXeCzq=->!ANKc4^N;H)SupZ#$8TS<Wp<!aWo
z<xXlD(>EBos@>$@cjQ<2;(zDrKe+HW{%7DRy<IQ*C;Q{v^L^`b=Xml>$#I=Ge@Btc
zk$dkA*f*vIU!2mXeScbRQ;+48^-t4_Kg!s*)x<`NzFF?-7$0frKK;7e?Jr*c+T#BR
zy#JPbeV=@d<+c9|8S5o7&*z$VU($}}KWg;0I8j<Gb3=Vwq}kiAf^0Gd>hHBu*RI_<
zbxT=T*h?OR1s;n!nO12?a4|e!usCYBFIhM)V%E7OyXIevWb=1cIF*@@X}v->zU=Gd
zpZj-4vWf&o$Q__XEs4!cdexlhb`O-j=<XQhi%_(iX`te9pzIw@FO;Ph^za*~cpNBu
z(fvQlrz|}UR6Gupy`$-cvh;!;eghSc17$C||3~?hrKf?4$APkUG`&!kUeLpDpyF|$
z>_zwgD4(+QG*Iz4Q1*_d7s}ELdiV`gJPwq-=>8w&Q<k3S8IR%CAM+pGKWyJ{pVxGK
zPrYPK;qr?7L;qwqRG-a`xw?)eAj)ZP<c#ks4I-&CJ3?6|@VmzM|7ZA6W!~{m<)!=w
zUwPJyePYvI>GQw3FRt_Oqj$8Bn5#GU&D=-RWs{AT{gE?2Dqo<%xL?Hn!Dsm!$}S)0
zUT^)!R(DQbbf3b_o5q#1?yj4ko6Pcp|JRMh)52z_S)Z11zv@~m`JaL1@_&Zrp8pIF
z=GlJ;_Lp<~5PiUE-~I>v@^_D&U0&gSJgnfrubHkok1kcDPSTtiBK&lkrw5Nqinid3
z`5&DBGc?w3-hNR2hwAx*fxoRPiaob)`Y3;Rt#ah`(p)Q+&s%eY9$m7`d%j}=?<Ftw
zOkp0+9)+F+g}@)6)i7~?lz-HJQ2)nO`P=qS{ND+C?9&(5Bz<&@bq?D4;fXfy(R&N?
zS4OX!UiDH!a$cm*$I2OZ{xhTpc;0l7zc_bvu^^t4RY8F>lrUXaeb%)8XJ9?@cftOI
z{)YGu{`F#@$y31(ogdwsYCM9yHh##RFMjLZqGBDvTV_uUPD^&2ef}<9!zEhfVf5=;
zf5iVYG(WDfeq7zpTz9Tcce8ifhr7$xKFaoWoop8r?<+Rz+r!;r84q^dej)hr$_4fb
z^#={>AI#nVq2POG9oOlP%Ktcbe|+_y;eq%;f046lD<8<S|B3j~`0eGrQ~7h#yDYZs
z6ty|?PU!Ev+h<v0*jTK?{!TR2uzxV+Kf{Ocz3NBie<(;lm@o8W`J?=<^-8l3%$F~{
zFD)DIcDXK*C%o{$#fFp80?Wc`zcnXwSNsc?zp(zz!H?k&^^f!4ynaw#Y#;NhvhX^-
z>w65-OCR1e`5r7%woH{%OuRMY<I_zAffJ`RgmnE0{Lj#Q=by$OjVpVUKWIPjo%?s`
z^Zo_bw%W!-L{Io`7L_v5l|gUuGuL^k0nI<ou73P3fc?GGrcG@@9LfrPU$!3nciK+o
zV}0{~hBW<lIl&(-m*&=ceUR%<UnhAk=ALURm+y}6c1hc6U+-DKe=7dA_cy=)49$!8
z<o*t+xPP>M<N3FrKfFF{&!fL}`}BiVe5-QzT}(~g>U3P~tyJ>vg5)#(*Voo;{#{mg
zV*iKI`d0g-{|sI8)c!92&+uTue%`O|+s)({ujbhlFUmZ2{rtX5ldd@z^Hi5a^nL3v
z>hWk-f6uq|F9WtxpOW+Uu+27(ic#;RNBV70)jqjDcm9pp->UvIG&R?qmpcCD<ZquJ
z4zKP>Up?hDDf;x&*v#vJ&rj{%Hl6*{Oiqg&0cRtFl(Mj|vox4L${(KpAv^z%i2S$k
zJ^Mf0|0DeQA9ws?f0iHi0lPByZ-_MIwK*2udroJ)&CI38?5mVJ<~zo1{>|{8;ozG6
zT>BXRT@tI`7XJ3??|_QtZw)^>6IUEx86jJC$>YtWzXr)WcV<4HSN&5tHOyIg5fj^s
z+syK-zd#Pc8Qo4uV2dGrPnX4UTo55Q4ooZ#jID&iVpJZIvxyCdfr-U|v6a{`8C6GI
z8XA~b92i?i(*$v8g4l2xm{=SbTZs*mQFX+nv4M%jfw6ToO%RtRhz+NKiN%4jmDn&D
zRYzPJ8<<!e7+Xiv1aWDC*l-${SR5Ezi4Bucb;PAHI>w@C|3~&m>`nVbDug3{%>Af*
z<XV+}`ybn7{wrQr?OUkP$88;vY~*dc@x`hx&tCy-M@4_kUGtyeVEz6FYwmvts_%;W
z-t?d0LF<2p4WY}{Kj`O=+q(4pk$So4*5BTZ6CSS9%U!F>t;wTMJ}ap;qD6O075kfq
zzccC&Uf9oNpQ+z|pWi+&|Az3vUGERy7pu7JbIHc}(SHWcXxHMxMYrzUb?4dMQ*!&|
zG>u2$M#jDjG5UIo)f(($G8T0)&~KP`ba0+}gY)QNNxxXs{&@c%zscV<dptiBf8+WP
z|K{vN+c<B_I^Bw0{%;qHwE7;KzHCXcH@obtXVq$U7az-9f8$!mSby--t*|98e;d8-
zT6e8*zJ$Ybd7UEjZ`%Avo3{V`kiq<7e*66o(fmJD%>M{%|CaQl@;BqQ?dvO6AC2Sw
zuyskC>7_c!jDmYx_ia}3R{ea}-{gZsdiJy_d$N^n(w`*kcIsbU|6uO?53&CleyE%O
z5xIY4?T6RjYJV)QT~={6_g={d|DG@R-~4r}n2<V;LH6N}Ta0NDOUpu8XFBy<XaCQ@
zBJrQ0DWdN5e}+xx{|MiHc>aiN@I$`Fbv4dE`X6%33;(!$^wzVfqIbW1&Js|)uvO^P
znv*=5TE_%E!cx)|HgA?cH~)v#;ctpRO8+yk{P}VCL;gRm;@?6Qb*CR5?_9Sh=G(3-
zbrM^>y^B}fUUm28{o_0dN*<?WUh6SLnk`J6^z?xJ!dcpVf9LMgKK$|dx4IAd$F-|X
zxAz~b<GXBnWqa^Mf!$lW9%y`%OS9*Clfi8D{+ONMhMm>c??qm2I4gN%qIa#-ruj~s
zC)UrZf3R_$@rT;ye}uZf^={qrF>bcbrW)~&LdRvwFK#xps=2|yJSqF>``hyWc<ukT
z@6XM@Rex;$*7zg-x0oMoo4NMK<H%g^pvzyP?;7SNOq?3B#wl98U`OEh8S|@trhohL
zpP|{^K2iUs|2K^v>wkOyQ2y5bWBZD1Ii?@=t6txV?OR>DbnBMSw{D#@QdwlJTGTp$
zdFzzN3q=^eU8i90^yo?(%2wJC3O{Ufvb5L(4{}HNv-N*uZGSWVIR5SKe}<;am>;Vj
zy0<U8Y7_fmc67W*#LH_FCH3@6KJrYs?<mwWEm3&QZ}&6zQ*Z6mVf?GLsKH+UKf{CO
z{U2iH-^hL({zv%x!{>+md+WFKH}7Ho$o=qm%bPvs>tF0M{m8p-`nMBr7DiX(=RVn4
z;@vt);^G}eUFr8c3v$zbME~P+{JYae_&)<{*WYDzJoN|l>mSUCy1V|!?9=wbr;Ar*
z|6-X}H`i{d6-Sasy3d*kw-0{nT(%?jBI^W!`@3uE=G9%X|B$=<kC5=U^*_2RKPDgB
zzuEGF>0hsh%dh7B5ndPbGBEDMah><M!j+6SCPiK{O;ees@;UC{Z|?eoYV{B1-~Zsp
z@$TLJl>VFdeLnnKzasjlRDb7sy|n#T^^#7g8J8BlS90@OY3LSY6e7Em;R5@nKm0#p
zm;T}Zq5a@LL(?wV)4r(>{xfiA{!*QDZikU;X08m!kuud}wq2lO?MBc28)9dSf+7tY
z9<YcUFpIH;!l)SjgJSW8&wxebfLV+$G)Cn}Pe}t7kppJ&XeuE+mEa4r0gK21vlw4!
zjLMOox&|yF2h8HpR6=?x!53x&7LfyHF}~0kl_NcM4Om1Dn8l;1g!EK`FU$rkA_vT3
ze4#NaM|$cSu!y9e#m*{;P2vpm8s=qYs?9qf66k6$sBUv0<>rS$r*_F_W&Nk^())MM
z%QTzzKvyKt2YwS1{UR7NG^^eHchP@_4F1;no7NvVFY@nVy|j(TEdSOT`Nh5~v(48x
zxnx+l#PojJE!rzk^zPN-X(Egt{r|`){%2sd{J8v0=x@7>{|uYW->g@?`k&z~<Hu7U
zDykozo4t5je#wt#rERf}43?419vco6+1Dx*PUP<Tq5Y3H<L~17yz^rJ84ia2GpRcp
zzxDpx(vQ-Qgnmdr{I)*bZsw!?9ahseCi5-MTo)0w=fl!FYZmUmw(5k4*>&ZHBjMZs
zGaTfyV+Nfa-!!-GmYnf_hUSL<3_0`pJbA*uPnS}E^Y>x(ojp;0a|J7;Ug`7*3Q6i-
zJiz#D(x;$>U8WW6f24!|GidYIU9bPf_p$%q(rqP-f7vg(ieTLhx6kMA#{Uct-tgb3
z{-*hN`Jc?+S~V_z=l|2rs=D9!b=u`pU1!%#m!+;%iiUQ(r0#XsZj-Nc{I-5teZKz>
z>;7*-e^=Wl^>_Ve*zDe9pWfeHRk!i+{q|q$nwQ?s+GZ7X+tK#wnhA?fCGSn=kUVG|
z+GoY=AfH=*aFzV0=Kl<>@!!Ng%Kw|MpZz6hztw*RY}Z-AZ^Pg?vuf##28NUBTPxll
z$?uu9ZEdyQ)Q8!}wr%R|n)%3LQho5e(=YpvU#L<)s_Rs1d_ZdM-Q5Du7$uZf@EzoT
zarN`pdgZ@rHZJErdCka^JFRtU(rWggHH+?~JbLm_LQ~shzRpr@lY3p?_WnEGy6Kka
zm5rvMZ{AG4^=)_k6U%3_Jb5m8oq6(Px0zqv)+;~cAD!>mqggWHUaV(j@&uLbGrx<<
zt?+k#d->;eP1kyb6dT|91;^55>cTtbYHcjvm3Qgdw^@6a%@0*odH1bq{pKTy1wU5#
z&5c;Lf9>v?{$*R<I$aLk*dDZDh9}R*_TJ+KSy>PNF}xDK`$NmybH>E%s+V%rnp`*j
z-1t{|C;ZpKgE7wkwiQfcw|M%r^yRVKlAx=e`g$3s?uFT_9#7o2yl17`_oun_(;pn_
z(pbOT(rL8nBfaWF4ztC(cW>LUb<(#_seKv&d-{&I1{nEz#*`nAb*h$U^c2x?zm>PR
z^Mw83)AE1W_LX;Ue(_;H_v7Mnx%@=0V(;DFcl}SEJZi5!*TTm7=%a^j-=1aG$7|24
zf4sl@p2A1hE7NYpUYQogFk#}6+i{Mso)n*7?!P|j$+XBYf6LT_pXWZ@dH&jW(f(8C
zlpf9b&(QVRGWoNQ%c?7r_pQBU^_Jt_g{~KirkxJ^TEF(;h8Z=gs(w>~;^(igpLwUo
z_Q&xxFT^Llyr;B#(z}B<v~8A`O!(b=r9b&c_-1#NVz<pM4<}v`O|@i^YulH&zUqhl
z3f~ofY&T4L*qJf)(aA4iiuFGHhxV_n>$#_tUb#<S@bJv3k)b`BzrBJc7flICS*%fP
zcDr}UQt54vE_>cwvd_A!=$1&LjIV0i-C5CgD}TLQc{$Kk^lw8=0(cUZPKTa@?RwDu
zNA~CMT;Js1?ln^X8Ja5p1YRxutN!5ayZOnF>pO#gI7uwKY8nw8uxqP##o}2Wi;}sb
ze3i6M2riu~x&O-Ay6@M*c0Y(`saW(fe~<Trx7vYol?9hvzf}`#waoJt_ezD7$^FF+
z@_qjqxa}W&sQ;n7{-A%`E&fCNt@}5<Kb|XoxK84d?w7ONo|`|+>rmdZwaHMXaQz>@
zqJmXyex9#9)%Kg(KbRQ*A@css>Tj(78Jbr9DgC?SpJ4_6@mted{;5a3{+MA^-nM18
z=2q$A+I7*d1Zx*rzE|vI=u!*2sr~Q-bHQo;SF`_#@*m3orTS0yKf^&4`9I*LF5CAB
zept5iKLa~k-L+X}TOan?eL8pB|6}F$ExR`Lc`Um9Xt$|!Xd`!nhlC7s7sKCYe`nU&
z|1kfy=I=Zk;osghHkVDUb-9nvlh|~<q}w-3;_>dbd(T9tnaoU@<PyoWfk*TP^Blw1
zv1eVAlT(*P9$lWftuXrbK?#q9CWB6?#)egk8`u}D1g#V~cu#Qu&g#?exidHWDxR5i
zI$7FSKFH%FWTgnthuZnzl_I;gd{{PHWaA(4kHYRMWrnLYrD|>{G)~BVRfX;Dj{x=t
zvZ@TpdpZ}{J8jIX7v(YBaR`<8!h6;K8EehU%JkypcTXl)bGz&41$o>kTEoY&e!2Ga
zkM|GFWj}WI+oNZfzDxY}@t*K+_VoSNo8QNux3m7?+W(Q8*V*t?)UUfNk58(fTIIMe
zThmtLvG$JpZnJ%tr`4+SKR5Yw(`#yeQ`G&<{~6ROY#D?KSgTm(Z{FY4@;m9;mT&#`
zwKEUbMf-nVxB8$wt4TahtlH|;F@N{HGLo`ccH^<#f^xg(pVmJ;)BNJ^qrAeI$N4)C
z?lHCgeO1fi)6%O)-HN8%-4^Ke?s{hI{P2!PI_rAXHO|lc;`N{5$(oEmY9G!XZ~Y_5
zy7o<~o}SEkE5TFKjxm1cVt+jAWyYfY7xm;%7Sxzee7I?i`iB=z2EE_2w9B8}ee&nF
zz1flQdD?<nm+$#*Sk$F`-Eg!8yr_YqFgWmI_QREXLLb~-Yj)AxufaQS|Gm`b@*OAs
zWY=|l`n+c``}`+AdbW$K_uHe&8C~sZTKa5D_F3g9(dF%Hr8eBtHT`6lkeZUzw?v@8
zQKs25?)KyP%~tZ=dh#Kcpa154Jm<uz*^``Kh4;u8{<^NRfAjvXGr!{_FCVG={cz6q
zr`vyB|9SgJy!(BjO)=*pYSaWDt&G3B()ZZelA@mFl8(1a-c8;+J1qTWM4s}g*O!9k
z{FD!Q|0CmFL4c#_m6y4>!Zwo(LR=+vJP$DKYyV*1e*4frkxds>j?d(YoGpJpDRO^M
zw)%nj9AEU=yi6ri&8IJ@*?eL~#NV>@7Qg1qUs^i#ujvEx7Ri1Fr)}ADB9mUbIy&ik
z2De_BRTO1;a%o-kiWN)CZf8H;(QLVV#*T}NKe*oed;h1xqAu-U20te(>e67qb`M6a
zHn#P&3?KNZb~Dew*b4IRC?@(IA_hWXH88O_Ft!p3i&1&f($&Dk;=tHCnl?yF8-&7Z
zU}AA#Y$X&HBU}E7P5sAe_YXP8y|*;KoqnL^qxM6k{|ptse)C`2Bd7eRroE+TXPV^R
zii=CO?7q8wOR{LCm;a)!{B@mXC5an$^rVLR_2m6$So>SHR`k)Qn);82{huun<J$S3
zA^eG<{4cTWRUhn++nUGi^3^|5wlcL)kz3}(&Cc5wo=^Q#Wc&JaO!M*o3_L&Djr-W9
zsf8?8&)Bu)uEoi{LP157eE06$nZIc7%~wel<tB%NN@aq*tF5<w`p=*}_p3-?{1!P0
zP|ukdOwXm;$nF^^dy(BR%0}51z&P`<Zo!ZIL*H-RYTU=c*>7t;PyDOWzS12#=DjN4
zwR7q`Pnj)!$5lHmRj%*<<9}K0>L1pXH=|dke`4ucyz<7ukN+9^uAkrf$MDPgqiIHu
za`y9@{cT#T=~_};DwFm**444x^IQ7;f)>r%uqD%vo=tz5Yag(vOZ%tCugCZ71S%#y
zJ~EH1Df%S$`K)L6!qunUVr2QxaKK~Tq8;-aW~F?y<H+85rGM)^n~BeVFJL|YY}xLt
z{|sR@`bX0&-t%o*_2b*!$bfd^>b+9k<=5VE@%_!OTmGbSjb`wf)o$}n`TzR;P9)H^
z_U7|eV$M~px%!`hb;^H+DZX`=<iEMrxc_HZ_H*^iC~6L5uwrw_fLV;qF#|3Ze$xI!
z$od~z;SKc(_6+lRf8^ZCju-m6+UXWs!~0#<8s|dd?lu%{Wa7K>aA|_W0lwEK`;I3T
zz0uhy(OGoJdjG}p{6%)ntvjM^ANzdk^PhaNH2Z3qXU_CU&$kk;*_yUO?{4|O&eHyn
z{ta|T{r$R2^O@`{&abVzbYEcWefbLWBhzPZ{cY>@=B(X}$o-EW9WlHu5HsiYvKu!m
z82zrv*8dUZ|Hs|>QTlOu@AQYu-^71pkN&W}*`#{H`$x5EkFurz7M1=pIGi)#Hvhx^
zwz_pzN`IzQ{8p(f*=Y4yJ<r#2e)_Fz*Z!K_uYcjS-=$te^W#*TiB@?n56^w{o_*t}
zuBzDn&bK1-wOZGkzF)SmF8+3v_5=SPD*S&$f4l!(S5obN^Ygc+t83TPsYl$--MFuI
z<IzVM6N_RQ4n!{voZeG#K-{tS)co4(SDx;iCTw=dUAS%Pqkmt1E!$=KpMf>j_(PxB
zgLz6Hes`>Tvh%8**M^(#C6C^pRxov~hG))qzmJoGd|5>TW1pYInn>x8E*Kel1moO4
z%0F1QJhNJF^F!`<yIXEL-!i{HQeSuRkM|39<x6{ux_-pjefZp7<9aHL+oao%cSlI?
zl!t0-ZsnR>4tv)9JvDW+=ej?;jgCB>x_7DizL#(QGpu`lRw(1wp5WS9v3gHa&e?2h
zY_5w~xB9?;2DUw}kF=NUy!JL_<3<+o%<!B^{I0<#e$BtOcU#w=aD`tw1^Z%W9v7VP
zSSu;>=-uEay{6hZ%dRX{+r8q`{p=;@%LR|_*tKO&rlae=?fLKi&6J%xcia3-+1@GI
zG64%bF1m9qNZ^{(rTwdIu2sp(RRx}|DwCpACT;T674lS>?$SRccYB#gpld`E@+<`|
zHhrgBLDQ{JJYW{%3W<Rf-><R%!Jhpeyw6Mh*ndRo_}lj%(!A$}teekW@!cVLmv=_)
zf{1Cq?v(c?_14_@weGUQ3H|L~%l6CcfAHWx!|mOVyKAC${p~Q}=04B&!|vR%OW#9x
z$Da77YIJPVI_aL<Zby!9D7bXw>E^8tKlRL}#mcnRM|W4Pi_Sm4cJ4Rt>igcYc^Ch3
zeo0(<EVL%-u%6sX4pT|1f0rZnSQUJm`1DfH<nNUtrom4qXBkfY&tRajsOt~Ie}*{z
zi}61c-~SQ%d~Cn8o$`<BZx?<{S3TGN;5^ss!uvmxEY6+$dir<frls|}b7fY3-u`jZ
zjN>1t{@uR*;QSv-{BQ4mJpRD{t>(k`H<!C^*z-}nxu$yE(e%m%de5y=J_#%jXkI@}
zIdEU%_b8L3%Fx8$XXAGj@N9ZMseZHT%J}>HBcm7Jx_0Y!>Gk?g^IsNv_pJP}U|xBU
z@Pe23xfU+!mCFrT^j<aiR{Y%4p1UooyDn-h>iXUMGY5Tl@?hrEZ|5{}C=86P$SxQx
zZ0!S}Lxk%;_@8fy-~ONBkopJr-iN-{N34o$=81j`5n!9|GpB!7RpkUr1{;?L4IEmh
z*4TdPIxO0H_;JCfg>hN|lQ#SR`aSREylt-Yp8YYNeetZ(u1kwM7OQIb>76zGVRH4#
zqRTytZe=d3v#dL0{~^Eq=&~P=?e_o9e;H<0$N%B&vs{z4#^HSreoVc(FL;;QUEYny
zqANTj63f<k^Bw-j)&8G>Md~Aa_n)l&lKT_-*)w02Mo%#P&%mg9M=apBN7bEMCTk|D
zq^~|aam!~3g*Wk6Z)rbEK4{5P^fJ*>Zrz{j-``(4cUyJo+U&g9SN`r=f2sQDsy(Ux
z9dT-!hvd%R(Ae5uSTAmBSDUJ-S8kVA@@BEd(W3p6>K{x4-A>H#??4@+oXSUqE!Xy`
zz7A_F{aY(sQWiKzI5i_8HHn4ye8Z&;EDu;*f8FZRezCzqMlZItPo7^c!aeoZzPDe~
zAJ+sQwR|s?zIAiYqs^=1R`1SF+2y94aY)<aXvXxi+o>XfvFYcDYFE>t<v>)6Wx$%*
z17`7H3HjmT4!TBU<@&eQzmxx+mfu+4tn~3e!`sl0pAXBiTv``<=~%wNt4^Nj>l(zp
zD>kL<D3B1^xY~e4CVXl58Tk)^@;_9Tzgha9fz|b+{o!8sZ(Fuq`)VuxaPPIH#pw^%
z>W5@o*9LiS-4-Tpbd2S;NOX^mzqHVuZEPIu=cAtgk?sG_z!H4P#;ru#zki<UmE6N`
zt+w_b{_FkbZq=iRNkMj<@u_tu>bIxA>Hb~ygDJjq{wDq7z5K^+g>LDV{m<|%r(gDL
z_XgFVXSY&4-`;5O5Lz^eQQ7oFMfpEY;r|RQTR&`X@;`i5{vYS_4>_6s>{E5h<M~Z~
zcP^DU7FU^+8M{|@&W6{s{<!_<{7~%mpP@;#{@?|9&VADVj{VyEZSDj8?(Mr+%<l<`
zU-FgRH*@VPqnDF!?0Xay(pBMmM)A|>ZGw}+3mN`RSTRUWrrG=__z`zLcZPV>+e`1F
zD?Y89lb?KO{UZ<2(|yMt7TpnziBromd3h{&%DhvCe!hPu)n9hK-16$Ilh)ha`eAx|
zALX(iHaqk>_NvnM;JFLWMeggev~Mk5{qg$4pYu<dmn#<k+j48}{>Q(<`?7C+Tlpx~
z&o@4Nr_ou(_ZQt$nK#Hy_1oY6qx+@*k*}LA>yr{!1|MGj?zhLzbKZN_Y8*4aKh1pW
zn<sbA?>SsBP0VEa_Q^$`F6#Tro?mJbTkrN!bouQPUoY($zl5cWmS5;w@LOtUyhTO)
zQK|JUTPwcSY89<n{(a)}r&Fs}^ZP%&wy*V~X?AS6=k{wk{qNQ#MheI+R$lmB)}HHM
z^N0GQZ}dBNXl+>?6jE3cRNRz%EHLj>!M<(#CUx)b-nQ1{{G4-}GM@(f>CY0n`PF~3
zZlJ5^Z_9^6s$v<C;w`MctHv?+VLt!e?Cst=b042tR=BsHYk#NG&cYja^rD+qcON<H
zHrL`*(d3(MnkV;9^8b~wtK@muqL$FxWpQg_tB>5`Z_91HwtJOp-g0Z_Ih$)mit4$Z
zhd*9___O_#ymwB||7LEru0Q@|z0CEkZ-bA_nlo$P`l8fX&i5DfonlY0)tXz+|55zX
z{La^DMgNW*4qD#sfA`zO;yKeRqXK*K_v_?m-#oc{er4N39i2@5e6^=f7sbu8p6`{h
z>tF99ZU5~VvwFe}zvvQ~xJn_3OQ$bsXKRYjS4mm^9WQ@`f01wgr=M8kdoXlq)TG7T
zizd$z&NJ#R3vT_o^~;plJF#0cm(@Hgo$RkQtFY$6wDYTK=YL(9)upli=6N1a^Oc^B
z=pFwV`sd626Zm)fKLdM><HygB&-bm_WByQ|C-ZIPn%Cm*TiOg8L>*3hDjSA)ToEr%
z4P~9d#5nbLMBUYT=KV?a4RK0;m)2*@mpr`iNA%&awCdCC2d6!9K2ml;&2d_#JjcYo
z$QdP)${%k3<M_|;A^P$4KjPm1xaHT@AI!4P@Mk-}@Q>jKwq5-XYOM;QEZ6G>r_D}e
z7GP<*BD!l{=mF!Y4E&}|DKD$?-zNWOV9)<|XaDV8x3cH+?@!Th-E}e|kw?gT`|-Q%
zQ)Y+EGcq?nD?7y~Aumln<L{pzx*y^nroVapVY%ZE#Si`m#q4B0EN?4$vhkuxtd;J@
zXs5k9Po}9%OHYctIdjIeBoFpLSCIhrr}}S~{*L(1aPZ<i&cCZ{@*n!&c>ay;N9m*d
zHZiN)M<4914i&qfv3Jw0r74rkHgn$HvEiA?%S-zr|L(TWUjM^t|Izx5^+)}A{$2jh
z@WFq5+b{mZv;Q+NyxR89^4gb&+0Sph^v_n<Im>p}mE~1OBHNUUCw}+$`qzLhx*g;g
z|1+?ys6WO3Pqh9<^pW~sHG9`z^!oGqKSOhf{Zsb;3|#x)=svRlYZrI@#Zm^5Kv$x$
z=+T<$&;J=7GXK3+_II1Tx%}P3^)cbuAvXRCqAM0V?!2(>+|?cZj34LrUXA{sAobJF
z>SSSz`@xxQ;caCrqk108&HEhg^;ftsu>R3kYolKu4kxd?I_=`5oS(b8c0c0hf3;8I
zs>&tP>SURX^Z3(cXZjapO|74NV~?D+{!xG4&gNDRb4fSP<zjPZWxksAZ{3>vuP@Be
za`fVR`R35x+Yi>y|Ifhn?D)BJ=BJ-N|Gh7{KIVGwkMKjg)^~rc_%c^Z$W!68ro4{#
z-Om3Emg^Um<Z4}azO?pBwd#?ui#nO}mNT#XZkzpU`-`=QEf=3Rto-umaeK&JjqN4N
zExn8~%L4+hu3oCCT76eu`RI;Safc*I-fQ2#sPdn|dRoS!u7CIKz&Q_;`$jSL<J`16
zfBaDU&(I=J8F~BLi$8bj%X$A6#%>Mx=+>C~sF&@z({AgqM>g!o$_$=D(vI~>L#$~h
z|M$J+Y4LFqF{M_UZW;Ohk~a?wuW@|%H~g^Fl38vWbCRbSA79*eX88_Nul*<A#0iTw
zU`ae%HrKCrDp<*?v3vPuuJ8FxhYCM{la4ne>3n^C+(z?ZZ1~Y%d#e1Vb6R(NPE~%|
zS-tT;gU$5|v&^PuFMJvH%XZQu?Tl$A=Yt!s{GPY<Z|s+_hjT7Iuh{deu<-DzyeZMU
zg6AxiG}*mE<JHwmQzq?w*FWLWolyNm9;@=H?_aEeC7pYA0-z*=Ef>doUB|L6nbOOF
zv_HrH<1_lt(B$#&cKwI2_bh*Of8_tx`jh^lyzL7=cb3%F?>$@UrLu3eF5S1hSnKA}
zmQ~ZHl{1C427O8M-EDXA)4Mx2{%S00u;&JyUng1r;AQ>I?1yF(Kj?p}{?E`f?GOKl
z`7K){qI9)gE~U>+YB3g1Q~6P{dAG5#@kX69M>eWVj@$gf{~P0fhURrP<{xJtvQzqT
z@;?J>(2vkH6;6kbd=t0Rx}@{&nQ?sP%0lUw0}Vgw?B_n@Tm0NFqUQ9Kx;+;m`z`3&
zWx>-B64|<+FQZOn+i$g<%Up|^-~H@9^_SyGo#?ss2i~_g)tkKBJoWsq%_YC<=ha8O
zezAVm*&oI&#eckxq(#<BT@}AI*Wy%E&g@OOm1Y;Oy36()K0a-#r)!z-)RJC)j|;l2
zeZ9+FbH$3nRF3(twDtUMn$@L!?{MOV8&-k~+nZXH)+`oTEV5f=l4q4l@u{FWbC$fj
zU$Cf4yJ&Pz1$2-f&zL$_)bn-|d!gvs$uXCeb~=8qIr_A&rO2M^dH93!!$;?zwaR%~
z{BO-&yZg`QU)%Ld`&n@v&qJC23_=?vr^UN%b^W&7&uH3gwKucle7BSa9#1y-_;hJd
zVC>}7SY_u+Cftt6i!(1qyUv-~X*l_ne^Bk&s6}1Bc+8}En-@w+RA@M9oig+?^xovD
zGJTP|%~H*ir~KZ2=h9fTO@+RN0mwEOre6^RvvHKhURP2QE&~&b17j;C;WVljGwlsb
zEDnsVqw$X!|CEHuz{Dc$ZRKQ0nZtPH`h-7jKQ69{k2}5ihu53iw~if+dT0FkjC;`X
zAK{l}=Eq%qAus$@bIW|jtnz7ZoPRPIxCicSO8?Iww|;*1Pve)mkL)TZ`12nA85<c`
zn(!)gPIORVQ9+NgYP!f<b+uXf9(T3xzp;qdS=bSD<XX(NGS9cQxBsm1Ra?5^wE3;n
z{WF)Gt2s7h+Mmy{;Z1gi75#_9J@Z%J^{!3w5OO!pE0J4ueExxtUtY)5ivDSyP*^VX
z0kpL@x@)dg=iT3zvf_ff^NjshO)B5_^3}fcg3X5>t+XmlnDyoM<?Sba<sJKWJ!o@x
zz{VM#JQv$LuP@e=WLvsU`GMS0+xJazm(o<C;%o|^Z<?^S|7>sB*MCbtqzfGHwg_gO
zqw(o?RpIQ|rK={zc?C}0v!>3s?{KZZWKi$>Q@8#z=pQ=hDiVHKX5r|O{KOr}Pf9pp
z+ivtLY+u%YhNe^Xr_}am^8Z%ar~IGca?KUS2l5}X+W##0&+st(Z|ffS{|w7d-})=E
z{@i{no0IUnl;*aw<#&Iv|KVw4T)jw>ah-yaQ5Cz)`d6$qFN<?+=N_3hJ<z1+$Ws+J
z39SPUn&bVht3H0;GE2W#)oO~cwDlu{%ZpM|zTDZ9^1H8Y>z~(;ueVh8%U@VH^Ql<H
zF2TZrT=!eS`7>437tKknjyvV$8*3f^vZC5@>2$A<)ipxb{?5B!Y-7~*Zpq*IH5r?K
z7T(W%GxL$Z<?)x>cCBar!*}VAZON>4`%AW87o2eM$jXk1dn=#zUuV9xf7&K~#v0#q
zn=Kx$PDpKQ{rhTaWk}MlEmM{}d%LOYx^K|#_{fe&GOJqEEv^LB3f=#7`B~N<#Sd4H
zx7CRAh)<j{@9EhiE8MkrFfjgSXlVTLY*&@W`Y+M#MLzPpDG@oVx&K%R^oV}1SsnK0
z$(<#CZvI@Sw&!C+=e2pCa$7|L<4!h=F8D=R@XJ7r@EE9t+yiAVHNtGv3`9B{sCXPG
zdq?9Q5%<&xi-C&A@X7z~)^BcG`8%QR*nb9L`_#R{#{_@Wy*_@Aci)8v*OqO|oOI!i
zOY&za(^S31HY*Y*_*NYiVf>N#Vf{Z|kN*r!?SJGy_^xlLldL~jQj`9WSL*DO>{#|g
zyUNyPC+Ef9yt5=Q>*AtmX=yncrw!Frp6$~A(H8!XYxaKzZ@!w){|u*||7Xx!{cTwn
z!=JGK3>~TU4_5B~vf=sB_&@9FKfUT7RXmbHW1sPli@!PkGaU5Y$6tRip-#H~pz5>#
z3{4mR#9q<+r&JODJI!8ZeaF`ok2lDLEmohBYro~>g#Qdj_VnJ%`p>Xdre@E72EVO8
z*8a}<&v5F={LSWnC$0ax<)bQt{70Vke?-myO_TYt`ai?e^Z#N4|1$`j`p<AMxc+70
z`L6vxWBxNdy;^tWqJw<b{ZYlEp)u6bM)<M%55Dy`-2ZXq{%2qn{ky_GL;mJ!KS<{J
zFlRsGp1{Aog=_pD*=Bt$UHt9#?|9QBsX28HXFGG3&i|Wc{OJiK>-=Y6JN2L8RB-)+
zh4;UO)_=ELAHaw$t6=7+@VCAqj6c?nDh8J?qoILZ+77DFko}!le~@kegBANXg}+((
zQT*G2-TxVye%3@>Px?{+;H>)*p^S_7vdiAq=<41}=9u!DPg!@f^tNrrbL6HTtUsu`
z|G~uhAA;Zi(47A!@L~RKWuN~HP0#*BeJHV0+jS)|p8x#n*WqXLzj@zW>uJmzrf|E*
zdf$U%Z;E@azd8R$Ecjob>2Htvo1!1(|IL23o&j@R&IR_f@uL;cXazLXDj?hqsx!;~
zh}Hk&{QIAQ)%-t0lU?2UILRMB*VG@(s?+=N%U<xuIeY$f({mrmX8W2wU8|Q@^H@2n
zIFI?w)3Uen^_Gv>U)OT~<6ZHep=nummFm1r`#%(HKN@lL?wVqb)7kBLUwM1}GvpTc
zTzCA>z`n8ml+`|o`kPtX|1(^6TN=OqAM<~PiSlm$88-Ot|JN18@F#n;lQG)m8a^G+
ze@XivES2BT|3~EZKhCSa1M1G--yF91KLhLHAG;r&th4#C__x&kh~^_zS0}w#{&t(#
zzHFCLOPi0gAKZ3U|FtLm*@@rA{}iW!^45QbONZx+)_>ahpW*Z>`v=d~|MbfLBYgbd
zsrCP!n@Ig#xq$y@K9=723e5bpKPzKYF?<MPc!kDl<74(8vg7}VY(6e0a%GS7qxV1b
z=O586_P(mKWa|}^+O*q|vo3uT4_eQ2ao>hhA2+BNZQ7tPr#XK6lmPZK^&dRsf2jXw
z=%{}%<Nk*2ZT}gP|1${x3EcLv^;+}FSK;nan=jA1q#nI`ryi3|-n;Ppna$_b)%ML<
z)Wtx_3^g{r+Nb{n{}!t|_0R0@(l7eA<&W00ltjPp{3m(&-{A#6E>+C9cQg9!+?p*3
zH@LSwE4=(KYHL+1<>P(f)BkY)?Y2*?zd8H(KjR-uKZrl*>wZ`-@W=Uz-QCBr(LSBi
zV&fj4ot1Bt6w!1q^~l*{mJ_b82!t$r#IqKW&~8DAdSN@MAHt8-51-9{Xn&NSCptS$
z=A+tlySeK!#aH>5Pur~MnOMM~8X3`i-Z|nw!{+aA-hS}@7WyN6`5%G5bN@-dyeITw
z-c*%OnYYBI^lWgr>~+~I#8Ca&#Jl~r5!W+`TSSg;v3ceEx9-2C|DBQFw!P_%o$SA>
z^{iX+Win>Pt=QE!f7$CoV|UgIy^n-7!sN|Pro=Cn`qJ&~oz3mBCg-8xVV-Q6!1b;H
z1`L0+yeK|Ei~00FtGc7}H|>9G{P;fuTTRf9uOHl9Ke~6+$z{pseF$5-^2k}eiG|M&
zo6qFrVaPYSC-&UtnD&)Ha>l*Ami>bz@mu)+$OM0^{`U4`{2S1I-5oz-7ghv6eBYL9
za^L#Vy{!umbn09;Gq~e3KkG`(jnq%KVrT2--g9}dJ;1%Y#_4bOe})I|`){s4cs*X$
zMiMlb@L~Fqv)*2<>)!9-U9zWqa-34{c^QHD%tB|)Tl^>1O3$14v}64puG1g)_tvO>
zxP5Tf_9OQ46<wD-E_~57t96dJn*U7jV0t!}r0Og;8?9B^hPDk0_#5^=Xo&w1<MN-O
zX={zyNAZSz20x5WANtQA{!f01?xS3D-*9i+pi6EV+qZo@;eEuVD|woj?#5Y05}i!z
zU-Z`7-v5wwZ2qc$7vn!f>ff6F?d^~1hd006Z@;y)Z^yI~iH1vpvgH)o{++umYcwIs
z%d0P(`{vGnEg1yQYQ%F+7^CFWkj(-Nk}BWUKNtVU_4hvmyH5Q<=k&je_e4ID|DhIt
zbpH?6f9w_fam@$cJ~~mOzT{QFkM`)4owGbIMZeDMJGAXH#}W6;E|rNJ(gNe_{xcjr
zUjHGGztf(#hV|k6AFB7?B&1#0XI*#U(z5={+-0Y?)ylihb7t8*P5#xa;(ekM9;jp%
z>pd~lwCAlqcqIOVe}CKk4?g`r6!*XR{ad@n?o-~nE&mz1xho%?Ewk9RZR;A}CHJIP
zZ#!@8%`mZf(nMFGl(%OY>Yo2QbYI9O^W)@i%0DbWRzGsv{CDXiebE~258pPf&$3VN
zliwP5=jFD~{`%8})@1H-PrKE%%D91nA$(PM`+tUmM)pso<2T>`JK;YA=YNKm^RDeZ
z)Ik1`wCfH3ZmTnR6~FoVo6L{dkDvA2*!#i%ux)wVCY$<oTP{D};doxY%Fsc6%KYu?
z|A;*Q$0hxrfz|pyLsRqX_z#}>Ka|;fAAV??{NS=lyojCQ;ew=$IB~%{Kf^uNe7oRk
z%;D@{^K%({vW~-Mo%j#g>Tho@y~Qt`5&t2cziY#fJNk1<1(R1UGPzs!^Yog^1L^;w
zimKndjc2Vt$o!w-!K!QZAN=DR{@H#wf586c?${rfe|y!WfBa)sCEjZCV_DIz(zy$!
z=B-QVm5XHdEib9raV+}e#JP{SB>t}b$p4Q|<v&By{eOq7+Gc*_|Hl>opMhoK#ghE?
zsNPS}`&K^ec&~Gh>94?D+pABQa#Gd=adf{`5Iv~C{I&ca=lu`u-{$?`{4G;q{*eFe
z<d4(zJK_buSiE2Ok-cZpo>>pFGV<TaT|F~d$>WS})LrSKCq{zPjy--G`Ye9q{kN4L
ztiQefJGaLCcfh}M_tdSHxBl_XO4(-Yro3azOo=7it_wc-S?u<3;&hdiRBz2NyV>N|
zEHyv>GqC#p-Bq&xhuZr$ijV&@-1_(V@W)r*=Sf~()bDgjt!QQS%9!)ATi4`;v$&~F
zjs4*G>Eg$8+ApkrmjB~6{LS(DKf{M0{vYb*N9=EgAB<YNb$VxMbaeKA2JV<R&rQNB
zZr*V(76~%{uw-9k%Rat?dT(TREZ{$}{)Y8G&gcIbSQ|k@Hh*;MZ*Tv$=08KziXZ16
z9&fgBU3qtT^B>!X8;dT+y0e_;ndF+BUz(er$#tq<Xy<3u$tRQU<dz-zyXKw!gAM-~
zKIHHpvuFAf-2d(VwSP7>A|L%$T`PVmr?+!whHAxuNzt0R@6vXd3EM=^)9$YHdn_y-
zquIMR9K7$B_1ceEP^|u)n^XT_`u-1L`py3=f5bl4Zxc74m>Jbwk^An!z70Ee&3ehb
zMrGfF&mJpPyj6_cRvi31=cE0H5dGWCNB4gy;XiVpvF^b958nG*e%-y_Y@_(daQ%<l
zkKDW0h8;S0&8_q8;@OEwuXzG}twoj3&Ag-KVwQTqzWN_uP0)w!$Msv{M1Nd=P?=II
zd`wPy<Fzm4Gs|{I-Mzi!qnM<HwMtCaOYMn27(Y}W{?D-a_<?$sKMWt{p4prk$M&Ib
z_QStMnFsh)_fB0?c5!p^&WM9{U$5g|1%zvzQp9|rcY9)!KRiDoexLuX%dan1s<&TE
zFltiSEwHh*;0W_fvmPPV+=~wK=a#<>{m}f6@99VRH}@ac-&*}`$=`KqKcXM5XQ{|~
zA9uwhp1<PKW%s?=*%fD&X|T6HPCDmsK-g#hTZ8qx_CL5ZzyCjjoP8$$54HSGo9f>#
zH8~&4`%7=w8D>oj$c{7lsCsQ>x$LIQTggkfP0#c_GR;&;Xn4zdqj6I9EBzn3`F|GK
zf9w6vu*rU1{Y&NRNB=W?NaO#rsQsw@w;0p<zosuu7=PW5Z;s#A{uY$Dg#R-%-Kakp
zWcr`shid;HVgAQkpC8t5t7Dw@N?!WMe+HL5vu<T?%vL&BS+09@XJijk*>4-M3%fc`
z-d7gMIr=;Ow_A<Vt{<MiZGXIfw6)LXKLbyNdC1j;cQ4m&U9y?~s`kg^e>|N(YSZlx
z=ilOfylolpxwWe+rn_B=`c@R@JK=C~q57H1pZA`6S51levVbr6+v)!dP5%EG4#w9%
z=#uAHSD#;h<NiOcwU6g_hS~8L-uv<Tu+<&$K*h~GEYo$<ZJ%Bd->}khVvP2&*>fY_
zs@6ySXLv9%{zG6tcm2U2`^5d+|E@~eP0wGJZEUkEzSqP$lUr@(n%i%Mk1X9(vpu}8
z;-E^$^B%*yv%c4N|7YO+V&7BGSrho7`^dMKX0soy=ezgfS4$Aj>Vw71hm|JY5iQdG
z@c183?T?9T?OW|L);C$T9{$_!b+yKJP2}zAKZB|}-oJe(E!!!!?Xc~)en$uSy(UC%
zI>gsrq(si>(W85p?!H^M++$HE_eqr=(LjfjD)Sha_tvr09}KO3u<$>_7WqHoo4>7T
z|Htw4KLg8>UD@;71LE6%%={=Mp1SeM<EGHhYLh~K?@Hm{(qxpkj6=ZS)1PDY2d~`!
z5Y6B5EC1-;_<x+jAH<{QADoqA7~%S{`q<{5jqeuj-P-h0C-D>WiET~y9+}Ub=rifb
zA@QUgvv>VxX!85da4_2b!JYR%RNlY2o%<pAq51K*^}!#-mMHK1c)#~uo#d;|^7Zko
z%7uRq8b%-AIZcC6QDl<0^@(?kzo!0YV7d37p{c5d=RZSJ^1oBR)Zgs>pm*`<_DyQ<
z<FBt<6uRqrsimmP_07o(b62gJsbq0cKuBEuUiK6D8~OjZ7yf5pdGw#5srygH^l$Zl
zr`qYfx^=(v;YIbUOE&NQF!$>u?ua;(iGNN$3O$h-{Pdh(?dsRB$nKA6_x)W|XPmKr
z^Yk}=AFsb9eq>kd*>7_n*t2KVDP7T7bE<Ql!lo_Lo<8=ylb71jIM2u}d*hn(Qa_9j
z)eHWSUR`7J@p=1N(^~$x%j%c6u2uUds3N{?^0AA)EFBdoC23*72YFl>>MiR(xb^?g
z%KsxgiT}3yqxpYCxBuhX|2rb;<$Nid$dzXkALMhZH+?<prqA;-S8B0M(5;)kLjRtp
zE^)B?(xqAc<XpD<Kfb>I3{8jX4_f|bc(CX{!zT5^?_2*fY~21<@IM1*-|mHfJfxPb
zO#aWn(YJp2PqFz4yV}p(ug&B#Kd;2Q>gc|l#|#sHYyW59^Zn1z<o2K8lI1>u{|paB
zv;Q+3x&BoAkL=$63@m^DcKl~Z$-lAv;r8D8H2Is!2mUc%{c7LEoxCE;PW;0kv&k{h
z_35!EpIW;yrrhhg@iovve!>0^F6)12v%g{f9awjMKgWNDr1y>S^7h;9RDT#h=<C?0
z`r-N?rCV#)-#FXaJ9p{zU#>^jlzqyXdDYHSx~ypTbhUjy*Z0{!=$GHH{!QTr|8I^z
zw12z)QT{vgkMzUyvOl^Xw72)|esovasf+vf=h9_2&lf&Bv$*)@q*c39J{=H_Prks2
zs~#XE9;f=BfmP>&-13j^|2QvyeEslPXI|>Q>vp^q^Nt-dFp8=ySv{qv{(frq?M#(E
z%jAru4yO*Zg-No=9c!?k_n+a1;eUn)=Nn4n#cFDQ{9XBS+IKnCi#cC(`8{@(uz72H
zFWWooiRRm9Ti5PTsXs4MzW(<4+w&hBZ>Z0xzj6Cf`@#6mU#WZVwLg+)dR2CPb+JTh
z$KScPEU(*_KAIR5l6Y!Q)?pT|KU&`Tx0L_!I{s&9n)&1NqdE4BrROF8ot76<;}reY
zHYf6S=e%eSpCy%raW`i!YfYZ9=#Hzh(WYr<>L&hYU}gKy(7bYw<nQdd^S6$_$^6g2
zvgPlrf126z1?$u^i!<VLuWpeD%a+cbai;k1q<iP8JJWX>ZeBEhVzQ13&+W1cY|sBl
za(<LP8nyq;<B!)Ly8gYhesPAK@g-ARBlV;p%lEnIeYN{$Mr&}&KaSsV^@I5z>DB)k
zST=tw|0DGHo1mP)kK-(Yf80Ml+fd{9*g8TjGTcW^rR%=`XMw2`j!I1{3kp9wD`3qj
z(f<1;WG|Kse}4Us%<lgTtn5Fw{%2r$_n)CDGw#Rz2YOreCO?*!typ#aP?Xu;{C~SW
zBHzBtQ{UC`pMhtQbfmJ|tA4E=PhIPpt{>U|p+NtSaQCtKAA;xqP*>ae!Tq5_lfU$j
z;;5}3-J9OLOA~ajuFaLXXu7gYF>vYj9Xom@I|7x}9<83n0NU8jV)CD%Nuuu1xBm<q
z&NuAOntyBggY@=)`hR?WY=5{rUOfAr!jJxhS*Kj(7E0`Dl32KlUqV}CMVwpM#3$*h
z-`<A){QQs4|35=h=pW|44g2^jvj1^`%Fd@3+7H&tR_Gs_7Pf0i9LvNty6SC@tBx0n
z2+p10HL1mE<EkYSPb-w>a6R1*YU&m1&HT^6a_tA};`)Pj_77IZZ)QKTm;XpTkIu3F
z#aXk$I^}QmwzzaC?B23_8e7ki2A4^0v9W@70gh>(@Bh%U|07!c`1~K4`c)Ol|2Xge
zXJ9$>cdAX=J>htv=vVWUuhlr_$`r@=bbUPZJ&k=DH@C+2J*`is&T<ocpy{xV@i)lo
zU4K_^eSf?CALqvpv%jtUnA>7@>wNbgWtLxW%3f|#t`|1ld-~Y^L%k+JM(ZuYnAIiM
zSFcz5+p<4(uktswzkPMm|4vz%t=RtZK|E(vX1P_<!q7dtLe3s}=&z+Rb4kJ8=H#ta
zXNfu$09z$obMQX{>)QVeQ{4Yu-2ct}>-oPbRX_Is<2m@BVM@S{<^N8%t^d!kY_HnB
zvi}TC9rXuq)o)z>*88_~P4wR>Hp;)vYWyy5?U(vt9{k~N+tQW1)^9HOoA?WzR69Mb
zwqed3O^dhjcK;a;vf4j*^q=8o_dia{-xAsKoBfa3H}13fsJ42=AE$jES;GHGip8f#
zsBhlXm~2<`;`ZUFoi@old%iB<fARU-+7D)nKiYqb`7!y!b&rPA<&WeUUQ4B}NvQp)
zzG;@Kd}m>N?|+65DeQeFr_VRU%k7iWdHwCK@i8g8<vObS^0l5_tC;fm?`wC_U!Q*q
z)?JI^{kzLP)t~j>wfX#e%vZknW#0Sc*uD*yOXusq4Ny9(5}oqt=48vBc@iI7>m>ff
zez^Zu8gxo${lVxx@xS9MtRK{Ee9V7y@}oPSyZ<x1NmbI8$V(SzI&-pj+V`@_(*-y^
zA|E6zJZ#dY!2iPjxSjsRfASUT5g*@o<caCpJ6~F7%Kb8SgOEgWrflaMrj@2YEdMjG
z+5NB&+co*y<R2Sr8O6RA|H$^=K3&G<@Nd7&_6Ksp{~4H<*B|t(fABn3{2!O`Z`)V#
z8{Gd0t^bz&WAW-Aj~{KFoKZFR-P%PC)5Wd{_f9v6I+$sD*jr`dw9X|-ol@2tbPB@1
zEdIw~`JaL1;{N{(P0{}u4%%(eZ~SNe+xo}r`2Ew5)C;I=o#H7|HT95N(@mLz(=39{
zoC;IZJ!LDZ7=D}K*_aEzg^`A8_~m~r{m;Pi?Qdh9#gBKtA5A~D|3>wL{|r4g{;MkE
zZ`CP(^gryY9k74*r$-*ipYznWSE}3;DLl4&#@mok2?nkM{~6jrO*NhUFQw`?|7Z9o
zxtISx!^G_SFBb4?|1kZ{{qM;9&C9!IKVpCL^S5k`_6M~+-|{nl-EXdwd$}w2arDlx
z3ZH8il&2(hcs*xXapFPvDheCJqDTMa{+<1wA-(@ryu+3c%iqd=5I<NiV6vP0{MH*U
z_nCj#x@>iRZsEqs=lZNy+ztG;S?>YkVZk}Vu}ei5-4Dx2e7N3JW4io@@xgg=8!wsE
zDjk#7RrkECD|GMHsaq<7M_B^hn2t*+ty-nQwQ2za!|E%PjYSK_--viME$HR0xl_W;
zJ|7FJu6)clNmD}WRE5GXsbe4V58ZEz=bM%OqxQpd#|yKb|Fh%kUE-XT`rO`p%Ie+o
zqwZ07|B=R`2E&@v5BDG5KN4N>=AXh3ZrAIHEt5r}&Q0gNw9vLdC5&n9kL*M9#6P4>
znI+!*$2@V#O*c<(TeGtYou03p6d3A4>nNX!(9*uGZR>R|);@4c*Q0wCr+isHwtI^7
zh^E>IxF-i)bda#){So=$_`}oZ)eqlqx8iHM9{=&vEwhQdD`)RN`&8@QpX{nGipRMr
S83-NKI~x8YAq_D9zX<@4E?F)B

literal 0
HcmV?d00001

diff --git a/A1/images/c.jpg b/A1/images/c.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..2e40170f516157168702f48e4d15580ee4f1b34d
GIT binary patch
literal 74548
zcmex=<NpH&0WUXCHwH#VMn)Y*9R`N~w;7xnm_S@c5Xl4rEX*L1m4$_wg^iVs4UE}2
zIoQ}a+1c1QxH&kvK!A;dn}?f=2gCsx!U)pC#Kg+X%*w^i#tu?J8vcKPL6C#xI$Inw
zqY?v?AS1IN<NqTJ@(c`&tYGIcGC%<%6Eh1d8#@Ol7x(`o3|j>lm>8LvnOK-vSy@;Z
z7#M3AnV1<^1X+a?4ISBp0~6Vm3Pp?>CobercG`GQH0a_772~9$CQdFfaS2H&RW)@D
zO)V2sGjj_|D`yv1H+K(Dui%i-u<(e;sN|H?wDgS3tm2Z=vhs?`s^*r~w)T$Bu1S-p
zOr17;#>`oZ7B5-4Z25|nt2S-kvUS_`9Xod&I(+2lvEwIBp1O4T%GGPvZ`{1~@X_NZ
zPoF)1@$%KjPoKYh{r3IG&tD*aF)}biyv4`}^%<JK1R0nZnLu&C4)PZxQ#k`86SE)-
ztD+&BkYgZwVxh2-Q6q<l)5L`v4{|CS2YnDtD!Rxereg9?^&`k@V4o4^u_m&72KN}k
zU$+=|m>C(E1epaH>>2+4S=6P$Fp7s#7<{U~z5ZMORr}=s3^(pSN`LFQsKU-(Ahv@2
z;PzWjq;#(9a>dTB=$RMovFfPE<7r$4j0^Z97VYP?6aCL{@Y;Wd4*~xfdgM5_e*At|
z|A%6E&!70kaW>uA>np+oudZ8@$7QYDGEG;_C27r?wQUxu3J-e1UH>x(n${l-u74S4
z-?jf|%zuWbx(sz!F2;A=|0o>(N7Ve^)W<(o|7Vzb{$J3=QMIGtFq$4l^TlZSFj`KI
z))%Ao=4hK>v~4unMjUM`kM<cx`%a^M$U)IRzLwro|KO$n56$$(Kbk8mP9MGh!Qp&I
zl-%^CH$6*NWJ{erx0!e86pf|xGMCiKhAIberlkciSSmHx=WDE=@t@(r1p5yG`~v?O
z4*Jz6=JWo$A*cQ$Huu5rwbj8_*7|j)uh@IXW83zk==Mlifo<>g)%*BdYb_mEMFMf-
znyddASf~7FnBrS^N&cH_jr)IwWj|NHjQY9yAGhXz28~&Nm)O7Q`qBTN!S{0jdqe%f
zRq~&j|1-44e-ryC|8Ks2_LrdjR{t3uT;>1i_@Cj>`rq6Y{r?&Kr*HkGiQ7_q4jPps
zFWd$!A_vUk(Ud}7O2HLw^omINdG#Nn-v7|sw*Ef@%j}Qm8~+JZ2!He3|6}o^e)*T?
z;k#nOe*KPe&rzJ3d@H%{R;7AUv~_qs^ZW3__M6}Tk@@?dfi?c)^*<u^55?b1{q0zH
zw2tXV{^CF0AJ4TfKe_z%Kfdd^r7f4%zn^sD&Y|z-8&?b2oSig-OU(JxHjef8E+?nt
zyDiCi^xL8Pw76Wv{mquQcds)(XBGbW^?wG|dH)%vZr-1I{x`=TyZ;QAzaC|%cl`SE
zKf`|p)<yprns)!YwEu&Dy<Cme-+BKTlJDQx_Wm*Z5&O<<QmywU=Q79oZS&0dpe(j|
zOULN~&N)IZ6SY`Rs@v2xgv2Lq`knu6`i)1w{ii;yU3^;lTe@|5>9NY=J{Q;@ZMnbI
z{f}I7>Ee?gi|lX2KWyDMU#31&PQ>N1&v}6-D;l>Jm(Jnex&Msi0hUMm8vZjhY1JP*
zG|T*tNb{q(^}proF5hRje;D?s<inqEUi<drbEeJOxJ@Ni#qdtuuWQeQB=)Xpy`i+3
zJ$Dn!U%mCu%O6cW*Z48~AHU~^H}f}(6z=(@-|^=1vG7}AEWU-A3k|Mvi#`zTjJoIZ
zb!w!a=M&~%N}wr<^|SUr*fjrB=lWaD|4yv$_|Nd=zG+^K=YNK#CI1-?n%D9Ecpv;D
z{$ujDS3iOu?iYNqUG0AOg|F*nZbrvOo?%e4OsZs7PH1j2K3jA0KLcyze}<+t{}~P%
z|I?^HX#CIikHwF|-_<oL*GvDFKUCYByg1`lc)w2i&V4(l9SiA`SnSDdy;*>%!Bbs?
zVer;JNq<~^v_81sD#vl<pK^`k^~B32xpG(6>Az1`&&jZ5csgT}h{nk@1qM&1ZL2?T
z|Hpmv<MhbOCH5?T*e|V@)Asd!e)VgMoANn9(Z0KWRx8qGcGzC!571uB>G-HnaQXdD
zHhQY(79akpno}HJ7^U|q@8bTcckfS1pYiX~e})gy^ZVt@udg$ifAiS6`v-rC<b~Z1
z*tMzab>Pmp+4Ilvi#YT@3{|b)S6vz2y#K-K``hcAzm{A%f9z#xM04A;<B^x%E^7<0
zZ~6Des{gyB|K6IHuC*lw5gyJ{9c!=KPyZMbf8@uW;3NLxrrP)KPVS2H(mHit{dw`X
z;(wgK|1+=}eF%R$VeJEb(M*9K)yK`Y9m_Pi@l-c=#j*W$(Mk6Ww688oigZ_;!>0XJ
zwcbXa^PlRE*$?g?*~|TCdGoqivfhqY9_`txc!Dpm(Qup9YQ4br(j@EaUo;nFhsCK}
zShL4<xuMzjZxinvh$srYV)U;i{M@q{7KvG!&JU+QsC)nLy6B@F{ft4=bnmUzj*BjK
zy?6G@uFU1RUusX61iDtHzc}bB62Lf;aJ*^#!BqRF!tq<$|4xh-{Lk=mU)Ha%eOdn*
znoiZ9Qrn-&|66IF@_&ZQHCGrP$bZOc|Fhsf!^7~ut$W=6Gb}%S>#xZAbNhdoI{yo(
z|FHVsp?e^uPv6#cp@w4o`Sw3z)&IiI{he<AM)||<{|x@uMSnN{_V{-zepC9JO1A#u
z-@$bk<%B-4)G1V6cc~Z64vg%6%+Yg7=`+Xu&1d_|tn%Zd{?*t&SUrE+^fxm<CjaA$
z`8&5hbAH?WE$%H_@3-HR+4sRa`<~%t(-liEzY)6~H7~kZ=TzD9>C)^u^B7q!uz%U@
zT9JR?{146kKf>?7&HmAv|6%sG>c1QJ$^AHe<a*er^SKKvs*h}lx$7<Cz0W=3Vy9w=
zkbfd5c<T2**mh6uKSPt}AC4^_?jOEuW*h&Qz3<KQc$UoX24Y(-CpiiEdOhE)lXF1D
z@=X81L)sG<kN;;lcwqmBnBVa~)W5eR|DEukA?2j~L#4lqY)V<mcG=Be=J;*-hcn?8
z9_yBLI!o$3(P7=Xk26ilos~&t?SF>mQu_y;Qs@5&FMs%N<?oQXt9qsO{q{mR-?M#7
z?Qh8+-WIfD=9``)lXcH*Vx9CTW<so>$b_CxHIe@rSa?7DXZRy5{Gh#So&AGl{~106
zo&TY6|ImKnx(jtiJEjL;USs3@cy)AVjp6erdyhQX$sRDlkX<Hv;iv07(fM!G5AXk>
zUH(T{{?YxuE%V##dFu1-w@JP4D1H6oO-Zb@_s85l*TuIR8H9A1gq^k)VqjjmfPaz3
zqArFX)!#b)Gc=djKbTa%)&JOip}GtI8KnO+q{n)PeoXH!729{cRANu*>f1V>r*cKO
z@}62$u(&lq`{{p%ADZ@mq%;3Bur&Og`=8;#{CcT6n;Nyhv$yJ6ANj}kBXw=Ioc#XD
z$7daRonM)suCmc1dD_c~2TIwqnfMGG*WZvDay^f_qW=sBYwQGHi-*;*{&>1P%4S;F
z{EUlRJw=3{Y@TSk)2`uB;rxKbd+U0`Z9j%T%y0Z>T4Q^)PQ1qbqHw^)t=-A2Z#U18
zNfAv=Jhf{B&l*df1$|R5x2*q~<C0bOr=Pv^Q|J*%*&MF2DN`T)(p0awf9lowlRxFp
zvx<JRf2;qWfhF<pl7C{auS>Nbls5f%y*=`D)a=T|?E#I}IvaKdJSn*=X}#-hT=S_t
zvi})aZv5R*le>CZ|MGw5c72_h&iKxB#<Wus$10OP8#S@V8PzhbU)N^LZBeYbx@!LE
z8SBIz*{Eqge3htG9Cyq0q`li@-^%;%Y!*M<e)vCw;GeJ`jf?)6erTOJKlpm7Mb4VV
z3={Xcb4fg2)bnKC0pVNw7xweMD4Qqo;ca`{8cu`EYk|=Y(d$lJP&og9wPy8y29|gK
z8JglN>c6?}loz#AdG&4A`@Ut{G8Rs{>VMOurLaB1o8gkj;kGHQKRrVk#B{&zt$CN-
z)26kk$E-i@&EMyT`$Ug^_{Ov}C+X?xuzT-69gRErbKC9gW!=@SB7t#%zZ?QxMHogB
z4nG_JA=3Y+%k{U4{~1!kkJSIlpS5o)wx%0H1^XYVh5s2e?0<y*XGqKkRTH1S?RVAw
zy#60=z<-7*@_)4cGi=xnYUur}j$bqdIUE@u)Nj}SBh39x`aeU{q+37IPJg@dL-9WY
z=aM-7NpJsH?Ef(7RaN;-sTWS_mK%1qpSh#^==bl9n|o58KR^GY_4q%I!2b+x#{U^+
znjiVk@MrV-{Vx{qPqt5)|3h*9AEC?N#C}{(|Ly$m)PIIe@Bb*>Graufoo=pa{}11-
zyWi_cJ~lkHFZAh~jk2daPCB_K@s`Zr_Wh5L{XfpP{~1_iKZdnG&cAK`t?oZV%jw_`
z_vWkibr=6<;EY?lymlU^{F##5$)#NTqUUT-DYIC=_{9SL2Kz_i@;?;a|4N+ymvUeD
zKf|YUyZW2vf5_YaNAUQ!vL8Dip6|QQZl8SrO}%J^cSLjOhi|L@GjOvXF_%x--Fo=A
z`c%6GA5XS1ye&<&J-B}Biv>(w8Vi`P)wWl^ti{^DTETq49^2qa{M>qMl{3TwkR_v-
z_F*w#5jkKMkESZ>rm6vp$N{r>GzE>OAovu(@TtW#Wv7bl-oVA?sotQ$n6Z9VozZ`W
zgHiQK`<tWA+>@Dqe0!bB{%u9m1uBA$zx9-6ZnAln(%K)t>$$|U1wY*XGq6_t?fj?n
zTHu9H#l8OwhsDeJgjheu&C^|!roM2dl*i;(?-uQ<Ti*5L*^{y_|Mn{%tO-1vE&R2-
zXZiW9JFop+zx6-E+s7|&X>K^ndq%S`-{_=Fmz1SoV_1+8hw_T$;fC+=&hg+H@Eu5T
ztc{`7beMM<FpCE=v~k%D?z(2z=h_QrNX?Po<bF6e&s*d92JiinccV^k^9=Htv1XHH
zs0K@)eTPl*vIq5Ut3Ui__{TMsZDaoL>OU@0_uiXs<qqrEU*S82O{Y5NmOa;3qppC}
z-FtRv|2cooCh*M1%5vVKfZXcH6=wUVo!wghKI-1|SpWGi7IpnP{By=%KG10Pzgu-`
z{YU>Zd^j;*;Ok1gFRxEWrhmxUZuBnOGdWmgT9^Ny%^8Px^>rmDu%AEva%!FMe};or
z53cFi=l*ACD|}JC=i#G{$Zw^eLX5qCR3?6Y8^2rh)6SzB!AI5Qx2*f?|I(l9vrU|R
zd#cy&{G0yMbpJExPWJwH_hw~eiKDAX_@ufSB7v?9Lj{X|4*w$-{4db-w@3X=(U0=~
zW<OiMH2c~5A3DqbEXw{i;XlJB?ML>1&Cfc>G5%*@TTy?C|DS06jp!rwziRfbzv%Vn
z^?!!u5c{X>{~5UUztMeU|JN?=`irG_{XY<P4#xNp{b2q_%=w$Z$M~ZiZ|gJfH~-?<
z)wgzO1h>ENOS8hfS<kL=X1q%dFnTw8W(3cq*&OnU=kJ?@{m60oaCNH3JiFRS2|wC(
z=5Y&e+3K4wsXOb-pWy73f9_8RnVR6pJ|ScM-Tt2WAN=EQyncLaqkgBIVvXSC=#aVH
z=T~MHolZ76=jVMQ_b$tt+8DzXb%OsH4qDnL^EXAEiBtLDe&DX<R}C2(@n1(i$M5ms
zb5__<9&w{Am7zcC`+tUQAO1{#TK;zV^ZyJCe>{KK&;6S|HA(Zg{j=}u^FQ3K|6O%2
z{q+71Zu4*0AFboM8vkwmkG%_gm;38ZzWu}6XHR#^Axk%vJ*mo?JB>Q{b=JM@5mEo*
z)b%6yANS?o;r}kiZ#I8(bMZ@irjpycx#K0{?!3IG^l|Bod}EIeC6OjG`BzJJ@G1y>
z4diY;Y_#dmw8}Z|+-<A-*3AwK-*o+?{@z#jy2H-D^yjiMT{$ORLQdq=a)~SJt&6W@
zX}z`dDth-b>1U$!_KZX3IbY_3{G7Ny@jTbRD=&Ymy}B>(PCQIJK6%$iB}d7Nx%$QZ
zo4kvkrKa$<>IfWL`)Tt^9`>zu7wxyCAJV@W|Ilvn$HkAsyB1yA;%mupxA)RrubVen
zG_OU*^odjnc?5X;i#n;}ZFthwbKUz#+uxdheE+z=#YX>uez(2I*4T274{7sq_LwKv
z+CACQG3Qt6Z3&0>JDZf$%2qIc%Cb{=bXDr!wMj+wtlQ#(UcKFWb#|4tuKyQ(<6j~l
zzI>M1`M{X-SW8gEy4v)hQ-7}H?9AM`zw}tl#g<%+ot_r^U(Ele^>@F0dj0L|2hHah
z{E%H6=U%wXPwDC(`?ZH<q+0umH$Lf=y|TEWY?ra-K}nu9>|4V>J^yX+?_#~={?zq7
zx7?53Z<Km-ZPwQ%hg7$@WGY=zDq~!m)**lIxEh1@bqg(LtquQX?-Tto`^Y|%ABhk5
zOZ+&0DCkFh#MLd*)@Q>V=YF@FU96+=>9*m4lf5@5%nx0^@u8gRwEDIw*=|=8v$yQM
zHt%d%?e(*n+dubTl0PUVCzx)M{q*Y24;IVy(<MEvwmcP?vru==<Fq+hk#T=EZMpR9
z-l8t;*XN%bfF=$HJH|FTR;vw~B|x7<Vfet0Wm+Wsc|6vUH2k}o2FBLG92e`g{%);P
zt~(pgvp;RU@az3sS8SMnQ22)Fwx!GBj;Z9j&XJvV;rN8OG-b^#O-sw)1uSh}b^TcU
zhbaFa>ihfuGvuvroaMIo!{pcr74r{lj=h&TPi|W7v|p!uCUz>FRM2_gvM<>D^k=KN
z3%~2noqhFa;AyS%yuKl`y0^rg-#52p_x9Lb^V1*RV^=)0<FWqX=N2au4KA&gtGc*r
ziq3nnCHvT(ESAsw&!G4I+&@`+mOq)L53S!zWNqKad`aKrFJG=(`o%Y;+#7AaeOr36
z%TgsYP<d4@Yg2=VI@4yYcMBix7kFu>IQx**vewGnRk!0zmmZsGyIJ>0IoE9-UrFia
zHfgVkb3S%`n|~|+ALqf}5p^f-bN|u(SpC@j@Uu-9{{-ep*YKs(YL%%hUHjnpJGB(X
zLr?m=o>y6||D02>W7UV1VIsE!uKDUJmtWtutFos5+pc|;6P`x&sId!nwPYpP-ZGqX
z-8Nie+0VT9=BG2wukMx3JAbwQK}Wpse}?4$46Xkewm#jq^mky!iCt4qx$`&LIIlRf
z|K=^f1rfcUmHDUM5RG`Qp5r^oK}W^^1&e^2<N9aW-=zPx{WJV`&tBrekN6M!j=%Y4
z_FL_vdZ%8Z+I5eu>T=1CrRQ#Na^Xl%sM1J_e<}YkzG2Nj(Hesf&ky~z4%@ST`-gkY
z=}QmRuJGRX=&9~Qk7=IKKjt<u9p9<8Kkmb`b$XGxUd2nMn!J~cI_LXtes%fF5A&bL
zU$$pFd}YUF&hCYMQ+-lie!9Bg$y2F-uD^F4uU+}u?e5F>YJ1mBzh2d)vHqg}V}-$-
z)M0KLm_lG+Y=!xGkkZVjw#MJ6|K@+~KSM@!{jKexKjasmfBZW%Ui}E4%DJ!7VQKB<
zlRj%O=$vVDWk_sev)<n^pKlNE$NYm*(+}5o)`@MtwnaDT>e{cmdjAAI`b)lXPvT%P
zI2gppBEXv)7~#y@wrt5_mMQC=F1ot+_T}iWd(Q_8&V3%SYKm6)kt<VHXdIhdJiFwv
zc*U{VMSDczHU<`MzFM-K^S8~vGxM43Q}r4DGaTCTcYd8r<d1x}>}fk@-Mi(fI;nCt
z!%3aX#wWEC7`QhoFt9N&?cSxada2h`uB^EhD~@JN3iH0GJX^N^c-o9pGxnrLhORcR
z^eZZwGW+hSpxo`xZUnlDE<7<9o7w1Y8i?-4K-h`y?@>Nw-Ez9bVfgd%KVtjt|KmRU
zXnn^$wjZVc8CdG)UHAO(_FreoKkJXGhch<Lj_$V%6A{X?UJ|qH@$VMh`%3%Ow)ji_
zXE>N?pOpVYPyWs4-x_td_kReqm-{j4^U-~_ALcDx_ach@sBhe3_j!jthYFZ3x%T$S
zp#vRrY?6#6!<cm^JIG(&DiVI&{zFXu4=vyJKSK526t2`+yqJ|cZ~5cis=p@o?YCV2
z`53)2Qr@{^W=NaCK_QzpjM6hys;8gfVX!;4Xg|~bRQ(@H>VHIU|Kpne!Q1=qj{2PY
zKeU%0(Pwx)&vKJ*@}W4%jeYN)L`9ylIiXgOxOYp_(O9otw-3zMvYHgSUE%fq2h;68
z1fKt)!Tv|M_#ao#{12|@e`uXQn%yt^a-Z@%?fiCmfzs-mdh1v|uQcPC9@KC3?AD9s
zJfYb0qQ|cAh{go4zq17mOx27oK__h?ujps-KO)ipxHK31JNi$4+lTF~CAV{vk6WGH
zIotp8yO^J11}Q6c&e7y?OmJGDurcfj>+?^?AC<q||2wKC?&_1Pf3iRRK63V%-P6sN
zzk2GtP5yG5g;iPN<(%{@v%YMYnOYNK`9Agel^=YnABEK)-U&YRY1h`USGub5>gv}|
zs$GxHsrz~{zOA0=Kf{B?{~5OaXE>0X$Ng6PG26<uFF)@1{Ka4R?#cRGE#_1Frrk%s
z_D=ZyZT)rr8>heR`yl>y`iDvO9rJ`5ZoCqk)SX-JJS*T+M9kZB#>al#DC%$Aks=@&
z>5}y6)eqM*U;9f+J{*^QD&rq`VcA@(mGRTUuIk>2x_Eol#kFrPzMc~3S|Fc;y@ZUH
zsz2ye|6qmoZ=L({&GKxzxu*Qmr*k&F65pQv%yF^XW6df58KzC%G~uBCsRgSI5)S%Z
z(Fi#b63}$z)90SY`X@FR9eu2Rn)P$;-bu01{~4OzOg+Ep#rgyJGXHMKZ#6&C8~b&?
z#J>x1y1QoH+2HZ@<bpP%`kf*^8;{veby)BIch3F?E91AWKOkFn&)4~p?DrlM)533i
zxsRIn7w@%7vb<liVS-g+SMybg!nh@yyk3b1`F^|p+1}#tkNuOb94!hxd`=+$(Vo~n
zcf$4;=U@4|Y0-}On}@%({;2&O@JIQwok5NH?y^n$gQkmZe&Cy0u*Z{SK}o57BWpy8
zf$81wevMN?g_AbBzuHmbDig|aZLz9`r`oKW%Qri^iiFIj+Z+MiGIYJ2{D;W*KclU`
z#r$X3(0};-U;CKwFY?${CyFrsWxxLU`+o-Z_E)pokN#)4-TW=`@8mpv6<@P&lFKKV
zOlY{26*YJ3%p~^G=-}qt#mOtzzYy9#KmLdHA+;a={~1`7|4y~f<ju6%t99#a=sSL9
ztGtc8R~FlyENlO`fd2)**QGCS`F*xsEUDIbyH@9chi>jdhm|533qwWt8W<SluKr;E
z&%i!E^Ky;k-(~fw>u+5@xWMs|b;Q<;q`f^;OLMip`|sKMvt2o7`eeZup6g$*St`#m
zoh2!H@rr1wC5v2()E~zG49z#chJU<&l>cV^1N%0H`O!0LT&-@dPMvYje`)mX!t2i}
z)R?ccUuv+gGnwmkKjPBct<}ym)~&sivH9<{fWu!*lUDwy_UJzRi?y$rIaO!PqwUUp
z3k5X(g%&l~$^Bhq|KQPoh94^P->m(({mA^y$B+GIxTPI*X;0)sUDq|Gcdhi9UVYbQ
zdFU)EbU5e4AA_e6T|evparyseU|0Rma8SWMqyLBc{bTbR{xfjy&y@8J{Ak}(Cz%~(
z-~LABgWN`@J8?0QCq)8hs%{N&h;6uYgmKO!?JvrY{Qn5u{>Qod<K*L2^N;d(%WqhJ
zXueQIf7DKMseL=wR!E(C_Ucm-gORuPvB=vDJd@{XKlA^gb^edg?0=l|KkWa<IsfDP
zNA`#NZ>T?1YhC{$p40U8Tj|J4d)Sj%&-R`PGul(^s^lgq8^I(Y;3&C(8SCn%sXwn{
z8!2Z1ErT3x_>bh@-F9l(@?!h5-*?36U40klyH9=B#?9gOuima*V)kK$?EZ48$$d}e
zeSNa^{rwNY`i)Ze56r*Ke{|dQX?(NtJHBd`o)vnWCKQnuyQDP!*K^HDM)o(@7m7YG
z{T@-ynfT!G*6B~`rP8;2G}*kzr%+yg%iQ<(XZe5hHGP_}e#3u;2c7o9ru7{EZZsbV
z`_BJOUhIW<*!QrXKYcbR?&x!Vx5!dN-c$P8KAZJB_djThXENO{@~7%*o$b8{s~7*o
zE<N46byv#I)crdc%QW9_6IRSA`7HeV(8e<|Vth4s_sg}fJSg%p)M7K+inv#q`#-Gy
z9DjP+_pk1+u8IW4i`7TBg4!BrSnyt~YjURUn<sDD%*qcuXGppJ`S3^YM|`_KCO>l9
z{n7l$bza?ndsq9{7M&?>n|L}`t|5iNih)7&uYk8qvD<}HjT5i5g-No=E!xjupQYb8
z>p#PrhaX=b+0SA6+EZC7Y^lQKXQc`;H#h3CoPH%`w0s|*dqDQR6L&11?RxoLzNg~2
zztD#np6eg3^tHQlRxkR`lu1A5u!;o6yVUX2HU4Kf$h=Q2>)U<dn!*o-?_}5LmuP&Q
zu}J-CUxr#ATjGnzJOTN5-CFH0-}YP9KWMgRGTmz@FJ5<X*V*R7nYDSd)Y_F7%4dX5
z@Gg2iZ<VBCOdq#)->U2{S^Jz#3o2d~{jB|FzjBY+^3LT4f0Rc3+G%nBXUyLF)81AZ
zEb7ueXZM0$DPJ4Q+*Q2Sbu4Qc8*IqWzdx@3;{q)aT>eAwKLbno<vpw`{^b1#eso_%
z{|M(+jW1U}tk`;X<0i3X&ic1h``_2DG<$pgZqDPL{|t8a+t>dQoBhE5ZSsEx)|EeO
z|1+=}f5<;HU+m>RksrmS4`-J8G6#$8za{SMdu8eFDXyEs`k%XV?VeM_S75pRby63@
zpIiSKnzHK;p1Hqi{vVOY-&SAx&ycdeRi0s=Vnu!A)soY<UzF+#bjxpA6z!B+ny>co
zz6uYIe%#iJ{}~P*xBuYHFIs;vpgz(6O?`7!Nw~exKe?>lbwBhjd4}1)H8q^^?#qX_
zpBB!tUDGmwXM+p3*0jW5tgZ}oLUo7gKa}MkUVqd7Tghen)cZd)m%n-ZG1%|N$`AK_
zyPfyU_qeE#Y3jPoQO38F_vz6++qOrGvNW`XC0t4^&ykt_M)<?zZ}a{$G`H@5u*u5&
zkLcvb&kwG3KX{*MpZJ|9?+4ks0fv2FZg_l-h>YH?A@2S*?|QkB){Nt4#oV5V{=WF=
zean8Xe+uyjS5<s|IKTbt?$v?a(R1V7nx1*M6@S{&;r01t^o7H`TQu|Yg^tT)i3*A{
zIy_)tcXZ$bjS-EGQh`E&NX&d{f42XP{|pc1-*$iaTO<6@=$J=duH@2-rKfclz4o8d
z!0F`3)7v0re3-#XV2!=`KlS>9{QnuU>p5S2a{cf==)?D}FMt0ty!bAd#dNA@-+GZB
zp?0U<e_ek)N_#tR|B;8`I&yPoeyaS>z?vfC9vXJkan<Z%*H7E_e964M^y>BMjJnVo
z?*9x;Vt<N1>TP9xe*C;tW}MU|(JOauWtz+9?3-GAN|X6izjE)>`SN#7e?@*se{lTp
z`UZKvE&mx>_jB9W%FSMqdGV3Ply{XepDvv^K7C@pYX1uc=9P<<3-=yL+GoBzb>lwA
zLy_{lY9C7eeqTIgzR9e&wK{ty#g%huEZWJxluKh#0|x%E{&w;=)*s%#vwq~Uel*#X
z@lW+~V#>uozNs9QN<p5VmO8o5<$FALCyS8Rrgu5N*NT?B3R!GwVQo^B{6WIzJg1JC
z7FWTvm;V`}OfRlBz3`{@<M}^=#@{Y{xVG-wJdtf5-gmq;pRe}mbW{Xq+|fx76oX$e
zCfNE`nZJ4ZpMgc|<G;o0ZojVI^1Ls{<gS)Fzh3*pn`gd<E7UXlgs3QASwF+$gtQ;W
zUz<gHCDVS~be{IIa_PzsH|n`}__b-@w(#?`{&cFm|J+HlJ+qDW2tMfN{A2c^Z~g;&
zrWa<v;wCPQTDxz4V%F>+iR%kwPrmZBRGH+dGC68XU|e$U?#*8`oJ1Zh7ERgWnK3C^
zMI_Kwsfk`o@&;_p;ec68uaF%n_6%4=4w%IwC1&a6&jE|b0kfE1Av;p+8L)^PFpEb@
z%+kxB0~V13W-+}&cBI%dU=cZB7LSyerI$YkEFuTYVtR$_NU>+YB67ei9w{+PFMrZM
zBA@?B{+RqQ{qW95TYofu)IR)6WIMBg`<iTns4dMFr#fYe&o9l%jM_GR-OCHFeyJ_Z
zugolHe6VZl%#=P?+pAM1xbIlN4O&w`mz6_9XwwlWOoke!R~(A|y#Jqp-LU?k=RV#4
z3<u5sGd!4g@%4X(&F|Kf?3bx={Ad#=b@A&Jhf5hBO!r*AbN7gZ;Ioz%mv(t=KbfMY
z{Vv*%`hVz`{}C3l|Dl!sMza3Hbmx!rW<I<x`olZaU%0|M;@Y!MYr-CJsP#qUEn%3k
zV3K4in~!YI#+@vREX<#8|Kq&*pMh;*4d36j^=bOt|E|yf5XgVa`B8mGP3=c#$E_b#
zE@V`F5$v|mSBzXBE`0Z3q3PB0Q(l~VIyH30vTL{Z?&1H|@qzs<=YIyadH)#>y8n}T
zWzVobW4&O->IdORGV89dtcZ@A!&sfp^YLhXZlOqm)Ac}iogmk8DYs&Upxw@^f5pF1
z|Ifgln7MyL|AAQPZ|Z-y)~8pm7kho5>&uB6^W_!CAGY_H-1R#jvSmw;bN<dt!Q7jU
zbhKqGo0xKYM{7>kp&zx6`~~U{UjNVVAvmAykJFE-Yk%lJTz^QuMSI`zhfA;bDD3{I
zw>?YE^Icao?<Vtk$!(TtH#Ry;tq9g`iedhx2bv|pHeXaT^LO%phJ!ccH++8+{M-M>
z<!>QBI)B^$3A^%jKl5wdWv`;zx>J{#uKA?3TCC%ARbM!d-KXZa@jCzR&Hqp?|3>w9
zSlv;1(f<r-{Va9o<;A}IO+LP#|7$F}_r9w+C0n;ORj-azbf0p(>YRXaQ`u^n61E1r
zTUhtj)s_BdIEZ;{D(0L8wt0+EG3ta9wo|3TFKzuCj=r060Y3v}vG~XPKST4C`t1Df
zc+UOl_AU1}oo^`pz1P_J$HG<F;`8(;T?*^DfBWU4)2B8U*?sX<eLv&ng)M^VecInH
z?YG<i;L-XYD)wFbAFQ$8WH)))ABjDi+8?DKUK^AfeDK1nV2%Y>9?dfK-fO!wPchS_
zV3&2x?gy?(tBzh_esTYY`ujh^pTDL3XK1RgJ9|(1hw=yIhugZ-zxhgWd_6DVoG5?W
z^!0w7%IoFE$u(z{-{lB}hO`8%TDAD&^?!U9{!ZT~U3YlDNFC>YhJ&8}8ItdsU4MA|
zNOiy1ov2sS_lY*@9DRCqPiAp$O>z&b(K^*Ww}YR<T*6PpmDi`)|IokwM|AT)&i@P_
zCcFQgwm<Lw59RMi)=Op26S(~7(w6;VHyvx2pI#AtV3Eb1XJY0CcXxzx<t0w$->w?j
zZTPvq<3GdZ`ahzN|M8XlUH?b$(fV7(-{P<BWBSANA>~a%d(7q?+YF+-K5o4nJ$uEY
z>4AIaCVN~<=}hQx+sXO4vO#|T{LROYtbX6~pMk-K_hWnT<*-xFkIv(}Y&yH!<eWnF
zYLDj`$0`p^SDx?nCTo8C7GCK?vsn9E_gF7Kp1J(xw!)|zx10<n9F}5niBDL-_+|AJ
z#<}GW-gDf)v-j!u)-5-eO?c*+y0Ld=|4NmV>u2phM4V@<usi>c)AhI8-KdIS->!&%
z+&?-OPqLP{I;GbxN5J8P=~r8<OW;P&`q7~7*%;Jp$kM;D3Jr__vzVHpH)_@Z9{V+#
zf}mMxsHegKi^u`9c&NwNU~~U~MdW~4JlJAjsJmytB67ei9_leR*xWy05jkKM54IQ>
z>h2k^h#WABhkA?+Hun!$L=Kq6gDnPzx_bsJA_vUkp&ny{&HeO^NbM)<f9OvCBQojw
zKhE6WOck@gbzfS$cHN%nTAM2I1|7WvhQ4cJR?m1cvA)Y9xi7md{*l0&6L%*tzLDS3
z|Mu)}nY!Z}ZlC-eSa*3J#|M?^6Ms$%t5f+XB6i)}a}u{Jv-xbTCJxn*#+dU5@_%T>
z{}Jy0Hut0K{^mO7f4Ad#Yuwk~J*B+)!djc~oax{7{FsjBD(h^L`Oi@59~eLVKf?!4
z`5)%?58dBR{!s1vpP{L@{$Tvq`NDrfezblpx@qH@zu?t8rCnQ_E**R5eCuSvxAQWW
z&U_S^;3lioDXS#-r)}TSOZ5+K&HtgYz0uD6hxoVlAIcw`BR+_C{$YId*ZfFS=<)WN
z*lHbdbFpy4JMJPM?wu@XQ_DECeVSm0Iu9Q&L+xA86+qZdb)){(I3SxwG3s?e)C>>$
z#bSJu{fC<RzS3%cu7Bs`d3D#xM8v<6)41|p@%X9F4zp4MwqMab^Y|a@`}n<Ae-!^`
zVBhmc?AjjJ-<CBze;4GeSu*MLp?QW^w^+XnNO3FG&QR;wzTn)9!?s2TN)sI<?KjsS
zy#GVr{EyiAhi-F!yVRKc-KzF?>OOYY9FzO4av~qrUcI~b>%I9|cIPIa_?FAFY2~MH
zGgW4=r6$X0O9tK9*ZiM>Rq;PV)2{l1`|fWSZ~4!V&i_Me|FOtA!y1W?o12p#NAJA%
zsp758)xPN4**gRCc&<HtY#ikmlasii-%!PV!+(YkUbFu*u)T`^;4}Z`r}qzkA1G=5
zkbKxXL-)j?x0iLVUU~fEa2xNua<=o9>rcP`Vf*Yq!@-IFPRlcYIsLr(pO9poLYC0W
zt|OKEle`7=y1w6jX1lER+XeQwSC`&hwlGulZ|j-jgErYJ#x4&hxhN}6>Elp%A{Z1t
zweC<^ociVZB>Cp5^4@8IYi|G1`tYS{$9(IfmtJmr6npcz_2G2e*H<%`KTZF3=|4l$
z@Ba)3o&PhW)!$lt>^}ozo!EbdgF<#nf1E#jZ~eM`)1{j1rS;jh^TRu|Cfd~bP1VX(
znfU3%;l8b(&cD6+pMjmD{-ArE?Z2b{8AR<k|2X|;Xp*e)_~6(2=sd%#U11v^{dNDH
zeB$ET<y$9N>OJ{fGUIYe*3om%9b2EaNBwKSwl|rI=jsl%B{hTHy>wgh^Td98`<vJg
zv;T4N{?_<$_?!2S^CF##f2{WxJia1YY37&PJ8pR9SMt5HIk7aPz{-Ht|I`urxJ3>2
zEdLqO<=gImDE|IOklktb-zoc;>dwUp|6O1w8g>7?dh`3c|E|hTI;~jtDNtYc-P+KZ
z+xHl)KDO@s(~YN%bN)#FXJ`VQIv;BPV7>iz_V)VR`9JhhxAi`hXRUC3lq>$wZ+bEJ
z-*qArytV}%WVx)ncFUw<o5^0^jTnR_v_AfOdC`HRW8w;zfK`hb7#mo1MFJS<SC&$<
z1{gI9wRRntSR5EzN8=tf?kNqAfr-U|v6a%W8r6@Q_68;v2gcUXxJQk9O2cDdVsT(>
zr8KNY^`oY}fr-U|v2`@=QRAM{@EDj_92i?E4XaW8sA+FtVsT(>9gTa`xTiEc1|}8<
z##TzhYE(aJ+M{zUhF&kdD}3me>hsP$zH4s1yp=aMTlLz)74dg;45AK7O`jC0QY0!E
zBBtZPz~p&gz4Z_E-#K;1=5N{FnO7tE+p_N3e+HhK`ZbXevu~eOKWJxrd293x-R31}
z<z3g(Q+sSWmY(3=c_m#XfPFdWZg%?ISss4nYpl83mh87-zqBjD*G#quobOjPKkL-q
zDv2zk)lpssUAv1iRi?e&cFFtfmUf9#L0(#Kr)jM7^Y5L{_jvwEsUtncXS%a~*H5eW
zx_{Beb794#J9jgxmY8eUeV=w`{S`U)N7@HY?Ks`C`AqQP)SInRSH*9(dU!?Ur_8;(
zd&#+3H+0hEWUgkO(%$VWp0TLwm-7^Q9j-d;?OAX8cX55ze}<d8zqx)0|D$7nEBdip
z<AbxRH>cgI&HAA--EXm~LPwf+JM-L$tIaHr)=bU@?biLza8O>a#`|x>{Vi_mMR!h4
zdiCjtc&OO%``yJF@*#3R)~%9|$y1ZLvhtMoF5kH(1rcXlDpv+inO-v6?#H4X=Nsd<
zxF1-5tNg%(KfZtG{nL42XLunkw>jv7smKnGCkNCtndTf-U`aFQI&9MzJGc0hQOlf^
zHP?$d-2x`}Or6E0v1rKzT)S3jb@|xO>;JeG{%2qn{E_{if#u-eo*Mt(K^4DG?B2hn
z`;8sn1=Z=<*->X!-A~&p@jNed$;5VTksyPU3<CUZ`yV`bf9w3C>u*Cp&OccH!QuRk
z;>h!T|FqAu+!rfdou+DI`|wZYG085O6%|w0sl~JzD7i7$uHgFd{2#CVkJu$O{Qnu6
z?$%x0&$`FHzOXd$AwNq+x68&|yKg@`%e%a@<cHw>4Cca!gBA=abHeZaXZVo&{*UnE
zN8yM2+wIi;Gc+yycQdWl`|<L(g2vh6<yCVcc3dj)d?I|9A^6|Q<<@E$$C%uvU3?oX
z%=KgUKi-x98K$=H&))x=z2f+PhM?P44F8&6Eb3ywHjx)ETX!pdYyTfv*$4A)Ek5>7
z<ZoYnLVkOk+K<HKwR_^YuWt>^{nmY3cU73DdA7ma+ueN0esi^-&cD6++phl%&8z=}
z{}%rf^5Ohj`~M6qzkcK|_+z>M1K;ZW$8+=j#P-$pP5HKod*<TXYrV?XxXws2x0EmW
zvVecL{e!FgKOO%w99sXIo9JtjIZC--=jt8G_4?$y(NWk_xk^LQ^z-{(oAgybu7}sU
z{R<OhQ@V9WewykV_Wdj0$DRIIaK=tHEA77Zo+an(cR$ms_qpB}{xSU0>dwy|X%;q3
zbM9nV)m_Vs)jWCjnCAC@z+Cm^ChN18=I?x{qpR*!(Y9XuW~FxQ-|t*I7rx%Lyxmme
zYpl}SMYD_#vbV{#l(S!2c`^RPkC-rZ=FT={esit~S%Fic{dBFD&D!j1|9bz8a{?>H
zCAF7d_+@=aPG#H2{Pwk5Z>QdVuKr&6{GGzX{O7+M%?xM%Z7X@cd7aD58>V8PKL2}^
zw)@n7hHx9(^My6O2Y!}icg62r>t!_E`*g(i{Pz~0>u=x6O#Y;Enx99{ZmmSF*xQ$X
zLFZJz@lyb0q*1KFKyDbU*ZaHWKSS1h=DH*MH{I{G&$92BXmYE(rKD`9x5^ad`!Sn!
z!oICK-f-#6$7B2!_vc-GW%_gJe+Kp#|3?w~A5058zOZtB>hwox6LwuYH$Uyux>N7I
zeLf=Jr@dY8@L}=(rEb+;p7#DPWh=M@k0!6YH0@HR@y{QBH`wR+_t$UNKh7Ke`1xDz
z$DUtvlLKe&JDa<=b=}O|NkNycDS5Psurs==Je{%G*znUYjrF%QFSlxFI7aFUxxfC<
zqUq?wbuy>F;BSL{{{8;>AN<z$|H?lu-z29zSIP6SzfeVycbiz$+X?yeZk0TdX}Ya)
zFylsBoV)#X^*4V%9zL*t%k~5R894vc|46U8{KC%QLhjaB!zBkw`Z5mxEMoA86qwYv
z^Jip4+4@K8_OI;!VRk5A=<I(6meL=w{~0*NXFgqfZ^y30=_|KM9erl|asL_S8$5+w
zKh7B)y!dO6p=MP0)4I&%KO=tf=^ncDP2h-XX59I+k^jQ%-Yn|U{(Si%6KJ6tT^EP#
z7pZ^n)c(fme_ZXq!|LwUv+XJUt^4nk`lIiM?c43dw_oLN{kr;g;i5a)YggRadL%qx
z_U_DO;oF;zMzAp~KP8b@P@lbG0sqk_{~4OP>kr=FxS-Gehl=|l)=-I1v0w)Fe<Gzn
zC;n$(nG3o^VqHCV{eu<u()(2Z9lpOQzGYAT$JtR^uZKS}Z!X;tyXH&F^ysGO!yK`0
zclz}{CUq9u?AMmx`~CRWjq!c+KREwq_@P?<_W5sx`h%(e88Xh_+WoBybYwfn`v#lJ
z^hXhYG}r%UI25?_?%$p3{<!8==Gk;duT<+U5#0UnqqxMa8%eATb<6&pmecz2^l|^q
z%?IWg{#~|5F!|y7j#<lFbMp4&K74EFvHkK^^VX<G_Y6{Jw0LrBoasOC`|P#duQceh
zg_Fb7*Xnlo<>i;&3zvioniTOT8OGaI>^?MWdGpqpCUd=%8$8=`YBnuTlYe+?U(c#p
z=b9J)XghNwJE|nyP<X;7edkyF0kuc#%pd({Xqgc&yy;i)($K)87xt^%%F{EtdZ_H$
zb<dUBJ9fXgobl~b&ZEjuw^@5scfEeKf35$lRp%xzd1du%q1g1LQClvby5SP|Yrf<A
zxRdG!>KXRj%Q{-tJ^yQV@uz<a=3m<-&-cUq@H~;0!wX&(9^6s$iD!ELYB}F}%O~=#
z^K{qGJen@i6|&*w?{jnJJXgJ?JxxpZ`{c{jw*5<w6sGZ+%-_&m^f}D?diW2X58-Wz
zAKKgAZn2nQ?6z~3gWd0W5&vrV6STv+w14;Op59RD7Vpm7(ypr&*rT-DO;csx)77tT
z=ZDqEMonHD6sq>__U@mpB7w2X5=Z-msQp4x!z0f1cg4RG{{;W;+MhCC`rm0g<K1Et
zDpq?MM!ZtfeRk-ZdF0wWr|+Mh_nB#N+*vqX+4S|6(90{WOhq2NxxDME>*bYJp%A9~
z$Kv0<|IW;p+MoQNq1WpA0sa1eTstr9abI{x;`#QOo_&vO=1v!|Gt|*zdor;?`Hp~v
z)W1{z8M5_n#DDYoyW@|dc+-D|toSA=`)=K}&b@Z;UP@`77P?<?`>xYT6Uzf9+!;3*
z@o7J<j{jkr{*Ti;|55zgn<e!f!nc0T-oG*R<3zC=|K2_A@a_MdIlt<!F!wPF&A|AG
z?x5GHC4WuBe*S%aFLB3aPA%`-M^{#AFMqjizVXlRe>>}w_V?9qKmL|+aozd(jDL(x
zpZ;5DwQc#zEk3y=)dmN=D~letbTXb_z3oas<W&E!4}TliFnn--v-Y>$59@EmKZ=EU
zr4R0t-*)NElZg(Mf3`3_uPJ=y@q0;<)#j~%e`nUG*xy|I&Gdu(AMN;?-4CvHKX|Kn
zH}09P-kqP<i!=^QdQ`5fd${q~PubZrX?x}N#oL}&pM9k#X=kGB^swLiFP7L9Tb)at
zb=FOLn&8dS{N4W<6c%-9AFu)6p^WWt8(MV}5bcP8v2{@w!Udyj%EMw{VsT(>9ZfHk
zrx)Zf9GF-f7+aD3J<6s$9Suw@4vej%=>=bU`4jh_q3LM-!LxQsKa4*rNBy0?|G~VA
zFN<Hz61_4lPUXkc6}MII7{o5rRuL1hFg%f*xOMpyD={81GX{_94U%QrM(f|K(B8Lx
zQC$A7^fY$H&NJE7R$A{@zt|i3+u5~V@z(Y~V%q<>X0G`${h!e8^S7@*DvGU~{b#km
zh%f85`q#IVHaxzaX1n^`e}*4w=6_@jKb}9Z&*HM3=zoTTu6l_d^IP(ldDs8&&-wDC
zIppG}0@ZmIBC2<kdv6D(F&C!=G07JTAF`avrB^U%?k?^7PixO-3m)3pD&<#@RrX?i
z{nYRF3$(P>b*_E!PxWH1jr+s5LHB<9U(rq8xpD878J?m?^cGHXNj;I8s?cPi&>Xh<
zX_;Mm0!nh(=lP$ZX=(kzpgqjL8Go?+$UmHRIqJvswNYXhOxSBL-gGNseS0H#YKK7C
zGH0&?jSaHbpZ5Pyef~#$`Vl$(kE?4W|L*;hynN-=JkJX@Ro^B=I_E0B%q`of<uY+z
zry1MjBQ4E)>*__1{IugY>0?^!?fdTEnRr+ATIoL~d)M_}-(=5h<MBw3b?wm^GRo7W
zq>fqrj@lUhY_3+#_Bo2VQJbeOeRJh!O5M7P@qO{z%m2v8f6Uxxad1K15vjGk^PB%z
zS9b3W55A<l!%np{e@5=qa_5}F)*C@#EZd%*2>hk|pMmAie}<;UKT3c1{}WX2{Ud0U
zc~9~3MCFg+t?6@2ex*FAeR%my;|Wz&W)>!nu&{tn|I|)?wyF6rMZNNP-lc7S*00_F
zVD(zhNAH>UxIO3-K3pi4-THK4)SZ*o=labLtUh*scX4#qrMf3~(%;Sd=_(Swug(p9
zivqp21R&cx5OyNlKgveEH@xQde+Jh2zl&@<e{0nrG}&iRlm8+2&$L;`=042dm}$OI
zNbcIJUlnVV=6bw1@m=e|H!ba-d}(P(XO2uN^0dwV&Get4X=UA6spoGS|1+?B`myo1
z&5y9#=dYRG=eF4;yZz7i{adG5pU&8PyXM-*b=7%i>lMtmh0n@;va4)yrtaROd)CT)
z@RfA$z4CDClusNAP5cU7f5n^b>aV=&{peZvmu>S`e!rvevNmW@ytvuEX_vn$E$Y&K
zbAFxuvi(0yZ-49lXnx%PhZ^hr7Mti5p2fu<ZXdnAPjd6DB=4;qUEI4%Rlag;cT<&}
zBr4ll*K_^({Xf$7zjc2s{+9Wlp()|TuH(I5cIs^P@03&6^)YkH4yR47nI-|ZZ@pvR
zd@xt$@ZXuoYp%agtuvlu<!`#?<=Zp=86NyIw^u$pSAFKSl5fxIKh#UNiUh`GK5vEI
zn<?LH{~`MQ4fn_W2j<@jK4QOR+t&KZNB(R-zQ<1cbUr@!T*=8Ns%`V_<8|B?r>MW%
zlChv@&Eki%{)+x*XnI(GFyK%2$IXxIJL;4EGqg>-^Wq=RhjrUk+dH33$eACrf7@&x
z>EGKfo|>=ppFvt<!hZ&a_;aiN6+X&%dhy)rS})&Y@4o-b-j{8AYw!2ZFDCxGSRotU
zv+76ubUW4M9N{647A#y`5|a2P)?<B{sjOY}ikEp|Z!JBQ_WS>5cyOQphWq30ny9UR
zw}1Wp`#j$dyK~3ho%Y(2d*Yv}(XoqW;XSwAj(G0*aOp^6@z#z%2i9Nv&+tRx`X5pL
zWBc?!vi1LFsY&a59;&_k%s!^;SMny^lFpC|+qlE_am3<$J-^jk+={qzUq86<^t|2D
zuRBfG@64U^OYQsiyxtdI?CM{thxe@f;oTp}YT;|Kwd2{fz{9t{Pg*YiZl|v0>}v*l
z7R;G8fAy9?*LuhKk6(c1#E~(5=Ep@CknIGq2g+WM-J=*YK0sj-{*?cZ=zoTPysJJO
zf7|)^ZTPp@e|z@?F8N`9yz0o=;z#kk*<2rAT3tPOvU<uS)wHcUickMpE7MahuiL%*
z-}=DV89H^^dTZZic%A={y*buzkDR%1!`inRr_O(<^OZlfZY^jt=zoTTNhSM*{xcjh
znZNPRcb}BovR{{XZz<bW`1ifR-G;?~-^d5Xm)9RO-2dRJZ}wq1^UHR|^#|Rz{#E*P
z-FL2D&OgZvbGK*KD@C5@Ei7(mGjKOJyvJU83HMIvZ=brpZL|rW^+;n^*2R7AH1EI9
zz5S%>N1ytc*Ov;ydVeil|LE>MXWg}H-@JXiWlN({mkOsy;EGUJW(Ece20laoMO{B9
zKX(F6oj@^vqy2;R_dj^Z%75E=@!fxh4EvkkJ-2QAF*iAP*RP{y$HhArxgKy=XUv=G
zCggmWLGYZ}rkeKu3@m&8Gc?KlasP4iaoCUPzcXs=uKm$|a8~ZgqKf3O?X!;kXNZ|w
z->~wwirL{GOCHW&B)4w=wlCqQlYZE%9ecJ~HpuGT<K;T@-L5~IHtF@X{|tKzzF)FF
zvQFv&*BsrJH9Mo8E|2_dbtUufir}el^PfyvujRRwfAh&7#=pz!4+_+0`ZwCkBwVad
zo8P|ceg7WmN8V?5u|Audkv88)=l;j{H6ghjdTx61IXQbKEidZ7%>P4m{U4$02kbY<
zH@J7&c<7q0@2tAIAhtf<<*w|Mbe^2GoRSfZ%*7urZD4u8;`-}WS7koOQ^~kwn^cW$
z_Ycjx@c#5K^HouLPYSnRQa=)B{osy0U-GMCCXd#J73`X)bnWT4y*g{=EM{38<mr|D
zrd1>`KA=tjz4<T@&6$C)6W!mVeAH$Xso^mYaY#=)MVkvhhCggweni4f=x&Ysh2)Q+
zXJ_u-_TkK|Bgz5O?xY*7-I;GVA>q%#!h_HDRs3gYS_L{^-=zPC`tpObb^Sdr99#L=
zUrc&-K1am4_BR*zXv@zowv;$iSb4Fg;ayp2Oykb!ACzN%{QbE2$b2c)zl%)!JFT|t
zGn*bJHSwduF72Y}T8`mvF*)1~qTyVtm>NVF<He7}q_&>eXn6RL+@&f@?b}oB?Vn|b
zY<s`Uep!v=FVpmWT2H2K?(tK8H6z>0MCI|BS66zk{>)qJWfZe%()ZcBnrb$sf7M?3
zsw%I0*_~{ua|>CQ&RwEwdiCm+)iMRg7HqcOEFkK@GO2<gth}*Kv4Z_kf7^nO^AFog
zzm!wD_^z8fH`?jSqTSo3tW<0|Eo`)nL*c;(*E;5ZH|KwdtiP52?bHv^1vQ)>dBS$_
z_K0QKq!%wf5xB>*sHe=Pi$Tz}VNGJp%E`JHl+@V&2;2YTO8jX2kMrwC<Eq-_kstUr
z7w!Kr<wx|{*B9%q=k9o9-5OJ+)5T<Fux1Yb5ueS!y+jtXzljQ;eR0`;hTS)Fetix1
zj$ga{i`nDWgB3lsIWA(!oSujIrM-+>qT`S5+Uj|G)~xNivwH5N>KFggU$pU`+>h6X
z<3(y%7yj}2kos}g#Xqh~qO+=ePrC)2&b9H@@!z^LX7S2{Ptvw&f6+K)+%+Zk@|AzK
zYu(n#ZCM%G-LvRc=8Ma|%Vxc}>}z^)SyPwBvNTfj%BXtmWeq*^Gb|41X=layw@-h|
z{o(q%*^VhIj_Jo^6R8xd5~2H<b=qkzlO1OUOfHf=Ar}$&`$&@Llp;s2(|>MMTz0x#
zqyLyU{BV?cm(JJIzV?B$Ze5SOe95)xmr2oTn<Uq8jt6Yg4Hn8u`}6ldcxcaCcU9^?
z!<)Iw&wsG<UTGtqT4{4%c+HkGe;0WtD4TsUh>N-@;guSAK+QaHtHk<;rFGhmbhC`l
zF7yq2Iwg6{e}=iXYcH;NTl>Cr<G;DJyhdk^^FRDslk0OdbaB|?z{AVtUwtb6-qQTN
zTWHC2r7bcc>1%FhtY2^cpjUq5`~&N6tACrF&tFsa@$DQjE8bPF#P0EAN?FerGMW^n
zTE{+Bf^jKV&7mc%4EZHLqhmkB_t@w!ds%h9vqpQx%Wt!u&fI-*-TIt)8t)efnWRNT
zHV7${q~6&n8Dt&y{(vm^WA{!wlZtHjzjNPi&8*4QTPyhC#zmR6r(#y#S=YmHL!5Qy
zNv>5A8@V{w_ngiOKAdK<JZkzD&((+Ht2ceVYqG5>?&bVTdoo*&K97;^JN)!!)4?lq
zEmu4e?hcvdKg;*tNxew7AYU);nMaQmhW%Swa@N@IV#)1VY4;6nmo8mmX}fmqmcqot
zQVpxRRyV9-U|>AJw0w<xYuSGWfm}O@ioENOuD+dnzH9M?oXbb9TUF&Y#X2}OJ$x)7
z;jH&*F>{l4)&6A<elD21cG2Z+vun2flz+HSjc=OT5}7M+HT6<%2W^@4%=gumwP$8u
zU8(jpM`KafVzL)_p^P_<POmc1Z<1iW>EGq`IrTS_zv+KSiL?K^YM)(2@_|{Qr*}o1
zeIy&GIO*#JrkD9*KGXS_nZiud7@E7jtoqsfj|((%I_2+_{SQ{`Q~y!8;@`Dtx9%-p
z^v8VHm329POqaguP0wHDS+?!ep=S{XW+!zQwst;Fik^1hAj8ksG5;BwH~wdM&{gH$
zajrG<<L4v0dUw<=58L>oer4_K^)cQ;UhWsQ->kpM|Lx7+iS_yM4Bj7&zq$VSxbVkq
zuWb{P_y0RP@$t@$Wh|>=Zu_jX-7Ub$6cXg1lD3nd??1yqrTPcc_KAJ){8731Kf^(r
zf4se#4?ZpJd;Rd){6dq(5~t7W_-b!oym^{zaeT*pK|8+8_zzC&e^@a;G(TK_<9_(Q
z%X?TqmVI|<`+Z31m*?W`mreJ&#Tr$M-|_aE=+C*c#V)e!kdfCr1^G*&pz$WGcWA7B
z8HMdCmjL#LdMtPB?6>;QfNjC811rb^G|aPOd($iSt-D%Px?D6>iZrxNxp63bWhq<V
z2)fdR?OWZ+TmKo}2JDwn_{jTodef6#zjNOomd+N~b}1&k&}D}ZTi1>4Y78w6UaJ>9
z41d2%yIFSX)1R}Njs^!mEf0V3pW*bbn_u0peONC0v7Pz6piaBAjrDqVt~vdWx<6$u
zRV_blGUZ|UY1QJR^*Q=C%pa(~o%uo2j=kdh;eyNyFDEcQ^bPjf>hbJCN(e_A0|S%o
zs#O;Y)-2%T2#XW`$9eoe1Iwx(#{U^uzFgAZnrj?sr}J^y3ZC$L`g<>j-F>|6gwnlx
zx}PcqKXBK)Id?#)VAblcx*|)brd~eoF7Z-7TQpU><j=Zoe%HNSE|ysQXXrJ!qaEG0
z^6@Gi-pJx})6M$AcVE5dWmNa&(UQfMs+w;8VS%oqFXZK5Ri;Q_WSz-Jl{(=MSFi1Q
zCArYYrTxd8IU2uG{zb0SIc{($)v`9HOe<!~O1I$2ZzYzi{d>ASJoU=1kmpfLG7rXX
zPyMX?F}&Z#_`!>V*S0cjGB_1|%-rMf3oHKO#+Y6IF3O1+zs(i<<34|X%lW6fe_fxP
z6*cwS`dYoED`U1?KJ$CY#Pcfu8RlJOt!MuzeyP6CaORw)lMl_4=bOJ<(lKOqtjtrj
zskiRBs;p1ByY4@O<Kcp3Od^xk+*x|<-07#FmD|RL?TkM>?|yscm)N3BQ|0$`wq5sM
zHLqT7>dJW2j9J$fKYSY`8}GHl@GN(##|!s@TE}<VFZ%hi%l;`}SX+8Jv2|yQ-JR!|
z@AfyI_@n(x`(V9<cxOe_jhI}E%f|w}f&%xeJh;2_(d;~3Z%?<k+RNt7oqjfbrvA5>
z$5weCrq^D6^Pj;jc2Sr1cjE(Gqjx<Kxa(;>?|+7-iT`d!xxeB3E%xL2w?$WU7Vg<|
z!Q`M^^K!o<s?U~MuMyj5W_k13i8Vi-DD8Y36|~gqYqB5LJ73jTr<eMbu5z0rdb=#%
zSpD0}{|rsb{~h_y@WF4dmSlaVe|O-m*XA1}x18t9xc2OG=pMg<(@gcNogA4wqbyFc
zu$?$sV-MOoQdf8A(vR71!s|EpAI;d(tj4xLcgwXo`rmuxvzb2#$sgO#RA*F^{A2cS
z$C`j^|BU}6f9!p>|53hR{N88lSKU9k%X3NI;Z2JgL<1c{LPG->7>Z4Q*@?Fpy($S>
zcW3F<<*A?kGc?sTw>|V>(NvAx>AiOD^wa-1|8~_KmH!a9|Hk)!T>K9;{{;Wm`xCe2
z+OmzVx$%xWd)Jogn%mmE&U7f)`M_iM;v|l63)6R^e`5ZfiQjVknEXxV$8C+joocu~
z#@ur6*kfC@`L<V2&F+rRzfV_A5q##X^i-CgXUX@2^4H(Lsr>Er!~fgSzti{d{`RZT
z;#WF+tWK^u;J4)D%FT0nH{TXJaOa}WCKrFFWVL<K_9ymlN|(G`zFc?xuG;x8&d)k;
z6#r)Dv68zF^?onE`LE~8ER99`N<Pqky>pj#|Bs&^-#_Gkv;RZ+5qWt#n;)-EAFdPn
zaBSZ7S?4y^{qRVZU<~2eGRaufrPr~%EHogpK|wNpYx~>q57yt*f3QB%zZL$i^Wz*V
z`PMzAY3X}*)JW#3*tq91rAVev{Lm@!bY{EbBzxZd5BmQzu<o<1KUlK=!Ny<L|A;OA
z*770em;7OQhU^vp*e@?<T|Dd4RkO@(0)`A8x{lE+pT;m-1~7b%Q1hF<?B6x}4`u%u
z-k$!ud+oBFAAWyx`VqZmYMa18mEAS97b-osdOlVzuDN*AS&i*k;<x_$=bP@c{u8S^
zx1Xy-zDb_tk6`k{^IR3_e%`Xeu9p|x7TuzKd(N~Z&$Ketxie>Wrl~ZPg39N*pntdG
zH<ka9m3^EK+UBDDx34~betVqckHp%wd-ic(C=Jg2)~&6(O3czc<Ff4SX1SEQz1iSx
zF0SBhE}EciE+5T7+gw;#f8?*PvE1;1Z*}40xx#*C`)a>UnYKxKM)K`NN6NQ2PDygH
zw67>#|AGnI^7bo?59B{&wf|Z0pW$Kn-_||u{~4B_zV%mR{ki==Or8G))PGq0@6bKv
z{|uL(zOCybeywXv`0*XfCm*PObneFc<jlgqcMSfeglC7E-jzCk#LD(qciobsg_3T^
z17EoBu&{5f*)N?^x?^_p$Dg5+QKc{a1oQLK)=U4ibX9+H^LoP(ckbThQPHl;YOcCw
z{n&o+*7fF6v&&zji$o?rImdod>sRw%tFBY)KQ$YjF8pa{wTxTZE9BMXJfoh;zNSz9
zGqA0jwb^&s%wKP{w!97wUiNO@S=Q?92Q!v;KfKyMcmB+!DeRkOO8;lL{^R<j3grX4
zj`wag-MXoD(%p#KWiQsBmiqpDcNPE3v(^9RCT1^<a9(!PeUo&>G>hvO9S*F2&A;e8
z$FmD(3vJw^_(W`HFJ-$NcPVH}%$)o^35zCI7h9{{D*Gv?b1bkVv8{X0`tqmC=GXpv
zl%=s~|JL)ZqgBfy{8h`JEB_gq*OurDWr5Dc{J0{+$vJ!JAFqq=w$5#N5H0a;VeGwo
zH5ckE)?eE7pgzn0=J|)u-xmM2t=Ro7=f~=-PZ@Cr7ng3>TT%GT;W)3%$L9*3B3+Xf
zD)e4l=eX|7eqk9ktEri}l4^gg{-wt;3(Dx3&CSdeoB1c^V%*!`_4Nm>|1)ID|4`RI
zw)%Way<Cm5Rn*oa^FQ=eth#k~|K_c?6Y3(@KD9|_^*-YF<K$t+gLcC4TY^@5?KKUW
zy(jLh{Q98Pep^kg@?O5V5dPKlKLgvX7jY^V>L2vWb5B2#<QlzuZr*FZE~lbt=U3mI
z^56?kxy4sL{;EF={~4N+>JRGvXUOpXp*jE9ZGDy+s}EnFwl}X?pZuSp<^1vBX!(sV
z#cr}*jp^NVXVZU%)eS;tJao4*Tm5H<_|L$xPxOcSgZxA1`D!G8<Syan=l>DzvhC8A
zY=fetZB43u2L2z-u1Y4Kv{auQFMiD8m0pj*#`38@=TGvy{p|gBdHJI=PU%fCxL7{*
z-JdO&pS}MsD=HEgKYu<CsL-O<7>wx8_5T^zCF>8W)aUO1p<UioC-%qu@6<ZuAJ&Jf
z*ju;qM*Th(W#4Q1*6Gsy;GI)*E*%Q>_O@=+c3N3wtaf*P#?SJ+oVqE24)U%08TLQu
z+5e$r|C_BJW_$b)|84u9;h=XN`w#y^Q9Qb0Qx|0#pWEmp*}Yk)#wzme%$YN9OiN3O
znB=)W@`w6whW`u)uggjQIQvjuuqFkx-k?V7nvG)OqiXK?qM2gl#ggl{T-njPF2SM3
zUjE#N_Q21}b?j1K*~eu-?$g6o+Ft##7HbEJmX{E6<Zt=S>vwa_S80poo%_BNyGi;#
z$QG>=tFepxcfm$Cf4AkqJK_I+p0oFQp|M`s@Zp<g^VL#2{-|nQ>N{8R&}^^Fg8Qew
zeKK3#c_h#`cy`yP+&Z7WOXn^fV%@rNYoEk~#N<w<6~7pR0$r=7yu7@Wl|yCG7EhH)
z-itg{rcd&eG`qc<OJmU*M^g7ij6n75wjb>unjgB~JCA?okJ^vj56`tfTFdpJerd)(
z#Y>C!Y@2*x#?!Evo)3i+Z|%$9`k$dm{6E7%l{cV%FlUPWhU?8|ug~0nYRa9Hx$}R0
z%j~iEcC$b0*Rig9)3k*hP5tsTzvb5X+?uB@=xXYhr+sqkPh;f+`xri`ANtS09aSOy
zaCy_0`TQBPYU*P9`WL>u7!`GU`S&1=se$Ypn6|!Hv@!SO-I<WcoX`ZC>>aS=Jzy4t
zd_9UGg&Q@(VZb7Cz$~UlsEwL|NPz<ukppJ&XzU|mpBiB?U=c|Viy0=cc^;7Ut>izF
z-z&BB>ziHnE$hziU6T{KZn3@1ky3^K3|zmGC%?Y6m-$iMQnSeqbp1Zv?Wk99<9KDh
z!RJ52<Ex+F)~nU3?r}eF#QAVXz4mG?y*094o4d38^!x-{Qr0}0yX47b-<Q%$tN*rh
zKb>O86*24dtaB%A*YB>M+PUOPDQDVmpY4}TW}csMY0~|<rE%;(4nNZ8jaA*Zwp8_N
zr-Dtf*>lHNYbyWn%lmCTelh-pCA-*1b)K}s<4<?2yu4!W{k>{SpIU6Ya{1Mgx$k#X
zt>1hk;lqwqesd$#_L_Zp`^j$h#=Tpwta)@rCr!xNB=J${i&JinE3-R(u&(s2elUH@
z%uccC{W6trmS`t`PLADMzp_U1h~cAiA_vpCZ1&xolXg8bYsvIUQ&RJ_<tHa^xF38h
zWO4PUZTnAu;L=#MZ^qNn-Z_EZIXMI4*k*~sFKzuC{zokMU!du4kNTUUALakeezt(0
z;Xgxji2YOc{|sFF-{?NF|7#a_{l(I{(*F!trj+oHBhcJd<C^$|{}~Q>KAe45(1W*-
zQE>7Fi>LJg+RwdbXLnoA)YV&*@wD@lM~^{h<3YB4bJuwv-_L0hFXdILp=MToByqXR
zsgr%Pr}xY+Jb!Kf+?uKn{f3YK*z%m$*nIRtcXxA^-KE(zCpB$F9&6wF78I2A^45O_
z@549G>g)<y8vS6}_BY>t&wMx~yj1<o@5iq5Pxt-yPdP7CdCuN<>(w9159+2re7)pq
z>FcHYcJ#FMDa`1UzCJJFZ-MRVpV<l@#E;y0ZQLidjV&T0{@%*)sczb<J-z($ZfmS9
zxvIVO>x@3dQ!9dsdR^5o>i%cYwM$!mNS-&QBK=^&!AeQbcQJRoT8efzFv$PlknhW0
zzNqUzgX@lJm4hFyxwf6!u>bHvj)U>#r?%#w^F8H%cK)nK+2=(&=4QTEyAkLr`ep{U
z*}hS+K&-Q%M28F3(FGb#&%zxxU>2jz7sDMiDo$QX8nB2QFpEc13VA67SGWyWL{{3r
zz5d%GYyLL&H~AlpzeQiPNtADYx2N{O?YDfqS=nhbb$O4t*&8kn3wmXIs!fvR`kFuo
z`L_97{}~=!>HncofABv8%dH>m52ybTcRyAqaB<B&x2+dyw3laH+h+Fk?%Y$ZVr!)|
z)6&uo^=uX@^2=WIpP?hQ{=v%qUp72H8vkcq{ij#^voaR&AI<;K7XFWG_J0O%zM9bg
z45yy|XV6<Qs(2)Y#_GrRz49CS|A^dv@coY%`@`*jgyQml=*l0x>-7GSdh36NZOI=`
z{pgSCvu1pnWmM^Q`M1wZ{y*L)?mk=p>*Dd#=fAv;@4CP3{GWB6zm4l}YW-)p?JpF-
z_@6=G)PIJ9!Syc_&v)(r8S|gv=~elUJnR36n*W<7^JDdYhN<WO#fHE26=D3bc2x0b
zXbi!$QIr0kf#v$&mih<F?tci3zt#M$@$alH??HLzKIiEV(nsZQT$eiXPx;#V@F@G-
z{aZhWDXu*Jgy+VzTao`6t|i;+`GfP$hn)3)mYV<LlKsz+8vdW5c-B`2%$yR4EsxY)
zx#%F@bsr<>MinC$GNYj}(4o<If1CIpf$V==-M>}qPR$pr&*I+yLx1|w-ZK66e>_)e
z9MyVdpKZ^(e(2KOX9k^q8y*?mHr$<^Y<ciyjQAg++y6Kv|1+@K{by*J`R}Nl*xyYi
z=YQzsA6?Jx{3v^^o9Kr>zxHjdx%QtSW$&yjlMSvW@$NXh`yEf-af`EcXZ|xBOtpV1
z9KWUg@5Fe){|qnpWqshsST4i>Y6y;2Sfe%aaA}|XIaPl!{XfHl`S(8r*Z)v{{^sk$
z`Tetw{}EgM=zag<kMcc_Km2-Gc2Duzmdkljm!3U8XJoeA?1A06@VtxPKhHC$+kRpH
zgIoPSw9>XOihQm8pMjmbCbTE^)^UTLZ9B@|2i!RS?YhO;68R6+;(r#ee%StZ+Uokh
zCRw4s{xdwV|0(z-|2NC+{|qmdF5o}5f3$}&+TR*Jz0YUb|F{BwbNpvG=)3>H-1x2R
zZ~p!^&9eUxW#7F|XZqvwUG^K-e(kVvUmK~{Rd+iv``H%v;K}DD_wjBqs$YGqE~kI9
z{UgcvA6of;bu2%I|7Xyi|7X|Ye|%a08Kx`)?TM*>v+6&?yJE-nw`MW?3B&A(_hZRU
ztG_Ml8dVG%z8F@avDqg1KLguV&{{y7!iT=z2lwgyXK4EQ$LYGs-k?+7vCi(-a<|T0
ztDjh^_2I1aYo7JeOwQWcOq?f7e^<IP)PVN&H2!C3s{hgckF)nTcSZg;`;YcVrSm0X
zGpyz<Eh$}XYx!2Gbl2`l50s9*ds_B$hRvs<?3brBs5^BHn*QFi|ET@O^f&7t=iiEV
z`n&N@_y>2_eLv<uoNNEaioaLAv-j=PeK)V4cH?c>otG|a|8#Zu3JNC}K!bjj^#}If
z*!(U0@60{*kL|nS8S6M+>=XaUf5g`L?LE`0TTaYOz534P=CaRfsvWw|Vtno-&*ZIY
z#eRMY=nNGiF=P8j<A>`T?Tl({uKg4K6Y$~awyh7(3uP9+y!C8i)sn-N*+wGM#2K1G
zr*_zUG420tUw7_4%l_2()~fo0{5S7E+&A~3KIh9If3>*_Gd)hT@S3bOS?VlQmnnPW
z^VQz6Da5aB$FVk%edfO_^&9uUIruxfLhtay`)|WPM7w=F*17am_llRl^0o_`6vT4e
zQ#5K#{G2n*^_Ss#k1boaZP?Ov?3|#C!Lf};rM`qRGw>f;LixO_&Hl&B-$ee_{&(5V
z{zLjv{r-5Cl6aAd_J_|FetXZFb!(2#rI+GzImVR}CLCb<totyp_)OAXr@^remHE@+
ze_XD=9sV;MJZdk#KkvTizZ3Nzy!%^kiMQIx{Ybm)`+1-4>nItHNoR|bd5@g@w$}Y@
zTfFYlo13oPed5Pm%2KiYi2jZJ|M-6Vo%Khy^yB4&^FIW}bJqA=*|H+)-R}dpypLC!
zKGL}J@gVEB=^{pR7yRkExbvl4MAzQ~YxYb3xPB;}caQYy8t0GSJJy=?@;hBlzhc@O
z_AgOJtZc)=Ns&vE53O3XS@;GQ!w>F%9IXEtSdaMs&<;PGFId6-n7>(PkN(H{hrgWe
zsa-C)TC(}7u1ZpOb-ql?9v6>gmWfHXB^N7pOwjt*asBh%{|szvGJmaqEBc>-b<*FJ
z^?CQ(_sP!p{ZYFr;&o?Eo3NCt+Qvs5`ETBCysXK(WXX!B1$$@Df8mCIs++*1yx`1G
zZ$k#gN&Z>?3hO}!^%NcdBVty6%lha%#s3UVsehvXGql7%C~x@s!ba|%PWz!Mzoq;g
zrQ5t`E}5&kZ`+JF+W7`OE@d+oc}laTihh6pN2dHg1FOJ~$sevCh?D%!&=mXc7+bFQ
z<Lz&GwKBd<yOpy${o<F%CkEb@iJ*&N9!BypxlK2E=PWe&!}UKhuKyWWe*DP&&%kox
zKSPuBzw`SyZ9n{8?bU1l9~-vM)4879ot+(Z<d*NlUAuEWZ`r^pVW}w+sOER)0{grA
zH@Y8{kIk2~PqJ^GFTPJD+x}LZ(#P;a`}wn_zAgS%@$h%(+jFz?O+NiB)H*hMNm=fS
zRf{bc7+9;8R@DCyR{j^b6|@%oCjW=||7O0;zJu?qOhR&><!`4y=3DyPw(i(`v3+(K
zXS?sS{4u^>`daz;uh+hI)h#j~zb_VH{OS3->OaFlzxoFY_kRf9|3kxW>wgB8Y5y6T
z3@Yx)b7b1_8oPdUek^0orq=qfQ1<-PlCJZ)EWrjXCd}t&C6pN*;Wj$@pMh;t-Q8KS
z3qEdZ{m;Pq;m2zJ-a|i+2Z~wEQue)`KWEqRIc)V$m#gnPclAT~9|8M+Tx&t2X<vWv
zKfcfNhxza9t@nHFw=6$aFMl|FVMVZiSGxA{$XlFYubz2ad^*A8db#`Qp42@vCGROL
z?7wwi;6KBINB%!_|1-Q%UXeK;#9jKI;e)5FxZ97?757zlznUk}_v!2d{foSp@5VW(
z9rHS>(6R3lV~h}keR%zYx&IkB>NDRr%-?vtxlZ8UO?%0tAFUtdo%?>t3sjuaKDmx<
zS=+ydZ(~jxsq`GWy7uCBJ!eJ9oIJa$ajCy$|6QNYygzUM&FhEjxAMPv`>1$TMf{O#
z%e<3KlB~NuCw6(~7RvcgH_4NfEOK)T*)%oz<ra+N(uk~97{brb{}6Kj_Hyt43{83e
z4$0a7UH{(3UT%Hm!?{)(Uv!nywWjZydgkNpsAEqHT#_O~@3YA3%F8_3*Svmu{e#W&
z8~XPDXJA$M&(Ks{<NSAOjp(Y|krmTJw{F}2Ve8Q+vlXp+=N>6HbXBhB@_stQ`@tKb
zcL#5GG5qQJ+r0n5y!sCj@;~(FAG-c`cYW6RA6orA|70qRk3`MARbhYlp0v2G=#>JW
z4<}W^%)W<R`!-?CijUg!jUsKP=^neD<A3Yi<A2=z{~6d0{7L?xf7IeXL+;=F$Hx!)
zi@aK!Za4AK>)F$q!h1MXH%+?tEW0_;_~_0@JGM`GXJ}Y@XvXcU^$#Z6e~8U*z5l^e
z{^qsg|2V7vGq5K8uzx(i^`6m>#NtY^sVla(-FwIVn!9`Dx(T}udB5W~>6+xS$yp_<
zN8a+h@P7tYr@tF)qW?3nJN)teApVB)KLg9|AO36a{xCiyr!4iKp?9B3#jdM4I&V`l
z=H0T~CZ@OHsL17wK{hYv9$Mm@7Q_5~|AXg8^|@<`ez-o2@2z8>=6=y8@!@XSeD})f
z*<07%-Q_QsIJtR~>xp%fcFH%%v+uG0ZBxVk!T$h1=bh7LQy=7Wyxb>$S#1u(r|6qe
z$8)94tf%$}zmF|t0Bu(x6^nL$)O&sOnmu2QW9^53SNzvIFN)pQ$*iH|y^&iYoX5d(
za>hZ0u)89Re_qvHjpwj`@Gf5P-`RiWe^>3#^1t;czjdF~2luvhU*9^re)!(2Yf^n}
z+xDJQNevZsW;#!J7)?(9yUg`_^*>(CAO9IXKK?f0KSNX6kIBdPZ*f0%UcBOaZ1ZEW
zm8oo7ANvc%W=$`=tu}X=mBZ$k6YrG6Cb@C&U5M?FRNJ@cKSR^C{|u*;|1)IV|E>J%
z`M*iFHSzx$*b@FToYJTX{?CwlIQ&1u<+#ZX@@v2TF#VlTcd!0Kp#2Zs_CKP^@&6f`
zBK|WRH27y7S7Y=e{efiO!jJp=zj&WqyKJ}ECLQtVMR%g7&N!f+zxiM;_lh}lKN-56
ziQiVgCH;u@`j+{d@Av)Fj(B|j!|~=)-zeF;=C`A~4gLo07qfqGVt)Iz;y-487wogn
zO1Sgt*7nYlT-EjIs!wk6n41gL9G^e;UC8#8uIIfNp4#W^|Dp1q;g9I|e;f-xbUpv}
z{crDoh6k(eS^k)s{NS+c`@TKKYY&zRNgEvSEV@>FFV?Y|Yw}FdLwhoJUhTUS{&oF7
zPEd_0@nQQPQRQ#aANIcuT>P@^SK4Od(@TF`cHTB&Q|7F*`!3peMXR4Kt$5xe<k44g
zSoY@n@*n#@+;{$Q{KNF4@*I2o^CoBR)B5oCUH=MKg;RUP4Qz}wWe<ic?dP+9aQuF!
z)a4(+-@1M%uZXd~@nvoJ;af-N?yR4xzN7Eoy@wlbOw7(PzMt_$gz@)f98Ez+I*Bvu
z>FK`Jz4z)>NteciJ(D~RhKle^@_fKxef@#^AJOoCT=Ksi|1%t{w$D0I|DZ4agO~TR
zoj*!hf7Ex*7gQ{Zmi4nxjW^0v_20eB;kSpf+N*>{W`6xM>3?K>|1+>|_|d=YPxRIQ
z3=bySGnVfBBf0FbXiL2Ko^1OWa<8OsN9avDCa+-AouT_qx$>sSNj)FMGVRXY>wl=c
z|0BBjAMd&U3{8Ij&ThNUW+z-zcm1oqV3w2heAyrOo<E$oVtUor4?*VgcZ5avRL@Lm
z5EArM*}SLkf&9w&55Dhzs4qWo{)d|VoArz8PVZ-WD;Hg@l=t;-)hpHLwdKJRLwu{v
zti*1uS~*F%SCCP$sP@@D$G>g=86NDC|KO+pLu3E3&ieHK3^#)xom;#1$2?h~+9+@9
z`<(Y96}GlM_LM&}Pc^1(s$I;J=ePFlBfm?w<NYo5$7bEXE$hzTv--QR#(U|V`<eHc
zKa?$hr0aC*%!*l$xV1g=;!N%ydlu0l`B)`wx73-B>zi%VKgu86wf*pUxr(aG;TOKX
zHLA6ax|IJ=$gw)pCRgNwM|+#QTWYF}z>xs<&(r@iuw?vaXaWslSStM8Qm6T!;b3(A
zgVp~TwzjUD`El{lS#z$*v3=N7p&xT4>BG5c7gre{)m=N~qW-(GC>Q4U9*d^e`8?ZF
z|KP>@A3ExPgy;X`(*LbgWA`Kew{+b_`42N*?~*^#xGHO!{fCZMzv?Gue&b$IbN2hS
z35#n!Dco8U{p_3pr~Ib<AD-O*p_2bsdG<s8e}ZBA|M=Dg)*rlm|AYVi8~xwh{&v?%
zS6u&=_;;EO{{!3j;2#UNS+y;GSkHer)AZ=}Z>4wU1#d|Z^L??lKU9SA7x#Y#7O(#d
zO&jVC*l!ho^ZP^pH@zRCA3y&teiYwq$MK^3Q9N(`A>CEC{`TC6xOpqKeo0K!@qD$D
zbAz8u+@7wzvnc!htRIj6aeVyE_3yYm%YTLx`KJ9_;t$#1oPThi%*Xp3`#35pUhmVr
zWTLTP|9<nR+&SOna!#4s&(vDI&0mMn^qVbNl>?|U5q%W@A?Q5gt9p_82XpP^_Q_;S
zdlvn+_`&tgH#y48s>`Q)?esYQ_gmQBZIe76Pc!QZ;aS6xnmEDnO$PJN_x~B1<^S>g
zU=RJ6e*Av_t$8!^3m?Ubop-wMrF*$U%BC&5vTv?)ns+Zd>UNX+pO43@{_gp^^B+$I
z`?vPLz56t3M1Ra*7Jc_co#F?*<+)Yc4cj96Z{A%zxA=RUrl_i$%<5xn3>?-UTC(l$
zBKrqd<bP<+@3+%D{6ReC<NP-pKPDwijL*nCI(Ns+r(0T1xlb2;J9Ab>m}QslksxDj
z&79*e<v#@E|FD{UaQ?RKZ~m^SJ2wA=xBt!ckEZSXDE_Eyx>@VDyU~uVX&blg>^W|K
zQ}@mD9n-2OOIvCF6f-*HaCUnxLtg#C3G)T_gs%Q~&R(`oB>wKHUuMmZZIy#BE0w7#
z&--?*;`!~DQ#UnC{Ac>RH=eov;I922yzRy759-+`3O?lTDR7iOQZJXyenifAYg6jf
zl0!)zYrp(wFyxHn30#?;s#<e%Dc6~W5r03Ezfh^Jw*KJh{T~AAyW>Cjz5k&$^?mO@
zrq@9)?F>I&?^;`<x;XpVe}>mvTIbz+_NaPA|A$kGTPK<1t@yOMFC_ehZjJYU26m?Z
z3<oXtWd3JhwfxV}RFplRrA~xH<>UT#)79}J6?*5MC5n`9zjpDgaMbi9QK{(a?v9Hy
zT7``Aw00(dHrYG-|4?jyqo4nq=Lh$<m48>&u~pPR`p<CWe0QDn){kX-AMtm5<6N^O
z@ReZq3dJtz1s|I>dbK`D&6IO1iqE?mKi~er6VOF$@dxa0a6kCow*SG(_z!-u95vz}
zuQ&b4OwC^9`oL4_(4~qz^EKsyj*>T7R%*CtORe&h*~A`pU|lr0eaCL}a{dS3{Dvs=
zKf;gyaZUYgP~&~!kNby1XEJ`7tz4Qh@$ZToE*?$XyS;ZNWSsF}@l;8@dQtc(i&(zx
ze}*Q|`9k6QZ2mJGJpOBWn?0z7|G`K9X7I7xho&D@_pN+nn|?&>;&Ia>C)Ug8mnBpt
zY}nLYeIm{?a!H~b(-f`;@;m2$@Lqpwcii6{^$+IDbMDWYFLuK@cg>IehYbAJ9nYJs
zWd6}O`p%y0KN^=^m9;*%CKwgY`o8N^{tfSM(U<I#@^3tUxc|-K#aZ2T^H@JjT{gXV
zg_daa>7_n*{6s!2@|@+)eZ$N;e9Z-NYhU&=@*kq^|8%K;EB&7#r9S3A!zK6i-TxUL
zoRR<O%HLK0W=Gb4hF{s2vY+Sw&}jc7yZpCQ-Ie_tw;$bq)A^A7=JX?Pts_3JZ!Wdx
zzmXL+;qtz-ET3II>P*VnnSO)w<e|xZS3kf1BM|(LPyg?X{SPM3-`KYCx5=O6AJUJ{
z3uW!<Kcf9!z_tG2#ME!4P1V*KV#d$U_3klUJ^7fy>GM$x|N8B-?lWiE3;$<GJ>O~1
zThhU^y-x81-^OK8$Jp;rs@7Z-_+z^0kNf`_*c>Vz`|SC_`tkL{Md$YCUbabG{Ho|s
z^s`Uva??Bg?C)(Uj9+iRQT%P{gZsA^e+&5#|2Ff(@55E|`WIK+_sM?EYaaRO-&H1^
zORn4eb!QsSIQg)jCH!Ik(fhprF7E%3ef*E;?xX)1wtjEk$NpN*;O|U3-SZav{~Zfb
z+SvB2ut4X`jGOu8nU;kNQ(EV-X~`ISBr*JJ{!{$uul&RBO{M*EKiVE9UH)RL^*CVP
z)Z2`TZDtd1%sZepIlg)RhvfIoU$a-*XWDm*Ul7bMw{P3>yRz``8T&2IX4El0wEtjL
z{zqi`Kfcn7^$!-?Z@#zmH%t9Nt^W*Z`@5|6_t|MjnzgUI_v)4kXJKxl#m!>YHDZ(R
zm~8Tt%$Vh-F>&#3rsJ&jUiJ@~=YQ~(2IZsue}rE<{g8iLzj=S(*55yC+&?mTN4iWr
zzA{E7LwDkFo(+y729r3$N+w=!U%<aPV^J5wK;GN@@jpXX{0IO18{&`q``+)<tjYe{
zzK{RM;UmA6PyM_6k-f+tlS^B<fA7~*X|p$bR9!yFccQyY_RhYmu7M2<YxsYZy#FI~
z`rpLmzwQ4sJe+;uKf_P4z5luxKJ9Og-?0CU=WnZuo%<B(&d=X?{m_1<?DJ{g`q%z2
zfB0_p(tD=6r>3`@&1JH5(`Z>&;MLQ|TD4S!va!;b_+$5P?*CTtcj*^yf3CWV_Ze%%
zKQeo7*z-HKZ}#JQ?x?J7->yqb+PrwYtM{sWw$VEV8AHi~rndqeL~0Bl_VZS#AC9VT
zwvl}JT2|Tpl1}2LOC@uSF6zErvv!fAOn|FMf==NgtyPN}R;^-S;M(g-(ZDmK=-<}9
zm8p8OSKf3j&bLWb-#*XarP9QvHOrg$7p}=?`=k3K^~1|$_3iihN@O|L)jxjl;+Biq
zvbf^Um0r7deqH;D(C`sKd1mor@x1?J|F~}NJO7BkVM}b8gr}kFnwJH4wS=!Txh81c
zZ`-5!u%0c`b76)3;W8=TDJfGnU(UJ2F=gHoB?k7V;V;N<<bviHKzPyKO`ET*d3yP)
zw8uK#=RHd<_)C;b^f(w6e2}HgR9A$t`N93x`8;(pdp_0J{wQAXLbvokgS_tIOo3Z7
gcmKH;wC??}?JFoB)*juGH5!JaX#js3u>XG(04<k{od5s;

literal 0
HcmV?d00001

diff --git a/A1/kmeans.py b/A1/kmeans.py
new file mode 100644
index 0000000..c4d0f98
--- /dev/null
+++ b/A1/kmeans.py
@@ -0,0 +1,78 @@
+from typing import List
+
+import matplotlib.pyplot as plt
+import numpy as np
+
+
+def euclidean(vector1: List, vector2: List) -> float:
+    """
+    This method calculates the euclidean distance.
+
+    :param vector1: Vector as list
+    :param vector2: Vector as list
+    :return: Euclidean distance between vector1 and vector2.
+    """
+    return np.linalg.norm(np.subtract(vector1, vector2))
+
+
+def pairwise_arg_min(X: List, Y: List) -> np.ndarray:
+    """
+    This method returns a list of all pairwise distances from X to Y.
+
+    :param X: Vector with features
+    :param Y: Centroids
+    :return: List of all pairwise distances from X to Y.
+    """
+    return np.asarray([np.argmin([euclidean(x, y) for y in Y]) for x in X])
+
+
+def find_clusters_with_fix_init_centers(X, n_clusters, centers):
+    """
+    This method finds all clusters.
+
+    :param centers: pre defined centers
+    :param X: Data to be clustered
+    :param n_clusters: amount of clusters
+    :return: All labels for clustering and the centroids.
+    """
+    while True:
+        labels = pairwise_arg_min(X, centers)
+        new_centers = np.array([X[labels == i].mean(0) for i in range(n_clusters)])
+
+        if np.all(centers == new_centers):
+            break
+        centers = new_centers
+
+    return centers, labels
+
+
+if __name__ == '__main__':
+    X = np.array([[1, 1],
+                  [1, 4],
+                  [2, 2],
+                  [10, 3],
+                  [11, 2],
+                  [11, 4],
+                  [4, 12],
+                  [6, 11],
+                  [7, 10],
+                  [8, 10]])
+
+    centers, labels = find_clusters_with_fix_init_centers(X, 3, [X[2], X[3], X[7]])
+    plt.scatter(X[:, 0], X[:, 1], c=labels, cmap='viridis')
+    plt.scatter(centers[:, 0], centers[:, 1], c='Red', marker='X')
+    plt.savefig('./images/a.jpg', dpi=300, bbox_inches='tight')
+    plt.close()
+
+    centers, labels = find_clusters_with_fix_init_centers(X, 3, [X[6], X[7], X[8]])
+    plt.scatter(X[:, 0], X[:, 1], c=labels, cmap='viridis')
+    plt.scatter(centers[:, 0], centers[:, 1], c='Red', marker='X')
+    plt.savefig('./images/b.jpg', dpi=300, bbox_inches='tight')
+    plt.close()
+
+    X = X[::-1]
+    centers, labels = find_clusters_with_fix_init_centers(X, 3, [X[2], X[3], X[7]])
+    plt.scatter(X[:, 0], X[:, 1], c=labels, cmap='viridis')
+    plt.scatter(centers[:, 0], centers[:, 1], c='Red', marker='X')
+    plt.savefig('./images/c.jpg', dpi=300, bbox_inches='tight')
+    plt.close()
diff --git a/A2/README.md b/A2/README.md
deleted file mode 100644
index 8e62dcf..0000000
--- a/A2/README.md
+++ /dev/null
@@ -1,16 +0,0 @@
-# Histograms
-
-|  Histogram
-:---------------------------------------------:|
-![](./images/chalsea/Kadse.jpeg)               |
-![](./images/chalsea/H1.jpeg)                  |
-![](./images/chalsea/H5.jpeg)                  |
-![](./images/chalsea/H10.jpeg)                 |
-![](./images/chalsea/H15.jpeg)                 |
-![](./images/chalsea/H20.jpeg)                 |
-
-Es lässt sich erkenne, dass beide Histograme ähnlich arbeiten.
-Mit der Partitionierung ist es möglich zu erkennen in welchen Intervall sich Farben häufen.
-Mit dem einfachen Histogram ist es nur möglich das gesamte Sprektrum zu begutachten.
-
-Durch die Partitionierung können so Intervalle festgelegt werden in denen sich besonders viele Farben/Feature häufen.
\ No newline at end of file
diff --git a/A2/test.py b/A2/test.py
deleted file mode 100644
index d39b4ca..0000000
--- a/A2/test.py
+++ /dev/null
@@ -1,52 +0,0 @@
-import numpy as np
-import cv2 as cv
-from matplotlib import pyplot as plt
-
-img = cv.imread('./images/martian/martian.jpg', 0)
-# Initiate ORB detector
-orb = cv.ORB_create()
-# find the keypoints with ORB
-kp = orb.detect(img, None)
-# compute the descriptors with ORB
-kp, des = orb.compute(img, kp)
-key_points = [k.pt for k in kp]
-
-# draw only keypoints location,not size and orientation
-img2 = cv.drawKeypoints(img, kp, None, color=(0, 255, 0), flags=0)
-# plt.scatter(*zip(*key_points))
-plt.imshow(img2)
-# plt.show()
-
-from sklearn.metrics import pairwise_distances_argmin
-
-
-def find_clusters(X, n_clusters, rseed=2):
-    # 1. Randomly choose clusters
-    rng = np.random.RandomState(rseed)
-    i = rng.permutation(X.shape[0])[:n_clusters]
-    centers = X[i]
-
-    while True:
-        # 2a. Assign labels based on closest center
-        labels = pairwise_distances_argmin(X, centers)
-
-        # 2b. Find new centers from means of points
-        new_centers = np.array([X[labels == i].mean(0)
-                                for i in range(n_clusters)])
-
-        # 2c. Check for convergence
-        if np.all(centers == new_centers):
-            break
-        centers = new_centers
-
-    return centers, labels
-
-
-X = np.array([list(x) for x in key_points])
-
-centers, labels = find_clusters(X, 3)
-plt.scatter(X[:, 0], X[:, 1], marker='o', c=labels,
-            s=50, cmap='viridis')
-
-plt.scatter(centers[:, 0], centers[:, 1], marker='+', color='red')
-plt.show()
-- 
GitLab