From ce0e281a48f5fea0571aa3d34db811965e13a399 Mon Sep 17 00:00:00 2001
From: The Open Journals editorial robot
 <89919391+editorialbot@users.noreply.github.com>
Date: Fri, 15 Sep 2023 23:14:17 +0100
Subject: [PATCH 1/3] Creating 10.21105.joss.05703.pdf

---
 joss.05703/10.21105.joss.05703.pdf | Bin 0 -> 234234 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 joss.05703/10.21105.joss.05703.pdf

diff --git a/joss.05703/10.21105.joss.05703.pdf b/joss.05703/10.21105.joss.05703.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..9a3466458f9f402fd6df535b9007956e6f5cb70f
GIT binary patch
literal 234234
zcmaI7W0WLa6eU_#mu**<ZQHiH%r4uuZQHi1%eHOXe)-MJdT)NroBR<OD{|e)8#m8B
zXYYMak|~IY(K6Dp!jMfa^)C*s&JGU4un;m3+8SEI@bD1Q%MmgY(u-MGIhi;B-mMIr
zOhinKY>iC_>19l8%$&>#nb;W^2>JL3|K|(F(aFKYz#7JFy*dR_1!WC?_-3*waTb|4
zJD(j|me5ba7DTBiQc3~@ECGlpfAv=+Ocez&aUMkj)qX%FHQ`@T)L)VM{nrqhDvQqc
zXgE~d{f=teo+sHa&)F|i>6<%m_fx*tpC{Xn5I~mf;t9Wl6oEtx%SowbA*1CbM8X{e
zhT(}7K)G;jY+P19{mlI+S9dU`hJ<zr9!(JiBJMJx3(#LZl}_#)+kpfmF>OywrHe3o
z2RNe1kspBk5*eqD!`)!6N8GxTW@I6O!bj3F$PbM8{wW_mfPH#Jc`~vgjf;RpjWC#o
zy=LhE*>MEt(oYSaAJCxsNFAfjsMUdann#hKW<3YHE2q=zFeHb^+z++E0wJ?nW0%Sp
z#fU^~MQTMKnfbWaP`XojgcwdawzxXGwAkyf6{3H0G6~{~k77tGTA*j-=FW^K7ZumF
zX%a7PFC|Aqh~}*&RH^vK*>YBE|CCB8`S`0azDvF0Qs#!1pceQe!|M%-A84582~Zg4
zD|!(vb6oQKV^&hho)oS%pyvBU-ZzNg`lkg?PY4}wAVZ7O&}M}XAKoj*pwdnzNX}My
zF;XENnl=EXErXUAUKL3fui3P;L~z2q>ZI(8ei#2>zS6T?`Ot{A*XrIMlsXs-QC64}
zuuGSvnc1*~PKaB7y9@rzV8|)g5W;1j+p4f|S<5w@(c5T!?!5U*>n-#D_Bf#G)3Ab6
z`Je!LyMpSQt7nv)la#1$EoI6_rO(s2vVZ^5dmc&3^R0$SrS|#mfbWXPk`kQUuH9Dm
zerj+5?!zB>-Yu#9GtLIIz5<-*{!wYBgy1KI1Z2IXlTLaQS-M&Qgg_wx&fteW3pv~e
zvI+#b3$p2taSQ1v$Poqst&g-D;6w<59EXtNzm$iW6d<clT?YJ=hs5HKZim?vc(4o0
zfj}4NV+Xnk?!W+&<Ii{tAtQh&5@e2uHy;2?s62}8;I}%9J4yf(T#yGwfh83<7ze8b
zQ5`Im4^sxQ4#z6UFEEnFJS%Dr)By)4SU5{C3yJAp&H%a`IHj+h2Io0IWXIBlC>Q9s
zOJ;}Eg;W!Qvm0oK;|0+JyW@9s%j|{=9ESW)1QrP=DEgInPl7lhLLv@L0$M4Ug^*T)
zd_GV|_;A$mkT=G!@IWC8ZW<3GD6-$)p0f?DjY$X2hQ9`GCAu>N=U?<5-+_gjZWrq|
z96?m<Na^0g-Owx5=bul-PtH%cPpEG=e*t~uNocwtLLm^Mz`7&_u~k8HvaH{*h#}Ai
zBE*W3=CY53At;<8l=W$C*=})e5pKyGLSEuZ#8`2-62L_w3299sDxzEhT#_A99x@q(
zl?k$AHivdhu{siT<m?IDW9p+MhtLt&Ls|QR;U&fjYRVOqv`LOho=NIbQc_}4HB#|X
zAjPUuOH!dpbQExu-K7=E)nz@4q!m#e@g1=q86KJM5n_eub6w`)ER@zH)!{BF&wkHx
z={1u|@M_1DwJJ5LHp)E}pF+V^h86qO4H72dQpw{;$<$Ocs$&(V6+IQWOK26%6(cIP
z6)}}_OP5RkmP9N~EFl-^DtHyiD>BPJDjyaj7hlS9RS8N+oQyi?v!(T<ZHsaXV;P`e
z9mN<(0u{$!bLK`c7Zg^~ijgW6^As!Xg@mU?(o84yOX4)Ac_wj<ebVyT2RtEsheNPv
znQNxqD$5JcipN%H=B$>w^4|o1E#0q-FRoWD)i~?nlv)?#m1oy>D}Q7?JK}}Jbi%8b
zik#F<<LPRwNU=+~mS5v<{n@hT_3jqvw(7p}Fnh|mV1DX;WPYT6l0T2do`pNcgo34l
zlf&W>WmT|M2~#WFI!(*3F^J2bv}-lU-3y9uSB#p&E>tW07)CW}v9GW%wokoF3-^~y
z8)Hf|P2?^yR&KHAIAdGDUuZQwHnlgsm|UOAN&A}tnMu!R%hqcq*m&DCT5n$0W+Pc=
ztZk}wU3b|UP@PpZUu{`kqcN~Ny$o`Jw+zaB$E<4>Va7JuWg*;r*D}^<(Sl{jsF`2I
zTII6*OB-cFWMis@w<Y%~>oUkC+Qs#1>FQ*?w*IE+XP|%F|3cxyZY%y6bGL22e&Fti
z=0fvRliO^|p@2J>v)b|8;r;M(pT^$C9^aYKUecx9v3<<6j%3y3@>h+UI>AbE&4}(!
zCugVR7JTQ|war1!nNQ!>nAOAD=UQ}QC~p)G2Yx5-q2ny)n4`;7yeGDY0}l=lfd`i7
zUDvY*?{mxJ^ex}%*T0cz@qNd|lj_>c8;6|*pD?{Vy>PwU-VWa=-{_w}phCYUzhl38
zfzrNW|I)x)K_bD-KpTh)aL2&RfRW>lNnO5H?jUR?{-WQ924$*cq)p7Q@R>L*WS84K
z3-0^wS9^p!9A46|Ur-NWSz)=v(D6v|&GE4XmxU>!Pm`rHdOSaUpX_sdb4PQoMl^=T
zjJowy^^*0n^|l9}`&9dfcP)1l2lV9T<WR_5$l>Aj;hrcX7_aoJ9r~nWl;s>2cKL7r
z0)jCxEa;Kxxau`b7|rhDjlCRn?)?vAv+U$R&3MQ-is?+EE+)2yy@wz6Rqw^#@IPU`
z4^(0oBNoXm@GZ3G#TIxMD(7>5d4aPAq+$tTJz?204=}%&$iW;0RTC#rXgbMM(M_Ye
znw^=U8N(TCn_-wuIBq($97jnCk$O7jZw9yHDM36FEm1edd6VFbXC|s=zR>Zr{Ydz0
z`M2e@&Q{n7?;Vf<OZR9;XpifzH&5EFotp?xbf@0@0j`$NoNJzUGnpHYSM{%at}UsW
z*7<tC?qo&#`=>TqdqcBGy{W?dHM7q)BQiOXY>0iOy|z*>R-0a9r?uaH;2ADg+Knt#
z>Po6oia*7Eg3kNzkM&b)B91cqb24}8&8EmI={8H-n&ZPaOmhSo+JN@ImL}DLWU}Pi
zR=RDEdP_CcFSc>EH8yu=bLSD4#H-8}-zv%4cEt<j4Xsk`*8J-$`0bcV?rxWs#fzoX
zW#3h@Rp-C1yVorcjUg4hLA>ss_^iWh&t4<nH5Rqc+w<MI&*3j)FXC4>HVzh+TzQ^(
zU060Ltg-kqT&q9bJ1=;&Y_y%)>D9%deMD>drTnBn3~n5Ub}LBF@hJqdzE#{({95x6
z&1fyr&84jq+{j!IF;l$DOK02ekL1hpA2B%iwY>TE1)rox#&ct1%F=Stxzl`KpEB#|
zdo@G4t~0~A-P?F;Tds76o52sjCo|7(FIgSC_It0Qt&t;i_4LhpE<Kye7mJ>cW~I5Y
z&zvvKy7uk!b2sZdoD813hpID`W;JiR+`hc8??*TfHn6b6u-hH!PRc%!t`}q0dsnHh
z_t!F;y3Po`wTC_DUlouY2-rULpT(-zH2jQ*?28|E-vgZkn|o%x$KUVvMW;wtic3a;
zBeL?iIk*IHm{-0XyJw?~mu4t4k-o|w)z`s8kp#Xk@7=C6K30dthewA5Cbdm}t~_}!
zoLAfiUjx|-*imeyw=KFiesaEgPJ}l@M^N4f!U-z*HGR%Maqr)@i_9IE*q7$^CR+Q#
zD1m%p5)%Wf6BBc4ffri{fS3rlN65+bP=UfU-pEJuNCaU_Y>fXGEd`wYM{HTy|2KyF
ze<Qc79BhpLCvtnmI~GI2?eOvr^W}GMuLqP5q$-K+W^-WC7uuh-jyaRRG5or}<7yYK
zA2%jr;@oSoDzN9wOPQ_{(64`4G$`5U`}0NcCY<&Cgh0>a8&8gfZm>D#Sx@2o{{D4D
zKrbCNm-d<CJyl!e{MJ7_#7*;krPnjDaMk<g8|)`s8T$Z%-jH=S9vSRhC!dSGZo8-J
z^EvF9^sAr<Jgw)mdaA#jjKk4Ek*0rQA@!!TS0||MUN!j9J(!;)Pxy85i8~4FHOaQt
z%m{W->HMjxImA|LnGOA1<Q4Vyt*;e*8(UQ?^W~klXuCe-u3Q#RTe-X%aTOxGU0nkI
zl35{A!Lv76K2yKF=lf}bV1?P$AbfdtQWlGRW*JT6fjK7A)0$aGV?t-|E$bJQK}$et
z4jk)4a}r{y!%EoW$}%Lej=jiy5U+4prHOO<pf#WF0Y*NaTxv>T%Q%#gvS<>HbX_Qu
zkEUV3DI8L^IImE>K;k#)k)iOTfmEUr?L4w9m0rkPYy`)N^4XW_gf!*U<I(&J$RNlU
zt-y;kRvPbbKbM{DUPKP5{uqbv!z2ykBzN}QKbF>I8$H78v(+*EIo~HqRCE0G9MpzE
z9)fOe*)1gy1rwk%dccSl<iAYh%^IP|iuk<wo0(cENV2&0POx_LO{iWyJmMo`<JF}W
zis|k_**-kR%Q%ftK4pS6$h|{7x_JA8pVa$=1ABA-e7krAyz!d^jfp^>S-*iCS>7pO
zrlshDSlK4W<pZh1w^1g08<|)#0-v80tUD=z%>v)Om{hU*Y0wL-jw}4dT%o}q4(k%`
z6rra{ZX1&F<+>2{q($S)5aqg&?boHNufrl+loyt=eOOf+Z;JTycTcNd9RfPVTU$7k
zK|J56!kiQ;5Vj!@URx1jt<$`Gu-N$?OA06Hcn0=d3t~Xb1f&nH3XRX;wM^s|sFhjp
zP3^W>Fi><y4G6u=05|}SX+dGOo{lkD^dgIw60<LDGZR$_n}UI^?fH{+K|qCYN&`=y
zl<W3SSsrY%wqiPpV3AZa4zw^3WMBNbk&TjnJ~mi&qEg6$rPPQk@Yl!8=MVX&l{S&U
zx3eiMO(hsI)GR2U-;UjLCCg%Hv;91+9MVTJ)fnn4*cjn9Q{dL&?zm9zTr@6^<F)H_
zcXNf%W%MiOBi;4mquP$%g<eWyFS+Xq`tt0M{Pp+P7JvH(x$BSb$X2{B-qH1XvE~@1
ztC<cj4INdrnPq!4GMhnB3bMAQIa>BYH`9&3>0?E*kg^<8C*)PJXQQcABX<Jj+1MYY
z!1CXg-iqsiaA-=rf+ZO>WX9+TbLG0sB-MI2oj{=LCPukqs|;&E+XGp0`wFjU$BT5w
zO^woq&Lqe9lT4j0=`SJWVwu-mS|LG#dS+x5`5$E=&lR?oNNLbIviqha^P?G>H8px$
zu!33Z#rkS=eHx?7e}CKksls{q739qn-Iubon%{Q4k1euFyuT`;PA`@TpWa#F0X90*
zFOfF+dC4vCuPR7ND=HIf#hr9XLE2G#-qUNcD`yw7Nf3?)>y<Rj;U2W;tH@?(G-ZVZ
zMr|P?qoFBWk2=8*8&XzAe4M4SK<)TM>o+jynQFr;b9lym>c#$tLT{!KkT0SzP?M8?
znBek}gdd?Ss9Bh1J#DUg{nIeA_1<vbGenk#wLxYf!MJ8?^E`hYO%tq#q8fs5Gu}md
zE!8KYRJtLa07rm`j1d;1V3GPsMCr0iv2v~>aGC1k5jQnUp5stemw#Ps9Y|urJ*Bdu
zyM?LfiB3v$qVI$u$KQJhF-GV#CiQp-dcBFvcPMNn1x9M_qdCxvFwt(vEo9U@AZ(E4
ze<uaUM=2UfOU3ipk?SWKe=^XED{*#l=!Gy5OCW4iuj*AjCYdQ{?Z&?x%iqyhXW)hU
zhI19;&*n<e@sRaKW(w3jXH(^0-{5d!X#=IPVbn5P2WvGxZ~}`eR5qlPi>H`L<eU<2
ztQ5ep3)Op#16_oh;Ucz8jKfYtuLftH%v^0`Tm;f<@9rH>e6BZtxVc;BkJFJ({IjWv
z%YyDxFE?$<3`^qnCuE~?(QEZbHsVGa&mCiZuIKc+#DC_Vi<~2+z={RNQZ>`Qk7{p^
zclK^#OJy_}>?%IKNRuHOz^epfeSO|g5=VoxW}<T@TDFyEqtzpCrx?T*7BO&Oq70Bz
zLS-^!4~FQ0k6GbQW@)N7)~oj0Ytnr-TjK&3$ig^Jgsn2og4{D9)%m<^9%rJzD}(Rk
z2Q?)Mb*gUHjy``KP=`|omnE`mN0@v414>ROD?7v=nPKkfA6JPxpynDM9k-MyW|=}*
ztr}97LiwawR6bWZ-@AgQtLg>$E<K<o=1M$ZWwT$n;j~P$6BXUjK)O6jqEgxa-F#Ff
zGk{U6s=nOu;c1_*jiPmN6aFp;j^Z5)AtH|0k-Ubgf6sZpCxTifP)g?FZlIwVHl_}0
zG~p+pk(;t0`0)Ih>>p&Z^IP9APjuAWQ57q|4$Z@&%i09X;~=k6&2%2sC}5)GR@swu
zwjPQ`k*HbnQav4aL4mDe(8a1rt2v++7MJFO4H)STzVQ}oq_0F6u0<g|n26QN!$65o
zBf_i<wJu<doSuR=b+uq6n6wU_A)-O47(-1VWW2ge2J1?h`Wyn=|JFu0`J{^hOpekB
zh+5#*g0)<az$Sj39z=`}hoG+o3X&D=S2E}uZ*v)+zH;G42RIh2Ndjy2QDKb;At&au
z882F($$~3YQWm5^he*rgS2kJW*}(RNy%?8d$d0>E*9=o`D~Ruj++5}8Kq&7RM3NR_
z<7Q%(qVm>8S)FNdGgZ9<|DQcU$1tPbH8eTOI147!mHa+Ym&S>A3l~sIG&jW2yzc}Y
zoh_`}6&SCnPHq^Us&Xi!k+r*<j#t%a1f{gYobC&r{(JHgG{4NIrCMgjhUxw8X(@R#
zVxW(fr&JchY}4ZOJv~WNDC8kJ3FD5o5(CPHwIvL9VhbC6dfK&xWqn;qh#`1}<0K|!
zUejB{O-dC3D~tf)D31Q@7_x(=iO)svm@-8pjY*}xDwD_pq~&@ruZe@0t$+e+Fqj6M
zJ{J2q{TQMGI8d4BVYTyVqiSsI={<v}ag!>D9(@;bwUuBI<=%Nik%+!%&^Bzo{<Qs|
zXH2E^TrsDuVv!SurwkhDe?ApN`v@af9J~5)KzOfchm_OSP}tcd=T8>FA+eGxHcr1P
zK<bVRoa~Et&BnN-DSz`RUXTh3Zs1zuu3h0ABed#gKUw>VukMT|U%ncbH_2Jwhe$K@
z?~}58da!Bf##O~}J5OX*NTg_Qx2VM@<FkhhWu!sg{Kfa8?S8?Db(q)u_5?mQNB6AO
zO=Q>%?(VL2yk4*=XD*kil=Duoo=M#POH1mlx3QzqAzE2{svR0QEX8&8@7PLk)6=vF
z3>d<GLDM{(Sew`p2LW+V)sUa%4x{CX<M+Zd^Zvg#yFr$>(H5&g52NvkFl#Nvec4Pq
zvu9NZb=elw7$Et%9frUVtv^_uA`Udr5Kw=@$qh39g2%*I-YRxVZm*7RwS(js2%Qii
zZh(8t6dNJQ>93R-aLPhOT39;KTZ<s2%=JF3?PdNp8EP`Y&|;2~jP%@+O}J8?oR-*1
z6}^*5OHXe?Oc%tkNm35sVQhX+(HKWNLRM0BPr&ej718nFn5$pSRYc0VScD?Bm6m@Q
zPG+Jc<eC`6ns~>1=E|*RY(g1He&`d;bTP)_X4-;I4?r|J>@#Y%Oa0wJTVqX`4fFE2
z?BmpVg#JZTq>{P4YnVhHj93KTJ$x62+9O+pvO$#JMQzb~m=hy;9imqFh+Ks|SHUi4
zc@)H2t}qs&ls@mp7JFXj-=(GF0RI9SPHo^id^}!(Sc8iZHi{zAZRk-`zp%(~Flp$`
z-B3h{S4$bGBdQuz_P(H{W9l(nr1dA&bYk0L(p<ve_xvz4Lra_PZ_Gq@Z#o>aP$%<?
z)=*G1$VK~7liX5t0qzETs6KkSJT`}?zFJ`-Qa3*`g_0U%3WwCBlC++FKlM;hiDG&D
zO9rHO712BzBb4AZQLQ0O>ut9byNIna$~<gXSEDT;^8*S8-<<W3q~b01)ajj~M(^)D
zh;gU9YHZzm86=Y8<*#4AR4i;$E~7yQ^pXjcG0K<}8wJo*pixW5>2hc_>Nik-n0)+z
zGQb6zU`<B{z(1HZOT<D%$0N+kr=Fk<1N4L*NenNYee28(SoQZcN2;R_J5z1XshXEQ
zjIbG?1|v?L4Ev<eYCxnxWsun}gXeCQv$aN0eF#Of-JsR0t8k8*pBw{dYzul<WbqNK
z$bXGWmB>MkF35s>2|R)MY7N{vC0Y>+f$!cO+y?7*T1|@ow(?dKlhCss=Giya_dzE+
zzgjbmq<m*K+`|Iq&ed7vMaBfSmDBS4#bcG_bYfH2Da0zD(pF-vbF?PnUk|)hox;7D
z>u;5%)1(tP88n1n?bFv4pu5zxl+GaI73e-SIhnhg79!%4Ua+7}6w246H3$pN>-wcK
zCi&-YPU)oT2TtllN~ymsa9}!PVT5UjBw2vZg=5`|yyq|R-%91q1U#Jy*@`0qJ{l)l
zwauEVS<+Bb%uKg5N5l_a^~hsq!THC6bnSx<38jhxFE#v0sWXRB!o9)|+^|3Jw~&3)
zo?rL|HG;BZ8B^l^E|7)>r_A*PXov&)r7|(4Bhd$ECIy-sSkT>^Ad#v{c>c{placD>
zB?5jb$~jzDSL<m7&0q0B%jm7f)<2Ixyv@}iM!Nrue3EH9>Mg@%H+dOlIJ6ZMnY+-9
z$dfa!I^l1x7X4~X)$Y7fNa(73u;x_aWjbdXoF)I_(KeF&^<HxqbCJ~YMC7&~l)9fK
zi|7$VK$3Z5_uIXqBrBB&OY%6S{-wm|(8MLL(=Wvf2b!|r?5w=V9v$OiW;&0A$_bPx
zk}ki&%99C8Xn$vK)!SUYUmQ!*S0eNyY5ZuG&||2Ny2JL4RM~hj5|{w1jQ_6aG0W>j
z5<mmna7b;OokPPNoZL0+p5EXX{Ex$Ogy#s6G8LKspQWj_%G2a2aTrAEUs~_KVE)&H
zR++lODb|dkg}=q+;eY>$#0cyk@Ip%m)>#|I`}_f?x8blc77Z>~{Oy~XZJZ@L<G|X*
zlQFhMeUh$Oo`y7~!*=-6;fT}fVViCIjK{hAJ09g=F_?c0TW2(<zN8^X*6C?h(=+gi
zd#6p<OmPMD5w8J95^whj?VUO%pDwXeM=X@3{UC8;JA7=5qPZ~8Y9N5}RA3FC;Rgb<
zw|~|)VeBJ~;{cr`f0fkQ>kMOWGL+3{1;NUzdTBLwzWXI$GMQVH#D3x8tYoHmtEAWF
zqeyEIt%@!4c2SsQho7U;c$kx6Gt{TanA!bP*{opU4W<51?gb`%&Q6*!{TDn5?Wr}a
z#p=W^Udz{<0vq!bXlGe#=0slRAQ7>DW{b-{jAes#rEt7Q-7nl_n1njYt!TA>XlkWb
zf9)_zG-oS}V@nM$ozNy3M`H+{+G=R4VPbp--!h_H5(ga-sv?$vU#GXu_+|K>+a1~P
z5ap_jfk?&C)|Do07p43YM&842f%XGy`7LrXB1H;>Wi-sc-}>D$f#)olSe?lr2|m0~
z${~{ulL()=*TnJ^VaP`06c4Dh!Jbm4JH1V?w%h!*EdBG?l7|!uKp@!bTP|w<Ofc;*
zudvKy3p8rK(dG)AT#JDqg|d?J`<G4nvNj&eP~1!slG=Fn(42?Ps{iOJj#HCKSgLc1
z<1Qs1Vx`tAt210nK-%HT7g_)_h);vL8dwVDAy2E6A*_g^W!kU@Sx9q4ZfG`BiZ*iR
zp+dOKiSNh6rMhJ64e4s-7585E)tpz8_}a`^cHMo?fzYk=IZx9Momh6Hqo~A|2mXS+
z62%%Q;0<g%52xbd%6|?hN(6naa=9rYjue}*Db?tlWFWN~G4}7_qkB!xK4sYo4qp*O
z(@i|MTf{8hDhN1NGE(X0L1;wS(SX6#T~v|lSy=F_E~Hfc8=5@73zUvX`%8_O+GP0R
zkDXfkmYa69;@S-9Ql36TO`0o4z+t_yxGL(2KLlBZB^}uPS7*&%Ike)Sg|k7e3Hzv+
z(w0c@QJFtukB0NSR2;6u1*L>0^l&RFlRCHSQ*J&z^o6>YqUOU}BM0x<R4$~!<rO#=
zIzq>FqF%9shKkNEC6sg2Q%2alQqG!>=F12(i<|Nu=PC?KN1h>fmWkI&NX)stSjc5+
z9m;819~86)bv{gkPC9`_Ca$g1U=N}6qGY<M<nHa&I3|1nirXby^NmuTte2J=3sYg9
z78ROyv-(koCMwb$oK}4~9%eB*C7kxU@ipbFlWjpRv43!`k0i~A(io>SuQ1b~>Qx;i
zOG6>T5HiQBbDhZZ{!D!in_{&2ura}&eGx}r-UDTrv}aV|OcA|o;!5p{rgOkMJJnQY
z7WuZ-<2aj*Q&rSkT5scJ%{=va73g;T$%juIj!IrAVq9Q+`}Qzw0NRJ5vi#xbCgT6<
zf012?roqS^R4@unCi1OnMB$z(-8cYEnS9D7&7obFc5yhp58dy_B{<sh2OO@-#CP$g
zgLtL0o%<<}H$PG9E8V$e1$Hu#bv^s*l3wH&ozdF5wY24p6@rT^TeF8GNnX-3GabQ9
zZfNM!-bXKz^R_LU*6<cvUBX`ww?-$jrk|Q{n`LDKn>ysCDP2XTn_DQ_Bb1(G9FnzS
zT}U!+R9f+o`3J*XkIL2y60x#AwOqKk^F9|C@^Km&B~y>=qe`l3>F5WtIoC;;vTrQy
zahTtucp7IMN^VV+BxI|%8R2D8<^HO<_lZq2$w*gL!!B$>fVPK5rP1xQPcSUmm#oY0
zqIT-kc|`Cfjbg^`$;C?&HWIN{6-%k-+9moG>os0lDDBp4HVURM!Z>DkdI2%xM$T<k
z60wW^`NDs}jpCu~3S(v5s@kld<(@7(jFTj+|4n`iIpvYP81wBh5g@%_B$N;uj>la|
z7&kcR;}D<ZGdDera{09VeBqn23(Bc^)^g^B--hGCO#Vw7tC6D~q-|@my#<+Kijr;c
z*4zg4UBi-|Q#XO;9+cQfM`q)fWy?BFR4!Be=-)j$ouR)NK5rA4hPIPF?7lIa7G{4E
zrjyt3Oo=61-r=ACnTRbk&`cc7Hj%c9%bJkkDeieHWc2qgk23Q4+u4$6gAOS^3?*1^
znoHj^Bry!nn)0C6b@Pqm734BT10D7WbT$lFGb)DK=j6d=b@?3&MT_jol((;dqsye@
zcIJ)aBbO!1q&}@m$%xY+oLM=h+-g*TM&*<J+S(l`m)kjamz>buLZz$5KMp7s1NmvQ
zZU-3*`Ig@$k=mN`$DLkxcM!*9dNtFYEiIk+dOhdA%`$TZ;^Y<FP!rFmT~I!zQVME^
zupcjDMVU7k$$jS9lg#+<10jv6Q8W4Pl|43oX;yO7V>!*3#C(p*pP5a_6}2r8<t9g5
zFmok7tQ;V`B?-O)4#9IWSY16Wjw=6MktFyaBAAcnyEWp?=B{8oU;WaM$IzKtJonds
zF9enDFx=Aci4yLHn`>VBTId#6jOCAB)baDcF2mU|O{jPJHSms0QM^29%bN-T)_`qF
zWb>h%x?J>e5vs<-hczDJmF12}eKo8Buh$IZ-P4iRIht0CN6<b_{I=JPBPb%u|1&1!
zd0)L*nsuYnGPOro@c>*bQ}e*RGtuSV30YQkR*;6I9;>@GgWc=K&m`aOn7;l4GS+<4
z`+soF|M$KS6?Z#84~T}mp{0qD6Cu5_v!T=fxFTt7U<UX=-NG2q8^XrQKu9lPVqs?P
zM99R#Nk}hb;pC`b;vj5mZD(s^V&g=}K}aubYh~-8Y-eBu7$#!kVqs*WBrXKFqpX4B
zUqbf(zEkP{-hsl##>&Y0|GM=5UkA!%Hl!Qs(e`uiOV$f6j>9Qgw~b3<_sgGoPun0C
z5PwqAI51=-D54_5?m*Nt!g(-}IBbub02tyjLRnNrq|KY0Y~gJQ6mTd1_S*K8vFppr
z$p_e(8(;pXpD%u?Bnrg>k#J<P|NoQXRNZWDR~H8d%bgzHWYqsTV1B1kE}N^py?yS?
zi7u5I5lVvwJzC7s#pQano+O!rzPgHy_Z?4a#`&AAmv8z5Fz9{a@%^H9fQA_p7Cw}u
zL6QPBVA^en&t=uBB{URrRknC3Qk}{5bat<K<<G}U@6T87&qwdi=Lx@__tVm`_o?sq
ziSKB3$__EV^*7YJUgoW+!;jw2`wDe!*Zpy(E%9n0@|$g{T<PDf4ps;BHz89LhtSDE
z-_HXAW3_$xE;e8A500ow!+Xs8PB$_FgnJ%0hxH~4WmQ#CGA1%9d0pL37w{y>QW>E)
zpSw4&--*ylAFr<pl+QZ92CeAyGvB1o%d>jlR1V=a>)2CoUlo&1R1Cgl&`?kwDrAiV
z_zQJx-qvyRiBf;87ks}T2&hOXcyGrnmMYMa;bTc`ZEX=X^A$#q9A>fb(|-s7tCoi~
zvMYgmyt^wvw)H?vPEI~Q&-X<9E_wTfkh!}HghUmaBQ-1fu31#UYs~15<@S{-+r~o`
zOA$XKcClPt?)0iV0Xsczov=olEOi%i-l|l&WLS@R-0{W$ge_1yXRd<1UR|X|-6t;e
zW=mg50J+>IH}81n#6|UiuZ+j-LK<#`Ah>d4%BblcqkkFAzMXe}ZBoLlT6=Hq?%|P;
zqPZ*t;!j9MR@~C!BJpc!aZyD@1!zIv^&y^g!QVk#T%3yW3TC{v_uIp<@b=-AKb2+x
zNvrAaO3e5yWQA-dn*_l}Y$tyFgfTT6gRC=W;i*h{F)l8yerRU5U86ljKxJiR=vL|Q
z@NiQTOP%(!Hf6HZ??lPsQr@u3!-p*N6@&qnwJ^zMrTBk8tPPZJ;1ebd)B&lf7|BDZ
z*?JB{e@q(JUfN9OIY9e??!KIADk}rS)hd^0uN)gUx3<bvzHmURk0FjQUV9&;V=M&T
zL}9w|{Vl@&v520es=2-1*iTIjV?jZLh4M<|xp;WIe?4O*ojkm$kR9sL=bir-SHED7
zAisOXaPP+f5yq2^96v<wa{AOK5rtbR`bAKB`l(dzcrq=Nf9t~q+Ua)#8tvF<X=#aX
zo(pWwl`U6%rB|||=bL?r_`&o8>AUyqHZ^(zA!@K}dK)l*{I~b_ZM{<3cnLq<z88bx
z_BB2;Q`2qR+%aYjZf@nVkE*2(=L^r0D7Uen%tU5WCjcyl4w#aAX}4JBgQQ?0rs?Z=
zczCWMsl8ZYM<&L{vH85*wr<K>TGR^X!iM%gu9#CNu4ea~sp50v4Gj$y1oG1g67~($
z-T~n9+_nX46%f^nt(y-UEVC&C%!jnua;X?ace|vLoMN*<4(H>x%ZrboiI#%GkM&!Z
zi=Bl93><uq`oD)2=ydmJenND$J5jLsc6tIpx_2@;%QtKe0K@SIw>z%vYm*Dn+fuCP
zpn{Swz%uEio>=2`Z*<;q&o9aaFql~cQ0opJHE7Rk5+eFd`1|`SDk{#+&Gkl_?snGI
zF>r8TjtmGUYS?lnLPsAjB$vDHg1g?cIz7fYIbpQe7lCY%qnVU^ivWLnF=k}3gp7BN
zU}&z$GG-J!I2O6+cHyr6b~TBJq}i5D-#^%ynOGgs-57{B0m|_9_8wc~7z?I_g#gXN
zHA2DMs@3DyI1rz0@9DuG5f>5JeO+B$jf+D>#EKfGo*px1a_6aGR~Gq2ao_Uz#PaMC
zPv(Z@**=b(1xAFYyQZQ$OaPcjP7#<JofcKK8nr6*J!w=)iGT6w=Vj0ZDK}Y*<<hx)
zEznX&q^CAU3n)2|$TQQ^9m}C#6yNt3XFc5frF%rz5ly%t>0#g~U{XA)6sQIU2833R
zy780Xz61tYkr5F<_PAm`!Gj%ZR_HLnR&1F=hQRM$beRO2L}NM9K<l#;vdQNa68+RQ
zrPSnkc$-bX@Or*ywoDyQa*u7Y=x-(HV5a14B(6STv|DXtok`vPIrLa>w5V_?IQeM(
zJ6LRYGz;x?Xcz<h0BdVl+-;Za+inMpX1eBE9fc&Zgbj@>F-SbK8(BByH<Az3PAkUs
z1(qyd{EwBK=j@MQ^i5$i1_^%!K?=nRk#uZAte7nYw-XYO723W9|9#xu-TApa+6F6&
ziirih{^;5$QQRIup|wk^dhe_tY+B)W$uGHrv-`B!o)UW4mCGwI#>pa_p3upkkF)TZ
zM))7sc0XeaVUQvrN60Xe>aNu2j;Skrh-S27xQZ{C^1DOppDg95j9ijqd}k_z3(UQZ
zE%kVNB9GJ2(b>F=EiEM%HFkD#e}mZoor*sST3_@zA&YvPdoTn*bW|<?nW!BiD!x#5
zB*2x7ci(4;4o7V5S7}D@-B7-FP3$AjqOK1fIRG!5LQ(>NMn`w;?=+kV3JGszk#z&y
zBv*Q1$8jhR)kb3@5Yx0G^sxKoBOD8{m_1l&(<f&0sZG})qVCQ_w>lAbkU!;sEavo>
zz&9y1Kp5CQDvr1|FaRnU^ysc}zDJ^u4SxTCFMW_wF7y#h->T<+ghuu5aW9mEZ7TZT
z6V>Q;n%;M;9~z=a8bjSAI!_<!5a?&c#v*JQX0llWm7Dr}l_olxbu3F_UYnd=nOt7g
zNI5E(bd+~UH=ex0al%4rh2Sp3t%4C7jVO6bthqMFvM7xH(6f&{v{udb?C>FAGVFdY
zn{_3or9pY|Uq<%#_uC!a9<zng8P~6NwRt?m39s)z-Dd^wPo_ukNjHgJ44y4GgR&jS
zd&~mK3&*r_&XDKzR`SeABF+t|?-a=SAtJ*`f}JK>5Ti%lp=@t&PqPut-Aer?nQu&A
zg!0eXIk%~p^}!mqu9(`lIAW5*r^2J);tvPX+%1$&r6W}kK-6DfSXh{th?FZeD#aRi
zOI{WE4#xu&WccR4AGvIJc)CUP+bKQx9r!H0ARhXR+#PD^y+XQmQt_QC>76PGoPa*f
zLp@L2VNK=7e7z~8i8zw^CdsLk6qad^?r#I9kbnRFb-3Q}SuU2fYMBp)AuTN}?E>;Q
zGi8HA=UZqH2)?e>eyQBQqciE&J`rup7|ijE!)}ZXs*PA8H=wq+F{9IdP~GG$FJWr0
z0V>|7HF&EBU%Og7ZWeNB$Bei!5a5L{V?PV*=#T;Z%J?FE7K_}m3R@A@nJwXu8{eNy
zs;1nC@3$G>^{X<Ciu^Z92u>AZ034BlQHt6F`!Irq1Z&c&=FFS4Xf?vwfn|}WUZ8Fy
z2Z=lAC;V%G{&h{Z*Nm%>D>f0D1k|_%y59mzPbq57yk+?OwN7zo2CAOaqnpksKl{lq
zctN(P1$W9(A_erkj)|RwF3BbSD}6Yb`FZ2h?e=H}WCVmtWOC}(vHXP}4Cp${syrdp
z{*Uv2ti$)&fN-V;^pwG`nwN80QS1o1oo`1PcOO3>i<4~It(bO<BJ(_T^Ej`;Zwg>w
zr%IrdzY3NM^<fi1D#@2F?4gB+ld4iB8~55b5QC(ZlzjVGh$7vZQ0$d&ucKz?ic|x3
zyOKd^{9xx>Ew52t17iKAJ=<u|p*6h1e{BE}duqdMvT9zRJMGlLxGXA2E^}uTI0q3`
z^O25aSW|46;(N`iw2Nyu<)kvqFU(5ob<nykf{Q-O&~2!%3i05_;;w%(1c!#^aykyb
z6ZVS?@bL#sixt)v%VXTP<C-YwADpzw0ckD&C8Dkn%ivW{;*-tb6<>Gci|XxZlFVt;
zP^}x+sQ*R47yt<}yIrC~ubcx)KN@Mfdk3ZzUPe}kG)y=Q6c%suQcC(~tOc~|`wafp
zx4R7Hs`SHmhYyll`OnRnTI~NwNs^1j(y7NGrmx&n!eBcihV>a|Bxt|Zc;Zt@lh73o
zOU54WZsZ@R56PnE;8vk1q#I7mrP;!m%|IOO@*1*4-Bcgl<#QS(^g4!WkHZRPkhl71
zkrI9P-(FDdG=IdU`3T5;MVehiL`44l*#?kwe2J5(Om;|caNf(#+k;nB1F?sh@F1bh
zr1~mK%XRsb43dJT^2<{#gBMCb^;zGKjXLUt4Ri^Z4zNLiGm&Lj@oOu0s3o?gWbT5o
zSr^TjgsQ$}dVEC6cm?s7p|Z#k1ZQ{P&yehw4csd7c5!j>p)1kzxoTdaVBz2T`EYSl
zRcRbjmY1hOqTu?mXtv$SIb_oBH)aBk37x~LLW&&X!B<S3*tg?-{f*!)pWBCwpzES;
z!;lA|Y*n>dP0%E}WgAWUH>Jla(_q#`b}saCl?#wzI(8txoyiA=bz`!;2AB@>$}RN-
z2F&jHZr)%PiT8d~SqE14vGD~@`uh69QOLCj3T%7cAfSALo?@b+g4lneRn0yegru9u
za0LGdTcFS}IbD)DJ_(v^JFNPu_FJm%B+utKI)kzw^c3-)Kr532?}Tx6O|`e+Zz<B<
zld{W(RI)5b(jGjtDM8OMPA=2rxr>y6(j`8(|6QqZ`Ob5>-b{A@rthjO7#`t$+RxT%
zizs+dW}Nm57RsOHQR1o&IRz3!;ea0CeeC98NuN&OpjWPGCCkm_&`M&1BLt1#<0@Wr
zd@_-}-+URwT4)v}*duW}xxG^#7}kT%y{)b{O!eI=AGP48{-7~s^cJ0xQzHe*78Vl1
zpF53`M<C#{@@}J|rWO_!CQxjT-uQ&ed&5oP;&OW&3JYIh{aS&D{bVwJ1P8)i!CH00
zuG!Je6a~Z^c`RCqEK-Rqc==Jgbe;WyxcNuzK=wSSw2m=!O#~{2i7RBu_D~|cz=hMg
zcyW>3$;CxvSeT4E_YJ;S{@Z_r%KJ$bKrPf&dO;$l<%u1j&@_9cN*4$$vRJX36R49s
zM-OyRw@w8?yJ5S%K_Ujznfna|&q?ivVJ%`g^;zgGV4vS4jYxU76)|ey%YIngUNseF
zm=5DA^wGMQ384ZYV_%64&*d9z3f-*4q{#sS6aUJq)A{20>tzRk=16o}7$_*W&l0nE
zzZrB35F9y3)|`Ilkmyciu4{+cFvk!<ZWZvG13b-I@D6`%C>GaTnwv(AHCJ%9dA`5z
zzF}~benyx?#Ui?`#A~X_*JSVs62-B*jcS$2W5!d@SjUStxk?p8_rb9)3Q!8btIG5n
z<=^`MrLL)^^_Z9#rSix8t0Jvv9l94JZJy}v?ynEmBM8rPPe1@we$=YIXjjsao_qQm
znS46{BF%l8*yC1!-MORPQt$Nim*4<DLfMaq^+7}XJCGY5-*<-3?(ys##sK-&?kP$z
zkITfjek|r0EI1_O%F>c1K{>P8G>_FN^V%cq%NEahI%?)o<wfgo?Qz=9tdak~Oy6<f
z1Qd~wn0GNw9a0*+<tI<wxAK?YR6$fLcsUB1w|>@+(owC#F)bN{RB7*&EM|WU)^YyT
z+_v-{X@tYdlT-4rLy%Op*i+cDnS%z)>E-UOeye#2&609zx2%wmtmzZYxXXW_<_{mW
zv<CV&FmT}Coz^s{Z3!=b`VYZL)vRMQ5%)D8KERG%nLtj5gonuvR-h6_y|FNq(lK?s
z;l$wpTh&_~Mrk;5z9fz61q=|B`m2%xoKBNNvy3|$6$lm)d|)d9*wcXYR|oE}xAoTV
zC;dC|?Uc?yP*4zu-NuV0+jgfXJ2TVs$2e!o3I5lw!iBTLq#Rdnn?{j2G{X%Adf6Z6
zHVHdUu>2wI+zC&5AtxjSSE{<b#=Jc<&~v{2E%!_Ze|>sk_^H}Bd<`K4>^>;0!HBB6
zyPFXxyu+F?yM)0uDka=tMSPiZ8LIZ)6r8gP1qw`92#Z`@9i2-@b2Qaao=DQ>$_nHP
zYCg1Eg$8!6R?DRbs~51mvAxM%BWZyRC}PJ4Q%;bPVV%BF*`;hOMzEH6^x0fAR#XX)
zOpbcEgh|cM!}@?E=&nIUK=zeU{n#x*bDtQ(V%`$~J?B@&sDZ)pgm!}Wx%g%AtYhn#
z<GZEkyln^{x#ob3tOMcmXmB;H$mad^w6eUj5Cn|^0t!kXW|pSb{b$CoUQ5kpp-sv|
zqMgY$z1~ZGR@*GR<b)B!{_fphTmR?lZ|nu6)xXk)oL@z}$FHw1knsQjViK9~0T1y3
zi$?7#xu{g9a$->W73ICXIIb9bXuo$@csi9xw)2Sa^`4QHs8!knx9N2y46I$+0T$z5
z*KK*keW=hwBgN|fD(nB*3L_lsGcMpteH{sYAsZ;tN7FLNi7ayyNzxD0w=9Qt2jWo5
z<i9#(3*Md%0M6$K8v{w`D_C+{`9hY+oXxn(K%VvO1b}~31iYAVM#2TU0BxQJsAhcs
z{ko8|e6L<YuVqhS>-PzX`j$#ziSl(VVy*#pf`@{-eRvoE=ZTxX?Fxi|Yv2os!Q~7H
zyy1uDOeepF2L>7&Io9OGl0nDy9xS?<QvDcRHvZ{|HR(RSh+rS}q)j@ZQ97g>^7h{f
z69e1&?Kho(-)O>nLb8hJl6i`v5rA3pi@a|m3qgaKq@sJ$9Z(lsty41D76cKGC)6uc
zVVIu#;T$+{(_ER>#@?-sgLI!z3o<fu=X~GzyPvVp{CMf#PxyZ{0bWxvsOSlQ_4Cz6
zVqsZ^Sw3py5D+?}Xqwg-Qh64bflUTYT?xv-F0rgWSZY7jd?3U>asbuB3r1r35mHlu
z<MzO$w_u5C1f>VFQB3c}^#d?_3YlzUiXGsrJ>{%Hm3r>7JDI~If;&o?rXDLCaV#3t
z&(<3jpA};!@HH@>y=F4)F>lOmEM`+4`0QHUPIP>HpI*q3T#okMUj8grhUgD#{EtZ!
z#zjs?lG1Nn#xn@IdEZsZjU-CWdp_x?<W5@Qm{&Mn8+<Py^AJ{avq@vo<yDa6@X4@#
zmR_NqS;6fTFT+1J-ts$ff+AGGunww4PI={VzqfsY<>tXMNCoIp&z!Xy3i3=E5@ly%
z+mBcD2(#tHol!i*evYn6H%qwC6yj;gK8hZ2Y`gZ(&LriMws-`atgWHYb&Xw=&DtnB
zfaP1B7bN7p=>Y=Hswe*l2$8pLP<0J%(?Apf&7_NVI)hTmcLShFI@wU@GIN>a^p=BO
zo=mipz198nE>G8YTc<_kI*|CjwO>!uuv%%CAbGpH?i}rEjU|9|AlAV=_GeObAgZFp
zNcaL=zn=gmPU<uy0zO!_!N8O$v&(2=+=N+Q>%P??LVrbILfzG%1YHTjMlHrEF5jN^
zAOZkvPGmR$P+Kho)4qUa|Bbmz9I;0cBZS`@Wb-&}$R1+6&TtZwpd@d}$-G6^X(V(;
z=5B%K_TwP0iBFTCj61Nnj1Jsdw7?J9{u6--FW+a-c%7b#!-w6U@a1%0bbj>b)d5Ek
z1Q1k(N?%A5&x!@7pBw?oMvZH|LqTA>cE*<7li<_)92o9QQ%XSV4a60Ke^!M}-OxUn
z=q-{+|DvZ!BTzt;>|upF6ET+rDl@F)4C4Zbwio!eGJpxsS_g0#b>v%RR@{6T81+Eo
zIrpoybKBIY=5URVOu*?J-?=fwPML=Y$h)y$4h|3Rd)r~raZpm01LOqZC3&vbeWz1R
zZS6?>;T?J=F$qaM!fE1g`&+2~sy&=vA;MH9nF7*6DQfKtjt9%}l^#G(-j)_0hgH}$
zlV0G-$z-S2$I>D}kZ5L!DE1f}_3S0zPP`^+5G=%j5<BjPl9>1z$qU<(VvyJYeGeX&
zoL`fM-$7&V63aiD+L0p17X>4dtjV`tO=oi}r<?<L3MC6aiQ+&OB^N&$7c*uQ`Y$=j
zU6Rgu)#-+!nk)efO=2i%OaVu_C?al433Z#iN~Ykl@fa)!TPO_4$IY1X0Rt9Cy|lk=
z79I-FvzONA1JML~<uj&WaI?u)h-Q<wmAu#Ljw;$se0kR>fP_+5^7Bs-;@7JVK>R@g
z<Fnni{^OP^24rpl6cm*HHRH^Jf`StH+;4Lhy&f-4R#r5YkvmGZJ#8SC_AK#6``@B$
z!k+H#_8ho$kwj8fVHwZTi;KA=<U1-DHEikxq|2!^S~C$f&D9r-@bM7b9%ZRh@Bl?-
zU=*V2zaH}sN?kO<R)b7&08#ZI|6(rK1bAdkalrihYq#9KsFJw-*T#-)@-b=5U4bL%
z{tnQ(&-<OylLI{uVtGoWnR=1(lN^BH=-77MLF`H_TcMaALub4D+nmGh7NQ8xK+&F%
z#|E0TI7?s4PisNL))!i?DYEwDqY<j8|FOeJ$?g1&ay++@bW$R7HOS(g?&$sb@dk!I
zpu#0>2q3jmo?Qq0m&T{3k;C`836tq58G#8=<yLHSCK+SKAThMjj?y2vcz9crCQ5|P
zrl!ZyIP3sQ4-ijcA|g$n=s?jAX;Y^B{Jni2K|3HBZ(coqBc^|iJ}voUvOYmitEk*^
z)2O;exNoQLw<7`I*?&Bn9JO>a_RtS+WZ53+?M<b`0EXsG!&D@b$qwp7FOfra$^;@_
z_=EwF(=*_q?PH!l`x3KQdLokm{K@{Ja6uk<zg0o5uWLVBlY6&n1sK~*)AU~LviWao
zM-C$~c;!xcr=LMWnu0Cd13ZpxUI-=$k;K86%xHXRef4Cy$LhOcEOaN01tCl%75dPe
z_0DwzfVw{@H9{2VM<lP?650YeHIMOID~<{O8>uTKeE7IV?q+Z{d|@ZWcnSvl+x;|6
z8c+vo?u`|XWjeTGW=x>LgfPtn9`O04VVoc$6K|A_jSrWrwFwwk+uPbW`1rnaZ2hN=
z$=<$tgI)W?9c<+F^nQ2sR-N!z%(%DdnS8@+c<tso9PBtO6p`@R$N%14=6b`%d(8)=
zqXIo0V^+p^i*YymW$w+O_^4Sy03lFQsgCuHCv?Z9F2Ftm(g>V$%S~lKE{EK?su{aw
zc`UhGM2-jQjmfnE><gJ>>0QFee`ro-7d$W{FG1!2M9>_-INv`%r%Ihz)yYr&Jte%d
zAc;F5k4*x>3mVC34+n@?az#{rci24`&<G$stDN_om;fk;rdkSbY?}O3%2*q16{M6k
z_M)gX8?BVxnyJfw&lj-N)|2t3GtgL1$z3Z#2;MCeMqKO$V9I%@FaVJXRPyBS!$wF5
z<Rs@42Qa=N5b!@4xCppiXsD>pzis>ZLPJAaFOioU9JKQl?Amp75Ml?6As^$9XbRq5
z#CP*?+J<_sliJ@2dD|8xkuM0LoRv$tVMyYcvQ|B`(Oe0{eKgeN2$8{tvCN0Nxup-l
zC{gxG*5(FC)0u$*REHS^r=XayBq!~)X+uQ&F#*_7_TX=r2?uyUi}i-m5gXv|p1`Y)
zx;e@g(sOU+rvNkF(ZR`>QL|<q(?h`mAcg7en_A3y`Q2#@fP}~O?{?w3W!nKckVV?x
z)|`{qoRB9klr0fU5$*$)VnD5PJW=Ox>`#f;E(FWXAOp};O@y($upEY*fLTg9rb9Bv
zxNi3Eshq!6o5Jibrj3{&nWK!;FAHmi^=UG{37`D^LQ463zdu3Gc<lEFPft%FeW=;k
z)T-6^<EE*SVd%D9M0p5u60lS&C$*=gv9Agw)Sh)Ms#c@p3cFJ`@wV3>^yrOj4T0Kv
z$mggxRx|Nb2g3g*8BZabbVWbju{=YRry~ik&NX)hAxY37=pq2vLDeWxUL!!yuMVEs
zlAss7p&>_xGl1cuH#%P|`+k7F{i8vFE?mDCtNUqvS*j=C>SX|4<#qRvFZrQ`zBoD(
zwT}jb)!nr9dXv3zI=~{*<pkb*ZDsjd2Ep~CBq>7O)gRF>h4uZ1<6+(?V6FJ>WU5hI
z_hBq{D`5ZbRDj3k#b8B}ciD&VM7ZogbvtX){E+ldpG*2c@Z>qCp=MK{z)YnTI-<+u
zv5rc<MX2v2ftv8atqW3(HPI-SK<p$eEbQ&!WGD9cVx_jUxR|$&kB5>H`sU*49kPWR
z2NnXbfmPGrZ^)=is<;`X2yjci2dKgr4S~NlI-ob)C2+$xV9x}U+sl>C1j+nrV}1Ea
zBfD0JaVe#8EiaJSl90538wS)+UfE9OKqEEdStWpX>c)TO+wGz&ZeZw@bLp&n5rpa4
zWyQ?QYT0*QKgi47{)}J!v{UOal!Y2%asPb3^!}&I(=aZZESD;dZdoo5@Vb5gTQo)l
z@_f%f1}Hre4VgT9jh*`3k{#?jUJslweb+N4hj<Q%Z(+DyX3zM8t!@v1y}&+ZKcl+X
zgF9NUms~d91)6VP6<ce7&X=#&az6XV;-UHOf$h;go(K>w0&vd#mb2))ezC^@J`a`}
zz|HW_4|RKwJQ_F#K%wsw#Rg<Qz)%~FE{b_i!smDXACAt!t+KX_;x$dSZBCPIOw&}8
zC)>8I$&+o{w(XN`+xEBL@B9H>U7fw3=f2natrb*gNapwoo#(n%#zsue=_vfgQJz;t
z2Kv?oovgF6<LOb}#o4!9R!<2eV4x2DdDG3H_bV^vY+2N~qf-nP78bCab+4nk=2sdl
z$jQlxVeTl>Y*(Pwodg91?KLq;1tv%0=0gjQ`s-bf90)|G3EMHPv>=<|EeYEb45JtU
z*@;WvMj?~QD3`>IkJGxjh+%c`sLAZ(9d*!lH`wKFx|*!aj){4Owh_GjV36HBY(bL6
zq}Jf%3TcNR%a;uBDeCBII^Yj4z3|R`{tO-b#rtvniZPVka}!;_1LtF(vRkAPyBcNJ
zcuO=e!S#_O9a56Huty)VvD#n}JOt(D$I99F0?6JV|KQ-ic%p|zWG+gatJP}++P&g>
zClmtAn~SbWAHRX|R@K<-fo}_<b8<C)j08_9Oo+@~7dGvPlmmxqS`BTta%69b>eg^*
zt`El@*WK^HH$JV@!z6J)9_NBC)Z*})#py8Er6&$S$`4Tl&01-F*qY_D{~l!HL`wm0
zl8o(=o(oFJL^gJItCsI)*x1-Z{r!9h6HDM38j&v6-)h%W;;R@%s8p^3&|L7!;_&Mt
z;ITEG(L@22!%gD_O=NKVIYg+nnojq-pdAL|2Yr4{98>S=ACfbHKvb3xS+=Q1dkoQ+
zAfz8tU%n%n`-8?q%!Qjmg<1d&lcKry@;4wfH%hdyMx!D*(i^1{LmADWei{j`)EJ1N
zp~!0ct}3-yO|~FhhJJN%aCjZ_#voN2b3HREcF8sTbaYmr@TaT1!SEhc1^ZH{n$Yzl
znh)y=IH|)}3j0tU(0{d-&4fJn{D6A?n(!2)3@jj?p{Z8-1qSwWtj-~!g>AB5T)L}3
zbgZ2_Ip^Cn;b%e$F56GMFl1V01bNyPY<P}5gmEJjgAB`G|7;3^rR3NB$_tH%uqr%x
zKL;%@FE?4Qw-y<{`XdW~HC$F9Q&0Lo(qn}!TLOR9k(SQ1KByRRQ<m-6d-H_cFzBZ5
zjP>6+m;8vKg4|IjMk%!mH31O}7<B18GFf~enXkBWQwg<(U>HOYc8x%{Qzjm1x9#EF
zLM=>AEJzQCRsFaqFyC$xzu9l@QijW6R&pS$RMM)7f~XI6Ri>uJK3w=CoK+dc5|@11
z)<qPjG}&JcFM4HW&^h&k=gAH4<_o3Mx~}o$+_#uLVs*n$kbeOe&#)TGU}U9JVn6U;
zhbMSY@Eb$aj;<Ayc78YYhD3UkYZjElQME%GSQ?Z~K=(>U?C91x8+HdB_9F*F$KR`i
z5z~*U!R%}W+-SptQ2~1f^A|jCxr~hk>7|%Ti^IXB5K-VHq)qq>q5uz7N?5k6^?LSJ
z?p1*3k#KSHX*x$G|HWr(bQlm25bS0$h1+#s?J7ipcJ0b{vr^rsUt>#gG`{z5#pC;`
z$EY1SL+w|<Xp+&)lhsAt_PkA!tTndNKebYbM?hbZssVNe6}Q^7Qr<tYfKR#LQ!W?H
z6N;({cRKN}a-X_aOjhB5ewQ+G4x?f=$*K>y3}*w+k?(jVchs9c@CzxAr*ix|5>^fG
z3$?V+mR;Y)n5_g|^lUzmMqoBy9_^pKNyA18PlhIq2+UL@m*m`Kj@JgKhqU7S5VM)%
zFPRk2&<dqv9+DxnVg3y2L1RUwG5yVAiA4RgkwCa5D%B}}Mk{**dt~GAx23;*nYquF
zLX(wIFF%Y9RW8vG6nmdeJ*oB+$BMvg^mgtMa3`Jal$~^OG>?De$xk+vw0yz+>bYf0
z>*M3&-vgE`5DtooiMi}}+<15Fbh|ZHR$h4T=uMSH!^DLA{OGn`Wl1@+ZnCPiUsb92
z^DqB5w6-mE;j$lg?>~ZGgtEIS<1g9b=wGS-?%DmocixUcO@V2X)e~I^VKpXew^ML=
zoO{#{QbE-^=x5gcDRx1C?G{`3ss7$g|6_GdZ;O{%%rwfymX^!H_(>OS|7oDhyVJ^J
zm*k&Vzm4;&;3F`}SXj5ct$*$U>qF3cerZR}vUME}7Ff$$@_ToQ`G1!O_ynkv$+uGv
z)7HE;9a5++$CLL6q4di{|IHuFw*3xl|DU>uXH3lAzmpJ&z-7~$q4dEEtKopbp&KtN
zHY0<tUadQt$%#zR4B^926wxV$3J{G@!MNb^cwE2nxR&wMy_wRH`d`e33)+tiL*tnU
zrV$C72tDjZ33_jZl(x3EdZcD*WKwW&Jm_uU&QYm&T6c0VGG118rpic3s%SG!bY&%#
zATx)BR6>)4f&EJ7R*2`oR4jl-@>M$+h>A7@QBc{#(h0-0mHx4cxVZ<0EirkD8E7A}
zV+14Vml-O90c*9YXD);XHNZmBXcwOS6p>i4bm~I3)B?e^GD$PCW@IIOBfM&VXUID*
z>gcXCzVwVVZvTlIA?f89!O0E_D|$$+=%JDr#uj<7nT4tebxHL*ivi>g{g85mmdK|(
zZDOapYvy&VY&Fee_CVll$<NHKDn&RwV?Jzl`R%@icN??%ivrz5X3-I_B^b3++!A`<
zaJ@-H?g6?8qIgTmEI~7=>whRiBIVmq=&dm}acWdlg!iY_>b@-(vgH>l6J!gC!$jX8
zcF@Sk^KnrY;3p}SDX+8QON_-)P*CuV^I9~h^JHug@NKQE@V?aFM>jmix0KCxYi>^2
zZ&v>XL~g)O`Ksj6RrXDt`m_NB3kL%$UrP6vV%s-`Z6CY#U<UY}(57!q{!P7O>F~Aa
z_p9G_BQV?UjHGL|;fD*s&7zi5y@|V}%Wjg$g=!JF>BiJTP+&Hl&;mNsoiZm4gvA~n
zy>*YR1YuuK%Bof*b_X1IEQb2Xn7`^iuu2FN9L9q#Mloc)IGA!6H0gh58ROK8{NLeA
zK;=U*g(?1|$iB$$bPQ|V#B;a@cOGZr638CnG>lHG)ljjH_9q#ao?n+vfLmy`V7)HM
zo&4i0)lt#oPN`W}dkF{2oVE{>4xUVfRe$sSisKMnX)ShXA@a;wi+@W(^am+-A}tAt
zujXh=LGVDCCPUW{Z&N<&n~jsxecu5bulwCm-Z5R=2m(|ezwg82BXq`yol*#~Z445d
z1g|XjUzB7uU^r2plcRv)ul^a+_EV`DZe$?BM^dR7O0%(nB<hRpb|EjTv;g?KpRs3I
zUDdQ2-eouZedC@-iaqN5um@w17#6V8?$RA!M*@P%XLZ!T@hp3wMRX7_&=!`yC!UDx
zgr@*tLY8kXNFcTApvTtUzBbPOwIy@1XJX<!Q@CNNCd)o8wfyY=n+f@=tHNMP?(J-B
z7)2tH;!f#N;jk7QH1+SaLdI2Nx=l)PqQjhto2qv%-KCNLPpO+zd8L07Y)7j-dgn#}
zqYF4f;wTEyMF4mN@-rl={T)t-##dt2h91TUpLuSTv;0ec(tSGPm|FR;R}?Pu5=WK<
zz3MJqgvI&r$x*NF%Zw-)DGnUyZzxt+0q#V0{*N4zA>N^(Az(k*-rk1CX7I$xuvu#c
zPQ~f9yR{pHZm(N}4SGU0=Q(pHadB}?&GZ5Nhx_~Uvr)^#f;+am+KNYcnOnyGfi~Jd
z0qazMOJmE`y1!FbqHYHVFm+kDN#qqQ-wItt3gF3#$Zp{<OJO^Mk%Zawz(DMTM+@)V
zH3hB%=8jJ>{WDAn#@)hl_Tc2Zg{-*8cu&fFK<GwkqcqHJ;fOEdqnt^-Lw=WH<;j35
zPE(6)jFyvs6M6`V(OHXFkHN_V=jP9F;l|$z9Swji6}rMzbL2MwTyxnAe;gD!by=kt
z+Ur_%6Y7U7lLg#B`eR!Ve)n0ij*W8!zzgw}&uz(g$u_aSbr^m7D=#yGmK*6^wqNz+
z&(~VI7(#Z8@Pqz^9yIqf`x@jI2u{H6CE*oxBhYlfmhlbaTUJUrF+1BWJm2n~Grvnb
zIvQ?nUJ40;N%$>FHe<;FF_Dv#1E4@p=%5$B2V5y1)jS7>S=PvwEKoOpHn9=9^Kj0>
zUc2G1JW>IoBy@Bfl&PFBNnTmVi;RQC$uXhuV6ug3stFqq*^^E`QM0g&rhgpQ?>Vo3
zrCVOBrq?w9vhg#ljtqBNhSvpFZGMXehMEeI{J=v3%}9zf{&EU=1*#B#%;i7JviLgO
z=iCnPfUQs1tlwY^19B%l#C`NuFg(XZ7VF?ot4w_x(RsSWwJfd(V&h_$Cn=XDZaT$V
z)>@q`%%RYL>qapO;7u7gP7jSn8|DaDkp;5pH%P|R^68gpK*`{*P<2qy(1NC=YZf%C
zg~weBhWN&icing3JQt}_&Bnfk=(BS%h2X#2LqmICT=dj*BNE)kgx!EO5@0I0a%g=h
zry%ZjF@1U|ZsG>3$%1WngCI_srZ*CQ=w?vWnmP^^58DccEt^hhj8jGYLR1BSNdSZT
zk`3j*?fn|Qcz1UP?2v$w36Di*n#p`dw2Och=NK6p>L)wI2=$~94~Hu-lLiq$D@lzk
zOkD_RNU>logD2uRE|b!YKwN&(hPKv!j?$#u7;)sX?gc0Cqu$>)0Dm!r;)ZRHB-u`g
zmidnGm`6-6ppB{{u4<a&*2JY>aPMXcFrA_s0SqAZgShmi5^Qa|6Wj}shYCx*8m$=7
z5Z!)Ckz=uCSKwb#mYC)9bPAl#3=&oPsq4m|i5?m|-N?^EK)a^ha@j@9WZueuK%ms7
z2ilr@H&Fi&)A>sEcjJXDdz+Q%M@o~_^sAO`$QcooGtQWc?=&d3`ID=5r8TtMRA^ZO
zLv(z#<aFEY3{k9vtZ)~n<ePRCVRcLvpR!6VIE=qn&``fyH;byIb+0(E0{Ox=63*Si
z676*(yBy+r4M5?^4(yE~9)NvzXK!t7RZm417Y|2oZDn_NUzDu37El;S_E<E<2LwEo
zmeQV*Lz)ocqsOKG_KaH!8OTsTLr0VPC8B8flM6(IhPHKSbA5XlwzuI)D2;nwa1QLC
z_K8JP{*u73Hr&DkxlW}EXscw>fTCXmK2+Lyi4T2_;+z#uXm>!DU(~A0{@t7=JG_eI
z<9HPD1Q4fsVUK`?cAU-WfqmK^x)%vRXyWeEha~Y3O(O2*5Z5fr*9h+x4s#3`OI|BP
zU((8uSL{u?Kv?Y0^8|7C>RVQ$4oZcN58jOm@k=5ZMOqPj?$?IYW6lcTIF$cDpTWkh
zAV9%IS4Cjy1vCG*7|K#O_Dbis&WgA}%<`f?TwDcik<D$||GX8WW4{yZ&r<kr-J4yk
z+ejkH<;^1M6`3E(1%Y*GFmN#ednRxn`ly=BVvW5YFQoiP-3{~u@aNyN&x39VOaChQ
zVwV@NS#SvD(W^&EtF-$SgHiv|Wd{HOzWT2Vz`E@9cT960m*K`*`v4%ZGBZ;hk<G&K
zH+OnsUvDrS8|92(=3WEw-+oAakb3)(lGWtfcz?u@i$xOgJD>Fr4Mk>kcP$CpKcTdo
zZ+7`itT?f>{IOv=zK3cyhyZ0PTBz~WU~8NV$aBy9)M^jNFsrS!>_QS~m7((yldtzD
z=@rfVdCPbQjMg6XKhCzvWcv~SwaO~(SIuE~>(;fF=_ZCAQ92anShkV5d=qrzyNJZ(
z{z`;v>a0@KV0XX+M+U4Gn`b))Y4L5*#fP$4R3oW@tRyAdVW_uXIlQrWph7<rjE409
zM_F&TGAODmNTI~i!GrczB^8>uT9No~pi2y;yXj2U@k{K(6yJ+}d4y3@ZQT4&W|F*O
zJPp4EkIT(o3vKLrd`bURmbV3_n<PDZa72PfH%W7E_4VRkF>g`VL+}4QP4EeTw1U_P
z@B(QRUNjB<@j}5`{o~MIbwJ~p)yCtW%(g1MG_n|=Lj3swoP^4Ia_T~;)P*uJZC`a_
z3@1rjgHvt+4;O%8etUq(In_X4><$oAMBz*W{ZS#7bk~LGpimdLa>o8rx~LQZdSym`
z4XE}fwHg`+w7e9)i<(DjB`a?>dEe5s*y@Jla%hgrHnh`2tgge3YBhH)LZoF}8Pl8=
z-g;op@fQ8%_=5}D5SPS`X2Lo@LI;1iTjWkNLpu|-*%$u&a7@<lG_HSHESbr>-y0)Q
zHAjJS>gcx8>b`g$VABAfC;s`nZOqj)uxQq1-s(LYEjt)3-+GFSnkII(&d>t`^y=>k
z^k~g~I`dc@-T3AovS!%U!)aPagzZY8SXC6h>T9X3tGbZC(Y;(&07OB$G@^mU^(HlZ
z1mA5pbv4;Hs6B`!u#KmW59ogDz7qh@2|yrs1sXA?04>O{lZ>4fKKCLpi5KSM!Jt4`
zOe61TT{&j2;0(b6IP)J3)V>f(o0y5D!2l_w`)<e`HV42n9ZnpUYerMcHb*txL6f#p
zR~m=5Lj8OAO#k@|qGk%1UWvY9z};=*pzV>mGO^ke##`ne1;CiF@Cfa_X3qPNeRO>Z
zlJ4Vv%tJ_^C<iDu&)*1h=1=23OG98CCFaDSW6rx`pY@@SKAEiv-_|&QzMDDY9&O*>
zBVly?BeKk~n@!kETRpk3ZI0mFEe&XG8tCV3YyHzp{V8=zH4y+cH1{spAEdKK8HL%s
zdQj!-mUKwRfj}lxK&vV}S7S2C9M6I3VDpe{P`+YNx?(}I$uN-_QTA7I;PUU>LC@>9
zp`F{y41Fxo<<^Up68I&+(ZCk-?hBsfZ$^_hi~mxE6f`2}EGBNobeWJOIJN=>j$Mc^
zHaR5K-$u8*z^w4H0>-_7-vA)q19yVIn3t$;vu%XV`E`iIrU5*jcVdXoe*o$l!Y;v*
zEuNrBr2vf2Ijt-(s#1)&L+gB9Q<G=cTKcdqy*St8p1k1BKYG(Yo$vB~X@TZ9ez3)j
zr+I&ObjEHenOSR4`|21(q;%(v?aR89j4$_DQlpQ(1rv3q;_*YLaYC+BVICWYhmiXj
zTJ;ABuldR3HhPtV{^`2Xx?5=8K6hCA`-{`{-f=x%sNzDP(TR{k-^q%y1%S)ucVn7E
zTYj<d_0E-V(8q3PJwi~qP<dpY&Q)*WG=0K$4a9`Z7cv=(_OIT{?rJ#!<0=@|0?rJp
z(zPP|W~CVehOSjZw-4HTUn-?*Wtkg8;TJmjNy_l0>G0&3w{pnXcJ`Te_TICB@M0e8
zrf+w}?wd<7y=S5`ofi4eWt47Zs@Hj3-{O`-cT=tnC|kZK3}|4ybAAhJx?w%AZ<CEX
zsNABGmV3~$DCe;(=hLkeD5u}}O7b#K5NH>qK=lKjtnvwC#E5Rw3g6lpE>xFpvt(GK
z^sFs5*^kwUjMqK6NZ|D%HznwSEh3M1J$tdH<tHM993bf<3e}NW%)Kw5oxk=8Hq8+T
zTlz+Wao~a@d&_85k1n9waOz`fjX(i<q+z1bm2jQa6KgMQZiD(_p9Iba-M_|2Lf#dK
zjBhIUy&fiCb%87hPXczlwmr}1sZJHIq&~ruUUzVfKBp<oWrN)8CxjcQ7r2;$B03Ou
zv6!#hqUCkWLSd`003hULF(W+rPOHEFv~ZNaha4m-{fhepJR&fsh@Zp%O3$|_lZNAe
zk=NLxXB3%U<{cm96+S=S!qSo^GDQ+s5>})B!ud6i+}V7A;hELxXaQ`=xZn+1KZoiD
zXNAc@;5((g^DBO<PwN|rhZWNZOF0)^YFb}wIYVcPYV(5N^1dgOkbi+U7Q>vBpv_p%
zbNBv?8G}H-b;q1%lhWca28rz+R%Es7uHOxun$SNN7q>H1WxHOqm0?w`wd)Q9L5>Ob
zp5`W`;SGY0VrE_L^3@!Y00hTycTN<aihhYn?<2?#zA^tm8S(((gu_}%YP~l4pQtwk
zHtq}k+`R_XC36NQw_-eVpQabgqAbp5(B!xX66x_5d;yWW+>1wH-CbO(5hz<todsZc
z6>pkIKfqUy6e@@)>kchYC{b+0m}z_cmysU|<KzgzVYj>a_jw+}%d~vWUw6djXgj+}
zfSMW+;sO<tlu@@Bz$kw>|CD~05VQ?zy@HsT12A#2e7%5pK-Fz@!REUcD*(J0#k5O!
zM%t&GpCd9yYap#7;qg!{i8=ho^r~;_jF-1WoOTFjb%0BDL_V4hD?&JB3-E@VJ46n+
zIhY@aSwYfI9QG^pU3%2?B2mGS9le(v5(^%%jBW({hH_#-%W3o~-!S0<(a^#M&NY+I
z*C@fznIE|AVVIq8<Zbvg6xxw0<EqCShJ=aR^M*C7%h#-EHY25VS|xN^V{o+#Wxh+4
zW+m}EIc@Ju_%B@G*1GxZX6E^0F%t8;-}$}2cD>w;l_hmOUk6`SbbaV|yx(qUt;+hi
zn_p&X^=G*_y)MXlIA6AV9`Cd;f-(gk2W*THc<qnk6o@~cb|?IyADTQrRnpBLBX6^^
zwA)-BbJI4fYB#i<Uk^n$y?76MRq8+)^g10Jj$2G!J^1eyjpnb6^LH90_|-jfogyn1
z0#Y5Nm!;i7vp?S-rVMt*abZM-O!BMam}Z8$bf|+q?jti1uyiW^kVYud7O0Y)@6kUp
z-6a}M?ovf09MY>`m4~_w;qk8GaW3NVT$Gw!eKd0`uXk67mt~_KLIh_i?Nv=-co~)m
zSXK&<NM%^!)WiFb?b5M}>D9;N$n=Ih5WSgP6a0B{tuaDIgpPM9{5jp?A3Q9NF#uDh
zxK|Z_$e?tm-F<T@68H6`dVnA%b_A7)>jyE_W-$5vc8S+dW5&z{N!^=0{C3Rgzr%iS
zTYQNe8!D(56SGV|p@M{VMNOu0EV04{I=?dn?;c!CFGwF5okc|8+)9p1%z#;{nIpwn
zV39MC9DIo&CU{xs44EFvqt1-<crEK!OUkA8$`tf*+I^reD|cB?t=MZ^Fwb!MSgRxt
z_GxjlSZ%cG`gr+1GMnY|(Na=!yw>8d^q+tAc(yFk8TF2c&!O4jj``|xv9?@mG!`ZJ
z5%LaDxPTpae70P-rx%Pw2z>X9Bky6@j5~S%VZg5{j9RI+CX>I*oC4?nEzT>S9*KyV
zyJRKXUn|eVubYikm`VCbXFh7Zh1=*;WihLi-?A8fvrqb41b(08Hw}y%4isv2sxj<D
zD|99jYiU|uZCtJPOP@(U#TlXEq(x?Gej>zVlHQBC+e@tn=t0gj|0b4ZSxpDAP|O(h
zxNeFSKW@{SNeTFWzczwj@`Mdzyib69K2d<YcKWyWh=A$wR1!xh$_&aaE_$v1FZy*3
zVr)M%%w;maK>E$dox#iMsO8mwpv5AFzCVWPz(pVsMZV`C`oqr(9j%INwJe$u?W%fP
z!BVraswo&gYj^Ch_A6gwv}=}FI~-)=IValHa|VBNWUqK?0i&Q>dGRZTi!>DTx$_5H
zu8hZ)vcZ6MUpMj({KtHT7iNP%c7qmnuM~Et(1zD~D@pGUyOkCP10-T?qut$C<x^g4
z#>$mO#B4~Oo&_KYqYK@=4usSIL?d<LGNv!MQnS<XBdiYk;oQpXpI&_wF|Ye}8RO&G
z%KfdZ;73;1$NqwI`hxlUU7W1*+0wNAd3cobd8)%bt+)Gr#_Ij5^TLI|{R8`HxJ^aD
zDbk?KE3H*Z!|NZ57dVTXw@VQ`=fEg|zpu53P&)eMYk7=TvB3Dd;3$)JVl+&e_<XcC
zx^Ewd91ZqOlp>ElFs9lQX?Afa?&6$Oh|EFlXXjF_?{L_sG2HV%Mtew2j;Jv`yC=Gm
z6pND!@uaqpyp<OIiBOdFwY4+9@Hz1%6I$NmNKt7C>0`=#ha#B_O-;@Ajt*Reprj_`
zs3FX&Pf5dV14#<Bp4$e^Qi-MZ!a1*Au?>MvtMvf@)SF5<P&opMnI5$XmRzZTjkw+X
zpFnuZjp$7JDJdea-$DH&49}1Z7t8VNr1A=Z#cm|wErSkJHn!*E`Wqs?_2-)dD-SX;
zkK@a%Y?I~N(W!%ur^o(H(&1#*^Um4`tIiphV|%`*ZC}2cB<Go{%X{O%X)0FLW~1$T
zqbTwDC}Rb!6+xY$*DUnvgVmaY>*013at7b~2)0h;yXkDcMBGA^#^?EbS(Eif{YIzs
zN53qm_4rDi$pB;5oaNez?NiwCrh1WftxShy#?8I#NL=clq&GOBBDyC5-Qgf>cpFEb
z$HYokOzTlT*RImb-$42VAV>jhB(~h8UCK)n<69*W+jQS-snPE*I|BXcT0TN#J7avL
zQRG{<$#jXqNllD#$AE&jwRN>88wq5z*f&ygSuy?PbMG*Y-+(MH4=?YmDH~N>sJ;$u
z0<D#PohtIRUDOUsizQjVevNB3Z_-#T?B$lMK$eeS`Sr064-apcfiMlD149kY&q=p~
z6A^HyqVf6Qhyvn#`ghEqNM>tkOs8mIgq*v7o>vIFuUX2RTIO4yf{9PkQWJr^u*qs8
zao6X^qK-GXkZdMT!{yO*1FuW}{Wvkx?)zwg#@MEyYUf8?ZN%YdDueO(3IV^T*<kN3
zWLnqQsx80I?){teCZ^>xgWbtNycxa+-3F)aqzmP07rj}ldhPv9cj4IkLgq+%d-3IX
z%I##jo5y112tFss%3Qt0<uXVl_#uOb-R`5kyav6@B_rAP`Ve;WjpzB_{rTxa3TJtO
zhHQU_7tv3o;^lb0OCD?R4Z(c9s2ood-QDBt?JWOkfZzdGo%|t!|Lkcdgl<vV21Dll
zCfIMG$<S^;3n`wdfo{hAPdOPNcKVwFE#Wt1(%3cih&vwy5PE)hkd-e}t~lHK><z2=
z8ss%9gNH=Jqu{=Myw+%?;c6KFM#8cz3tx597CU126dy3qr@DqVN)b}yfBW?O3?S-p
zVRAtDyFxh({R=cjm_&bc?=vD4L}d<y^jLU#kiYT){UTO{3U(zd#leL(A?JBneZj)T
zC2B&Su+yr-=6k_VdBxb}nz~-zZLdZX)><>O{^dqyUofM3%Z>m0YZ4*X73gC9R^Y?+
zK4Gkn)9SR#UH0Q7t|3d+LPpghQX@E{_Cd?3bg^xS_F+@P%fn)MLuc$k9a?YIMB2y1
zWOKgAR_dU9Vm{b<o}f-2|D~qE@payNEX`Qw)BEYeAHGuaxqG3reP>Z;v(3rkn6XQW
z$4-AVSM>IfamjgWE0rG_>x_#D&;eHNSMeXS@Z4@Z&x+X-do<z>JmDGo?stFrnpsVs
z0QWt3MAo+#I)Ei2QLgx%HW-fgJ1+S3SuGm-XBc0S<S#Dq@A@rLF)+)*&U=6XK)o1C
zRd~N}8dJ)3LnI~mWnuVBIyyAxVZ%;kbrj={B~z~t*<fAPK6wetHtw<BnC$00B~d0P
zEiX++v7@uCtxyee>?koA#^O&6)~qNr{3^aQabhv|CgWavtKO1vW7c9+G_)VNDT>w7
zdub@H5q*HG4PwL!%gf6{M?({$6w^jIl0v5a&&O1{ARnYd7SOF+60)6Ga8GMo!(-VA
zX>t6x(rP<M=jZkM{4m4kWLT*!I6j(oO5;@F;9%hK`N-pS;ZUtet5~oCdt9#D$48QG
zH=NL@t?+zwp)iME^iE{AvDpW=*eA89q8xJA{LJ<2YOtI<ug6`5U-abIOLiKTxA=I?
z!l)4B#26xO!m1F|s5Kv3!{@}_tdV(r8Ex(p6R2jlt*Y&i;q`RA&E#L;b$Pg0f4yBF
zJmPKg?sR^hIc7CM^7gcsv(i#sZnmzA9FXSC;`=n|$4R-=c!#p7og<jX^2tAIn_=0j
zP9hC9{-!&?!Gf7n!#oY7Q^kpOF-Q@2u==?T@q(7-SoG31sgvp`nAcepQg6$+Uww`9
zxwE7EHGb(o?(vd+<;nO6b|2h<tp~UyFbnt<`iyVbvY|7q1$9M5)XA^aHz{l&ni;>)
zW<XP4T1rk%E~e3+FS@$A0#eOr=)PY(3Dgk11>=cxjJ5k<Q>6-@o|=8Lb*c4m=(9rz
zHK29%6fi5X3Z)|nKF!YN>ZW&*sik>iIV^PEj*R$UA9&pk#uow0!{vPCyiI5gNFN1$
zS25;fw`z7U$(wH-F@L`bCZ<)kA@sU<c&aK#9ICw2ZilaIaqVjfcX3uGs8&8}+G%iH
zls&F<PB@25b;0m*M53z{u&fZ!r{DCd8%nooAl7*8^eH!=1qC))Gd3G#e4;n<vg31B
zJndt(-^QkK7O}AtcC|t60}#}uTGR~y+48!aH9yU(+`3q%T~7?4LPzd1uB>?tZY+&Z
zlT)WFA5=x}(|yT%5B3_DB-k$*dtf`LDWI}vm$FwH9g>|imV(&#WsJojMR_(hHKn<M
zKm7SXit<B%Or!?+L*NCxTkL8#YLg;@{Jdx)sdjQw{9#rtwRSRIn~!H#9Lir9s|)#i
zio9c=A$TXvh=F(6(k3m4YD=hUQBdHwItwHcGZRTSBh#E3-eIK#bmMrV*$=l7bVCWq
zcNJpV_anK!n5v=7XYXFlrXlNP7t_zqstY7*vitocoeN--h@5wSnw2#n=KiwVK44DR
z>E^Ls^Ihn+xvD&_N>!4RU_!@^&1<l*RtxyA2O9*{=dZC9i_n&BnS5qiM_afZo4lH>
z?<d_ADw0iF-`78^1~T#0>YDD8TN=G5J1N0x=3g$V76!V|cnxGcSw3&}Ayq2J*V~_K
zt>iFEbiAL9ZVx7!(%SyL-^~JyC!=PwP`Q)S$z1$o2$JPk#e%5d8qVW2wbAJV9N8-k
z{K6A5uLMZ?cimna%`Dd!STfRVT;|CvaVZqFf<L65WDuo^t%B&+|NLXdZi3;3v5{<@
zoV?NxOG`^fy^o|C1O&;Kl}i6G;}l?rg1Ex_w)t8)G{|DQm3nN~qYi>$3p#oV1>sF2
z6percIKcC6(^$<~bd`Ni7SvrHmCw>nbDrlp&ULz>v{<jP;kejvIea*$*Jxa;iAW)9
za64TX<FxtEZTPTks00Se{iaRO>)Y)KVU|><C85JZksfpxQT=n>U5N!(PRAE09~3r6
zgRQB;?iE76z6Yqe3(SJZL_--wB5%Ix3tg1P7ylkaX#b#dRI0`AwZAB3*D_i3ycSk1
z;5RKwSKP}#x{p`1#BQi$wQI~e?jK|y%emb4hGT$@Al9JFE^x2Y>Lhm6fx}AO_B4r-
zqqC}7eTYa<xzjy@#4Uiur$Fc2PGo?=MpB2-0bI76<;cnKw3}G^SHPcadi!&4EJ3nG
z6ou>OH!-l(^8JUaE7$SEsmg!WjEsz>wm?L7xzau*)iY=&O!yG^);!$ZbJ@HDEP!Q+
zCgML>tt;9_Z4N(TP*6BAdW$4db+`1l%T{m+{32kIoQypbhO2d6z1n=|ID<^0_O{Bn
zig4<0B^3Oyg=pt>yV*-&H4%U45xeB}#L0i#Fz+yH_^^FlxN9i$kjY5vIulyCE1b$H
zdoOK#nkPuS(=5Mu%xQTMUkbSVF{Fh^=tFOKW~8(Y?H7?{A;}RG-s$_;N2Q6J<w)+j
zw^-^;{Iuwm%eYR&@$u{GsLYSN6V{ZAc<L&!;3b;H1y!(8z-uWO(V>z4)%3HcZ>UnI
z&9VV4@%aFm6Ns`vvu(0A;=P=Wr-V`qXq%r7a(wKS$Oj`=J>ARPRa4HSKT@b&CPNW#
z_0P4LvG6zZ#7(21q1_x#5#Zsyh&dpFClBcR2`7#iMw#wj-QRl=KwH^pLoNDy<c|gy
z6$6a~eU(SyVL8TBId@;Ca802+aS@=(nbl5WBcf0?lGc<QCJu=)VNK&kFg#VFjx*?u
z(G~J9$6<lCh3O>r6lh|(M~&I$$1A+D2IJetm@IE-p+(}3W}{1=qS<z*Q)LAObhE6q
zMw`!rU}Eojb)On_My;+^%iWDB?fdq4*bk>H$hj;;B0EycGbO8OF~B_ohJj*u6+qd*
z0K$ex$u`x*OlOLFduf2zGU5LiEc?dbIpYE>ki~Gyf#EN-_M_5P*J7l33;|JHSj>LO
zT`PaQ<P_=|4DUo0=0CFKlitL%t}Xa31^47U&lhG&c&X^E%~u>8pKA*)t2Dho-rP>T
z)SI17b9r3~ecqkkL4<q#-x7$=6|t@65SQqVnbR=Uc4@-z;zdi8e%A^<>~d}zK$}9%
zeri?@3=O?LKf?z8;6rdl7zS-D#ViL1MV@U<?A!Y^A+8`DhCB@kehA;Ac>J>mXn-cv
z{br)le`zxg(k8&C+1UQ79OxQ=(~kHBQHGC-I^E&%xY6N(jfIt%lw@LL<cGxUqYU<S
z)FDI0q&}43bvBm#v73^FM5sc!k7=gm29!=>cOV61APx3=w*Cc%*=&Ff7;81l%{v<2
zD4m8hNax#8Iqmd^P6~b!U||lXBx9ZRs?4geQ7+mns1PY)TCpLl=#?%J^1R?%0=a=!
zzcg|xZR9N5bs(Nif`spbY5G9y%%VT@=xei-EZMJ46lbjpsLgje@FD0H5>lOdr7O^N
z2vX2dT(afwiVfI9VlvOus{e(g5Tb$DrH1Es&zUH{yejkWNWVSk4+0V}l_HkvTpoi@
z7cZ9@PWwmVie$3{TrLPIZ{uVI2|FxY-a%TDKF>xi6^QN|O)BqD3>?aYOo$tkp%wtY
z<z_Y;<0u{ttt?z0?l$awX-Gys)teQyiC`z|y$ucn509^_;O*@lMZ}MWhGzStLK*%D
zVl<nT`zO5JdLA+BYq{~yX=x{7_ts;xU`Uco{&)z*3pw|Tqcs4F<Vcf_bb`$AJBW>q
z{rB%5sYnn)M_Fnr-p%CM*_j};DaL&_^Ab2O79n8-;ghL;4y8Z%lwU=oD&2&E)AhFv
zQeJAnfp)LOBnlF!F3Y_$OO34<_|Ea^QX8Xlsc5q%;P{Eni%irq6mhX!XL4A1{wkA>
zQ)eovIDzHxj-7+<&6Id~hwo13*~<<PKEQhQ<wO98?vf_`Xsmgn-Jl+1o+p6J6B+V`
zKqutbPVICoE47Vq?k>E7-Tbn%WXmM*Wd~p-j-V_Na2-hPPh|Tg3fI0$P0T}+Q-AvU
z`v>`0)2v30LEYK47aB^+oo^?kJ*+iuv^ee#CaF|<+FkF&pi?(qt~9va9$dJ&^>Nx{
zey+QWSyoIo_iWTH7Kb&FA)pjUJ0%XbS+LwweHItfP~Z*2NJ=i)`zMHVwo6cvr{q7e
z@$seKjfo!$F5(D3bQ80gqNKdKT6yCDDS>cm3T|#(S()28nkeg$hPa+;<nJ9Ne|JiT
ztxcwXE=?6m<J0=n@QXQG1C37H`{Zhaxz&(778Vvjj}i2$;=4wUEx=5Hqkfpm%YuYv
z&MW^|{g#lB`2G7!l`y#dSFEisG~_?P%6l+0rNnLJRBU2wem0cYM{yYxR_cC~hhc9t
z;f@yo+Sfvi!GJ-L=F>?Tz_)ZWX7Rb*Ty6IO`LlFxFLQBodBb<_v8yVPAsuQ{-UEDq
zq6NI<p3k80mf~Rzs&nSmM(-VGr4Kj&4-;;J)gB~B)$s%NLiv}~o$zBoihRpw1_TO#
zE(YSI1pX=juU323^0sH!O-bFT&8wT2qS~~h2*jts+=cpzR$?PQ?u+UNP7#e(!Azrh
zUd~sA`zCQlT>_+AahY5fUkDqYJ1Q2kER`;%7W|<%mpeS}U+(cA&eLY**mlPllQuf}
z@53B|V&`wx3P#(FI`tBea!p%Ezt+Ibd>si?B>PSlEjNsmPv4yZl#l3hP&2kbG)XG^
zzvVFKJ;CM+q99;3d4fT0V!CRntFPGWa|SqrK%gksnKNfHX-%B!8^r@UuMwk3J0$yM
znFG9npT~Ab|H%ij3XUAJEx?PL&+Sf<L0XMJ#MkNnOCI@eKu}ODSEtSd8>!zH?blTd
zqqu>|s*E<d8H2_W^C}t(@4c<-I#5;`aM_M`c$nBMF?r0Fl13nI-2itlD3kwn09z-W
z*X1HDOh+Xmd1NBFim;j8@NSV~^0flEC~NFx0c$X4xAN$B6F^A-z~Wi5-dX@^dw&c-
zJuVq8-@3w*KY!bWaW<LU?`Qwp1u$=}5(Zzt?E<AZ04skRH^|aQyKIMemdpcyVC|E#
zL}3x=i`@uS`9LC9!3lt+u-V=$#}O>X?|5Srtba+j1>%rYZ?i7lM%yj=L))x+Zyi-N
zMw(~e_CyJ4d!8)`lsR34G60?DZM*Ffi9k@mW47?PNG3o@`mjI>*!=q09rd4Y=W?cF
zP<^T7;QbM#nxy#8_~_h(t+<YiIp5o!1IK$u%1TQwgdHS#M4m8;08nt^VHv>1^kh@D
z5KG;YJ92qY`MERBxsyhWP0jfT3l1Yedv6gmq8f?aj~E~k%P-ltx3~U(|87+e<I-o_
zrh!F@r-?V_Mnk7wn>}8vODv|};C!(dmJk3(Px-Sty;%Nzxp-V>8=s@uTy?!<wx~+8
z#s2p7Qeu%CFeWa$UMr0n9!e$!9>2d&vD~==?(a!2@>_65Nb+4rqp8-_Fe6Y-^BSbm
zLi=Yco^sg%S1)0_Sl!+B8?`l;E!{{uB`8@K8PC_n^UDjw8qjIeXodBkd95XhjN2b+
zg<>?`?J}TtIVA!OWHy<}EpYUd!l&S@-^8_VTs@QUKe5u1i9H%?JWZaSEaVk@dhgM-
z#;7#=vU+yA!f<N$r$%ILOLR1wnOt5Uw3JVY%AC&k$26QTJKL`2&#M@<kJhU~;<%uM
zAsJTX2@VJUi2gzeMPM5m7~rQ{anrr>Pad-5ASWL#F&JJpAhRT6WjL$U?E^R6V^_=Z
z@^M{wvqT`|VdLlTFxr2}<F#4++z~cBmR557G|MTj`E+X?E{**!X!I;P@^LJ+Ae);k
zx*bmT=yHqzDCgxamm83fkX(i3<>kf2#nsg)!$B4Q9rnt~%IfNP%|bGG3*iTXUrlo>
zS0{VXO55Pb0E0U)#R2X2;l)y8LrU*rl~!7v&F0K^l?S5dF6YD5CU07z&ls~MGlKyc
z)y0s|&11<lpdBiJ{Ggx1HTA_c)&998PS`|dNvN|0KVsz3_(qM4J&w`fCZ8@dU;vZZ
z)9aWnlQ%+wPCg=n5(sdv^LLm@kw(xv<=v+IK$OfkxWdqOj6~Mi{f_*gBsz=1OlOdq
zL^q?5c5L<St`VczqOKi*+jc+q?!Of8dk_)%O53Sm&72Pruj_rzE_LF?O3V9$6-mn1
zyIy{eO6^Xmjp0KR(AjziD^s3&GW(EXOBAj^b6r#a<PXQke^F6B>4ugm2ja3^rn>K+
zbuL7@(nhPBos*uAK1J&(yaUtn$MpFsXyP!i-|jY0QOaRpXggp-W<*6%!99rEB0I=M
zqc?tv4lqO-U_+ihFN|c47=cZvto|BzzX<?XOMB1;^{ZBw*1}&CSAM<T0HCkrKYpp2
zskk2q76Fn$em+I9zAN^zzT&k16s|Uq$jDx!y!>(aX!Jn$W(daY^SZjJSTRI=`qwqe
zT#X&4qW1AG$dQMijm`1O+KMtmkJA?@`9yw^8ghSsxgSen%;NWWxcgSTI>c$c=F2Z!
z5^-*F`NdQNKTZC{l79Q^Z8OVm$gU&@!CCXw<o<X8J3H^?8u!i1{lUzPO4qL)9z}JN
zm}w-IWxmQer)AcpouZ5HIuI+r>eA~6;u>5lF-BAyhlO>i5<({E4AH3Kdi3hTxz2n9
zt`bBDyuA2n1Euo*d^~5%Ps9K969|;r!LyqJ{UYECZa__w$cud%)J&OM>+cWHH<V$z
zC07+w&}6;K&%qls=&zv^GTADpD^ZV?>p>Rmug{FG@wkkPl%zx^p3_(54<fug;rXKm
zt73Nu%77CE9qmYq4I99@#x43O5(_8d+PML(Q(f2-#SZv;w*YiRB;dIObUdxEzrQ`-
zZs=*mHyR8@K0Q4xcUWG5tl;6{jacG)j^6;@xl@drK#AuiYWWp&7w_0qNvCP_Bi->=
zNuCgwKg^GlW33|u4=fA}-Ai3Y?RM2hOI)y4K^CYYg!a?p<Le9#f72|Q6gA4!&iA$F
zNI<QhUs%|=X3FAI(@_iEF|M+)>X=_Hk(+gSXNg+H=5roC#SkU7(^}bWe1p`L*WmIK
zpps28ureNnCeu*+`z7JZm5(f@xT-2j`6f4EohA><k|IWYjuR*1mp@_l+LYK-(H1UA
zL0%rjfT^*u@wcSyWUSOUsj~(*>(-f)?Cgp<##RhxZu(B-$=ZB8;r^H!(O`S^%0hzj
z;qO&yT8p-4pp1!oCzUE~NHz$eYgI}@!krTQa4H+H8o_k)vE8u22>2&0O(^Oipsy_c
z=6JSfv!HWjbrld06IR@8pVMPvz&HN-`GITlV)Savs&u%7$)e^7i<R;G*qr_tpZ(l8
z2`$0WE;*AGHPO=2ik_qyAz{L381#3s5Sb;!#B{nll0VBhpUM%L3eU5iclqk*+tn3V
zurD6OZ}MjE-9PP{e?OVE-3_$ccr45+Y|hj^udoZTg1Ilgzf%4~UCo`K#B!+Or3aF-
zK4LhXi&oE)X=h<yPsRUA(~XefKsNQpDJYcqsx;en!(Cz6VKESglou62Yp}7gAs`~k
zUkrSh2AOn6CnjQ@A&3dh=5E2*3USd{24G*=E$LHX;N6BxK~nMXserNdP_0n4^|_50
zcrq`BcOZpbs8J*tvuSF$6OVO$kd^HZrq>>D2aomX?*JxP`FJvFX59eAO|!(+!8V2k
zMB>uq;^F!<0+bVv!@;-!_$X9OW+ss%M0*0r7C#_3SR^OcF;NaElYe;o2nrG+JH4G0
zRAJw`{G)t%Y)1Y|guaYc-ssbT#~(a3p{Gaa5lH(YERj6sIOyx|Wax;AZ%zxf`TZ4{
zP1%5)0tf#f$n@1s8cwVABdqs&k19Cg0*do^eJ<7>Qd14!*z$%NTUS`EObBN!2;qtI
zMpSx3-mm^L8+YbdrTY!Ap)14`1QKM!UO@(-x#L!=is^+knv!>8$Fp~2frn0I+R`i`
z$`du3nw$5suE0PI`JIE=@eze2P|BJLJ591wBP=Ebs~M%UhjHnqc?<|#COUzfqMo7Q
zeB9+-;iIrR&q%Rc%8mYfBm#>h2PZqf*9%7Fqpn1O{FJhtWoRXZA)DyV#Wwfw-I+iE
zoGAk>t^3E@^JQsCg+^0ng9CmJE@Zq&PT$tOhKRfO!?MYx*=)rdd(QoIY3G#inHMpV
zP_i<8t-|tWItcik-QaM=#lIeXSlM4%p97j@m-jo~Ylidd!#NN=av=<QxSyUYsu`r;
zg|cF~*0H@`VPs}%YikQjV$hmjY6fPLj3%4Qqq8;dTVp-9P#Z_T{WS}uFmHQx&&h%#
z*sXEXo!_Y@jg4H<14(LXqqtI3D0Q4ksO8}O0e%R@h=B%EW4h#EFcP~0ybx7-pC8bE
z=lV6O4D2T2o~{ZU(;WxqDKGfYR`nyt)sv@=<6YEQ^C%A4ddK|bPe>fMKP~qBSnE>T
zToRO>HrmyI0eE3y;r=N{tQYIxNr~>WS1;(m{`;%1cU{Blqj3~2>)_ZJJWbTQH-sQ9
z3yXa;=)AtZ9_abVzREmm6qXPTM#O(uz_&Nu+Ym*38Y1?2TX)$k!Al`M@V|fP_nj_n
zfu?=cnZ`}dwKRw!g<LlgMufvm$jr<HUh>}3@^XY%k%ie=1vxq2T385yDN9Nw9i7dM
zZ1B!zE?#8LEqHQdyT2|^QW^8hZgoIJGe1ASv(nmqrhNQgT$qLiHaq7bJ3GC#b>vEW
z#7@fhEG0&XauiWQ)FA?DZVEqTN}d9oDQRJL2!WS8+(v{D#h*&9O<m4ZaU&2j1d$vh
z*?yN-iJA=9DX?ZTu!F*B_eMEuBNkUQG^`KeCdz6iTD7vgwNJlX%;%qR+wkofbW^aa
z>pR%_W!t(x&1`H0m7G{OD!QlG#RwcM*=!Kj#km-|yP6~+M1x0B;AU4>SAi4mEo&r>
znv;X$qlU-*dPmgRnPZMiv5Do6rVShU{Mu_{4|T6R&858v67zg0o-LEoOxXrUe6GfK
zk9MUVDa8k!Le~03u#AlxTyQ+~CvG_ZL~h{2z<{)3Sg#95BUhoB@)~S8@DCFZcKw}+
zgop_V5r5E8P#E?Gz}gySH|qD)vxZsalU{KmZc5tzj`}Cr>3nW(VsaQqElVWeiqddx
zDkE|#AlhH8^{*Z^PB|0hR}v4lQwxTm9fP}Nnun4YU&=|QC=)RwGq#`md6e<iLE038
zP0q8{d&Gc#j5vjr)j2qLL~HXajm48W&`<Gb6ITAM(u^(2GI3LXXyEY-`@@jAXn^jf
zdSs4}p(Jp-?esvqw|1rG>{j*1z{Jf86y^6M3_2=qijdt=Q|;Sdrm>b*mQ(-iWo6rw
zc$t`(=;-Lk$i4*XPE1S$ssmfn8bD?}{o+C*z@;?;nwI5+LqkJ{MIf~MtiUQ|h@+4$
zh-vCwx~PLUs-#Nl6d`7H|C?`u4C%?G$_CjLA2xGXaZvJ+GkU;8fG0nD*!K%iI7jol
zv7@8IzgOtZdZXQ~o08k60Z?c%d7Mfg$;wS8Go75A*4tbz0r3@^K@;qbn9J6eJlZrB
zvUZ3*DY$Z_&V@0x55c*<l%eKD`|RVyiZRnl<?EWZ`+2IBava5Vywd_?QZB<{!TNzK
zTeVraFF=!P7%)IP$vtjYwYIuvMTAsWqi(?y!T*!tCdoz(d406$!(!7z=(vC|MK`GA
zkRHGLt{bjK5=jrP(`z;&0?bUc@$RLPe}twxuih&h)HBCBLX6Uf4lYYvp9v<>y&le%
zS&KA)9<x7Q@XvZ}oiqCW+4SGOnVFdhORxch3ryhc%_6&zE;13Hsj?y1GlcW;3}rX-
z99OAnv7JR=PX0#r#A~tfT*ZWOome=|b>!n7$^uC-_~%hxlp^92iVRW#!J-_ZRN0xJ
zv<Vno>ip~wP-#^^LbI2|GLx6qt4m(LR8v!<0=S?Z=YpO;Ta2HjAI_c~@FvqwGN?no
z!H=zZ-mdI7HgXW`GwSS}^QO3=hVk2bU$;1;fZCYpEEPg0+OsU}8Af8uv=RlJXkCXN
z7%5h$V>3)pB`~P`bBc<B-IGyi*fBYD8QI$5Eg@rBpxMFL{&EqtObTzobbE0Lw3og8
zah1-I!$D{Tk1^N96@JVN9y@&F1qDX!mqg?q<#BKmqAzm(BJRR!-Zor{Tv?8IM3dEQ
zb=^NX&+;x+Ece}LuS(w&h+@^-H~n~W!skHLcHd%GQc`-?-h^Gt2Z|AQY9`Ll6EG{v
zT^#XY0)I5W2|U84Hokk<jFEn}z52j;xD<&}W^E3sf1K)kmcnV~)qWCW0CJ24n4OOh
zgujr;H~bR;s8#u$E#UF`WPpoLN)lA=-zM<PvbmS$-c7U<d9++s_;Mr^-Rk&k-@DDa
zj9mkO{-MFN-u=~1kC$AAnU3l={mh@0GzZ0}wM1%v*!!rXj*|6h?u_e>Nba_N_(qMU
z%)_Lb3gDz_MilDhDUF-b&!+{{#e#m4#Yj>0)m8RR>3KXR_JKEGK<OY3{XET0LBN|Q
zO*}}Eto|2Gl~F5YgDy(!+^e9!-XO^vzw*Y?fEo6!gRs8D{02DzS8_3<lrQw>_5JB0
zg@Q`mP?aJ!WQ#j=yVGxN;AD^$e80O$um{!#K<W596c`(YU`hjRO1vF@^yVR^^|=S0
zqJ;R=HSqCPqwyJ$iKAFUi(fMOaqb8O(R{ZE>L#gCMX;(}O+&<UFr88O^9Oi4pBXS*
zAI_3&$^11uXDp@7xW4O_IKC7DyjD-*$;rtOGVvK*nY6WM?0n?DW<S{@d%2IR%|Q%a
zS^1cZBoT15`N1^kOqsFS6-?(Vwbsg^^(}?;{mS_<m0BV|2qLkU-$HHvL+Q8$*$#Oz
zN@5xm1vV5T*tc)L{T=Mcc2D56R8EllD)o242ik4G0114$RIjt&XZCkQEYQ+v`yT4l
za>-Wb{u#hPsu(xvgB{(~sosUkxY^!p@Ow<R(pC?*q`9#o$@AOKAw*QsjvAu8J|AYu
z+w`?9eZ0SRw6}MoJK)b{S3+ZeY@If}Un@!vZ?*8QTv8SU49|c8?o-H<$%x+PZd&aB
zH|yifGvmMMLxCGy-!B?+f)6AS93iHrOGDwf4p&<}O@G1UJhpoSn^4+|#7JC>ztR=C
z9zqvZdfeY|t4GYsX=Hd6lfI%QI)JCG`W0{pq&U_0^LEXYRIj#Fj}<hpQoZJ?^@A5)
zlI?Cyq+0T#l)_A8+a>@djFY25=c8f!ALgci2+q3Q{lUYx{MR<|cwo{dehCPDURYz)
zd~Jt>%jiQ=HAkyeTJ-#9cSUvk^k;Q#3?xakvZwv1uE=u8#_`IArSWkaptL`WyuMU>
zDZW1fr>OrLsc8F!6F=DU`L|BH-t9w^vvr<owvE;<hsT2@{s3E@a4F6@*jCW}v4Jpr
zNf0t|rFpAQQv8Q)te%(eSWJ9oGHnR3Uuijh?1V9b@pu&mgUiLk7D1WR*VVDI-KeRl
znSj!{fu99*TLSO0nc4AnUob!d{#O<Pq*Cbtm4%iTt`Rvh9JnGQNyY-UUqh{1G#*uG
zlJqCEqB)%$+{SCd<bzkpk<%jtW~>QgdXU#iB}?L{l*VE$C}1(&YvoEcct*IDlE#(#
zdpL4ukKaQ>dFr>dE`*@4k<@XV$sbweCaS%nk^dH62>y?wYl_OWZQI$l>&-SM+qR7-
zPffO_nmpN_Y;&@0+qO0T{rwxQHri>`bDcPJnj*P*Q@l?6Q7>yo=bUb<tb?{v4Zk=t
zh8<;zWvZL}YnABE-d4^3_A=?rpgd7|s$|`B_nhthc_#^=#G0CiF?QP71w3<ph^|$b
z8=b?*MqzQJ!bY_w;J;f+ORe{ZVt|$j6$F5GY$EOs4i572h-m*#W(xtnpt-p@MBYl{
zaVJE!NX<#uyAYol^gC<ndlRaAj}rbh#8oNku9@(Po>q)p#l^N5sP=pJXY=zJy|w?Y
z@q%|ZVqP!U%+b-&U;h4G3R=bg1Q>*KQd42eFBL6h6~{F=5HW^R*bEb5N%^%ZYTw%1
zchb`LwMe3Q-G!<j-X_XB${taf3Q{s8iQIHN3GqNJJ7Jc371fl#_`R6sY2t>U7AL?n
z@_uFeogjgQ%AYf(zvB^ja9@H-DLjBb+<!RFsnau93{tteZ?52zKH$Qx{Gbo^W2(3;
zMAG%Czl^cGQ@QPnOm;3isBWXkEb0Vx2Ud)>pnK((8?-%O2CpcqzC(^Id1GWtZx_#{
z63-umZLF`a&&wmD4BypFUsc!r3e;Pn#fjS1%OCR&kLziA#&-=f`@p@PMlBEU=^2N0
z<82&f5dM1EN5z?uQ@%)476O2I)ms_MfV3%-La7)C`u{`<li4vMprBh%96}n8YrCh{
zkxbCh&}x02ueQzulQ!3ie}EF+4Te_Cy84sK6AycCf$iQy_*8C11E;a+zjyK!XOwaK
zVJoezx*QidBK19un~}1c`0+Us=MDG*zfR{Ht4K}SsG#YKIdz?XG88ug-%Nux0pQL3
zb7E^NXZlzi{qJdrb*Fz1^z2yL78X4=Dl<W6`eDlo`(NY}BvfFG2tIw+xr!InKijWp
zw`ww>Q`GSs-4v%e_b0BuPEY2`yo!fT6$n1;a=cvoGU)Ptq(8BwH3E2P%cO)an1t2d
z-rlvfH%0X?16cM}X3H6+R`H$4ug7;6>w#o7H;?WnAbzLD@=)&-P|Zq7QYC+~@r9IC
zR21&&kzvU#Lfzq4m3c7~n(_c>iL&x^3j}}z5FY5ey1M3W$Rfu~QXokJZzB5EZtkAP
z;M+fWjhN;q#MxoKkQT1t)J-TpQ1&o&O-<8i8@YUSQ`&s+5(=TBf#mbpp@L4?bOHv_
zP2Q@tmV55ugotcwkLb;q3F}X>|KyYe^LkOfpKVA<gQahj1P~e(4&b*|a?j9=g_K>T
z123?ERv<OS{EJw1!8B@>iQ9&T0;LhUngw-hElFonumL~wpE=bNf$|uzK6yWmS*HJE
zTx!LZc=j@<34PL)>@w|#q17x+ZNU+m!Dlih`91Y%ho6%#vO}-J%pt;Iu(SQ|%Okn@
zP1)50b<qey6Z@ZJa)X-XKZ5M|VD675Iv9+gJq|7|AbDC#svl+MqJK#AXXcy<=>n{g
zii*?qmY_s>V{}%)NoJ-bDI1V4RQ9N#scET<N|Izg*)^9|e)Usb8IngU*lEhz=QK-w
z@Ato+|E_5oO8dzKs@SLMKM{4!an%jyAK)nw04Qy?rvr?dT#lT%&~hXM4wNJ@cQgsp
z6{*8W^2eO$mbj`&jE^{!I^?@FUA0UY%$pQ9uqTa9HS}cHW_oDibt$9E9Y(lWy*F-N
z0<+0V0z=|ba_E&1X5HV@qsghUvBd1i>WhcHzXxp44{V6=0v&|Q0qJdqy1Kk>XBs!|
zN%5-NdUwDl_7fERSfi_v??jlFDT+Rx1ciHdJz4q^#Q4{1n3U1BCw!&TcqW=&B;ea$
zD*E^7*;mpv0Va&N!8`^UdPuFnZ+TJM3(*XxNFVhrEdjWE&sQfotfqavA+Vxgk@f<O
ze@ur=J2uUiyFIt&XJ?%c$C8&>a!anulx>I9^lRxd&#bgIV_41`vkWgg59;K1%>fXz
z<8@gPbg`>sG)~f@ka{fkA7(N<DL56aAr`@_<axfyd!W7KeJ>>jJejAH2;{)3{Zl3y
zs)Q7yc)pCvZ%p#r<%R+^WIBaHcm`<Gj)y<$=|YIaIG@pK!t0aWhuHxF6~yBL;YGQA
z*nXAf_On5{>1{2JpX_4>YO3Rit0=jjV?Dl)Yi>X)%-F;P)Reck_g6K0>ZnDChh<@%
zjZiLX7rp_a0V5W%Ks;UJE}s;=!=v%ctcl8n_)$UE$DO<;jqE=?Ek#20*;kKMnMmKp
z_;8f;aH;R{qL|3YTsMf1zq({4#1m1_p6~B{Jk-FnIy*ZzHa9Np9Ts(-fJe|6s5y$r
zQ;4FE7KY2u9C|Gj9%i;r-yzn#pkSbH$MH;%p=K%kubB2IZT9COb#JDPQCo&LrKOdX
z2vfoYZO<?EAvlo+k7I6fuCs~o<&Z-BS^R4B*f^9qA4QyuX5_Fg#2nQl>pYihfmsQ0
z$Z~UttlE4<r1fsN+=gry{OUoQQS)_P8ntuMl9t{6a~p?gn(wrPslT<<HD3=#F=>B?
zqh76s*I*AOpX>f4ob%c;%27EI>K;}}g`UB8Gw3WMF@??OOX2~`9Q-qfr)RK?Zn0|o
zb+;I>XQcUQ67GJE9IUE2PA^q)VVr-zoPor&>zM&!mfY$2qwZbvB+0~GI=+=5PnR`I
zX?i$N%htWtp<-T{o68(jNrk|PvL)u8>+^BIVnep3)Ka<aLEd%rdZESGwyUYOc@JM9
zUldPh|D#$5l-(lty&-E}%vq767764z&C?i5iHDJlCgFNT%1PK<$Tcp5(brvzn$TZd
zTpSYpjbU<Z48aCuS;O)XwU>ZTK=Aa+=ZVN2{No=@&Zq>Wxlg1%%!%Jt5;6*60LCy;
z;y^0@;daBQeH5QBFVHSr&!!HVh7)bCEmDjGw*9LsD=+R2$5qJaqCD=bh^*e2KeXad
zL3gpSzw60ol2{jz=X^GF>C!JRFL&F2TU>=&bta80&C5(RNH-Au!+bu&HTKO{oB95R
z9q@5GEM8cn&oya+CRH(KQg-s8MJS4Prmw)0Q!k3;_S2ryl&$oW;s@BciYuM<8G6;k
z<RrL*SUy?~_)OrbP&CPa36F<I+_l?@LiZr`ygQ<=)pmymsili!X%z{-i~r2i5PXGl
zw6T}KO?aZvYlqF%DNaMC<!IBL?&DJWF|DIbpq1&1f8?SDdwiY+8JU!_^0i_*BUozS
zf8X@KxyZ}QQ$|8V1ZmLw*-bYCh=2ieI4-c?lW_pYR9}3Bh_sB2y92V=R!~3?{t%bi
zny3M84-ccvE>QCU7O+^5*@lrFyJ8dMC}}hrFqNeWwB16M;;&gLCA`EszNe2v%`Pm)
zU6nO8->plx0~&)*jiGdwxlyfLTK)aI%(o_0NTIWY4cN0-y~8R3<pawl<hKUQ*s@6O
zK;DJvV&o#Lcf}uhz4uEyUjCnt0hGRtwg}HVRnNz{0YXsKhvIO(pW$||H36R$wni<H
zQz0v?f?d^=1C-W@0!{H(@rr+3bSJjCm+iSTm|$wahedeE2yBlXuwiO3BP41!M@LT$
z@h*?gDN=O(>`bWBo+x<i<IaD!HaJuPxJ6M>k!2Ch2FCGV)(c(Rm8|XfdGx)`%#!>3
zsgJ!2Gx)4QWX`vv?R+nbc|jM2Vn-g6$Wp91VgBC{5?G}T!g=76BAQg8RX*u;b!^`V
zL-O$RV6;m<l78^Bq8!|3CRl^D2F$l9Ql7y1^6sZLKt}$NU1T0q-qi!<FnQ1t>t-Q!
zl~9HsxH#kt-K3x$YDz)QPk?Rze1CGzA`exSUd7aknfnh&C+$K^6%-WQ)!3cLFP>TL
z<Iupwg0K%72fv2M)*)3!no%fGrNs&Qs5RWFvOyfSyZh|YqWKKJ(gFJ|CyKh|9q@XX
zN-u(Xsi)=UT5<A0tq$V1#e2t7)B#6zHb@^$Lbl)w|I`<ufE?1*(E&?-i&9*Hh!&4_
zcXcJoniVqdjIeiMQq7Yc!Aa16YTYTF%H)}`znsTqk-qw#-u{>E5=n@`UTNKKdBdEW
zS9_8ib#H%4((rCo(H`(+OfhZ?h?BQ@v~Ytti)aON{{;Q<eaFk<ZN(2P2S4Pnhsx^h
z@C&T|sFWZVb(w}yunW~H{akBvkimLY*=)cQLIm23v+f%5RM_RlctIM5>Pma7A#4Fk
z^PgP*csFo);kZMRa%p&~TL>GQ`sehqoK96N7kf%#8pfVyML~>T<F(49%+FoqNrXw`
zhkdg7)n8jfd8$aQ&3iu+Q%*rUrY88+R7iN$gKyKDjUuGjdE4cMnuZ(V>l(zH^n9q+
z1VdYT5CMKsr}YN}UbcyYSz2Kr>WCrJxe>oiM;J&M9#0xpRy{@>$YNq5qTjLS;%GoB
zo-`;GT_Qe~@)u#N5n7}FeC*~}BSDAqQc1HA;-))&^~Eu-!^(s@YL%LN7GkaphO%C9
zQycRo8~oNpc4vx^RZ!Q=vWT|+st*#3D~ZZb0hihL0uKA|hEQTKP{KBWCxM)$gW&I8
zeQP}L9u_JzI2D8LhxSC-45*aZfklgBjrM2X5-QZ4$N{!tBAm^-F@e-&SMSBc@!1Z!
zz42<0ao-+FvtgI-;j-&=)qAWqreTAkSTh0N6#0D2(A(=1=}GtxsqyLU0n4Hw7wC7g
zl0BXwDE34o#Vja}CsFuu5Rcx3&3|h&)(9V6i)J6v*ZNFMOxSs_{|x`PeE+MaI{wF?
zE=lKQ#}p74G^XiFvcaj?$p!rt&4!q#$Q{Q5DS}9WGNyi(u9aAZMb5eQx1$xDldJ<K
zS9URTmTVqP6fpjPlaf_jUfQ1$eJ%41F?J6Yyd)~c+c|D`xD-@gJXUDe7<Y|qdSMOh
zXB}0Ko{x(Pg_CyLCNEuR+yDbz3aeQ+FrrSi76sb~s|nU4mr6lF`sE>k5e#;~wDILd
zhx(}qe+0Tp8Fo23I`VcmwYeMvXVK`Ti(o&#bwU@h<(WuF<sl;@C%5OwP_hd)D2TP3
zXDIJR8(U?&Z2<s)%_v3Y#?%WW7c8s&@qJE~x?8-Dl4SB0t%H4s|D&9nTN8Quh@0+<
z*3%0%=k;s98?Td`O1ZTmc2c<++BPw>3N2ROJ(+>ll(2LN)?c57bWV(9CNu>j(;O!Z
zlHk*hSM?VC;#?SGvFzi=Dwxl1r|0tGm#)X<&#v)`X`y$8!?3@a5~wk+F!b-sr&)KY
z-KBNejS7$opo<`@RqGD~{}rV?4r{)b)ZGjP(@e4XO<<BAd0#4<lBp;dHMh<p5Y*Qj
zk;cah(l}PqGsp1fbev@dQ!&?H2Qq-$Nd&X}YI)DebCT%IjP)Pt?7$hyE9?2P5U%)f
zh3eDh8Pl4hPCMXgt67kXe~*HR0;Q?33(wN&N?01v&8{21=0u}6YNgfL{GUoX@G}w;
zk`QYUmJN}j=an$3qQ1U9ei2me+GJjWW#TtXEqtBOeoY<Atlm?Dn;zzC|DB96!4*5&
zUw`qMzmC`8!x_wvv6r-R->9G$$3d7N2iBM>u;~N+;Itw1H649X(=iKn5vDAGjH^)Z
zs%<^GQpi847R4bJ#lQZ>gmAZ3`BEuXVh!hjp-x)Q+1|hWDEFb>AT;)^sX6=ik@(Tm
z8y;l5{q6&Q6ZP^x^tMT$ag#Oqv!n4IE<t14j6g(Js6#hr4X!{|nV>JT9(^Etd=7+T
zQ-xG9%88IZ`Bw4^h9qdqmjO{lnBEBr?da?b;m7pm=H!3|XBO>YwDA;vOEhMu%VaDC
zSl+vGu2yz=yYHp9+G+9yqRx{S<FNovW8KDo`=x$c)7-1LV3T(XFyGh`)Y(COa*>v-
zJyXB>!4(l+#K8sL$3dLCM92)NVxXOC!2bs`!4{vKOcgKlHcfTD*|wQG6)0?}qxwx8
z_|Te=hflKS-Tp!uy$Cb|I@tl8+mSO(;FMCRayEOcBcN`RMhY1wL1GZv7P48Y1lo<D
z?+aS?(3rz;42UR&I(v>ilXWfdcxNYY4ATe>D%hh8P6HQsA7i^#o>uIo8nG&9tz&gy
zS-Ci}X3#UM0$mVSP^S~>J3^|Pa{x_bj5PmJv)MnxT$XY5A4`qK{eZ^b4SK%rs2Hmi
z%*(ykeEyp!FDq=1J$iQ$^gwYemkIic&7zkwb<@<_7jkj>C|L^ej@V+SLNBfB5$NC3
z!0iuD7%FL4!(#i!cz!s}lz_U?KbBRvd`2cK@<?_<o9$M^IR|gj_@JDUg{>GtZ+Ed<
zl(1oY)dyA25fInP)L(@k3TAQowixYE0}U|WgZg*Dz(vyuK5Tm=7N(=|V${S7zP5Ps
z@wbrS;k^JnHqe!sg#~um42=)+E>Gl_1bI>fJ2m{6ZkYgs6QL8I%Qs4l*&g-{&oQZ|
z6{_m-oFHHBD1n386VQ6)Qb80kSyqd%5BK%KXw&7TK8vxVy>0n7uR8!lb0V0m0zu`k
z1JBg*jgiQTjGddyLwyE+ve#dl2Y&R!cxJ-lHyj^Sb=9|{R<|X|ao#E|8;3spciO3j
z9VJ%eZI);OYfjUm;)u9v%9C+)y?=-Nx>Pk=dP3Ll65D_^S7#A0z3GL)C~BgRGG>Q=
z9<or_EJ0;j_daYM!DDAR5ALOz_ucr#zIt5zsEIU>iz-0rMXZQ+zaRJ!>w>kalB-mN
zCQE5Tjs_dr>wE5Px&t9HvpKn_V9OC~>tKS-EML73<>;Q%)p~yDB67bEnr1d?yWkh3
zwwIRN*bPe`K5HOgvEVU2jG1m3Z99nefr|??!%AI!V7nLfQL|P+$pk*9w2IgWE1_!K
zAsU?Q>;ylj$m6XS%Qe4`O~ainPEIPe9oY8RtXr3Hfe~27f{FLF31{QGX5cJ`9=7~E
z)HdnPn|HH``wY(P`xTP#XKiCBN_e9q(NL}aZ$kr8zx&qT^@Xk2=~YKNhMLmW=X+&;
zy7g24(4EDT(UP*$+1_bqcXycG4`zcf^~3vDPcSD)$ZwhigTKePKwg&U_GY2+uoL^^
z1I{!%;NIzb?BPc_|G}->VAO|_wj0i`NGoHo2U|aFcc+W;m+D=&JpJfiPTje>s?MN)
zTGAtdkU!IS3U6v?kFQ8!4GgI%)uWRw{XJcdtFR8e;AG%C?KKM7;iX*^kxaJwlE40k
zZgD74>qNa3t3b$FLNW!)_vX1O8ip?oK{1=?Qnt8yd;U^12Y^ju#Qc#WrcYbFi|UJy
zbZl%~^!3;35AnG`T5hHcq-GVlCZ|ouMI7TItPrW$DFXEh{EBYVdF_^SMEm%zoj%RN
z*+Fp`85x29VIeD|lg+KHv<4hE-)->m@zwI^1G(>k+3PYMAp+X|=w~w0t7UKV=`kKu
z^YFf)0&xuU2?#sM?w|6vn8$t0UyYy45xi07wy16%q{Fr5c+D*xKHn{=_<}kjU8hB7
zb)#=9EM*r}6u0psCCyyE!Pe;r$kaim_SUenv5D?V-L~1f5{Me7l4n{ZZtkW97-P9f
z;B{>~Zn>4(g@5p?jI;_o8&b-bHD%44r7xA!AhR{blE|ifC|`kSr8Lh4U#|V&7?YvV
ztIp{02YRG6E!*BqPAe_>w8j^VwF$_xb#3C;;Fuc7?885U36-L*`LP9RN4o%G&=eL6
zT!rzN)4Qtw;>hSvl;A0rI1b|Vpk#CyF4^zx0c!&x;80dqdaP$X-?TbVkX+XsBbS4F
ze*GNRuHNu^IDrmx6ZC05zDN&FT)bcZUgH^9<sD5$RFzo74M8C>D-CQ&RPcw4+rD`X
z%<6rnY%qT~(g6N0vfbvPBHw1w+P8UHkG{vw#Dt8yG&wajq)RGw2{eGOSi^p1DL{fs
zm3$=*!rD#jw@TnW;;eanyR$jEEplWq;=>h!sp;o@Yn^;KcudCjArXe*Bh>`+zP#OM
z$r1E<v>O}QNiVaABf4L~+)LZfC<brW=ql?OIMXKGuQHI5FP5RiSocejcaF1jjx)T{
zbQ-E`V7U?ZSefiL?Y^N2m-GO(ntkQXq3li^(vw_GkO_7^3*zUL$c=Dkh4AYErgff1
z)$<IurgY1ghAT<nl&>*UknlJQX|4our)-AnnCn{HlUIxV55Awk%OOV<gLF)Gmdem@
zNOo4j@*8lTWm>jWUY(k?5QntBRUNNcn3b9QPip<k))P!2LMPR{iXpq4A;+H66q?04
zQTHWwzz~+-al<plROHx>=ewh@OYz%l!-P1MJYR>lhbel89pl{8&gyUTSlvDGM%dLa
zc^Q<5Hz;zo${RPZF7Q+Pg=vvR@{s}?6Ki;k!1c||zg1P2iq`+LbC{a`C-a?*xRn$K
z2S*M)Mk@W?7m)}JZpCK?KPHR<Hf+-Bln~8^WR<c6i!vA3VMf)?F78M}85uj?=VP*q
ziq2UK!1!`|YDtxHrOLQFa)oqVDk+~IBu!8BmR87B4@}E_hFA-Jno`y_*K4FSB#ft|
zq*y;`UpK9MOV<^Xy->AbuZ{|uYIdoS!C)Z9*=$amCx=^y=DGsfhS84q{R{i=W0hGa
zvoP*iz5?0)N6&xvKJWkAdLw7Q*XN_#%PA@<E^4yNtXHeekeW?%4@;`EE>T)E__|Z%
zq&x4?w?7N`pSU|;IHOI)Mmg^Pnd19SqJ31~2ut83>)UpiMZH?7m+%OTnS+1SlQI9G
z7XpT!3|Xqg(Vb9yJg1ofjl^r71V{NF3NRuv>I6(?0Xp9Ay>kh7C4!q^Cr2Eh=3M^e
zKvQYp@|xelLHTe^iDPx+SQpZ^V~xzY!gH2<V;s#IO<Lq35jSF0!Q8^aPh8sk2DMUx
zzrBH4kuK;Eojait<lrL^#o$Z85zRAUwu`Z3hWTPeaZ`by@g2{bSKl7a&cMQ6%O|Z9
zIld6BOGOZHJr>x}lk5q;pnK(;Gvu7dXIP(LP624N2N=P-^6WM`)diJFOlyo5TN*3N
zD>wcfj4quovlw@O-M!wsNyp)Cb#_#rhx(nNIB&>Ky&Nj!cB&#tJLFVEMAWHRBOHeW
zhf^>Y&OQYw8G!bpijh`+JhfVq*s(4bO;d7I9PD5m7$s9{uOGXK!H=ui{seZPLx|K{
z(~~rFpq0)I$Q2lN7LTU=bLC9fUK}s6{R{iCi<<t>8}RRaTa$S6d;9A@k^AcU=ZvX-
z<Vn|oAhN8(GGqX_$+KKa40D2rbbjQlm~!0W@>RRtU^u!xWR_G`akbX{k)7{=v`7)Y
z$3Fg>$!f-?(kLnotq@#|wy`NOF|i{PF`j7&4GOKYFlMOcH)Rgipw=7n+TT~~lz_5(
zYelB5AOmfWljB@F)=HHA=4|0y=W@3()F$pW9&pmURbcqy^xVq2Wmxf#3MDU-u_!i>
zDFOm0^@Skuw<SQ0L`ag<r-HH3X1}SaskgfP^dpV{c`MK=$b+BZ4I%goOBp}AAtXmM
z=I~=e`nyXz2#q7G{-ba@uvm5tdlqowCAz=n1LT3N2e)ZnlOER}cb6UkUtS<DFH?uh
z2=x;8>`MC9r~5Dx`*}orgI#7**EYtYrEe$U@vel#vaG`sOOt~DaRSZ^-Wr`C_s{*1
z3)5CC^>`q=(}>j}b=Y>o;gz8UyM{?EQz4i~KC%1)XQMVVfVf;I!&MH;B@5uk;A~GP
z=oh*bU1b)y0o4^x;g`m9o18T2%Q~r?om1D#9-^je1~@qK<gaofAtJswR!+!;`VSoa
zDH~{`TF6Mx83~%K#wmMTNm8!tE`2=b9y50i8G5p&Z%<Gk46*#+{|Iy>!Rlkgn@dk;
zlX+u(j%^?cyaL-g>e`0R1X#q+t%2iAFRiE1epa(I1y35EHxT;&kn~klUEZg%F&`g`
z0O?F0E0`-q7*j<>gS-(<WCdE-HAfu3DaUhtz9G?i_pd_^W9zWt|I{(i9JRq3)r3N{
zh<{F5C)@|x74GB#^04IOWZ(wj#OP>HfG7)UD-BqCK(6~Wo8w_yFCy^e)u%54f^1GY
z<6XAyLs;KnC@7@>WF3K1Q>&9a{NF#-Te|)I>WjTE8u7i3nS)RpuHa!TlYI+DIrn}u
z7LgzrD|2hc>=#?I56z9iMB*V?R$gJ&Dd2W3PHbE65%{)uXvZ=hCg~phH;?ZlsR~dZ
zHdv{=R`IZ}`RlvjguSM$jS=Vy+e~Rsg{;0Tt2QY>Q*Cx4;!F<c>-d~k7S?2IpPv5L
zFfBwVr_E`<!m4TP5wNVG2}g>Sjr`J{U}Bv<SVz@k?L6U(rrU?_b9uB4kSWAJvEgh*
z;2Y<p614#MVU^_rK3BByh8vC{OgTsQAs$`B&JZG5f%*~N5`NmTn%S45EUd1j%a=ev
zLe*0Sc|T9F?`Crq8N?&hza%`EvVFbfSy0*7)P&JbpCi2Ovp+PowB%4kHHB&Rx*MK_
zBMjzts<tutFwRpOX#trXY6Vcaa(|;A%3@<t=1NQ;%k@~lk*cfD^UUHu{($rXl(xGs
zOW(QC%AMQ*poXlzr5g6TsI2WvQmBF$yBifBaD$P>L;njxfPAKWYH*YLwCa*rJK3oV
z;5y3^vE`dDv%4xd8=Bo5mhTl=>OwD<2jcmQMjwG^3akpViDA|^!)NRRu_#YCKX?hA
z|0!zOiTBC)Q3NYi(jMW>q?-^AW;aUl-6#2K{k2@P*-DDpkgcGC#|Bo)UE|kEm{M;)
zU0OI7w5cAuuxDSl>XK^fIXJhy+@~BMeJM_pyrQL<pj<}H%WO=_D0%*@Kfj@!JfS4k
z8Uxh#gECT78NSc`KR#d(1tgR={q8@8SfGU<@+4=6?Okg4umu7y^Qxjlc>I(bEL~m=
zC{XmqexCGL)s<qgCtFt9Tu45SfWrn_<HF{($k+kgBU9XJ>zNVmjMu)4y*Vm(OEI1M
z*N0(Dj1L37Edhalm)|=eqnG5j1y)h;jBnTiuFSqjdrJD85oc+?!lIKG#JzPD6_N3(
z@@siw;QHHoL9qE8a@zvGy0qM#`}4OXK;KA#uJH~3ThW&Jo(PCLlPNVrozndAfaBYK
zN*m*)yWtbW36fLeM7xgBW+l-zGXul9|J#Fvy1tf=humS&iC~e}G2fDhU_)+G3~nbe
zDlta~d?VB7f3h(=R;?L1u{q$7xguZF(di~)>gsL~nFnco_}vQQu9X5!y;#sQTD5qz
zjLHrWA|c@>iEbo#O!8%gK8HVOs)y8VN)~|c!Gs|un6Im>kHW9n{}#24|0kt|@rAQv
z$V(W*R0n?xDQF;=Pq8NCNwAs(^4YRGrC2Yep|d^oK-sY1&~P}z$$>juQG5d^w7}L0
z{CLT_PtN%Q9;^ju8?!>Dl#?lgdoo2BLb=N1@h6=0G9Zj}KDo?4Q}@&>13j?$**pZ@
z8}$3pnnSvYGn*v3gj!pEohN;dtCpG#a!OP56|r*J^J^OmK59#Ee@iNHH+m_AhlybM
zGKZ7T^rvRHZdrM7<%{OFT(x3_D6pQ4HHt1=0Jn8WBJRPxK0L}b1UN5|QUE7_zW>=v
zrkMH*JFr_R!moaaiCkHj-)NXB*q^Aya)}O<*G%2+b5;_a4giI3Zhl&1@TJpqa5=xo
zuzSs3`H026mDX32Q;JD%iRX2v`(=zMkZ2Vjq)EBzwd7QPm|93j(P#t3PL>hI$F?I!
zb!5h6NZ-o`lSK;*LL#-AN4!oyL<r<Dl<&lw^@?(X)VKgqXrf;)^?5L57ZH{qu-5<t
zcBuiN!&JmHh8)Mg9{)t8D%SJoItUT*{~unitZ-Q1OXf-<+ss*;R?Gw#q}fH%dAx{o
zti*8SoE0G_Eiu|-NSpgzhe#SuD8R6GxOOseTXT+hmuIN;vX9H?@ZPJc*-}A_$ubgF
zV$9PL;^8-!GLtM)C$_+A{so!tAGP`wTAS(R+h(bkNm&;x=-<T2D$r1D`gJNVU%jdO
z{Gj<&q+ddish5#CoyA-D=RPPwFKPlMwT~vHArq*)0Gj}{u7lhh5|17$X;OzV<EQdV
z%^c~QF=DM_QLV572#W_P#_YL7_#4cK_=&I~aw#%R4~JQz1t!2zmtE-s`vpXXVX6@9
zb_ix?gXey4aTp&~JLc-4d}=~m6JvYOp<(acceA!j)X9>8`C-PSsmgjlE!4{=w{6y*
zZ`j!kRFTNT7H{f)P8mKJ%Am3t1I7fo2`*$jiqfUEf`}b3uqg0zvfqlqJpHh}v-NVq
zcF9Xt2wyq_;2j$k01hDnY6TB`zf0mPo+eks6c)TqdcF$30X!iEw_~Uc=#W2R2)Jym
zjVV6(@*;&T=&BF~KL49}t+-xjg8Cw>Q7E}irqrMv3Jm}ogqrRff$XvK?9FZ@c&MqS
zl!@7YA{PCYV8sz>`YgC;n-+A#;I<~bK)VLTC*qX^e(Y2K5EcI?pmY`-hwn%oj3}=O
ze8zhYZT_?a_-%W^p-qMLDDB7jJ^bboeY@u0NEmAl`-&=FO6>q)l${-e*?ifWl$UM8
zeS$O~+FCzw1yf&$-iU}Dwde{lh%D(6vtjW@6?~TZ&tBpVANnpBH}8B_q6YYvNVo&|
zCrKPEqZSDf(g8hzqgGA=a3*0c08F9qJ8qPMo2SxC`*&Hi6ZIWNtZzcdK5IhqG`Y?5
zOn-e)+dD`=MAhSve8z(~hCbMxWlQXbaKf&H-^aY25-moXD8nhgq0F=7nqWery5%e{
z>t&fjHN;z#fsbcNfufg+{42imWl_#@<%-qDa@Ix$MuI8J_IpMLS$@-I`$R2uAZkUQ
z+~dw@#pq-~TMP6D#<{>RnMfj?=bSHcuzAv>yDU`D6<VVwX>k&X-1rHw558;xI<oKK
z$lB(-=c8gVCH7D{aDDDGe~*69RIz2WB9wybi#SB=E2(U9lsTTdPPe_?)$UTBTF0JS
zr|k3aZPYBB7UH4wkK$~fz>5_7RSkaSghg=~+Wbm!B4W+n?U?DIpX)Je=d8mR$N=b{
zBWEfS22yWa4M6zd@u_Zah^jT?`PBRQ4ktT_&>wDGW7LpqxZild2DWB%>(?+6!nY?&
z8J@1O%vmjBW@*!F!us0?2FsSA^0^Q6f*S}o^GAiYc5`M1Eoax5Di79zb8Pe*S@x{-
z4pY7goHVxvUc8Ki_~j1j!<D^s;q>2*ra`m1qR^~Kjzx?Y^h)x;XcRAD-lJ`|iSGT{
zmo9bh$@WKK&V^-d4Gkbf?>IGLoh1i1nR~J$^3XT{yD@*R>LlZMtfTLjAkdg4RKvZ3
z&gmR&cC?&_m@GY~VZYQ2=3ONc^VGr;Ew|_GySdQ(E9^e9^Lg!G%_w*69HwN#{-)S~
zEi#4h+f?N{5M7|w==wtgBa&h;H@>2dDN&~`s{`)$F__=eH#i&E{cfwqpZifjLg?G)
zr=jodAnre9Q&J_!FL0O|l~}oeZ%vhv)!aW%Kc2h)`MuoiT41PV?<>^Cn!Pb&4HK2L
zfkZJK*xd+O*97v39*8-YCBh{V%<J<V7^^#9%td{Jn6-|*;{L3b<9kJ$tpyZ1a8C4G
z5HiI!uR=LA+yWdFa!xAAmS7IbrGU=`2AXC4A6vjF1hCbT@g1Mse{b}jE%wS2+zh9e
zpG?MWGril}lQM1}PUjUBW0X5cd@MD2vEA1#3^@T;i}1hp%}zUDGz@lNR3(9`O&qtd
zmcui_we-4D1TC~6fkE>@ip&!Ipih>gPDBrQ2P0qt!R$`#Iwifb`MBU$6$N{!O3`z&
z5EG*b1Z|BO;{Sv~7AXXy(@IH!$p2}A4l@Wea3lfJis*)^P*eaxs~x#yT+`d~Z*J=7
zcn4%MfRPOlLjqpT&;lKg0`ILwZBb#3cILK=ZsPmZ8wsMn+w}KYZdM&`L%bQ%&BYNc
z3s^n|b@_^ny?g`<Y&W>vv47UVlBCtD7FVimrLOvseip7WXB2-?oVu$lGj0!F)P;t*
z-@b@6D3eT5gj*AqP~8mAd&e51xWc?5wJs+rFSA<^oSgeVE^1RqMSE@skO3z@N5cyn
zgeHm!{i8`W;#zEj7JvV_2j%*410%JsC0cluR3fCqs1lt*u4E^jFfg_u6knUY<04R?
zIMGxup~IfZmYm6o<*~umTjRye9=zKid~}!S1t>QW47x%EaYvfgOg(CF{Fuj4B-fF~
zxWwFLN-^#NXf<FBA{roX8r6yCSR-%J&2XYM;Xmp|c44@R-tw{iM67%nalTlr*vf7P
z+yJG5ZtSgjq6r(;B-&>NFDnkOF3-s|6Z`VLvNJ8wtOt5}W0runLk|H`$kx{Oskq@s
zDXyu8jfiazL+ZF@0sbH!a3y(8rw4_0<(CG%WS~^S>c$39QQ?`3$cx6cs8f+n*u5wS
zT5Nr8u5UtN#3{Padm^+Cs&nnY;HRB4o%e;x%?iWchu+T)z^Bmm<1q4vq^6~%rMTbb
z&}TSJrQoiXCw`>e1&;m2k#>ToFBJZXJ&E>EW@pN2;xIu++C`Frb9xm6JUAV4Bwi1K
zW}Z38OI6M&ZTqH7#v@!k(FbkkRp6$tu;D$~O3+0b(iGk|C4l2ZaxjzPAjTI$1X{dE
zM89YkjlMM;#Dk0ira6hhNUqD`J!t~~)_abiDg^9s`0UcWYKI~_C{!HW&lGaxy`I-}
z!z|$u5)wM=ybUSwC7A5c%`)d)@#2z1v)$W}=$;wGsWM7i--ssBc`MSO(#S5hlIU4s
zc5z?@NTb=LMZd<HSedXv>iG!rqBx>Wkxj~=aLC5W0!(P+z7l}_;lX~IWV*=Wb&)pm
z{&Eg~EeV?XX4h<59X0(Y%l@sdTyOM{Mmgty6|5xJpYMltce)Fl@JFqBub)W6`dzBy
zxN#5S)gMjQ8UsOHyzIfI-}15+>@iZ}vMD}sALJ4Rnmy6m1bQw|xe0VgiYH>QqUxPD
z_HhV?NYf$?CM^*W@Iu6f`MvM@xjkzlwn?uLNCW)7TGZ&X2bj^~&EmVj4xSa2v%>N*
zDsTnmNqjdE>i~P>ssY$(0bAzvWx+<b2M-_H=r_;7w5I2vsTXqwYQ=A6>HbnF8vVd9
z%w9EVy+;oS`ikd08isJJ@q8-oJ5O_XRbF<~<FnQC`9!24EAxMJFCN>ay#(_-3Qp>6
zo52V)PEwcOcbb4adz^b5^4dWefP64Y0IoWTU>LiT3}HTPc>m5*0JtlY4|Rf?&#$rQ
z8shi7=^^gf_JAfsSzh2m`VOR^25|*i4f@hGgX>Gx%ByhvfQ`<8`Yt-{8Ex6c((gku
z=!P;YBpS01^Cqv)iLUn;&q+vpKU#}^J&Y3@K4gq;Pl>gHj1Ws&A9~s$1Jv?)7Gomq
zNM*rDmX@h+pyVwpj80i1mxaHrE*nY{q_7WmxiNxsX^R!yl^veDV&>-ixBJ6@*e5e1
zLqyW3eWA{3k|4a*(8?Km@1*cf7a1tNfbfLxXuH^FIwZV{@#kpjJgr0^ot!ST&IPiZ
z2ql5{6@Y%%^ozt_<53w)sa!c&n{lJzQ}Pmp-&&o27S(cCdnJ`XPDKt{{LpbNURkuB
z(@V@#^sX=Cc3}Zbp$8f_B3N!KR=b-$Uc>FVLPN)aZXP_Gz}eFKi1s&p!T{H_fFb6N
zA?m_8zf(6_o^joxgr5j1lPY9d>6d_X5^NI8T6IFTr!I#POM`W5{J(4jl;|#jXcNpT
zmRu#5X{fcmSxL%X3Vio|<iQ=gUc0=u6q~@?B;-!Ib8Mfm^q=<VQY2uw5Vi)&1Y)3i
z^z2<Fd>~cqH__xzTY`kmd?#L@Zbp=wO2BkceKQwFou?<Yr=7*05wKmLUDyh~ZIyy*
zud8OX$C?kqZAHPVX59np1UpI~N^HZ_cBZK=ZU+U%!k9|lk1Y;{=X?fk=8Zov6^n+T
zMgwI!hIhn)3}q($vRi_^A%VlcZFHe3%Xyq}UP&L+yl&y~%UmAMDBV#qmH3Ej)k<sq
zaADm_OV)}6VU)4c{Sjg3RI}#m(&cz+v(>+;__Wf{J5jvXeBEo=qTy_yZrEaUQ3_K#
zPzm&k%i)WQ8O@mPN{=EY@?RA6U7Lp|^Y3cNIlu!a6ItNzyk)N<QA;@UqzHsI71Hg=
zrGj-m;D!fHTCrObz#s){QYMikVf50Ar5M-&cG0q%I?7Y55s)PsMyvbG)R+a)aJkZ?
z@MgT$`jysCaj%JX=_eP$i~5Qp=MFscqj9yfs-E3Zfnh*D4uH?JZ?v8g)c@(@3wZ@<
zhfRx#uYa2v_Xa8!y8z+Zz}YVv$PRdJHqL1xrY{|*QXTWu8G-s+FS9HBodnTrf}P{^
z|00DThE+N4X0T&J`@}sE#%gYXjo9z&^;rB7_W`)tgH#7&Kvnsc$=<awQ);<*aQUD3
zF(80InyD-+D>FcVa$pJVoyB^wgCAlaVq}f_MhmxTV@(*vvrm#P0;<1foEe-+6PK@s
zWM4JoBk|YeoSk7tnL$#Z>G(7E_gFj=b%7Oed-`ttINWjAJXVr8-)Hg=a10ho45i$Z
zIPODN^VFtU#rrOppK|58DFbs0!b*@Ab2o|l51X&AvG?bzC#_g6E-oPVBox;tF1uci
z|59V&(%@mBtrXCRi0jHR4RRspx*f5HpQX#AwL($`h4)DG(8_4<u&bzvi$j_S!exUO
zTAMDAxrTWJwS7OEm&!gMqn{mMO`28PrQ2D}ve7`0#W1nX9m(v>;k5#9Ww6?XWjt=o
zVCYLGRNNF4V#oD)1S0l4f7M<&dO9CiXex=nx05jbeaq6{#rB=?V!)}zyx)9D+f9~o
zPLE*;kgtT|6Ym9J2u`(1^&!Cm=RuW`;8UNMe16x#Aih134XWDMh2S?X;&4=D+OR*p
zRqQ>ua>KKKe;`+qBUSe4nj^|6jY_;jy`+*hhwSl5PmUNySwd>xp8NHMFlef)6GF`Q
zZvpBZ2#3Dk#_u1)NRCJUVRlFzh9D#Jp%QW<g?4<<WVabmughd#{$YSGXfKW;M@`ID
z-!-+yoqo`TBMY?3Itgq!&dbPu4CDUilfiX?6gO*+JN04-27zWkt=_`+i9-lT*Ic=k
zX#w*U=Fdy0q<zSle11`Nc?^0+E3V)!j;NK(whJ7ghfaJ_dAG?5S-Z|uz`DG#Y59Ep
zRiAcpIGzfOblnJ}%XS_qdKN~m^xhEG?##Z7k-RX|doOB%a3fv?=JhzkISS-IRv3He
z^6(Eh^sasee}B#;4C_JQ??lYrwFZzrfI=dT4Z+a?FU0m+ld`AIRydx?N^A=vym9uu
zel4DV-m#G=h~s7Q-$@HtX1)f^moac?GYYGD)xSR2H0D(n6&)VuI%b!ajh6|xlq2fj
z<BeB#|0@33+wUQs%DKzxF-LI!6G3)QmevWavzX)QceYwIbv1-eh_nS!W4xeaI@yJE
zhBS`Hp6!cK9`{0FHKiw%u9XQfv_Gz=mbc2X<LTQSD;ZZWAA+l3sZT<`LaD1~v6mI5
zeZfMsKogxWN$Py~)XZA<GGgV{=8oL92OTn~`s|fxBXIV*gXU>gnzYQf_CFC2nh-4s
zS4%4Rf>h!l%+iby4Iq@y2M^aG7O6ZrLkf2%i4!+F2xF;>4~r%nM|Lnb;fa)|Z#+}j
zmV7BEx`rl$c{SyS*Fsn5_I+wKYyO9^1J_T3`obJ5XbQ-w*sBzC)V}k5N{>Hq_cl6^
z$n!%soBHdsw!99zOg$dBo7jN7f4HY^s#iW;UR+dGRehHH_J0)kzNs3Ob<RAvnSu|p
z807+F7;Vfx%!<{fFN_C@y3^^ka{8=c636wrFRW~Grto1}0^l{^d4IuUFl_QQMm*s=
z75Sg1uJVbRrRv0IB^+5-Ac#OSrwTC1Bgrlhk)iS7Cpm2v!xq36>2w5`Apv$Z(CS^%
zqsl6oDz|jgZ`bTS3Kx61=DMt$p4Y9spulYP4cW^95ZakDT$@*rnyyZ2Zy>P5tVej&
zv@t}kPz{@h*~b?z>_nB{kPA){bV%rb%OO?)^nN(yB6xMVY*ygr3M8$v0FJ@=tgr$Y
zbYjlpku~8TC0*0XXfpYNDLHDhL>r^}#Va#mflbl0Bdm@G4m7y)sKMExA1=b76&px<
zBH;aC4Gbx$Kd1isWNmH35M?-OuD>wn;Qi>|n%C1BJ$}xf+M()GEM1rq2;IF;JY9(Q
zX0(o3Y`fyy8_mlZiKQbD_>P>&Mpkn(lx1dW647!=Ic!13#h(WU#cq<yV+lzz+eZ<_
zV_7&0<!g%K3$^AYFm7QFFC&l=kPmdc$btCxDvqhq1Y4+i|Hd)fmb7_@Kp5!D4tT<j
zi-k`4nq#9Lw7dq7<gIR>mi@g!{T9c^s}ujvJFmAfOl~ia-4W(c!)p0lKn&@we>=zi
z$@u~XVA(cXZD4c-bul^3)BvpbvGjl~rH%I?PaYrGM%#y%(Yq)u$}q3jo6|$V`7_2E
z#WgIZ7CI-{S}G?nr<yxLW}zTLbPAFuU*UntDs4F1iO&BFa3caiH~h^0w8~|2bPfiu
zdB@>l#qxOW=>2@G7xv22ABz>AE_Z6mOUF$f)t&!rH`N(iF2j!J>`2D>0ZHobX~*WN
zb`zpbd^yw;d$tY$8D#QB^ppmivnseZZYnIaTW~^}jC)|L1Ru2RAe4EY+`|^UQU{Dq
zd;=Dyd1s4bU5nIJl`0Aw?l5=fowPD%18f_Xf~Lu#01z#~sME|Wg%cL~_^y!X{*(xa
zwh=Yo#b@MKr7(`zO-R$TYcQaMzJ8xpS*=12TOh?_4ed9@XNTg$Fu*;R6BiMT&q|Q4
zBcfxrnaL4XM~&gG{skE+qBZ~bXifmw;E$Dz`VrTD?dubW4Ug(r0P2>boWVOoDE=t3
z*ob}kpk>dnlaUZGYk=RmU7<GZsAOLUyfJ{}6I*F}xBWosrr8Ct#{8by)P-d)j@MyR
zmp}G;z2o^Rn;(@_An;f}I~&M1xjZ>3t*LNMOPEZrpXA%GG@HEkTF*jxhvu=Qb8`~H
zYT*>=cD})ZyuXEk5~mMc$eeOYC(E5}D(o?{j>aR4`jTXmN@6HSn`vrnR6%3q{Eghv
zivwjR7eIm0h>RbWGLPT&>O`I8EFa{jk^rU-nCStnHiQ~ggeFdde!;Vbqjv<;-+K!`
z#Z5~j{u&^iYia2(jS{0xx7LQ2@TZ1)Uw-{Wdvn$i1Gh_ThU8_70su~WkyI1>Wc`1{
zLx2>JPy)PsDV(zboqZ5Xk=NmgzJmEXOMZJ1haWC@<)cMD=d`{52@2Y*iky>{#Jfbs
zvO)Pd(TbR>!W<VWgi-$#UqM7(@os3f7g?9%)BvFyR-Pj`CtBdi$LI5QKy7zD3qVHx
zjY26u+xYtX6!7mk;98rhf*P;$+7&RNe>+<OQZhrdaG~Nw$XGcz06g8kIwJNp3Fw8s
z^fdwhjhH$#MD$orwOT@*(-w%6uTo*JxeG9Aim){vQw~#>`@oP~sPZlL{0N&JNY0Ce
zo_AL@I0g&YRj)14JrFIP7V{ihewQGHCWhUc0x;~TMy;JP&Ne9`<Dm!L9l`J76TNT0
zHWz2#ZTC=?Xp%XlNlWh#GgVv7hnL32m=+h;&(1xX8$STMaj$&poOX?qtO0#wMZJte
z0+psbCIg^`QS;?qP&1Te^$*K&IW@<@(+fK#_)SOIFBAyVSD<?O1@j%;OLYt3!MjIr
z*N|33WwM)>J=9)ih6az{iKZ&wXPO6P%YxGxyH=S<om|-gj4xA?BoGsZ57FuZans<d
zzhU{jqt4PJx4KLK8URXs^O_zPPUk_@#<|-+(BmB6u=F2qG<y#-&Dn9#Dk&8Ep8*Do
zX?|MAvN1F48d^A<Sf%vWgBpYqx_uCa)hi3QF`(AQkt50V6gEfo=#vZ9{F4#SzbKfv
zmjOebaghWumnP^)r-8Q0mVT8SHB9NORMa~0A1~#pz7jAbDgjFY>(dh2%enLA&tl(J
zLBLCwI}IBbDndra*MFZ1#0&rTZ)xXln}WCsLn~lH=>4MMSyH-UPOb|e&Rb^e9Yi=d
z8_eqPxH?B(s0AEyqQW9rMl8av#e&^9Metiio^xO?c{$&qGHFAdhNM-yOLPf!BnxUM
zIO7<B(MZH)1+$T(2YrBDAiBi<PirwG3YIMAQlR?~?p@kj2r5`E1RV%K^F~Cberhs4
zmnJ2YCwq|AbpA7YEL^thFv4{gT2oi|sI0!aX|i*`TlzRJygD3TjERxX5rWs%HRE_L
zKA$@VybFd=9h)hFsnj`*fKMEwJ{c%#BO@f*NM9j1t3Rz}z+CB1qxZg_cdrJH)A|gO
z!C1Z!jw(=}5hj$ms|MTnsKD<GWIYwitKyO^^1T<h?3xdMbo5w<Dd#I%47FF62zT}b
zPK{r?)zDV7#+rstXVF#F1caHEOl4;-uhm__3z6FUJ)fWa)nvRzayDoKNN7owR7I79
zH=KC@Z@H~BRSg$q7iV&UTo#4Cg;?G-T*cH5E;PgFj5vx%R<ZJA355NKqP(Xq4r#U~
z_f$d36_E6=umM~*Dl8K3o;&P=Op5Vg{3LO<ea{qiKdr>n4~Zd|vjEIuLtrOM1RgjR
z;Zbh90pKEUMyv#Aklh}dexGdO>K)sNe{0GspOdD5kQcTB4meWaU@zgMiIo_55Yr+n
zeg#Di5<5N`SUcWHW!g+8cosDI`7i2Tsp4xf>z@43;o)q^Wd<?PYM2Fx0PyXwX12Uk
zQ;J$J(pu{A#?XD)rwB0Tc4_W@25oiLlnXv-A|El7J)R;XAgU|-BZSji-&S`%jKr5@
zVU3xwd*A)=6;ZIpn6#|??RElx=LcjM7x<v#hR)`aR+#B<j)$~^fK~F=mB9nn3akMP
z_Gx<~tO-*rFH9hg!g>U36iK3VGg7Zl+o%Mm2$H>I1o5_nktbp#+~B)6W|t`}=Q$FJ
zEICFaoC3fp&wJF}CXw#2+vKd?ElAzq?^yidr~v%g9`vo(jR$pZN4&!e$Q<rT1H_dh
zm3Bsc|3=TMwHd~gQ#=d=jMV2tO_f<MWW>$4LNm|X>$u`_6piX~N!zmtTW8JO5ecke
zBr9$9#0QQwj(=xciN0bIV{mzH!KCbp=sUr;CTcMp!BF-#%>GRNn91(3PB8}W_Yu+n
zH_GRpC96B#YEx0C82JITTC#LeExS8EWG7|D<(?lfB&JfFHk{)T{ajZriD?-b!QUab
zq9UjK^ah2!&OgDa2Vb5EUbtx=&T~6cG`SwT=J5~W;^S3~`7+^c7|pq=Q^C8kyf8%4
zk8-LUxK(5JA$p*R&i5EVCE}1MXVKQUAWj=>6M{c%z=1X{clbf7$r&NhWq}iZaTm9o
zRI^J>a#k^A9E2YV%f1Ml?>$(}0slD}E0Yw*fl4<ha~Dl=R7{CljrbatT-Q>55z~mU
zR{KRVId;#w9@0Z->6-694M~ByB8F8}l&yLlPdNiZZupDA%FV+Rmkh(m+;PyNzGZU<
z);?mvW=eOh+;_+_IJ`Y5ETD7(((P0A)^@%O+TXa5YQZo`$*-x&kTZcK8geIw3&}A<
z*{UMnlUyN<ON%NB3oE42VyJkF;EJzdP7y}tF<$hGvcp`QjP6E?YR3h-HcV$7h6m#q
ztu&#(mu2euQxzUMe#I;|*i{dZlq%5GL^10?;I71&qGIEAG*lMcXf5BZqjtKqWQ37w
zG3swQ0&rappfDfdzWtAPf-|ErjKd##(yls(^T4OPC`c1Z13amrIN};E;lZaITO+qm
zF)}nes5^|CP2(o-hS$f-sr*J1LZehXp^Gv4C|=w-9a3r80}5S^ErNz;*ZXX&Z=nn$
zD3Il&s#g%wGWbLQ0L2$slx*ne=mL(G^s%pRw-+_<K<@njhqV#<wVg8EF`qt7nzwsM
z;4C%E_;@%kt-{!(0QvCeo2GO_7M<hii-GmJPW!RJAnPHc=a9B)OmDb^C~@4M^`ISc
z9ZA(J5G1vTOt5Vj(~F%+9p}%zEQHqOWGL_x(N(%5xuO&OpS|dT#zX4dd+D)>wos<R
zN(RlK$wW|8##EDsyU<WAEZ!4VzwLC+rk?)#!`tK8+Z#sKxK7!gGe-X%{n;hQ*@T%A
zAch#gMW61rNpu;dE`damsf~mxfhYwe05}qjD4RraudjA8Yy>e<lo+Z57+j&Eqj_~!
zU}zbip<57my>=#?2&*w-VeF?G5aJ>((<U#B>=~_N-%eojN=(+6RUgm=>a^$RBtQ)#
z;!j>4l_26MK3Df%H^!rz)rlkiSDxCz?3KNBotLKs{9AZwdU}HO^%_CXnGn<Uit-<8
zd>8862o!PS>Svxo=YTcQYE~L6ewA7TA0ic7Xj((0mTww!3`dTT9x*O$@^OLncD5z0
z*qo%a_nC0g9bYMF2cCtp7tp=FSoqx2sZfx$r+2*q_IBD3N>4>kEp#uuMXt>r`X5k(
zW|aL#+1EAZBUtH=ZPGxP;9;W!cJ@1=9?|Eq01tL{xB|bh%zF*O2H!8xqj1SRnFBT8
zG}nR#dqkh=b~iv+KuQB-vW01}wo;Cfvc@)KlW<z-0DYT}Pz$LBtgp_YmLwL|n27(!
z(KUsK)osDpYGd1JlE${3G)ZIIwr!)a8rybb+qP}p^WV2VrC-{!_ntK~Yv%7F(*yLj
zMI^;3RlqOv>yB;GHaK)BPoHuItN|yi347cD7i_`CPqC$aP2OLKK7LK^ae!(W#+vS#
zLe`~)r%58o@$$98joeaF<$STlaJ23i6|ODdVd`<!$%xSD8b<>rB@Q8)Zg2$&-}KK+
zCW<_K5QCM*;EMMVt3CWjI7RKm)1|uoWf0SMQ7n7@?hzxr$Md?y&9g7Qa;e)Tad{0^
zkBvdgr>iaZ*ZU(%c^{AW=gqw#AVRuCz187%Fj{x3<?|#M9zHgwgxA4pawhRkJ{z0y
z4b@^8<s^3^V)sWx!jEip&rb2I`wTbOGuA8~%rnGfEqK0k9L~vLOqsl&D|B3%4FA+w
zdQ<gp<@YvqLyXhSS#XXZ7kBt^l7$k6ZeJNNklw+R!ZWxCqa3#za92+ayY{9+Cp`b+
zyUXY_%$Sa2+fSZO-)Pc4>Ezr8+RTz`@1%pH%59amR%Q5T|L%M^9;|d8n#}n+nc|m!
zf8J|;c<_uNtgI-FH<?PpyqXTB^?WgpbTf|xDJ9qp)S6fSw@pJS$|bOpO$ho;857q*
z9#fFPmAXj{YoofD8JTHPJsa*kBq(^I2Thp1g{n5^o?_UFGcS(&?=~Dv1W~u&uwJ?P
z%^Y=aa$NDSANVnGZk>K8;~yD!Ql5eXR(q}t1t2GU9Cg~Q`C<{#8Ti9<QnpEkagk}%
z&*?N7ia=Nk1k+$GxqPMzh}u7Q$%SnmNPmN4gT7~Avm;8`_E7!IMH^?r`f2q5;nR@e
zk=yl7xJ`Ekjf?s&ooO_(h|s-xIeYmSMKIa131MuTU)P*bQeJ3CNLd%iy)hHLzkU2~
z&*2|aA@py{A;ji`A+^)BB6oAbn>U8OqGqW-V>egbRtuws#c~834n|*j!q;3L=gSEL
zk<iM@m{pr>UQ;WI(A6=#H+Rp!o+!25)D(TIuFpF4QJbD+yT0*#*&l0JHOae`hAxCo
zy@7{~NR~l*($i`|^QB^QhyPn(JVu*@7bqy&Kh#K5M7D+s^luqAnB53xF||jiA$VtE
z`=!3G_E3|h-x#|+eR|95KW7^}?t{Yiq^K~V?J}!n-hHb$bS3+#$i9Qerbg#F5L24^
z`N!elWcZ=Ii{JBd@WC>aLCY<-dJ$@`<31z$-cQJ7R9tTm@+4A!>hWDdTv6B5xQLf>
zIi8{zmc<~MFu6Abj|?T8zUmS~m96t!GOmwzgN#@EdBdu7<J?S5WS^$tNL-LFpS%@6
zNG)3^H+aQDzXDx!F7#CPo))SbIWN)&GLZ+_8nnfMPMEjedPJ#KV)+>flq+(;V4fDC
z*wImmCfUSH*`BMJ3wi=&+6^(Bvp6bT?!k`x;bd-TbTk53Nd=u%UZF*W6K!&`HFf9L
zqbL6h2j{{*<$qsdKfX+jl<x)~u&$mB)dbIohzn9$d#Z2+#;s#y>ne#%DaXKG%epa@
z{!LF%*`=ABE0M#gDv2RUfyxLY5p)q%M+T~YYKno4f{TenYwzM{^2Xu&fVz^m);u_Q
zt8UqtOZk|~Pt+rGCKH>gHB%nk5o91EvEAWduF_KszmxN>sp=5tG2K}>wcFzDucNOF
z*OR5eh3b_erO+V{LfT#VS5o;XvF1;+$q!z$RayN*C7V+)v2il{%inz!=xEglG+871
z^&stGlOfb~h+1M3(`J8|Rf{M7{xU~Ewhzkq&8KE^J!X@=0@B!1y3~Kf51VzTd3>&W
z5Xi2N8ol_5!FXZ%HPfD8xpd&|Om!CdN~}34%kzYAocS@35}xWq*xhtFL|E&b>3Xs0
zeOa6XG6C2~)b9qwJlq-?T^rjBV%xmfNlo$*X@?clcY9);h#gg=L`B@poRrBrp1rzy
zp94#Wif+G4X~CjNn}(2&%%$KPOk6jU(SR;?u8Vk^@uiS8Ms{uFY%_;#|Bk8*-bs^%
z#YWm{DXoX$6MYQ8Qc~cg%?rWPLfXXMC1(;hU)O90%_0U1Vyp(V;Ahe=j2RS#*-lSa
z9$hZB+#C0u@fUX%?Rroj=!ry`;<=2{b&U4f&hzJ=3I=l|g9^gp91*DZQImNPzx`jp
zXl0=+EFHF`aa9?iz!Gpc42B|W4uUiic>QPoxVjiU)R4nH^F$Zp#DMD{tH1|>P-#@M
z(b0{MjY;Rlm8(cK77u38*HMJM)(9QXpsMtr)^?48{|>MJJ+5{?vByt9!j;2e52lH>
zcan(s;2E-%mFa_Da5pdQi{V{wyNbTiK<La|#WVJH>nHyJtV490m&d+F@j-54A0t#x
zuXIyE*@7{G=7P?x`w%96L}sm*(m|;dsJeTU6)I6Djs&$pK70yQj`s)_D&;MBz(Vq1
zwk6?ch{9om@()pfN^4W$v><5JI}AT=r?>0heO~7{iK?`bT5TF$)gF-)TM>BQo2)!K
zCcj-q^WHU>^`H3XEF~}K;$Od{tWLBeIEG&>w?A#(9WD8^>M}hzx^$C|ch&cJgYRxM
zzIY#hE|2Q+@aL(W?p3N#q0uD6<)>d?+f^)R@*`4P@P<xh6E)6`WX(>*BW|`9qheOn
zA~K^$SWiWQp<a;4lS2Pi=odTQtCB&s?rNt9-HvYL(<=`cRU#fWpqvc2?=6B)By(^N
z7;J_XViuwEGieD1>|`2XBK2I@UOZOiW9zHAH!=DY4rLoty-w92Fxh!#&USWwv*^cj
zEfA{1#xmLSlIg%_Mhb~gAQ}@ql|qKz@*{r>#cocaEU+K=JA!661<_2WVh1gXIrTy8
za|M7G$Q4?ZFuj?Vp)VcX=wi@cNSg>H*F_UtVVikdtYGH(?F||N0s;z(2Hk<5Ul;24
z`dFGVgVa9RLPVWv$runYvUn8r^1j+=*;Dsl(A~`tVVI@3Tqa(l{Z$gJJg}L=>@+rl
zz2rPsZBVV=>_qyggM{6zqEyps`!1UEbE{nXtTtPtkeg@hspfSuHzfN0nmVW?(BD~`
zKqzU*F^O0yO{+lF!;)C%IzVLm#!W{D$F_2C45-5dPn;+;n{D~Pm?0Tb>=&y=HKB><
zhR^yCxSAk@l6h6+GXr15wSI@JK278!eL?^b>nXDD;yOriN8{`9mEqL!V9ruB--oHe
z#p!-WFXm*H_v<}1oBi`#aj0AtkN1U!!2pTRq=rs+Ecr`0WLnPZO+Fp9Mn0L$#R2?y
z@G_AA10f-y@*eORu80LR1jB^(Z9h^BTXPbl;5*kBYtDW2KypXCt=^CjyVMcU5E<1K
zy|tOwN&5Fw=`TdJl*ZwpKq&~(JdEk@w|XE2sf`UVuW6$o2x=IzM2e8G;2~cU0%G{P
zyKm`gC+R3Z4W3<R=RjAja8y*(Kjr}h%cd>QtIpII3y3$XYD^HEihR&%ht9uBu!+5P
z-~DzXLcSAppi`G*ZvRH8N+V#+KK{L1G%}zeg#K~v9{*}w2E|4D3Jz(tOx$Azt&azv
zL1p-Ztx)pZ2-l^AR$Hpr5cL<X8JMEKMkN#pxc&P>0CErhGX)b#ACP>S)pv2y=bBIm
zJIjxL<TWy>cA3NNI#l)H>2kqRb=>9iaC(o(?VxI1z3S<HU#qF&S(UV;i&yueymPwo
zaag%KurKNO+pH|+HJY1{<-=uo+*2=S;h<gk=)DZzJu`zVXTg<=|AJIw-p%LmsA5@C
z=E}*x4^yuHS0UPU>-W}#9}nbX1zACgK|T8adK?hWR(Z@fPjk)LNiq4Ja_l63)iQWp
z7Syb637KpvB5d?ZYNPR-p6$F<8N__n+1v&Xsq4;1a~A|Im0abdTJzMJ9i$tIBLTmH
z4G{A?6ocRHao{i^9vK+PkB;G0jull|ECWkuEO}E$8UEK|YkE6(co;^4N>^9+3sdM%
z$TC!8V8N@kgglhE-VQMZv<eD%2-lcW4-<II4@nE!vPD6(D>7-9yHRq;WcO#J+iQ9~
z%E=wQ{)xlfJhf#5qfhdGe#9uc`USOqlW0{6R07RGdF5<DY9PizhkV|zPM7Q0zMETZ
zuhw2o5lA^>etz`YZQGo)Mxza$je|h@(DUpBkj|eQCF)0k0^>m?-ODJH7K@{XABLxC
zBSP55;6@u@8}H+gz+>@D<@0JlwY(GfgMD3eCTCj{!O4((e7}g^Zf?JYirLMaP(RQy
zln~U;kTeD;iJ~aehPlV=N<$3Yc4!4L@FfMc=i%k;l@dQj$NokiU;YD6;#$*W3&&@b
z#Nyn^VtV>Mvv(+lfXjaOIZrqg>9o=CtqC+RVvoW*sr^u4#Pw*@b*pOGv-tJ6zwF})
zuA5V><Hc(G_~H|_I%M(_{TNTnQJm9>+X6Gh)p><L?pEu1M!>@6REPtGZLfi9G@72g
zM9F-IRFb%V!y9U@U}(;eB2Jhli!7Y4Ku(O_D?}xE>I;?5y=TAN?{K;`_Pyv6kIN@j
z-o^a03_o#_9}J%VLVV+St{bC@mv1M(>UP++psS4Eb!Rv4<L&AsH5}r@>rHi}hQ_s8
z%f#RZ84kITn{C2ipR7QUV<3@KcofjZ1CNLp>~-_iPE^^mjeE`vT^^aM-U^?2U_Se9
ztEB=?6dMH22i&{0`cU_I79+2qC(Ch;FoitzL`eZrhJ&&L<8?HFXpBjCTH&&B*_~ia
zIBYd}?lbqlstZ`zdl|sfcQyqAC#O-EI|f=00^Fv&&Y3r<R(8&sZv<6La0Sx{6pc}m
zs(|DhC;@J6ZehhJn#?>r447v$xRvys@*GoK%NU5DZ(h*t?np-eWCHpKM;%SZ$({+$
z$pB!FtBkH}!w`mnsCCJF=n3E~@1bmReOkpyRW$F&=r)pggoRZ<bic@6R^0u)J#aJ-
z7HDW_@FH(-FA`Ex(eG)9l2S;71#~Mk44bC}3h|0RuXYC_%^r>bG{Woq`MzIk*p7r>
zso|OXdOvrA>9jX_I+!(=yr@lE+0OG&W^*47EqT{u8F~euZqILaintu>GnlYd6F-w!
zO%-ZI{)$WtsYe>VZ2+nU(M?QW=Kn93$@NO82b<I*fWxzJ={hiCS9X(Bo~ouW?J9Wc
z4SzG4d@Fe3jo0pwp{pPk;nnF4lV1y~{%!wx&h=JxF?lH~%U+iKbXY#HS&L@F-T1T3
z8u@b5-*L0smtUjmb;q__dFnX|PnjOSK~duxvDeoO7{tO05MV)xLiJLw&Tt6`kV+x^
zf9*8{EJFn=`HJ$;74b?^O=|xb(Y&COUQj-N!tue{C71lPV3%#`BuY8vN2C9>wZeyq
zYd#QrDLm6w##9^JTK~Hbb{MKMblgF)h?|xPZ#~V6pedIbFJQzdzfc$@T`?JcQ{^pZ
z)JwzDp3Bwk4FRUdQX*YC&BgasWBGWx(ek&UfTx=q3<TIF{Ea)FY1y(I${F1i<>ZG{
z<{LS)O+=_`R{_~KzPP~AWmwi_mdS6+G+2Lolxmh=7s&Vr#6F7{K<R-S>6G#y`@Bk`
zaIPc-!*tmle9tOQh60??yiubi2ngQ(_wQfQ{{D3hBm4J_5M1I>4OohF=56V(_t>WS
z3sEFAluq4lsQU@rCCf!C+6{N_bN7uP_%^{aIpvFX)|-4JonQ24AvWz;Y_)Q{R?P+y
z_)Q^(=2;DPm8L87VI(ZcZ#~~aCqD;(7r(kJu#9*u&3^9OEk59Wpv!P7X!3>CA|8pS
z&UEGS`X#oO;xIot&(WvfN6ov>wGVlOxrvU;*(CMyr3{yy=4@)Rqcp?kL4Bp^m#F2_
zLFHz~+s!Kw0&|?r=g$nW6qQoW=ldxn^+F=F?6%W$kkC<mF(9dGqg9ydD<s6D#iHfr
z<;6o557cii(@Vq+I)&I0B~zh|>OQ6okkz8+pR45i>$<sN_N_q4brKIhD<?H-sW$k3
zSArExB0G|P$wfq=(;xFdT0v?Ri_IRE`UA>IKB5bLbuC=c%tjkGX>>AD(T(`*1ygQi
zZH-ukEq+G}^L;`l3SI8VHO~Q;P<esuYV`yAU7T{d)zK7q-*cHy$)M=Nzw)(0zUI>K
z#P#vm6xE)o%y+oVdo?6Ce>arWsw!7RGVog9QMy;L_#!4fW+%UOis3;yS%~9-_PDE_
zgVVz>@f!}vV;*=(Dh}3Tvjo~hRj>?3`%i8I8+%f2#0Yb+-sIoIlexDf(}LYQdo_c>
z`EoeE&cu;@7kGWUESKm-PEBLKw7L!DS6&MYC;6vd^L^gah7x_Jqxs*g=5IpL+vzc@
zRthEvCnBqpFl_FzUB7iWUXOF@`LhBPObB7`;X|1>%-22LRssE1K`D<PE4}Yu_?$0F
zuWG8*p!CYGQ*hNf?WA@ttMe2|%_nQ`ce7Br=3m9-D~+!AGi!Qjrdl%-pOWleUk735
z`GCKLzvb(<%Hvb9{8o#L@!TV?4)~G%Y-&BKNo~U60|^yx$@+EJ@c!Sgb|a^S9y1`b
zQqL)I1oAn=3@#sExmC81xdad(xT0H1L4Vmo$hDvFo}y8j#}GME^IsU&3|4e8`%Rwe
zx6c<opnUJ)Cng8NwamU145-t#P{R`yWTBm0TFLXJe)tOF<ivWI6>$Fr6yayXPgTr~
z=eQ&GV&Dn>BZ(05G;T}hXy)M-j9ODuBk(K9k6DOy%{RQ?<;YAs3EYa4SU}Ufm%XDQ
z7JCM@W`Lnj+&=^AGaz0$_2Lo7UWEI$g~~Fx&Moq3cn?S$yh#azly4-J_d_nUOU7eE
z#Wn?zN*u%n33?4Dr=+B0DNIT-s$fr&Fc(~m6B4gWv?#r4gdM1NSzIFIb$AAvHhcls
z*;TGMGBN=di&1Y`OB${8+2m2>x__lq>&|se<q)OU*RO+^U(5_z^k0{H`}?x1r~N*O
zHV{)C)umk9th-ctzcsyObXqn|$Di^Vkv}N4Rgu@QYp>1s`-=T+w|<)H1x|A!gPZc+
zXL&K#xCQ%KJl4S<JslsRZ4}Lc<_;}f<lOexr(3pB|IUtHb}?93%xZVN>;RSofu*?9
zvoqVRHfOu9Y{@%SIOY_I$S%V{c}E44#FtH_G(3aYzug5ZYH-1QQ&ZI=Xm^i~Yz=(O
zW@xHz<Ye%arK&m&lBz8P$8?h~2?U%-b>O!WKi!yV^Taai;S4C3Lo%2MZ<Uie69DXp
z#xWj)yHhc4r&2V7En~PRLxch{T7rwkr`%+y?78diKcwfj*dcl}T_BDOr0nL_M@GWy
zR(GE>2Od-r_{m-zCyzyCfHCMFnkKAQt9ch&mOWaA5T>A8|65mo{qDVX0JQ^R#Ye9v
z_%Faz-_bW#?Kv}5NtzgylOc*3q)?I)1_YpGU?<9Lx4QI7Y}Z@(e0zo1V-|U9;52b*
z^HNSTQsY%x>_1lVxn0gTJKun&HdA0bs>RlJp(T7Er<&05v{;?J7Q3?cDWk0{s~B_R
z&AL#o`F^Ls9$KDa@^jI4oY;7UPkjVwAdagC!zAwL9f#@6XZRdCBH^m<=;IsXL79b_
z_HxIN4>JKs0W+no=G{gw_}fzzpR>b_KX{~E=JMmYdX`-C%aeG2GhRt+A+GmsG4<K$
zWG1)o+u%cicr3}%`_L6KyLY=F!5<-*s>325nb@qw0e{TIIG2ah1yMp@JOYBvb(O$C
zBsjQ$mO{=qIyAU=Zy=TY5-<9y1^%>7+y7V9OAIf3D-ll1xMVuX=&KONwj)tvgWiun
z#=~@C=V&&gS~XKq$Ke1AC2-BhLWtb`-8CiRsgFY#Z$OVxVcEpkIGBH<x)dl3&H%^0
zad^`%Q5sy!!X3j~b<%mkYjZw>3bq5FM^<KLuA11QWY1As{ru$Z=W<2tr*La2d=HV~
zU67t7*~AmJ>!Rs7wwpU5|6jbi=q=y)NT#er7V%&1APA*Xf9Cw>e7}>+8_o`!$y7;@
zSxj=2E0=9=>-i}<W=2FsWddb-x+?#+d<juzmQ>f}6TYI!e1A~8J?GwxRcW;vV3|V_
zyzai-0eN0I&9zk?SCCe--#^N|&hp5+KW|<PH|i+4^zKb#bD}mI*%@u!1iE+p4>G)m
zvYxV?=1f;NdepmvCqMe@Z$b3rbn3LZcQm$3`VSnNFZk@v0lu{N^NE1F>28Kp;Of-z
z$Yg1uvfKA->})C2hLg=<Xk=l{_2UL5gZp5)*3k8GUGS*heF#)#3(lomv@XDzz+a__
z>|~ttE{C^2gy-wJ9~nsPhoyiFH{>Z9<=F7@^7^csqNB*FhRb%Jvh5?6@D2OfbM6_-
z1<Qe9TCI${Mm_NbMMB%d!dWsdnG)eVJE=j;pjAy@SsW5$_b^^}6jHm42g-JZMHoF>
z2i$-S4gW0bHAR7uB#(0%`)TqD4C7`K5)oo?3U7CIshgMRJum@6#r5pBr9-3sv&S=9
zd>}0Zwlvl&IZ-XeSP;%ZTqRc4kk=LOVT0E-g`MebzHCCr!Y3-dMR}|_&11QgYl0}K
z6$SoGtK>hTJp>RYSt`aqP_$)7SN&yW-@K_TG`tY~LQ*>iX)Qm?oHd=NYCeAh`U1cE
z?cc7s<wS4s7+Eb{{=@yOv}UJ5To;g3e$R>w-?Pai@X(|AD=p94{Xs+V$t+&Sx5WwV
zw^;fuC$sb2ENVmc;8^}$=36RO6AQDG-}S2Je4dv)=kWNiBYQ)%P1fAc?=QpxHFC{I
zOS-9eJZkSVlm#h1-Y2)QzKwqTo=uLFY%Fg}x|h+F+5?i=(vca&xDCB>d<qpv>&;(&
zHzgN9r7}>ic1X|j^XE?%7PQ%7;5=bO&d4yZ(5UkoIsWUTyv>j9WpxcK+Dh5?#%Fw?
z>97<hc*^k_@STkXO|16IgIc1)c@A!KDz-RA5@^bxSd-1LJ(42-1`9+_0pkM7U!VpW
zHnvAo@mgTV=wG?KePiVKU*axjOe#<%-|5z0&3yFRO<F2x`4tCcdCu?m1NX<U70)Li
zW?MH$wF_y`UQnAWzPkrKrR?ahMMpKO;@7wMo-u<M0hOeQBOvjIQOpo*AVjEx*z3mj
z_CM2g$J8>|Y)vFT=vEY$VYV_C)<1KQ2)gfIqj9_WJ={*`OTUC)Y`d#AYKuMQ{MU`k
zEvIz<bamPc<OzFL>2_bAV?SS1noeqU*!8+KPi4RRyv~ob5;C0e6WK0JzCuBF0*#(a
zlyV@c$Y&=VZ_Qh(1YF8G+8-CM&PS8kA0Mt(H1$BCM>dDg{TuTUYKRX+JUF*K8@I7P
zD>n;w^ER+>hv?D*%q?MIFsSjcAZ?s)2mx2UN3+-n6wzd1r7@q%(0TD&L6M_*&go^~
z{&P0ZG2FDHuV4<Nw!7q0x1AmHkfV8PE8do5oVsASy;AKZOchk=$oxSSmqAaI?!t9I
zoF=q*;ND*JsLU$EHQ$<v+gf*?yOU>IE9W(7mJu~X4vC6+R+|-O4Hg|%Q-zTN_8*3;
znPRYFE%-kU=oQ$E8VPSI(+!$CcZAaQsjcl?iD4pO{?q$drYz&?m8!U|vo_;Jz=``W
zczY?yX1yaVDdi&%KN3s1SFVg)R8Da)c}n+r#NXQ!xT74dr}I9bk??qY-g|BgrB$oW
z`CHs>iexDXcv_0)v}aEyPqw;wUCtAHKv-w{Ly=?gIO}Y$HVGNN?4Galq*Lh^mX^Nm
z=j1~WV=}oK4<0Y}xHkML<-53i-pgNK1COSzc<n&mZwDeVUC)<6{d-6D#ETZ_Z^m`#
z=vOHwbq;dzBru=>a8gIXumc#!fPNJ{FRzYpG#F&$P^==(xA6l9ULKw>2v_77AkPqh
zAZQNaKiz&!N9BMO>maB5z~|Ea(1LzU18(jLJ6<C~2*u2QD;++BD|aN?`{rz9<exCj
zy?fy~;Bx+KC_44l6=h{K%z1avgkINTB)$o=6SPY)n7wkD2kN!*tWNEWhSZey800PA
zr95A@Z3j5Zje^f=f|JFwugkbV4!XDg67oL#&_PA_?=WFS9S&ZAIZad1pdSAG@#6w;
zLCvrhA5B>v{jkG?P%NO3fM0ZA<|BnrF)yfB^=Uu3ugoyL+-ScaBK)1h*Lgh_7~SsT
z?fdbXp2fX{&*$|H{DA2b`ZK3%?3ov!?}5jD7oz6*bfNru3TWQz=dWEo(e>Q`YOZDq
z#B+Fh%O;lQ7cP8njXnyc$C_-#Bl!v50CqK6qZ65cBR5*&2?nP(ENA3Y)385!{y8|C
z%Ux)xBLxU-<NCHO59Dm1jIgM`TrVZ4Sg{35{X#Ck!}lE&&Y(R03a_yH5u~KkkNgt#
zLLfvTxw+Kg15X_OZ-q7(Jmu$J(L<gEz;(;*c0H567cBrYXvg^ZbsuivxWcyD1R0}?
zqob!Vw`;;bRB&m05qrH9PRaUU@Kpa;fGJE3G+BSlaZ=~L{bTw<;C^Fb{)qz+Pf9%s
zIMTxhdO%-->@2n&__TS9l-ahUk<tEt-3$zKC5i=YYFymZ%ny#16~<)quLv4kz7vbM
z@}JMxbWL)uho2wL+%D@&Cp}O(AYw~P)x1u}`yX!^@>y-Sd$B;J-&&J3E{AbHl6*D~
zP#*uIpMOVwJF;4*tD~aI=4G?fc_?<v=lwZb&h>ZkT8HIQwJ#*H{E~08_?j;qseM(Q
zQ>b1KlXL`o@Cf_kq3jaKdW%0-VTJ^p1az>_j8Rbk-i;a^#$V=0ISlfsCjv)}s~Gk-
z`Hp?o-I}6P5RqRAnG6?@Gvh6#z(lKeM7*~QTW{5>f2qUCi*Nq_f5XyWlpRwpp{Z#Q
zdTw!gbj+nkz6G&5Q+zfG3EYy2=kAKYm2xYHt0H_h-+%gYlA~APR<wnX>4CrLKko-6
zxx*D9kCZ5O$Rcn0Ou0=#LsKS6M&6|$BQq|V=;R61o#l&0<`?Am^$BT9(!tlIVDkqi
z^8D7R%VO6P9StMrmh(o&;=SAM9pv@AJa%e+kbs<e`-ncHZMLG$;5dn#;%|4_0ZTWW
z`!m`7@tASL&cD^B!sTFf85Um*ghS`~P=dUc`+l~{^5c(QXtL85Ril_x<_|3mL)#jV
zPc%AVM*N%ob6iqU;V<Aj=Lh@`FiAxmf@CEn?H?Q*TwGWOOll!Tj(;D4vPG)=kOhQw
z+xM64G}i!2AEc~1cq0r-b0iM4>YY&5WN4x~l4m5Bl&3Rc)xD{!_Fp2~tZP?*XZVTW
z=dg?iSc4$!^hOLoWD`GQ*#A0&olQOFwyjn|v)y_6!m`52U2%PP2R>&&-UXfWHJ~El
zpbPPzL_F*ea#RdRKSwYTaI~_r5)~B%x4}6B4jC$i3=AwR=vCTuv#l23c_=x*Aa+He
z^c#ZKotjW1KH+!WoqY(c)-L7uIX|L|omzi!e|m|OZeE&NskMFePc(N-Rj%H=z1ReQ
zy4tj!RzCw4*pBZQo~|k@*O)!}^P<QzD6%`4?1%EEPF=EFo#8W|Tiacya`@Z5mwMy!
z<%1wKMbv5CKln(3l{MR$ygC}~VC@WMW@fIDxLE{`04N^7&8Fp+Xb$!!_}D5ag>xKL
zsV!PCT$dU={xaeE4(WY#k+XBadkVq7_sfbPVP69fxYNr5f#*9ew&`5&{l&X@)Vjmv
zLmS3N<H_Xh%J&PN+e<p!mJfe_H5a0WjE1KJ9uOn|f~MCu9Exs_Y@rU-B%&_GvOHGm
zuKOm#j=JG7&uf~CCOM+45qBDU6Uekup-C1XGINNk_g65ZM`B?qmE7p^Zf|Mf0I-V>
zdUa~{%#9R-FZ}N=R@$(PHou&%KWU7SC`?l5x=Jh#=TQ@D#pnF2H_OT9{5*d=#h+%X
z+ioY`OmuvCUivn|HJ@yk8?P>>)SzpCB~GiYE__R;F5j!Q4QR27O_ipn;@TspfivVE
zEq7kM-uUlcRv$YDZ%Fhn4#t892$GL*=CF&pF$A2Gawtb)hay3tpoWO1kosaGBL9GE
zRu-f!Hy7kN!|d-MHEF!WwADTp`3!gJ80&P}#NU|(SV88i&~XnC|HP|hX2Cfd*jdc-
zkc;bzRpeUKeY7UE5S|4=l(mIHd<I2(uDw3%RcTx87MA4;=~PNK+O(-Y{jWKS2}Fz-
z1Ze$=dXne`SE%h}%V*-A1{Ok1oNye~N~+BY9Mx)k#}M?mDFX!#-(p7~P){Qa4nhqU
z8Tsk<*5dnwS&I2}0;zZm5J&D?lCxFd4^&8J#K-#&l7N2hMnkCG-P|=h=&!=>L8eLb
z(mv8iyTUlCq6&+N$iJD4u4F_KoMNmmOuVT#Z)aCI?Om=c5l+2HLf2$_eO?Cr@MOQ_
zwR;#EYd<|}y5v^+c$lp7#!4N^nTzIne2YVT!`$rmX}R{d*<ol~PhK+zZA~gE%}ja;
zh$2sl+u6u;BS2HtvO>sAx}nZv4iYfv4S)m&FiS5^K-kx4b29hvXsZomgJL;tNAgGP
z5H`TUihi{!2+n>;Uc;jaB>kav#{Uv=)lwhPo6##M4PE&w^-3{iu{Sb{V@@*Rm=4I_
zf!ratScB1p+|!OrYZ+U_Z=Lg_4x6zZc%6}xlRFGN#Hc!df34GhZFe^TEhv1ktZ6Nc
z?1GG>`Ju%y{5<b^u6`9y`On=lOqngUpRI@)MZHv+gkHQWuDO}L2I}W9mSm6C_IwOJ
zcg^BvjxQ9hB@a4QnM+7cF3uj5nHW`6RG0#FvYe4W<VqwCpOT73HC7$EWfXx@HQhVU
z+ufCgE#LdGzs)DU_R8UhqYY1*C+-`<*7(PXr0B=ZGVz{a#30h<`$rI=6YAvIVAhN*
zM=|Y&PpiXQe5}um_j{zx`wSt;VC8P%kKLjleHfEeYm%|q)BR~v+hg7xjZh4>UQ!Yu
z$M$=J*h9EL&(CJFEn&Ll0WbgqF>`@qv5}F&<xbcjh=fFc{PzQ#A|oOKK6?1S70jGw
zhRmDH4jWy7OpOL^A5ask5by<ZP~QQ{=q+<fSlw?SqXQ~Q2bI6RdipbuuGH!K{{{yS
zvuK(piajc=U*UTdH+zYj51EraXk*sRZ}X=~l1(Pf>f6AHvGd$)GYmPU6W2T8GtobS
zUnQGrMY8}l1bLHgLKFYzS2)K9DOa+QA0!7iP!DKADyR_SMy!WOG}uCeTLOVQKR>_T
z?ph7njfBq?q;-_eYN?m8ysQR(i&MZzMa4nX!%syu9avCHWSNEj@fXq(ROvK=_cX#g
zAt3rQc`Rfp=l!^=%3>(o-4$e1eu%JJso~LXy~0}2kpV)66P4pY>p805Jm<V})zfkp
zazn&QWi*kQexthc)AEoqWB+9gP1qIu$|#TxP#7p7lb`Gi?gk>l?9L;$Y0?Xr?J%m^
zT3WE2VM3p**P683T`C37flOj_0s@;%rfYc^lc-+|aAz=>P`aOuO3B2%D>7x%ly<N3
z0JUMCU<ptRz;nez`{*9cK{Ba+Kn1mzX(5`_RNxx;<Qg$^IQOf~*_75o$uH!q7*h)v
zOtQA(>1+antY1jQ@)R_F(#qn&$kLgItmxY~i&$gR+}GXM{X(w69ON2%g@yJ4j7`XX
zk7ayt!QE|E$g<!1O=b~ldMNx&YW*k%jRb`rvH6H{U_eGECV1Vh^%5uQfHMe4@V~9C
ze=Lg`Zn6R&Kgy40P;LY`guhY&)-Sa#9TEmT3hpBq045V1ah(;+2u{oSC-=(ZdUCq!
zES`XI4x8b_VzJZtJmoB@dm2!j9h3g$xC^I!-{+Z^_*6*0%KN^(kzgB(yyi4q{SGg=
zL&3@>e}W`8s-?ce^?S++xbW3zpjrAGOO$E0O}t34!Exw$NJ$NW?n)GAV6Us>X5jPn
ztorU~D)d7DCE+io);BFT5mHfcaZe8quv}s|k8eo!C1`bIo~;~5(hD_N9rM97R+}|}
zb_)c2qE)AK@R)+_>-mU>>0;m9fZ`Opy?3@n_a-tle^MdN6#!uIfLM-c*^FsoE;wf_
z{IUvpV6$F7of+sG5M9aH=KhoO8P4%UtJ57EFkYzeS-)GXh>a)g%UFT=Gtgg5PLze5
z2+0n5+yuZ>eZla!2nH6p;Lu1Qj&GmZvJNPI=taLp+}tGWP=qn|^C#;}AX>~Fh=M?@
z!s~wbaI;(g<SY^Sd0f6c&`s`JD*Y~$S|gL%AaulC#%D6a0IRFFMOHa0%HXm6>jsgV
zE-{fqII~+$9j=C(=!cecERN|AAQ+*P&!<axtAJ?5$HpR`3UA_NeaqFCwwo>rRmbP`
zXaKs`$<h8QIhw-^88fBf8P*<)s5f-Dl`mcQ&%U$nW+nr0UQwuQz2o*(fyG26Ag_4M
zt6~TjQDU`o-6qgj09Tjcc1A(q0l?eBhjnS=t}~}iwFj8Nbyx)ZY~|h7N_L(ZJ7GQ&
znN7$Fo*dI!Nx<}PB~<oJ9Btq~jAE9T%tDiF8DxqR4U}2WFLU5(c4ubd?WNUb%mGCr
zpkyA@S%OSy|5=0zW=ejR{x$d(U*M8N#u<THqF(?Ulh>#h9f0x1(2Rb?y?(0;s1BgW
zl6c=$-*t!@-t2E4VDOIe)~SLoZ_OpB6HIE%%;M4IbBk2#reNatt}W-9OQ@(dhGJCH
zYLtQv_3!T$OqMF_?)Kd)IvVuhXJvf=Qcj8(UV!oPze&~q8D)?qH3W$65dl+-`<Yc*
z$5?%8n7#wOW8nUQ`O|=M4So+`=Lzp?ScHA`-P*X7oST7ALiJ>HYXOw7IvG4jQ3HG{
z7J99C^=J~?$|}feyR-aaEV*2uh|t=1r|7CP=3|`|1MRPO368iV82R7t#|Zz;?`b>z
z*bQH2l@kWF5MY9iMaZyP|JC}vE3xqVes%yV+cfI9NF!T~3{5iF{meZ+5#S-HOr`Xv
zu00w;@q+R+yCZkk1^Bn{bOY}pJz8t(2zJ`YC9!!OP_DP=O++NFhQp3BqpS+M%BI(r
ze53LTyR6>}!~)qCYP>Vm|I)u5Q_1Sz7=wQL*okmNsFp(tlq=JOA#Nw=TI7JX6hRB(
zHrVY5&1Y1NKm=XwR1YSv#a)xdBxE#&0cV5pjv4R?Akr?2CeMTtSyyY`16y9UBia!-
z^;`m=n*dqv2*0<s?WGX_C5-*4>h$5=KK;)B8k2f4iG~&;h|%5JN(<~^I-0f=jJp(N
zJ(ihYnTXn<3@+c0sCk=$GzEco6S+T{{wx{%0IF|Cz*KuwWAVA0$b;HEpKKf)ZlyId
zLH`YR<~LHuZ!_DWf=p~nT|nGirUOBizBZ#g7sIFmra3dk0CRemVK?JBPc2YWcTDTP
zgLyh@3wZhfb{A~>5!(}^qaN@y0-tYVUw`qiVx}2G*xp!2G932#=CgoVh*GQ8Ce}3K
zZp8KVwLIU;U-BiNojyp^P3%Ilh+v(la)ZP)FP}qGyGc8Lz=FqKt%VzMwf21$7w)>b
zVdQ&0JadJ<WgybpS4ogaD?$o1Nm}#I)CmiYN@7XP!VJ~&b(#{#?d}H;RKz)yjXday
zOw%6AR151skJejlv=f(gyMQU8m+gs)T$0Dg_{kD}EXHAoUw+0w-ro=6c|auT>+737
zKBPE_nvR09e)-V8MpQF@M){6+Eb$u^d<>Y$0mEj1?oWmb((2QK(S$3%F};#t@S1~I
z0K-3@<j{m#-4QtVL1#Xc`~p;`1!K=YH**_2j@#8u9aK&8lspKU?km;t+jc04Ai42#
zwn)<e<2W!dAdBQ{lM8g>0w)`2x&BkKF6P~j;8axmtn@*H1@ZNr(!9>OJ^v+H*#6#6
zSRK^Z?TyX6u|sGC0sf*X?~ZoK4U6%ksl~iLSjaL<>1;41gzx>T^NC=eNp0izrHYNd
z{!K45VNaITp#oc%3oUKA3lAu5z<Lbf2~m_W<wPM>el+E^2u2+z3wR6A1Dc*`^%sc#
zNQYd@5MXAkm1H5+DqFC4M!`oX|K-jtm7pG8zY<;_4qEv5PUSH!QnA+R6Cr(3f_hC4
z@T!*o^!*wEnXkiB^&I%w#E{9Y?k0&~W0@-88|Hms*NiaSJ;lNj)BE2VHGX6w6D>b0
z<1U*%p8*x8nhr1Js+9p7=`~Y&RftZ5Tzj<~`4v;tJEX)&C&CXlPqXK&gyj8mAD?em
z8K!G2naP}~Sk}|z=MR?G3iN?JHh)YRp(ss48doYc!(YWHdEb1+gtTQ9(6KuTjxW1C
z@`U=YDVGs=wIpm6AtO2G^PF9CxknPh{f$}7sX`}MrdLFK8K3!xi1bF2sDJ3AVvPfr
z8tE+Xl;;9XdNX9{h@03=y+v!cH!cTm+_cO9$?*Jv3EcV1;q`#;WGRLxW@Ue-7<4Y-
zoprN7-mv;-v9Ty_FWp*AKo+{WO}6^=sl}9D{hw{4ndef96DtHW7M6BN0pSispq4uU
zt;OS^EL;Odc#Bc^$QmQ^qDl^Mcs=HMd>ru;I{66|2;#*M9Jy4Z1y}gbF&=$ypO6Yy
zl>rqlq(Yll;A>t4+5D|~wb{ADGT!~YQDu;?L7KZ1v^|=?V}U7gN1HcG&834184lN3
z7U(ng;@fiiMO}kC5&xhB;I0X`*KdYgq%47wwn!61%K|_dP3!R=vrCbP0<syEtP#no
z!jM?7K)Olw0m<}Ayt)n7b<Txpd_WuEGn@jn0ZE7M-J<aV@#umOm3}Bd+hyc>vZwqG
zQ$x5+9M~&xCf0~Ijd;uhbkb>$DJv>|!^5*8S@kEKHDj4)N2po|$!{<YeXJpFxQgC6
zJbVn9*2D8Jka%;ZnfQz+q7gu}u$4w!%P6|bu+(CX8JZrh02sbz|N0Q&9#L$X+6n$t
z&BB=#pxH}zxT5iX)AMR&WhHH(R88&P1^qj<3;}Whc(Rl=W3vi)l3(=2R`(aMVmI@h
z(R#h*Tcyhk)`Xv1n#|!+2gpPXXqpUEg3x%6Nj<eu9l79X{y4-ulK}<5bI?jRjY3&(
zlTD!?`4m#UAn}bwveluQ2DYjqY|6xD_k^YOL}Z*Erd?3UogWB*()U+w<D0>>Kiu5>
z1T|wBA7%9a^D}E_tfGRh-$1RX(Po2dIWHXPI<Cymgo74g+A0NHWix}y`spoyLN!BF
zl#1tD2@;++2s<bw9a_D1o0GkRgU3Kw-sJ}ON$}%)6WY=s^<7bWQA3(Iqs>2&fOqe&
zk0;`SolbyLug1&vzV3ytp<PB^y=YetkEjOOY;$7EN%Y6f5Fi4p0Rr8pQEJTEG~V`N
z`EBy7Gg-{PFN^7^2a+>yk74Ae8PieJw-*MYi=I(M45g3#-_r@+O*g4CaH_d?nJj%z
zd-(7sF?DQf9LP3HI>cl^*<J>X@*Yu%4cc^Rg^}q02vGsej^y|F@W2Xc7A+PCV(s-=
zvVonS1W>HaHA`GQog?Z?2+3<+d^r+iLa+VQX_9YNZ=3mF)$Si>!3ufz-5%IAoBQ&c
zvr4<Nn5`(C4Ys>~h7DM(>Dpisq42zIm<qOZFdC%j_Xb<huO#a=W`Qyvdb01|qB0by
z_HW#jN*g2#LQU47raWKoPf`?4#u&OG2Hj5~`Q{nzVEvwzSjG-+q0FGNXG`X*cq@N|
z(IDpt%GIH1y1;OlsrJbLkDdLa6v)pX4s`8TGB&q7HM0N`OZhQH7jUJgBw#N8TanO{
z9fapJJ_f=MYUou7c;(A_dIb7QXq`l_jeUGR7s`KYCZGWcA!cp26ekF^aGA*xWC8z<
z>^S6*kS=_r1%mweukf=cTXvYBF*<x2T{2W0caXK$#%5=~=MrH=277=~r)T2eY=dn9
z72?l@f#LrJiUQOY_(R-Jk&TX>W@2Ju5LbTzkf=9tGpLY0cA#r|G=6;}eveGHC@9)a
zu_%x`1-;@|@?v?&;>{dJc%3ShbkphY>TK}8O(xInRI}@iFOLDoRgVbbm|)3Lc{65E
z0*3#JXJo)}T7d+sFdeg1`G##YE%@cr6er}hc2|Z|vn8zQ8p4_*Di$zFvhOXk|Jky;
z+vnRAY`Rb4rJnne@B<;;k`^M6vsz_Kjf{;Us}N^EfkrEhN>%onDHvKke@eMbvvd)l
zA9w_)T&!YU8ZT3zlF7yXw1_eRp$-%bwe>rZD(v&8f#%{KQ_@n#hUo4EXz`O7)FALw
z&|F}V1)iDz7vf44UYmAYD_ZV3nIy?GdZ72^0mbD3ad91lRB&dm9<Uw37HQ4_0p{db
z9CXgS-7a|qPYj)T2h0>XJnjZ0vh+F~Fi_Ya8!bv;yBHF7JMe;0^OwBZ{|Ve-I};Z4
zH?FGHy5XyREAMulg$LQu(TFuuATZD4M|Ze(*jQ*-Sbu<JP6Y)<(@DI&WRmDcppSHU
z`JW%%b@l{eUVyM)<a>st$ux{eT_iO6pF-90B)GIj+WOSczVu7@M{KX3?8ezFwydNk
z2}Ito9U|&ug)du-1{97!(&%1M0+>{({sMi(CtHO8d>v&X?Ts>kAjz|OT^x#MOO2Z1
z14ED}Kv$(1P(POaH~K>m+r8gh90%Qp<A~#I04T9MP9v6>2vX76*|`G|b%H=S*YzX}
zjB3|Mo&7`Cz~>gKWs__{&qJ<B%RO$VPAD!eo)_Q42VUmKF?^gyu>{Zsv$L}i5fMOH
zFTiE{&D0tKZP)ieqcJwK35d7ChOJ}PXpc}nHn(g6_F1=RK>`FHz;Xf}+tK7bF(VLh
z&(&`pZE&8gaCkxX-X$6i3awt#Q0ALU6)olv-QP9-Vfob&8J3dyBJz6hP}^alWNvF3
zi9Vhm&=<~PIZ>=lM%$ba*XF-++y#uV(19>=m_Zy59zlVqlrI#Cr}e&2l9S_e*yReQ
z1L=j7oSdA1%Qe_3aDHrRDl{6g+|W;f&Pc}8?g@Xb5%^W<dcbRt;>G|qXRy3gL;4W=
zsHMFfJU$w9V($j%6^%n%PWtl)W)XRq={y*O<yzLp=CVwsTp=3RTTk`pF3DR7nqJm1
zyh0%Kvo!mFhdZeLCJ$)!Ql{<_h6m)D3&!ohn@{?Rd?Bmg(p>!T824y*2xi^;t-l<3
zBNgK(oX&U)_2nwhb4V5k;O(aKW#zS?%U$Vj_dDkQ8%kPU4Bs8f+t^OJCYUgOs!2Mk
zK|JyWh(q!iuS{lW^O^{t8U-`C^-P&$T9}#Huw0~hst?9vDcBbE<>lpfx3@&CQHfO@
z9X#CJxW`fSgb&cnMa*PifX9s|#CNV!jNAD%XbvcKVnPZH<S#qCn{FIcKB}Y#Buu}_
zYk51no&o^cfXjxkl7k?EcmQzcY_T#jGLl&_!+ISYZaK8*i>ZPOG#*56roSINW_Yki
z=2kBZThZ{i_LtiSf01}J=`#knJ|LuOTbFJZ{20mZ+$gLX1(qs6xBs9i(~qi?|9B2r
zvjwFDvaY^JJoY(Mw@#3DyIj^`*r({YZQOwUCc<=AWX!G~z`T<tc#S_El{0wO9QU7Y
z@){pXmM&x%5FQc=nGgVUJ`fT^PNQvsdVpqSoKr8ge8X1YvsvemNCd$8?yi9$3oa$T
z*>;bAjpm-1Y0_=anM-C1mhGSiW)!nc%c?eTn9G!DZp0fKr>&aK&c1~MIm*_;bIf`M
z$J2R!2}+&m5G;PUbj<5y6c+WkZl=jnkbY291>}EAm1)xdeUD<!k}8_T>I(`NWCm!b
zBb0ZkKlZ<NAWI6xqnq>1+SJ_doxUyC3DZf^xXQ-VvtW-iVChS#HFB7uH*X0sPS*83
z02WB#RI`l>xK{H7$j2ix52s(6_QRcC_Bfyn+9w?LYz_;eSCz?_oEym=bmgY!upG3H
zfc*%RB8v|T=~W#b6IRMaMM6Td*<sC(I6KTwpT#T#x<}WV8Su(~X06$Sxp+B=g)&fW
zV+`>AZa-ookjPNs(E?hFvyY%`YC*Glr@#_=wvs=!qfauElZ`!+L!q?$K*W?gLA?Bk
z8^|y^P&c%xNPMeDv*IJO0obl+;JnHmXu64*ZqIGE>a6o6%65(dkDP|CUeG*cfvcLE
z$T1^`g^ckhgDDn=Eg=JLvsLv^YZ4AuKo;X1@PXrKT;$8RrWC8kcUDm85Nfn>hV6EW
z<3HhhF4~@R0&aEt#fY%rslFqAq^ed@+SPxt_!ozlpqE*dnCVMs8A3^7fT=;Ru=gz^
zn`O-|Etf*O-rk@O3LFZ-Y?ixuk7fS(ZnMiGaIktwcO4>?6HxTR7Bp7$CuuhUIuYiJ
zo<0@c3-mdKO$nT<xUdis60)<Q3scrGK+n|gRu{#n-p?0pDyiqBxgYbhlxh><{vMD^
zIh{18?==B02Mkk64XP=4QYH2$QlFZ1T`?>3v}6j{^2G%`B<Z-kZr>?){{}5)CKKQX
z?fx<l94rP7Ibc8zWt&prtx1i{Mc$}REuT(7r5V+TksZ};6Hd5G26%$0<ttKtk4yEg
zHNZ2Xf0s=a!KUC&!<IP7_MJ;Jj0z1-RAdb8`}Y6~g7p15VsgOhj{BGA6#bDRMa5d*
z8dt}r*;a6--gF8H1!UV}?j-gJ&ul<%Ayd8@phQXv7yeAz+uO^|uKbxnM@PT8xnZch
z6;19mGoW_?|9P^#PJVLtPWg4rev<$U=i3}sleRv43{=u*0YzI7lfW7gNWc#m2g~cR
z1TtKcTu8;89nJkRf^E7h(=o(i(U=)_c}&i+1oLl(9FmUDAN=-;e|sa*6fCA98;EEw
zUKH8JiNqCo$p4PIo@4L$P4R?Y%qkOr2!xKi6ESR}slHJ)JnBCOm;$l`{>HEjSMY`e
zh?zuYs_I_Bq%EKYLcOhPF{LCW0myW3$0`o~^78V+nR0s~{vz^_ZM!HV16QZ4*_OU}
z6b{}k?BO!W&4_8G#Q|3WqG%Zc;OPAMw!>tn;aW`^H4wFgNh6~N@_+S|NI9yysa~2=
zj_Xm5-{QLRIXwo}a3c3|mxnGy*8es@jY8PiDI0~@LtqfM*M(Nph0l-J{(W8{;rKA_
z@HAQw5{-uN9F@qF^Nl+g(9pgy!%A2SD(Jy$lrr@?t=*8|4ZyNh=t1jeMluPfcWY$U
z&thu2-g>I{a@n128p^%Ia9^p{>Z-P6=iE?Jmn5Ka1&NV6E{{V|q>J@)#ik)iY$pIp
z9y1e@3?-42aI%y!Pd?l(iKgb7ODptt0{}*>o0S>RH`P|U%r4hk@6N7@Hz*~puwIwC
zKaJ@v71NRe0|RRV!9flV57QaFB>)bA!P*JR7RJoxTo{{$NgKNy-<`zk)9_+=ucB)X
z;Aci6+4`he8|2h)@yV?q%54$(y<yp%^LQB|@U$QYfqiIehNwn;$dwyXZDru9c5|>J
zCp94<H{zf)rngg1YQ(d2dZczpAp6x<2D){9D*RM`5Y%g%b~Crm+8UGJ)#slR>8RQ}
z_}(De<4Vogw$BX^eqDQ$BXEmlAy$9|P$x-M+PH?3POP7K30~XHabg;!fsBHpD`~Pu
zP){#6?*to+Orrd;4f^xR_Y2c^f2}sx?Vzyb`ZT^-v~uC#yRAK2jzlRU#1ZV~qC)GB
zWGQJWsgP6SzNdquqYSlmVnF-UB2Hg=wM9yr_^T+vV*TX@Y@HtR%_`%AJe5`QmEkmz
zmK+}Wjr@M6)Y&ClYV$mRW8y<Mp*N<S_uDZRk#_?214fi8N;V1jg6Yc;FpYg_BL@3T
z;{ce(Yr#WZgV2;G8dDge;+S~UX6~>p4{WyX$Cc^Wkl0OJr)4mu5-@+0X>QO%#DGd#
zJQ-4vy~}aq)Ej;1F=s~~&}2!5_7ckpxhAr@yqaB47U9YnFjE_ger+;mNk0TZTp~b4
zooms|5~Q-$4-5)|Fyz`>SiLe4oM9W=RZ~;j233Q0>$2nO{zQFpL6jp#fhj>u8ZiQ+
z2tmLGd&hqjihfa2S5Hez3#Z6sqdE-+0|V3J-~JiR?Wb>M^3zNvo5Q-R%<A{>`5Pcj
z*9qbVT3&+07eZQs7jHp`SkOF;!7cqKwT52Y)2)F&retws;3;30;RxIl!j%M1iF6yd
zR^x3u6PB?ncEcst(=DXngHfdCJpQcS60bV-Up71LVS3h+RPuDg1gl;NX9j4p`{SF<
z0y(!>9whO23@`BPjq+Eso+L{?!>-hQAAFVv)$OFSYwzp(HN6sE+9zg~a2c-TIc4Ss
zEqZpk2>nbXeSQ5nFf#=eM>8lDWo3{oeSR%^%n3WB1Jm~XE<hrZJ9?y{TCG6*_M;=L
z*u8x|x?yp&#x3$r^Zs9B3Sj&nF=Eo##dgb6rs>5AY_&u%Q`XN&NC0Dj{sdE>em1jP
z7oZImB2FBcp8f92o{0bzeJ;3n^Xo8Vk?)pnt+I5TlHrxjZE#9(&KEAz1AN>H$R^-3
z?8Y>%zRtNX0FrbKt|`=aJakUIL`T?^6w)$GF|hQ3o3oq=6$ajHP^N(?Yx_3<>-xje
zL=do~5OF2p@Svia^4$P79&q_xUy?~fKFK0bk-w%+lMemdEB1)xDkV@w2KBpYaU3OH
zTR89}qKP}K23^8qc`yNdXn@<Tb~)Ee-t0mcAYw(#5t7ABXQ=TWw=|}9nA~{?w3xIw
zv{=btaAKh{gOgwZQ!tBFkD0JRUn<}@jgyL76(RYyxv{>!O8ayp-qi^g(R9uf;aT-K
zdVtLL3^FCcJOb}Xz;7%BsJw&g{!f4Zk}30AmV^iYkFswHkEDy%j%}MWNha(#6Wg}k
zvCWBXYhv4)*c02C*tT){JI}fL@BY5&>aOa3x_4FWz1DiMra>mDy_7gn(0Ic0qCp;B
z;N?5Snn7~!4;p+NSs=*13=2bJGJ=?i=~F(lM?LY0y-m;V)W@Nmob?KNc>}rTMN6r3
z)o%`{wB&R(OAT3~n*gG5zgj#Pe4G3lZZrmoDtPl!w{^}BGpcJ#rux-AQ>l`I#w`;}
z;D3FuddA=1rUigJp51M8h?x?JbcL=NAl&BrM|u@>7a>8yXRuvRe%Q+uH1tUD3-0(F
zL@!J15!dlO7b|lh)Yqqs^}kBp|Mh)JAD-zTo?CoD^AAV1tO>KFDP&=N0%%0gaP+t^
zib4gMR=~PZQBW9ZXavb)$ninAZf9rbOfa>D#&tW$v;6{ZeNVw|MBdFusRG3xGLJVW
z;wssiqYPv{*h?^QJMwqw<?Rg@7nib)ZQCgc;tsCowNgH7sEG9^8xTprlY^&RUBy*W
z#T88-1bjuWNSz03^@Ha^miH9|YN;ptz~-{6!Pb==Nu@0UdBB@D_S-9rctF{O*eYH2
zfhA+4i`h9AD39vUsEML2M4bfPnlQ<wpmLl;QV^Y`(%!wg7t9Ys8cj=$2SM?3Rj&mo
zx`yEacQjD&2}-vd4nWK((EQ^A;ydHt@wK@+PDx8`T7AK%HBrXW%Crat3&K~1et_WF
zdDY8hby94gFSt<P(=qFLaE8klFM>|L>C8_eoZd89s=~FPL#Pw@QJ^7PncvsvHS+0*
zo#d(8IbXOtxGiq8<2Wvfe={PAw)-k&=lI9EvcdzEsikEEP7nZ&i~=WWZ+BOfHpP+=
zl&+{*v*MW&%m)m*t3Bc(X&$n_1L8F}EFc|HK`H`8xah-29WY%O2<f}!a2Q5NPC0nu
z8iGH>^wrZVtk(q+F_4K~>X#ZI>O$HDc<K4+Pc+Sm;X{(q{LnZTwBa?Ue#w9VNuh(O
z235L97+uyp(A*q{p?pAp1^f5$8YU`xw`MeS(*Iv{`sj8hGmb*%InN_~x<xo_FOb!Q
z8j&@PqLNY403sJe#QOn~!DBMeY0~}GEFgB2)$t_~hIX4HTG@=i-4)*fQ|r6yW|KpT
zMghfY@bCfm0mnnVz-JYnCCjh4)wq$XcxbV8cj>;9cl8dly*!lZF^#qtoqET7VxYaf
zJy@90oTa<FyGTeiJR?YLyn@8h(t0sJ9x)%ba|PlG%<rQ;jPocDh~K{YRuO5#*1?c6
zfO5o19mqp02PC(YB;GW9PPz0Ke1Qv0Pz)M4p>P4sjHh5y3Z@M5C%J&G2jR8yP7JkM
z!gUj%30&3j;xYx62o%dfb0R-xU;#k-e2@q=6McI}PZELNdHK*;1^4>Z7wSGN=0`qd
zFV_J1ic}-|$UpX<{Q={3Er$)+Xtcd)4$`0)ZfLb~0obt})(f1D{J5reQVhYK91%;g
z1YxKrW36?L{`-N!!pom?_W{ZG*VllWZ2xIdihAO-uHNyB7N(|k{yxX)#RP}m9f#|i
zI0nCs&yOp=ps-Vb#{TYZAQ9UxoM15MYFlK^3}WdVFasml8)f5uy8Jh^HkpcTI)Xf6
zc4iFSPV;*A#*~Wdi|7I)F>%p~CUVz1-S-=!q3@5hQ;#}Ixk}3A_S07|NOn!aCj^$t
z;ma&w0{^{ePAp@mf<zMJ^8m9tz+-TgT&hAT-r;=!kr&W!Xmc`~bkEn+xWU`Fb9A`|
zVYY!K^lB_WX9MO)nu*G>PYdKHBSC~uv?8aCM_ucc%ZBaN<gno5acnVv;pd|B08cZ5
zgu`2bXWc<_fR9ZSg*B38a^LY2c<#Z+^}ave0rhtN5&B0zOOi%XK~icjfBqXrIq`BQ
zXjt6)*uPLW&uS+NYdMZZ=0G6cU-kDL_H5kh^#((#z>e|NRs3iYE0T~E5fCvw6N3!C
z7fSF7RAzMcKC_goI}$U7O#Lnuy9-4|yrQ|y6pyZip;%VFQcBc-%~eL!pqJPhnypw!
z(vpNPfDFetrr#%*jVcPG?EQ>|@gc+8^iszOtHjItiyIUc;+Y#V*AaFy<l#%kAm`jN
zlEEYgj++h1fdr!917{Uu!P#JbAbXKW=WeLm1`I3Jfm1b+R!|*0)n`O1Gbq3Pv<^gp
z2jzI6sG8c6CEdlQ4TpLG6kUqkU6`%fFo0U7v7demrAUPdgbHp7Ob)(>67Ohl?|Zam
zoxv_`%y=$;9JBj9Ma=&CI_>uvgqm#4LJ2DAcg2D#69n_1<q6E77a^XYdKHRvo0uOH
zE;x0X7rrltLC;!DY5lGrJX?P5n~qyJ15Y|SE4u4Egg7Fs56T9VIH+C^MsXlU7|<zb
z4l*%um}%&DmF2TKQ8EeWSI4Suq?jD=1|h&~Pml4dhy{FLW1ruXXJ~slwI$|6bOb@Y
zw~^+qe6ZPVioQM3ffyHL&3|l4|M;YpI0<k9Nr>Ql_;`$PewGnUO$uR!EtNNwygj(>
zXty=Fl;4A-YI*w**3mfs-4>+&|4>jgfo)n3r(xF^e!c5?ULc<HcKb#EG>Cvn0~e{z
z>m0*cAfkQP68Xe`ZYI(K;#!rn)DxHpvDKw)>p*EjJ#&x0f#@%wQ4c770L5#P(9v@R
z!&0{zGPmk7cgr9{gB>vxB5@RYNM#U9D*#jCV(L18NLT8b_#6~<R3cvW8b6E29ZnZP
zZ-Lm;0Ap$sy>SflK<iZO8tft_nA!`naA<0IBzjjBRF~A^w!ia+t&bZsj9tW=39>IB
z3Cj)a`(*wq(UfSp>aP0P<WF{wz_lkf#jtw!pU$(5OWn31#NvEgSC(SQYtEFfip_=^
zdTRKf48c&__GkXK&nS6HQ~0dEnIY$Q7bp)ahi*YlkfTglEiRuEeVYwv$>N;0`FJh|
zufyj8a>{Z1Yzsu^n^ogOn?X_sWmy<LoSJ5JJ9WiLZ1|5zTLVJiyCBIC)Rr*_q~_tm
zj4WjsSe{FGsDY9H>LYB_ZmqHyF*=t+pyvfegVP5~W57lyD+iXVZOZ7JW;c79^Rm;0
zVhMYRKg85fG$$n_+cc4&x&`{Xw61D~CNvl9nMUYj&V`;J0+IOjk5iEcn7C-<Qcx&|
zvL=;iA*H-_L)rHp2n)-t5?Dzj1|PdCS~r{=Pb<h_V=@lkXas9wQq}Y#pZLwA?~$?L
z*JEcmi5nI#?&nyPe71vlkC_%Y<M71MZ3z9a@BJBOzC;|zV$Tlb;Nd4>4EQ~6TSfBd
zLWip5P8i4_W;b#TuHWH}>ZF9+gbUH|)^2^*YrO6_5YQ;7^AVj537WEO(!pOBndgXy
zu9pGUp*`QVOs3<&an^4sY(16aZ`m~DY8rVLQ!82=%pRQbR$1BjyjHg1H;ewboCLzy
zZ9_i`V31ugoQ8xfr*;yc|98u^8p}(11e5#m?9;zGC^@(icb}zso_>6NuCI=Q>!@Y)
zQOt2crEX+bHkbab`ax@*+1f~tUj~w9*YAn1I1QXb*K_;^@ce4pBo5<(+xrbHe+*3L
z$C4ur989RW-L`_K$B!5`185;}SDVM#c_6fkN*7~DlW&+d$B&aq*0)|xbhuqawraO@
zs_$24^@8k_Dh6B-MYX`v<~gEjcCD5~pN{*C>+h31@1A*4;y}Hfe%erR$fk>%J9t8H
zX!IUNWayHoOa<e{^qDz{(dVQOVfN>4@WQFmhD;jw*KW7^kl;R2V!@H=++@c4(S|GC
z@QYDJB0A7;XJ6X(;FuQQ=-RQQkpnj$r+U#s@c|!hKxVHoLHqGP6U6#x)9auqS$!2i
z&ni?pzeCJ`@;z;Q8#;Fe@dL9u724wPL+`ltf`@Zi$Ds7)^Np)S$uU6sJeCuiHf(@d
z)-B+Og<uFt_e^pbXkr41+K?e(94b*YAUm{rLr)kYEJVjj04GzdyhB{QzVds!_IhBr
zQbJ2dXRmyXHjoTftNICaezIu?kX@~-n=NWHIxIzspE{DpLto?Fjc~j?;&-HDoZGut
z2#5)adA$ZVhusR?rMtWyD3V4&%g2|np!xQ>%!zE_Y%g?PE?5aZQfOfzrGDwZQzvKV
zAPGXee*xnTBJJSchdZ>MZg;{+KXqy!8G6@;tNK3P?VQM2STI;#1-$Sf>`j`Dxe0?E
z-VM4Y8c}&`4nf}WmX?<0=12Scq7(@;xAPPUl4i<+=1mi9Hs_a@cBQ!br5`1WAZ-wg
z-Pr}ha7+|R8--6QWDx)JHsnBEM{D-N@jJMP!&W!;zq)n(ZAY+7(ER{w9Yo-__0}=N
z`E^%7+PveOq*DN{xZUpccpgz|J3@13YioM}V!1y+Oa-Q-7OEeWfZB3_D*PVYD=Wjp
zFfCzQ!Y7gQ?F^t6Od*ku_p064Qv^GBDc=-B|I4jkEVQp3@*@rvZHrzwo$&%0MNK<j
zn_L&cU&VJ{OCjnWPv&9C&bGI~pdkRb+jMAfidz7aail93ZsL3*TU1h6`niD0NfI5l
zP=YZLER&uH>BiKwX=K`^nRoJR9{1s>wB>uPzv_g_&3X-Oqq^d1+=8YX%{%>zrw~k#
zWn$J+WTbN6FvKWkqdwQ2II=GG_k-UXg7kauK`8g0lzC2PC=xUo1)@p%&wNMgG{>9G
z-#l-AlZea^)hb{T0RsU{FySsB!3F4~OowyQN*YO;OFAUahU(feHX=O~$X!kjqR!eQ
zGoU+2^zF=m5%KQ!hg2d%l{L4ti0?y-Q=-jVu#v<aot|1v0G|!*8j1G2ptVk*Ut+x?
z+%MLeM@QR`4g_pq4$BTIOF?ku!|^O+j=JC}$oB-!#<m6>L9M5kqwc#+T!*1<+l1V;
zAw*$991M7JKA42A_`@cshc#OL9()KQsFzclLvwwvxE5&4d(Z+|pmv^pSlS$RK)9Sn
zM<qz)w4HqOV*0<Y|M%GccKkmZr}4r;WHaxOU!W@3HPp#9NF6F#iA+G1ZILz)f~a7B
z`y08rvkhWw-gxRd?pR@KX=#CEcPD-i!p^?_+k`&i-L1l*340#OojfdI<?hILitPNH
zG~$~f#UTzmUWI|z9ix^;GtN(-D}Glh7!kJyhDA^8j@w8CM6&K9$g?crcE3a-{r&s*
zH54aKCI%Ef4Nbv~{ynH$!GAN=9MSi;EPjim#y&g&V<HsTX#&tcW_OsZRjFeu2c63x
z6${?tq8s|jtLNZ&!F?E3T0+EX-tev8)v=P8^V;3*%@MPWGq=~8rSthxz1KrJjyqoF
z&^7t(6&!oYXSv)rsVlaF$L=_oOmY+}U=Y+B%FU6zWUc!xq9E@b3BMCcGp^$veK`BA
z!H_dz4U<N&!~PiwXyGTnKYyMCPDh?Y5ky!uoGY<Ar&8NKe~`*S$ybv^WVBuIxL-z7
zjSb(yfkvAu5`~6S-yAzyqi~c5`q<B<-s9kraJLXX+#NKKF^6145Vf_#A&6;~CoX?r
z)Sq0%ui3-Q1`ymQ)t0&<C}w#VK^5xZABK3Hp~JQKt+RWr$7hI&E2cvY<dd_#YE6?_
zcztVJV8giP=Kv7ID2&+Nt?eh@_H*_&&mx=4*+X;YrPo`>O`*D?;&ii%hlm)N`f8)S
zF(f1;f-THB$TZA7`If=p8^kX}3FfLXgewqj_rG~K^}}|YeSX%zimKgY!wDf`Yd<eB
z4P`Bm6rvA#6`WK*UnS$F>nZLOL+MMuNuHD-@6`%^ePvL{itTa`g_DqbhOnz_Ic+B(
zPzPlS|I%lEy-;Gh&XBF>R0cIb9JVm)WpRnfzTu)|6tcOKI_E~qbsP9^dronRpy8Yp
z9V!R?nPJSOO+jD#N0{APi^RZLnd6o)*Gn1>io+41cpZnnMwgzhi1QJo=h1)kmRQ7T
z^z$vzBTW;R%uS4;bt>JQzGt?lb<Rjjwgkzf)qgP9MKSiYTrSQ-_DQ}41Zf4w6LQo)
zbRT4<k=yKdwJc(9%c?jWU7l@aVn64seVU;pq8>Rs)g7?H#kMwV&32iEB<!y-C5`rS
z<R@Ljt<apBmL@km-Zbo_EQcDsFcox73h;O1hxf_}?QK@_PiCP?>;VfZLxVx{`;;c?
zWmedxSv2_iYm`_uudbQ627N4@_dc70nxRx6!3F7NT8U566B5)T!wLFpXwEKGwKXBp
zG8zOs*PoNOMyan`D}{pmwGAjVxhwq7*Re|Tf~@=l$~MBS{n}Kf_?D7J!l_d^Hk{6W
zNa)hnx!HRxgkmAujBakOm{fP5{qO!-^@S!=RaF@)$W7h+wQcEuo?$|^XY0LO!obut
zai(J!>xRZ-8T&XGg~}5i{EKVb-<4={rBbl}68i{_kB~_sAB7vqaW`iS2mA;ETlQ76
zIs<e(GO9PbXZkU^N2M2*B9T8&egx#&BHe4iNIUy;5I5m%LDs4WtUC2`Ec-r@9>^fV
zRyAu_cRQ*sCEoir=b+YUA?nx@Zv8GRdy!Z~WH`Ts^R{b@v@=Y#<mPO<hDn=gW8au*
zTDUDeWG7urgW;XT|7sPExyl%39EM_F%d53XIx?Y({d5%$q`H#bW0G?@xBPdSiIcim
zySJdf!*4Shpnsvk(9`s_wb{HsoG_pWc?V8~$OHkk>5(AjrvD1jExPqZOMYu8Tqsdb
zlTuW}@mFkSey<{x=F=}yl(ppDrITsmoN<{`ba!7UpronZlO?N44ieosL_F22Y*Ggg
z(Wxea*~70dGoF#s+#ImPX+!&25x>o=gJ4^F;gv_+F!Am4`KB-`kx5fJEZuaq;BuZ}
z9%jy*hGl1D1c6~{hIUG|o3qfga-LJWAR<!k<@)vYRP&!8Psdk@Lobn@Dsq6G(thvs
z6pOGd__GGMHw0E^pCrgjbkN+b3v0NOI8;xp5lZGv$BWPXH@)a9{vX#*<s>hLlri>4
zF1z!;NXpeMy^c7BN2j_If&q!e^hkaN1zl^zfh%7=5NBy|adAlmDviUjbhZuYn^*&1
z?mB-1XNv>H1_@N!ULQc-Be4ysY1@KIlh7C}tXN^>(8UNJd3}Dr)K}*hT-+n7h66ks
zF@6vY91+Fa3(3Vfz8nT;)OH?*AV!z9ZJ6**6tL-wh}}UVEh1iBUHOD36pdyCZ(q3W
zjf~r`IMyikh047PYPAh@fz5WJXHb<Hn)fXz7JH6%zjUoNw8f2L)d8hQo}e`()XV!B
zw=Mwfs}(mqSQS-yt&{QP@wya)(MM-vmB~#iy(e^eMi1mLz4=ssaMh{je57b)H|f7+
zG`VHE>HZq<bDmW9MX%sbdR3h?8$~EpiyvKNk=>VXGaO?H&5t7R#U6DzP;Ek~6DYmd
zg_p=LmSl#}z`u!W5H9a-m;X6pw9&nmjXy!;#t4;^Konn<e@bdZu|x5ls>RlG?zHq{
zjPc(%;6NkLy3IZ7M~0ZOSnG1_mf3}FO-97v&phO{3`|m@2n=7o^L`tco?{5ISb<B6
zrEt;$Zn~v`5Vb?g28YWF$Xg-$US_`-^p#49^j=lkSE<&etwFjFP54Lcl-sAU*8-=Q
zRcE8szn6E|P0rtbW8@bYA!?<_Kpk~Gf{lQ+vTHU=_q<1@Mc&FO!RV?v*`(4$!Fh6!
zFR^ddz_3zd8x@GHJ{sbQ-ap6(8P(MHz5T<N+%J&B93cA4j5SKFO!(sxi~mSqMlY#m
zi4u<P=_Bw~DB71#G!&tUg6=Ykb2+7GhGHiMWj2v05!)Sdmlzp5L;+IfbWYAzro)ja
z{=gq=U<8z;OC6MO6_tNX@rcl&-+CPPF`4M-Yanup7oe^MbZ?1RVuL-wfR|VwF|R+r
z&!#DDFkkpc%oC_7%MY;}(Fb~W2D<47f3ZSQYFDKgC=Q}DuE>+CTbj%MSYR>=OCD5A
z5mhH-gU!_!Rns$CIxySvR4M|7T=}ey4p3!jXb>ud4fIp<B`g|o_6X8lIzEMN{PZqf
z^Ne%TG}>d<-d@|V<ILH=rs-~^AAN#o8}`WBF-ldZh;;JZdKn#SOWFFnHpY-gv$oo;
zl^ya=%xt!5p6B*#>ii(=E}K)55GM|Jfm~b4c{Oq6hcz+IxmMjmLpA_Z>g&97;oO@2
z;rN&=;dRC0CXGNE;zW^Ul|cmBqlXvizH@Z{)2`?4Z<~`cA|A(4_D2p7vtrwARr&{r
z*8kaMI$eR$O*_IeiR4K%gbHHR{|379GJ4Bz+@31>8#qozXq&fHN--pG>H@4B8{CZB
z6b8@1fTPYHIzmi;<48C}pVxelEM<8!x!hbfOe~M)G9$4f-`LkD6r%|6Uf57aif<Dh
zw5{oySeL18f`=uY$5u{8s7vcBb$)GSGWPRXd+#%toR1q&j>BZJig59xLHZsaHi?&<
zHq;E;)G|^tsM@+)ou{;H)E#<ZT}-e#@50cU6uz42gmvHpfeq-Co$RO;?&8cz2G*Mi
zpQ3b5-K@qi%i{5d6(j-(ePv1ZW2r_;OTR95Lj@x#qkPQ!I%O-^8OzUN0ifF3#X_1%
zSmEpkf99PP-LBEkBpY9YPemRkD`eL79i0Z>Kb(%l109`Xu%v=9PI-MKXha#C2t~k0
z^rsPg4eX3|Q+bW&H%t`jvMt1maIiA4pG1GnQ2ZmIMr7|`rcbeD)@@W(XaZ~m@#HsY
zDQ3nBIWa%5htmn_F;ZH$p}RCasmp1!*-*n%h~&RmrJ&uZ^HZi<mt+fzP0O^_eZ0M`
zM=8=bRy=;{%dQOaHYod?NH#q$7))BEagD^a(6){P>u#zFWwc#9hPN%{p#5Gu_vZGo
zR4`JFl2WB~U+mt`@D587E*2{g0$czlqd5k9pHFS^@F=6W*1Tola-&=9I9wR7-BizM
z#`pSAhQr@Fe*HNMGZXr)8XCbt^4sT>RH`dL9_D;B5@sTCP5r>g)Ma>XQhcg1+VBm^
zK#c(QyW4Wv7j@-9oy_|1QB+IpdWQ8yu)l1F{2r}tp>byIAsJ6`O*?dr-q9^^ce9UB
zJV$(8-wSA?E17BE78`Wl>u@AS*Rq7Ijxe^4j2vXF`+(rL`i5_LsKY{Sc@;a{=tN3M
z{dc>XOG=ktcGZ4gdogipPh$<5?*lxL*V*Anf|!JHWuq+v*P&%wx4Bc!W*GSPFybN4
z-0LO9*gsy!q0_n|v9uTW7mnq;5KoNZmas<a;{mkxPy|Omx*&FUcMn6KV+l;<&SNKo
zdGn4jO1p9G#;?3%iEF4Du^U|9Kx_RdW8Mp5mzO3l!s8gsn-EiPj7SIbfHS94=BszM
zN`?K%69H&nU#xS+V~+a>zR!8esb$q7%zaZfS(IUu@+#w+7|H$IQi*O_Aa-Qzm=RN7
zR~1|vcZqa0OQvYixXp6!NKaF<HRQhbIO{ZR)C=LGHLE<GZ|Gb?cSn0hVX~32v3#6~
z#ys^x(ZlO3#VB&z*mZ=ZCR_MnaT5VvKFpY*LRA>F89ADcO-|fB)2VBZ9>qLFGG}#S
z*wCo;ea07}(iDBXKB5Ch`vEAnZ$W}(YT%Ul^$Gq$Z$Zj9fcYa#BcDb%+4~AQ*|>U#
zM2BAd^CHr!yQ^!I5)TaVGvzD!g3Io$Yk>_a5Uj>9i5(U(2pAV=?r9|pK;ZDlAv?X)
zi0rMR9le?;E*56EP5k=w_c^|33y`M8rM!xmUdllfMkT`lU`<uJtALjD{?IYSE@9c{
zdQ+Od(3$B1yr^@;p5o^;zmH#xyvlQpM5`GG@D~C2YT?M5WF8TWmf3pL$uIBk(er(q
z8V1kf&uLpBh15;tq^9Eolg5w@!rkqeHVTse|Bp7fcNlWEem?}DovE{n6VS-^zb$)X
zD+Eq9G630s8@#+^Osbv^Kr$vx1!F6qi3=H%imS29|Gpz-Yh(`Ep<!w2VnN2i4j^Na
z1X`L~xR9~1{Ul=&wsdh;1UiY>+dA0W0qtDKxX749>}~9wR2+;<KpztYx>=e4C7g^v
zOd4@Z8yBDx=-I}|1t<zMu{Q-BAPclJ2YoR!3nv#d89zw7@ZSUB|9+>(+J&CGAeIK^
zR-wC4q%xLGxPN4U^7%h90v@-*`lpqcTm}M}^Y6w3sb!#71>xU01`%kL>I{YG!|$Em
z{&jaXc)M=>Q*V2r{CU0daWP@PmBneli4=%8L?g}|sT6IDRS4Py>e}!q)B+a*mAG);
z+z4|DEFRl)t>9o9B#WMzm~O}^=DuQtg*G&(3zc8o>UnZk&9BrtwD$Ax={PQUJ>H4p
z_rg9mUf*^{KX{tUG$w~4orBE|Dq&hLIjlZktG!XOVZf$I`0GsOGusQjUEolw_AQJ}
zvv5vck-keu^N<R0a~|`UNZ6bn`KTsgnH39gH(F|cIWWmj*q;9LdM*%Y-2!4;LeNaT
z-M$X*Yz@1W?+s!Wt9N)MRp>sMZw}6WmnM+89Av`KenX9omBTDlJ($n_=n;KQZw#L)
z9*ypTH~0Zb?}gt1)D35S%B&XAE4L6S>2r}(?y?;9GViWa++V+%F5<<~XSo`_F9!}o
z2zS)sA8j3jEB<zK6v~R+uxfSV2eu6%;|({|DPH)JE*wB32bCI3i9e)mtVgZ=1Vql%
z&tHuiL!y<C607K#nihx_u>E^(K|bQGV*aoKx2oganjJ_X_s3!2;O8VV+-!!9p&#eP
zq${%Oyqn&bn<<%3sHKrhY-!CR{DAAC-ol;-xte_LI*d0=4sJC+Yk?Ep&baRSCaZfA
zVoF_+ZIQiFR)fi4m@WPokhM`OJ6I~6Y}?I$JIAH@xIJDLTtf@J94{p`+-xV+9izd#
zz-Zd^25|Dy3-BQW#hpGc%@kn!U;VHF!PgHJ+bpAl?c8Q;sEoS<K{*9T(sOJ~BIsV#
zqd+vn&xjfvV01*y&euFPS^G?F3B$N(l^+UFbF&&?Vg1kM*}4RMlgL=ZEd7|I{o5r&
zN{E5oZGfZDxvl!j#7ig(lflx-wAj}?J(wsdax)#IEZYsKH-K220UCasVr7*YIZ|Xb
zVLIqOx(RjK5PnDRYOYUI2iBV!*L)eF!da&9JLmn4ll~=XQ6|pL_T}#G`S!M;Mt9$~
z0*%g`Oi%Ly$`TkqlLkWiF%f>!@66j%xwZ9s=MSlMM0To8nmHZLD|Z*NpD_<<pHDlJ
zSxpPcxEj>U`9=d{Uf5$f*$<iTr^Ah54&~eC=5LHy1{hzTixq$$GQVGmCRh~t;&8`j
z+K~7aki>9wbM)5*vsHPAax!MsUdhg%bNKvU`h?93_S6=UirRJ(BbwI=u(;V&9rDwN
zjWGzS|NNRDwu+aw`c@}7Na2g|8|J7X{MtYzpVhJOwRfmu(%@KU`NK)-0xK8a)L$GT
zQHzb0pjKkg&WAY*jv9_Hl2tI;iMsV+x(C5yn08L;8jd=-4jwQru`PT574Gzd@P1K3
z&MhMS0x`yczEV^)4uQA9)-ObbqTsvly-L`Th?`@MzxYaPxL&Xlgt@U_vWaKW@+|i{
zBK-gnTvVMHP6wC)5905L(l)b#wh;ccm3|fw?CVx@n+Ob^g_!m)yAQFZDxiB%9Hwaz
zvI|3QZ{#z>ZN=ik9C4BtWrO||S7C&+4(U!O87#B1v<rzCz<NV^nL%TRT8YrHZe!vD
zk#W4#5^o#qjAq2jOqS+NRlsAUc0+fDb~FI)B5h1)sLv3<>d1{69$o@!ctz0g`HHm=
zB=Ssn#@%U1;XpNf9S{-X5SBW@*bocAnVRZ5pJo$52YuovY5Fs?T~-Ct8{CKxINM8>
zt3PR1@YJA|kKwLPnMq<xoF?q^DCU?l`u8fzjTpG>h`pEIL98;B-;}Gc9(YsU+lF8F
z-hHf&08$Wdym9O3I^EY_FAoWO^q1W{D^DM5JuYdw2O-sfGuYd+z7R1oE8hrz|6=%d
z23{X5m40BxYfWREJ#uokaHJNj=7Qw2EE4XWf5Zq`)6B|@DxIU0<KuFzK@T>zitl}*
znWEd8#dVH~V*u3l@`mvkVy=hG4(lvuF05?uDC0`il^hG{SC`rCwp}&h(qrxE-k!>k
z0HDoM^eTb1P(k4DjDFoA%0g_-IFD~(#R=yV6W)5Q$^0w$FARVFMaWY&t3}}Uvw@p|
z^h?D@bw)5;Zp5e0%EdZ(eN2f)&EmSsytapRm4LZcz1>j=b*?3mjk!ohc`iR#6zK(?
z=9Zkwv+n-(yvKEkH31#zaf1954^?VUKO{v#`@(!n$AAH!wSfXH_Rovc7=df`e_MV*
zjdw;K!Cwr>#b|tJYVUTVYR%09ag>4P1&hqdxVP1iYTs=F4|lA>`H}4OTFRHYc~I5J
zdXZm!oOjVA#x!uDW8)^3+WW!!SZ7@b$1q3X@=GASSMHXN$W(CAmM>vbDpq>c1_Fqi
z?tVE2iym_x7&wis5}Jcf7RMN&RKB_n4U`?JT&HAiBv9Xk2_1qN-+_TzT{x6>{RDi5
z%@i1!gUJ7j<>pQJ6M+6Pl8Ip2hU9!>%BRMFp!Xy%z?1baP&mE9KE<Y#-yG;dWBJ{M
zYRN0^R*J?JlPK`dJ_clyo?}(hoD|eTu3Cr{)ZO<5u;4zz>!EuSodDL^8=NsF`~t$p
z2h4OteP;Si>&3k)yw?>$?=lGz6Ff@V4^-=O7E*K$Ofeo$anXD0borT0z@+-^0J6Gg
zR?;rEgC8^YVZ;}E+hxsNn`u*bZw431K{oF!{-gEK0!hK}Q!~5i%(DU>XKJkc-~mq-
zd{)Fm!}EyfKkCXn9QrNF^C<X<{DC94a6pJWmG)QEt&+<{b1zoBTy1Ya43Xh(b`}~X
zW`bwuH;PPkEuQlav}NvrkQmwltdC1uQxM1(mn$oZY9$~7t3qW6jmv@H|5u9+g_&iR
z9Q>ftf{)%3Mupdx0GGoG0UXd#kr2@XGE%h=$7X1|Ftl=y-R~FYBLn;8#&joJl{;WS
zRp4h4rP=!}A7!^+e1IIR+wsSlEE~^&2}MDOEgPkKh!$!zXpcZ&bOZ@7JHl5{e;j#I
zs*nWGOj7D>RQLl8%()`Pk?Ifs9w%n=z0-97{7CHq=y(w@dU&P*S+?3GYZHp;i15ST
zIrugFPxFMK5ow}CD;87}K`69^vRE(T)m=}>*umlR@^W@1UK{@|SO?iz=$s7;r2q=;
zr8X?}Q!h5EnzvS|PL^=EWmC)o4u*yB0I;q0WHGA8QNa*u*c1voc}qnZQs+n8d&q^m
z7&>p+rdPRW1f|5xc#;8_3a+F!)HjY(s0WYf>~R9j${Y!3+O1)X+yN-YpyOiPGY%`L
zClA7LJWQP)(GWW3!6fzgW^Dzn2HV0+hw|^ceZa_w#jSkdRA8{gD)dWhmYi0L(vZvF
za5YnW<AMW$Kq?AtS(?Iju*bMUE&XOqfe@(l)%J714X)~TVu|E5K3vbcnWqxiKOA!R
z;Ie4IO^0wkD>@&YJN8*0?r10BSVe;RfWYQeEHE&lW?E?{s*^Xbl7!KINtO^NhD|YU
zq+`8;9x%&Piv@7Z;*E9|$rb3CO&tQn@)yS-7Sg5tqIxw;gP^iYJu^(v_cQ3^31^_}
zvxOWzxJY&qr$UH~$iD9sc54!lQD3X2?jI>6j*-Pe!|b}hjLK<_$}W!j{Al>fI<+({
zFia1}Q-o^0wjsqS>D7k8VpK37q@eARo%jJQyHTLn4+vsR?qmzMREc85hp4;Wy+$Zb
zjyO=3QNe;0;zgRU8;>IHzb4`u?hW(BoL?(pV?keK@S(tg#%wb5sPBp<&Q7O~*|+nc
zIu80NR2(0{7d$=4GdQ_-O+ireY^sLmY{@;#1~$>dHC5Wgtn{@=Wgna#6O=xaWUb}n
zj-tY7LhQwX$)8KKtyYmv!_DAA5jkppvp$pZOW(l~iB*S?=h*8Ob)C{i8Wj^6&f!K>
z`L8}mDf`NpT~8et;B*4crY_~%G}E&HU{*XH<r+(IBAES?lEcO6?<P}SfN40j+RX?O
z_Wh+W!epLQ&_X9X?h?98$a%ciuIRV+Lhshy6jUWhxA>*_S9C&6uBiMu@-mAz#~?^u
z1-XRK@Uy);w%?p$*GZyx9NYDK&+DvTZq>&H{V{9G>W^1+{wxETYgy6vO}Nwux<$+W
zeI_b9SLbiOpPI;22*jorcDA5}lET&*T6)mr6msTr!nB}AQ(9;IQfT6MZ%h!@h!q|G
zyDY_~`(j>H%ge+Dz*z!MZfUJQUOKVV10gfwuQoXbb61NvP!@Qa6Eea*(;)9^ShY8~
zUc4AGAu41iu(f!OlVJnAY{BiAag_e!MQZ{kAO;JU7J(W3cQ8$x0(XfTzw@R?&(b0k
z_cP<Czm^U}$k<?ru&HqgN7~;P+N9RlVx!ntQx=(@*41%<j5e`wS^BDKcJyoRq$kFo
zsw0L`52kEJpC7WY<SaMgWXn@>&9p_kKymv|TP05sxuxvY*m~3sg!l+^=+VK)HFo7s
zsK!>mg(1bPW*KvwogCUglU-~f7A1`+vq}rID}#oiNx?#BK4ToCHB?~}<3O^E6@yac
zl0(+0ZAU`L>cbn(0q)nvg1mH#TfunQqU(Nl(>6o9Pa;T2ZuOoNKop=nBtG3D<C`QE
zN?~3qZ7Cj%BgkyxFW-DRbUL5BpllPa+0CB_)q7+9pjB*Iujv^N`G-BEGt2ChgoueT
zD633Mv=RE~*3i^0R^riXf>%w?e84P)QoJmYxDtCR<|b<-Wo23)e3W;_;({7e06-~^
z4(F5)r*atJ<v?Fs+jn^8lBJ~f?-2_IQ^pocf?V$F@F#Zl2;h`r$QwQ=qL{ToF7=8L
z0Qa4<-vRNDyqpo*4mPzA;3gXMM^WTOs4f(+m_rXt0LUCJITMCl7vaTd=^mQ#vNjOa
zMRn=2!!0_z$8`lCy_M0fce;#FRCX8?=!g$eu+=U8Kito`_>gNS)`$#gz_jNKz+`pF
zM5%tw+G9BpVT@0}tRwxA)v{)0McEtCemCFcB4=S%+xoLoP(mmG@TaB@<}gVmb*c9U
z55{HioF2RcT?2vO`0qJ|pA03$Gspx{e<KL0JcWA3e(n02dS{_!JdfrLW0&k$E1!t7
zWvEASBXbEofh@ADc+Gc_gc!4DzmVvgPl#N@HzD0lT$Vqp*x7S7^SyC<GFJ4;*s)BI
z8JkX6Z{IZtz(3?Wv>1fb1d5nzR94cbLF-chf?CUrVtoGVpr1u0;(bg6Ms4b(I&X=b
z3ANnwxM<u+nFEl3;Sb_(udEU&Kqmg)T60`UIjyN9<|fPRYn6XQIF4JPg!dtNW#UP1
z(#b%wubvliA<)l4z#zk-fdsqBr>I&cRs@xsgYytzv1>JNAxS)5F{(nfL<d^_EqzC<
zr`WiF&+vsYKj^jXzbt6_p?QJ33J}y3uZc@2MI2kCoK@}tZIlCUk2!8zfROKN*NG8S
zxWQARH|}h74Vwf(EfB4&mtm{-TqZN3OPOi1_fr_$n6vEns635GE54qS;^J2GT`<ub
zbe^Mw-GS5;Ubz9bzG<VcwM9K5EAd|I51a5lHUkn=BxwAYGQ#PK<}a47B;f`V@;GG5
zeyut9$Iz}Ge??2vK$8!5Hhzc~<Ma~Z6a#B&S$Na4gg{8lAvvb6vottnD+>qYsVfPf
zkwr&VbmG?no%1;uX-2vpLV8;Ub9QF*oQaJ727!@6=jV)w5h?@T5SFTiDa8kd2QtaD
zY_Qx5dbfrTP9rqGh;+29so>a0U+buX7J)#JI9?w;*{PO|*h7qL(PdP1=n$s;7$deX
zX+Op9F`AsEg@FC>X^+JTI?x(2T$L|INPg34+%aJ5x)RiQh8Hp)!5z=*$sIahsN6fK
zgam3h$VQZ-E0CHI9xV78If5_78qFO~MEYXDK8?+bj+(`4dps7eRl%@gM!|xCvTZB=
z0UJJWrxlE0rV=7QXihRg=tV|U)K|qii^cfwrJ6O#kV6IbHfJVg>Ab8iLUSe+S|qD)
zQ8}xR8#6&%5%$3uA9+s@%lem@LUc?CXd-piWOmUg+jEs!F{glF&%=Uc4IhM}sDDQp
zm4lPQ0HAAV*BP68mkG1a5&`N7lh?GF!;5%DPbG<76#k(iq=ex^uCUy5<7xUi^@^so
z0^oYg(WHFCO%g|vN9J=8p`-?NgsSkl5nz^;P}0MRf`tB>e*7Uv<5I=k;6Y&Ku_25?
z-}eFlS*D!&28RF@gneXa>3l!fNnBGtPWlUsjCN@_F3w?`ix^W8sbT|WH=zz4(*Fhb
z=C`<M4WZl_3m^oAK##76E}67mCI0jCF*kP40o3Ej&QD3oY24T}(&SvRz5g+{u+>?*
zuz^%*IAFn*Jx3}W9G%$lUpW(rYFaFH+kTV3kJC-ZulGd&zrnzT>*%F%q%Z-<PKoqN
zF0b9TMx`%{cAECVV~+P6yq&*O3YeJ-q~Fm<X~zL0J^rCnGDTxjQ1EY&3FhoUkgKw*
zAF6wg8yWsy`o-`iOTx;WNk~BfYNH%Epi8y^Ryh1C6P98?u}$RRR5yRm%K2GlkWC>r
z9S*Zb%-tyf?R2nwn4J!zeL2s#NG5+`RcD#|#-JNRX(No1f<nj8u;u_Pk4F|tzN-Fr
z=`qwRu>P~wTd!=FLk!u~j^?^qb4tD@+#(kN(wPJnE}w<$mOa+nwcdA2gY{v;py>}3
zaLPp^TjO`X0tJ7q<ZL;il>0%Nn<6;$KX#nqS$z{w1n-~AMyss7{O|(R)z(Hdm4oZT
zQ+#;zEIGI<8HunON`;h{7B!OZ-?Hr5j$nY`&RK+=$274<;+yvaOI=C7?&?LA(*iAt
z4EdEVr3{Vq>7%SA-C<zK9=_0`ie$MvKBrxQDyZK6!di+Fb4MPSTfl<ftqZj(ZozG%
zHbT-=i@llvRk3gy;`h~KP%&?6)=I4?=$gyI2i~pWlphBv2lv+7EU#I+!?J`bY4Aog
zpYEkNg8ql}Qo~*vSAU$7!c4KInM$GPtD%*TIH~DEimQmzrJ1*!yw*LQH!Kx~aVK{h
zO}^;Q`HyZu8LyZEH~3nCM%nBJRjRqXu|kE}4TYOv$5#)S$fPcc+q{&y1dH*}%K09o
zE|S>FJKwi{P`kqDMdEXLE$o60RjYw6ulq(V@td29&TVW=zkHjt*?obD5A!A=>QyU|
zWeb9uy+||Zn>CGfZamfIUo<v7tuDw>35E}s4mVvPlg*yujC}HkXGXJ$W~!uh*tsYN
zB1E-4Ww#>+Q%HA<&bZ@dyVROxkrg7DZPiw-3vvmsvC+T0^HV(4f>@e}RDU(wYwMu0
z)7f=!Q@V96O&3j<9X-lzqoQM$hhe=hb_=f73xxH)MRR;y^_uvWTlY06euy8Eid6LW
zFsh}Uq94pC-u@FADdyke!R9kjJbQJ0w_2*g*Q_1t#n+koD*b{ldsxU-Zpvg5_0h`;
z{hgdR;`gpeXiR|h@^O{VZ}@cFRx`vW=a=DWD^`Rmx|HR6mhC0B&W1&oF6CHR2hgAh
z38g|!Wef4xnRvVo3eP3i?$fs7d(yk!y${qUzx-3J$LQnqI|us%=0w}T0=Wao|GHOt
z1wrH*8%uF@wS2lty3_S4$D!jk-L=&iivM=;c?gNl$|EF*GTRkS_u_JO{U<}D8}Zt$
zMfr!C>E-df%irBXru$z9jTNVYl13$?GEr|Pqru&BRvz4%G-1KARkY8pnQc22pY7gn
zO`%4siBb-BlF0n3!Er`34CU84+H={JU+=yaS1pt2gXer+munxmFgToi`E(G!r9ZTx
zbCpRpBYC`?wsIK2cBVc`88@Y+Ij>#3lC^b9j<ndVLUH%|qfsSpjaVFP65GWqD-|^*
zYQVeI1b&8L)khlh?ax&)lcF^DE@aybxLPl<ft-5%oT{fR<SZ#|#yD53N)vppF^y1c
zhaHgBHBzhSma$O~2+D`lPFO2xT6#k(3!ZyL!x2v9Yq^Fqamyf${A!v#^*<VXI4a4u
z*R$^^zEdZ7wTEr$n*6Jzdv^*n@i%@T2Ar=x)TRlCU60%aM3g@!-+T^Dm&esn-=>%Z
zr!CrNJ(^&PM$)lin%@LO*#EE}Ro{K}KPUC^YnE9!O3E6lj}(q8@T7b09h4nwXA@}`
z*Oq}5oac%~CsE7gS#3*~Lz9pNm6rx!sc>MFMXj9@Op5MY$*Tq&eIBjJP=#geeeWfI
zzDA(R`UpL&2qMRN_xxM-#53d=srX$@j+-J^TT+z9KWfk3ed8aIRaTHa$}shg!#&SR
z;t+NHC$uWaU<ImPx`$Vmq)0GXkq^?`D@Z2~(Uk&;ZWqh2B$P;h1cZfi*;kWdhB;0T
zn(|awa)tcf<t^noAH88_mm48~sShWY+DbJh*&y{PA%gx$QAz)i;!3^hn3a=%(%JSi
z$~As-Y4NRX3Vn*&yds3hhSV9JHA$Gmo?0H;b4k2*K~MYpfIlrgU%T0^Ud72hL;D2b
zSfTQ?|9tvNHo}IztS_L5GxY&KHYg&yoFe8B<9o_uvE9{A(PzcIM?u>qV}sg$WbP%s
z?=dP=%9q2(&zU^&&>}B6IX9Bdz*L%+bdTv73OK!XkSA1u4_gzVJDD?#varW*p5U7`
zlx4QIUWCv>Y;+M|#u}nPZr478Elq8VK*8gn>>nmz@*5ZHorD#NXfe}oa^Bi(sKdf^
z`&5lK|IiY2j#AYnh*fH@R1vf|sizaLmj?$O)`*S<#fRj*5t=bFI=|hqi8zrm^528_
z=&h%+m3Nv$4){Bz=y1fwn?BIx1~Y}84JvR;#4Uu!p;7j-Nhv3dXKw!KT~7xq*JBIJ
zp^n(kyyDHY55}=zhssuvs@@v>&S;UG8luM-XE-vun50xaJ~yWi2E<a`S#NobucTtW
z-31Z&H^$xbS3RCL6zn%fyAgfyt|=9@dj;Gcn>J(6-m;X8jzWW?6$we9-s!Z#$ur>j
zY7<rTw!}n43#z_1xlZzN=;hy-OOj59=(CB4&a12MPf+peLR=Y#IfLd5Tdi#%=~v+r
zNc8+DF-I!qs2bPIW-ApYSn)iz7^hGgONc|htkjQ=YkO7(UVm=o0@*)*ablnt#I#Ra
zh{t#TMKsbm&ywd$6dqcA#`y9!FbEY?%}(l1O&JQiUlXx?!L@c}pEK`Y2D+Skrw&WK
zJ|vF8aqgmV$u5KWRrvy0smQrdJBG*jt$uG#DfCLKM;86kt2Kw7&ojWZyhWu}7vxGF
zU7IcDW{vHwT7?;Y3So3%-FKxGc$VcK0PC><7)lJZ{G$q@jK=q-s6vw;lJ<^O!lEOi
zz5m&tH}ZTTsFRQnXFc6Ext)=!8uZ4P9JlhW>6iBSF-yveHue3R0^%SfMT?=w<JR=V
z-}HNH25qp+<t*nI^fczHjow=quqOCi$MYBx?_Bq#`>OD3;Z#ffhRR0x!Q$~#ST<DN
z+E&rIm5;Har4`64i%qo-_70R7S{D>j{G{txD;6JltMkN5_DQtv@T9}tqP^8&V|+H_
zFXzk^&3hLUYTPySKh4?h88sDh2B6laCAqLAcFl!m7raUFk81NSdbbA$)k#^@Vhc23
z*D`E}R3lmr;3M6Sb?JooFyi64#Mu}Vn!zo?m8%j-NJu$89gXd+oJrkro<FbZ!n+Gg
zzZz`*4NqpZUatJ{biQBPI#eLUU(8P^4f@e9lToqx)vlhzDoTaDF1zCJ5W^2|w~M;W
z8I4eHLXhuTo#Xt(KSyU!O7^hdUv^5b5J@45hVe^fQvO|-Csrv!H;_AK%j^5kAZ@tf
z{j<tvO6Rv=kGfJ9=d0^(=h(rXcj;<w$<LAfO6EOE2x7EC3yhATu_bwnDNG9r9``Sl
zAT#?FUzSU|+wuDe-4Fpr#);2&4)&A77m@YUxD%Y+i^0j?Ca0?HM$1YvCMdr@o@Vcw
z;<TV6^E+t-==L5O-!$Ye{;}CRi28SA|NYCZH<!5JR^%Y|lf;;<vBCB3rgEM}mlpZ-
zS>36ng>45}5EJptiDVHXsJ{qoAP}Omokuf+@B|v0Fxy$-k+DZ$VXX|c(198U8Fwfx
z?*#U(gV5CoD|V<;N>!{7=l}51|De-jt@e)R*4(v>Cx9H?!X<Ab`Vdo^HIM7Sl$uHZ
z82*64=}^nbplip{=fXyY0>auW6{%R-ot~?k`4(;-P4g}+RpD2Xcr4R8o>Zy)>tAju
z0k=K$3Oc-kA)n=J%D=j2GM4unWT+0gDtFT;Y6CipcgBo8%N5EW>T=d<`=%X(OQlL@
z!|Zyl$S%&<5_xTK+F``JdGxUETojU3o3b{(l1?$ciz`OEh-0!ug)3GsVh1c;aYg&#
zvjr1_)z$br(jU!nb#fbl(a%658|o?ctxvWND6zXOy{tlZ^STa-bt}5Z#=o1(NpinW
zr6msj5cUu5Y!k$I42yDhhHJRZCCRF`o4WN-4>pqTG!-^!i%Wv6BF0bs_ikZ#Of_<F
z+{X_YKU1h9aslq8M{A8t4Mz<Ts(LXK)7Z#HyK#bB$R5LkB-^8I%S{b68yTQJmR%X|
z_p5~#FqYj>E+3Osf0*_oQCZpj8u6d|GyW{8lVt0n?{hq2R?4a_U+_0#v7o!;D=0aO
z|MO`byNk=m-N$oE)j;H!?8tPvq9>i)B8u_dG5Nk4r=ewToHm^cc+rhE&kP_{rcLIi
zihT4>QnmU7#<~dknlB%U%!$OjFq{k?`!lWD*JiL=za%^zLvm1?TgLoZIS}}=U);(#
zhG&RMJy^kIifS_{kozv%=_5277?iV3t)TJ)6L%HVQbk=+T7ji{gQlv5)s-remoRv-
z(CK+~aJI4}H;gx7v8BLX(IF3Z)S)HERe0c3qhV%J^o$_is2Q$3E6=PmQ~d1Vdhk-m
zw(gB9Zm4o<XncTIeM;>N=1oIUYgjVpM>x@G9nBRco^EZ0)gKG4wtamctxNt_i2_<W
zDMpcE)94J7?>(89!OoCV%>%-aaOOw!6`{c|l}k^3Z(K~n44OcKddEVs6mg?~;BK8B
zlP%tW_;fA_I|2rENYq``t^g>s3~UNmR09EpeztuQBAg=UudUl3Zb#XX24Ga(vQs#?
zMFyk_iuNzLcG8=T{Y{1F3+cyz-BSr>?ccxhbBoWnm<;}4wG!mA?12<>NK>2<75CxY
zFSjZnMf#oJx53-vF2=_m)YYNg!06zRO%|sQpU<ASki?gZ`G3$U&8)NTp1Yh8PuUHW
zvX5B<E4W*O`iUEFY(`QvYlt?kQf3P!T-ZWcGV8HX3e;UM+TW%WdVZ#P5Y3qVJ%~$`
z@bT+zP0lx){BqwH(l!fdd$v9eaI@lDh^>fp%JJA^jl}8V`KM=ge1oy5`-#0B*{2Fg
zGSMWSTit5lH#Yea?^A;)zg<(hDS02C>t+Y|%<-D)dQ-c-i~2Vv_8_!Q?Z~(2t&!ud
zaEl9Fi_(<vVaAu9&18geL<cmcomrMgG(|IO>;aFedK@0ghO$=(QNbI&`flF{MXH`k
z`!#u@KPQ3i>8kJhFf{UeBkqS|TcgR(ZR5~jI8tL+3juLc#7viSW#a-_yU~joVWob+
za1I3K0OtNyTuLer6!v?Kf80@BT%OQ~r0{f$7~HME?!PVRRxcs}nqMGm3=XQ;BwWfL
znm{?j0ycw|(A_LGA<C9Ggq#=%gP(Cfn&8m~OUrK^^ILXRzZ`kzCz3QBm56MMskoVC
z#1t;D!cY}FFo%m(dK0B?p@+W-*S1-%Fj>)zZ3)1rU))H4TF8t#3+OY{w~lqajVho;
zwWd)6lxX{usdjHCFf8Hu!Agr6an8XbawhwjM9@qDI|@&G<9)HgiI9GQ^+G~rjVTZ2
z6a-Af*z1^Tzy1nSW3Ho3A9nWYXfpQl8$gjN7?Ca;=Hg&<FK6SKLdSBDV6c!cxjrkZ
zuwqJ0dOqs>V7(zU@)_tbs3wbcCo8x^raPQV?u=dih71MMMe%;ioxauiw+nT&K2hDn
zHyvGC>F#pyPCw#V*%<lpg~o7~@8^v=Mt4}3pQ{SCK<!93Alw7ZgLo912>jPmN!Hvs
zcdUovT|p88=2=pDx@kl*<TS5VcY~I{?<@Y>z3A@WU<?^BTSzb%I^xp@O7*WlXC(rd
zv$?%YzD2c(_fwcI%(Gd#Uu2v5l$b}D5O&S`<8Ut}aPkm<q%oE{PAgMmzgto!RWoCF
zBUz{zU72ul(O#IQY+B6O@@D}3MGp<1Z4(9{!3VE~EFEh!nfBsR)Yy{6&k4EQuZoQ&
zK~b1Yh6Snv4H4Hh@!dPfCQ(U}LF>IJOnmQGmFTlA;Vu3n9yS#R88h?$Fm_JCp@mVJ
zjdNq$wr$(CZ|vOIwr$(CZQHi(Or~aPs=K<YYhKRt|8VNy+k34~Wnb+oK4zJ#PR_?D
zN7gWB*|4!!779fQMG+fv8@7Lmc)h7ZpubfEWMVL|jOXJ9z~vRqRamPRy0%@S3(r?8
z?YuM~Z1>}I>Tb()|6*ipJ?+)`dlau^=&~i5@ouR#y9?DHsUOreE2o>GU;|_YA`46s
zgRf<!SJ<=`h<1&qcE(*l<Pv}b3CSlWdDLQviUKGj9b@nbd7DSSH8L#d!QBNXCS_;_
zr0C%;xv@hN+^L5GE^=3Tleu()oZC~(CY?b?wvcG+*X?kM|2lQVz;nDu@FMVg42S94
zJSJxwwxnwNxyYt~_Gonv4TpbByZe7<ER}7kb3a+;aih6a)9Wgttn?e(15%_u>Q)%(
zlhIldneK+bqy^@ZiljS1A6e8G55&g&^_TUh#S<b6ntO{8*%0b>x=U?c<>e1?=@-A{
zrUxgB3PPl#d1=$W$^5y#msn3da&J5N)kzHlYRw|F_gq~zFnZMhtwLv~2hVpuP8h~t
zi6?>`Xrv>FLR7zpc%8uL`T^!~IQ5T^!!OMA_sNF<mZ27P)JaYE-IMeQ$x(fBPE7*C
zjOAccQ=>ReiYt0qP7GY6li)_D^&PP(ObMH{YeAvgCDLK4{#>P8KaPY1;L}s%^ku61
z@aJlwYNokL;-&yfmH+)*VouVgMplw%P&W)Rm<T4E_tnmx-TsbuTw0W1NNoXmvUQnA
zbB*kDR%LHVVwgr<6p0P)#WjR*yD*H26|M9l;sn5zoE|Kx&zsS$!*y;Y!i(2W{j(po
zr!PK)*$)E>OkmTzQ#;ep#Dw6<2WOkl$<OOxX|j*Ph-3@E#H)n!*UqK82#hovEO?0L
zrC{|$Y?+bNMi~NwJ6TD$TLilJN5z2@=w%(1deKHQxKO+nA_y*@$PbUwlu$ib7Px?;
zjjC<QHgK!^tJhh{?<TYZ0?9Z1vyt&G@=~*Ra3~8IO%G^OW%D?scINP#|Hy?hvo)Rt
z-@6Vt6+utKw=wpmnvpbHn0W|E04rs#{smhIjQ5IYtCD3lUL1@`1J&8WziW#_1qG_r
z$ep21vDoSrIL3~xyhhkPpjtnqiOHTQb?<Ji|Da*gEy#$_LGXK7G8xI*)M~ZC_Cau$
zuSIP}I0IRb7`ipmts67V?9LYeAte^^>^*B#*puOBT4r7BQ{;y?6}Go~$_WV(2~dfT
zVrAaCQKc@Ko5Y8q(Ejg_=bDhbK4GqGz9BpspimZ=Xc&;vca7wWO_yBV>o8EcE3icw
zC4Yv1z0sC5HW|x+fcY$dK(o<L3hAK=MkBGwPfi7!p;`o+f&roWQQ;3jA}iX*w2+in
z>M5A!jbk$RBj5OjVT$nj?`V?>uae|?QfMs^U`%-S_7-3M9S$yx&9)>vOdnU^1Hp{M
zCO<BWuol}#uF^GdMyDVtbrt2Z>s2z1KM_2cn6w#yC0zLcd7FrK^!Jo-77j50BYQ=Y
zXLD1+2xjfxq4ec^ieQD9-7guALhYIGF8r|${H6;<$nT{8o*n5CTs6Z?j)--yn8Hkx
zuMPdGGI{;q1Fthet<4tc?Xx87n8*TB&GHpD59*ysb;*P$>@#frO!rmaShs-gr&#Fc
z_+o1Pp(j%mgn5t<cGr**T1b5o!1KeTLGn`L0nWtv6NRZHr4!9^w^ci}S7De2xfO7s
z;@B(XjHNswr8|rNl4&K`Old7$%`qnp!xH<Py$d{-8+e26%F}I0BO6%O3H}7ft9i5y
z-k^kl>g!IL+rc=PlCnrEudVx>SgoeIYP|XXm}O;&ocv*8=OwL9MxaE^4x_OTA-kH+
zS`pDqJ(a;m!ZI-OYb`S&m5rkl5r1&9ks%><2DmWe(_r^S$7U)R6}HlW1){~c4n6bg
zKMjfrV=7~~<G!6nCh~2P<U30`zu|!;mtmwy_K-kF^6E`p6=6fVJ5~)a75`qqmO4vi
zh5vB-^GxSjuJF8&A(6vEuTT_c8=fT~J?IsPMYAzp_=~B$^cM9eYq<W|gPoHb?2pH{
z@X`XA67Kb5%fg<T%*2gPTMc<6E(>f@=6f^b2S&0CFrbvNC-;F@=hS0UGu(%-MLD2=
z>Ep8`TM_68{^LYS_yIWeRVY=)j$nX1(hp2^xDX`DcL!ICt5i89<GbS08q`moKAz}5
z_gFw>=pJ#4+6YkNq68zIDfjx2t}cGLD>CMK><bvpMHx}*8u0X@=e=C4n#D|yz`k<B
zNtuXhVu+4p>I-#FNd%FYc}5a(d$R9%1-yw|$vf{V@&_(B?DY}WUnL)e5lJkTRDd2)
zk4=f1G-utyBp(BplAHP=_o6edBTSK0RdJFoEP0+~maWJY-I&zBg`y={IVo)kS;Gj_
zuReu+NE8dHFP|%<HUWA#Lkt<w(|6^2OhxiHbgy31yp?iMAqDbrgk#VGjsQP8GTLEC
zIPJ-mPo@XNPKiM|!c-a<{IhGUB$Zt}D9pX+EUGH9ku7|QnQ_b21bXo0HQC707reZq
z&fEfISE*DtVjD2tZ|7>}OZhvqaxp}aZuB69DkMK76WLlF<$fD(1|ucJxs9q}63{Ql
z^0kHJp`%-|gvD3kf+yPXYkSr2VG>Xcn41=4L;A4!6NfnT)8y!!9DMX__yMZYXY~fZ
zps07-?(gsjftk9Byc?AS3r={Z3AshF@z)N&<2oT3RI+N3TZxm4Xv?_c;}0UFNqGUG
z3aS6wWl}>r^Mt|tXq=UU4P5GJaa34#FP2QAOkQ(xFykDM3$kAIIWi{d+e4p6_Tkj?
zC)979Ob-$q#%>#{$L(TBcAk)32`UJ>wtzhMKbwQvo9lte=@EbwEp~NH&T&)I%xn>^
zb@<Qd@ZI;IxvKO}$V5H#@~AMvGelxCR`<7@81X6yU)`afX^RaTlJ1&K(LFCyt8)a@
zb?@<OvM47;1xGNN_KttwrFg|wBTDSm;;*Lem_C5*K~XZQRwesXYma9J25~ja^m9Nv
zo^t71jD>5VIF=*}K-~oyjip}Vt|@M0HL>@Kl|MrNYHYK4tZpBB>JKL{xZtBvZm!{3
zk!(BHP!x;_r#qx{gtTNf%xctm4!UK@yODnYGSl1j{de|_tj(7cfRXN8ao<TuDXAN;
z3Uy+%Fvo=pN!nB$q545H#jBX^F-teJy`sSbU1Gb`%B2TgBEyw(xFu*385B^JDM*{Y
z&?CynmRAOa2hYMKr<<7x1l@MtxY5@v;&RGjWJ#BmY0;q-jRZ$QZEphj8&1jJGAvR<
z8;Mj4hvscQ;%D&P66)y^*O5^C8|$tQ^|I-IZ@zU%B{UVXLRbHn(dRP4F|fLRw*4Mr
zKDYGhurQS!CE4(jVd1~rXJf%gwDj4IRB06(A>vzd^P(Y33r~jm8%j&$u!zwq=bmEH
zY%Ck1<>gm}Sz+QsOp?+XCdJ8NwnbJq5{ApzS<;zhj&C}zM`G|QZ^hlrGba_Yr18}$
z*Wu*HlG@@j70wh}S{5lHgF8Hrf{XNV=)|$Qh$Y;sm!MJ=@vwo`cvTA6AZOwhzZPCB
zB&8&7<yz-=7-C`XM4Cqi<{Ahz?IKnZ`TdM<${G9Xa`8OL#1i{v;;5X9BMk$#Lp9*R
z&H{7+0oTrLA{I(K2p}RCaoUO_MiGj&9_>FJDq2gt9Z%Hz6>*D7*YR;SFYL<CAJ2o;
zVECij6k^{N06#n-?DSvK=e*f1n#=VLx%<^F=M&wZUmi)o@>EF&#shzL0CR_tpvL3~
zj+JW2qB`}8C9=fl8mW`4`l2KQT{ua8!kMoj6bA<T?yb9sH8@A8=R4kJg_BW|CB+$S
z1)w>zm-~e;gj#I3!pSPv*@mUO!3s(j%*Xh)l38q?QoWE~(6)8-)N&dPHSC~1173%&
zhX<KIhT!VXi0QmJ`#zpD-vNB-+&xZusbl%Mv>iG&v<~&q!@pW_JTs#J`(CoL$VR#W
zaV1sHlXR2{F<APvaE<del5k7LbZf!B9g8ct^`mq|7v@-R(o%XaRPXNx;le*1dj~gh
zAP_B&H?yQh%l={Fg_QUi588ryMQqU;QUXym>t8N_Dn@%QNstxM(AVGCnw7qKB_+w#
zmW&Y`4XWv6{n0JxZ`}AO_RCtoL%(k#ZjHDBdP3pe3NXb}({hKaoRXZU{SmD;#iRfD
zq}nW-=#=>^$wh~E8tr7~Z$8fs-U?=KR*&k5gK=~aPF~?5`d0nS(T}a;vj0%+G?cVz
zd;`3W_i=T!ur`gnj!OlEL--ivj0_*r8<T_B*s$dJ)zvBWw@(Zze=|MHk%s#)mTl*o
z*1-1JP<~JqFQvQ0oUih8s7#jIjBMjrP-L;S+*)GJ5p+gZSluG08L}z3zJ=pK@DuMV
zl2uBWeU%sXmWnKiZd1-2thZ{-9P3KX6dbV!n;ujv>@1NPfJ=WKn;c`I9#>$K+}W(t
zQ0B*#KnQrWh6|Gxg2&O+0c$$nY&B`X6iuuyUm!0{tDSAAeoqmt2Z3^Cz&qweZf@2%
z&FESKTZ#9at`%3eS3!-mTf2)o!M-T82O5c|=vH~c$B!r37%6sX2w%8^WTmF3Qoagu
zZWvuJ<Vqw2`&}QOUr|gES<F|t{0&8u(^9!r4~?__Wh+L73((Wd{^l!0N;8Km`~{L#
zKy|}H`QM46k-zXTx`!{uFMc8T4HxWsCH!Cc6b`okz^D9A^au+*6Vv~LNB#pn(xg3B
zP0VGpwW4+i$IUYZ97~R0abLW*-K5hYT4S|}#fSbp++!PsEJ4Azui7;{Bw{k0n=2kZ
zK!9>j`mpo!ZTc14;`3HQ=fIJFj^?DKAbw#>AfEShwe$UY&!;CWIkxVO>s3{f`0x}W
zMfhs}`r`8~w3YqybyV|q^D5BuME1ps_jEOqvZFV)6)&#q;qh^Yr&lO$FMr$>`esJ2
z336n^_ucw+MO)<bwj*_B_3e2mr{wMPHD#7C)9$%Ec0aMb;r3hpR{Hs7^^&yn^q^9W
ztCr5aPSi9vJi7ecK*9YnTAefYvM!!|@2`j19po8uBS%Zb4VJXNc;VQ&Qoy-&mRX5Q
zlw46o^A8jGg-WUD`-bm3UZd2JeK$`<)(j05_nhHnyn(TMyyq`j!FNm_+>wzrqAD40
z^Q5B|7Ni_hRhi^T;`FX?ti4zXOBUG-t?kNd(wnnjZh~rR?rW}+$oXN2#p&>Av1GGe
z$f%lNd9R9+6oPg-5nSA}J)YMj<8wpg#ZGy;PlZLd;)e>_^0J4qDJ;2j+xXUr*S}&w
z<OQN9sFL%Oor;}YO4vE%=styorJo>^2Zn4AH5l3eNoP%iY#Bl)-5OB{cg7R3^BIQF
z{CkXAY!<|VDQ9ZS?9h3CFfzi=ok~a{YiZMHqXCy^Xn__k>dm>Z$gJ8ti=BxiC(NU7
z`s;->iS=kXbnDt`B~=iurYc@iJz6}wvt6>y%~y72?6Ja(BJUgwAy}eYf53N{Coors
z4B-Uz1`IDjx57Lfqi`yrt3n9$)ynB%sMkb38tNvCB@(1sU6TB66wAW9dNq};k9_lR
zKVqzo{-ugdi@r^ojym)PyvbpcS5}+`oX{{N4OO?%0G~l7r6MI{*)!whnY`((V<&6O
z9VU+gTh<pEFVPZ<67O_gqk!7ETfj^)DUa0?TeGl=d{R!lxtM)8-w&Zfyis{x7sSDM
z{`r66PQexzd5U6kfEG`C<2b?DRC<ksr1bDNG+MZItL_D?&t>Hsz~Br=l3{8A*G4=i
zu2+;p)E-@&vP(MXE9AS)ZBYsG0EX=_VOMM%*Wh0IjbK@F?RM?H$5vyLo3%U%Kv5@2
zXtB&1!ovw`7PXLH;t&+GPD0vY6I5n#liH$rbIT^6yu~4=Nt)`X2at08BT>jH@`xTy
z7>L2epbOQi!Jy-noU^G`rnP~-ezgXe8))G%*{fB-eY$*uj5z@3oHbTrim%bX8=GAk
z3{l;E;_`5aWp$>_^2J!MR+g!=o($}@qqP=rK2rP6N<u&ZYTxoGD_#~lPp*EjAB{S+
zHVPbUsKq93Ah46`UR*bswJy~L_LZEUEU-Ws9eeL=)S(>>Oaq-wVqkw?Hy4l0)v!&7
z+7aUs0t$wJjWk!#(Nti+9@0TQ%+jLeBvOM)iggnDq0A%2i2vrOR-04PlQS2^^wv?z
z)}GTWoflyYJ{FYZSE?CE&Bb&o6diqInzq==naGIQ%}sZ=>wN0Rp?TSbL4D8-1usb7
zd`eTg3)lXc{`)WO6Fw7nFvRIfh;cF08tlpoIg!cp>W!&81%N1G-@`<768dAir$pLq
zaibR)Y!bE4m}y$Hva%(xzJ-H#MJz-K2R`ddxYN`Vo|gLZGa2-LvhuTdw(;So<<&Wz
z^`xu}M9r~r--&SM$r+-~*ktQe#{@ZT-qQ~3lxsXt?+aG0e?Q=Jtb!O>BBwlN`sZEa
zKHlc5a4?r2&5%n{wJ!4vvE9FQQrb4%V9$|-<;`NHp%Ud)zDC~Vd~720iZ{Nbktj4_
z%HS7(!f+&7iRqME)pwQaQX{hA)A4B6#j5Dy>eXvrhaMIH%gg`Ju+DbRYY_Y>ef6F4
zj%tiM(%Q~BLAt4uvl9$4MkV8bE#@Rem|!FZel3r8mLEN!e7kEvP{v@`B;yC!WXK>t
z_uFiT<N7jN%o>uu+SZvo9Eb}5sj1ic7O~YH&txM;=ilp2LJ0b}N|7Cfe`*sfe9y;M
z?l}kukUx?Zk)jTW;1ryjMm18-W~EPpj0X_;*SBoiSu8E(ufX@Ow)lqpx1;EQEDyx}
zy&_6g2`ysE00d6j%wgm;-V?Wvh&H|Q3*=z%jyN0>!IM6wdn6<_ooKX>p*_U-tb1^W
zT&$+hv8}z^Up;kPsqr{wWcG<8IhbP+HAV|xeXwp_;oXos!sjBBTa%l3)D|BJvKQC3
zFHm64Ep`cQd0$;ezW?-0z2osgq<`xkrfJsSJJ|sWmsH$9+i(C~$cx)^1)XFzASL?m
z!B7tH%Qy>VOz}OC{9EPu>6Rw2ps@LkFl6}56`<cl931|>JOH?D{i%yf(XHPisbTBh
z!Y2zuxFSM<(wt2tHRy3!fLdh5duGMc1CUx3oviiIxi~jW7`Po}+4Vwx`Nx?%PAt^S
zc9vAXt6~w+9%&ygt9b?~eUlLH;D82ly3^sFHRO^FCWUf`L8^JAW{eS$sAY>lt?G5u
z3(Q(_0!*d*ZkhhQDa$brqj+vkbUR0IGXZO7gBu9y`6j!=A?Q((xf9{rGd@G?(=_f(
zEU`hHgDYFCAGobQCyY@$8>E>P`bnpFyjnm-UA*Wi{h&4-abs<eT)?MrwwVs{9QpL>
z1w$E(sQLtWDua1Z@a~0xH>6%jsy`X<G`m5T$k=JyAyJ<<j4l(Mzq{{SP{F^u{=Cr5
z!~Ay;8TVLl=~rX+%{TPKN6s14QNY&*pgZ5m&f8YuCEs1NA%D_nkkojQqYPx5@lax+
z*$$8?2^uSZajgnelg3>sHri%>-523}NWCbh9f+l`kB0R=sj@s62{ROLzy*p>Ti;K5
z2xA~TCsh1U$huz?46O!q0RyZsNV@=lGcwX|IucbaKeMC1YBg7%JKndbnW-5F3)zAg
z6g6UkgHD(O|A~KY_K2QIYV^0V!x@LUd6kZZ+K7JK=7QBEfbb4-(SB&@9lvqKawD)y
zS#R~t)uX-IR0|BIVWM4nwbQJD<`Nx<G)@-#l3Fuh#F!gJblZ5^np(occeDmPycj#U
zY7er5V$5l!2YtQZJ%}{)?o<SG33a>OFbhc(Oxrrm#tofzQ%Gbs-C=kGyt<$LkL8u&
zD^0v)QvqU$W$)aGVtTGkUtUlUZcw<XubOOA#RM2lAv<A@CDoy4nK$7K*02HhSi}Bm
zN8&5_?R1@&?7hjez-}-?$9*y)lh-iR$nS11j2hGC@B|f;?Su<>7aK&(+kr`>X^(9}
zqf=VCrh?J&<`jk@3&@H8#p>>|lcr*1D3;zW<7Md|DvN9ng@lBL96GeWdme$c=euvA
z8|;Pl46q!auT9p4RwGA9{|eK-T&v>0N+^fam*Mbxao+f6Pv;;519bP@1tN+!hEYCV
z!vJ>5$U9?t$k(zSRLa1<g=$OX$}KJfME68)op{(~{C=#Y=0{73MT_^h`>_WucuN>F
zD{~@%^UB1HlcoW|a;Oqt2q7-_NwjcoEKxGlX%GX47Vs~9)ecUfO3>|*H1iSEZ>B4k
z9tuh4{4ZpA{+^AbU*KwTi5)_bLb=Dn0mOx37u!T-HLUYP_Z?hlzs>qWOry!k9vmIM
zj7|xd+TMiX7SP>g36XP9J1Tz(+D$A|Sox;T$zhukS>Zf!$<K`c$cN-^v7#0zqD$M-
znw)KJ7;lks>_uuCUL%xVM%fMyqZJLNKz<lxJl5Z%Oi;jMf}$*fj~S;;a~{}|g6ttO
zN14H}SBua%B@d0j5R<rql|ukj=%FiRStEsW#kqgi0(WHcT=!-V?jL6lqsl<140G^z
zT;(1F0rt(36x8_oz;v)s>xr}hQC-J4;ij$Yv%NBSh^hL{x{`H*0_=yzsM@;YQR&$i
zXp)*H@V0pL5sla@8&!$woZ@u9e;p0TjAhnhqDWMTMkoG-jiES;c~$Tqp%!|Wda+ep
zV`869tsJMY=e?cmnAv0TKoSpq<e%#i;aR<^R*?3V>5Jhmcxb{3`nII<-d)u~(ai25
z^%D!<jl5;Jj@@s531Da0QMKm!H*X_a?XMSHMBLR?!Mi5{>}L7ZIC`V<D@4gON^mQ*
zO0^n~7UhGQv1HP$>FZR2DG^?TGL@7^RZLCVe(@3^AUpDlxnsgn{v)WWdYJ1>Q2E#w
zc#A>5aR?sRD4&9<LUJ5spr~F-HKNE~L@#P^$#@$-*{e&LPa<>tghqMJ>;rQO9+ML}
zmCsgaYOp!PkZNuXBN(5~)_-~c-AdB~>yj78D;`d|?p1T>r1stSA<Gj~V=8sDo?z|b
zVNVL+vAW&Am$j$e@Appt)}aap{gfDB41>0<K8XM%lbTwf$=Kd*u<vPJ!TPh=zz|7y
ziZonkaeT*K#Si?s`z5e)#&(Eu`=EV;f0cFwrXfC$6ktB?Iv8y{wfSl$oBswE_&zjP
zLs7QWE9i-mZ@UQ!1Es!bQQKe3vGHn?!EpjmRKG%ULx38<Lsf^OPBSQ!^tE;=NAYYr
zzLj_f6-bil5l|Fw&d>*S@)_x465VH8#CHSZ?J5$?)C@A6JNm>a`lM*$UU&%$x%p};
z{DkI&eg(WDQGF3G5Xl=^*l^X!zc{4Rmqpz9a^6FHL-vAw1WQOl>%04$=q$QE!UG%^
zoovT$qIzqRM&+O75!6!VaWDWt%$w%oSZE>hn(asP7Qg`2v`ufkNspULK5RyAw_XRx
zlP^2=xHq6LM0ad78ycf_9gf7NBZlX3V^j)b(8wN__M4{zNF9%`pQAD%hq@o9XV#QM
zwki`9g<|)DW!f|VYh|0F?i^a#^rJ|$%t_(BuzN0Gdg>z=rjAM!CahvPm#w6g-Snd|
zESS=t_%#WGv#aYur_46QTH_c)H-gq?ekqR;Z$)qotWG;IlvlDCHSdX5_nZ)^#wv3?
zy32|a2b1^$=RKH`vlT`pq9{9#ZPNf%V@Hc9vUlM%x+tJ-a3vCOwY;y<EH^MjrS$=0
zwyBL>VKn-MU?_319$U5J+FGU_9iz05XIqxRCN&FaIBtEqnvZ13()o?4<8SvQn1;xH
zHa&R3u6?DK6(i!-pUAb@sOnn1N8rYQ(r>KGh-=fDXPfCt^>BP(Q-U)SFYFhcetP4H
zXa&zy1mX@%vAFn#l^f0Iy>JK{@A!p+B-cBXWvH}8|J7bgG{mr?!?_Qs^|Y&MDG5W2
zH6BIJlek{B8zP!c7PEEtRrSt6eMAd_v+l4#@pd8zdFqr=sp!hen;tTm9VQ$6I-?6>
z$_ChyhVMXbm+Bq$yvUuRz9~riO%N%`c=Xoq`M(D%?C$0&dn@Rzp0vWUTSYb|+>vtq
zQX?T{Jp1$5N0^A5J))6$!ALDyDLm8cn-J%Fr?W6^_}uXTxNyOs@UZc`#Y6iv4|nRM
zDfgV_x6s)j%Udd`jmv@}A}HXur43J<eMH^5bj|eTse_YWQJE_I59d{3#Wj2Dqh_MZ
z%Gn&}rd@`nx=h<m$CAcfg;nDxjZ6GS6>Hat41?(F#%gpdqR-I>iD9n=hC9wwkMmuR
z_|(@t8OH5XBtAG`(O0{DFtG_ljU2a%Xh+@XuG+LrB^dAa0@lpbrQaa+KrkA99bIh^
zh8#qO>N{{o42cpQsVEM%?i<e&GJHE9LYg5jUnvu`I^%Zt!&zk34wyxY2QDo^i3Kr<
zXqiY5`EWO%eO@Clk`iI?$XMi3)lX%7-6uEQK~HiI-V@EuO;xc`jx^i>42G-<=`jY#
z<GZKP9&)$m#$r)@yru7XNW<refh;y@LkH#jj;wz0R$t-#qx@CH`PEPb%*(00VsC}?
zk@VxY43D7|^4YZp&JYD(7!3hsS=O236O*c(KHnJYa$x0S)|Tt<ozDw#-m)KO=wRDG
zzB1_H`w9;urpZEa^4xokV+;c(swtqv56TBQb(o|4i`-s~J7*uD1SENay9Hjd;=_y8
zK&-*e8)*KXqPRy&Ib%Y{EN2Id0pJvO)_1NA-FyR+GL{W_Zd(V8Y*n=_37vG9C;GLW
z91(Gv!mQ!Lp!DwPZOh|z?`4p!kKa=m1g3Wc-|^(uwf!AIg4U$y(0v_mAz_Pa<cfFf
z+J$H<>T6-;KOk7*!)5GJ2uP?g?mA3C94=I$e{gOSBB(<X6F@lwqZ?!}K#y`zLOFDd
zB-kz4zr^leUlq2axvpi_pjx%o_>7d@=6++H?3f>q?;ok`lIF8#pQmv?8(O*;Y@m~y
zAE%EMIv;D>K^4l)`^hX?Iu$doo#5!pOnKS7-aoO3A@Yn6Q9F##ivk5~w7V@_jhd3@
zPv-p;pVL5Q{W33W_ah9+hSujEXctROGc}3|4jeDNNr`hr>C@Y=g5{DB<&uR_IHsd`
zjn&*8;|l^aROj>~PoOcr?_0wly8O9L;Qk*8?XZa|0G0EvOVKekx3t?&S(SI^5&GF6
z7MyM_J673I8*J^xHn3m=vs7di&B2xQg-H}#8Y;~g5O}6R=U4-%qZ5eBY`SShMEgMr
zij2tSK@8MB(JuopSkD@@ENqj%h0zQdppDqL(mEVemy9k+vbaa};GtoB6_vyHKfB*L
zZ-{MAPT^R#bZM$-Q(Y&-(aG)aJ1@oM)b*cD-&$;YOdRhL?;ca<EbVbh(=0V?F)9wm
z3k2em);+3sXPFqL1%Y~_Ip~YaL`gi01a=2*r+?~2etcS}-kSew^2fl$`u`dIG1D`$
z{&&&ekoH71Q5($Gi`pxAyC~f`ptg2z4J2cSgge?Kr9iy|kvQwy*QrQY{&;o02UuUw
z-bH!5umZB%?@maj@aM-2-+c!A*BPANprgpK&!NP-2)c)ZEVX3T_xsmGPY*Q#h|#^*
zy=^y1-!U9Ks_EUmoX;n%T#Jv_8_9PVTJX2#$oD#UkLSnz0_HAqvVIaviLK9#e|zm8
z99h|lAqjS`5AXMhkXn5{pRebKVRF7I#XgGYT`%NxXXL~E%)dAg{}A?ZK|m-5r-o8c
z_xFS31^<`^vFlBIY?Ykc=f()D<f4TJG$06@lO(?`0+F>L`;Cd^V}sf-7{)7BDa`-#
z6rqrY2g>!<y=Wq@ZW~JZ`YdmfeW*VxdoJ5XyK}Q2s9>B{8GpCIB}XP%0EoCZN#DY7
z+Lu+N6JRd^Ytrg?EhWRszw#Y6(Ny)5L00lAzl|H3x^b_{F}e{IGpLfH6sOU4=j2h?
zUO3s5(k6~oi50tu@n`QqKar2En7W{=uEWB!-qZYndwJF1(X&NB<!~~)R@qvSJF+K$
zF2}wnYnOLRuJ-b;@BK@l<8`d6i!a%;TL#hiTpw){u6qB2TNFCsxu#*VX^Z*^Wa86v
zcg4~iaiC^i5avgPH~?DYWo;?kLlCe}RBAbAF~=4Cyv!Qva^z;3O}RP*Hd6$DQsB<w
z{A*5KxtOJ$A>Kfczi?B?sa<LSGDwI<KA%US$^R0;`LUrD9X&N{<sVV0m_pR6sc<%1
zQO;;KWYvnxl2RCc<58&~&r26o3=vf{aRktqo9mr0%D<_hc7=g%>wABuUDYW=ZV%c=
z3h%;E3y=0za_hD#z&4PJZpBi$@8iP{L9m#6&<2}W;&MPQB22VTzz&gNYi_xQsiAMA
znoHCi)LhZ+F>fXnWt|aIxc=A7BSolJU-8=0zMw9gzxTFq5fjpU^1Q4qvH_)SN_VOm
zK2*lGIXFuTJkoj4pRvuR3$Klt=eRSm)^ZV!!R!P<cXLvUwM5t*mK!bcPrU@*a}rv&
zWv5Q3A@>rVWIyYC$p+=7(|m$-2z8gJTz+mqQ>?6gd)CPP4fvGbm3P#h<vmp4=%SdT
znJS?S>pp}?Es!f1F1C>spG&78+6@b96nM2)%&wQ1qgvAx74F+<3HA!N6m{UmgK`<Z
z4={z^!=GRXN+srH2WI2^P{9w1u%-sY357<FYg<hA#SZA=hSd+<43(~UE(R-1g&|<6
z25W4#n#{n`X+PX13hgB);@GAHp}c|;?C!Z(Q9%wM;q&(yXb5o}CBxE4^$xkUbmAKV
zJ#yu>H55fsby6Th@Vu-))-i1fhih?$$}#iNn%$%)=sG|f;#@G`FAMqD)@_#Ie&>uy
zLU#BE0^*XXrR6b0w-yU~(6Hz@9(%=h(^#;_U__`RJ~jgr(ue+foIGtW9wG`kyqc<%
zbJS;{1{bOuet~DAh@)B$LnzZ{z&pfwh;6sJtH-<nVV85rV;CE&;jXYDvwzc~^@qW(
zAwyOwf!u|5Nx^2xwMm>rt5=t=N!s6Fw(EFGjYCy<&L}#r0YfKES!7jN)JwEb5G>~G
zWz1L4ldQjS1n1{%N&Hpc@lf-3x(Q<P)TIF(Qw2>J%yiyfQdcx1EvZ7SP)%N1IMO8B
zkBU{s$j(?j%)p7El~bx)-Yl?fd_}Cj?P3yPLGi3m#6)Z^q&tGh&2P4`?mye@<hY-M
z_0R*$In{M!oDSVT_>!%Xg;0YSv@>V!7_f63P09C_sHFym3ho#6LA2P;77<ZvdMRHC
z{vy;~rpZK8Zk>@X7h!YZ7ISL)Oly9VdnFNasy1nlNcYnswci#(touayHr7Z*zs9)a
zkdQN<imyKJWr<OqYG}Q`8P-GjV!I{(u0lhlvY@qHoZL(tU=7AbY0ue)cz~TALt<SW
z$?HDL%ROS7rMh3A{0AZ5cIaUyRd!ffhpWf;=59%u*y4fEdkWZu#B}7kqG0TN)~`ZH
zEeQp@R1{vyU0w(-{3Vw%0?o|1YE*b?c7qsDMZS5`f}GwCiybj;P?o2PL0zi9FHi#O
zr3}V#z?$>V0MbGvi>LdmJ{Jg%84R2g0+J<|C&IyWV>|eR0dBdZ#M=0@+OAUld6k)v
z4AX=#H-|kilf%C;o`gH(6#fnyl+vMYR12kZT*(Sj9NQLxCvL_>>$ughd7QAJNBxjc
zhcsl@vo@26@nE-7N@h#TzP)~mdK(6)d41H2PXjT?c-LO;`=V)pf2p5=`Sw_$J&QaI
zg}7+vq@lstbHp=Oh_D56X70jTqMrC|T;y)N$zK-tsI$cf@xiwUbh8J#@<g!w8lFT2
zoa315V-D0GvqYFp>?{Nao%b&OM$=!tyhjQ9yqq+Rh?12i6j7xFZnrhACcdIe&nVeR
z8Cyd$IB<|-*1<?mo+4YJruh_h*Lhi*+NCpQ{+9LT)Ept!U1Y$LTq?_7na~oMbzWRo
zJFznGJ3BKf>w+BJ@|?wt$?{f%16G;eY`4To1@IxxRf*vMl(*F_R~@3`Ons$bz$*XJ
z(3&$XJq)326f_(;!)JSq5n8^?&CH3gvzUozC{U!R8u(gOBkCV^{n!J!#}Y*ol`0%L
zXB$7cF>pj3>^o$D4Wi(10~6<?UJ;Ls=|{68;*4=t=o51kmTs3hkBHfk5jMOwZo*P2
z1nRRtW6Rhs2Fw)Bn7a9j{|-Yl0GnV`Ne(FR*&ZtOUQ+5ebNQ|%e!YX~vx*`lstysD
z<!-KIosQY7NJ;=vYu{>M7DPcS>76#xsqIr^2$muSogmu(u`QqZd^|TY<LEa;O>MB0
z;BLng^d%+Z?Iv5Ck`vfMU{&7wD{V+3rYL(09|gfaH1<|D57ooi`%iAK4F)+|Ypl;6
zPcxzQJfy>A-MyFbi1*RX7+RxrTnwILx$FwzRXtmI29=zU?8r;nj_X9Q@5mQyHdM1M
zi!c{Wd%zv003eQ&E6{W;x!(%PYJr6iiRJOo!dLR<WcF>ZQ|21yDf38O(RZVCobyRT
zJ)X3SiilbCTKC9wmd{DZz3V|2g;YzPjY$wzt=V)X8mzqQE2`*s7EgAY1^TzVIMl9+
zOZ6WU?F-8h!!$HyJal*?z`D^3<N;GE75CJDyeQYGt3emZZp@1_fJ5dG9Ds`{H~4jV
za1#?Rg6M8^+F$*T@qWTXs6|<J{|gUA*-h*dz^3clrl(J6k^_N(-RR41`2+bSjZ%7e
zrbG1U-3OR9XWX`>vT(^U6RSi9TOv#7f|k(0n?04WWavjid~PkqhIr)T7T>a{qDF!h
zVtNc*fkp3g$hOsB7R%I09z5pJAxSnEOh~(nS!JV~_H7M4j*%Du^vvUePdz*H`mATW
zQaA!ym8^}V+0^r>8=_h0a-aoI{>sa3XSgf$8wz@uj-yoIqbGl0vG~Y%r!l_)@FUGn
zdqQjc&-Fp_3!~q_tp0)AhO`w6aH=<S1||&oaX<BVWHzvLyZbr)=L7%H3sK62TXUrt
z`ZM)dMr`Q}z&nB9QA~(e18mxr)%%+Ju7OF&JyguIH?jL4K<yCcjG|6hnYOq#pvf|<
zRvTDc4*e)`vC^sdGF4U`z`t`vT1i-}h8#fl@clIx!(*g`yU$(&0~8*Q*~(O!a8ur3
zR5kD5JaVMsU{eEkR0RqR!_|Gcf0A19oq1hk$F4*{v5An?M0ah3$Hfm5)-{2NYSAXV
z7X5=VF{e4_rEv7s&;|;sh`Qy!#lr)|W{5@UafWRrVL#Ryd26GgMU?<$FI)ut3kbQ^
z9=i;%G<Gl+kilK)I6#eleZC{hRh^`<4U3*HcP;<c&7$j~kIrGs&BgRa=o21o=K67m
zqzmc84Tt?Rb#uY`xItON97BtHi#CLm?&d`N_oo=cYpWjL_HrpT?P{?C;vr0K?->0h
zn{>Btvwf66RDNb2DsxMhq{o0lIsF}+2&1_touP1D4=t}HwpvGxRS(KKBF)sfy7YR&
z&zqD6`B%0H*IdENAa!)K>=!O(cY@T<ntbF4W((j|obk+^P87`qW+fgrUr>ABQ!pN9
z<1#qoBl#e>*|~6wB<0jli%tRQV*?O{w4!zg5!2&ofdM5qT}o<l#=VPkJzT~OTtZ=Q
zYkO*Q2b5qShpBqwA{}6<ZYUUx&R;l|T!}FnieT(Cs>9LQ60Jvc{R_qv$yq5o#nq9w
zHG#bmwd@Z!4?-29-QUjd9Mb7nNdCm-O@6^K7!@Rv8|NEa;e)74!70ljrFX-W(b7lF
z)Ozy3P!CUo=B{>-4LgxxIItv#+yz1xMQRj6dzN-<9D#pO!v7+4^wDaum9HQ?4!}ZG
zzPoYUbJk*|wyoT71EaIdglKH$QHkQbIIF@xWQW7ODiCcs@>^Yq%OK8EI4}%<m5CgM
zwW4Fj2PWYSX`PB}m%OY4F@!1KveYfRPe#At1FbFdz|N<-4dby)v`OHjBeVwHJsXLk
z;W!ad?Ro=bsqRz9se^@roQvF!q)M>Gp!p@KkI(<ev69so&ZnD#c15jAE*~?(Cg$<f
zjLnG|34*g)R{P`)_G>rSDO~kin5@r0M~*Kfa8lHWtt-!eDeQ)sSQ(exeg29K!cvnT
zEfEKo0N@;Oi%xKN7qpZ$se<>`uG~)Vo0lLwW7`2$E0)Nyj+!HOE;9?*FpUeCXA%x@
z^ydPif=1{dE%ID{0*49<<z`gPNivRf6;d%zSjam5GVQg`M^#Tz#3e1y?(Ys8@3cr>
zLiQPP92HO*&nmOd6Fa6sgFO<&K4teWwh&N|+92aM#-zy(yLW7;i%1^>NEgQ+Vsh_b
z`BeLotHLd%n>3J0An*h67o4_dj9Y&!f3!R@(OqdRF~s(bwTqaidFLF_^$cJ5MAYOM
zp(~PRerM!-dIOcA0hev@$@zTWOT7`GQEZLT04kRgQnEC<Ut-`FTO|^hks<PD+PA3A
zP2;qZS+aKQ3rrMJ_XDL)0y)a2EQ+2psL_D4;imcOdUhmjq-<v&Jr9lIJfW;wQayqt
zn^~cFC3&l#`tnmng&dKIDMT3zCd5#(lrbHR$XscWn%*;!eu)uGKaJpPs?ZYro$#N3
ze{!xr;u|eY<+=dZXxwipTZ$Y~1D=R}G9HL2NG!7W(r)huGsCJ{DiXAngboa~n4-w1
zyubl%f}0Lw^_eQd*==H+R#mORLurR`f%=LxMmw!9xvzDb$wP}yT_k6X0ED!a*6|OM
zz|Zj@QpAM;<!%4z9qDJvcyMG6LJ_@(aS(xMW1kTDlxa&kHwBLt(bv$2`&Qp)lQq5h
z;B5~SDXw^;PyrpLnYKT9v#UIv`vE5<bWr=RS-^ix0{)Mr_SaFX<Y<jgCyUQO|Lda_
zHFx;;E1qR!`=1rFj2!gL|6NkBq-m|RIg0Q-U6UH)T<*+#Lr1%!0_e>_<`OocT^_&c
z3Eu$}h!$oR#PD+Q@F-5zyV;+<G%TS|sXA{p!^Fe0CHE3(>@QMGlHmW=TR5CDT4*3i
zNy?)HCI_^@xeKvC%UG0Z?`oSC<}Ai>9H>vp2u^@0m}sKOU<>0t=<oPzEu+>oL&dqK
zPC)c;GEx*7Y811jz03tZgBH$x@y$X1gVN8$t;i^Df~=HYjj5x>4GtoQPpw1%qAz%(
zOAkCJd5$BLi&Japh#CM4bX94LssoajCbBXoD#{lJG{e%~E5*#f$!S6`&p9(Y$Uged
z^`?}^o&O(szbkVJ{~=L2hY1k<Je>&rETJ%kC&)P^d9dj+KLenS2A(qzraS1;ZVTW%
zJqTIu3xJGdhy=ncc`>2nF?6qh$|>$kFb7<baAQm=5x2u!FpfC`vH*_I5>P=BGiz^{
zD}kT1;DfG^j6B-|I#fiu8#s@6=v^UF*x3sLW&((CU@H*;D|tGR^xs)O(itP@bWCv6
z%o4IdT%kBgfbI}Qeag6PDRe32=weJF`gmOo{CaOO!)row#r{CU-bRTd229_0%GmEx
zxYZ=&bZLZQk|00Uzl^Hj|Kd|UAdCxS`ibx*NGlohf$PZ~!MXBMD8CYeldaM;i}re_
z={2PznVB<ErIQ;;Xe5X(Qdpmi#lg|@<i_p1PmZLLacVEEzqF?6)h^faQ=5%-zQQI>
zE=zKpv%TiG_jY^`1+iyGNW3!P@Ho7fAML+9O`DjT1U0!v#dpF5Y~EF2=y)NBPBj-s
z?yks|W;wkkaRu{k3Rdw7r@=6!=4yh;px#qqg=o$W3<1<&8OuZ5*<L(;=pX5SfJG*4
z0ytW^J{Ql=uc49Qo@~@6dx;2bg;w#vKBgMC6#3_uh1fT}usZ^r`QRAO0VhAJd1Y}M
z6K<~FO@N|9Y^QYE7O<#V={|`-!TNY>FJ;#1h2rICygRzd)t`C!`cAxcnnadpcPToO
z@xn#C)}$jq-!>i(R}58;J)YD;kzO0-9FF$NBM)y2Lx{`#{sb0Pf7z%k!H1&Aw46Q=
zi4eb6bA`2EK=Kmm7`CI&>HKv$`<o^kd?sqZNl~0&_<t|W35Hx0%?bM-AzAbr5*(dH
z;en~f9!^YD=`o9%*d~0YH}zhdy~a54n#DB8xrryCsj`x^0N6Ge18$5Z%q^jrAzZUR
zM+#77Yjnm>93BJG%^&y1=VTi)Oj$U8eSU7EzjLyhuZH$Tl9#3$Gw<3t#^_@V{e4*O
z`Zpl7n>=A*wzJxv_6Vu}IUGoJu1jPKUaYzv5u2Tm$#Qf+=pq54DQo~{7p<bU0!v@O
zwEPK|3*@Sp08xdkhVQp>R;5GLR;PO;)vwxztQfW!f}!U6V*|nfzu9k-6Z%wWB}W(Y
z+Q>U|9+A&EpjmnUMktWYJd{%3s`>ZG&|ZVOz77nZ2n@bgr8OW*J!pem483>gDc=nB
z$nljCOnr}Cp&+*v1g0Lb#ROykz%Oy_Mnq-C0=Kbwy*z4`6IZ`>Sfm;erbQbu;JFpN
z%9C)rSRL7oiH8Q$JE<k2egA0At;FIKjj!+O@Trp)jbkT3ina%tOr?8_z0g_PR}2oA
z0Sx#y1NN{Rcn%4EjXiEU+F%|mLLOlUCD?=B*a);_((qr#woao=R|;EBgb8$}x+VU+
z{ylaYMt@d_2P{$VClfvM(~_u?+;u!7cPgzk#@{TDLHk0sP~Yn^^b(o41RbD5HyxUI
zn8^uq1)AO2=xU|`k!D1v9Xu(V`o#l07~$W-``mnFxI}LEDbP|79UOFj0UL+ZE5>IU
z63g&|F#!j4y1$Nou4|!o#L0-qIN?v5y=3HrhrYde2%n0(>Y(N|W2Ry$Q%_Kbof`l_
z+S%q|qY;l%YrQo0YA_=r*Ul`Z^_(12GZ0F@+GB@su5y;gR9`p*Ri5axFLPaM(AbjE
zKSh6PDGRsOIb_{l5qBl|`Bp|oPH;$>7)gmn-FH(1j%4K@Rk;-jad=2)D~BIbKFces
z@5?i@k8>uN^pza`S|yJ%qCh3DRvu@E6T}#NkkrUR&L`vi&MM(x2N~M{%6kbi)3C0-
zUJxiS;2~@PM8N5&@W3A}y;x@OSnr+YF$h{ic;RXLNb34)_pw3AG+j1~H(DANd_Eua
zz829@8+`$}RCT6L*eEW(mT8-w`LAmqmo2UBpX_zkmI*P5PPA*99K=BdGFGf$ekiB5
zh7%)aE{=Bzb5JWMRN^#Stml*~<*M|2taor5-Lz_H`-0L4eB{9H!J@~)csF7a^PhJp
zTsyvBY_YrPq=1y^9i3YhCfkfFdNc8K`EAf`xF70gE*SEAaI)eE6n<`|`-Z1(&%Ko7
z;2`VkF25?+YA5$CrK0W=41eMzg*(;4LY)gFK~Ta&6opTju{cZf60qCjLaI+@Vb~l=
zf>tS5oEZ(tIMY=`0%7)R7HZ|?&cG|j?!=4i1F_+_slIx_*^4{JHx{fx&~Wq@a;Kz}
zhmEY)S>(GYpC8f%!_j#*^Gqq~yrIb?!9z&&6AEdm@bdqaylJ>Kq9_8alLB33;t$ay
z5Cf{AXA;g3<3c!W$Ri|`{>^3V+6PN0**ky<LN2s9Ccx>UL&VP$1utw(P6Q#ELTxMo
ziI?lp=jl!I)n&^i*Mex5LV>8&Uhh&Ih0er-uhzAGQrLQST#11Rx58kB0n^{pWmZ(X
zy7aYw(xl?z!p!J$GFMdJ2L!`4hdW{5_Ap*Ro??ZkAO=u~>yZnhlrhF?7;HhD*)S9p
zmMHr%%17RMfiLQ)@?b1*lFVMVs?zsV{Y7vL*2s~Tt!a$Q-K-)$HuuSQYEw2UPhk<-
z4a7H$Sn78^TSY7n<1u)XRvx(s!d3=lEgR=Hby8l6d)B|t-z#ov@_L-DLReEfDlTif
zxR)lB{_|y_i+gM0g3aEH%S{=qs8Z_5rG`*Vxuu_n7MC+|&(E+=Zz5p<m6kb2$-Ct7
z^bMy76jpe{&>WoDHJgi5A3#z>z>cK4^G)%)8>QbrbH#%is$gL|2^Dhr7(B27fyQK{
z0DK?d+vH3iYMx-Gk!%MZ%nDB5JmZ}(sed?|;i~SvHXTelmEpDWrXRUk{%CGrR1Pdq
zMB%-emz0IKN=O*+&MDqvRXI6fb^~TODYf_)LY_KRrI~kk0BR`mGVF46HVwNDQC3OH
zLv+8y<~;f{SF-+wczEu=N0JX_PtL$Op^Tadiok1Dog`Pmrw>X?P#v7eCeyYm*`NQr
z2Zyar?R}+Ucre`xxF1u>Q=lg+)|;H#&RF4%y|8RC19>UIU`Z6u9)dmY|M3pEBgrje
zpD4#?Yq?I`4hC(5t<ndaqFjGUz}vciJe2Gif4)Y$NTjV+Rx<uC#-5}&;-Xo-QLFR{
z5(;L{9EuZ}f?uMyFXdEKjjGuAq(Ll)$yG=WoVvHqy6_5jg2?k3aZghCs>k#s<4_KH
zwQI>-C+?&H)l!$Aq<uqen>%Q}?^Rk8hg4K6=SYd~$)uoxDb&cE3OcL?G@)@YBbRBt
zreQn=QX>SvftxQq{U8coDH<0j>skhRMzaq%D>vxhi+7|EqPP;t)mlc_f~<*fPwZD)
z?Oa}tF#nmI86`b*hj6RtSK&YMUQcIUTg20d%xTfTdWoaNRzhap>)A7G>*#Q^7Myey
zijr02tg{rV(7mI#J>ak4Xmo#l-fgGOhuEe*yl|P-#w)k5wUynwZ2nQ9Z02cpa2yX}
zw%PnMf{tOW+|o{U<TjW(<_vZmwB0%mm(5;v%AnFG%dRu|cLwZvNJIYv=)cGH^IyN?
z8U9n<#Q(I;&&<xk{@;D64{1xp7`4H4ztr5~kw>9g07HUur(EIx%P6!B;2=rWp8pds
z_3hmli%8OC+QG?U#*AtFVV*}GJ|T8KmLUD}{Sb36mi>MIyU+h7k_2~N=pVZ)yDgRX
zbY{EL{rM3Q$^evja``KZucXqmLf)R6;rn{a;MDnkI!bxGam`1|JS&oO`hGtu(P}Iq
z&tHI*)${owT!<`=D;AF3JB&irU0YbOEz#2}THM%(fISLGJpX()jGWqG_VULsVmYgk
z_3?VoSl5Wyq47>RyQ%sHOW9mF%1(LwML19`Cgv%l%z&bDauUCJV_sCv>hiupzlsm2
zrf(eJT!$Fy)Xuv0^de@e&-$*eT59;ng2}I9*bV(<xEG<srr8?@!a{;j;-T6erw*GT
z+tgP!aQm2%XF0JwIBU4~$A$FVbSCbOHLHS{Cln8l7|<$Z<B`8MRo+GtFcXL+X%dDv
zxxQv1*Dw(*l7(o3TI#02n?k~$m~3*9%Tj8|NX|L*_14U18ADT(*`pxpAVuD4%416#
zJI;*W;85A{mD~oZ7*+VCG8!)=mrR3Lw|tafN7$JJK&&c`pB9@cOEe1aLg}W%VpA`R
zPzkDn3g;dVQqDjZhQ@4c`xdRe8APn=FHIoF=|qq9Jkbh8$#6G1r?*#9i)<_XPb2h;
zXKudWQ<|Q;At~CX7LmV)w?mXcGm3Cm4p3q-2_)@~=&P}lz10peb1CO9@ok_`oX>oW
z%7>pA)FWo!l{KOa5FOBp{^-t`kh1QbiJD|GDc!M&2?@>hWM+Ow{Qi(AkmNN_OfZDg
z#IX*i24xv%+Hu2bf85-MQ*YW`VwKG0exDnedXYsaF21c{wCK2G?QCE~Y3UAAKo0EI
z%{`4G57}1^gw5<O+-OdDPFGB0Gsjt_iy~0$yHr7TToPo336>HRIJM^RQeYmLW#_9)
z>ltH^TmBonTz1+~)f`1ew~-xh=}bwsvib{t+!bCZ0;RTbr0b?ub<UKGJ86;f)E~!L
zLXv(cPR>_De<PF39Y4#+dz%EmC8H3JxcKVkp_uky4N8;g$i&dVi|6R3Uo9cbnkNd}
ze7D$q$@L@zQ*c;a<RHN$wh~BX`B|TL$6sNJRYqEMjUQe}2iwG{82gm&btFb&+2cLR
zjoVSL_{fnsjyDdLCmA;dx?pl917s+wR*mxj#dka;gTZX{Rb;Wl2zy~P$9jZPhtgWq
zbA##HksG`%&owZ6&%IDHHYVi$`{K(M%NUDeERbp&xOxd%p8a3!JqaL`UDvHbqGYK=
z6A5AVF-CSGW#46MFc`}WGh@%vLJLtzwn|beC1oiUp`s#0A|g~IAt_}E|1)E0EWK~_
z_NDsuy}p@wp68x>mV3@U=iGCj`zof5yLHdKJM+tD!!0%vV+yaHYOOsPx>se3hs1oo
z-a`ADkDj^aghO5uNfv!T(N(=p_g0@8L?whh<EBY-^xe6t-JKL?e}xY71<UpCec~aa
zyR!`Yo-b+&p3f#w2aKUmQ6Jr+ga?Po$2DJWtH|Kolwn=Cd;S^xjVK<2ZgG#nl!{vQ
z{(!k{Zv3Yi82p{I)SNG`PPu_x-VB0WU2K|J=yZ0Do87Ma9cD+WA-6Z)?kXqS$;iC8
ztc7V%Z%A5i6nFWubsEQ`%2S|X5rM-9r2`7GJF$5M+e>p9D%K5jv`e3?e1FmK{1$iY
z`5*xv-sc+lS5XMx_*pO7^Eu=7@9{PXi#^H63rT-j$Q;L5Z{kEAVhw?|42bZUT4XW3
zjMCA5X0w>HkgQ;IhC7$Zx<dW!nF90Be4V~0Dw_p$Ii9Rc!$xe|zAW}ok0eKYR$jB@
zrr4cGo{)z(l^CG&jaCf2T39$#z!HltHa<;cJusvZ;SI{aKbKE;dD8-EsbbCkj?h=D
zxi>efadWQDIEIdZ_{OwlrSiR5R)u19Typm9?kLFVeA83&G6yaR-#5cJ9a{}8dDbS7
zAb+xE&29XEI&@)~yZ+7YP0Q+#vUr93=iF81i%b{2NQRWJP%LGZO1$xKiQp4E)4r&K
z(fQ(Tb*HU-Q?iI2FM8ggWD<p{K?m2biE-r%YBaIg>@33Up|n0b{WcUf*JLomCu5D^
z6E;3V@P2-^E|**O#1aF6RVtgRPa1D<1;OLj-McWz>@!D?6|KJ^d)3tghSo1TL>yQX
z)H`Lp_|SPwZoAkQ99KP+x{*a`qe07%Pib@4O{1fWowq4%T(9{AM<DX<YfD?}x-8T$
zvBx`;w_*Oh&<h8xZnzOwoock#?DVl+aUA{VO3=qg5AqYWD=5j$m0Pq9xCyJjW3gI(
zu1IWO0;|(QO4y+5QU0xD`F6%P38>J!QGSBUwtjZAwBe~+bO>*)B;)1n^HR#VDUj@E
zTebA!Z70p-Fd@eavli}uU2U_)R@S3-;jEsOpLTq#KmDYzHTtkz<yFrH%sjKfptwbT
z?sqrJN6G9?*D~}tRk$fKP*cyi^#-9aAmL(V2%gh?U>EtW=f1@^IBk=CHH`bZwAXY5
z@-I<37<5<%dcy9-KBX0*8GU6PX?}#&fwv7VL-uAsv%-2ohqhN#%Wxqr_w=v6d3kW-
z>P?~-93OI^FK(@SbC}%$Tr1(gesq1`!l&-##zzul=HKCAIU1L_BL`aHQ@~VNc5Qc+
zsx-^mWZoV3AK&o|wU1(55w3sP?O3Fr`yrm@ysg3SL#{%qHTI}TJ`StOn45U&;I+5+
zUHFU_hrhA0SaMdVs-z}V40$H4(bV@sz@BJdW*B*))s?M&@0PuPe<P}1CjBx_$K7RF
zX_qSJD!E%Fr22+4H}k7oT9%fsd?&`0$Y8H36W0GIC{eCNitn`16ULjjvm0JG@+yD0
zgjR@uXoXA{!myM>B<xzlec1yZ@Zy#&^IOHxkS-X+?8sGfJa4wcCY-+o;ljX~WsaIi
z`Nhv-qFYwYVh9MnwYi&PnLOX8f(PC`%a$FGc5F1?x|TQmbK>g6m5<!QueI!PUQLOG
zZ6joQ#q1YbQGIiDPqH<^gKc5t?!;@scJ(&#JIeJv6bfr$ZslG3#IvQ8m<gp`DycHo
z1|N(n5z?G%<STBymLzU(Tzia_*@KO6;ki{pa*`I;-oj1yl$TU6a>g(W1g5g2KH4wB
z;BjJgM{V*`<7L&1b)VkF%C+r6AVg$%OiOkuEZ{t3w7i;#6;8T`Tad=`hC)$U@+|Rz
zbK{Y{n-9g+LT-P2!jeB5`ssf2!_Kph7m=S_^Ig)@$Fi)Zl?`5{hf(gg?Y-J0Y45&L
zeNDpYXeAz<ElIWV9tO$J`H<;r4?jtM^xhY;>0r2GcyjVOllzG)Jx_|%Y~D^%+63C2
zSKMR2xjt#`{lnYB?_MdpCgO5^J9DmkwRRjKq<6cQa~NAn+5JLHMp}R^J}uK=gF-rI
z*kFw{d8<$x=zj4T7DM3xuR?y9yql3<^h$9q$n5e96+)>l+Wrgnb%e7o^lrR;W_bzf
z&eeA|C$$E(L~~LzS?|iblAPCCh&5^N&hmT~v{pdq5b+VmVv%-eWvl#oiSj79d9Och
z+Gr;C;9`1ljHJ(pnyONh`y6r_40l4=`^)OPQ`YzBh#&g!z$a9cuq(lhg+sM&!=X(f
zn|*Dw_OxsX*Dc<EEwyJwGV4X)&_icw!(6<bpg+Y*)zsc>F}$T8k2w5nf4t+RCj~F0
zif*_++&sIin6ffL>LWp|dLF{#&CU7&weYxj-Ahod6}#c8&D+8S2N%DLxV{iqAzgIF
z`(eznM|(;+`z>`EBA>IJ6xE5cIScbRA_&&++EAZ&>%q3xWcAj}?GZJ4yNZka*b2)j
zWUU)b8nAPYnq^zN6gu!sr7~OX_eyiUu8UG4iw51a!WxS$IszxIsc*MA$e{O9FCia7
zdB;e)7j|$+yJf>}j+_kkl<dQIkLhBpq}C+%+uJ6_8nTo}xu?up@ltyhuh(o!+x&+<
z*l3u-S;nkPs~pLiT9HuJQcl&YJ7ag0g9fBODLG>mc2#U^4dQBdfyZtmzddq4G-KC*
zurOaTqhT@P^Fu|u{B8FAvx8GkKg>?j)I;9UYn;E4xAjmm&!O!XBzhU^(n4PqBp-cq
z*x@CQk8BaE%mU>Ls`pp=?&US%>1uR8w>MQ^=1g4Poc0~_k63Pk>X-Wzgy6C?!tE0g
zDQ9;kx<~8Q31=KrT_2HhLQ91Kd&=kJ=jQnwefHK~OZymV=bjskR2<qI>nWt9qP2Vl
zlkvfltd-805YC5@<>F84iu}(!=MC}i6La0|US$25XTPIlYD^pf$y)mAv1RB$O67A<
z&8;(zEZ26&+B%<4SgNM({o2b^wOGQ8@2<mKv!s(Q@RHkp6$&U7-`Z}T6FRRqUqY6-
zzD?ZxCMl#-q$l?JA)ylu?_NqV^FD@q*(|vm2)rMyw+9-vCFydv;+r$;yydwco-`8j
zX;Ut}F3R}8u0lrQfsd(_(@P`SIOfN)j4k;`C{Nd<9y$~6QaB586mEMhZBELgh`=IN
z=$+PWpCD?+S!>EPI|Hld&8>~O^z1`2_iU7LSqbO)Bk<#tjTaL(U=h)Q@X`heL&1DU
z&r8Jfsl4D_xr1dqypo2odtcW0%wNyIEX|ZX?^1-u`Xg%u7@kP-NC-t^ojU3&8(M5D
zP5f`-B{YMs#UF9AiF(QvIUr@Ryro@KI_@d>xlUY8T6BSHaq7Cq84cPE9fn404vF%g
zSr-@Rb9<j*%(L@)l-s3u@ojA_H5TaVB##iwq&zRLSf}`a=1Y*GuIG9;rCU4-y}>a>
z5XaN6{Gu;E4Q$eJxba>-<qQ!~P%WScj!Lfej@h>Qx`F>SkxWx?`u<Lie$Mdt*)Ig=
zSnQU%-Lb9Xv3x(r1AA;cDPvYV@1~-n9#HkpfGAssD?<IQ$n%NpMXzOb(%M_Hwx%?)
zYwk>_G~GO}US`*x@LqCdiD*^Zb0s~SjwL+{YnZR5zJqev$n59J%e-a>+jjZ!P;IQ#
z?)W#e4n5R03{}@u4wT}ot_oPryEW2LZV%$=%j}oWFYevr8)vn*L4)L@z9I@+FvK=E
zkJo?Q(k;!~8s<Om*yggjL@vna$eYy1{ae{WcWUG9Rw?5fjid3(Y`wmvWbK_n`bEh)
z`7fTB*DFCh$ofUElB)bJ2UIB~>>iwR;uBP?D6P+XHbq~w`%V^9lU56>5yE;uLlnO%
zS6pQw!$2WFpV$#X6_3emQ;p;+usT9*+HQ{1unjrIYK@|JPRjWwPv`G*KN+wjaT^#T
z>zZ`<#)ou_!K|>*SX)6OccF8oxj{wR2v<f?!RCcaU!>nG+rBcl_@1L^?*@BT?bO!I
zX-g~Gtqn{B@>|yG@-<p*O+GL?(W1NISzJkVdYbKVaB9|@sQZagJM2<r&Ucx-Woq1O
zsIc(ufXm6cs6Zhj=EE=A!nO+(G(B~x;o!0jU+yeeS<JD>7*cfc`F*v*$kxNw4NNs%
z&Yooq*XF;Jw2cqtwZx@7->QJlUs8O~^JKuBtcN8KGoLx43Q4aI<mVpjbUx<{3hk>~
z8u!s~Ub5F<O5Mk&#=8)8^{NA|jQ7^=JiQ}M)ql_63ZeAf*PbS<Tq3+Ad{1fk2E)io
zTvkDm!4>qn^1j9F7mCClImI0pEpOX#_zuUqiv5X<1Pn<3T+?yYoe>&EOfpM9lvJ!t
z;XP_;0j(8H$}8Egd3DiJzx4(cvcjwL2JO}{l@(=#x@fP{i|f=~?zFjk2`TG?QsV+c
z?CUxVB}XyU<33|QfowT<spd`COG>Qh?l7g#FVR9GTxB0VFXDQap8b$FOne7lb6-PW
z5qtA{ZsE*$$ZM;ddG8eD*2yH1^Q3*!7Q7D@DcrNZ9db-d@{O0t!P;~2^U&r8pJ5kh
zFkLvDTd8a-s(4ns$&A}TKse`yf!eVn&nu6=c-m)Z(t;0q?Y8#nnKubZa*85@m&=bu
z`bOkm(oQv47|)#)U!@R|z4iJHV%@`An%qZt(>Nd2Zz8YEHPkZ9FfxCKE=cF7ig0e~
z2@+y})UII3*_k5T^e8Oom2~XxhpG?C`1~*HXDiu83s}aj5?tWWZ@9+KmWA&~#g-LZ
zr^Mc_jjwJES1FE`J-0Ap>tjuiV=S+gcSUp8>tS{{^=xfoOyOR1s~2Z_JYbg7mfP3k
zx}SBrT173W?~OTUVtZVAt1wd`LyrF)0egO-@UUl&Sbwv^T-MI~DELET5&sl*r-7zE
zR1PWyt90v>=QF_tm1jTC$+Gm{oHHadFoe0Rsw6#dHT|=DY9ZsLYxTg&`9RlZUp<SO
zJ>jM32VJ&@lXY!ZV)CW-2|aXptt$F4Ox?frVUqp}3-*%{2eh4EAB$ahZbMX&%vSN9
z1>36Roy`wNv3|O^tg@`awJZI~vU*G91PPR6j<|z$=(70?Zbx@NPHS&?wE0S#rZYxY
z=4PG!g{vqriREvIuh$;r+ZQ2nH@z|FIw~zVIB`So>&KiI(zCdE&{yW@T_oJqtX8R?
z7x`TBRmmlVYt7yo(QhRNN=gHCdl`1P<jH-SbGvcB9%}EEp*c$Ldr?yFqXmlR!>X2r
zoL@%iDk+bcKf9;~HsmQCp%JRH=e^nC>RKR&ayYW@VikL{DHCF^T)MHHafyy+W#N(t
zmxaA-E~mE*J?S^`;^Sfv+&?HM+GZj&MJ^44psSA`UKQ8CQLr{x3YPBdR$~oy(AW{H
z5-1qmTQWwESe2IZ1Wsyo#8E(2I6FK+hX3u29DWeqMuy)Ar2*A&QNr2dH+qwBdfuA)
z*4~cR7#n^$S!QWZDNkn?XP`%rr?V4*EafS~j|I+@#Yq9*sh1)AvdkcmG|9$RN>^EB
z<RRdf48J{v;vxlsczAe#JrH0b$qoX;U@#CU90G@n15b#Py$BSnr#OKuK!Y&?MHxr7
zCgEKucp?Erg^INzx>02K`GH=h_&1D{3tfK%GMI)S*qZ1J0d7EGU<BkJTLT2@QV+T%
zkKsHHh9}kqfB}V&XwUpJC>!fB7%pxkCmPi@))1T%&KWo}mkhvx{WAa;dm@EMwkNub
z!5N3k*lij{|3=l+Fh=S5x7HdO|J>f$`JYK4Q#QB*f*TnI<H#6AflM9H5M3OZ=ti=}
zZEy#8B=C=D0rJFBhb-OL!s7AHG(J=BK?r0B-sYe20-kgGCm?R$3I$MwsfYvMd;a^N
zb0Oi$&SL;*zsM9U!3ImRp;1G?I^)RHqm{`JD=Zmr4M6}y@E>{OfOQ{(M^!oko=l{H
zB3s+zoUvpG@W3|>8+~oNF+fv_jRJA8`)6Fp6cxfZ$zFx{Zz5N7p;#jU6;&dVaARlz
z_Q86XHi`{|{s|g^G^6m(2vP^j22To(KnCp07+5OXCXFZD=wts5QIE#ye+D-!jej5J
z+9aY2jzsbLXJ{@XPyIVQs;d1nEDG?%zr#_%<DC9Q18u2~j2d;otdC>1)W~q8P8-Aj
zXp@H`*6z!dk*UB5Pn!W;up}~W82wRGF*0F{L7?_9%={7XvI^8m3ZxB8NyFErsdK@E
zXT~s~!l7X~0>g!bv&DPL0xiZh8@c?|W@9>QpsObP71Kbo4CA1VYxPywqk^Vq5)EzY
z9I1zMop}9wSvbr}8WToGo)i@`S$z`L#RX?GjPm$f<B**SfIHU7jV3u+eL#yQfcSFr
zU*T8-=g8X;NnWye0&uWA0qZmY)Y$!hg=F)^yO32Q*x-SdR7V4E3!>QLKsH2cH|j(U
zvd5AEHwi}oITLO0z;Lz!QHUTs!P?0UILe+v<p`c&2VAfvlALJ}CLl!L%_N+pAyk<;
z;U|i0`1&MS4uc*WnZs6rzU@@-Xgc*@^v7638>E4=!DB%hSOV6L=D++0RRRpShQ<U+
zXgW5IJM=m@PA#TVrcoyX@I%G{9@p@z;HOQWlt;#xn(~A(L({f#`2Mp>0Y+v5glX3(
z0|PZ>5a6x=`hvFs^oXiDBoLq^Agq%U$Q?(b&bDL_;O2lxI6(WTx<>{PZ9&*E)tf-l
z4=K`5vwdm=s!wK(`~M{?vJ1`{keoHu;9&u4OS6!_uaFFfht+?U(eF4#jT(zl-Jw&f
z-%3$*N3~hW2}>qVK<#@C+dl%Eb{nS;_zBKf0s$~=cml}79&c?=XTCsqGR?H%NRwQq
zA2MaXl}`Y8(+~xa+K6Qzah?8?dkw_l!-Hkaz4?BpV9KBkNCJ!l{F^%kK!`KZJ^o&;
zQ3G6KI~-|(?oGS8Xakf{XZYc<Gn(R<faMRV#!s8&t%<{aJTTEu!0UTu@H<W+N?)i0
zIpN%a?TY^sY5ZP>N>@!!1EfgJn*l-0aJGD$IUv&#HS|H$)CmA;l5SkXA4vgxV{&g?
zKfk%X0&?pvPI#(o3}ggs@lJoE;%L(b(Wo;#>;-?J8w3Q9RKlr=fng_rVh_yyV;Kaj
zjXmH4Omu~&*U-7RSvielJT!sS&hKIDsOi<8meSGwLLrE%LK8@wUiM?{>_|8}+CZXa
zGbi9SO>@ovjQ!MX@&pp6m;F{mqT`0)oWlgX{sz{MP)42HshLbFv0vhoak)(oAh$`g
z1Z4Z46QlezN6ek*1f*a8LgCPxrC}mL1UF}^N#6SOD#(;5{SCT7&wf0a?1mfRKF9+P
zOxgq>e4ldUO|LXufTX)FmSFc+>H|O<h(slhmK+{$o`z*Yy#_eWz*@{m+L&tD@RSkL
zHJp2xU@4|oUckU2OhD*w&>b~BJ<Ty8(F6h{_i59|=+fC}5^TH_f7?k0r}qCqP(Z<v
zHHAbZ0P*jiEGs<O>hIJkMLM0L3t7ez%72J1*%0x6p~+Lm+u<o#ClK)VAwY}9^4%jV
zne?KWK>YMhKtR3W1bn`C{xQ&1p8(-U(#JnFq6AO^VJTx77P=A*Yb*gM(Ez3<H^Ri?
zl<Ad&l@|r41Yq@-CiE3tfXtUC9w>VOm`_cBk@4O*YN$!Hrr;>QS;7nOGyh^yXwqUx
zs$)zI7RXc~OzAfNwkC`0W<|kMewXa=Pc>YlEB8WV&{wGZAuILsmRW`&(Un~eoBj=>
z)vgokG^w>&Qb4xf#?2Z>l2v!ZZdBCA8H<5N$}d1bX*&uG1qlNeLF#yS90(4D!$oL7
zzcd>uZ=%84jPvp!l5EJb!_SQUq<;ojH5`F23j?D@fPJ|(`si2%zmx`+<cPBYiWc2~
zxOvj$$<G_%tn?^=DWg{Xjh1X$lW;(i)*S~V`<;RMBwC#@kT(Zvg{j5ZUJxWuiA@iD
z9E{N}Y^<e*ivwkWV!_d@JGBN?8uH~9-NQ6J__82HtKU;_qI|jXCCdhsH%mDI!LtlM
zjv#KJ$1m&RMW)ukSWAHvK-yjud!V3^y48akWK(OeY;Zt^-5F1ymMq#~ov@x>ATovI
zW=(M;0bUMZ&8c<9c))(R1J!<tST7tISlI!Li7l{z0j%(dfw0!rKtMqP*knUXnSdOy
zp2Ne3zKC)73LVZgO2^S94Uj(Nu>US{zqRWrdZHpQypQ7xW526!C8CQL4FE{kT7){p
z5n>=UXRHlK8%wswih=a;&LBlFNCWQ#Fzj0q9gh(eM_SMZ<Y!3}(4<q>vEpAq23jsa
zsp=+R69rHj3(UY1%S(r^(6yyWW>OzC=>S5W(C37L)RD?kSt{+~P>eVXr4NTo!4OhN
z)RwPxO$UP3HL!bWtQTsp)U|>Mz0zSzPwDUq`?nED50%;rO|OX)SxSc+eMet}I+>_3
zRh0cEantocqkaM&RMdtyzyRgVE^ZVs1qW!?my2{pf~xgyfLebWuV~g`GWJuChKZo5
zSbeGC1TeEDN&(>>1O^4eVK68P;y@&m!B7+$il8A&_v|RbfcceDqS{iNGF9GF510uL
z(YMv0)?R!4OIx~!#<d+;_5Zil^pDZEr{PT`=@W@gvg%msoJP$RgY1EUN&+?q(9HiZ
zaU&0nHm2?}z}rYs3wmS$&d~py@CaSmiLBz-lk`_d8vs1g(2yGSDAbf?-Q0jKP#7ri
z9~L2w0RD+1alki>m6eq^%m$6ZSiulDq&0?y=lHhcfqtoQ9R`YoNlL;ctdZgpa0$3L
zQUZ+?$J*M!fIa~Dz<)rW!^8tX>DrD5I#!V>3mZk?%cb#;j<5BTwZYk9-JF2PX_({*
zcSoDj3M!<&ti=Of2{jUtrPz~j)O0zuYGaDq<D1jv#WaDHV(QMt@w4iPJ*B$WH2bPY
z+oT54Bid3tu%xkmCcqh0P3d7QCan3&It&}>Q6wkc9*-h5r7R0aqEX@)sD#958`{<J
z4+4rQJEdX{BSF1AzQI_G3V@fOsqpZVU#^dTo*G}!0x4Ol6Gr3jmrJ9M0x|=(j!99s
zbdg8<8!?qrTk~(--9y_=2DnoMiVCnHPF7t*mk3l~!l2^1I6F5dEHKYbcwz*jk@|W1
zo6dMAF8~0D1_5}h^!TQ<yI*Te9VP$VH|>e3n!68|DC<#x1r0k{I2Z~=uGiKB4SxZ4
zd;&`E4mi+IFcP!g8S986Qf$Facq`yO7zVr}53nP{G>nHcRZlb~0lGj##mSj8!YH8b
zfXXN^0C*JExF^2`idv^23;2hG;nn;voTS~LYc+YA8Ji@3Sju`>0{K4)nF`>CWc>A>
ze?JkEhq?48OIVTU1f=l33@)0M(+w_QDAC^>)#3jt-ih7*wz9PX`12>Jt|rby2`CVB
z1Hw+gJp-z{04-Jo3R1pT##6u<58~hLH5G)$6y1NLtVi4yDG(Bj9PRo$jW9h1GeV>d
zhEYxq&*(Ek9QIQHD>o@}|F4ti6dE+6iBwbcM{6Qf^5+N<D)~d2I7Ror*qn}F@J9=g
zHYt6--!p|q|Bw);=>8WAaRh@uUx-9UHK1GoZ#`ZPK%n|BF6>Vg<y1&ahd@X1`18f;
zWb+${bt)vLL#(5C{P|*?2}AyD=Vyvw?pyK&KiSyQ+xqFy$3NVIoe|=2M&yq+r&GiM
zKctB>VF>WDJlgWc|30feg&725$(b<ZugI_d2L9@(`#=5j<1jP+XahSEA^!$q9d-Yw
zTdbpa{Lx|^SzY`oD<Z?N=*6Of{l<j)SJ3#y-Ygv!GeR9%E}IeR^pqS-a*pT*=Xe$S
zf#lwdP=6z#{;bf2D%2kgUxu4bTF99O^ZPffri^LoPY7jxhNg~3V;Y3|H>|FV36<!m
z1-!Y)mAa>cz7S~Itnd`rOqYnqSo3#yPfj*d@b-tYN<T-7r@&^qBt6EOzeCbLVIAgY
zh<H32(<R$KJe^NxsDBd+O^?QmP-#0CCZ3rwVJ4jket<GO`a0v$DtanoH0Vb7jQO2O
zQxGWAxHDo(O`VBoak68YIup^3ufP8pj?zp-`wiz%eaD<SMPxB;an4u}`FprcBdqy5
zCfc#Ejh?sDCg~}$nJx!;44FS#(i%hp@n_XD4Z|8gQoeCH?<;8hV%gGRF(cFwKY2!|
zzsbrE-QXOrVn2{bo)PNrCe-l`>JQDZKSQYF(U>mt`-g8Brqk4)RQ>cbMEe^Qw@qTq
z-!aRMd4j)%U7iw~@7HAbC^0{>V|+}|W61m+k{-X_GHq6RJR09G+yC@7fHB$r;mbaB
zbc_!5v6u9G@7~8@SmVLWL_X87Az((R!!J*wC6nox@pqWt@!sjQncwkfOqcncagryz
zr|0Jw;mIERbP0IWVgFln_h+pc{0upd`K9!8_V)|=|GAT_VL-6PW1ap({&)-my&S%I
z6UbM)|3*pv$M<55>;6yE(lO3YD&qdud36lJjO-}Cb`R_r=VxU1$Gr|>M0Wq7;$;lN
zf6%)ry8o3n^A9a?q1U_dLBKD!nd7_vm9qOA_GV~cDfT~XJIB2olnUvG^l(ZPzFCfA
zuYUfa?CdD@f11xSiSsiu{Nv`o85vUF#6Fy#o6*BbqhZFD4i{(Btw8*O7wb+r8GWly
zGb6+4IALH?9sP_9Y2Lse;?vMPJ!@xY{P<HmCOUvWRrkmGMAKW@U(+RU^2(R;^8aa<
zG_y6M9pg5DjoF4jL_20=IPQR(8E?^x<}uHB8Z(~8gwW}qrj@ZBvE!2@zzL|Mt;XM=
z^SQ^G&gkLj(#FWD+>|rxC_lgJOq8)niN5tj*I-N#<3%+iL*Oi$DH%8uwW*A{K3~)4
z>Dm2E8`;ietn;t-_^EyVVvnEN<*)PjM>uOW4V<<5^_;c(g`A}sla0V>+@K#ktdiQ6
z-n@THX$Q5<REJ}J<J5ov4yZ(|H$}i;NLv^jC1Ea30?z-&l5y)n6bf)aD}`u}Cs07b
z?l3S~1SIYRk^qU5Kqx3kTopJH8~E@9PF)0vZv??4VIXm3kQ0_d0Eyd<d^&^p>G2cS
zR{&EyDf}RD50ENI+z2F20f`%f`1wbP9zSh;%_5DNEPB{r0NqhA<J^$1L7~|-;B0gp
z1vvPUzUBYE5SNPg%ov#&Bcq4GQ9tQlM?*dNc4mys*b&^nyvK<)MyRj!2TiWS{T9!b
z+MeF>ee--n?Q?RMzk14nOQ60!<$OW$e=_TQ0sqHMJXF-jOa0&XME|FeLf_f1A0vQw
z@-?@F%8CEk==kHt#bky4pW2Yg-TmsZ0Ym<S{TN2?e=<6TLH}{%V<xB>4sK?G8k*la
zrNcTiw~UUCnYo2P`H~QsZ0u*|mYKQb%lM#b%S;e6DQ`w)%m2_3`2zk=az-YtsnNZ#
zmp;_^77OzgSmVKb<GTsIg2p#`wT3tn8BZigf&Sw*J31`>=<*dhI>t-m--Fc|q0(m)
zr)T|+rhH!!1W<YS{TYa_z#2a`zE@MnqcL5Y`lr8}V6-rQyexh|PpM1v<AHpmK&M>W
z|3-1n6i3VyM~sf(KYGTTQVD*@37XNv|NRloH0wkwX&-wn26fqbqS5-_l(b9ITiIXJ
zrNl4ma%$IOMmzqb4IeWy99P3ab$&I*M)1rmMYI|5S?G<*x2#@|XC!^=iB@o|B4d0_
z(u}t_<1Nm3i!)nGX112hY%Q^s`mSSwXfw=om9+oAD5IaAn)YAM+Fw~mKeZ=5mYpA;
zLH(g@!!Rs*U+kMbxv!w{jlSGZUvl}w6S-7wPVuU<9~LTfT$<s#ggONp(;(D8^u=rA
zytA*U$PWv3ytVr-p^m%@jb78IL8yPj8`;K$I{s{fX%p&rG^R_afA|p#GeV_%8$TU0
z{^)eq7#%Z?65Yw#f4HOcA70@-Zf^d;xpa!|f3e9O!QhY9%qd*VADTaZ(94~o`(G@?
zzrnkmf{Qak1eTG<wn+cu?&s+_)^TQM>&(v9f7{vmm1;lQ686tJ8D-ctqmM?vKboC6
zO&wS#CE3_YIpIOnkMBx|(=7Fjr11nh*{_-DF*{CMxE>28#)jRD2L>!h&v;;?Zyo#J
zzq(|Sy3TlDlE1vLYPcv+5j$o#q#>TpF8bPbQYwJ&M;^5%(jyl&wXt?MvMlh5sqq(R
zMrRn7GLCFb!n;s_9Vpb+!xwdxRb-igMp8gCXB-7P3YY%1CExXZoR#~omctLvwEqF7
z(KVUjA00D(;Oh+ket>CoO=kE<$BZBNI>WyoU>aSM8UE2R;|IPnOUrq>0Pl>#Q9w9?
zjSRmBznm;HGw_v6A>pvj)Ne#92WA*X0t5w7ze!7jAV3I1!I6MZ;O!YWWt=roy9<J-
z;|O*Xdk_+ZlmyAjj-bLk0>-nZ*zA6Z04DV2E4`liy2*hxvjk@MUzLfv>E`ilg>OvW
z103_t=*>BPj;lpBEoq#8R*{okWzcXVhoFv`Ec}Aj_0Ro7LxiE%k1U7UW1po*ecX+S
zK84(+7qZ2~r!UO%=0H6<g3MrFnjhDG@Ljy`JCl6*V*kERmJeQk%&8yL9pu&ez-!kh
zn|OWj^T#u)AJ1GMU7D>aH}odf5F=<MJ}+VunPRx%g_fK@W?<k##z1+^dUN}T(kiyt
zlAcc*j=ufx>aJ<~G<CHrh+j@WygHf9tgvT~HF#rD;qgl6f|zolkA9sktJs=``a}?U
z*^lN})(jv?O6PS`$bImf9FX|H3m?;sybGE32H}ls7hiV^TDKaL$nJk-8Sf`!e8RzF
zZiaj&eNpB0%RcM7Lz3^x`3+uMnRr>}c=KX-!XeEw_8I$RAE{NEC$HD`xBz4ACaysh
z&DTkl5($65iD~)6qz}4-Hu{kY?+iAcL|I&OGFss_SNeDy`WO#cd{v!XyOUe}nt>L7
zbhX-(yB{^qmA1V782^g<^Nmf-19v?vJ<{EsEL$6^+AnB59nzFN>%-^jdFb}}&jvN|
zDgHkFhp)VGD>pn%((IC&&w+iKvQ%xc@r^xDW23wBZ+R{g`yX~+*U{Q36M5Nd`5T>%
zo1NbAELYz2M%h<K7)IDU+}}D7&}zM9Z%29UUG;LO{@L+Jf40>PA^W$qRn%sL29jeJ
zp7VT}CSCe2Xq%7sCgugT4H_M(IWDD7DrS9DbS=SOQ&{a7aS|Jye08mdSF)bLoL*_l
zmT+8|;hD5^c=d7{E>#Qdgp47_6!li&a<pi44kd{~e9F(GalA3qJK62Mk{Vmrz%KjT
zQ><{!LCH$6m5<pvhWo@TcP-w<oHSgyFcI@=zF}`?kTL5WGoN`2&s}f6B<sAp#dSA(
z#{o_|cK3`}<Goikm%F^#w2vjHW-c*&AMB#Qet*pAxu<X2ZoR?xP_BIoh3k~&rwu+q
zQTh_w&!qLdlk5^GHcR)3zgqs;0F|~>x-xjx0fxQIAGF>$R(5Bl;FQj;XA#?rc5TwF
zQnNrOH|q!m?hni#QWFw<8>^Y*JJ-1=$rOCn_xj+z9%bf^!0cVxB9f%jofh);X{Q=Z
zA0D|U`s`Xp%STVC6S-EJ($8EaZa!*hVOh(aFSLbcZk^DHN+i<Ir{?Mj$ej;9#$3Lq
zq*q7o+$3fQrG$jt-q8zfySqT@o>a;<##oa(-5$}krKt-K9uB#g&_TX!n^CvR2wi2H
zaKZh}VS~)Vg!fJk1us2)PQ51IA~LnupUCN|Ty*5R<PP|1;>X6StUE7-=YL*y3VU^P
z)8--4xm9KaqZMSy>$Po}=vU7BW^F4F)!MCbka2zc@isN`4PUb9gD{)YL(FB)Jk82&
z@}DkTCP&uY_;hED*PPu~eb-uKD_*H`-OJL)PcZd<^d4DzKwQ<UNT)^{RCR~NV3yVS
z`By#oo~j>~yiDqjuiX|NY|!-nWLlTNp$|;meuB(uge8)-i)~Y6u4=aMmkt`povS>5
z?%qP3?XUDZ&aZ9LUvL^9eAigS=cZ`*{d~>vE}Zi$#OXJD&ZIZEfNLG4NQPZ=%$rse
zD3q;^zO>GsH$qLIoXv`1GvZQV(CU*K(h9ZG9d#d{5h|aUN;4aB*e*%rTl3NxvVOjw
zd;LQJ7+Y{-mbef0(Tb=~M^dmC@qy36-glqnj}2be?(H#veqg!g#v|8v&ufI|C}k~<
z<-Zp?&qVC_+b5x3-PNLRdOBnJEv-(bG|q-1`JZ3wD!x<vu41#zs^EKvP9|ipQBCql
z*#h4vZX(3=xZ)#I(hmHYZMV0+hr63-Z{K_F#^)<c%Wk`r%-Z1+Ydf^-+&h_w57kAp
ztHW@+70IfuF)tHKjC_owoY$XUeWQGKQ|57PQlZLCOK9;kw*_|tsyYfV3+%REty3`*
zsY@uh@t*(0EuzuMt%M2*D7!=T`_=+qn=JviN~{_JnX>mRd-Uj3+j7gZr}^FrCO8Ph
zab*tSgmsydQHYYk=NjG>pY{0&#A~HpPuq--<10>A-DoZ)_C{?xP$p~_dA>mEWVGp_
z2-fS;yL><t+*9*~UA2Aalk9sGyCsr#T|*x&KbxBwco#j#_)IV*F_XpV=5f2Bw)=N3
zF7rB8RU8lHQhJhl6to2O==hacJDvvY`k-_dE!Y(N3RXH4o4b$urS1zsKgN3tp5FJ=
z7jYJSziTyL|FyN?(2JimuW{HZ2zXkXJ(1ZN&2^`wTUa=B8EIMLmBEz3)ncTFwV64F
zR#k1%bw&cQ)oFF;YbF-QZp?aryMdgMn2NIqR=yTv*phYT;`YROf%|XxyeOA%tZwt)
z|1J}rdXuM#HUBZ^CWY%U;CS|B%Z~1GR%Ltbf(iOOCuXi_?V;i)n6f;dVC$znMYggx
z8ez;nTJM|A-StH<6dTLPg_`os*>mHBHB`k6jbyx*U1+2I>}@|vK*Ycytfz?gbRweY
zO?34Ikmje&L2cp6J1%KOiac&&BO@0kEjmypesTBX+(Z36Hv(BR?aUv0L{^&N*9sLY
zma+vJJz?rz8LD8mNc{}ur4)wQFUWL9*2R*gLbajh5!pSLcz5kBG%b)lQ>=2T3irYO
z`f}!XHtDH((MZ9wEN2~Vuk{AYeoWi4bBSYcL53gh&Mb}E9ZJl-Z!=JP*0(RsxD@-w
z>x_!U^PoYdPpA5A6-o@;crm*V+%fDFTe;_;<GM5n>781Nu{g{XOmZ0bhCxv40NMUp
z5-yGZaB_P|P9#q3^35vV-AnUipDHrj7t3qy=9YwNzp8!TmiLGQSHVm&?v*436kIy7
z&;KT?Bh+Xh>Q%U{DZkwl^%z+GJ>~>($kvpwOTAX5hpR8N8g&!oPsugChaTVmK&Y8}
z*)64>6lQBZ|47ZuvyXf|RJ|X!w9D^XmpOZBe4=2BQZvVy1Az()_Uqo3Wtz>b@u`oq
zsdeCT3il@;#iwfic~TDX;bGzA<jDI@r{AD+p8M@AOy|3LOl0GL%!|qc4C=GPtV0*s
z9rUq;Sw4Fp^c?(hQAVc4>@|CC3LZF{D{sYDaxY}h(tF$37i+xZY>?g`)s|!K%TYM!
zr(w;g?BX65ERgGYCg=2E<hih?56yOXZP_1dc>9%qx<q*+o~e)c{HS+nztokgh$zmO
zl3Tv*`2A|qEy9m3<gb?GoF8K&SRX64eB-JG%HV4D<D5Ze9X>1SN@ri{_iET4+J@V{
z-qeNLWu>_(^Q;TAY6yxhhoE7atC}<I!-e#?79Td&CBAW8ym(3dEdGYi$K$(K$K~>H
zDtQY%eYU8ybM~>?rZuVUJuNPAb>U7vTi_N8s@(-T=XAQ87l<mgJ6#SSq<M$OX*GwW
z$~vzVcz+XBZee_@^W0_4d|qMKeE8G1F&pD5-*4A(*A#rETKpvJwIMr$Q})t*Rqm)Y
zitcY_7xSEht#nOT;x1xz>s1T0R%^hL8<oYHOHD)Xt%>$tF78Muj1I=%YpuJldSWm(
zX1x%_e0Om6z00PvNePh9*ms*;war;lX6?w8ZsOX=ja&4w&n2s6m(p#AMCV@rmi<bB
zS9yY2;#wKCU-pWf^1J=2*PVZk=N?bnrHgt>6K3C6VLBdBypUUKRvB#Z1yY`vfJm^f
zSv7*O=Xn{I=ymmM9Z3ttlRCNak!(qxFYj#Klz!kA{2g&epsfv$z}-Y^Mgiw1uNGWa
zSs$^wuuosp{JooI?84)vCj)kxeJsul>3A%CQ8Y+w?rzoH1AQ7x!RzMFvs^0Vq080F
z*<;<so=JqH^X^SFtZmkQ;mQ@3p_1I_=*caZy!6Q1^vacQ1$LIdSta;5{pDsCzB`?>
zY|(05h?AP83(JypU8^}}+k8$FBiL9VNn7V{apiG+yfOIFnbc6t_4aAX8)}4;?36z@
zz#ckXbXN9GF%x^0F^9WyLwnWxOO`guGCPfPh1XfB#66xLU+c6FcR@JQ%i{DRro)&0
znk<No=q%3++l|4uT&~_xJ!u@lUuyW+aci<xbLJ5xR&<G1$otJlADhM$9Ze8RW)$dB
ztl4#?**yJm@CvIvjt3di&+oV1(8$`?9L?8Vaf`HLy_b=M&M^?vsk7Nz<@P2Cgw7+b
z+=o`!;9RNHXw_1p<RHE2#Pciu;!3U?x@Q?EZ;xdGFSln}*t)N4UHEy;OvIy$xknqN
zg-=*N5X&#mgbPb|KCr7<#D6SfDFf`)r9wDIW0+xKmk(}BU2%gvw+%|MUm_2ceD%GI
zRjfmZi1V!zbJW%5JdtMs2`@6h2=B8X@P0~vpmbqlXqnln&UAKy-2#Voiv{#gW?1B=
zSK6ds*RHx<+$Xg;B9~bxOloiXK@+<O-tN1G9e2a8e>&b_qOQ82p17vCx7O4?Zmqza
zEe!WNITp2O$$5l6g2Ge+N!eBTvZ8BUdJSNCCG3f2T8>@`Q2`oi8<Vx28oNv|v)P>c
z7FNa|WeiIZ(n87DNrc-i397T#aaxruEOJ63jPH|>g7oHuWUsaFcZ&#bOi(^K;E!1+
zY|NPeE(<x9Ya&t3&y;XxUI<@Dg@#|kvP4%t7^bt}ynQ8i{6<$?!J*6D&yy~rpOEnn
z?&(}BM+S)mVQLPW?Br%BjMy)F#jdIQ$^O**x1<Dc_4Z5fs>VH6c}qaa8gNohxYv@+
zJ+-=n3sPje-?29x?K-#DXXE*2rZ<o1Kli=TS*#FumoF=4SN0K)g=XbePI~xk+&kr(
z?5_3N^6=Q}7>8tUxsKL>uuV6d(wTEV=T*SYEPt~(i-7A&etwbk_N1jMNzmW#%=Lxa
zYSpvz;9b#fE<(q4fj`dO*q@ap8kv#ueyF3SN9yzOiwo=h_s6#?rkJE$+6+FboAN$7
z?QQ*P3766bg0D_}0!f+76+Fayl$=x4x^mljk?XJC%49Pet+dH74?!GeGhW^fI&br+
zC1FGNDebmT-u~5)Rw<B5Q(chEu}Ef4tYD9C$`wS%x{vC?<wmmwwl!-RUn=zZ6uS}1
z$y4t8D8Xj;YQtu8o6h~YD+AsIM(VbiOPVZP7vdrsdbJPN{`rH{<)@;eZOQE!oY~?c
zr;t*aS&FRSlpOG-h9C|$td`vNPuSCUh)bLb>#B@o3J&xK@d`Qg4Scp@2G<kU2Knyt
zDJiR7V)7h1)S5rb@d9&Rk;}g36Q9^(UJtG?-n_RsviP<5w&b0eXo6|Dy<V=sM>{ov
ztr}|~X9VDy!3RoiuiW$e0lq1pnW9#?XAfVMTgZjw8B31Dls&ukx%%KHu5H?h=ep}k
za?Ql^BxSRS?)q6=m&0RH?!J!9A~tR=hM2tNu(8;s>NfPwyw8a&a@wyga!YdtsH<yd
zS?adq`F3EExqTMcC*x4C4!>*eBZCHFYHp%j-I0fWdqt&Xszsu+i|-Z1;;s*fbE^_r
z+1FJm*fAuvbv0j6Q`^7>Pp$~hFf(ROdwc&@hmAs@{CfE#(Xu`f*FHUI<h0|<(l${!
z5{SlLxpm$Y#_pkzrSb%{O~yK@ZDG9#W#M{}MR#iEU47)lG2p_~dek~P*h=*lC}dY2
zAHl&&8}@d{u#iVC6xym2z6qT2@`C)MSLI6vQTqq3Ua6Ni*vZ^f25&6ty6a@1?#^3j
z{`8d&X>X`No5n^-u%JZpMyJI2cYV(%-Exe8UqB43T|H|)q@{IfK*iD1!98A4o)-L+
z!Qy3zfP;NGJ+SD6T`h@CgK2}!OOs_q&kTqt<Bpw^tN-xH|M15lu{gQN;?x6LLryaO
z7_S$b&KlkwD1A+=A1wEObwA2;-#Q=D;OjBLPPOXQKDewUtXT<L>lT8nv;51p+V}-q
z!zFF9SG_zXoxIF((_@}Fo_1{Vih3HH@%NVz&$OAV`_<>)dk{9yq4(H9VT~0!^K-gg
z6OSh73mz+3qFwv=N$lfQce<^tiZyxbKLkDVT-{vmzj6VatxAay+EKBj|787rOIY}-
zQ^9+4GFE0kx)!=9HXVPk(s-V2Im%@DT%pc&d#;`wyyQlFb4*~V9>49SqIGNMXQxs0
z<`_S@aLhF};oLTdlx#7wjzl|2KSook^LAX=xyJ<2;2g)Yr|CzzCB4L#u<(5BesQk*
z{bGZV^Ig(nmqb?#SPHyXc{^2B2t}6_qOMeeAk>8^5JU-Bv;y{1l0n0XBV7<g7e^+#
zk*smlOGuy<a7hDagU2coJwc|xZzu?bL4o0D36LZb2A0Ht%&D+Q01yxwKK#4_fk32z
zl%)NZmHm>PqF$k9r%XXGG!>REaCpUVE0`o=<o9r|Fi9%T)ce$o7WET7@;M9@26Rok
zjv0Z2fsOnghG#z3DXpW?l-MxwGz>uyMIs5<&2CBs05ykfgs4H3fFCdr44_FDXH5YJ
zhQp9x1dvoi!_Z(jToQzYA;1zS;5QsY`)$q)g6O$fQ2?Go)bRvIhzbY^QIM8~P&<Ms
zSW}nvAbJo3T{Y^Tuswz1LY9I+Y>0R;kz@yfLBTL66b-?kCB<RlNJ%7I94>)Iiz6&i
zA^_ij1l<@JG(P<>8BjD>0yri_0*wMA;TRA?0uIK&Fdzv@G#CMJ`oEI_hrysIhy#&K
z219`pO%RjNr;7JS(MO;WU>F(!l0c%sC?pJoLIE!WfCA*8&|oA6{S(kfN}^Cu2$p1w
zcL&3vFgO^7LSxXAh@g(mA0`6eH3}*LLP?;(k_f~Y5kN;^w4~%uAOZ%(ARx{J5|#{{
zVd@4)N=znTvLX0(T|mImV3-7eI1~<sB2XX{z$QsF68Hq90sQ{&g9sssL_=UGgrqnU
zfkH#DR&WdyJ4p!iDemvpXM`jSOg%3LiIfDxflm}d0*nL{0Vx3m!x0icfd+a-KqAqT
z^_XhMesl~W0W(C!7A6T;CF&4DfKh-1kO(Lk0p#=ly98iRNeKu73B{n`llVSrys1kI
z-^+KHBor(OgM$z-2{0PK7=eO=5db9!xFi^`r9TC8y20;(fFdxH2%ydwKgxN8q$C)M
zM1bHDl3)x981w+^(FjQp93Tt>{pkdF!_XLsi3HH5x*sKAR041W1`L&u03?6}%nk^S
zf`OrM*iR4u3eYErH;zEGA%YPoC<cZ=P9lIhNB<}R2qXsZHzWbi0RaZ20H`it{81>t
zGXVS%iJvhEz@P|82pI`OVc_CW7)Bf_At@m~Ne?ho2jfSH01oZ~qXFcRa4;H*03i@?
zFdz#+86=QDg93Wvg9193BmjEjqYU^rFwC%<1u-_+0)k1Pz>*S3kR)JEFh~gy!Oh7D
z@bBoH5P;oZXrH3J1g$+9pbqe2rf3h?sBdWxOe}DKACvosepCMvXebyk@RQpE2LBtn
zmq0?nfQvV&_i-NBSBXafu9YMTKDjvzpy(TV2mBc@6fiK8x`zS2!?(0YBEX2rtpQd4
zmd1d4iv-N{6rIzL`mYj?kVJqn5>vMSrv9l$2?|UPlln)0li-1~^uTCfUYyh%2Br7h
zzKT8^g8&Bb6wOie-s{(!O90dZQPAY>f#LKG+=n9o>LsV3emE2xu{qSJ&520T1Iht#
zpy8kih`=boN<RTK9Q!~vcv4jLD8QmW5X?}6B%lNU2=qX-ngBrIC5A&Lhzbmj1|l2U
zBM=q9gaW!xeH^#}1AYtx18M{y##&Ym)Od&rK+PHOnuedF-qI!!t@VJa1XJLvvI^iB
z;5;eRhk)=>X}s+i<G>et@?}hYxkkrn5X8mK)`ete1u`9@5TcB8$6MocRTak>Cd}yE
zZVEyJxS&yhGXw$#GVql;$pL=|z~!cXqJX0lzx9v$yg3Mg1i(m8*+cz9P(xl|;x`2X
zVZdaAkkFC4z*lO2)HX<95CA_>)Q5nJlECOiLnT3Iz`-1DkAhJf0VWm&j0{>}MhyT!
zC@SvMUd)022fiYy9x5OTB$Dc74}T)4Aq15M;5RUr1CIih7U&lEiUuNf>gCbf)b9wO
ze?TjNh;IZG@F@ZOMgpJIKXV|&1$=h^QL6U~xB(-TBtQ@}Ca|#(7Z`eK%G9Amb^oAB
z|6E~$0^*OUDolKhne_FluFJys>eij+^lm#_{;|?9*;=H;ZI=E+enlIG*-Qv5Gn4f)
zo59r~K_V=3;HAJhm1)9^40(pyu2(X;uVg=aeACx>0kNL-<INi#*Wc9TGMiw0hWg`f
zz8#W~c4$=GclSl|71`@U2O`S6m&WT4@sNdd8jck6u=ezM^O8S)>||q4id>0xdlDvZ
z&Dp;?|KiKb=eaJO?-fgf>RQjfs<N{_>2l{PqgR7nt9^TK2f{vV+V}i)w%Rjpd$FO#
zCirdYvNzwy7Fbr)i&gX--jWsYT<83`uycggCHcB3o*(?>EIkrBUiCS;T_HS6wZ2_h
zY<jh&jeD=}2EOf5JLD~imaEt<t2U_cZeQQ4*vivzT4|7hF*{ImyCU~7(7|A+ylNY`
z0z<iFc7puSXiX)i)pe6FGe@h_lM@L`g*jR?gY*5?qn+6oTyy@g$mQwFO_lQqU4GfZ
zF5%wwK|AlN&*KSQ@tP+liig0lAlS{!cP_<jmz5CP+uZ#QDZaj+cig!ZK-_lU_2f`U
z!;nd8eSVdR{Y!q1y)t)Jb9jj-BG00QHCi=V#T_uGH{kV%dMp_`ymxy?dWU((^#!bH
zU)l<(SkX#$;LSK*Bkz1lLMQf|ctzx4a5v{^)%Fvt+I@#-<2Lf1V%6C#B2XCB7X*(F
z)k&;yEewI5nODJ7xFhw{1!2cR29qu|@q3Qk8Jo=`0xLEjhm{`V&M$ht2>j$K$R%&3
z+)jVT#`r+Cmax}8!E?AoxHKR~#QgSt(B{z<H@W^YP0)37%#jt~WaE#`sYh`ME8^^p
z9i+G2?%gjM!w?hs%&e<<6)`$X&{vd<Azr)Rb$$!O7T+y$j_dK350Cr$v_IWTw6x(u
z@OP+cWWnus_{KkPtX(eqW{(lna4Fx?ycbncQd=BaYru!ic5T+?GvYE~*A>#e9<Y>g
zr;Pc5)8~fxj2D!1>@_=dh*9mpu9FG)c>B0nxdpI?4D&8I*LKYg$t^zlwD?t^dEVTI
z^PFFEbDV8h-*@T(#*opXA)#}9|NG?V$b=qq8#8s&R;L$SeqJo|FZZg0kM1oBDU2xS
zUpxN}Bd_zvm79e%E*?Rj;yT@Y+Q#ncOM`U_52VURpPomt>R4edcx7+;+*OQHOLf{R
ztB_@8i$q@I_dQ6xb*uJh+o1%RHx5S+tbMjaFw!$^(D>G21&brna><hX<}7<e14T2B
zYC^(FnF3w*godywC)Q#*RzBRm*i{N9tq{X)$;=p;=X&vIDBH#`eMQ-$_kpCCQqRid
z``HagthtXf=iI)la$mi1XA0<LQQFqqc*-2FnjkH+Mz<GRWN+@(f?hMq<Uhb`^ma#o
z7Pr5UsUgR+s+|Yg)7SRfSME@g6DZwyu;~3sPWYans3%b_NTc^*$0*w<R%RqCt2@!c
zhxqQ5JSb6(QCRmeX5ZcG&zjOsd&b=7z2CNz)qdkyS#v&8{`G-bE>f4an_3m!w^4l|
zmOJ~-Id(5-;iI=#GTA&Dy!EP*kK`q-7xY)U+eu)kwNB<|4J1VJMM!$Dq)@KTA;9z-
zvzt86by+lO>*x)%^j;^(4`i_Rokw90M}+L(<YkO1+!}POdqGV{MI)$Ac@5&Ek1p5-
z)qFCnSvM1{U>ovQsY5uK=~3Hm_AIv@caM7)*lAt9%)*GfICydO?D+CdmxFP}E7-S7
z@Q@s@UA@JY8mE|tv}615`laN?S?PXdp7r~;-#`AW*$QVp(0hc;yYC_rm&DF|LNLif
zx4n*FM4I<-OV1WiL(hC!rsd2cy7L}2$>7ABIGZ?8*TkW$uXq~|ND(s?19z%;wbjJ+
zv@J+mAMJeNtwSoCfuB;OgrR;V7w|uuDtR`frwWtJU9ktD_u0b-4qaf^?umaJ(6J*)
zJJ2pjpN}Peam31F%a#&6pFiY#!fMNVQ{Z0d0Rk$s*>BZFc}rKL%|@GxPajqAB5VS`
z%w5zEK7TUtWNT{qx{8MvopwrO-pC<ygNoUio+VgaRr9*A@-4Q@;7tS54QCk_xd-ig
zptrml3fjHqE%Ic`=0?NC>o}9=N8AhWdB8jG`jE=d%ZB#eO#K(0OVv8BzuM-`3&w3d
zR%bXjr{T$^T`rQ0ADveZ+-nuCbLrW4mv>oEURoXZbx1{blf`CHHSrya_Mzw4E`Ds6
zbgP_mKs0m1^#vy-oI*Jd$mRL6`7|F<pJQG{9yH^oD4tvT<iV<54^E5qg+7A;r4ngj
z(VuzJ?T-5-inip*awpW;?hd?hIu@7cdga_j{EfpxNdrj(tvK;h!6&Y!pHFzDJD@%2
z=^dE0a#Q^3ixR22r2E+qSVMQ<PXvl5`Fim{ZU@J+wrW-F7AOf#+u9L8x=OLWbg{0v
zc$dl!5`XE2<H4d@B3c+oN}=$*xGcC^n9ci;UB1ZT+m1P}(mbmB)t?n(%o(5V43xJ!
zV<W#}J0fGx`jYmhBQBL6&1Uua>2OxQ&aZhC#pmbUUio;?-)(QDht{Rft_|rD{k)af
zT-4o!2WKj;DM@W?eY)PVzSX}H&0VlkDtYsPBuXZFXl?nR#_{k&bD7VEUEqp)PjFe6
zK5OBnMdZ$O@+Y@_S6J))^OA%Zoj+ARU9?Kzquxgu2CGBXhphNRjkmm=Ytvzdfg+?R
z9w#1GZOf4GIm}}te`MvsWqh_<@#%Bb^D>qM1*{Y+g=AKzTwiE^$;AH3miFEioP)<c
zT&>fSH4R;b*mpBTv)rLRsN3stuYqSXCY&X<*VLrC#yhqsw4h(GZ|Ab@K0zL##J$c+
zTZPPa$EQ96mwC_aC=Scz%pwnn9>^A{d+8;6VQEL6&C_n5fuw@hw}dth8Lc&8=jK@6
z;D4*KoY7t3iT*n+%)o|MMdux2S1dH$%Fs~MQoOO)Q_HnX@7cm_d%{Y$KH!jj9C#p^
z0^S|X-v#p&P4+r?A{V=>PD}e?`g87v7LynIp`Y?aUn~dhZwPp^o$FE@+~&ic^1!p(
z!^unJEu)fnq@R|%p1CfU!+^KgwZ!bitulcvZJm$8!!qL1OnTUwEvj$xHBlVgnHx3j
zS(3XikO+%~7cmW}&i&LYYHh~&VO|KwBBVfj&VI`aZ+AK}CbE85#syL`yOl1l<dn>U
zmy=ti`<(4~1BirppBDK<#bn7s>CBLX*JN@6%T<Ox*V&b`uXDy&wJPpSHdMRJXjaBu
ztD6^N5EH1gwC&|Qwv--Ge|I^b*mM3W3kx+!thZHq3cKG7EMTo6Ms8d3=9ustImslB
zifZ@eAvfgaS1>HXM?^<N@9%BL3H!vzzJA5m>R&UI?z3ZQRDk(uqnuMBN&8Qvn)!jV
z6}?i_P|yGdhM;w-j1T&EK(6x_%SYW3Stl0#vbZ(XA38srJf}g{$8C?B;nMb)A%QI=
zv%OuJZ_f2vM_3_snImTbWrdBrAzY16F;7Cfae;r3%dYGK<blO2LLwGyz3tD|$W^QB
zXS$ogb@i+Hjk`OUJ6}pX3QY~a%sRA0k%1}x;I2-oIY?HcIqTahc=h?CQAfItzj(B5
zo74P3N~Pyqm$;kowJ#{n2OK^si4gld3dlTlqOEMJW`#6-Og?0}*y6zz=QX#TE*{im
z*?UlBo|;VEEwP4qnMW2NLB(}YSdq}8$V>b~Tt-J<GWHxZ8RTxQU3^3GefL3SKJl%G
zlGsIGi2A<Mw9E?55+GD>dn-NfLcVNb)0xz;rglYZ@>|Wh7p=2f(lj=7_ZsYZblm47
zW9O^1f};#BthI=m08`tmN={+ORYUl!0g>ChTP;Zs<l3`~Z{F!6Ltuy;t*{oxEJ^!A
z1KVHvzJ^@rX502zb@BU^eCg^Mbw^t~wLk0G9?RlN!me@3y-_rH#5IBM^;zdLH=pfi
z>E^w1(A#sZ=XS<Wj;N|?_Z1=6<v{a{i)F3$$&?<Qv%YilhyC5G{Wbjuj-AVGI2*e<
zo@@8IxV!^F%XAmdL*d;__V-?OP?75ISGo8&iSae1r^=YWSaD9(5gjx1Eo*<@TXt6)
zxSCg(iL^TN*`Iq`xSaoJl#=9S!IODc3o?pN_CQ}>tms{AnQKt1_@ds0V{VyEfJz{t
z-u6n6wBM>A7v90eEw6b93k)5PgwHJ~a9xK95L}?#DAL?}?NwFqO)Z1PYvQ&yU-B+>
zc(qpH;OuH1G_em8(g@39y~Ke2xPyW+&69WPdVT5<Omom8)T(Oht7Yp`Jq2HP>1VBI
zIY-Q1WaPMFL7nZYy64zByC<)guR?!<S?<(n+UxgnP*BDJz1%abp=Fb+mZO%VvquNY
z%g;f!EFhfK_Xw^r`ld-J^UGs`#e3AqMnOly@oqzdxk`sl9Y3*<^=u=P^J5n?{Jh<b
znH8;vFGp0lLg#1&YVAE+d0B!aMp@@6&)`#5*{*W^JTm3T#wVCLWpms$7nRk6)K?K1
zq~3Ht^qy6FgPdY9%P-QmyTS5o))FMVf5|~BQUB*JT(aV}->P{2f&ByGO%`8e@v&1c
z1l4pI8E#0w+VsgV_GW-<R6tpmXk>~RA#+nfMd^ibz6;05r%u25bn%7o!v*IpGIv(k
zNY@`bA{LgH;MpwDV3jG>G52VGSwK!>higuWcn`0OU`IaBHH$25aSykX`UG|-iCtA8
z_{(qQDmrrIQZ++n&1<yf=SU0Vb83OK1=$L}pRc-S6Qg81NwU{7L?i0vllwB|Yb}np
zo>?5fGG*T-_ho_Gvw|Zwu9vLz3Hq>ER3`4D8PfUL4Li<Hi#{R3>-^GKQtm11G^e|(
z9*#)MnJu|fPsdQS{IhcVg8pZcp@$qU3-K+HlRCNV!fd&%$-3&NBa4dmJU<(D{-6Pa
zoA=?G?HEQy&CGag?ajIN?ORcOs}$XN%-=j?_da+6hdORex&`0CxKA;B$I>+$ZwM%t
z+Vpcb%<;=lHKZ)@dE};1yrKQnXU<f1xm$)oyTsmVbtdw4UFNH_3-E*(amlWT@lxn8
z;J#(LP5bdYXCvou;`{;^>4)W&1<y7w#vWaKltYnnI_*|Q#rcAZdeSWRj2DF$@MwQ@
zu2Hw=b5iNM+s<Cw^9hvWbBgx?pT%~$Sk$xGYt2O44d0$!vw|-#a;3naq%2g2h25pN
ztB`w1eNj74zPWOPJGUF^Aj@6Jheww`yB`40fF_^nY=pkM%v2J{<;ibX5);a;x^dt>
z@=Yh(B1vAxyLsn$3z`M=8<TG@JLjqQNRk{ChHkvgBCJc&B`@x<JZutYxQMgUqyM<Z
zE}eO^B_vos@-K{5+kq5WrkJb7yE-Z3hVV`1olxVmp`E5R5Aw|%6mp-}E<`UW`7C;S
zgV?$^uW!hzAk`wA=Nx={bYFn7BS-AP8(N@#HkDr9_K2oPu6eOr>sRMwGwHx?F<Mgs
z%%s<1tBzK()Z#Lr8!m!Yt}29S#JwiSqUAsHr|PI&z*ycDeM_;tdj%b8R;62e?)v}H
z_7-4uY+JT)f?IG2?(Xgo+}+(RxI=JvcMnc*cXtTx?gV%Dw{uS4o1DI<Z~xuze;?oG
zt5vmX??u&Ga}VYib5z+2@3G#krQL_N=tL1BH(NU;#Hm*y&o~y~D^uu@JVA$k6lq`k
z<glbV1#c8csdSoASlDamy9lIgwiqs1eEO?fM=;8B^79JF&zCJ!EnsanYLjXVirVYR
zt3H=jAa&R(nevUsjlfe{L{KW}S|5hP-GxpUqlc3@?kQK&$kX{!K7`a&i+5XK^{jC5
zva}b&iKiPCF!;1&kjw4oR9}@`h^(j;(6jKeNh9Op!SWDaMP5eU5fCrQ<?Qp3hbb^H
zB8U2}<V-O-dS_Bm_)PVNvQ4oQ1)P<LuAeVd;9QBV!)#k|l(E&p$J<QT>G4i}n?nQ_
zalpPi^`6(=?-z4ei@2IbngHEJ^j+KEDH23~3_SYEyjL5{ZBOob2YN<>dS#2m*@@h-
z@NVj+c6{aCRXX!JWZI7r9a_b>VJ)oQf#xeh_xUVBtTR%UHMtAp6P54{8jd!@wG>;u
z7ale+QXq@6oEEL`5q$3w`J7<MtX)_)S;B%Q{E!Y>t8TwR=2(BvVdy=;#|uG2YM^;;
zFu8UITSHHQ!yTwOV{B4!?)g&JWpz`4Y1u%kGjPC!YqDeR*V9|YTf<a77K@IB`iM}9
zl*cQ7L4vc{kIo|<qA#plS=*A^;<r*JJox2iwV1nFO>=M2OvjkN_U_^xG^U}^9&t4G
z1JY?Ed%4lt4QvLV3gjY$4JoiM9VRWfb6VW{M1LGjh_!5Q@0!N**I75-XtSBky!K&F
z0)@>KNaleQ-btJRG$R=8+cPW`G!-N@{F7_E1_}i_xGEcgB`LKNPM@cZggJrzZUp}=
zbpg(yZ<w~!z{=T9IFVLPk^1HY_I(eVN*9YmP_D3_2Uu!vT`Uz8^f)#Bj3wwE_cmLX
zqwZZ|>x@P^89LX77uUx5jWKAY<)<Sw3QXFI;%!EWr`}crR;310!w4RYcaMj$@ffr7
zXPuY@`LmdHzkHqJkoOi`q2Qor;CXZiFD!8jhF|Hdz{^usMpO}g=ccx}II-q(;ckZ3
zv}s$H=ly-a^%%^FUE!SC1MeZYB7mKuwM9j%-)+K&dq3x_u;WEadahq^wO3}qr6c+<
z9Yde0OWCy=Hsp5lg{N(^?HqIEnA|;f(V>~4k)mis%PbB%nq~-Q6lyf|JE=WWNq#}F
z3mlr^=<DZU9<|REmH6-2QFizD2rug2V^&%rItkBw_XMc~fo^%nSm)K0N8XOTyU98@
zdT+2rxS6FS>yvZ_%xl$zqgRLyZ^Q23>p#N_LpA=`fON4Ox9kPmS7JK;X<U>xwzG%}
z@h&AE%N0ldj#%$m4;Rv$Vs^@j=<7=i^Q@nNCT5uyqMp91e3m!iR(KBDYVX}mXSADW
z&}orPJE#Gj;=-zTEw(}Wp#L1T9Oi~zV;@lx2~*Z7pR{T=__Tci?>icOsRm#X(U|(>
z6T;wg;nbdrq#B)AI>dtH_{ZMU1zVy%oF`pu=WwURJ!h^F_IyHHwp$vg9`JgBr}P8h
zdu+}rsW>C<Cgvee@@^(h#gQ)iPJ~kO11_9Bakr14s)5a4y_)QS!5P^=+^m7Dzzd(y
z=T>3vk;cL#cKCyJf~qdwZ2EbNPy%W895OQSIjfC7?nkx~zJ3U)yj3|rN*{vMQYV45
zxeI!CK7KyVM-RS#*;w7n&<KH+#%WFHo>jIA%Oqki0&9!mQy{8vc0;!Kc-$y1@r3{6
z?J<PRy$sZ)VOrRfG!j+%0K4$Xr6g;Rei!-uC*4FQYUKLPNossfxyte{gDbunhxqnU
zFz9(W4BrQ%)g&otk`h=25Rm&&h47?qc(2y=c_&nBVsnZzc22bN`bgTjzZ>|DRTqd`
zxYlnR=P309ok?LxOfe<;_E(!rJShxPDoJ}XGiB14mq{mlS5O#?>c@P8?nuV|BX#@N
zazFsv_*)Y9PtN{l`t~251J*x_0|D)y_GfssYLa{+s$!J?h2IIFr-h!0Js#7ar||zN
z2&1N_10=VpnE)R|&&0xxM^6vn1_1IYK6`_olCVFTv;ulIqDE#WrVe;4fDAPtga7A2
zYDNHWPW$IWR{5+<ER67|0U3K*1qUNbWjp|jL#z59XZ=in|1r*=o-BYY{vWAn`QLa+
z2D)EN0-)!=DSKoA<huV^^@#VY>@gx<%Y2y*Iq>X-vNnw0ZL=RYHa!u3P=pc4Ts@Vc
z`FpQ2M@{doMNo_vubRwC_s3Nza@X8k`?Wit+%TCabFbJ0jqQPX9~TBG*HVS;@l)0W
zXIpyO>FqA$li}nM!xuAqN}MAGtu$rLvBWE*m<E-47qz@61LMcy4m7DzbM4k72m9XL
z8rO>sj}&)LwMWV;bEl3qWT}t$)78%xm8*NaQT=eu-^X2B8j@a1v=<02Y-4PsI#Qd5
zzHce}&-1}A;GTwBDC0CQM6j}Hp!xBP(9l*t9_v`NFlm1bp^{myv3r~L+nv|a&Ptub
zO6)7Y7AB;3sSc9T$kGg?v_6+LDHsb=v3;mg(rD&Uo?UaO7u<*#AYkO=?7GyjgcXM2
zAo)I$`QzjO*JiDPCyRoRpitnr(8xITb6n~dg;oq}!x#_)di8~lDwELTs4H)cW$Y=`
zYn|CjUhxj=&+}we5x#g+28G5&<ewu`vrlF1XMh~{6hD4NEt>eo_DQG+9wnC`Ua*fW
zAeJmbp3J@f9ww*=#L*8UholH|2ASEGqC2ct!XGUp34#`p7Gaurn(&9%4<X5D$>3zX
zaU@+5J=8AAZYtjte>E6J$eNGFP{#CQ$Yc8H<mr8~^0J{9-_Fqm`1$x_mE)AB6s8q^
zfAMPzX!G+6@H5C{?R5$D2>smt$BPfJ%}3zlPawb#CKTuo6AA-~j*O1TK*m61C~GJ>
z_;oNknlA<)-;Y3GivdO{D?`yLZsmuA#C#ixbx9`9(b8#?o81bk^HUnyj}xWh;o_EE
zo>TUt^<`;ps@8P}o*?L-e9K=K?H`2PU-boluy_B^8U880p~IsUvI11}0xXOGYse6=
z*vuSUsYL;zMm>9@Kl}f8>-o=hXs8G9tOLXV`=2BdK$7s200b;xMQbH1vp*_^|6E*u
zU2eaTbpIg*`cFgrohSOAjOpjw{1%=53}668QU#z?_*3xtlY&xkwFd+VF)L&1KPX9g
zBNH>gHFU)z;{#Md8<FGD%KQ{|{=76~|F|@OoeGXNHWo&fKjRYJ&mi!Nb7c4@J*)vx
zC;=`63qaxq;K}~@4ItQl@?-yK(9{3q{{Gow{Dc1ckB)ybX}^xK|K5}NSI>X;0I+|*
zy%&JA{H+CuroXiSjN<RDKZwG=43Zu|9RJn>Ae8yl`WZ2QZ~gxF03;*7AEW=vF~(n?
z`p+>lG5p@;H^T6Dj{D!mV0t<RKtTUT6#f;1Pu!h#75i?_Q<@lA+blTzds|wFd<^68
z@B?!E74hEl^AAxF<M)9;KoT)keGTSEu9Te#3Juo3>-X&{SIt66C?w-SaC5CUNupX$
zX>w*w`?z(*y?*BARhi^=mXg9)IG)1T@(%tTg#YZ<Pp9#r*PG<Ha1ZEi+MO-M1>c%?
zm&&f9fZ)Li+GJ}=rQCR!%R%w>NspmRt=V(Qk6usI-r>VMC1zCF7_~WdxhlK^%Lwog
zz&I>6_oJCedY5<1|3&S?!luYRg9UE)?M7fhJqjNrj|mW-D}<=#f~G>7?l}71J3}~x
zlY&DO>UQ=nHr5Ilgj%6lDMy`$r|~|PVO_1&>b&yZ)T6l$NZBjqNL--)+c*gy;By!f
zrp95HX|%7Ift#G4ZWPEo7b3oTqCjPIKoz?P2)XinqVYaT#@GzSQ+Z;FxnstgZ+ilJ
zSF#08l<6xI+TbFx5jV&ReJrRE-W>=R-kpgj8Wdv#%buhuT~68(EX_kQU`pi?*q#e7
zB=?NmVwXKtu9;(@T&`jz=djDSi@(dhOT5du3(gX~xJZ^b{-YXWZuqs^%J8ldd@=4=
z?H1@MMZ*Ovt1H8urX#okJnF*>@wMsm(tXhO8~R(#j|yTlQuD<nGRsmHKFY}-pQ)F`
zPp~X=om!l->gO?x>eP_R6w2(&=2flh*UV08PwP%=+6`W29_y%AP|c<-oHUA0ke6MS
zH8pZixR(3sN9!%?wd$WNGU^L0pDeSM+N&Aeyt!wr>ef>}Aps%w6G@7xCfitb|L{LT
zj3geDNsXyxGP9qG%sYxZ6<<ob7M(&8lOe?x=SaVHor)5e|IlW)zbD`&6}WS~14_<E
z4m_<tB`q!?D#6)$b<SOGFc1kz`}KtBW1#YiPyMn_eM^|Tpe9owkJP$iXYDHJFh}jG
zuu+(upIyn6PraM!LrE=mr7BBugfXZEjz%|)5$9sr@%!74Zh_q6+CQ@0@p#cKoiQqY
z98Ee^_`hOwaJ**UTW@<!eS)5ys@q%=wG3C*T`HI2R4|`+GIch+ORJ}>QC6j`(>8DG
z`+~M~`u-?xu4it%Z2jv=&ZLuAJwm;0J!CzFM%;<}GT1WeazcH}q?62oc5NH6<z86*
z^s$$iHwZC4-DbRhwSR&CETjgaljt(@*OPL=<rB$6(J${T@8WA$Ma0(O+D!LZYFBBe
zoURmH#N%r-K3FzvSJGIDM0!NgljWd`!U`Yj?_Xr^O`$lTwlnVAxT~9z@$@ve7ovKX
z2Mr3n6X6vhLx_B0|AJ%aoPevf#(do((IIwr%3CeMlNLD=d-h(Wz^n1Jr|yR;LnnAS
zoN?>jHaP2$6VBR$h%gp;bXnEAAls9+LX3r=j;<%hR^HC1!A;;Gou0e)9ypw}tF`l<
zd7S=TM>dc%vR1!$YkfDbcTpD}Z=7Qd)InBkwc8UlL00|9l}{(W4Vf-agUe^_H~ZOr
z;0I~z*jzT}DSl6|R_rd#8<&rH^I;e4cIT5_I^;6LC@>&bXyl~Uo84;^R=eW6pN(3o
z6&CYX%mxcq4sTkQkB{QVgU(+Osd0KpY8aHqFct{vQ!~bw7KtqgIlFoG%|x7nUot$p
zc?@*$o<VWR9s%O9JGO=k!$_X3ZEkK*EX(i9BXdxZ^5@{^{iUT~#q<>FYC<1o2wF`(
zsva^~XMRp`P1-KoenBWG?##4%-~xGZcX!Ad*m)AGkPb+kGIN0P5Z-J}kS>%sU`VaF
zpSrk~R~I&!(&zAdmF&n{pZeww*#UExj0fRI#s)d>0z|aQ!Hdp-2X4QsO6DU*hd!)F
zk`8-g14iXfqRO9U_TF;SWJ-Ju_WK4G8!nA+m>#8t--!+N3Q$A$$;5kS0aC6H<K6b>
z1g&7!od_<tJU%j;5=*@r`vi{&ZBfz%GE+%(VOX1C4|eU5v;kh12G?Y5;k4UH=Lw;>
z*dkZ=7zyVrO1o%Nn)lM69HGY3leIvKvuGdhx7)YC-@`-s;bDMvep;yw?35J^v|&TJ
zw7vTXj)WJ5<ENhtU8Bn~;v*yrRnbkM3QM`E$%Zu6<>5rF36|6;ya2-53EPO{)XmX|
zi{smN{*DV0Zfbl3(gkzP-|rmN9c;W4t+66qD9amV1KLD@u2k+t(W|mE03HZ!<Fy8d
zARBvY!>$pCMSw~Z>Y@@<U)K-gE0`}zxqsI=T4m4d=V%O=5StIDGOPj=$G(`GB%*$+
z(LnRxfM->i1wRCA+N2eCK{NtaZ_o_-bI$U8#xnGaRC~br2z=LN+Ne_3MP3OWx*_KR
zgA>H>0z%TQKnMB?rBG!@=C_v(q%BYV`J-fziY`WLX@3c+4-)Jr;#OG4bDR;sjuIzF
zx|wdhqCn@bU~2)w_wcEk_NG3{_fU!54HIBGJ*=|t-~>=kPgxqF`g?ei-#=|K-D95m
zm_LBJbFUAwo=ZLJx2I<1Qc!Heor^peJY#zTulHFKIbRGsAU%7$zJH7E7=^nMc-DHw
zdE?{-(%K+^JZB6cwG|{()+ekogs(!9Mn>e%*>Jmm@9Celp~40=00GZWrbiU7D#`{)
zh(Htzg9j`I!yW=dGMN`H*+(VMXB?ff!(_*iB4ixbWcXf96g7rqN>W`EQ%zibC`A>W
z3O}J&OgYZXkXVgRIi_ZC(GXotdJJF55H>{yHBQhDM~q;vht`k-oqsMmdj}|1axNCx
z4&OF9Oq4=R#EP&Xj;T5`FV2Y}TvJk-Bq@5+5O@d=a|j|<jD}ckhaon?%?!55*Mfj>
z$hcIYKALkd!;ooFyg%A<2icC8Jwa2bKej}S<^dXAq&|+z?!yr2d@PV1HhHf{Bg9d%
zesx?pDQh%jBc%)xYb>H25;<|p5Rn~Yili03!eH4oODYWXhJmR!oGy=h9;~c^F8#AW
zgmUiw?ln|%h*ciuzVR0f$ElJ7r!OB~pxa`#g&HQ!A1FLgsdEaaAsq;)vupOZL!%Id
zNGBH^U^7Y{Cn(gVz8`R@=L%BN55H?pFP8<Qs2av=_NK|Jm?+%$eB|=*X&2YYrJb5T
zc>l=yNaZ2@p)lycjVUN{N9W4=zTr9Rne&w!TR<keaH@()!WEseVlM$L;bpjFm{L`w
z)!T95X!!ju_U_qm(y+?#{4ncq%kc6@7HH)s)L~y$I%vK25jgV*KB`C|Mrdf07>jqx
zR`gWiLX~8w<I?&VH4K<@c7AHUmra+Tn8S!_h?qH8O3e#&PSuwfnB~t>t^%$K>_x5l
zSo-J|Am0@;m9|iXJCvn!-ek#N0zG|{q6+*emHPq{qB<B<L%z}w`*;=+P4N?}ipd9(
z@m+HYWuHy!n4!IhxdwVx5K)qg=WWT#ComCfp%<i=!l-n|!x;I;elsLryjCC<K^Nnd
zg?JH9DUP4k+2>7wGD>C8O34Nx^MO)ArN9?2n#!Y+Pfb9545^Ow3}>DPGa`J^Tom-m
z<E<QUfpJS;je1JRfHQV;1(MkjD~*HO6mVs5^DeXjmobVuXUZH4(pzOtH#tW*mdhNf
zabX$XBzz#_N#*VxI9Is;=1w)fyX}JGmb|y^sWKSmLXSI6s=NDyp=@ovUH-t}Ca&CN
zUFCO7T)Ou<oY@n4FLX=c=6hlwQ^UHDX2HwZ`P#4Dg?)>C%c1OjwFp!n&Ab`8GNQhq
z??j?8q+Gdcfvz#Uv_Rp6pfNCKknlpoIkJZ2#{3lR(aY2S@}RJi&1-U3{Z#q5*2A%|
zdTcV+=i!R?6wuU&3%3<sa;)MM{&c156b}ryfuC-V>%`a+uo~jnGDc&pQd6?vR0_hP
zOI!(gG)cK&?1bKuuJyg#fOFx-0!{gjwQ5zhaLqfx<0IT&_A$mS=o9!;tVdt_4}XPn
zUF?ewPl+#a9s~82Wfqt%u_9LxIDPFVyp_0%GF-7r45XY9qsBE02c=Llu=c75m_bT5
zIF$Wyg7}!@B)Y`zm@OHrU2BD9wGlK05*txo92ZOPITx^OapVbAQ8JT^@0psm?&k;A
z25yTD&RY7zSbpq#G>TZGxo}qzMOtinHlW>gN>L%2r&w!BPm=0#d9k}qxLhs__|8{F
zNm0lU&{9s(FR!&eCLCC_TJ>@dLN2>o=_=)nn`B+gb!8vWwN+1iGb7H};H?u>p_DF}
z5$Qb?NLRX1f4UaWAW=NK>7#Be=;xuG`#jtAO`yGP!>Sbjs^n7MaciQk_)#%~qgGwY
zt5nh?q;QqnA7lq@4*Br2UcQnFV)|~Oiu%di!mYRzEoD!+rb%hR9t7FI!3+n?@u9j0
zgi{K&6fQ}B5ah_fFa>jbL7V#Y%Xf;BN)aT3SD;};S!E@Qgz1BDAppbpjDbB&=}3k!
z7@UBskuv~I)}GhQi2NBum^8>$+QhO>fs|ajP%Ef<n4^$UNd*hT&KPpG2zs2hWTuH*
zM&-n{h&@L+|8T@-;8Th6a@XFjnZDruNAp3d%w}~Z)m+LUWvr0_dqqx${g3@f6I2S6
zCByn9-!l@N3TM9^G@&H0p;CtHUCPWh3EU0IG-1jtPt{YfoVYq&$8cAu7hWAY%KORh
zbFnMk*_!gte3}X9;*ye`urEmm$}j#DdU(```F-`dyVbB{K*KXKbM1<?C>j|VANQtw
z3TpXewmWXB8=kWDt9cb!o`(2!VOw*jE`m+^!J}?EXw_=5s|=KbXuv7#xe6VZ{)w_l
zHM0_&orA1;(Y!KR-eDK4;0zNtnO9D7q&N5YH}EiJ_Ilr{gyJB)6j?LG57e@L?l;lT
z6lHDV(*hHw-@X*(8mb$Cmr&cl&iNf4Q_4Gr<r;oA5(}6_H}8A3S;YOZ?>+H+kbs??
z{lM{UY+68GFy4S^*AXN{gpS7nF(6YGahQVB|3Y@T)#;kH`h#@+l5HwxBy)csvL;u~
zKu9Wb?sMP5^0d-`tuFYdM(nbLik@%I1~0@OD5sspS*U>7C2-=Zo{baSg{C{;{e8MP
z`o%*}4@6?Swe_|*l8#wOC(9RcU}-`gp-9_Bycp+TA8!jgpaAvER3wOCjXn~VWDOV#
zTeB6MgG2Em($V2Q_zq7bsKRA{o#VOJt*Gaeh1*VqaJh~tV+7TlNJ-`vBm5GEh6PNa
z6%2{nPa?d_1sp(Jy=8`yW`|yor3O-jHlQdWTVocJtvM;mwSwn{Ze@5=ggO%dc8C?_
zxWMtD^et~r^bhJvIpXbAQc&Y^YbMZQheA)_6R?bC7Z&V)Yeb#4MMpLtxX5qg7@%P=
z>-bpJ{jO&P_7nn!4Eds<kkr`*QB5^OP1e-4Iw>GBh;b#`NPLJfI@L$vUL&*7@F`yC
zT41KlZkdv8HglRjU64d0Myi+xNXnPvx(uj1@i1MHdpZV{n?z~+ky|nR7(;Men3hk`
zH?aUEEZlo8V`5F)g0>%7J|yjfv8E)Fn!lj%*BE;`N1+2$L4#x|BqH@7-kk%_2Xe;~
zGbbs`=}0D#Tfylmm@gbPdrei$ZQ?`;E8i0CWThtc&$2^?Kbd5T*0v|toY)1nK_t0&
zp53Su$7WO^O+FW^x0LUw%x}?+RzwOliW4=j*%!+(Nxt0@IMiUXBZp`Wv+CIKees~H
z!X!`7L*?_b31@%BEEbhBO~4E2G)ajOZ*kS53b$M4@6paQUFzlm8)aHz%zGNXAaJYF
zrD$dAH{j0>*E7Q|P%1Dput7qbO3O%%{_YS^PNHk>>)fWxR#oB6+Gd0%=M|bn^kC(z
z6q1wEFl>dE6{<!grCKH0u%nXLx0P5NVO!vs7XzW$Y~U82IFNYrarDIA%8Rj|{W?AV
z_2Uor>lpGAvb11&#lyy;{Rt-S4<<Vj2}1597>N~gFDI^nhXkKa8r`RCF3_)`=~y?7
zw=*xn1)A^2L-n)cM2!rNlgnDS`VN_Psd}-}<F@L>5$c5tR8I=DBrUl}$b^vuF}~x3
zA!u%Hnms~j?ruj-^S&R73AW)z+6;l^#?&G14h=B1DuZy=Zm1K-Cir@T2tvw!+D{eO
zX$TVhu7K^7q`DC1{UW2%1~P#xjSYw_z6}VS)CPoZ^EQrT&^COk4}8po<N$Z?eu?1V
zzC9Ed!PjY!On+%K7sOQJb0Q{<^AQo<$PIGuCf~w$#UL{86`|7!Kz=}Cy`O;qyr2Lt
zv8GG-;v_rBeHij2Z;U)mpwIDkkf!bN5}%*}4Rx|zL|LRIm-qpnFhdDmlrCdntT5d$
zx@L=AeRF!N29hyEU}Uy3#Gqt0OE%ZqphNk^SjI&3ugO&_??4}+@(c({nLhd06ugJ>
zR|@9r7dWF@jNLcE{Q8M^0C2pCZCX&((i>=#3m6$<kMNWn=Zm?aM2?QGH;_l!d#Gz@
z+kz0A7{IxXU}W%foTnECGg?bO^7q>v0UV!2fLoGuLPr5}V|_JPJ2djS&%<S2ET?yN
zM-jhi#(ln23T!A)O<#po-1$4C5Qxoc++rVj2Fw^SVCskylho-HOqh*ayFlu`ZeRk1
z;J(kB%3%r2SfEDRlW+;D?MH>y9=;l0o&v8#@3OXr>JZ1{J$1)tWu-xtzV##{5M^hB
zd^9)AM}79c^nOpiIVVaK*zlr|-(-$jcJ%oD>bbM59HGG};p6q;#j!?zM_{&Wd>XDO
z8D#f#TLKwX4Bkmdrw@7hEM&qDg0w_L{8vpB0~h*uMA45H4SjvW{tpkGvJ5k%cmx5<
zh;fM2*}B*`*eKX3!4ZNjqat;Jf<hujFymvx!}SY{WvH_v`EZtBOs1HLl3<cqbM5Sg
zuLTE6XFQmhdjdy2NN5R3s4wxFnp^96%Cm2Us-vm!HNatq-Ca#1iC64)6Uz50JSq&$
zi>zw{G@TUY7xN*-0FtF#OXF-yU)^^^dnC3w@A!J=v*lKPWY@+d27(L-g2F+d>xxay
zc$+dIhGL+gZ{{wYpmL&TCS)YA6ObcdHpIDksmFO89@@9?JW)0^7;bJ1#YwPw^utl%
zczk~r2t#vTmDCcjK$<VlV9P!-+UbC`R2x<H!4B*yUfGZ}#Nmffk1HAOMO^j8&&eKA
zl2+7{HKJLnuIo**fwfP8OCX6D#eUX6-c&*wAE<0)bpF(>3q&pe4kz&u6&DQw6?vn?
zH)G)i2F);XaCmrd5X+}t#e)F>2Pfb*DqN6uVUn~sm5Gazk`YNn>6lQ9Q>SHT@DP_)
zL*Z@bS`BWr#G{d$gNebmf|wt>t;1!gpjC#{`Wp}LX;%wP3qGxtg2dRlbQ<B)aes&g
zPx=*~Q7mJV)!Hoe9WzYbcp75|LjHPylk6m{A0DT(;Jf~r&QHY?sxV|mIh@hz5ufx=
zKZS-sedx!-5CpRo08V8mkPN2QA4EplCZ*(*&yR9;uQ@EWK1*qHw7V#nrfqI_d5(mp
ztQc8FZV0$vw<Wz;j*Y#%U!b>?DOY_}TrR4L8jC)1MHxme5cUQ|)a}ZgcsI;O?|~S^
zFiQJ=OsdNrqW`<5kRxaBk~tQrHB*dY18Yvt#SRi0W+HqhJR%lyaH?u>pUUT0VMc)-
ze}Y7qFmA{XUKGWN!YB2*80ZKxW|t|fvur$GPHVTdV`<%=t+JYQ4F!7#K^ZC03`GPD
zX@kuhuj)XFqIVQW@*a4-sy63NcFpTiP%X3+wA+o%`MT<vQ7(fN*`ROib4L5lR3Dm}
zHU+a0Ol>$OgKS24(nFOtEL|0@_f3H&NrkeQOurHn$@a=3hs4^M>&C!BgoW4UoP3xr
z*(8LqzMn|b)GGIr;BCJ-j}lowYi-b5Kd`^E98yzK>F|v8!WtssYY{tlEWgt%{N~&i
zo8;*w&vBC6RyWn;h}u73rCIoXKg{N1YFcpj#Nt#p7BR!+4_`#tSz(kb)y7#X$Q#ID
zDf~G}N-#%ZVWMg@0zGNMie}j8c#Tt6legBP9j^JNjNw<QIL@=y&xh#DX^{n(PK!S<
z#-}D|ltoEBoACXB$W>xM3qbMo<sS9l5#^W>NmQVS?S*Q}5ipc!+Dp(QhFf-$AfO-M
zGVZ`l);)(gyeY*>KkvX+E(-=$<}XigZ-e#wgXKDx^-?f^bP;8c&m)n%SE>uc!?vYB
zkxR|c3;8;HPDLo(SDnjPxJH+Moj4poDJ|XBtoI=0Xl8cPqB3L2&3;_qysl#}CwTje
zZqBNCh=I$iJHAnht}<I%#!>c~h<0?O)0pqMRQlcXWy^kk&!JnRVn@f*YVnA+&2DhP
z`Bo36S06_3ll-YJ#WOv^(_YvDQ*Jy$N-5zn0*e9d_sT&gRI@4#;g959`s?#*cXCfC
z>~4DvOjOu&--I1bmKq-OceRiXGA%L37Y>e_Aq>1haGpX?@G9P|pb78&2p&x0B4TA(
zrXydnt&i$rAd}t6J*Sf}-SGbUo(BdfxTB(0-S|gvc=%?r@X2Pf!LD$i1R-H8Snq%i
z2JYKJ#GQxCX|mD-m`q3qA<o<L<(AKY*;>AqnMwJYRqu9EIeI9*1dQRX@ijGczB>!l
zOs~YMF9<k>{{1zgpCQb6t!lu>M%PJ+JY=m3Pp1lV+=tgSEt&=_Uf!#)%gq8ETGuT{
zy(hOxoC`7mc$gunPisFO;{rlN2O|jZ!5_bO69t2$KrZeO&L}Zhw~jkTw}z!Y;<#u&
zY)<KnGa(aA_<LIR->`rb9Ltd#;Z<9(1v=+ZFp@N5=<<cY6($Rz$l>^yhVl9OF}$T3
zjIDSN`Vaa;q*2eX>cT(rV!Y6vk%fi(5UHsZ#k65aE%QUqSq+mnx@#%lj`DQ@lO*=5
z`C7xmhGekOvoN`^mK3Yk=?Qq`9%Yp8UbosWl`R?^qm>_WBxN?(<uaSpo@}9L?S1JZ
zJJk2_eF}$XR)ma$L{7qlvI0;^R`E02teZ!zyel|AV0DqTYZ`l01ka@O9C4#l+%VC~
z7AJ;^t=9H1Ed5W{Gz51-UDTpnJ-CM9-%UoRrmaY25qgZjk`u73Ab!L~KIx&C1X4U;
z_>6!FCk!Wrc*H)bId;YSbWte7^KcO)Gp}RY_jpUmG7#gy5ZoK1SN@V*x$fLn|8oAS
zvgUD@@DddBMp%w+fpH1f?^3pgBs%J$kgNwE?AuG{cb+vO5EcNL>Tkf@gO_P}#Y#4|
z5<L+eTp67_kzCouGIB{@5Eantq=87{GK%;)fuFaUv-GfUkLUF|MMY*^LYsi6Jd1Xz
zF+|C-dG@CE$b3GjoYeZ{OC&5Y$0S_G^RU|>?FSE)aJ!&SwpQ=T&CmNjhsrBBKtpV!
z=lG!q#{{;n-Go4Nb8kAikqIn943qfMPC4L+En_FXo`as;K(nqlo6wegaeHVIf>XkA
zZ$Dy2-~=DR7$o`p6=EfV5G7Qm=_r_5=3~z6;G#COY@?8oE+LD-kY4CmbfiQ#fx3k!
zn7tgNkVwrSM1u6v#gCGfMD1#an>_Ohw(IAUc^&)ZhN183q_IV`TcJ29ycMl3#ui0R
zeNFT0Db8o5m^J+cg5V}^4%4~(?aTv_3_7I=J@|yq$+#FMtqU#(7F>n02h7Q3%?f;~
zrn0);F|gfYjZw}VgNcREgyckR4rvQfoI}#{>Fg3Z#w~B+=BzRP4D)?y&Gi+<P2H*r
zrb((S;QZOg?eJ6|R)tg>^^c$SlPLOE^HpjWDGznndsjh|0^ZH3saDc~@{1M0xM*si
zC(7zE<j&;KmoIayYkLf>t?Jd;?vOVZn&%vyv^7j5bey(6kjLjE8yHfTbk{k`pW^YN
zwD~R$LqPSZw(05Vp&q!!;=e6iz!{bQKpT{ey{;}valo;0Y`(?$x*anQRGohmS1x_o
zXkHq_i(zw;9&~NcndlZvOA)XnFM!YWHcGGTLrBGMz;JzG6K{Dg=i&Pej)c*c;J_mF
zkgaKu*$9`MxbI05`~=wJ#n%@&4$45<&8Ft)s5X3HaVIw|Awa9Wa92bS4kw3sHMw<q
z5F4^+{bb(&_dF<m1>aN9&>&Jq{9{=XIDy`}u>9fC(b3rvt#m|jxP!h*X(+Y?!sYJW
zPSZ<RbGuHXP6)e=H|{-gK&fL{j@Y#+8t}v246=)OWf~^K4>wtlUDjzYXfORb_p{}u
zBU8Eg53Rj>_7`aFJL~ey7QmMcGP+MusMsyhNgutoM~?&+JWajdcCN^0dc3ynpS%JN
zo42peE<crw+^KnNodjCqxMbaPPI%~hkZ0X}S&{;pzfxO|a*q-%%u6W))+RJ>Zh9Rn
zyym^$4;lYYKQg{*Dleoen5{SKjf0(U!;UAm<uWU1WlR;EPpv$%4&yg5mk9RPuGF#f
zPIrCewCBw<`+FQzG)jyWs1-*}SC6-MG`MNwtw{4BN4<_)9JU#a(wd~@Nb_C}mMrb|
zKazSr2eZB&uxoy3=;>SFrZr7blLGIOzUUyO<Gp%Iq0<FwUtrLM>N;<Rq@=@&Os4bu
zh^W_{4nqKoq>LXJ$*QOGQLsdE0S@b$3JKPm>q`wJI6wKzh`-;~R6Jl$AY+~SV34t?
zPeLUK#wLtu=dhL^zAUi71-IsF%Py8b1-v==*32jD`cOl2gc<#Daf_%PWy~?lekaQM
z>5EtH<{muYY*#x^oUPi;5tiO^zt5&X;J4DBV40&y4rqHN{OsV$loyM8oUzB$0>{;R
zv7+qFb$zhdfsNFIPl&k<&&VIh^0qP=hb45Jv*yC4V1~+2@=b*?Fg`~ce`dgt9@ral
ziSYj74jUvn=(`wA!K_YJhgcoiuV(2oYoM_JFu5}mR1b7a+#F#VOk@#Hz%UUrh2&w3
ziSiEPzC|iSx#wE+ACO=Jx1OZvER1fJ5>E}qa;r}}H@h-TU6PnqOb%3*5jaM1S>6fX
zy{Af?kbJO+8y6SbyN`biOXo#Y`Y>g+r6Up5eJ?Ho8)4@_-Y<(GZz>!yWm}t;GqISq
z<t2^3n!C%CPHL!4laCZLMRu}eeCsSC3mwVY<9=KggK8dMwLE`#@2sLxhlR9e8PAA1
zB#Ok{U&?{bYc)i&*_;}9HifhB>hh8)4SJs*wPK97x_(%vDcoqhR3)}lKN>I4>&lve
zYGx~-{$T*rvu-DWWcS{ZWnv^jh1ybq+6Xl@SZQG;ia7#n8m;Yg<#M2OzQcmslEOk?
zaKYL>VN=OqRVLBlFi*Okhi#!XuhzA3F|RE0Y?PO`0=n2J)-5i4>y*p1*TD~~gwg&H
zU4B@|7$(?Vn^pug%Qz+CvrXV2yoqjB4-&Edm^eDIa5*y@6X7fiqj;}JU@udSl<9%>
zlttWwqUbb*+mfLsO^oI$OKD;?>-LIp3fu>;nc>X*DWou>3YI9(8whG9Zl+!&XcjYW
zYaEtZ!2iK@Q(n+=^_fRSTdc87+j(kB8gXsHAWXxvMuVGlDuy4XG(%@ro%Xpk1gooF
zTODoeb++n)9@AoJ66Ches|&r;;88UXxlcG~tsN`$W74qY*M*~IuJWkBj7#RfIExhZ
zY)3huYo#7*k(C(@PM9vWELV6ej&1I$2qdA(_}AZr<|xCB*_o9UczOWtoC2-N0D*$U
znT0ZCmakny<mzIjNk39c@I;x~<M6q9MEp19;YHJ7)?yKya^cWX1|5f|J~!sDm3d?J
z*=49xl!>W5^%M3IrE<R9=2VlzRcyV$cHwJf+yPDruBC?IU=5;gDiWd8cC8v6>sQ99
z-`-rv;&T<~2&H;H8({qy=TE7lJXZ@WBToh=-H22qJHo=$S4`e!IfzPOpp6u1Jz(I)
zU>d$)M_-mcMyO?8L@h(?%?hvWUEwb^8zvfn5_5#=2Gj&Vx=CDUnQn!kKP)g}F9Xpe
zKKXT7GmJ4@UV<=+V8%-Kc#h`k$$TRbjRed;y%Ma0C{~dH{1eF7%;<F=L=-WXYLPJl
z@^2Gj3!<{9OjmL_@{5RV(-&HSE-0~YY~O0|PYk~aAVgv|Ba1_V>@g{*0Lv_x1hNyj
z6YU_a-?!9V4%|9S-|hl{EB6;DJ16nSJ~j?1WibUCW1pE?e)Wop+LVcU#rozt2Cf9!
zIs|3M!Bj&m{_VWh)z*UKYKV@eZ?4PIs@mZ#RV$AXj9Cv;b_#~y&xPA9q~h8Ub77~G
zcIBhiG);y@sp3_)^ZHRTA;@DVImNzAU}u0uk!#0(eD=3)GqM$_n;XZVFKQepOv^l_
z&L%12kzNuURNCA;zSXxLK3$R&mBpu)BeSd+G9^orQ=!<F>J<*i+kAW5MZR}aQqNUm
zHn(e4|ItK};)CkKp!in(Osm4*W^d7^W`e;npM2vQCblY-?KZEvP!fpki(WS<&_lv~
zx2Gb%I&1UBoUl(XjZ-(6y*D<m@-k@|v~7QXbwqLEd|2#N5qa36J@r_Y^f>=GUX&g=
z-qnWjnq*#N1^vu|<f0;8_GW^jy#9(Df5dg89Opj&^4=OcJwbl$OA08+Ni9y|p>=uX
zka*Pd>YlH#j4)DlLyFq?K0Of%OWDn3lk*I^dV?rUVB5+%x}&)wB{9nDWjSu&TMAjN
z*?BSFDtoQEuuR6os_1x}N{kB4u?{If1HVkz9X@=klk}A|YwdPlf+gtSEWl3NfOpY7
zB*pbGPg9C}pXTyWxhq)o?#n@&+f0gU`5r5Ff5WG`7f;H`mA&xHb$JJolq%ydULp)K
z<#)!kYDuX_ohLp<Y)cD4eTO^FagN3_%DJrSBdaCq#xoq_FxDNI40j#!7>0rKJ1w*E
zRno#!7u&rP<rOO)t!J?oFLUJeI6TkJ^PfvbQcv5O-RhcD<m(>FDywj*53bzeP_J4>
zK8NI{d@=jsY~6Mg`6gVz(XM<o!aQYs8g$b(7A<7F`r6@`I`cX+otJjxWe3<AmyTN_
zEzaEI3mP&@4KYiv^5+4yYu`{OaPx9YJt(-W$W(sf7`o=-M3I1s<FaMaI%FL?;=0|-
zQmNZcS9uDBWew8*mSqb@nXrIjDq?GwzHvamW$QaL>*2|4ieYQrEBGzRF#@UR{8({E
z-L!v(&8#I;{kbB&uugmLpnbekUt8v>c|Hd7OlJrijGFa~*RJ|BsywCz%2uZ&W-pyZ
zX6>}e-c2Q9b+*WP_27KCZY{w(CLoO1N`bcZRQpT^sMyW@?Rf3v@ky$0vgFWF1y}e~
z`|!b|PwQrG_;ID^y#}{ZNR=0p8%5l%UG3OWZMC5I^2$;AJjDY>DmAmob;0b*YHL?n
z9h~`XgTM_Bdi~(b+D5fzx23UBPD;lWMn^VNcS@UdkHnXZ0?%=9D=p9Q*M3?E>K|&w
za_Xuxab_f|#F_SL4O0G~hr6l@v=z=GSzlQWSshK&N`qU7E10?0sE$Hwd2f>D9n=7>
z27FWb>1D=c8EZ$&g-lpw0kP69^{v%@(Gk)aAK!%3B*5=?R^iI*Nh5KJ`KwKL!78?H
z+IQPs59zX0d1nE}`dRfwH8UX=L^6s-CbDa}q+Q+v1US$hRCMzq&&vY5#~;Sskd+0>
zUCUU$ppfl<l$?_)o3Wo)aw4k(#TF1OnMM;tf=aK#7R%Xwzdrj(^|U$FOt|4$2Gw_5
z??d~vJM_#Z&qe!ZT{}|tdSw$#4l?BZ!*n;7GAK~cH@HG=1n_?q!!rEE@#())uuI7C
z3(Kle{(Q_aH9!>VXrcF0;QlwVbvit127n<8z<ZMpj}>5t^GmV*v-O)`{iiqGFTwiH
zbN(V&2lV|@t`2Yw`lno-8DRAEPq{h+Kverv82MNI?C(xc|4u5&1n^n?hfoslH@UiF
zoRoDg9em)~Gt?Qr{FkpE`T2_o^8Deb)$2xC<m%jrZi&n-=>|LT-#jhhYNse71mlBT
zO@3fUF+SDvHfpS;cWQCTUxH~dl7U%0YSxWeBr;nR@!itC!@5U4$sE*XK7PlYQfQ<s
zKFMopOTOs1LHF%6%*h7fQbGSQ`T@bSiP!Tq^u_wlt?#wj+6KKm!S34-Tj*<Xf=*a)
zWHcv&{`5MZV@`}ruUB6DAzIUpnL^q(jseUJ1nbK$sIeuJIPB;(k+|?Qs=To;#&tY6
zaqf+d+%x%HtYgLkT&rphZOv*8aFKV#Y-ISfhMogik+^~NZN3-$MR7#_J!(m_CYSQF
zpST$9h8z{I8{BHV4x<`SMRgZNa!WTS>QI1{hM?Inxw)hU3nsF9-w(ZoDU5JrAk^tT
zqWdcZzkG`)-$84J&)=k=N0!YSly9u5%}dNl$WO2~!^WeICdh+_yi%5sxJVAd-jWN!
z-a<Buh$rkztf!wsHB&4|bmEZ@Wco4`Gbb95kK7`{CJ@S;`;J_o8@(D7aV$D}9KvL<
z%GjUhsw(uRDST35pVVdQ)^JpQr0sEm7c+k9dqdK=)#9;==zU|B<#a05(?S^cOBGBT
z>KJcF=0~!BT>=2NxL@8;zgECcJ+r>UA6~vccm99Sga7U7_&X8!&ky_;5%|w3``1bQ
z-;V1y5jdc(1JF{m77-Ja(zE%cSpQuc{<q`%7eV+>Bd|XN;eU#@0h@p~{{LSP{>x7a
z;4%19A<YcXV*@;$*#ESC0=O#uYyeg|z+noozyXF$KV2aK-2f5gcN-;uy874M`{y0|
z?aKUjHcIS_zqu&=76L34EG01=vD$OvGmqyW>m*>Xxk)%26RrG-t<)qx%F7EML1(CK
zfvX?$aV~N0Yk`BHpO}&#!Er|>ChA*4!LYa=5G^32NXa6F)5>j=#t9i14l$|eGfA9A
z5r@qu-<u85cFgZ3?LAy>sJgNTZr}5Lr<`N7EE6fa)(z|1+RzGQq*_*KPDThg^ez?R
zfWhvTvqYbwjIM9}NPu!=_~3Wc{FHb4ZtCPs%N3%>X5L30r+jJ_ix}>EnSNp^ttHqX
zDSd+EmCNfBr`Pk1Y;{3kL7_%wHbxXSubC;=oJ;y=W0yo*`}hb0?$Y_umL{;`sUNYd
zex(&ru_aNr6R?p^@}B)-Ph@LC3YL2umhmA*F2y}BV52rnMs%`RQVKMgXS_yCm#=GJ
zbMxlMG5G0|SGa+UiEA(gNu?|TK~4FyON&dLa2JYjN4e=tXEtt)fw8J{%V&FLSpf-)
z$!`I?*Hg!aEoL=w#xAV9;d-jGNvTd!CZjb_FiE76A>`k8P9ZJe1@5I&nqi>^H9Mg}
z%}TzKVF}*s_q08RcCQ7arsS7#*NCqIv&!iMC;6`<PocGpo1H|~prv{5%UkvsKMSWW
zq{(*W@82655^Q`}_TH~o5hdaK9M(B%CA-u~8Hl9fZwm7RqBdJSMAGf^tcf4{!A-gY
zQIJ;yp%FAxujuR&oj>8`#T9K@E9qC@$GHvCL8y6SyI!XNhs&hrisi&Rj%!#O5Nv_M
zFR3!0sw5+EWh9KwQ7njA6H)itM|%)^2V#?a*k~W>=2&FpRLm;|-P=;fO?Z-ZLX3P=
zpG=EXDqb0r1(cdTi`i;ySp|8njhLT`jT4650$s!D9HZZWg7J?S;$Z|*!Y4x(;sGm!
z99TRC^{qJKF<h{=eSwgK0Xgn9?}HweecK@u^vS|(p#WB>y63bG(`U&ftmYiv`7v^-
zp>M(N%G{Q`-d^{}zT)ltq6@wkJ>=>?u>uDx2_x`s%(9W!PfAroy{YcrRv%P88X_bK
z5BY<Xzpo$@1$4+IZDWQO9aOg3;4stoD|7!J+NaWwn5up<!fSVV9^}UTz$dx}EgT`=
zvzF{DfU?U49#=grFHZfGcN=*TB!y#RT!X3Mr&hhR75h<vY7F>4eN4f)LpqE-!4YEK
zQK+`BoF+yqQ$91s5%4m9fi5DZrjKq^mOIXrpRHf!623%;DFv}x|FX;Pt_~kNO(0f&
zrh%r=T}uX$BYOIVRwR-m|F7|!f&PC|lqV%8%`YPKXHlM%o`dNhPdxs6Py?vN1JqRj
zs_Fm`hKUYfD96bB7ihx<h*Q5oo1ZRlzo5-ei^0E#HuUtrm*N4+WB!S40Ht_;gtxzZ
zEdWaReg(XLhiw=EcD8?qZ9L?=tN_@i?TNA=Nc6x*|LdeO3O`g{85_|F0NSYN%gCGi
zMTE;Gbet_fM%0F)LiUchF?ybL?fkIB9?f6Wk6*QQ8CZi+)>WiVi<BaPCJaQa)4&&x
zCtTv~PGi=OfGtpJE2^_=5G=1_gFzITbCeHp%cn*5f|X>wCslvdPN0>Ugz6~Xt+vgQ
zGaFeCeoBe31K)a$0`u=ug6R&0t8HU=M2O`aV`t8+EtNcKyP@Ja@^evaRZw555ncE)
zL?y;Yu{oyX5}L?=*>hxYR#|p4R>>7~pV7ItXdvtUeM^OMlA<l>Kq;VC6;8|fQw10s
zB~)}{ZeRRpu^EECb!(zOg>!3Wr;)z>G5nM)DQQ)==y8kiSIcW0HR<=~K$j-XP=V^N
zepk~oPR<k|bnR<V!S@za-{bNgh1}T2V||N{J*8*2@YAS^)i5|}j;F{y3MKdS2)Hxc
z*LIli$-H2~y43A3FJTK>vGXtX;v5RD6gFYk?VfYpZyrb5-;XQoV*cx_1$g=Wx~=~=
zDCEDG(0_wN0Q2r&amXLj>#q~;e_f3BUkv3xLykYz>wiFw|A#eb^gm5Cf7bo|L=*rd
z@w4hx3lHD`2>=y<Ix)cJ&w?<3%kp3G#qU*D|0{d}u&MmJWoW5jEs11;)jp-|HXX-a
zNwWwq(>?fO3U!hSa}n*hQwc%8R1k*D!8xCL7j}vA#5hn(MdIM>i{((LAcPHe)idK1
zP(mZ}V;7aZ@lY)FMc8uEDD9XBW0OWCT#ND3{?n#M*4+bl2UiEHH4aM7BpyY=q3jW<
z%2?*9dxzg;+IW^JQ@U|-7lW5DL7sv4yf|~PgCOy&vZ%;xtTrL*#^DD|1;WDHaOV9u
zj8UjBAbg4{I<#j3)?7VD$X_!Dj=noXd4W%oqgq>Wy}m?sXzMu)yBum=xd|$4heW|h
zMMy;mLXR@kPD`k^g{Pt0RZCaIRB|A9kGp_D?q17U6|YOg_(zeD!*y|xZH?rIDd$9F
ztL3adpbNQ?ckALo&<Y{ICSqH$q^PcY$6UZ9ABXmv+r5!qrVe`q){nuKWUuO5oir|d
zHUy^9GvNXet9p@cm{-L~K*zYPir?ePU6_1}dVy*WFtmsd$TOWA@{A-a`OxI;P=cU@
zZVoRM;CmSDIQvNm7@1f?PKhcsKd0G6wK(bYbk;n~ZT==!i0VYmA%Ou~6U9>Pq9?!j
zI4kE&WnTS8;vg@1BCJ`)D~`D?V`6maOOd$`&A#_-fP_YyMq5j}$T|G!IPD(Vyp;zu
zqw1qEgX$BrAi?C<@u@uyaFwnqI!%aDf1F+%1ASr2yshrZf{vTnsd!3u2quym_1D71
zliiW6)@W^SOI2g*JKcnVo$^-I1|saihq+>H9)t&zS(&~J`WHen$bggXdRbrGP4G7w
z*Y(@4oYRm=o2gj@^!GSrp7^+MKmp}`boA&c;Y9tq$jdbccyu^0Q9%P9NKT#J$aSqn
zVf;9CJ*Hgg5TyNuy0Azxhak>+hG><Ch2-DVIv`7q_0O<U>d9#jAa5TAV{pKi!Cy8~
z?{);Hx2NeMLc*=gOzf*bRP&!vcLeDRV|g}i(5<NJQTptfY0m9))g*bSJi}4NCGL!W
zRF^y~VoQ_LBT0t8=WJx-h?Hw?3UPoa7a&7~S?#1r*2v6_88St5Np5FO*`ymBIwa#j
z#M}|pmRt9eWWp8`F>Z%9J#KP`Z=2!~1RVey^4yJzf8@y8Mb%#jBiosHhx-U-CEzR3
zANTEm)49Vf_(lIyVY{S9-@1Plrk=H=SrL`U`PXZfwXZu6W;7<BbHzh(9`_p8NJW3B
z#bk;@E-lq4H$Zw(2b=-BzYX*FgxO!Pv7$$9-;Y0`u|6nr^<B9m@}ASW$YvG)Ys6*%
zlyd%E$o{Ro_K$D!Ka2l`1l7g)W&Xq&^mP9gW&EsirDg&|MS3QHnK1oN<nSwhLjTiK
z_`gIMfaf{<7bxQ|_5S}EWc*741z>FZ>reZ)AOjFe|1P>Y%4=Es(jj}CRW!QMO@im`
zJEY+gAu;QP;L6odx%J#`rHV;F8D6YcQ0EM7iQ-|6u_xKnIN-2wo+Xq3f9c@~piV5F
zgK2X~LCu>^Ay?ibD?uR;S*zX!VNtKbR-TB6QzH<XW!w_1Rv4{PT1At(Als4BUk6_0
z_H?;g+*@`yDLW_C2AfHvxH*wKS_nHdjDHL3q_YWnZ{j7Q1w~8>e@&kMqf7Hrb+=wg
z>{){0e7Q6wT2p7Mt1FPW>s_PnENBzu_t7t<uFf=+BS<Oah=Ci{AJmi|kEd>fJLa(J
zqDA)ChD`3Yw2(<_)x2ZLfFe`S&7G>n?LpR+r5p8x9NXt#3f8lr{e61)kmAWBjba#P
zzHt#iO1Wb2HPVR)%3ktvS!xEA`Up>~!D<A0<S&i6Vx_UiM~cJ<<#uM1E`3b`;}#i(
z*sHRxfo?%HsGBQDSS}8;_Ja<Y??WrDq;YPhoqMH6EkoNu<NmND@vqYpU~v5F7XIG=
ziocz?e+MW2F0Jv$MEWb7_@AUT0JHg5z5U+~<X^zVul&UyU-<uz@)v+dYy1OD{NW_c
z3|LbCaEb;jS^${%2{HcM3wZty0Br!!*6(=>z#}1k-Jbsqu3!b!qyOE?vy62URj@@K
zICD(9D`2IpXz+EYVW`Ssz@6wYlaWwx7mBPqmd4&KZ{jRu$eFC1&HiRavg=+tgF&4U
zK}nrQx|1jv!zXzCb^m>gm*R7|cG&4xUQRFfhfLbN^UcmK`h3J5Tdr(8XN}2Q>?3HH
zxs~T@YD_z}Q&FOIa*{AgANjD5<YfP_Lo&Hsc=Y^QZ~1W9VL|e<yYIdGrGmQxN{E4a
z)~G@b#zStO6D)Gt<;Y`R8SB6Z4STCc0Mxt4EAa4Aa>Dmn=2^@V^ZT9f>+sPb4OWt*
z<fdHBvKZD>!dy+ui~!b|J^Rw^wQK7W-UsEx5~gG04<u`YtV5<$;NJ(Js^mcfML19j
zLSwa{ZeesH?lu_Z+5Pt{@VT(~%PR?56~i;qGNK}2UmzLmS#}-`2)Cr~CEqJ<3YmLc
ztkJq51Tw7i;N%YUU8}%Q5aO*cm|o-HaBtA~iWgPStD2XNVkySWo)#cf6wa3fmY_B?
z%`$GBTmrLu)abYTAmdw4gk6{x$3r<B(|Am?PWG)AOZLC`u3{ZmTc^Qlfv`bvUGLV+
zy^02g|A|Nc4xzNIiqDe!^k9DQD8El~F*_UbgZtxVmKh-{f*WNh^o;ElIbN_%0F619
ze0zb&Bp8|>87Tw>>U|AtQjcRX^a@e1J;md<cn_d!3SJnt|3lncK;^Y$dEZEayN2L_
zKnTIzJ-EAv;O_1g+%32TcXxM}Bsjs{-QhhCneKag`gYH}^M13w#j17cc%6q+Ri}RS
z-+ObYv8$;?`1+?Dk!DO7JF?<Sof%_^w75Oy*DnMhk7k%IVXoFTNyr>8_)~mcJu<a4
zw!}nU=Oe&4Q%hCqOXz1FlgIiI!}kCg!U>6d>kFakbI8DDpX&0?kH3#Ed7!vxbtn^W
zrd8K_Gc#rl#Yd*^I*0gFtbK_E9DTVCsZuY+PT-?3tc&*jm?IQV*26g?|2ywQMhvt&
z+#$Pw*QGqN*;=t=DCe=UUmS3<#`f#>09yd|aT&$$`CO8(c|^Dbr&3QNc6Xu*u#@Wh
zd1$bdWeTG5hU102dqTQkt6X0Vd3{~`NXF{PpjNp5=Eq)ja{fzqg;10=Q}d>)lq`>)
z@ES)KwGH-ZDXM$;)i3Hn|J*Lp)BoS#0Vx4NS)q@=yKP$5f7@+?<{_w9fxerL319<s
zp!@tox6SnLx^4P@)olY4B7b+&1Ng%DGaGnrLjIv`rT=fU0U+4dUo{@~auXKM-L~=q
z*Vk=GxfF{KI#P7T6~4{x53W6zyU)G$%F#5|gq}6&+mtk0%drOi<MNSa<x-?=u5gO|
za=9>rZK335QeVDe75R)}dBN~z!y-1bn$I{>w4u?gQCS2y)^BDTR%VJ0L*kv#PRS~^
z+N~newO;oe71boHN>^vn{E{oMjF<~<$shZ8(*}b8>G;ZOgD{^ma~;ozF6W0?F=>Q?
zj=W-b8!Kenl?z7nUI-VfN)_o>Fzn)1qALS`oCvDXxx(HzQNlu4@W+l{icJ>T>qu7H
zjKkIX(GiZW8Qi8~H*iX@Ge{A<*Cwi&7(~w?I_jd(EmUOdt}2(#?`j3Vvf|l&Ok7oo
zV-rXnLXY-`l@?Gb9zjQoy+@XAD(tH8{W$I^<@&{aW9~9hN`g=<-Df<rULZ<<VJ_1?
zzyOI$x~nvE@6%ZAT2rrH*c4fIas|AuE=<t0={rT^q6M3)=_eknmXZM))rCdye||%m
z|N6V~|9(Q^FJIoj=(*|t3IsgAOaJ(G{f|MwUl!y)_uS9*@;3%}?p^<vdT#nZFaT)0
z&j5`2K?#Uv!2qoOjz|G~wE&$rFw^jRwgD*F?^U3Oe|FCDJg*7#@j%#;-vKayJP_OC
z?|I-00F(#y_-xN^X;^@HMj#Rd^KYLsK$t7g%CpNEMj*ZgXyuthurPrNLeB!Y+XA_h
zdENt>{Qy26fH@LS{0gAX16Kw@Nq`b)!{0+%{0?jJhr1a1KY#!IPd+f{*%;aWXe9n{
zBV(=%YbD=@6Ce53GIR|CuVJS<N-){Mh@m$&(^$mloeYsoxF0K>FqnF6c_{KgB@*sX
zrJ1JmQ9@c8($Fb|I`gSJ5n(rqE*e@mqaUMi%y_heTvBhU#Ot|lcMDten*KX<soW#Q
zmk*YXZAbGDPm7-ZKCu|yGVg}xYBmzh=T8Y|i|EZ4tMX*ZMrX4oV&AsyuVXB{7fG<5
zg*YT8CRgtr5K3Y6ugeP|`!0Wopy!#G=1!R4ew4Qw@B$+9wpDMo@eM~2@x%PLq+cnI
zR+FpJPo+e0?QW*Gw<Z4bPuOM;Nf$+R9@-Ta2goez#p+Fm0l_12E|U7jHE+t)<Vy?Q
z{Y+3Qll`_)5Y+Q+B95ZJO-ix!eX$ZIB|==!`&9liB?<@5E3>rEO}TPqGn#7O3X7E}
zY-})ozK`QCnKmUH8~KSVHf3b@wxLfnW_RJV$-K}uX3?hhXg)ci%5`hX+%<i%_M>*T
zGT!tyM$db99b@N<BvMsL|EUb+ol7GawT-r*rzM)?5GJvoqn{OXS{1Y@iN?5m7&}^g
zFn!{D?h;zaU8EF<Oi)I?DSk8lZu0$WHSbhMv4HA@DpnNlS2HS1k%Xu@#}^hI*qy@u
z=tJ=|O{BLK+n)w^W9cg7PGi?ic9pkxxpJ=ViA!jyqAxe!e_eAJh27db_6MZgSXZ<x
zjpyZh76np+2i@554!H)$nA#dxD|OBhjNO&QY_t}H8$;<Inw1`dE<Zj59E0DQzjqtI
z)w%B-C;vXZNsiOI2TACcVun7>I}z);6y?hiYbtx<@*Qd>&?5y7HyamiFK=oTu(k8E
zW~hcn;p<>Z5F$La*x8tE*pp8u<qrSlhdYpI`PBl;v-o~}`NF*_HsN%9{Dl-bg@zWk
zzzDYF5uRGeDz3UGgfv-zN97~=T-b&wyyGUeEOj0HJEPC3#K&N3I?XROS)@Lot(H8z
z`S2vBW>8FB6u1MmQ8K;??;qJm_GPhm3l4stIRR2*e49j5V0>~C6_;z;8eB^V+k^%$
zO23#MfjWy%XBEp~5lyFzFIf2jP24IB&q`|cV9|Eh$+`#)rOgC4eQ^4uNqcpAg>b+c
zj)ep<KQX=Qb-(>VIbjv2b+Zx8HXk9qgORSi;lYuN`#Gm9A|ZqFOw>4Ks_uh17nSBC
zk`rWaIx<ffy%L|#o@lcL+G?<Nh}GEY>w-$FbZe4~)gR7ZVZ*Dl-;!aPXd+6ElI4ZJ
zhxkSvf9|Y(>Gp!KW5_NY_wA1Yv2i-)sa|&V40P))dDq3q!f*K}rmToOtbQ+5taS7?
z7^Q~Z{;Wyo`Qo4045r<!En0S=>5lIK&CpAy-%Ofo#s(prS<hEOQ%WDl56(W3O-OJU
zggEr+Tdw>D7ZdYOXH@F0jMpAe{>(KEa<11--wBMYIQk*p*n(wM;)rfWUnu9LD|4!~
zI>)$S;~f@oGJH&Df0=EhFs-a+Mo*z{m7jMl;mprr%7$FlDXz(Y&VasHWrf<&xyh2Y
z{ShbSgIV{KZD$+L7ph6HwKD-Q2<o;}wgnHnYAY=UC5E4N@xe3qSiJVk^P&xXh}HGF
z4~Yjyo7tW!q}@u&*wr;d*i_L}H+{9~8WCQ(i>oo+WFfrcV}ksKO}V#yxm((JT+`w7
z#{;4(t6F$5)QiNa2Uz0czo@qkMdp0HMZ^Wl`O<W_9Gz0o(<yPZovmr*M<`A*6gUcS
zeqLfr67G7uK3&c~?Cu!!xdmKFaejBnX#2E2j<ZPVRSx#+&S=-5`JLA5>5Soig%$DM
zX(EV{UogI-xk&|NNj_+-6Iyf{-_2kBkj&^TTD?5^b&?r$QoyiyHjXfINc)oO5T<9Q
zMJWO&62jwFWdiD4FU-y)qQ3N7<F|X(L4|~O5jbZ9w*^i1487KSj48g@T|tKxtpgL=
zj1ui4i@Z3y^u6zI!_hmWm-nZw22DFdx)wUi1J&D?qC8NN-9kDFP#h|ij7a%JStegf
zlA9Ds&ShivWk3wRA(zTbs%;bzI2$WH#2<ua__}DYmEDLw|Bm}*aWR9$c4cuMj<W$j
zNotE`-YC*YI}w8V$HK<pgZTK~x+@Ke^Z;g~tJ(^`o|yY!aY9YBR`%fsW0C5w0SVu9
z2yy+eI*E-gGIQQ)kmPb=1i4VLMqJIII7ZQ^HTF~XBz>967C==Pofa?nL0b9YMe!Ie
zT&R$g5Jv!XuR1zP0N-9<=Fp@G;(RHgQ_b#&4BBcZ^~9x*ebhovfz1V?1@ySAnik2L
zn%eq>R7DEOA(?3JJ2$xQ^2A(A9(}kKzr}X9f`yyW7k|V-k8Ib4<xE1c(eJ8|Mdfb3
zF0ZEB-%kr|Ow!|RIEa0DqAD(1(FGXDJI*cE*s&1_WX~I2aFE!f^eq33t>=1WwpTu>
zc&eLm#;#I{eCs9D)}ET~<K!??67AcgxmBD=F(=e?C`Gjg`vSszTVI3h5{k>?Q+}jx
zjV~e|b3%ixqPFI=%yfozB-g5JeXy~$6$a<`ZpbRq^i;aC7~h~$`($Iv1EP6WoJdxz
zYk^<X7(L0|5^bpy5Nd@{+a=XnX&pRL%(?S|*}8PfuN}&<aA<O_E$LU;BSxUeW#x_~
z>SACVCf5V5EvXQLQw7U!w0-Qus#{M?JFXb6!QXsEg383NVe!hWpIf9BAJj=g_3+xm
ztXdq2VrE`GI7a~AMRavp$6@WGHR1@%gFeyw{C4YlZ*%GDvB84%d%e->ZH`szd+Q8s
z91e_85=sWL3G@$aGdOwa7P-ER@V<5d$vLV?neDI^b9_v19=&rONxN=6=@@y@CE+UH
zQ4#pHbu7ne#~|?Gn$%YIzCp*026t-yrBwNWij=zBGEDI>K_KS)xPlM8VTr#KVvv_)
z!jB^Xo^FzpRwr#!yjxj=EVdn`#3~0XR*IsUW-V>Qf~v0v1~$x$c2P3>`eYDWvbj+^
zm(_f)sEyFZF0=e!#W%y&1s&Z>y{=)z&A^kOc8^hN(g}#hhERK1rpuF9_=$C2hfDSq
zNkG5xl?3LXl?pWLjn{FP<H-aIq$T-Bp@nxIB85v%St77l<tzf&)wjA-0x>GD+ymO5
zPW`)?on9j;P^1gjGVE4B9)Easx);G5&t}@5#`!6z%H6%al9+56He>WkH*akmHq&L?
ztEZsm{e;Ia(%cW>@9Eoet#qZ)ve-~ADj!>q5q4Xd0^hD$6_ZRYa?o=A;)Wy{xA20H
z!C}EXMsuaoC+kL%j7@>GgX+D#-E1UFUPIv{9VnOE%!N{gN}o6DKB9R6<p*iadD{@^
z8Y~_oMJbIRgAb9@dhXvVxHAr);TKH5R@#g1SGU&YoZZxYbb5Hra@6~@v4|)ei1I6c
z58v8}3}_$6QCidelxfj+g3}3Jdj#zZjT}Z+WesRRsww<535qyJ4DF}4!eXWl#8O_G
zr8Xy#r3e7qaJ+R$S#l*gvILxq)h%naTX&1fftML|Q9@g7a&q6W3@;0p`(4ltpqGpg
z(8hf0-f)mpKdrT#>48V3*}U?MNPpphM-^4-X6Jp>HgeQ7x^z{<#Bx;`J9a?QfH}H4
zMH6VTIQs#x605Ul_4Zc@O}~MV1}A6>c{S4Uu+($suzcrnyYq!o>dQB!Zux^ty$)8D
z=?h3@=GH9U^pm@#4Oj1orI+eDo61V3i8uG6FUO7}j?wZ$Y*0LDq4&*6!Oxvlq4YHd
zHua~g63SYryN@){tv$y!0j;ti!VKvSY=ADE=?u}9VO5(O+?a>?cA;fa)RSXflxY_H
zx@53nRYF_;m>7amkrrX?Wq$?5-B6v=cTWVI0n<K~dg$+M!WKwAVFT*j%Y!|ocMWYK
zh+GR(NE)y!9<XKS-v%8v;<j>^)}*C<&o^R>xrnE>Om!Z1c4CIeA4<5Vj?Qi#cCH@L
zbxoLP|9Q+v4~$Fx;E8|W-oKuV5aX8>5(50X=sOBX{{JI-_;=G0&m)(A9C`kCrz8HA
zp3^->JtB)1qi^X3V-XsC%R95(i=LR&hRzy2HN?O`JBk3max&Uy_WGcX3p2%RI9lXB
zRsCt}oc89Vu?AaWzvGgS!Z|=HMgOHkEw#ES{eY0Yh1V4>7?jzu!`QlFun9a@qCt^c
z&)y^7%Q7c>c7|73htN4z#Wz%f=>oYN*ZNNqOTnw(f3>HZwNT&DaA2<1N!pK=9!kHz
z^wbf&>DMIeKqDk-Qad(W<(3nR%Uu3|9(Gt#l~TmLiV%#<WO({MdcQ_*=mMsw=uzyt
z^feP{YIBPn7bB$yiV`0BmL^-1mX^$k??$r-ROO~HeM^yyklC2ID@4f`8A?$YU*Gq|
z22~WeMBx^0J+XC%G*{$SL%_&{h@jH6TgiuSIv%q>ny@4ICzuicYK{vUJnLPbwB*#|
zCz+QBo-GrK?r~`FLWL+fzc~5SUIim;e4!_u7CJ2;9*Z>H9*8U(7=jc^!*x!&2OF?O
z^#36f&Zz$8#>prBiwHw;CCtUn%>wf2urOB$PKzqNZqUaed9Qe9IyD~*swl^*eCr;I
zS8jW%6Lo2eRt7G;8bbb=oOJTt1v}n*EjX5S?BWHbSPAf!GE15xIty(|)$H(|_4Qp_
z**p5i4=?3LFuMP_Dm(|-{Qttg@4u)ee+5wfYU%@+r~6NePC#1lS9SDHVCT=e#XnDd
z{EMRe6GHi8^5YqE{BI$YKPEpwpai6Q0ze0dQUDAElzz{9{01t|vmwu3Z|Q+7XwQF6
z0Pz6vj^8H%<^G-h+fksi{v$@{bBs?wA`U1+K}>`V_=Q0tQ6S6A0s<$$XJUYfQy>d+
z&kG6@$^`5OEg66Y^7)d$Iz7N`=mB*W6Tq23c~(FP0y^$*`vIB*0y_-Mz|+tIAwGeb
zmgma=ldCL1<HQIoLFv!aIlyE6@vr@#&=%llWBn`IVz1)Ni#|P-{)(&tPUtOuT3JbZ
z6}7pxkWiD+qOzb+Y<WK#0tykhYBY)iOh#aulI$$s6ij7)1_Y{VmV$;%WY7ERV5(Zc
z@YUY6MVIFCj_kJeAcDnncwv}p>v5Fr>VC8Vhd}=`|A|vG&fZk1y;{}fQFvv({d`JJ
zW}(0Ks5UMZmRZVt_guLrBm?CoWN_+$ZV6e%lv_L<vF*t9*02OOQ7L*APlhlzt!Sp9
z90rYD;faUoEsa4{eaHE`s@dKp<>5^kex%KZ+{crp<2G>h&rR#u_Js2@R2tQGt&99k
zLd>T8KXo!~;=)ugvCwLTOXG{o%)9v(Lh@<#%Mq^>2Kn{m;)a*V=znPER?9*Um@zl7
zhL|&d@h>#59emKse4jXSf5XiDK5>{#qy$O3_LDa|{W!A(PCb!Vj4Tz5Gvzn6Pd}2|
ztedi(9;Zh3m|58^%N2!-%pp2snIGwE6bP~^nUZj8$vNey<SpRWmieC|cAg9@!aTp0
znN_uYP@q!olUaECjZ9wto%}Ao$$O@-Bq>#yH@ljH(Mfy{aiGYZNkZ--vvMK%H9uTT
zAZw!L1ZU-wDWFZ@YvSfUvdPU;kefhn0HRjx!8n`jg#yi3==4>b>BrbxJ2aLg$%hX0
zu6Z8g3DP`K?iibEgL|4ALrJV8jKqb!E4W;kO&C3XwQVZS5Q9v?bF<UY0UY^osh!l*
zVY`ZgVaB=h)>&5r|D$0y!!?e&;k>Vww8}}2iP94G)!w+C>zZ4O_2I~i%S+{Yk`0LI
zw3r%CXVhoH1l;F_Y2$dVAAjk19<DKk{Y222fNZ|y;J)l^V-O9RupWHn>gW&8>MdOH
z)DUS)jJ>L!iEDv<@e>DvJ&OZ8)xQ_P9qTp5E$Qt6ydN*jV0^+otJT`9>OFRKqaV^6
zdB-{GrP_+=1BY>QcXvs9QRkM{eDKk(n{I}cpDRDTZ_s$rVB`W^i}ck9kHI27T)m;|
z#4YE51h*NJl&T0TaH$VW5?7~Y#1LyK5gF_bKu|E;8w_rJY^*<aJ7_>OPcAdR2tNPe
z(#{;o++nXLr4it{vi9T_*IA5WlvOhTJqeqBoI1cy^o!T0X@LHofKJF4B8Pg@NvyUn
zZm}!rq`tMKZiV@iId)oDo({trz0(uT{m?oJ1L-@8NkxTJ3!~BoSxyzsulC4?5J<Is
zL;bEZ7$qp%vHlf_bJ{TW-fjqb<dN%Cdd!Kv-e1c;8zOSyuIl`B=cd%h$LXKgG^%{7
zAIxvh?4pwqLSI!$j6Jw2{v*Tx+d~jVzXeC?#FZrEdKNlt!^#S55UNt-br_>Amzq=R
z6oDjr@k>lnLF>A1GxH#&veGcBpINh|c6K)ObuaSa8FL~L*#c}CCbEm{=58V7L<CWt
zgD^3j8_0`^u6PC12yczaH8VyehkWGvX}sx2my-3^FSoex*Vfu%b|gsBpt@?o95ymY
za~W9>k)6hRug5<05zN31E8D-e%JUu@)M}s&sA^+_2*{w_P(j!d5Zi5K6@0we!anyn
z@OF<xsz@y8V{@gCz^7PVMV;-_0$!ZZm0?+KYPXtD*cZ;hZwwkD2s6Ek!RgCPeks<u
z2<d9T6LB6PrG=tfb*gbD4%hT@R{9Od;#vE=E!SI8DrxKG<~@X<MsZTJRaZ}UK>VV^
zx+dm8^?s+Y%s9Xye_npK+nXO5cVeVVR`;Gf{#poGXJ$#@Wov6P3HCP<*OiU3i$1BX
zte^)!RGZ4Bs`%H<dR~1}PjL~*NOXi97nVB=H5+f)RJRjc?Hml03=EV^lS}atyp|rW
zQJt|3IzAe{q~kM3vePp4aL)vwN?`{0VV9(^3S4WDx0sMyEHm-jm!hQF=A`j@uZs;6
zAl;-jynn&(`ns-28d<5*gl|{0dxn>JP`d<cTWRcbI5t8;Wv~_gDw`~mi{1ivD3{%=
zf!o2~p5r*Me;9`ib7f7lxUh4a$R$MJAo>--i~uX7+vRdH`BRHyO2rdAd3OO?rqkqh
z@YXvceffPgHdCrOySf7^J8CGa#-hq2R!b4GC;O+9<-Rc}>t*-}aV#BesBZ({Nhp$m
zZ=@jh+H=VA;YIPcYbCi(1FRsa6EuvP$5jlx_N=&W<=Xwd;M4TyI|w0S_<z7y_BDcM
zZqwc9ejd!oC~i6Q1DAOU+9)a+QPww}Svhi^IfNygu5f%M0pI_*a+h)yi4=kh6)a6L
zh^n>cesdz^f$AXN^Ygs&jIa~NU@Q0S6aUZiy-J-F?q)NM^H;XmwmIu!ly1=GQDNM9
zIZRqFOPAq(Rmk}(WJdYm7PnUJ1w#d;St8lazyb*BN7X>vKwD~&Vd@i{*g$dy=iHo*
zc939%=`kJ@BlOx8`H}Qy;b${DGZhn*3`C19SJ(N`3$?4)_sl9GX@qZDhT&+oFe#g<
zk&&1kk<<{Gk5qIXdWYLC*7CTTbNg5ySh$<cVZYDF)4$+>Ov}Vu)Q@C#j%)0|vXVWx
zTsSB|?NXXa+S1tZH%U$Ir0$~He%EG2=Nu28x%tXBiL#6re16+N2wpfmVBEd*!d0-f
zU7McrzOCon>A@Fuk1Ssn({&RX{{j;BR-@9RATFvQo7M3g(fLH&!0d+-?TX%Kx34@@
z6Q7RM_Y2<<%<BfRJu0@^eC=D*<_K-Sn!&9DlN>&lGzi5bH6Hg@p2U0*`m!&NBde;@
zz}J6IvCzrp&iWYNV<~++p8vp_z*vI))zq+%+D3H>LlavDU*<r4Kh9rpziO`5VcXx*
z_d?xt@qNk}9(YvfG*Z2i6=dmpopQG7zJ9J`HoQOB_<n@Aq?DwTNT>viOygVgO+kNF
z0%`2+OyU}Dq*Nl!&~1HFKPjZv<svz!f`{y!fnO;zZYjQo@JX4Xu3EmsC%i$MaRL}e
z8?TCRH`?S>!dq>Kj^O$wP8kkFB?MZ<Vh?}jD3GQKrt7k`z)PPIBDVzvZr60Za#fDR
zS7@v<VC#e@`w#$rr02V{u)AMa9Mj*N9-{8f!tES#wf?g8fifL)*<};T4x?tOZfZ|$
z<+VnLk#&)6(Y$Q6KSSYhO&7cdO?zEMEcnqY=SX%DD#_Dj1G8gMGm=+?ml}HJk3qG{
zxg8v(E6A=NsGkB`J_=D?qfqK=v@`wEM`mw~W=^5QYeUG-o?M(|m)W*zXZuN_lQYKy
zwxFY#EY36CM!m(PKqPygCVZW8yb(NKRSXlsX|U|($o9A=ONte&=J4{}^sNgXPv1t*
z-5fY4V>?F|=BkYY)OU!IlM>>0M@UqqHUrqcT>A=lB5tHnqvbfv3G6J+EY7$;G{;}2
z_95m?wDQgU)W&OpbR){=RV*o#Dum_=t-B1jezBN&a5i1eaBC$O+mk4p!u~$k@TPZr
zK8oF2x<uIfRrfMJ>N3GT=2kBzO&))O8ZxO#!G)26Juh@Mfn~9P?TKzKs)??>jo^Y`
zhE%XpU%{F}feDhFY(}Z<v{6_jiTRbsDiNEb%ZU%Q#MNmzg%WMOwpU5d*EgYYko5)b
zEp9DYDQu<Y6wYe{Z!Zu_Jv7;Vc|aYsh&SCeSjD7!pYhJQ`x!1HE?A_+ZIpb}OD8&-
z?+qs)Y2QIZ<S2pWxIEDcKh~~{8%`)<UQGSU+$q)NLqLy{45Myh&r&j&VPk3k<~7=2
zgg=22L{gK<fkr77%8~`=+GCH!{*>vGxwXxVuG0-wvpcJ;%K1XOhY#+ne96*q?nKBh
z0&G^m0C*}lyPKn$gq6HWn0TU|xR{kz98NB>XTW!(!y0@+CW(p$Q7Fss%XVO_6^#G5
zZXrZza|`2s`1lKJ+0z2J{m^mY8d6+W9r5_q`ZGaAd`1CVvy$c)Hwvs<77*1k?NlhQ
z<YmkeXP5Nwxn1aU*>kYQXU5yVUSJF3!0=?urpKafqOT!;WZ>*npJOk4%}$*f-Jo(8
zjkFo1wPuPqnE$G+dptI>8igA7fnFdaayyDICME^if4jM~{^y{Z@IV{A&($)j1K~y$
zS$uZA<Z)A9PDDvchd9ZZQ2o#FYyv3aANU+`+KJi)LmY_PAMMM1YuIj5zhevQY{DJ|
zpgw9|qMb#M6T;GKdG?2vul7LL+C+#Pl{;n~Yp1D%@@R9uabX`F;Pj+dCwlGrIOnT_
z{2`5%>|9pJMb%%xskRb9s5l!}F-&v|oU8uFL;IZDiMm(TyI=hR+;>46JoS(yQ!67*
zTr1!w#7$m{k8JIx0e9^ec}<QxEX+82Ll3Br?n6<^NGUk1iR%74HBPh!cO>zl*5Sb(
z?QtKv&K16xSCTDsY<W#I&G`)a45B;dfi0Fgoq1r?!94BgT=$z$)>AxiF;bx|lFfh<
zM0qq#{2Z&NW?wN;z|Y?~^uQf_>OIE8T<pTc1H;axdTJW)Q{w25Uu(m)w;9y6jB6`u
zoYmED4bFae(9-((j(fzsQwy)7y`&#WwCdYzP6`QopduPgP=cD7o_nGS&4f6$(61ME
z=<H$_x54Or;tV0cp9yb-2!z&v0<Wx#g_?z$$7h{bYEogSU(2cMc?$0^`4*!1K7T-}
z5m8LG!=i2<Gk@U0ErL|d?znV!vf{<nKe0l{3k@Qu61I8;nHqGka{I~m+h^#lCh<^1
z6tsu&PgirF5&Gc9D3f$)I^NdHcx=95x2-rvo6a9_)Pt)!QgOj@RO>y|h?PoVvu_4}
zok1p*H%?*mE0UC$h@XHMIs9VFWjoD{Nx4mw9lO22(HU9z`kI0xu7Og+9k81d425b-
zvBK|wBj#*zJs=EV<)bm@@tEo2U<f@RJgq2;@5oh7e(HKHMXn^YEpw~G-bh5oao9iV
zvpAcH1B3_kmw~d!><e?Keajq>ea}(tn&?`~@s7`(H>Q@ExjmwYkB`lDP;sL$*l*B1
z?#}LRXi~;~cSlf{W<HzF<xpeW1+J&;TN6L~8e;Ec_UdJEUGf!&p>IIEF{Hp@4&1k$
z9D&#lQ8->=>qchNX5_IQGTY<x9KG8&cj+SW<E4XJuM<AZm3~6p!|2I@$BGC(XZ_y3
zAILeW6LvHoP3S+g>wctq(HY18KtURO>DtXsMYQEVzu=DFfJN8Poj=eu67K}Rrw6T#
zqRnonS#283S@WiX`eVfA^6*P9e6kcHTeDlGuPr7)TNP5`pGaUcn3B;Q4ixuGf-QrZ
z!<bjvbIMa$CkEqAR$GEG-1ilKIvSB{RlyuL!{!Mu7=LEbv|%XQFf#u_&+ty$=P=6m
z{7I!_w9*YuFkH7B7ilw`f*}Zhn)hH6;*zwZJE8j?>YBvNQh{jF!XdEg4wnO}uUs+2
zOG}hlB+z*Ea>hd1tP!D1@C^JY%?jZ<G#oiJD98r}hAXRIs84Ae(>QKNQRd}FgHYrB
z>OHzMQ~$!Xs{ZS{*4c%`g{MoQ-XqdaCt{D(cRoQM^i$zZ2>J^#Q0mJ3m4>irv|8KE
zPOYmb+~qCw@kSdA4VX=CkBy}AW;vc-dMq>y{WAxn2jpUZFp2*P2?H^?Wcc`hBVl<R
z3)}xf>;@90|Bgz>1Q3${x2SZ0s_j2w(*0TN2AIwKS?u-<SpESD1F@6-c)Wk7QD*`)
zGJhp@bC2z?Sf#}fy1IcIgDBAa#u{|M>mMod4lP7Zp>V=X;Qmt<IJub5$NPtw)^Blz
z4w1ZgziizOV@9_79I&bFTJmU}m-piuZztn1Hphg}Lq85RHm3}n<Gzt}$#;k_o1fYU
zcX3E4OE8tcxT<wFAN(%#ef+{+{$t;uTXntr%p&ds+}VeD>PjmC&$BH}9d>Tms>Vlj
zo4VbSUFq7pr?6qASr)}j!n2sU(!vpv5CYb%%K-B1v)g?%hmLE5fnMLMO!~%_g31<j
z<gBkdh5MH4JVRCZaq7)Y4qU0zn=;T<IJj+dpQr1TE!_!2wbdle^}`+Tv^nO|7ITcH
z*4<tqZ`$VWd?GYAtfm<4?xlWIn>YEX-Im<dmsDpe@Zl1VufCYcUQ$+0{VT~!296ip
zhE;LyBarmB@~OH%AHk{-yOg64a!ws5ZlQB7`BM5!4vpcGys$DT-a%6FipwCWd8cs-
z;Z;KjrJ*4O^P#>2?;!#g<Ao#TLzjW`F@zX{NrUAiaUweotw?Y8pu0q$8QXPHa}isn
zSfMDF(n<A7^ht~)0{6-D$!q7t+@$za@`>ut$wmgMvl!Fhc^j>>|A4rJmd+_!kQ`}r
zf7+WS!7Pj*QnVZq(x`VrZ-N9V&_qeaqD0=v1`DDEP43_sj;7N&axO}`wjplhm>(z}
zPfw&fI!;mw9I@0E;MNVcJtz`BI^eYw`*>0iOO^j~?PC7(+xJK1`V-3qZ3JHJ|0;^y
zzpQwF!I>HUN~rf-5B{-c{Evlt|FSUunKVDQEx*NjfCrCfj{*N1ZUPwo5bFV07XZV6
znhsFvffzAhh6~C*EA@b_zxM!i_HTQD1_Pv&WB8qbz<Vq}lg0e(SAgMJ_y-&S(Bo(F
z42bX8Sf07^vv3bMkOepa*bAb_pe!?BhYPwE0G2^y81Pa67z(lgsyqN1gO-5WpMj3~
zIS*Q=e-`xt`ajU20AmJLSpftN+QkHv7_<Z!Gw6XB0PM`b#tblK;1NJq0_<s+fm49p
zpeF;Z{sU(Ie--sH&;d{K_r~xKQJ=jstOABIR!MF_X+-S-ulm=Zxy8UYK4xMm-EZMw
zL?A6bki9{{L_ruAVS$+_7sQF1&RX^Hc>@ErYJ}!!1^xC-AWBC!6D$y|D10dY1oOse
z^gi5x44}hTY!7=+w?{2^M@>ieaiLYUn|k!K>ZmSD$IC?1I448*{9RbzUbk>Ax*-l&
z$Gdt*OWA<se0)79+NBrWD>gZp!#8E;C->+(>9SpB?oKR#xhPOlcihD)70*6?>e_J`
zZo}I2YP=LrCox?%eEkKML4U<)8u_)Sk8_hN$6eS|*u}Zan0fJ*3QekX;Xq`P-Vc9V
z#DOodr1H@dn%HUmSn)WMJW~~PT-<CP-gMkj2~n@H(@PoN_U=KDbavW<e^H2`CN-9I
zE2Puf+RXiqv$kd*L?%D?0vTDp_p_tG?dOOWwSC)B_bxFLU7xqGXl*~%tBXXYKZVkI
zI?Bh3CVUc^?&(R!B7KXyNM(gcVT_Y|eJ%qDpKuGk{j`-PouZ@TCZpk2NHGvQQX$PF
z)iZ13urQwz|J@pC!D=)Lx2M6XGzE8S)Y(RBLB#@&CGKp+jg80R_14%+D{l>yye*#w
z6zbUIj*(RZTibeC>XeY>%|W)ro;@RrYRsm}P4@aGdRZW%kp7bTjmkmAt>Ph(r!)cC
zl8(79zNLGl<Ceg66%g(~90U8Mv`*r2VCb8Ub$K}nf?3wt^;wMr@^kf{NBo|9k0iIk
zS3Dvd3KP*6BsjS|3A$<3iV}}z9u79#qJwKZ6xU{KdR@_T=kI4Al0$++U~QytI(<5Q
z0B6u)tv%SK{!HaxUKLfEm=q2cG0MCU^4}AoZ#-7F6}J_$?cYFYb^5u<q@Dq1Qlvw;
ze_y;G6XwUBw(Mw;zo5_%v~ZiURH0*w6WfJt%p^`s$gN&wf|;3u-d3YCEdX}LzG;VF
zz#NZ@&|7SWSRT1qqeo-EqIpC$ABQMTJOV}$S>xOj4w0253=TciXkCsczrXWIPuu_f
zYxcL>u{v-jGnID2`;^%Z9?|CHH9HTs(I~8j8lx&i9-XkP6|JRy<q!R$xas}J*gpnv
z2}4Gs3D|CBcsXLvIEEa|=G8CGZwtO3lZ0$s#_qPG-e<3B4Cq@jd>wJ?Ie;W@^><+9
zgm)Xs_RY>mJdifxDO|^Co*qALy@t|Q>YHlo>ej(b+@7NnqKR24lS_sf8j~6OxGQNC
zoQ2vlmPH<m`r|STd#Gz@E4~-a4zjUPSz2KBSS&)on})0QY`FAerv@KO>3(<5qQjLH
ztI~?hdx4VM9xhii*>YW00$v&_&T|f)%Fz5A!XcUzKlK-yJKHq*aspQrR!&RssLEMl
zGHus)V_%}QeyO&q6?Q10Vz*)ZkQ0_ZY&!gvdsS1I;4J;^Kw58vRg7A4Ck&&2sXkYF
z8hYourne2RzH6@rTr1xBc;M7HBy`=qg7oP`A<8ucs&&I5Z@%y`!#VF*t>JcV3tV2+
z=otClCzd(vB<J+qK&lw;R09G#@r}hwS5~z2H5fJyp_o-}&Kdii$(&mJC)%ZefOJlz
zTjuN2uW%uKWG}<@j&p4A-c|Dnk4_**1Yk>oYs07<pmVV>zo%shWGjKL?)*xC;5>NG
z&XA6#o)JjrR1u)njne#7ZRyW1<fx=~xtmbImA!uDa`9%(S)oizro;<d?usxW2Zv@G
zwm@A*)WPz@zIDcrTopvtTxqlHHQ2d#r5QBg@n%zCJEj7d;+m1PaZvL32i^#kO5kw{
z0bKHQU&nVOkk9BX#HP#C>*HdvJnUQG1zBF{B3vM+R4$;Vv^)3p4|!05bK!&{Y!{gA
z80{^bNIOX^@0@OZZ$rLukch*L9GJRJFk$~PCwr&=BS0!ErfMAepk`e0{9$FY4WCEZ
zI(*_J+PG{L%A&4(KQt#lZcWU!xP65mT4Q#>s`_#7)Sw=0WOn2XS!n9U9O;uFp?i*@
z!Wuei9SJ#}?``M97qzupp-3?6BGn;Di7<*#_qC=PbOtR$EAq3EdYqsVqa0q(x!`QC
z(axg#?}KMlRtd{0yH0^fQ{%5UQ|Np2Gc>LbKYIIG@OzgjDJFT-8(-P>22*Wjm*6G8
zqWm$dD4klp?B>48K;j(Pkv_~72{wU(61R$c)ZTQ*p9J$Y%#If0bXxcD)lucQ_7-Yh
z<!k-ZCHtS<Ez#+1Ogc1pU*hF|;vaJ{etk_6G~0|TL?+l))>$iA4HKo9Z+F*#u&2Ua
zKAQG+lYHU&JZ=<~<(&e_={!0;-3?fHy^*pnr1b|Rx%B;B+&37Nr816%t(Ev9i=#qO
zbI30W)g|#KKVe)mk2FJ=k1MFVrsONX$b6mrVm%ix&*vlZgmabr02vE`<PWhFqI~Jz
zUg{g737NY%s5y&+*4nguh!1o*9S06u)+kUJ`K4Vlf)zH(<^xM!Zgr;M_#$z=Ggs9G
zky_E3eB9NKt7~1V7ra&?y2wZZcS2)EJO^elW1-@tDiY=|?WZWA@ksNx%kQb1r{3P7
zK@V6LF{<o)B`tiXD`pixI_<cV3(li^S$`XrlU-mttvxQ}3Oj0MnXk`S);u)GVKA{E
z!4-K`l}y;OFl#4yNBB+q5!cuU<E@<i4<mLzB(_5zhq)>l?S?1QtkI-^&t;H`-`@~h
zYunvuKsnML=#wSx6i~*4oeXdWLs~7Tk+9UHccnF-N~^4q-yCdv?&>!cLqYeyH5?F<
zVC6Jae>Lt+`<YCJXWTMfi_n&H(?$wc!w+5`QJXgZ(^TnwRA!hKD+38epuEGFITiE!
z3}?l?EEj&3aq!j6O`5&rW!(JR4AxNp**=U6GvR5ZS;;A3&0!l2BN_@%iz_EmyzA!k
z$W6+b80|PIuMLf^`=zZImc-y!dhgRQI5aq@-jrubQ{+QzpF7}9hLg|hTW&|L3G7hO
z9mp(f$(o%-s%rg+n)6ue5;688(N<(aD?~ZZy<uRIC$4lGg{`bb={=(g8C$obx9KJv
zUE?jm5c=7vmP95c0grShZCUS7x7#$I^dOTe+vrzcsxM3V0X8yKx4lJGY3zbM@WZsp
z2h2I-G#*En`AJ$t^UqdEe%ff^Y_tzT)Dp>(#~A3ofbvq%dv<PcOth-IRn>@c1TB9N
zGRj#un}0(tilWI+$tEROYPEpj8Y?xxfmfg$YpFx@2Y5cDJ=A`V5?C3Y7Q|EX^fZAs
zNyULZih|KKe$MMYI@+}lA~_-zG^a}<W3l()u_MUkH-wQS30CV&c3t~%({J9Bci066
zN+$EA-LKs5K5bmIjXn`}i56p6sK>tjT>Vy2Jtw03(|FnSJ9e`7<S0HwdalP6GmSG-
z3s^?pQ_+n;bX9Xxe=G>|h66fs?!xH=C`j09k8<nI?h{XU$KkI&gdUBmZhIY;ir&-g
z`dgmZeDAoiDTh2Me^DxWtZ{yKCoi95vKT2Oof#ADuG3aFU*IXwz=f+~z@{SWD==Ro
zG2oG&xofOe#8BzV;ffa=l8s>dY}hwDZ*ch`r-7zCQ-%T2U`#yuW8^q^C>Tfl(#?(X
ziBgl<6QrFp(UX*mwgl5=FW-k3%>It<Vo9ghEk%X#eC%$qDY)<q#AebOTojDhSOy%4
z@Hbz6SSm4A8Il=sL(nV_rohYB#Vn(7n+q7QxgK)JXxc>n9Gj5dTMNV)^e}i}{Cw3Z
zS-jQW8AnK?Zxw^nVt!CLpC6qdE>_`>^^Polr-?Bk(|W!^ZOXq&T{Y~rq_MLoFPbtw
zdufjZ#(Y7b$y|D&uZqFh7|lqvYmCapG?xD)ZfE~(P6QKnrjF-`ah6oFiR=e_L1ft7
zGDGTH+RwjEnUtBFeDTvBbcV)%eHH+-mzeuy_Q}=RDud^&&@g^pVBgv+Yg33z>I;cp
zDg@S#i2<fA*l<XN$`YI7EJx1caBQdVrH<tx??2quW}{mUT5%zvtyJ^0qCcddBC*z4
zVj-84IocDb#tm%ceHc)MD2P;Ru8zfs(6Li`vX|Cj((oOXSJZsbCr<eag?oZ7+NDb)
ztFpQDLG*Q&-RC2Xg}eBxG7g6pQQvQOpFiecR6)j=1P{Z7adXZJ7*|QnBF8>(+@(@2
z)lZmFt6BcaS6Cf?j1U)_iKW7zfc_d+=n3xouI%kUkAmp|bH_g*%pb$xzm^>;it#Im
zi~hlwp8X)0>HRBjOANpWjS6HRMaRNS2Qa2*dny_}TU}6ualmU5;800G$4W%s*wDxh
z7&HN^zlY3rfb&T<z)6CrosOBYE}w;=nLbd+|6oi&aO^)>R00vf{{b@nlOqJcIou!5
z_irK7pF(c`*^{Jutfu80EykClGs<RoQkSSz(%LGecWCKy%yCNol1+#w-a-%nWFmWf
zFl*z@F+qUs?z(Z&woU0ssIzCCxQOpukE(Lq-IZ6DV|ArS`b7J6dSgc<R~yxMa@y!>
z_}5&chWyx<Dz~)cLeKJn1`1?y$?0NGa!F(D#0U(Q07RB^%KH=Z#+$SN%3B6kRqWgl
zC)N^V_VrQ|`3vaehbKXU?0u=&8)lw@gTgt^s_iHsD3;1AuA+!h9qdr*_p{rDuF5!z
zTHh*5&<O<TzAMgZ_j|?*yDF4AxgWZ)ZyG2=uhHSQ%zv7$Gc3C$e$`T&G&i_EdmR2T
zxr&=<#5;wc*Y|^Nl0$6`SGJ-xDYMO`t$DVhXR9L;AycyLGh?z+HQi0h`c_Np3fFsy
z;?&zKem4jKFs77jlP1VHzddDZ__(%^DVC&}k12gI!`~sQk1>SOqG2$6KcnoT{SXqD
zhDfA?CT94E9pyDH1S10xoq=)wqVokEq$Hp1I9~M&zMAzkG>L?-X`dRq&tH6hn@cWJ
zlA)F%l_~YN#9QNIV%ie}Au0nWmr+J^Eq`oi?vmuQtkhBBrT((+5{7d{8}+z!S+m_0
z?g))Q&MERZveVZu0E2*(^V>1e3b8*lEHVYBNWN4$y;<}UUY*_H<AOsoXHAKwmFK`c
zR?|ZX!s4NhJWDCSm0q@TOW?Io`?gsM3IBydR^Uzl<AwX9LjB)!rGHu3{)#Jsgo*#z
zBjxj}|BqY=blAUDR{ksf;=e4+KXIi$6pYX8=YL7T2oRv(PXgc_0JE?F?Z9sZ<6oGA
zG638MWET22d(i*R5_CK$u>c7WFM>c2$UgJ$3AjHCAbMm1nkkUqOVD<ZxDj*;NUR8I
z%$NW)#md6;yd7lh$qYINv;?$|Ab(XLi&194&>VCw8_@Xt{n`NF0WcK^k%2Y=Sr8Lr
z1daxwCy>*tzb!!o?fGGV?exIa0gF`NIA9676Q~3rR0T4E1ucQZ0F;OUP)0HU@96V2
zfF;Pu9V4)OPC#b>GNT1CG*D@QJiy0(-y6sSNBxn1-VT%nMDRer4(Ogh9(W!A@&We(
zG@*c%Ea-TUBT)M1V?bpAU56HQGHB&L%y5A#KVRbcw+2>zgEP>1bj;7nQqX^a89;-e
zivk*4;AD{a6ZkDbi4~xUe@1MKf3AT46D21L9Y6yA0<nd;Kr1K=OdT4}A5zB|3(xt6
zgIh(jL(!7#2IjL85k>RaNI^{Mp+shEGy7ykD+(&SAoWFjL-amNQjRz1eRdZ5`DlxM
zecsJd5mX<?Rf*@6OF651qtt;+lgZK1{GwI<Knw*^0K>dfg8v4R@7ph>#OjC=c<w!v
zKN5`ZZk&hGcjya;A!K9>Hf4w1kg_?0WLN0V^)6jsS_E~jJMUA>)}1*SZb^o3jO4uw
zf3mYlt^VBGOhE^y9i#s9CEU`WFczhoFl=CE113I6+e#Z<oy*OxkUDlzse*Qe$E?^z
z9Hm0tHPr2mOR%D3j|aDhD;FeJ&yb=dS3hr{wpZPIXGE(DYkQ2Q#(b!o#(JoHD3|)e
zLs|wp#h)i<hzdWi>>MsIn+mDba|_=)*ehPZAe>Jt$ipMpXdhxPmu`OC4E*UvMi%sQ
z-Db$n0Vj$2`}AVt;<(=3Y5O>@B1;>XBK9<|ur%R`O+%B1>w_<ZCM3drAlp(~{Ugg*
zZT&S{!){~!EtCt?7uj`TUdhZ{Ic*t!6ZVU@Oulm81b;{b=f>u%{xI96G(loYND>~&
z!;;aKUy@mpTasOphc6KN@p%{81hytt?ITs*k9YPaFKeRJgi3O!WK0X}W1(u&CciPu
zsKqja1fS-4cKP@}q+_Xbgb%)*Q$P+z&I#ejHc{vf`qAeMzq1|msr**_&eR0iK5#IL
zT1L45H`ebK+7L=Rp{$Q(`Diowj4D@9YL@4%i5O$TYJW>zjv0AW(|`iGa5vqCpp}$O
zB`bc+Ik~^&Ez1>{GQIPO-hf_wLU-QHuA8ez1(A|W#J<c~th2mCUbn=J{_b!AeBPV{
z7dw+>(x<s3V|}<7jBrW>kCls_1{xQ??|$5!5<1g%jP6tC*E?+<1rHlJIL$bX!HvNu
z!OECRL7O2zgo3i>84Sn#5)oRwMl;eWCdB6BD&yu1+!=;kl(x*aX3N^<&J-7vxojD?
zFh&Ye&zweiwo1Piu}oVY@@(yliKn(jyHj?b`OYOe%1O;Ghaqvcz?WHW(6g%qJr*n$
zjubsiCqyIV2WXw8Nq&Mn^agk6D5bmn^fEq=YLaT=<OM4p_E1RRcwH#W(jMjxT==Kd
z6@_)pbxi_UNaW17XD1`CryIwic!gwaDnGpBLS+?dAg%X7cFJ?o+}>-xs(=~eXIJI4
zR4Tv2J<v2l&ld76N~kH-5fsv35*aTEVZzKQn35Va`)Wpvctg>EO&>upGWc$kW{zyu
zT6&3joOuq*!CM}4L4cq6RFwxCIih!RzN0VTifV{XR~g(CzSxnW34H8RUKX>5%I4z_
zNW<x;&q34R%#e6<feEVxDty%8zIP2Z`__$No+td5Ir}MxQSY0v%CSCKx;J~Ldgo;w
z+}q5@1O$g3=3`ebffqrU<<m9ArVb8bHj~I}U@R%lU4`r(LpVTD4N~_qWN1SI?x~i8
zb|F+>rbSZq7&x*~u=*zZj2NX@CyXqkt8Q;KA8oZN?;cGr!{b_5<Fv@a-(K(Nidx}K
zu11p(L9MPLe|&S<^JKRCwwEA0Krm1wT-+B!M2bBz*pE+clY4d;905|J7mFtw-1ZH$
zThje*Xc3Dqwo~7&pYd!{1xC5Lm!^}xtgmyXvauj0QL(HyQ+exPU3a=IL7qd$Yn9{-
z!UK%LwH0GntYs~fIRg2VV=$=9D+PHm@Ie!bdM$XgcQeW6fqvtiFL+E~SC(6R7f|0W
zOn1U1PJp$BRPl}P3Vx%^=TM7J@kAO3ujKbearxTN;iSlsR}81^G0;Poopk<Y#(1^M
zMjDUP<M=u=_V|2!J>NF^OvpH)s#H^w(x2PthwlZ9M%H4t)@X0C{Xz>WN9qHb-B(L6
z7Zu#)9(++R0k8OD`LTz!uAT2aET`0lIfjOLxp^rqvME}yOkQmoH%Wp0U4FJXtocHy
z5zUi0s1M=kx)OC**o^$-3jPar184pAoR*M#pYn=QvEDPSZ!8qWalTEIS%u9l|K73i
zf&HYvwJSbgJY35A#c3A<SJbv-p>`$BwNHGDH*@iqRI~)wcP6+;qs#@uJdFI3O2*d4
z*0nEQqc+plw~;`@R{5TgQB;KsmfW%>BnGog9OdxP?!_O^uF*@5cWr^qND8#iw^vW>
zQz{7`Q)(^wksC6FmGRC6|D3~2=b4`gKM)r5T=vu<e_ib!RwB@~MuKzzZBAQu+!VHO
z?i`&?;KJ<-ZFR@5Dx@lOiErb|(mYkvDf!uT;Dts9!<=$xIjod1cHpn7u1bo7`~7+U
z1XFNPTNVqYDBQbuJt69>`aEl26EqAwm^7&eTH#BqSZ*D7YovYGFm1=7tH50MFow<B
zW9XnyGieVENL@Z0vmT|bLz%9S8x|oVarm%wihVNFHq7H@ZaUP)P!#h~bFcUY7j(k>
zdU#Fa4P^J|FJkI%3)ky@(}y%+O&+As%iGrdY;*FnQ!lq?!@`CX{0w~(GYOC$b-sph
z;1Fn@G!|wzBGn8inRinAtY_yfzhIk;xhADzu{0?0LgejoYuDcT938jNhUZm@J*Uaq
zD1PU^&2>l~kU?=bYHkB#A~2+3QNK_w9z*EfWQ9$GT_yuv{^EcGOR_`cTy}bCJaE6l
zI$pBCw&1KJ@?&L3^a<i<(#)qWvPBJ27j3_`Jp0R;J+meGUu1C#B5^rPmmCU$gb`H-
z=VTltC4>jK>5hsEM{<XSj43eZS915#Xxj;_w@la^FDF`#%c~p9>Y0k5wZPJ-Jj~^{
z<a8W6lDg+@(qnRxCG%moiD%rW-t=uIi6&~}Gj^q>zzuj?7OPgHEVQ4cNK>EA^b{SJ
zhUSymzrr3*`lWd!3<s^9uh6b&y_=>mucutjmuyyRLNOFFPMLCJ(u@@4blx_(JQPYc
zq}@+)U$zo78UH}=6mm#7wH&hhUN558bV1@3DU(G{-fNar@@~qMw-V)k42_eCQsPol
z^4<(519vfzA8^QN*CQOcDJXD8B`|6QMOfXIiJ}$DDViTnPOPoKkVtz{BZNcU)`vUf
z10rIYOM;`gBUhztRv6D8<^nYD>Jjdem{<CE_oMs-lRqUxPG!9OqFiz`&-8-J$HK`a
zGbih0%GY(89sFm9<Wq>jsx5flr8n#hRK2?EtdL5l#Z0O}qNTEtCMK^{;fvt!A(jg9
z8g4K&-~q-u+)c0IJ3iK>&Oyz)Gk&7@(2#5G$zd|#vB?cVm~j{Xji7>T_&qzJjX;&g
zceiLRkspXiACGL2E>VSVy~(c)zbu5-V=03P!30OcPnPO04v#bwYa<tcIgAX)qaewD
zJI5{G625>*N+JBd=SyuCU<nqX+3qHsj=)uQ)y&{BK%kqQfn$1hddqM~x`F0=N-Y_T
z%t+Zv*h>ZZg+>S=yGzDS{jzF)9R8v;uJ>ljId>}ztOC0C+=~5)`$wK=DaiyOqQ7!s
zCTvIY1~MZ(DrKjt9b0TSrauX)E#>v3mK+v8vM_#VNJMZb0*oVadH5u`7}*M>Tk-I(
zoT3cQT-Lztf;q>DnD$or$b{4xs_q*v{KN|`sWo_p&vS|44x`zQ8f0n|<U1~ECqfuY
zUA7lju*iY%foJUNFW5iXEN0Hu5T6s<@d|HtC5LT{AWo};Gj%PFv$Mo94>R;n@DxE0
z>BJ;=U}Yb)o?g?8d^ehOF3;&ZK#b+<2wET|y~j^Vj5io<VhP<w#I6!6TNdS$SMOS*
z<T_?(K5?~}Gdb52k7Bo`vX_X6SQE~hkj@;)>nxx7Adk)5u^E{<iiOnsu~of4)?Wf%
z``s4{H-%td4pvLydds+10R)#EkK}$j2gkAtB>JvaFli$^;CVzhFrBsd^t!F%KKt8U
zN_Z^PeHwa?$cx1D%(c2Nc)FQN%n-x-7+$24_8VLD&3|*^B_O?z;G<@s{Br15YiG>e
ziBo)qRNP$%pOTHYcJRb3S8~j|@X2@5b8}~DCaUzI&YQmzySu_rP6NBs`3{MPJlRHT
zXEFa5T5Y&{_+EVIPD|I=v8{8sA#}v9ztyk%VfXCwv-~u695p;r{8V9HvD2iX;a+j0
zTtP`C(s65t*<7=iNU8*H-`P-=P1IR?k`y$g2qV)83(c@)ZsMaB#HH`M8Q`~imAS$1
z6YjrSrepG=YncWk^$T{wlCDRc6K)_*_i3q*88aZLg?_a`{ZdXOnk@E#xgYPX>|{^O
z_O*D0v+T{S%6Bl!A6>5lQ`vJ_`kR;Yob+(Dv_p>H%obZLFLqHL>RymFzrQdLd)%QE
zVdi8l?2|$-7uz3e=GsSCx}c+8i^6fVM|t9})^-!Bx)_Fb$X)2*1KWfwO>igriTDu+
z&XbDz!k)Hlo(=KnYYA!a0?{p^9p=(rfn^&#7>U)9jPt_ASF|TF;UK;MhZXiplH^oJ
zbHUs>kG*wu8=-8Ey%tGL>N4=KLP-mMj$b*qFLQTp%Q34v9i4F4ESc<=kbtgjykW73
zLIX|{hJ7*_epfvCNFyQIeVFJ@Wx?lcz?iTD(U0@NJ7mXICP7uzuIO40k+I{!>vhrR
zdHyN{NE?NSu${2w&)gR6Naur+N<(q8|EIPu0f+L7{?C#UvW1ZBp=>jD*>^S86iOIo
zFt%aF9x0U~*;7JF8<EgL_I=+XOWF6bhHN3f`;M)?+w*(=%k%Kgd+)jToX<UXJ2US&
z@BJXn-ZT>CW}1>3UP1a^3|nK>E1HYVL0l%1Z}FSpw&XoLJ0UgIz2J)v`tpLo*St9Q
z=PNs_y(=zLM&<`tP%n_eDMsig0&cA0UNO`BqPiWt=w%1&orJvRF!sw=`aWa5Kknl`
zxUbAZw8qnC^5fxNV!g*=>jot~E$xA<JR>(`P{^?JvoLR#Ax)8-dK!FuVBY1n${Xi8
z5a577E4s=b)!g~_!>BqnXRf|0@5%42BU$QaJOApf^Q$+x@RRK9W%Da#s-Y~$RSF&n
z+ayP|ir&Hp<}6o!6{LF+_(=9-^kT5BZ&~<q4uxRpq`adU@zNFAPLwobZnX3;yB+n3
zTMfEevLWN8bqVB+_ET@01K5!h3<YF|G6R;%pP&3L(|t2HEx0APg+gL@aUp%t$+#@a
zSGVigq|Ai3f;ih=bmefdgxw`G<tv(AA}8-hxVyNt?e}z(<mQ$b2z%wVk|>APmy|3G
zp;|N5z8-e%fhJQmp2(9DH;aAtqqIk4<8i69@LiexmR-*-(wzu8dq(NxTjevl?mF%b
z&n`8G9=`bwu36F%n96j#4yk@QX*LciE2)^)m`$G<7u(ZEQizy~H`82br#V<zI1>A&
zwl~$PJDkQ-=T?aQoo1wJiQf8U<=eAyZ5aW6)p+FCKEXThLPYMwsEKoV9J9_klCgfj
zmu4-{e}rN18`Doc<6|eEPneru%}`owaF}y5!g43S3G)h_%vNhBTmMFPCh59&F(W+6
zg?M_M%*0PJR-&?I62)=Pd@;bWh5bs8E8EOG*C{RX*wEK4Ink!`B;Oe`>?>JZ4XV9(
zv9#uM+@o=d>Vl6wo@KQan_tp_|Jd_Z?A@z)GTu@C6z(TCNv;@JK2*9ZNU5}Mm3T(a
zho3k$U{WBn-2R7)$(@=f_VU*DPkU1;wR)~)y3+sp6)~7_)KQWnvR|z-LUQkIt<x6K
zZ*TAkBx@Jx?5|)rZOvdzbaIL&&rL*-G~xKrIWJQ8vD4`s22b@wgc<T%znLf1>)Q0S
z>Mwq$dma@Yq{Nf?qcgjqL?Knpboov<<NVnZq2vaWti=Pk3vDnrZljCB$pz+j&uP--
za=!Gic&1lyCVlT?p%|p(^!|Ge2h<|0eMoo%teWOrS_=J&KfcvUvPpS&>hs=3o4t3r
zCb_ExYMc1^#!^)rZUl$-==MJ^N;o53TyekzQIzic^9@eINb}t4qxl56+j6&!C_2d*
zt@v2^;w)8;D=XHem8X9ieZNfPnxs(hd{2ev>|)M&n#!Q|Des?#BSrZlN0t=m{Eb)+
zx3!{fuN+)?|1IX}#jL(D%(Md&M%l1_IlqG8Bv0gU+`ZL~GN<H5!MvbCy~iD&-3xrU
zz2Rwwq{d|;-dyd#?i{pwA?SHN*jS-ht5)FaXk=w+T;;;`t0q>#3<9iI-LKrfo9A?2
z=5T4FV5?PEi+py)bvdPrflv4F$_-4pW>SKml|`pcO{z*S5;aVZB|0SMEbTd}8u6K#
zq$T6Dw)64#mevAe9p=-o5l0I=Qq6B7GVd9z8B+|L^d&M=jPrx>%F7I?$quVHtC%11
zIsRRHQIV7E$F;^$b}hSvqk}6=_Uu--7Za!%Ub}U9I`oz0_SojBu}@47;aIv2^WXSI
zd{w=e?4QPtp<Rz8Y0+Yx)l4{}bZejVm5b?B34S9bXZP7ZW_;NcZQJ)D{=)vdDEypX
zR=DwEFaC0sU+BK0w@KeV(EH?d{n<t1t8c2B;t`Ehb+;RCBJKQ72}@bMzA>6`BbeTH
zKoG_L;lZt>F7Haq%a+ucl7?f6Q}{}@=3u8`x&E?KG`^^ff#uGE=|WWVr|hIm*z2T1
zg{EGU8_zyp_;KQwzIXVw1Ekjjb2V1L6aKFx3K>gJH<)>R&W`yAi&Nm58}jQ$hH0W`
z8Y3cAi@!}(<khUmR@FadAN83wLY~<7-Kj*;Y2s6KL$PpY57B_E4$gU&R@v5kl^gvS
z5mEhs=IDZM=FrsmSW@4~`(!_-^3c8?<DO<>zmA2}kVQspSh01*PSdQlovawhX01*e
zXnNBdI`ue~n-%q9@B3fMp|z_@@pN9aLGE6>gOOhil`clUw?*Bw(Ys%BV1V+63-fu*
z;m#g#ylUwMCL)K%FMF)Bv_qHm$az<OYD;0eVczTBiy^CsZ_FvSzMQ=((e;rypM5o4
zv(w7c2&(wn`lK#lpNP9L)cs`vp$<+$bJ?|yD;(*xYsd@PW}j&mNpnoeI%G$`MmT1W
zyS-CwU`3B!L-~xgwQJH3M5VG72M%S%sb`xlwzGCfr>p3EKIC|<d$ReO4t(DAgtwDg
z$kX}oXuSI#3ogSdtFJaWewk@mY4E&<Z?8~aV~ux~>47(W<lAF&wBK?HMQ?Q+duZWJ
zeVt>SBX*x;)B$N~zUJ|ER^!*1mlx+x)I>dIihMO*p2#mS?XY1Mo;&+0S#R&RFE0WP
zU1Zh&uoRll!Awi~&RsRB_CN!yg6N2hd6-t*H?C&|C5jSX?NxAA2jW#bPjQSl3gku@
z9H?-S7pxje@(eyHUGkvk!34RI?tPwj<TEoPgL`bKohaY0b_@AAa@SW)1ftV>+zrL2
zmDsv#`9)M5>x;ko>Zq0!rp9#C@A0eBh$6o9o`1~8`D!=W%M%h(#>l&SX`&9(v!C!-
zBFFQ}^(C?Y)T*`MBTAgT-ntZjJ5fyRD_?+<X2^Pch{23a><WI8_lm`N_JWhT$0{q|
z4j6|?uk?6Pq$t4C)Krz-9!l@yeb~QZfz!^Gor=z%ajTELFGfDb!QgD(n0AdNIrQZZ
z%`sVTNv5<jY2<z_9-LH9e>v5Su6GQI97UY256e4BHr?OPiueh~XCSh3uO>;(KUkDh
zYcILvWww{Qd{HK=NbkIK(UMChlG2ZYXUtysNk)}iUva@lg)6>XB7NsdZhl{5EcLdr
z%M@!LU&tIIO-=8Vsx=rX>9wrnS94uM1RbBfdj1Q~pdjtn3sncn#VHbGquEvcG`xxE
zZpbdeH6}XYSJUrI=sg`wZ;UyOb5YyJmdNTS_LfYj#CACGN^QvgEC-mz1d@BAetsSH
zNxYGQoE?F%Rq^?{%)07u?Lx%S#pZyXN#TcH)=v!rE|__H;guA#iZ6)oX}ZTuRZKEj
zUFUq#;?nVr;lkGRl=kE(`ME$j>k!Fe-Sz~grv-iRl6`(2H)4~1u$ZtO3G}qWx^qnW
zNu1pG`W%U4xlhzE)hhFM;<PGm;<O>v=V8+RkM1c%Gy4mSJ{S{u?)BV4>^w=Q(fc}U
z2@y%r(k}M$et-KJ)99xSb=o=6_eq3YKFqdU3;@Bx3&pKgp0XJh<%emRC?7K@dX;}j
zDn~e>nP#b#iOboQukT5yyry6Bi&cp!l~_-=Co(jN)3PZ;RSp@LqpF+A9z~{Xinv#L
zhyKG0d}R7F#?b8IheU<6gC-j$udfL|qRN|}x?sktTBVp)?TcW^tMZ)hB9c(CHYs2|
z#XkDY0xq3Larw%fbh5ZR?|-J>P|x7UI<>wZWl#K2xDQp%(rTFYiX_g|sh4lA6mgGE
z>CEIrg)GUjb<$`H(YkM|>c+e-)CDFRmKAe4C)@6#+X@hO_c%XnsF8_tl}&hbf$GrA
z-V@C**LK+ekNx(chi;m=swa(~NFQ@5rgSUtWL2UeeMpH2q7I_CLmjBfN1dRZe<%*m
z&!jIDjUMf*FN!rM&!+W#`?W(z(;p`gbu9lo>>%}u+KbEOtFe?UB4ro$QztYz4=k|g
zg{Ky5h<w1&PRd!aIM9EPZ!V)si%9mk^vpGGPP(F2HHm-5+)UW3=*j9nnTnqaVij=4
zTlReX=R9io4rab&esXTGMEcJ6m<tx6*=Y|mrYm~aqs}6JMx8aGJBM71J!`UoO|z1}
z@6NkOf9|7P<MHvj87Y4o2LDo)k~niibYT>$nQURVOnE=KX(b;jPRnSBCT%TX*#5hI
znf~`HcD%wi)2*r^?cdc?KfgBC>poi$QLqtRMl#XK6tIwp&!Gt_J>tVW<nAa_gJkkP
zm`amhUKhaJ>RRm!&w9z^FQ4@J#Lru-<SwE47iyVcj?0ljdDJ<!M^q)yHN+QO`;Vgi
zJ3S@)xeoL-o=7NecGjN2Gkj!sTxH9>2WuOydptJcC9e3mNz~MWy*G>TNA-9Nzh7ZR
zU+r9_Yf66ZTlnh1l4mjDWH0Qi9yH~k)Lm*&#P{ld1)tuBaZjakXg66pNKJ3%<9#}=
zpH4TwsU#>WR&@z|b6KV35F&rWvwVFcDBK@ca(!bYj_KGMw$R(O-q$x}`BzLsU7rQ;
z7vhA!MkqKi#Jba#qk@y~UVOxJ{P=nkKXara%^<@vg;{-xrVH$zS>YpBnD8-#u@~J>
znWFr0?xOD4Um=ApslV>}db}Z9?=XHmLHe<K?UUNe<qPbR-{=?MXZH6+k1W7~@3)rf
z{u0TGCDQt#z?6>ou4C|8FRM=)9A$l&?~*Cz)qC?72m@j5cNyIq>@^i#?-*0}cj$U$
z;=H70lbGUu1ow(X#Zv!B9k{zjZ+)_cEY5E3b3CU{Lk^M3HJCjon*vubPppi3t!X%$
zKT>g=@mAC|z3W6R8J|p6OkZV2HwTixE1)zS=S|pSP?^4B@wQ+i>^=Xdg}yHtpA*fU
z#~<8^F=dyWqAxhQ9-Jd9mv7bGrcjBJPi$aILK}~`-ft;AUd?biXfUoeDP8YnUX7NE
z;rAfRmbWG}Ba?TzfA|MT3G>htzia)>Y-^~Os2Fi7pu?RUH;5lL4|+O?nhn~cG@d6Z
zXiQtXLDYZRCcSiNULd$7+CQ;KBSJe~ruOkQVNs25or5Z0_7-M6ObL5X8cl!Tj56}e
zdJ1ofW=&J(kY<<w{||(Noaf}S>&ohr0~Tu*(qel5aM%Lm;r~yM#{bz5#!%1LL{sN4
zelS>vfAfRcJP!nV-YE_|V*X#nTK#_L7<dr-yBiGQ5$GRJ{=t*q-RAw58;q3HKc7nA
zcehTrOX;x2(&gZ9#N>>ei}i}u0ZCdP&Y8N<DhqX4>Ls7G($q~lj<vX?tMc;YA@cIE
z55w_TOW)ZM*N@DjZK*T&Crsp5oZh__>tpT{lKNOt@w9f)!D4#4pvmttOHc31s@z(}
z%P)kh=4<i=J&YTMy<-bz@cs`LX0*9C&P9(2OpPVi*>1FW`z-&OTS&*x_}`gfti#2X
zCm5VvpDdqxIcBxgTmNfAtu5rGp2peE(YV*y>Sudj4$FoPjh4KvuWHMc=+@}rem4Fv
z$5=hKL(^#COMqt3Iq!(6P=U4jcAc|RgB8fU`3dh2FOx1?xF<d+nMzk69ZyYO)gLPq
zu9b3MA-5K@&FpjR^{aa_XeX-w!9wDK6kCr-hq?QOb?@E~#=J6H`S=bwc1iPZ;q+JD
z9AD~cfX^>v`OX^@32+`w{*|`EqE=YH!4hV=kjo`WuUoYE1H-?XnO3HOd1G+IL27@B
zW-cd{wtUNV@nbsL^erLcR02WTVuo~)LD~<Z!zs0+uA{VKcz86kc#^3;)ldoW4p_Qq
zxrj>haJPhuAG@Qq%)BQ4iTGXM`A6;g6rWh^ubx*G(sxMSYftq~>D6P#WQo5LHSKlP
zr5PGh_P?-_W*9J{yv(S0EwQ4h-*#4P*>vsSll0O;@x-y$5FGe$a@0Zi)q3S);WE{v
z@O`mLqa5_rM^KwYP51*(aS`zuJ9E3<kNM5{PrPqOlvTI*o|<PYI;42pA~>-^q@ro?
z-k|O5>Df2S&wxzBHNndQm$%4$RCyt$9c4)31)6bzc-6)Dth(@H&vU};Fd8CnhJqG!
zg^qRaBlmX@e*3!XHpf#=Z7q7k<wHz9ty4u9En%Kl+5!U0OD#h(A6kQ!T549b!}wa~
zqhNYA{%Ka`IWlEBpUtzTRtJZ4n-<-B%)SmhqjR2GEEGPqG28puD9+>T@<EZb*19)3
z)Nj5@T_NtW{k!`dI6iQ9TK(TR`~2&Q@(<2Fz^~%(&OU?*{^ykcKMo@MS1^Bd_8}~q
zn?Yp2{p0^v5E<~N`Kyxkk+x_&2XG(6x&v225NLWDgTe#9kS&)Z5RV0cf!1BZC-6QY
ze1bQTL7x|acL&s$kS7!zES-PluIKLNh;ar2L^Losyc@@+bCn1J3GTrH4zbvh48^5x
zb0Sc7oU1Tyz-e(SvQI=A1iNik(?{YU=f_Q{fQ>#5?Ezk8Mj-C8`tv<=1XkNYddk4d
z=f7A%tpR*>(Ox@Pf8+Z{TQ~V``D+2bkeVS#{|IplKY{Px@%}LlHu-MpNg4PA{Rdy*
zX|s!W>y>xAcnQ=$RSKMg2o(U|t)~7X-mOy*H}$Y}Fu`wp{}@pOyubr#o9};h)mB>w
zYS_ZQ%N8R3iFRvJD1#yTkGkFDv#I!9K5!5^y~_zYeheDh{AyThp)+nsoSOjfJ0tMp
z2j{puV?7<wC|k4>7*}`!Fy^;N)>sr;2!+O5<1j967_74Z2Z&09K=8YO$s-H{Og0;{
znT7-U?`biJ)uygD3y6aZ;LWznK>}m|_cuZY4s9c(f^oLBLpsUAMPV`mz;W((3J!<H
z0RkLIg@HKG-8wiV%E}$*4ONl`l{QBMKY<+}Iiev79AJZiv!i!vsi9SoSco7B2q3s~
zmjEDaivdn%JNfE3PmD7p1Huf#-FFC@XcTf=0&u(A$=5>Sa2Wiy2#L)OBEZtZ+SoWD
z3Cw^-z*`G<>wu+*&`MD$2=8y)P9uSMPoy)(+79V}vEM=n0!DZ0B9NQF2@Tp(GNc43
zAH4+}H~{XH*8!al0f#gV9PD=Tbs<-3pai5NR0|GuA~=D2hpdk#h!KSp3Va85^X)cU
z1ohk2Ab_MB0_jL+aHcLK3F?2~dc9M}5Nm~X+v;zq!NB`*hjzvq<3i{;s6D{dahHI`
z;W5^-Fd0dxw|{Hs89Sss#%ilY;F#XsDoC6M#%G%V;&~xn;8-36#tGy0*J(lMq2DX~
zxza;Gw&&;0tb!Vf#G`BgQV`0!gA}awI4q$NFoG6;N3=@<tpGOtKh+`(+O18Q0LvPS
zb4KGJef-w%F5YfvJebcgiQjaALtBA)4fP*EeZR4Hb458pg?GCY4Ym_&G&JwG_F_mD
zA-OYJ9FcBlln@?k<K_ugc2E+05g{}akG6&uhU3s$u*GpF3mPF?9Cq>`J#4|;$%974
zmezLiz$Du`kcNLJPZH#9%h*C9WQ}n{LI5DR;N6*<m_Qa`DHFol2sxwCC;{M0yG3$$
zazf&~LB^&={ul(iy~vN>F862WL(;c9f6H3fTxSizZoD}}|KRxBYWr_2A<Ww>ft?11
zBYbPN{l1n%@V85Cnuw}M5ZHjVg|=GAj3L-JVB_5}J9eyt%|Qy^8ud^C7k4*pu*`s^
z9_$EmavUO?9Dk<(Pje0tO`|gw`f3`=;4o?k*(O~dhqb`~vt(=I+{{$PI-@X9H)x{(
zTZ|0`jpN|Q8)~WufB+0<8|-!hIK%?|K!|m~&LVOaj|TM#W|D{w+6{>UZ307Kvui~3
zT+q(SgwX~0PD4HWn??u|U`Hd+?#pi`CM5~}rOZS{MO~naH*~>67c_Li?IbbKoi%ik
zg)U~I;^1FYRQdOWK9nGEaD(pbpbHkdI7651DlSk030(;69Cnhn&>cbSc2OHBhrodV
zWIG$RQ;;BM7pW6OARr}3+`S{P-mXqa5CAwr<q3CQ&>aE#b}51q2>c1M-Jt>mz=S+P
zl0evHv|W?XKmv^bositcNT^OgM#v+G*{<oagP*{4J6mN3CIR7YJpvm-(LXf2+irpa
zcV!dq2t^4kAtVJM=G&48ya=@20t6-P@*ou1)jOdtwyS&Y;3pIy41jH#{Z1pi1Vn&)
zxII_}`2|E&acHC)7RQf38lg=%JTY!|9CqOSAHZ<25dc;?7Ugb@22^*XmI^2!$Z-zZ
z$*|5GFkzU4uqX#VR11OeKywi66)<-Q3_%Gsu%H3k4O-5{L}g$Sa5xBjk~j}afO+)q
zL?ay1#RUz8Rv{hnXfW}N)J=pn+#MZNkj`Kq0RrtXcn<LQzlXFt1;GJ#e_NFFtnAOY
zIe~8u9Kh_``r;!7EN5`*2<#g032h{5XvnSv+b^&rfQmp&*Ka=;?Y@no!9+)oM~bFk
z{)8{$U}yUAdx~7w%d<{r8J<(F*Wgk<68Kn*0{P-2f<AL)!FzgT|A~?2+8?KmJgVv$
z88dEc8hLqau97v<QbjzvJOiZ~8)8@LBsty|&PY!`{lX5nKalIW7gzTcTC`lyVXaRj
z!Ibk?{0rn6<mmRq1e;S{QqrdkG@YQ9I6`_D#uCaPdaO*q`rKmR>9p22v<LQ9SKP`l
zGRl~DCzqfrVZI;P*>Pi*gobo3k{m&DY~)nq?TEpWnju{S>5(Y%-g%;wD(b^@`$;Wc
z7C91^kc%EP`po|@qxjN&T>249&Oz$X(2z?G>HYa!p-hz*e=S~eud<QWju+Ht)T5>z
z{c?oe*kMSw>!yc{cYGrY_k_$?Yq~=WMcKqa-q>`Nw$v1h>N?d>;}><?aYI{6ru8qA
zA&0N!Ge@JirjGJNd61MwNzBc{me+CkzWR2%8O12&>i1!d_of_M+`d;P6v>NCThDi&
zeex||rf1fZy+}^-?p%IKx?rx&$5%9A5+QkZ=cZb5?P))07P1w@vprj-ro>!M;Dziz
zFwvP_U(B@<BC>kF$ah=)0;ibMeKxa&Q)$;;mj60%<yS7b2E(8aB5tBmVWh!Ca;RbL
zu%vO1S+*Bze16HDu9YtLj^z#!m5=ih(>i(iPBF&r4~sk$KP*ijBH^FO)j*#sJFw72
z{J~I#^zavk3rt#Of_SoI*Qgh92a~7A@+uOi>q$LvZl7Kc>Du&M%yXe%ny6U)xzzI_
z{gT;wf49>m+pdxBh-}1gTTgcC-38)=%VGU~>%D<dR9=d=Y!C;in4TP$L|T-`r=ivr
zQ6=t|JN$fdGv6$}iOZf^d+fT@I_76GsQwx8=!OZShAw}}sDA6&3?kNryUmo!uQ+Nn
zEF7<Ucz#5Yn%Z4AejQ)4-Xr*>tG%**oFa_YSg0bVRI9ZjFu8!Fdiiyj=!siguTsN>
zIxDIhX|8h=y}AJt9ymnd@oJhch?M+_UG4kl_g?X+%*IHE=t$p<Y~hdG53_dorc1}k
zd!cFCSW}wEG5v_^b4^zL_DL?p=Ti~1`?)E{d)&Oemy8<<P=2}yYf{r%S%24qS~OYn
z0}?omvo;Rv+%OaMXHSV6rLPzSBjt$Eb22Aq{G>x7h1sG9I$>1>bL#T^_67U1Qepze
zg$%<ZXfDkS9j#0jD>LT|)ym_i%>hR`p2_l(zRGgRKPyrd_cW54*P33}HrUFWy|T0J
zT<Vo)ChQyXvnG$FpBor)ett!a3BCDnowG{+pk|FrNNxd+F`g}@x$$O4bu2}#U3$Tx
zakyhC4S8JVdmH}aRr+K`X5BYiYfjc3T}T~2OslbE$8g6&hxzDB4!V$`WR-(<NKVvG
z>!L}r*RI{RKm4lcTln&h+pbY#h6Nv+^z*hAW+LXYGCvh&)(<)<m;E|xyJ9gqp&(AH
zN+JG9&YtY2<@}fCwlE^q2AMCB`|#BKlWjLkM)^1BS{jw`H5Ki8<f;t@s3a7t{hdPL
zSxY_UgtIa5&Uj|c?1K_~@kiv=o+Vv<pEO5RbkX;T-l2^>RHYxd{{HJ7obV-W#}Wa{
zJ%}tdMB6}y4+`xCEG$v*dU+@gN#qR12Q2O2Uc?w=!#KpiKgc%3Vxb>%HZ9ama|ym>
z--~FgK_;5Gw3-Y|6($XXsmXxz_(av<lB!}-;4MDVqAG9=n3}@>rU;PqU#qYr__Dnd
zuf(yt3iGyVJL(u5shY)4J0;p1jJwa}zfWc{cQ<_NrmyPo{Oy+)Ht*Yc-ZH8f@=V^6
zym>uCIVF~k{PYQ)mz+ESdrK>IOJ^=QDy$@Kuz~l?{|bdwuDvUH;;FGlrz%j%LN9R@
zMr-Y~WNy)rHGmvDK|#dx$zisD#_&;NpuD1=2m@F1qh97d*1eeKXXa04?gYAZ+LTSd
zF1$x%Ek3zamMMA=jwD8vsNGVL999w@R#rd+97Y66A5!8xRC4J4fr@s7&a%J@)f9<u
zMe7-)Hl5%5G1g_Fx2;y}{gKb9>J%If7YSw+-OlvmlIXHXplWsee(Y?4>V}0x@0Uov
zpN-UfFt^JeE;)XGR7Y)kyOn;)b3A5sqsU9fNQu{|#4I_`Ta=wqiAwP5dAsW}?Z>iL
zjfJkO>r<m2EX5~EJ>Sb4o24apYt`JW?bhpMx649}{_mb;P{yc=y)8aqLY`_Vk#_Z6
z#=-V7GP@ghGRVI?Vv`h$&^yC-m%7`^Vaffc5D${V@y1jJiASk$Cly=sQ?`PR&}qLP
zseF{7MKjAi=~{6L6C%UkVkp+4k&5-%1FngVn!#+D?!%uV&Pb8ndcqy*EEle=dF0|J
zvW~8`H>ef{RZAyq$_%YRRf@|I63u3|S&!k*HzW_=!Z4F?4_11+MjfGKEaP)cwdn3W
zHhrjgpX*X&C}xAG5&JNwo%82|PVpx5p_s?#XYH?f`Ksin(_+(aA>|p#OkegMH1Oli
zGgg0U{4{E^`gFuBA|y3X(Q5E~geh;5n0g~^M4n-}VRGmhOmD^`^Fx7LFqH+J=wA8}
z`J^OM@pYQJ!R9%`d#lE8+ZA$tIj>%K=A*fQEUOw^XL4*b9W$szRdt**S1Pzn?$T4;
vBd=~miSmcaGree!^<NW<pZWWw#6!Puc>%NQ09;HA9ASBYmsed+<G}v_SXSL7

literal 0
HcmV?d00001


From d4d996fbc432fe526bf31a3b27fef5e04f829d58 Mon Sep 17 00:00:00 2001
From: The Open Journals editorial robot
 <89919391+editorialbot@users.noreply.github.com>
Date: Fri, 15 Sep 2023 23:14:17 +0100
Subject: [PATCH 2/3] Creating 10.21105.joss.05703.crossref.xml

---
 joss.05703/10.21105.joss.05703.crossref.xml | 550 ++++++++++++++++++++
 1 file changed, 550 insertions(+)
 create mode 100644 joss.05703/10.21105.joss.05703.crossref.xml

diff --git a/joss.05703/10.21105.joss.05703.crossref.xml b/joss.05703/10.21105.joss.05703.crossref.xml
new file mode 100644
index 0000000000..be1b0b0132
--- /dev/null
+++ b/joss.05703/10.21105.joss.05703.crossref.xml
@@ -0,0 +1,550 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<doi_batch xmlns="http://www.crossref.org/schema/5.3.1"
+           xmlns:ai="http://www.crossref.org/AccessIndicators.xsd"
+           xmlns:rel="http://www.crossref.org/relations.xsd"
+           xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+           version="5.3.1"
+           xsi:schemaLocation="http://www.crossref.org/schema/5.3.1 http://www.crossref.org/schemas/crossref5.3.1.xsd">
+  <head>
+    <doi_batch_id>20230915T221355-ed1b2372159ece9b8ccfb7d165267614ffbf1d12</doi_batch_id>
+    <timestamp>20230915221355</timestamp>
+    <depositor>
+      <depositor_name>JOSS Admin</depositor_name>
+      <email_address>admin@theoj.org</email_address>
+    </depositor>
+    <registrant>The Open Journal</registrant>
+  </head>
+  <body>
+    <journal>
+      <journal_metadata>
+        <full_title>Journal of Open Source Software</full_title>
+        <abbrev_title>JOSS</abbrev_title>
+        <issn media_type="electronic">2475-9066</issn>
+        <doi_data>
+          <doi>10.21105/joss</doi>
+          <resource>https://joss.theoj.org</resource>
+        </doi_data>
+      </journal_metadata>
+      <journal_issue>
+        <publication_date media_type="online">
+          <month>09</month>
+          <year>2023</year>
+        </publication_date>
+        <journal_volume>
+          <volume>8</volume>
+        </journal_volume>
+        <issue>89</issue>
+      </journal_issue>
+      <journal_article publication_type="full_text">
+        <titles>
+          <title>pysersic: A Python package for determining galaxy
+structural properties via Bayesian inference, accelerated with
+jax</title>
+        </titles>
+        <contributors>
+          <person_name sequence="first" contributor_role="author">
+            <given_name>Imad</given_name>
+            <surname>Pasha</surname>
+            <ORCID>https://orcid.org/0000-0002-7075-9931</ORCID>
+          </person_name>
+          <person_name sequence="additional"
+                       contributor_role="author">
+            <given_name>Tim B.</given_name>
+            <surname>Miller</surname>
+            <ORCID>https://orcid.org/0000-0001-8367-6265</ORCID>
+          </person_name>
+        </contributors>
+        <publication_date>
+          <month>09</month>
+          <day>15</day>
+          <year>2023</year>
+        </publication_date>
+        <pages>
+          <first_page>5703</first_page>
+        </pages>
+        <publisher_item>
+          <identifier id_type="doi">10.21105/joss.05703</identifier>
+        </publisher_item>
+        <ai:program name="AccessIndicators">
+          <ai:license_ref applies_to="vor">http://creativecommons.org/licenses/by/4.0/</ai:license_ref>
+          <ai:license_ref applies_to="am">http://creativecommons.org/licenses/by/4.0/</ai:license_ref>
+          <ai:license_ref applies_to="tdm">http://creativecommons.org/licenses/by/4.0/</ai:license_ref>
+        </ai:program>
+        <rel:program>
+          <rel:related_item>
+            <rel:description>Software archive</rel:description>
+            <rel:inter_work_relation relationship-type="references" identifier-type="doi">10.5281/zenodo.8335352</rel:inter_work_relation>
+          </rel:related_item>
+          <rel:related_item>
+            <rel:description>GitHub review issue</rel:description>
+            <rel:inter_work_relation relationship-type="hasReview" identifier-type="uri">https://github.com/openjournals/joss-reviews/issues/5703</rel:inter_work_relation>
+          </rel:related_item>
+        </rel:program>
+        <doi_data>
+          <doi>10.21105/joss.05703</doi>
+          <resource>https://joss.theoj.org/papers/10.21105/joss.05703</resource>
+          <collection property="text-mining">
+            <item>
+              <resource mime_type="application/pdf">https://joss.theoj.org/papers/10.21105/joss.05703.pdf</resource>
+            </item>
+          </collection>
+        </doi_data>
+        <citation_list>
+          <citation key="Lang:2020">
+            <article_title>A hybrid Fourier–Real Gaussian Mixture method
+for fast galaxy–PSF convolution</article_title>
+            <author>Lang</author>
+            <journal_title>arXiv e-prints</journal_title>
+            <doi>10.48550/arXiv.2012.15797</doi>
+            <cYear>2020</cYear>
+            <unstructured_citation>Lang, D. (2020). A hybrid
+Fourier–Real Gaussian Mixture method for fast galaxy–PSF convolution.
+arXiv e-Prints, arXiv:2012.15797.
+https://doi.org/10.48550/arXiv.2012.15797</unstructured_citation>
+          </citation>
+          <citation key="Sersic:1968">
+            <volume_title>Atlas de Galaxias Australes</volume_title>
+            <author>Sersic</author>
+            <cYear>1968</cYear>
+            <unstructured_citation>Sersic, J. L. (1968). Atlas de
+Galaxias Australes.</unstructured_citation>
+          </citation>
+          <citation key="Bradbury:2018">
+            <article_title>JAX: Composable transformations of
+Python+NumPy programs</article_title>
+            <author>Bradbury</author>
+            <cYear>2018</cYear>
+            <unstructured_citation>Bradbury, J., Frostig, R., Hawkins,
+P., Johnson, M. J., Leary, C., Maclaurin, D., Necula, G., Paszke, A.,
+VanderPlas, J., Wanderman-Milne, S., &amp; Zhang, Q. (2018). JAX:
+Composable transformations of Python+NumPy programs (Version 0.3.13).
+http://github.com/google/jax</unstructured_citation>
+          </citation>
+          <citation key="Bingham:2019">
+            <article_title>Pyro: Deep universal probabilistic
+programming</article_title>
+            <author>Bingham</author>
+            <journal_title>J. Mach. Learn. Res.</journal_title>
+            <volume>20</volume>
+            <cYear>2019</cYear>
+            <unstructured_citation>Bingham, E., Chen, J. P., Jankowiak,
+M., Obermeyer, F., Pradhan, N., Karaletsos, T., Singh, R., Szerlip, P.
+A., Horsfall, P., &amp; Goodman, N. D. (2019). Pyro: Deep universal
+probabilistic programming. J. Mach. Learn. Res., 20, 28:1–28:6.
+http://jmlr.org/papers/v20/18-403.html</unstructured_citation>
+          </citation>
+          <citation key="Phan:2019">
+            <article_title>Composable effects for flexible and
+accelerated probabilistic programming in NumPyro</article_title>
+            <author>Phan</author>
+            <journal_title>arXiv preprint
+arXiv:1912.11554</journal_title>
+            <cYear>2019</cYear>
+            <unstructured_citation>Phan, D., Pradhan, N., &amp;
+Jankowiak, M. (2019). Composable effects for flexible and accelerated
+probabilistic programming in NumPyro. arXiv Preprint
+arXiv:1912.11554.</unstructured_citation>
+          </citation>
+          <citation key="Mowla:2019">
+            <article_title>COSMOS-DASH: The Evolution of the Galaxy
+Size-Mass Relation since z \sim 3 from New Wide-field WFC3 Imaging
+Combined with CANDELS/3D-HST</article_title>
+            <author>Mowla</author>
+            <journal_title>Astrophysical Journal</journal_title>
+            <issue>1</issue>
+            <volume>880</volume>
+            <doi>10.3847/1538-4357/ab290a</doi>
+            <cYear>2019</cYear>
+            <unstructured_citation>Mowla, L. A., van Dokkum, P.,
+Brammer, G. B., Momcheva, I., van der Wel, A., Whitaker, K., Nelson, E.,
+Bezanson, R., Muzzin, A., Franx, M., MacKenty, J., Leja, J., Kriek, M.,
+&amp; Marchesini, D. (2019). COSMOS-DASH: The Evolution of the Galaxy
+Size-Mass Relation since z \sim 3 from New Wide-field WFC3 Imaging
+Combined with CANDELS/3D-HST. Astrophysical Journal, 880(1), 57.
+https://doi.org/10.3847/1538-4357/ab290a</unstructured_citation>
+          </citation>
+          <citation key="Lange:2015">
+            <article_title>Galaxy And Mass Assembly (GAMA): mass-size
+relations of z &lt; 0.1 galaxies subdivided by Sérsic index, colour and
+morphology</article_title>
+            <author>Lange</author>
+            <journal_title>Monthly Notices of the RAS</journal_title>
+            <issue>3</issue>
+            <volume>447</volume>
+            <doi>10.1093/mnras/stu2467</doi>
+            <cYear>2015</cYear>
+            <unstructured_citation>Lange, R., Driver, S. P., Robotham,
+A. S. G., Kelvin, L. S., Graham, A. W., Alpaslan, M., Andrews, S. K.,
+Baldry, I. K., Bamford, S., Bland-Hawthorn, J., Brough, S., Cluver, M.
+E., Conselice, C. J., Davies, L. J. M., Haeussler, B., Konstantopoulos,
+I. S., Loveday, J., Moffett, A. J., Norberg, P., … Wilkins, S. M.
+(2015). Galaxy And Mass Assembly (GAMA): mass-size relations of z &lt;
+0.1 galaxies subdivided by Sérsic index, colour and morphology. Monthly
+Notices of the RAS, 447(3), 2603–2630.
+https://doi.org/10.1093/mnras/stu2467</unstructured_citation>
+          </citation>
+          <citation key="Kawinwanichakij:2021">
+            <article_title>Hyper Suprime-Cam Subaru Strategic Program: A
+Mass-dependent Slope of the Galaxy Size-Mass Relation at z &lt;
+1</article_title>
+            <author>Kawinwanichakij</author>
+            <journal_title>Astrophysical Journal</journal_title>
+            <issue>1</issue>
+            <volume>921</volume>
+            <doi>10.3847/1538-4357/ac1f21</doi>
+            <cYear>2021</cYear>
+            <unstructured_citation>Kawinwanichakij, L., Silverman, J.
+D., Ding, X., George, A., Damjanov, I., Sawicki, M., Tanaka, M., Taranu,
+D. S., Birrer, S., Huang, S., Li, J., Onodera, M., Shibuya, T., &amp;
+Yasuda, N. (2021). Hyper Suprime-Cam Subaru Strategic Program: A
+Mass-dependent Slope of the Galaxy Size-Mass Relation at z &lt; 1.
+Astrophysical Journal, 921(1), 38.
+https://doi.org/10.3847/1538-4357/ac1f21</unstructured_citation>
+          </citation>
+          <citation key="Erwin:2015">
+            <article_title>IMFIT: A Fast, Flexible New Program for
+Astronomical Image Fitting</article_title>
+            <author>Erwin</author>
+            <journal_title>Astrophysical Journal</journal_title>
+            <issue>2</issue>
+            <volume>799</volume>
+            <doi>10.1088/0004-637X/799/2/226</doi>
+            <cYear>2015</cYear>
+            <unstructured_citation>Erwin, P. (2015). IMFIT: A Fast,
+Flexible New Program for Astronomical Image Fitting. Astrophysical
+Journal, 799(2), 226.
+https://doi.org/10.1088/0004-637X/799/2/226</unstructured_citation>
+          </citation>
+          <citation key="Peng:2002">
+            <article_title>Detailed Structural Decomposition of Galaxy
+Images</article_title>
+            <author>Peng</author>
+            <journal_title>Astronomical Journal</journal_title>
+            <issue>1</issue>
+            <volume>124</volume>
+            <doi>10.1086/340952</doi>
+            <cYear>2002</cYear>
+            <unstructured_citation>Peng, C. Y., Ho, L. C., Impey, C. D.,
+&amp; Rix, H.-W. (2002). Detailed Structural Decomposition of Galaxy
+Images. Astronomical Journal, 124(1), 266–293.
+https://doi.org/10.1086/340952</unstructured_citation>
+          </citation>
+          <citation key="Robotham:2017">
+            <article_title>PROFIT: Bayesian profile fitting of galaxy
+images</article_title>
+            <author>Robotham</author>
+            <journal_title>Monthly Notices of the RAS</journal_title>
+            <issue>2</issue>
+            <volume>466</volume>
+            <doi>10.1093/mnras/stw3039</doi>
+            <cYear>2017</cYear>
+            <unstructured_citation>Robotham, A. S. G., Taranu, D. S.,
+Tobar, R., Moffett, A., &amp; Driver, S. P. (2017). PROFIT: Bayesian
+profile fitting of galaxy images. Monthly Notices of the RAS, 466(2),
+1513–1541. https://doi.org/10.1093/mnras/stw3039</unstructured_citation>
+          </citation>
+          <citation key="Nightingale:2023">
+            <article_title>PyAutoGalaxy: Open-source multiwavelength
+galaxy structure &amp; morphology</article_title>
+            <author>Nightingale</author>
+            <journal_title>Journal of Open Source
+Software</journal_title>
+            <issue>81</issue>
+            <volume>8</volume>
+            <doi>10.21105/joss.04475</doi>
+            <cYear>2023</cYear>
+            <unstructured_citation>Nightingale, James. W., Amvrosiadis,
+A., Hayes, R. G., He, Q., Etherington, A., Cao, X., Cole, S., Frawley,
+J., Frenk, C. S., Lange, S., Li, R., Massey, R. J., Negrello, M., &amp;
+Robertson, A. (2023). PyAutoGalaxy: Open-source multiwavelength galaxy
+structure &amp; morphology. Journal of Open Source Software, 8(81),
+4475. https://doi.org/10.21105/joss.04475</unstructured_citation>
+          </citation>
+          <citation key="Ding:2021">
+            <article_title>Galaxy shapes of Light (GaLight): a 2D
+modeling of galaxy images</article_title>
+            <author>Ding</author>
+            <journal_title>arXiv e-prints</journal_title>
+            <doi>10.48550/arXiv.2111.08721</doi>
+            <cYear>2021</cYear>
+            <unstructured_citation>Ding, X., Birrer, S., Treu, T., &amp;
+Silverman, J. D. (2021). Galaxy shapes of Light (GaLight): a 2D modeling
+of galaxy images. arXiv e-Prints, arXiv:2111.08721.
+https://doi.org/10.48550/arXiv.2111.08721</unstructured_citation>
+          </citation>
+          <citation key="Birrer:2021">
+            <article_title>Lenstronomy II: A gravitational lensingW
+software ecosystem</article_title>
+            <author>Birrer</author>
+            <journal_title>Journal of Open Source
+Software</journal_title>
+            <issue>62</issue>
+            <volume>6</volume>
+            <doi>10.21105/joss.03283</doi>
+            <cYear>2021</cYear>
+            <unstructured_citation>Birrer, S., Shajib, A. J., Gilman,
+D., Galan, A., Aalbers, J., Millon, M., Morgan, R., Pagano, G., Park, J.
+W., Teodori, L., Tessore, N., Ueland, M., Vyvere, L. V. de,
+Wagner-Carena, S., Wempe, E., Yang, L., Ding, X., Schmidt, T., Sluse,
+D., … Amara, A. (2021). Lenstronomy II: A gravitational lensingW
+software ecosystem. Journal of Open Source Software, 6(62), 3283.
+https://doi.org/10.21105/joss.03283</unstructured_citation>
+          </citation>
+          <citation key="Shajib:2019">
+            <article_title>Unified lensing and kinematic analysis for
+any elliptical mass profile</article_title>
+            <author>Shajib</author>
+            <journal_title>Monthly Notices of the RAS</journal_title>
+            <issue>1</issue>
+            <volume>488</volume>
+            <doi>10.1093/mnras/stz1796</doi>
+            <cYear>2019</cYear>
+            <unstructured_citation>Shajib, A. J. (2019). Unified lensing
+and kinematic analysis for any elliptical mass profile. Monthly Notices
+of the RAS, 488(1), 1387–1400.
+https://doi.org/10.1093/mnras/stz1796</unstructured_citation>
+          </citation>
+          <citation key="Geda:2022">
+            <article_title>PetroFit: A Python Package for Computing
+Petrosian Radii and Fitting Galaxy Light Profiles</article_title>
+            <author>Geda</author>
+            <journal_title>Astronomical Journal</journal_title>
+            <issue>5</issue>
+            <volume>163</volume>
+            <doi>10.3847/1538-3881/ac5908</doi>
+            <cYear>2022</cYear>
+            <unstructured_citation>Geda, R., Crawford, S. M., Hunt, L.,
+Bershady, M., Tollerud, E., &amp; Randriamampandry, S. (2022). PetroFit:
+A Python Package for Computing Petrosian Radii and Fitting Galaxy Light
+Profiles. Astronomical Journal, 163(5), 202.
+https://doi.org/10.3847/1538-3881/ac5908</unstructured_citation>
+          </citation>
+          <citation key="Hoffman:2014">
+            <article_title>The No-U-Turn sampler: adaptively setting
+path lengths in Hamiltonian Monte Carlo</article_title>
+            <author>Hoffman</author>
+            <journal_title>J. Mach. Learn. Res.</journal_title>
+            <issue>1</issue>
+            <volume>15</volume>
+            <cYear>2014</cYear>
+            <unstructured_citation>Hoffman, M. D., Gelman, A., &amp;
+others. (2014). The No-U-Turn sampler: adaptively setting path lengths
+in Hamiltonian Monte Carlo. J. Mach. Learn. Res., 15(1),
+1593–1623.</unstructured_citation>
+          </citation>
+          <citation key="Ranganath:2014">
+            <article_title>Black box variational
+inference</article_title>
+            <author>Ranganath</author>
+            <journal_title>Artificial intelligence and
+statistics</journal_title>
+            <cYear>2014</cYear>
+            <unstructured_citation>Ranganath, R., Gerrish, S., &amp;
+Blei, D. (2014). Black box variational inference. Artificial
+Intelligence and Statistics, 814–822.</unstructured_citation>
+          </citation>
+          <citation key="DeCao:2020">
+            <article_title>Block neural autoregressive
+flow</article_title>
+            <author>De Cao</author>
+            <journal_title>Uncertainty in artificial
+intelligence</journal_title>
+            <cYear>2020</cYear>
+            <unstructured_citation>De Cao, N., Aziz, W., &amp; Titov, I.
+(2020). Block neural autoregressive flow. Uncertainty in Artificial
+Intelligence, 1263–1273.</unstructured_citation>
+          </citation>
+          <citation key="reback:2020">
+            <article_title>Pandas-dev/pandas: pandas</article_title>
+            <author>team</author>
+            <doi>10.5281/zenodo.3509134</doi>
+            <cYear>2020</cYear>
+            <unstructured_citation>team, T. pandas development. (2020).
+Pandas-dev/pandas: pandas (latest). Zenodo.
+https://doi.org/10.5281/zenodo.3509134</unstructured_citation>
+          </citation>
+          <citation key="Bradley:2022">
+            <article_title>Astropy/photutils: 1.5.0</article_title>
+            <author>Bradley</author>
+            <doi>10.5281/zenodo.6825092</doi>
+            <cYear>2022</cYear>
+            <unstructured_citation>Bradley, L., Sipőcz, B., Robitaille,
+T., Tollerud, E., Vinícius, Z., Deil, C., Barbary, K., Wilson, T. J.,
+Busko, I., Donath, A., Günther, H. M., Cara, M., Lim, P. L., Meßlinger,
+S., Conseil, S., Bostroem, A., Droettboom, M., Bray, E. M., Bratholm, L.
+A., … Souchereau, H. (2022). Astropy/photutils: 1.5.0 (Version 1.5.0).
+Zenodo. https://doi.org/10.5281/zenodo.6825092</unstructured_citation>
+          </citation>
+          <citation key="pytest">
+            <article_title>Pytest</article_title>
+            <author>Krekel</author>
+            <doi>10.1007/978-1-4842-2677-3_5</doi>
+            <cYear>2004</cYear>
+            <unstructured_citation>Krekel, H., Oliveira, B.,
+Pfannschmidt, R., Bruynooghe, F., Laugher, B., &amp; Bruhin, F. (2004).
+Pytest.
+https://doi.org/10.1007/978-1-4842-2677-3_5</unstructured_citation>
+          </citation>
+          <citation key="Scipy:2020">
+            <article_title>SciPy 1.0: Fundamental Algorithms for
+Scientific Computing in Python</article_title>
+            <author>Virtanen</author>
+            <journal_title>Nature Methods</journal_title>
+            <volume>17</volume>
+            <doi>10.1038/s41592-019-0686-2</doi>
+            <cYear>2020</cYear>
+            <unstructured_citation>Virtanen, P., Gommers, R., Oliphant,
+T. E., Haberland, M., Reddy, T., Cournapeau, D., Burovski, E., Peterson,
+P., Weckesser, W., Bright, J., van der Walt, S. J., Brett, M., Wilson,
+J., Millman, K. J., Mayorov, N., Nelson, A. R. J., Jones, E., Kern, R.,
+Larson, E., … SciPy 1.0 Contributors. (2020). SciPy 1.0: Fundamental
+Algorithms for Scientific Computing in Python. Nature Methods, 17,
+261–272.
+https://doi.org/10.1038/s41592-019-0686-2</unstructured_citation>
+          </citation>
+          <citation key="tqdm">
+            <article_title>tqdm: A fast, Extensible Progress Bar for
+Python and CLI</article_title>
+            <author>Costa-Luis</author>
+            <doi>10.5281/zenodo.7697295</doi>
+            <cYear>2023</cYear>
+            <unstructured_citation>Costa-Luis, C. da, Larroque, S. K.,
+Altendorf, K., Mary, H., richardsheridan, Korobov, M., Raphael, N.,
+Ivanov, I., Bargull, M., Rodrigues, N., Chen, G., Lee, A., Newey, C.,
+CrazyPython, JC, Zugnoni, M., Pagel, M. D., mjstevens777, Dektyarev, M.,
+… Nordlund, M. (2023). tqdm: A fast, Extensible Progress Bar for Python
+and CLI (Version v4.65.0). Zenodo.
+https://doi.org/10.5281/zenodo.7697295</unstructured_citation>
+          </citation>
+          <citation key="Hunter:2007">
+            <article_title>Matplotlib: A 2D graphics
+environment</article_title>
+            <author>Hunter</author>
+            <journal_title>Computing in Science &amp;
+Engineering</journal_title>
+            <issue>3</issue>
+            <volume>9</volume>
+            <doi>10.1109/MCSE.2007.55</doi>
+            <cYear>2007</cYear>
+            <unstructured_citation>Hunter, J. D. (2007). Matplotlib: A
+2D graphics environment. Computing in Science &amp; Engineering, 9(3),
+90–95. https://doi.org/10.1109/MCSE.2007.55</unstructured_citation>
+          </citation>
+          <citation key="Harris:2020">
+            <article_title>Array programming with NumPy</article_title>
+            <author>Harris</author>
+            <journal_title>Nature</journal_title>
+            <issue>7825</issue>
+            <volume>585</volume>
+            <doi>10.1038/s41586-020-2649-2</doi>
+            <cYear>2020</cYear>
+            <unstructured_citation>Harris, C. R., Millman, K. J., Walt,
+S. J. van der, Gommers, R., Virtanen, P., Cournapeau, D., Wieser, E.,
+Taylor, J., Berg, S., Smith, N. J., Kern, R., Picus, M., Hoyer, S.,
+Kerkwijk, M. H. van, Brett, M., Haldane, A., Río, J. F. del, Wiebe, M.,
+Peterson, P., … Oliphant, T. E. (2020). Array programming with NumPy.
+Nature, 585(7825), 357–362.
+https://doi.org/10.1038/s41586-020-2649-2</unstructured_citation>
+          </citation>
+          <citation key="corner">
+            <article_title>Corner.py: Scatterplot matrices in
+python</article_title>
+            <author>Foreman-Mackey</author>
+            <journal_title>The Journal of Open Source
+Software</journal_title>
+            <issue>2</issue>
+            <volume>1</volume>
+            <doi>10.21105/joss.00024</doi>
+            <cYear>2016</cYear>
+            <unstructured_citation>Foreman-Mackey, D. (2016). Corner.py:
+Scatterplot matrices in python. The Journal of Open Source Software,
+1(2), 24. https://doi.org/10.21105/joss.00024</unstructured_citation>
+          </citation>
+          <citation key="astropy:2013">
+            <article_title>Astropy: A community Python package for
+astronomy</article_title>
+            <author>Astropy Collaboration</author>
+            <journal_title>Astronomy and Astrophysics</journal_title>
+            <volume>558</volume>
+            <doi>10.1051/0004-6361/201322068</doi>
+            <cYear>2013</cYear>
+            <unstructured_citation>Astropy Collaboration, Robitaille, T.
+P., Tollerud, E. J., Greenfield, P., Droettboom, M., Bray, E., Aldcroft,
+T., Davis, M., Ginsburg, A., Price-Whelan, A. M., Kerzendorf, W. E.,
+Conley, A., Crighton, N., Barbary, K., Muna, D., Ferguson, H., Grollier,
+F., Parikh, M. M., Nair, P. H., … Streicher, O. (2013). Astropy: A
+community Python package for astronomy. Astronomy and Astrophysics, 558,
+A33. https://doi.org/10.1051/0004-6361/201322068</unstructured_citation>
+          </citation>
+          <citation key="astropy:2018">
+            <article_title>The Astropy Project: Building an Open-science
+Project and Status of the v2.0 Core Package</article_title>
+            <author>Astropy Collaboration</author>
+            <journal_title>Astronomical Journal</journal_title>
+            <issue>3</issue>
+            <volume>156</volume>
+            <doi>10.3847/1538-3881/aabc4f</doi>
+            <cYear>2018</cYear>
+            <unstructured_citation>Astropy Collaboration, Price-Whelan,
+A. M., Sipőcz, B. M., Günther, H. M., Lim, P. L., Crawford, S. M.,
+Conseil, S., Shupe, D. L., Craig, M. W., Dencheva, N., Ginsburg, A.,
+Vand erPlas, J. T., Bradley, L. D., Pérez-Suárez, D., de Val-Borro, M.,
+Aldcroft, T. L., Cruz, K. L., Robitaille, T. P., Tollerud, E. J., …
+Astropy Contributors. (2018). The Astropy Project: Building an
+Open-science Project and Status of the v2.0 Core Package. Astronomical
+Journal, 156(3), 123.
+https://doi.org/10.3847/1538-3881/aabc4f</unstructured_citation>
+          </citation>
+          <citation key="astropy:2022">
+            <article_title>The Astropy Project: Sustaining and Growing a
+Community-oriented Open-source Project and the Latest Major Release
+(v5.0) of the Core Package</article_title>
+            <author>Astropy Collaboration</author>
+            <journal_title>Astrophysical Journal</journal_title>
+            <issue>2</issue>
+            <volume>935</volume>
+            <doi>10.3847/1538-4357/ac7c74</doi>
+            <cYear>2022</cYear>
+            <unstructured_citation>Astropy Collaboration, Price-Whelan,
+A. M., Lim, P. L., Earl, N., Starkman, N., Bradley, L., Shupe, D. L.,
+Patil, A. A., Corrales, L., Brasseur, C. E., N"othe, M., Donath, A.,
+Tollerud, E., Morris, B. M., Ginsburg, A., Vaher, E., Weaver, B. A.,
+Tocknell, J., Jamieson, W., … Astropy Project Contributors. (2022). The
+Astropy Project: Sustaining and Growing a Community-oriented Open-source
+Project and the Latest Major Release (v5.0) of the Core Package.
+Astrophysical Journal, 935(2), 167.
+https://doi.org/10.3847/1538-4357/ac7c74</unstructured_citation>
+          </citation>
+          <citation key="asdf">
+            <article_title>Asdf-format/asdf: 2.15.0</article_title>
+            <author>D’Avella</author>
+            <doi>10.5281/zenodo.7799772</doi>
+            <cYear>2023</cYear>
+            <unstructured_citation>D’Avella, D., Jamieson, W.,
+Droettboom, M., Slavich, E., Graham, B., Robitaille, T., Dencheva, N.,
+perrygreenfield, Simon, B., MacDonald, K., Bray, E. M., Burnett, Z.,
+Davies, J., Mumford, S., Markovtsev, V., Tollerud, E., Sipőcz, B.,
+Bradley, L., Fabry, Ç., … Ginsburg, A. (2023). Asdf-format/asdf: 2.15.0
+(Version 2.15.0). Zenodo.
+https://doi.org/10.5281/zenodo.7799772</unstructured_citation>
+          </citation>
+          <citation key="arviz:2019">
+            <article_title>ArviZ a unified library for exploratory
+analysis of Bayesian models in Python</article_title>
+            <author>Kumar</author>
+            <journal_title>Journal of Open Source
+Software</journal_title>
+            <issue>33</issue>
+            <volume>4</volume>
+            <doi>10.21105/joss.01143</doi>
+            <cYear>2019</cYear>
+            <unstructured_citation>Kumar, R., Carroll, C., Hartikainen,
+A., &amp; Martin, O. (2019). ArviZ a unified library for exploratory
+analysis of Bayesian models in Python. Journal of Open Source Software,
+4(33), 1143. https://doi.org/10.21105/joss.01143</unstructured_citation>
+          </citation>
+        </citation_list>
+      </journal_article>
+    </journal>
+  </body>
+</doi_batch>

From 638d3e6cc099dfc61ee9a8b970eaf4f28a09bc36 Mon Sep 17 00:00:00 2001
From: The Open Journals editorial robot
 <89919391+editorialbot@users.noreply.github.com>
Date: Fri, 15 Sep 2023 23:14:18 +0100
Subject: [PATCH 3/3] Creating 10.21105.joss.05703.jats

---
 joss.05703/10.21105.joss.05703.jats | 1414 +++++++++++++++++++++++++++
 1 file changed, 1414 insertions(+)
 create mode 100644 joss.05703/10.21105.joss.05703.jats

diff --git a/joss.05703/10.21105.joss.05703.jats b/joss.05703/10.21105.joss.05703.jats
new file mode 100644
index 0000000000..4374a41783
--- /dev/null
+++ b/joss.05703/10.21105.joss.05703.jats
@@ -0,0 +1,1414 @@
+<?xml version="1.0" encoding="utf-8" ?>
+<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.2 20190208//EN"
+                  "JATS-publishing1.dtd">
+<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="1.2" article-type="other">
+<front>
+<journal-meta>
+<journal-id></journal-id>
+<journal-title-group>
+<journal-title>Journal of Open Source Software</journal-title>
+<abbrev-journal-title>JOSS</abbrev-journal-title>
+</journal-title-group>
+<issn publication-format="electronic">2475-9066</issn>
+<publisher>
+<publisher-name>Open Journals</publisher-name>
+</publisher>
+</journal-meta>
+<article-meta>
+<article-id pub-id-type="publisher-id">5703</article-id>
+<article-id pub-id-type="doi">10.21105/joss.05703</article-id>
+<title-group>
+<article-title>pysersic: A Python package for determining galaxy
+structural properties via Bayesian inference, accelerated with
+jax</article-title>
+</title-group>
+<contrib-group>
+<contrib contrib-type="author" equal-contrib="yes">
+<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-7075-9931</contrib-id>
+<name>
+<surname>Pasha</surname>
+<given-names>Imad</given-names>
+</name>
+<xref ref-type="aff" rid="aff-1"/>
+<xref ref-type="aff" rid="aff-2"/>
+</contrib>
+<contrib contrib-type="author" equal-contrib="yes">
+<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-8367-6265</contrib-id>
+<name>
+<surname>Miller</surname>
+<given-names>Tim B.</given-names>
+</name>
+<xref ref-type="aff" rid="aff-1"/>
+</contrib>
+<aff id="aff-1">
+<institution-wrap>
+<institution>Department of Astronomy, Yale University, USA</institution>
+</institution-wrap>
+</aff>
+<aff id="aff-2">
+<institution-wrap>
+<institution>National Science Foundation Graduate Research
+Fellow</institution>
+</institution-wrap>
+</aff>
+</contrib-group>
+<pub-date date-type="pub" publication-format="electronic" iso-8601-date="2023-06-05">
+<day>5</day>
+<month>6</month>
+<year>2023</year>
+</pub-date>
+<volume>8</volume>
+<issue>89</issue>
+<fpage>5703</fpage>
+<permissions>
+<copyright-statement>Authors of papers retain copyright and release the
+work under a Creative Commons Attribution 4.0 International License (CC
+BY 4.0)</copyright-statement>
+<copyright-year>2022</copyright-year>
+<copyright-holder>The article authors</copyright-holder>
+<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
+<license-p>Authors of papers retain copyright and release the work under
+a Creative Commons Attribution 4.0 International License (CC BY
+4.0)</license-p>
+</license>
+</permissions>
+<kwd-group kwd-group-type="author">
+<kwd>Python</kwd>
+<kwd>astronomy</kwd>
+<kwd>galaxies</kwd>
+<kwd>model fitting</kwd>
+</kwd-group>
+</article-meta>
+</front>
+<body>
+<sec id="summary">
+  <title>Summary</title>
+  <p>The modern standard for measuring structural parameters of galaxies
+  involves a forward-modeling procedure in which parametric models are
+  fit directly to images while accounting for the effect of the
+  point-spread function (PSF). This is an integral step in many
+  extragalactic studies. The most common parametric form is a Sérsic
+  profile
+  (<xref alt="Sersic, 1968" rid="ref-SersicU003A1968" ref-type="bibr">Sersic,
+  1968</xref>) which is described by a radial surface brightness
+  profiles following,</p>
+  <p><disp-formula><alternatives>
+  <tex-math><![CDATA[
+  I(R) ∝ F_{\mathrm{total}} \exp \left[\left(\frac{R}{R_e}\right)^{1/n}-1\right],
+  ]]></tex-math>
+  <mml:math display="block" xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mrow><mml:mi>I</mml:mi><mml:mrow><mml:mo stretchy="true" form="prefix">(</mml:mo><mml:mi>R</mml:mi><mml:mo stretchy="true" form="postfix">)</mml:mo></mml:mrow><mml:mo>∝</mml:mo><mml:msub><mml:mi>F</mml:mi><mml:mrow><mml:mi mathvariant="normal">t</mml:mi><mml:mi mathvariant="normal">o</mml:mi><mml:mi mathvariant="normal">t</mml:mi><mml:mi mathvariant="normal">a</mml:mi><mml:mi mathvariant="normal">l</mml:mi></mml:mrow></mml:msub><mml:mo>exp</mml:mo><mml:mrow><mml:mo stretchy="true" form="prefix">[</mml:mo><mml:msup><mml:mrow><mml:mo stretchy="true" form="prefix">(</mml:mo><mml:mfrac><mml:mi>R</mml:mi><mml:msub><mml:mi>R</mml:mi><mml:mi>e</mml:mi></mml:msub></mml:mfrac><mml:mo stretchy="true" form="postfix">)</mml:mo></mml:mrow><mml:mrow><mml:mn>1</mml:mn><mml:mi>/</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msup><mml:mo>−</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="true" form="postfix">]</mml:mo></mml:mrow><mml:mo>,</mml:mo></mml:mrow></mml:math></alternatives></disp-formula></p>
+  <p>where the total flux, <inline-formula><alternatives>
+  <tex-math><![CDATA[F_{\mathrm{total}}]]></tex-math>
+  <mml:math display="inline" xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:msub><mml:mi>F</mml:mi><mml:mrow><mml:mi mathvariant="normal">t</mml:mi><mml:mi mathvariant="normal">o</mml:mi><mml:mi mathvariant="normal">t</mml:mi><mml:mi mathvariant="normal">a</mml:mi><mml:mi mathvariant="normal">l</mml:mi></mml:mrow></mml:msub></mml:math></alternatives></inline-formula>,
+  half-light radius, <inline-formula><alternatives>
+  <tex-math><![CDATA[R_e]]></tex-math>
+  <mml:math display="inline" xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:msub><mml:mi>R</mml:mi><mml:mi>e</mml:mi></mml:msub></mml:math></alternatives></inline-formula>
+  and Sérsic index, <inline-formula><alternatives>
+  <tex-math><![CDATA[n]]></tex-math>
+  <mml:math display="inline" xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mi>n</mml:mi></mml:math></alternatives></inline-formula>
+  are the parameters of interest to be fit and subsequently used to
+  characterize a galaxy’s morphology.</p>
+  <p>Here we present <monospace>pysersic</monospace>, a Bayesian
+  framework created to facilitate the inference of structural parameters
+  from galaxy images. It is written in pure
+  <monospace>Python</monospace>, and built using the
+  <monospace>jax</monospace> framework
+  (<xref alt="Bradbury et al., 2018" rid="ref-BradburyU003A2018" ref-type="bibr">Bradbury
+  et al., 2018</xref>) allowing for just-in-time (JIT) compilation,
+  auto-differentiation and seamless execution on CPUs, GPUs or TPUs.
+  Inference is performed with the <monospace>numpyro</monospace>
+  (<xref alt="Bingham et al., 2019" rid="ref-BinghamU003A2019" ref-type="bibr">Bingham
+  et al., 2019</xref>;
+  <xref alt="Phan et al., 2019" rid="ref-PhanU003A2019" ref-type="bibr">Phan
+  et al., 2019</xref>) package utilizing gradient based methods, e.g.,
+  No U-Turn Sampling (NUTS)
+  (<xref alt="Hoffman et al., 2014" rid="ref-HoffmanU003A2014" ref-type="bibr">Hoffman
+  et al., 2014</xref>), for efficient and robust posterior estimation.
+  <monospace>pysersic</monospace> was designed to have a user-friendly
+  interface, allowing users to fit single or multiple sources in a few
+  lines of code. It was also designed to scale to many images, such that
+  it can be seamlessly integrated into current and future analysis
+  pipelines.</p>
+</sec>
+<sec id="statement-of-need">
+  <title>Statement of need</title>
+  <p>Parametric profile fitting has become a ubiquitous and essential
+  tool for numerous applications including measuring the photometry — or
+  total flux — of galaxies, as well as the investigation of the
+  structural evolution of galaxies over cosmic time
+  (<xref alt="Kawinwanichakij et al., 2021" rid="ref-KawinwanichakijU003A2021" ref-type="bibr">Kawinwanichakij
+  et al., 2021</xref>;
+  <xref alt="Lange et al., 2015" rid="ref-LangeU003A2015" ref-type="bibr">Lange
+  et al., 2015</xref>;
+  <xref alt="Mowla et al., 2019" rid="ref-MowlaU003A2019" ref-type="bibr">Mowla
+  et al., 2019</xref>). This approach allows one to both extrapolate
+  galaxy surface brightness profiles beyond the noise limit of images,
+  as well as account for the PSF to accurately measure the structure of
+  galaxies near the resolution limit of those images. The empirically
+  derived Sérsic profile is the most common parametric form for the
+  surface-brightness profile as it provides a reasonable approximation
+  to nearly all galaxies, given the additional freedom of the Sérsic
+  index, <inline-formula><alternatives>
+  <tex-math><![CDATA[n]]></tex-math>
+  <mml:math display="inline" xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mi>n</mml:mi></mml:math></alternatives></inline-formula>,
+  over fixed-index profiles.</p>
+  <p>Given the long history of Sérsic fitting codes with many available
+  tools, the development of <monospace>pysersic</monospace> was largely
+  motivated by two related factors, first and foremost of which was the
+  desire to implement Sérsic fitting in a fully Bayesian context
+  <italic>at speed</italic>. The <italic>ability</italic> to place the
+  typical Sérsic fitting problem into a Bayesian context with runtimes
+  that are not prohibitive (the traditional drawback of MCMC methods)
+  has recently been unlocked by the second motivation: to leverage the
+  <monospace>jax</monospace> library. <monospace>jax</monospace>
+  utilizes JIT compilation to decrease computational runtimes, provides
+  seamless integration with hardware accelerators such as GPUs and TPUs
+  for further improvements in performance, and enables automatic
+  differentiation, facilitating gradient based optimization and sampling
+  methods. Together, these features greatly increase speed and
+  efficiency, especially when sampling or optimizing a large number of
+  parameters.</p>
+  <p>Inference in <monospace>pysersic</monospace> is implemented using
+  the <monospace>numpyro</monospace> probabilistic programming language
+  (PPL). This allows for total control over the priors and methods used
+  for inference. The <monospace>numpyro</monospace> package utilizes
+  <monospace>jax</monospace>’s auto-differentiation capabilities for
+  gradient based samplers such as Hamiltonian Monte Carlo (HMC) and
+  No-U-Turn-Sampling (NUTS). In addition, there are recently-developed
+  techniques for posterior estimation, including variational inference
+  (<xref alt="Ranganath et al., 2014" rid="ref-RanganathU003A2014" ref-type="bibr">Ranganath
+  et al., 2014</xref>) utilizing normalizing flows
+  (<xref alt="De Cao et al., 2020" rid="ref-DeCaoU003A2020" ref-type="bibr">De
+  Cao et al., 2020</xref>). These techniques dramatically reduce the
+  number of likelihood calls required to provide accurate estimates of
+  the posterior relative to gradient-free methods. Combined with the
+  <monospace>jax</monospace>’s JIT compilation, posteriors can now be
+  generated in a few minutes or less on modern laptops.</p>
+</sec>
+<sec id="code-description">
+  <title>Code Description</title>
+  <p><monospace>pysersic</monospace> was designed to have a
+  user-friendly API with sensible defaults. Tools are provided to
+  automatically generate priors for all free parameters based on an
+  initial characterization of a given image — but can also easily be set
+  manually. We provide default inference routines for NUTS MCMC and
+  variational inference using neural flows. Users can access the
+  underlying <monospace>numpyro</monospace> model if desired, to perform
+  inference using any tools available within the
+  <monospace>numpyro</monospace> ecosystem. The goal for
+  <monospace>pysersic</monospace> is to provide reasonable defaults for
+  new users interested in a handful of galaxies, yet maintain the
+  ability for advanced users to tweak options as necessary to perform
+  inference for entire surveys.</p>
+  <p>A crucial component of any Sérsic fitting code is an efficient and
+  accurate rendering algorithm. Sérsic profiles with high index,
+  <inline-formula><alternatives>
+  <tex-math><![CDATA[n\gtrsim 3]]></tex-math>
+  <mml:math display="inline" xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mrow><mml:mi>n</mml:mi><mml:mo>≳</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:math></alternatives></inline-formula>
+  are notoriously difficult to render accurately given the steep
+  increase in brightness as <inline-formula><alternatives>
+  <tex-math><![CDATA[r \rightarrow 0]]></tex-math>
+  <mml:math display="inline" xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mrow><mml:mi>r</mml:mi><mml:mo>→</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:math></alternatives></inline-formula>.
+  In <monospace>pysersic</monospace>, the
+  <monospace>rendering</monospace> module is kept separate from the
+  frontend API and inference modules, such that different algorithms can
+  be interchanged and therefore easily tested (and hopefully encourage
+  innovation as well). In this initial release, we provide three
+  algorithms. The first is a traditional rendering algorithm in which
+  the intrinsic profile is rendered in real space, with oversampling in
+  the center to ensure accurate results for high index profiles. The
+  second and third methods render the profiles in Fourier space,
+  providing accurate results even for strongly peaked profiles and
+  avoiding artifacts due to pixelization. In
+  <monospace>pysersic</monospace>, this is achieved by representing the
+  profiles using a series of Gaussian following the algorithm presented
+  in Shajib
+  (<xref alt="2019" rid="ref-ShajibU003A2019" ref-type="bibr">2019</xref>).
+  We include one algorithm that is fully based in Fourier space, along
+  with a version of the hybrid real-Fourier algorithm introduced in Lang
+  (<xref alt="2020" rid="ref-LangU003A2020" ref-type="bibr">2020</xref>)
+  which helps avoid some of the aliasing present when rendering solely
+  in Fourier space.</p>
+</sec>
+<sec id="related-software">
+  <title>Related Software</title>
+  <p>There is a long history and many software tools designed for Sérsic
+  profile fitting. Some of the most popular libraries are listed
+  below.</p>
+  <list list-type="bullet">
+    <list-item>
+      <p><monospace>galfit</monospace>
+      (<xref alt="Peng et al., 2002" rid="ref-PengU003A2002" ref-type="bibr">Peng
+      et al., 2002</xref>)</p>
+    </list-item>
+    <list-item>
+      <p><monospace>imfit</monospace>
+      (<xref alt="Erwin, 2015" rid="ref-ErwinU003A2015" ref-type="bibr">Erwin,
+      2015</xref>)</p>
+    </list-item>
+    <list-item>
+      <p><monospace>profit</monospace>
+      (<xref alt="Robotham et al., 2017" rid="ref-RobothamU003A2017" ref-type="bibr">Robotham
+      et al., 2017</xref>)</p>
+    </list-item>
+    <list-item>
+      <p><monospace>galight</monospace>
+      (<xref alt="Ding et al., 2021" rid="ref-DingU003A2021" ref-type="bibr">Ding
+      et al., 2021</xref>), which is built on top of
+      <monospace>lenstronomy</monospace>
+      (<xref alt="Birrer et al., 2021" rid="ref-BirrerU003A2021" ref-type="bibr">Birrer
+      et al., 2021</xref>)</p>
+    </list-item>
+    <list-item>
+      <p><monospace>PetroFit</monospace>
+      (<xref alt="Geda et al., 2022" rid="ref-GedaU003A2022" ref-type="bibr">Geda
+      et al., 2022</xref>)</p>
+    </list-item>
+    <list-item>
+      <p><monospace>PyAutoGalaxy</monospace>
+      (<xref alt="Nightingale et al., 2023" rid="ref-NightingaleU003A2023" ref-type="bibr">Nightingale
+      et al., 2023</xref>)</p>
+    </list-item>
+  </list>
+</sec>
+<sec id="software-citations">
+  <title>Software Citations</title>
+  <p><monospace>pysersic</monospace> makes use of the following
+  packages:</p>
+  <list list-type="bullet">
+    <list-item>
+      <p>arviz
+      (<xref alt="Kumar et al., 2019" rid="ref-arvizU003A2019" ref-type="bibr">Kumar
+      et al., 2019</xref>)</p>
+    </list-item>
+    <list-item>
+      <p>asdf
+      (<xref alt="D’Avella et al., 2023" rid="ref-asdf" ref-type="bibr">D’Avella
+      et al., 2023</xref>)</p>
+    </list-item>
+    <list-item>
+      <p>astropy
+      (<xref alt="Astropy Collaboration et al., 2013" rid="ref-astropyU003A2013" ref-type="bibr">Astropy
+      Collaboration et al., 2013</xref>,
+      <xref alt="2018" rid="ref-astropyU003A2018" ref-type="bibr">2018</xref>,
+      <xref alt="2022" rid="ref-astropyU003A2022" ref-type="bibr">2022</xref>)</p>
+    </list-item>
+    <list-item>
+      <p>corner
+      (<xref alt="Foreman-Mackey, 2016" rid="ref-corner" ref-type="bibr">Foreman-Mackey,
+      2016</xref>)</p>
+    </list-item>
+    <list-item>
+      <p>jax
+      (<xref alt="Bradbury et al., 2018" rid="ref-BradburyU003A2018" ref-type="bibr">Bradbury
+      et al., 2018</xref>)</p>
+    </list-item>
+    <list-item>
+      <p>matplotlib
+      (<xref alt="Hunter, 2007" rid="ref-HunterU003A2007" ref-type="bibr">Hunter,
+      2007</xref>)</p>
+    </list-item>
+    <list-item>
+      <p>numpy
+      (<xref alt="Harris et al., 2020" rid="ref-HarrisU003A2020" ref-type="bibr">Harris
+      et al., 2020</xref>)</p>
+    </list-item>
+    <list-item>
+      <p>numpyro
+      (<xref alt="Bingham et al., 2019" rid="ref-BinghamU003A2019" ref-type="bibr">Bingham
+      et al., 2019</xref>;
+      <xref alt="Phan et al., 2019" rid="ref-PhanU003A2019" ref-type="bibr">Phan
+      et al., 2019</xref>)</p>
+    </list-item>
+    <list-item>
+      <p>pandas
+      (<xref alt="team, 2020" rid="ref-rebackU003A2020" ref-type="bibr">team,
+      2020</xref>)</p>
+    </list-item>
+    <list-item>
+      <p>photutils
+      (<xref alt="Bradley et al., 2022" rid="ref-BradleyU003A2022" ref-type="bibr">Bradley
+      et al., 2022</xref>)</p>
+    </list-item>
+    <list-item>
+      <p>pytest
+      (<xref alt="Krekel et al., 2004" rid="ref-pytest" ref-type="bibr">Krekel
+      et al., 2004</xref>)</p>
+    </list-item>
+    <list-item>
+      <p>scipy
+      (<xref alt="Virtanen et al., 2020" rid="ref-ScipyU003A2020" ref-type="bibr">Virtanen
+      et al., 2020</xref>)</p>
+    </list-item>
+    <list-item>
+      <p>tqdm
+      (<xref alt="Costa-Luis et al., 2023" rid="ref-tqdm" ref-type="bibr">Costa-Luis
+      et al., 2023</xref>)</p>
+    </list-item>
+  </list>
+</sec>
+<sec id="acknowledgements">
+  <title>Acknowledgements</title>
+  <p>We acknowledge Pieter van Dokkum for useful conversations
+  surrounding the design and implementation of
+  <monospace>pysersic</monospace>.</p>
+</sec>
+</body>
+<back>
+<ref-list>
+  <ref id="ref-LangU003A2020">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <name><surname>Lang</surname><given-names>Dustin</given-names></name>
+      </person-group>
+      <article-title>A hybrid Fourier–Real Gaussian Mixture method for fast galaxy–PSF convolution</article-title>
+      <source>arXiv e-prints</source>
+      <year iso-8601-date="2020-12">2020</year><month>12</month>
+      <uri>https://arxiv.org/abs/2012.15797</uri>
+      <pub-id pub-id-type="doi">10.48550/arXiv.2012.15797</pub-id>
+      <fpage>arXiv:2012.15797</fpage>
+      <lpage></lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-SersicU003A1968">
+    <element-citation publication-type="book">
+      <person-group person-group-type="author">
+        <name><surname>Sersic</surname><given-names>Jose Luis</given-names></name>
+      </person-group>
+      <source>Atlas de Galaxias Australes</source>
+      <year iso-8601-date="1968">1968</year>
+    </element-citation>
+  </ref>
+  <ref id="ref-BradburyU003A2018">
+    <element-citation publication-type="software">
+      <person-group person-group-type="author">
+        <name><surname>Bradbury</surname><given-names>James</given-names></name>
+        <name><surname>Frostig</surname><given-names>Roy</given-names></name>
+        <name><surname>Hawkins</surname><given-names>Peter</given-names></name>
+        <name><surname>Johnson</surname><given-names>Matthew James</given-names></name>
+        <name><surname>Leary</surname><given-names>Chris</given-names></name>
+        <name><surname>Maclaurin</surname><given-names>Dougal</given-names></name>
+        <name><surname>Necula</surname><given-names>George</given-names></name>
+        <name><surname>Paszke</surname><given-names>Adam</given-names></name>
+        <name><surname>VanderPlas</surname><given-names>Jake</given-names></name>
+        <name><surname>Wanderman-Milne</surname><given-names>Skye</given-names></name>
+        <name><surname>Zhang</surname><given-names>Qiao</given-names></name>
+      </person-group>
+      <article-title>JAX: Composable transformations of Python+NumPy programs</article-title>
+      <year iso-8601-date="2018">2018</year>
+      <uri>http://github.com/google/jax</uri>
+    </element-citation>
+  </ref>
+  <ref id="ref-BinghamU003A2019">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <name><surname>Bingham</surname><given-names>Eli</given-names></name>
+        <name><surname>Chen</surname><given-names>Jonathan P.</given-names></name>
+        <name><surname>Jankowiak</surname><given-names>Martin</given-names></name>
+        <name><surname>Obermeyer</surname><given-names>Fritz</given-names></name>
+        <name><surname>Pradhan</surname><given-names>Neeraj</given-names></name>
+        <name><surname>Karaletsos</surname><given-names>Theofanis</given-names></name>
+        <name><surname>Singh</surname><given-names>Rohit</given-names></name>
+        <name><surname>Szerlip</surname><given-names>Paul A.</given-names></name>
+        <name><surname>Horsfall</surname><given-names>Paul</given-names></name>
+        <name><surname>Goodman</surname><given-names>Noah D.</given-names></name>
+      </person-group>
+      <article-title>Pyro: Deep universal probabilistic programming</article-title>
+      <source>J. Mach. Learn. Res.</source>
+      <year iso-8601-date="2019">2019</year>
+      <volume>20</volume>
+      <uri>http://jmlr.org/papers/v20/18-403.html</uri>
+      <fpage>28:1</fpage>
+      <lpage>28:6</lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-PhanU003A2019">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <name><surname>Phan</surname><given-names>Du</given-names></name>
+        <name><surname>Pradhan</surname><given-names>Neeraj</given-names></name>
+        <name><surname>Jankowiak</surname><given-names>Martin</given-names></name>
+      </person-group>
+      <article-title>Composable effects for flexible and accelerated probabilistic programming in NumPyro</article-title>
+      <source>arXiv preprint arXiv:1912.11554</source>
+      <year iso-8601-date="2019">2019</year>
+    </element-citation>
+  </ref>
+  <ref id="ref-MowlaU003A2019">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <name><surname>Mowla</surname><given-names>Lamiya A.</given-names></name>
+        <name><surname>van Dokkum</surname><given-names>Pieter</given-names></name>
+        <name><surname>Brammer</surname><given-names>Gabriel B.</given-names></name>
+        <name><surname>Momcheva</surname><given-names>Ivelina</given-names></name>
+        <name><surname>van der Wel</surname><given-names>Arjen</given-names></name>
+        <name><surname>Whitaker</surname><given-names>Katherine</given-names></name>
+        <name><surname>Nelson</surname><given-names>Erica</given-names></name>
+        <name><surname>Bezanson</surname><given-names>Rachel</given-names></name>
+        <name><surname>Muzzin</surname><given-names>Adam</given-names></name>
+        <name><surname>Franx</surname><given-names>Marijn</given-names></name>
+        <name><surname>MacKenty</surname><given-names>John</given-names></name>
+        <name><surname>Leja</surname><given-names>Joel</given-names></name>
+        <name><surname>Kriek</surname><given-names>Mariska</given-names></name>
+        <name><surname>Marchesini</surname><given-names>Danilo</given-names></name>
+      </person-group>
+      <article-title>COSMOS-DASH: The Evolution of the Galaxy Size-Mass Relation since z \sim 3 from New Wide-field WFC3 Imaging Combined with CANDELS/3D-HST</article-title>
+      <source>Astrophysical Journal</source>
+      <year iso-8601-date="2019-07">2019</year><month>07</month>
+      <volume>880</volume>
+      <issue>1</issue>
+      <uri>https://arxiv.org/abs/1808.04379</uri>
+      <pub-id pub-id-type="doi">10.3847/1538-4357/ab290a</pub-id>
+      <fpage>57</fpage>
+      <lpage></lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-LangeU003A2015">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <name><surname>Lange</surname><given-names>Rebecca</given-names></name>
+        <name><surname>Driver</surname><given-names>Simon P.</given-names></name>
+        <name><surname>Robotham</surname><given-names>Aaron S. G.</given-names></name>
+        <name><surname>Kelvin</surname><given-names>Lee S.</given-names></name>
+        <name><surname>Graham</surname><given-names>Alister W.</given-names></name>
+        <name><surname>Alpaslan</surname><given-names>Mehmet</given-names></name>
+        <name><surname>Andrews</surname><given-names>Stephen K.</given-names></name>
+        <name><surname>Baldry</surname><given-names>Ivan K.</given-names></name>
+        <name><surname>Bamford</surname><given-names>Steven</given-names></name>
+        <name><surname>Bland-Hawthorn</surname><given-names>Joss</given-names></name>
+        <name><surname>Brough</surname><given-names>Sarah</given-names></name>
+        <name><surname>Cluver</surname><given-names>Michelle E.</given-names></name>
+        <name><surname>Conselice</surname><given-names>Christopher J.</given-names></name>
+        <name><surname>Davies</surname><given-names>Luke J. M.</given-names></name>
+        <name><surname>Haeussler</surname><given-names>Boris</given-names></name>
+        <name><surname>Konstantopoulos</surname><given-names>Iraklis S.</given-names></name>
+        <name><surname>Loveday</surname><given-names>Jon</given-names></name>
+        <name><surname>Moffett</surname><given-names>Amanda J.</given-names></name>
+        <name><surname>Norberg</surname><given-names>Peder</given-names></name>
+        <name><surname>Phillipps</surname><given-names>Steven</given-names></name>
+        <name><surname>Taylor</surname><given-names>Edward N.</given-names></name>
+        <name><surname>López-Sánchez</surname><given-names>Ángel R.</given-names></name>
+        <name><surname>Wilkins</surname><given-names>Stephen M.</given-names></name>
+      </person-group>
+      <article-title>Galaxy And Mass Assembly (GAMA): mass-size relations of z &lt; 0.1 galaxies subdivided by Sérsic index, colour and morphology</article-title>
+      <source>Monthly Notices of the RAS</source>
+      <year iso-8601-date="2015-03">2015</year><month>03</month>
+      <volume>447</volume>
+      <issue>3</issue>
+      <uri>https://arxiv.org/abs/1411.6355</uri>
+      <pub-id pub-id-type="doi">10.1093/mnras/stu2467</pub-id>
+      <fpage>2603</fpage>
+      <lpage>2630</lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-KawinwanichakijU003A2021">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <name><surname>Kawinwanichakij</surname><given-names>Lalitwadee</given-names></name>
+        <name><surname>Silverman</surname><given-names>John D.</given-names></name>
+        <name><surname>Ding</surname><given-names>Xuheng</given-names></name>
+        <name><surname>George</surname><given-names>Angelo</given-names></name>
+        <name><surname>Damjanov</surname><given-names>Ivana</given-names></name>
+        <name><surname>Sawicki</surname><given-names>Marcin</given-names></name>
+        <name><surname>Tanaka</surname><given-names>Masayuki</given-names></name>
+        <name><surname>Taranu</surname><given-names>Dan S.</given-names></name>
+        <name><surname>Birrer</surname><given-names>Simon</given-names></name>
+        <name><surname>Huang</surname><given-names>Song</given-names></name>
+        <name><surname>Li</surname><given-names>Junyao</given-names></name>
+        <name><surname>Onodera</surname><given-names>Masato</given-names></name>
+        <name><surname>Shibuya</surname><given-names>Takatoshi</given-names></name>
+        <name><surname>Yasuda</surname><given-names>Naoki</given-names></name>
+      </person-group>
+      <article-title>Hyper Suprime-Cam Subaru Strategic Program: A Mass-dependent Slope of the Galaxy Size-Mass Relation at z &lt; 1</article-title>
+      <source>Astrophysical Journal</source>
+      <year iso-8601-date="2021-11">2021</year><month>11</month>
+      <volume>921</volume>
+      <issue>1</issue>
+      <uri>https://arxiv.org/abs/2109.09766</uri>
+      <pub-id pub-id-type="doi">10.3847/1538-4357/ac1f21</pub-id>
+      <fpage>38</fpage>
+      <lpage></lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-ErwinU003A2015">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <name><surname>Erwin</surname><given-names>Peter</given-names></name>
+      </person-group>
+      <article-title>IMFIT: A Fast, Flexible New Program for Astronomical Image Fitting</article-title>
+      <source>Astrophysical Journal</source>
+      <year iso-8601-date="2015-02">2015</year><month>02</month>
+      <volume>799</volume>
+      <issue>2</issue>
+      <uri>https://arxiv.org/abs/1408.1097</uri>
+      <pub-id pub-id-type="doi">10.1088/0004-637X/799/2/226</pub-id>
+      <fpage>226</fpage>
+      <lpage></lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-PengU003A2002">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <name><surname>Peng</surname><given-names>Chien Y.</given-names></name>
+        <name><surname>Ho</surname><given-names>Luis C.</given-names></name>
+        <name><surname>Impey</surname><given-names>Chris D.</given-names></name>
+        <name><surname>Rix</surname><given-names>Hans-Walter</given-names></name>
+      </person-group>
+      <article-title>Detailed Structural Decomposition of Galaxy Images</article-title>
+      <source>Astronomical Journal</source>
+      <year iso-8601-date="2002-07">2002</year><month>07</month>
+      <volume>124</volume>
+      <issue>1</issue>
+      <uri>https://arxiv.org/abs/astro-ph/0204182</uri>
+      <pub-id pub-id-type="doi">10.1086/340952</pub-id>
+      <fpage>266</fpage>
+      <lpage>293</lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-RobothamU003A2017">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <name><surname>Robotham</surname><given-names>A. S. G.</given-names></name>
+        <name><surname>Taranu</surname><given-names>D. S.</given-names></name>
+        <name><surname>Tobar</surname><given-names>R.</given-names></name>
+        <name><surname>Moffett</surname><given-names>A.</given-names></name>
+        <name><surname>Driver</surname><given-names>S. P.</given-names></name>
+      </person-group>
+      <article-title>PROFIT: Bayesian profile fitting of galaxy images</article-title>
+      <source>Monthly Notices of the RAS</source>
+      <year iso-8601-date="2017-04">2017</year><month>04</month>
+      <volume>466</volume>
+      <issue>2</issue>
+      <uri>https://arxiv.org/abs/1611.08586</uri>
+      <pub-id pub-id-type="doi">10.1093/mnras/stw3039</pub-id>
+      <fpage>1513</fpage>
+      <lpage>1541</lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-NightingaleU003A2023">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <name><surname>Nightingale</surname><given-names>James. W.</given-names></name>
+        <name><surname>Amvrosiadis</surname><given-names>Aristeidis</given-names></name>
+        <name><surname>Hayes</surname><given-names>Richard G.</given-names></name>
+        <name><surname>He</surname><given-names>Qiuhan</given-names></name>
+        <name><surname>Etherington</surname><given-names>Amy</given-names></name>
+        <name><surname>Cao</surname><given-names>XiaoYue</given-names></name>
+        <name><surname>Cole</surname><given-names>Shaun</given-names></name>
+        <name><surname>Frawley</surname><given-names>Jonathan</given-names></name>
+        <name><surname>Frenk</surname><given-names>Carlos S.</given-names></name>
+        <name><surname>Lange</surname><given-names>Sam</given-names></name>
+        <name><surname>Li</surname><given-names>Ran</given-names></name>
+        <name><surname>Massey</surname><given-names>Richard J.</given-names></name>
+        <name><surname>Negrello</surname><given-names>Mattia</given-names></name>
+        <name><surname>Robertson</surname><given-names>Andrew</given-names></name>
+      </person-group>
+      <article-title>PyAutoGalaxy: Open-source multiwavelength galaxy structure &amp; morphology</article-title>
+      <source>Journal of Open Source Software</source>
+      <publisher-name>The Open Journal</publisher-name>
+      <year iso-8601-date="2023">2023</year>
+      <volume>8</volume>
+      <issue>81</issue>
+      <uri>https://doi.org/10.21105/joss.04475</uri>
+      <pub-id pub-id-type="doi">10.21105/joss.04475</pub-id>
+      <fpage>4475</fpage>
+      <lpage></lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-DingU003A2021">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <name><surname>Ding</surname><given-names>Xuheng</given-names></name>
+        <name><surname>Birrer</surname><given-names>Simon</given-names></name>
+        <name><surname>Treu</surname><given-names>Tommaso</given-names></name>
+        <name><surname>Silverman</surname><given-names>John D.</given-names></name>
+      </person-group>
+      <article-title>Galaxy shapes of Light (GaLight): a 2D modeling of galaxy images</article-title>
+      <source>arXiv e-prints</source>
+      <year iso-8601-date="2021-11">2021</year><month>11</month>
+      <uri>https://arxiv.org/abs/2111.08721</uri>
+      <pub-id pub-id-type="doi">10.48550/arXiv.2111.08721</pub-id>
+      <fpage>arXiv:2111.08721</fpage>
+      <lpage></lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-BirrerU003A2021">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <name><surname>Birrer</surname><given-names>Simon</given-names></name>
+        <name><surname>Shajib</surname><given-names>Anowar J.</given-names></name>
+        <name><surname>Gilman</surname><given-names>Daniel</given-names></name>
+        <name><surname>Galan</surname><given-names>Aymeric</given-names></name>
+        <name><surname>Aalbers</surname><given-names>Jelle</given-names></name>
+        <name><surname>Millon</surname><given-names>Martin</given-names></name>
+        <name><surname>Morgan</surname><given-names>Robert</given-names></name>
+        <name><surname>Pagano</surname><given-names>Giulia</given-names></name>
+        <name><surname>Park</surname><given-names>Ji Won</given-names></name>
+        <name><surname>Teodori</surname><given-names>Luca</given-names></name>
+        <name><surname>Tessore</surname><given-names>Nicolas</given-names></name>
+        <name><surname>Ueland</surname><given-names>Madison</given-names></name>
+        <name><surname>Vyvere</surname><given-names>Lyne Van de</given-names></name>
+        <name><surname>Wagner-Carena</surname><given-names>Sebastian</given-names></name>
+        <name><surname>Wempe</surname><given-names>Ewoud</given-names></name>
+        <name><surname>Yang</surname><given-names>Lilan</given-names></name>
+        <name><surname>Ding</surname><given-names>Xuheng</given-names></name>
+        <name><surname>Schmidt</surname><given-names>Thomas</given-names></name>
+        <name><surname>Sluse</surname><given-names>Dominique</given-names></name>
+        <name><surname>Zhang</surname><given-names>Ming</given-names></name>
+        <name><surname>Amara</surname><given-names>Adam</given-names></name>
+      </person-group>
+      <article-title>Lenstronomy II: A gravitational lensingW software ecosystem</article-title>
+      <source>Journal of Open Source Software</source>
+      <publisher-name>The Open Journal</publisher-name>
+      <year iso-8601-date="2021">2021</year>
+      <volume>6</volume>
+      <issue>62</issue>
+      <uri>https://doi.org/10.21105/joss.03283</uri>
+      <pub-id pub-id-type="doi">10.21105/joss.03283</pub-id>
+      <fpage>3283</fpage>
+      <lpage></lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-ShajibU003A2019">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <name><surname>Shajib</surname><given-names>Anowar J.</given-names></name>
+      </person-group>
+      <article-title>Unified lensing and kinematic analysis for any elliptical mass profile</article-title>
+      <source>Monthly Notices of the RAS</source>
+      <year iso-8601-date="2019-09">2019</year><month>09</month>
+      <volume>488</volume>
+      <issue>1</issue>
+      <uri>https://arxiv.org/abs/1906.08263</uri>
+      <pub-id pub-id-type="doi">10.1093/mnras/stz1796</pub-id>
+      <fpage>1387</fpage>
+      <lpage>1400</lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-GedaU003A2022">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <name><surname>Geda</surname><given-names>Robel</given-names></name>
+        <name><surname>Crawford</surname><given-names>Steven M.</given-names></name>
+        <name><surname>Hunt</surname><given-names>Lucas</given-names></name>
+        <name><surname>Bershady</surname><given-names>Matthew</given-names></name>
+        <name><surname>Tollerud</surname><given-names>Erik</given-names></name>
+        <name><surname>Randriamampandry</surname><given-names>Solohery</given-names></name>
+      </person-group>
+      <article-title>PetroFit: A Python Package for Computing Petrosian Radii and Fitting Galaxy Light Profiles</article-title>
+      <source>Astronomical Journal</source>
+      <year iso-8601-date="2022-05">2022</year><month>05</month>
+      <volume>163</volume>
+      <issue>5</issue>
+      <uri>https://arxiv.org/abs/2202.13493</uri>
+      <pub-id pub-id-type="doi">10.3847/1538-3881/ac5908</pub-id>
+      <fpage>202</fpage>
+      <lpage></lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-HoffmanU003A2014">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <name><surname>Hoffman</surname><given-names>Matthew D</given-names></name>
+        <name><surname>Gelman</surname><given-names>Andrew</given-names></name>
+        <name><surname>others</surname></name>
+      </person-group>
+      <article-title>The No-U-Turn sampler: adaptively setting path lengths in Hamiltonian Monte Carlo</article-title>
+      <source>J. Mach. Learn. Res.</source>
+      <year iso-8601-date="2014">2014</year>
+      <volume>15</volume>
+      <issue>1</issue>
+      <fpage>1593</fpage>
+      <lpage>1623</lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-RanganathU003A2014">
+    <element-citation publication-type="paper-conference">
+      <person-group person-group-type="author">
+        <name><surname>Ranganath</surname><given-names>Rajesh</given-names></name>
+        <name><surname>Gerrish</surname><given-names>Sean</given-names></name>
+        <name><surname>Blei</surname><given-names>David</given-names></name>
+      </person-group>
+      <article-title>Black box variational inference</article-title>
+      <source>Artificial intelligence and statistics</source>
+      <publisher-name>PMLR</publisher-name>
+      <year iso-8601-date="2014">2014</year>
+      <fpage>814</fpage>
+      <lpage>822</lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-DeCaoU003A2020">
+    <element-citation publication-type="paper-conference">
+      <person-group person-group-type="author">
+        <name><surname>De Cao</surname><given-names>Nicola</given-names></name>
+        <name><surname>Aziz</surname><given-names>Wilker</given-names></name>
+        <name><surname>Titov</surname><given-names>Ivan</given-names></name>
+      </person-group>
+      <article-title>Block neural autoregressive flow</article-title>
+      <source>Uncertainty in artificial intelligence</source>
+      <publisher-name>PMLR</publisher-name>
+      <year iso-8601-date="2020">2020</year>
+      <fpage>1263</fpage>
+      <lpage>1273</lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-rebackU003A2020">
+    <element-citation publication-type="software">
+      <person-group person-group-type="author">
+        <name><surname>team</surname><given-names>The pandas development</given-names></name>
+      </person-group>
+      <article-title>Pandas-dev/pandas: pandas</article-title>
+      <publisher-name>Zenodo</publisher-name>
+      <year iso-8601-date="2020-02">2020</year><month>02</month>
+      <uri>https://doi.org/10.5281/zenodo.3509134</uri>
+      <pub-id pub-id-type="doi">10.5281/zenodo.3509134</pub-id>
+    </element-citation>
+  </ref>
+  <ref id="ref-BradleyU003A2022">
+    <element-citation publication-type="software">
+      <person-group person-group-type="author">
+        <name><surname>Bradley</surname><given-names>Larry</given-names></name>
+        <name><surname>Sipőcz</surname><given-names>Brigitta</given-names></name>
+        <name><surname>Robitaille</surname><given-names>Thomas</given-names></name>
+        <name><surname>Tollerud</surname><given-names>Erik</given-names></name>
+        <name><surname>Vinícius</surname><given-names>Zé</given-names></name>
+        <name><surname>Deil</surname><given-names>Christoph</given-names></name>
+        <name><surname>Barbary</surname><given-names>Kyle</given-names></name>
+        <name><surname>Wilson</surname><given-names>Tom J</given-names></name>
+        <name><surname>Busko</surname><given-names>Ivo</given-names></name>
+        <name><surname>Donath</surname><given-names>Axel</given-names></name>
+        <name><surname>Günther</surname><given-names>Hans Moritz</given-names></name>
+        <name><surname>Cara</surname><given-names>Mihai</given-names></name>
+        <name><surname>Lim</surname><given-names>P. L.</given-names></name>
+        <name><surname>Meßlinger</surname><given-names>Sebastian</given-names></name>
+        <name><surname>Conseil</surname><given-names>Simon</given-names></name>
+        <name><surname>Bostroem</surname><given-names>Azalee</given-names></name>
+        <name><surname>Droettboom</surname><given-names>Michael</given-names></name>
+        <name><surname>Bray</surname><given-names>E. M.</given-names></name>
+        <name><surname>Bratholm</surname><given-names>Lars Andersen</given-names></name>
+        <name><surname>Barentsen</surname><given-names>Geert</given-names></name>
+        <name><surname>Craig</surname><given-names>Matt</given-names></name>
+        <name><surname>Rathi</surname><given-names>Shivangee</given-names></name>
+        <name><surname>Pascual</surname><given-names>Sergio</given-names></name>
+        <name><surname>Perren</surname><given-names>Gabriel</given-names></name>
+        <name><surname>Georgiev</surname><given-names>Iskren Y.</given-names></name>
+        <name><surname>Val-Borro</surname><given-names>Miguel de</given-names></name>
+        <name><surname>Kerzendorf</surname><given-names>Wolfgang</given-names></name>
+        <name><surname>Bach</surname><given-names>Yoonsoo P.</given-names></name>
+        <name><surname>Quint</surname><given-names>Bruno</given-names></name>
+        <name><surname>Souchereau</surname><given-names>Harrison</given-names></name>
+      </person-group>
+      <article-title>Astropy/photutils: 1.5.0</article-title>
+      <publisher-name>Zenodo</publisher-name>
+      <year iso-8601-date="2022-07">2022</year><month>07</month>
+      <uri>https://doi.org/10.5281/zenodo.6825092</uri>
+      <pub-id pub-id-type="doi">10.5281/zenodo.6825092</pub-id>
+    </element-citation>
+  </ref>
+  <ref id="ref-pytest">
+    <element-citation>
+      <person-group person-group-type="author">
+        <name><surname>Krekel</surname><given-names>Holger</given-names></name>
+        <name><surname>Oliveira</surname><given-names>Bruno</given-names></name>
+        <name><surname>Pfannschmidt</surname><given-names>Ronny</given-names></name>
+        <name><surname>Bruynooghe</surname><given-names>Floris</given-names></name>
+        <name><surname>Laugher</surname><given-names>Brianna</given-names></name>
+        <name><surname>Bruhin</surname><given-names>Florian</given-names></name>
+      </person-group>
+      <article-title>Pytest</article-title>
+      <year iso-8601-date="2004">2004</year>
+      <uri>https://github.com/pytest-dev/pytest</uri>
+      <pub-id pub-id-type="doi">10.1007/978-1-4842-2677-3_5</pub-id>
+    </element-citation>
+  </ref>
+  <ref id="ref-ScipyU003A2020">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <name><surname>Virtanen</surname><given-names>Pauli</given-names></name>
+        <name><surname>Gommers</surname><given-names>Ralf</given-names></name>
+        <name><surname>Oliphant</surname><given-names>Travis E.</given-names></name>
+        <name><surname>Haberland</surname><given-names>Matt</given-names></name>
+        <name><surname>Reddy</surname><given-names>Tyler</given-names></name>
+        <name><surname>Cournapeau</surname><given-names>David</given-names></name>
+        <name><surname>Burovski</surname><given-names>Evgeni</given-names></name>
+        <name><surname>Peterson</surname><given-names>Pearu</given-names></name>
+        <name><surname>Weckesser</surname><given-names>Warren</given-names></name>
+        <name><surname>Bright</surname><given-names>Jonathan</given-names></name>
+        <name><surname>van der Walt</surname><given-names>Stéfan J.</given-names></name>
+        <name><surname>Brett</surname><given-names>Matthew</given-names></name>
+        <name><surname>Wilson</surname><given-names>Joshua</given-names></name>
+        <name><surname>Millman</surname><given-names>K. Jarrod</given-names></name>
+        <name><surname>Mayorov</surname><given-names>Nikolay</given-names></name>
+        <name><surname>Nelson</surname><given-names>Andrew R. J.</given-names></name>
+        <name><surname>Jones</surname><given-names>Eric</given-names></name>
+        <name><surname>Kern</surname><given-names>Robert</given-names></name>
+        <name><surname>Larson</surname><given-names>Eric</given-names></name>
+        <name><surname>Carey</surname><given-names>C J</given-names></name>
+        <name><surname>Polat</surname><given-names>İlhan</given-names></name>
+        <name><surname>Feng</surname><given-names>Yu</given-names></name>
+        <name><surname>Moore</surname><given-names>Eric W.</given-names></name>
+        <name><surname>VanderPlas</surname><given-names>Jake</given-names></name>
+        <name><surname>Laxalde</surname><given-names>Denis</given-names></name>
+        <name><surname>Perktold</surname><given-names>Josef</given-names></name>
+        <name><surname>Cimrman</surname><given-names>Robert</given-names></name>
+        <name><surname>Henriksen</surname><given-names>Ian</given-names></name>
+        <name><surname>Quintero</surname><given-names>E. A.</given-names></name>
+        <name><surname>Harris</surname><given-names>Charles R.</given-names></name>
+        <name><surname>Archibald</surname><given-names>Anne M.</given-names></name>
+        <name><surname>Ribeiro</surname><given-names>Antônio H.</given-names></name>
+        <name><surname>Pedregosa</surname><given-names>Fabian</given-names></name>
+        <name><surname>van Mulbregt</surname><given-names>Paul</given-names></name>
+        <string-name>SciPy 1.0 Contributors</string-name>
+      </person-group>
+      <article-title>SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python</article-title>
+      <source>Nature Methods</source>
+      <year iso-8601-date="2020">2020</year>
+      <volume>17</volume>
+      <pub-id pub-id-type="doi">10.1038/s41592-019-0686-2</pub-id>
+      <fpage>261</fpage>
+      <lpage>272</lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-tqdm">
+    <element-citation publication-type="software">
+      <person-group person-group-type="author">
+        <name><surname>Costa-Luis</surname><given-names>Casper da</given-names></name>
+        <name><surname>Larroque</surname><given-names>Stephen Karl</given-names></name>
+        <name><surname>Altendorf</surname><given-names>Kyle</given-names></name>
+        <name><surname>Mary</surname><given-names>Hadrien</given-names></name>
+        <name><surname>richardsheridan</surname></name>
+        <name><surname>Korobov</surname><given-names>Mikhail</given-names></name>
+        <name><surname>Raphael</surname><given-names>Noam</given-names></name>
+        <name><surname>Ivanov</surname><given-names>Ivan</given-names></name>
+        <name><surname>Bargull</surname><given-names>Marcel</given-names></name>
+        <name><surname>Rodrigues</surname><given-names>Nishant</given-names></name>
+        <name><surname>Chen</surname><given-names>Guangshuo</given-names></name>
+        <name><surname>Lee</surname><given-names>Antony</given-names></name>
+        <name><surname>Newey</surname><given-names>Charles</given-names></name>
+        <name><surname>CrazyPython</surname></name>
+        <name><surname>JC</surname></name>
+        <name><surname>Zugnoni</surname><given-names>Martin</given-names></name>
+        <name><surname>Pagel</surname><given-names>Matthew D.</given-names></name>
+        <name><surname>mjstevens777</surname></name>
+        <name><surname>Dektyarev</surname><given-names>Mikhail</given-names></name>
+        <name><surname>Rothberg</surname><given-names>Alex</given-names></name>
+        <name><surname>Plavin</surname><given-names>Alexander</given-names></name>
+        <name><surname>Panteleit</surname><given-names>Daniel</given-names></name>
+        <name><surname>Dill</surname><given-names>Fabian</given-names></name>
+        <name><surname>FichteFoll</surname></name>
+        <name><surname>Sturm</surname><given-names>Gregor</given-names></name>
+        <name><surname>HeoHeo</surname></name>
+        <name><surname>Kemenade</surname><given-names>Hugo van</given-names></name>
+        <name><surname>McCracken</surname><given-names>Jack</given-names></name>
+        <name><surname>MapleCCC</surname></name>
+        <name><surname>Nordlund</surname><given-names>Max</given-names></name>
+      </person-group>
+      <article-title>tqdm: A fast, Extensible Progress Bar for Python and CLI</article-title>
+      <publisher-name>Zenodo</publisher-name>
+      <year iso-8601-date="2023-03">2023</year><month>03</month>
+      <uri>https://doi.org/10.5281/zenodo.7697295</uri>
+      <pub-id pub-id-type="doi">10.5281/zenodo.7697295</pub-id>
+    </element-citation>
+  </ref>
+  <ref id="ref-HunterU003A2007">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <name><surname>Hunter</surname><given-names>J. D.</given-names></name>
+      </person-group>
+      <article-title>Matplotlib: A 2D graphics environment</article-title>
+      <source>Computing in Science &amp; Engineering</source>
+      <publisher-name>IEEE COMPUTER SOC</publisher-name>
+      <year iso-8601-date="2007">2007</year>
+      <volume>9</volume>
+      <issue>3</issue>
+      <pub-id pub-id-type="doi">10.1109/MCSE.2007.55</pub-id>
+      <fpage>90</fpage>
+      <lpage>95</lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-HarrisU003A2020">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <name><surname>Harris</surname><given-names>Charles R.</given-names></name>
+        <name><surname>Millman</surname><given-names>K. Jarrod</given-names></name>
+        <name><surname>Walt</surname><given-names>Stéfan J. van der</given-names></name>
+        <name><surname>Gommers</surname><given-names>Ralf</given-names></name>
+        <name><surname>Virtanen</surname><given-names>Pauli</given-names></name>
+        <name><surname>Cournapeau</surname><given-names>David</given-names></name>
+        <name><surname>Wieser</surname><given-names>Eric</given-names></name>
+        <name><surname>Taylor</surname><given-names>Julian</given-names></name>
+        <name><surname>Berg</surname><given-names>Sebastian</given-names></name>
+        <name><surname>Smith</surname><given-names>Nathaniel J.</given-names></name>
+        <name><surname>Kern</surname><given-names>Robert</given-names></name>
+        <name><surname>Picus</surname><given-names>Matti</given-names></name>
+        <name><surname>Hoyer</surname><given-names>Stephan</given-names></name>
+        <name><surname>Kerkwijk</surname><given-names>Marten H. van</given-names></name>
+        <name><surname>Brett</surname><given-names>Matthew</given-names></name>
+        <name><surname>Haldane</surname><given-names>Allan</given-names></name>
+        <name><surname>Río</surname><given-names>Jaime Fernández del</given-names></name>
+        <name><surname>Wiebe</surname><given-names>Mark</given-names></name>
+        <name><surname>Peterson</surname><given-names>Pearu</given-names></name>
+        <name><surname>Gérard-Marchant</surname><given-names>Pierre</given-names></name>
+        <name><surname>Sheppard</surname><given-names>Kevin</given-names></name>
+        <name><surname>Reddy</surname><given-names>Tyler</given-names></name>
+        <name><surname>Weckesser</surname><given-names>Warren</given-names></name>
+        <name><surname>Abbasi</surname><given-names>Hameer</given-names></name>
+        <name><surname>Gohlke</surname><given-names>Christoph</given-names></name>
+        <name><surname>Oliphant</surname><given-names>Travis E.</given-names></name>
+      </person-group>
+      <article-title>Array programming with NumPy</article-title>
+      <source>Nature</source>
+      <publisher-name>Springer Science; Business Media LLC</publisher-name>
+      <year iso-8601-date="2020-09">2020</year><month>09</month>
+      <volume>585</volume>
+      <issue>7825</issue>
+      <uri>https://doi.org/10.1038/s41586-020-2649-2</uri>
+      <pub-id pub-id-type="doi">10.1038/s41586-020-2649-2</pub-id>
+      <fpage>357</fpage>
+      <lpage>362</lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-corner">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <name><surname>Foreman-Mackey</surname><given-names>Daniel</given-names></name>
+      </person-group>
+      <article-title>Corner.py: Scatterplot matrices in python</article-title>
+      <source>The Journal of Open Source Software</source>
+      <publisher-name>The Open Journal</publisher-name>
+      <year iso-8601-date="2016-06">2016</year><month>06</month>
+      <volume>1</volume>
+      <issue>2</issue>
+      <uri>https://doi.org/10.21105/joss.00024</uri>
+      <pub-id pub-id-type="doi">10.21105/joss.00024</pub-id>
+      <fpage>24</fpage>
+      <lpage></lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-astropyU003A2013">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <string-name>Astropy Collaboration</string-name>
+        <name><surname>Robitaille</surname><given-names>T. P.</given-names></name>
+        <name><surname>Tollerud</surname><given-names>E. J.</given-names></name>
+        <name><surname>Greenfield</surname><given-names>P.</given-names></name>
+        <name><surname>Droettboom</surname><given-names>M.</given-names></name>
+        <name><surname>Bray</surname><given-names>E.</given-names></name>
+        <name><surname>Aldcroft</surname><given-names>T.</given-names></name>
+        <name><surname>Davis</surname><given-names>M.</given-names></name>
+        <name><surname>Ginsburg</surname><given-names>A.</given-names></name>
+        <name><surname>Price-Whelan</surname><given-names>A. M.</given-names></name>
+        <name><surname>Kerzendorf</surname><given-names>W. E.</given-names></name>
+        <name><surname>Conley</surname><given-names>A.</given-names></name>
+        <name><surname>Crighton</surname><given-names>N.</given-names></name>
+        <name><surname>Barbary</surname><given-names>K.</given-names></name>
+        <name><surname>Muna</surname><given-names>D.</given-names></name>
+        <name><surname>Ferguson</surname><given-names>H.</given-names></name>
+        <name><surname>Grollier</surname><given-names>F.</given-names></name>
+        <name><surname>Parikh</surname><given-names>M. M.</given-names></name>
+        <name><surname>Nair</surname><given-names>P. H.</given-names></name>
+        <name><surname>Unther</surname><given-names>H. M.</given-names></name>
+        <name><surname>Deil</surname><given-names>C.</given-names></name>
+        <name><surname>Woillez</surname><given-names>J.</given-names></name>
+        <name><surname>Conseil</surname><given-names>S.</given-names></name>
+        <name><surname>Kramer</surname><given-names>R.</given-names></name>
+        <name><surname>Turner</surname><given-names>J. E. H.</given-names></name>
+        <name><surname>Singer</surname><given-names>L.</given-names></name>
+        <name><surname>Fox</surname><given-names>R.</given-names></name>
+        <name><surname>Weaver</surname><given-names>B. A.</given-names></name>
+        <name><surname>Zabalza</surname><given-names>V.</given-names></name>
+        <name><surname>Edwards</surname><given-names>Z. I.</given-names></name>
+        <name><surname>Azalee Bostroem</surname><given-names>K.</given-names></name>
+        <name><surname>Burke</surname><given-names>D. J.</given-names></name>
+        <name><surname>Casey</surname><given-names>A. R.</given-names></name>
+        <name><surname>Crawford</surname><given-names>S. M.</given-names></name>
+        <name><surname>Dencheva</surname><given-names>N.</given-names></name>
+        <name><surname>Ely</surname><given-names>J.</given-names></name>
+        <name><surname>Jenness</surname><given-names>T.</given-names></name>
+        <name><surname>Labrie</surname><given-names>K.</given-names></name>
+        <name><surname>Lim</surname><given-names>P. L.</given-names></name>
+        <name><surname>Pierfederici</surname><given-names>F.</given-names></name>
+        <name><surname>Pontzen</surname><given-names>A.</given-names></name>
+        <name><surname>Ptak</surname><given-names>A.</given-names></name>
+        <name><surname>Refsdal</surname><given-names>B.</given-names></name>
+        <name><surname>Servillat</surname><given-names>M.</given-names></name>
+        <name><surname>Streicher</surname><given-names>O.</given-names></name>
+      </person-group>
+      <article-title>Astropy: A community Python package for astronomy</article-title>
+      <source>Astronomy and Astrophysics</source>
+      <year iso-8601-date="2013-10">2013</year><month>10</month>
+      <volume>558</volume>
+      <uri>https://arxiv.org/abs/1307.6212</uri>
+      <pub-id pub-id-type="doi">10.1051/0004-6361/201322068</pub-id>
+      <fpage>A33</fpage>
+      <lpage></lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-astropyU003A2018">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <string-name>Astropy Collaboration</string-name>
+        <name><surname>Price-Whelan</surname><given-names>A. M.</given-names></name>
+        <name><surname>Sipőcz</surname><given-names>B. M.</given-names></name>
+        <name><surname>Günther</surname><given-names>H. M.</given-names></name>
+        <name><surname>Lim</surname><given-names>P. L.</given-names></name>
+        <name><surname>Crawford</surname><given-names>S. M.</given-names></name>
+        <name><surname>Conseil</surname><given-names>S.</given-names></name>
+        <name><surname>Shupe</surname><given-names>D. L.</given-names></name>
+        <name><surname>Craig</surname><given-names>M. W.</given-names></name>
+        <name><surname>Dencheva</surname><given-names>N.</given-names></name>
+        <name><surname>Ginsburg</surname><given-names>A.</given-names></name>
+        <name><surname>Vand erPlas</surname><given-names>J. T.</given-names></name>
+        <name><surname>Bradley</surname><given-names>L. D.</given-names></name>
+        <name><surname>Pérez-Suárez</surname><given-names>D.</given-names></name>
+        <name><surname>de Val-Borro</surname><given-names>M.</given-names></name>
+        <name><surname>Aldcroft</surname><given-names>T. L.</given-names></name>
+        <name><surname>Cruz</surname><given-names>K. L.</given-names></name>
+        <name><surname>Robitaille</surname><given-names>T. P.</given-names></name>
+        <name><surname>Tollerud</surname><given-names>E. J.</given-names></name>
+        <name><surname>Ardelean</surname><given-names>C.</given-names></name>
+        <name><surname>Babej</surname><given-names>T.</given-names></name>
+        <name><surname>Bach</surname><given-names>Y. P.</given-names></name>
+        <name><surname>Bachetti</surname><given-names>M.</given-names></name>
+        <name><surname>Bakanov</surname><given-names>A. V.</given-names></name>
+        <name><surname>Bamford</surname><given-names>S. P.</given-names></name>
+        <name><surname>Barentsen</surname><given-names>G.</given-names></name>
+        <name><surname>Barmby</surname><given-names>P.</given-names></name>
+        <name><surname>Baumbach</surname><given-names>A.</given-names></name>
+        <name><surname>Berry</surname><given-names>K. L.</given-names></name>
+        <name><surname>Biscani</surname><given-names>F.</given-names></name>
+        <name><surname>Boquien</surname><given-names>M.</given-names></name>
+        <name><surname>Bostroem</surname><given-names>K. A.</given-names></name>
+        <name><surname>Bouma</surname><given-names>L. G.</given-names></name>
+        <name><surname>Brammer</surname><given-names>G. B.</given-names></name>
+        <name><surname>Bray</surname><given-names>E. M.</given-names></name>
+        <name><surname>Breytenbach</surname><given-names>H.</given-names></name>
+        <name><surname>Buddelmeijer</surname><given-names>H.</given-names></name>
+        <name><surname>Burke</surname><given-names>D. J.</given-names></name>
+        <name><surname>Calderone</surname><given-names>G.</given-names></name>
+        <name><surname>Cano Rodrı́guez</surname><given-names>J. L.</given-names></name>
+        <name><surname>Cara</surname><given-names>M.</given-names></name>
+        <name><surname>Cardoso</surname><given-names>J. V. M.</given-names></name>
+        <name><surname>Cheedella</surname><given-names>S.</given-names></name>
+        <name><surname>Copin</surname><given-names>Y.</given-names></name>
+        <name><surname>Corrales</surname><given-names>L.</given-names></name>
+        <name><surname>Crichton</surname><given-names>D.</given-names></name>
+        <name><surname>D’Avella</surname><given-names>D.</given-names></name>
+        <name><surname>Deil</surname><given-names>C.</given-names></name>
+        <name><surname>Depagne</surname><given-names>É.</given-names></name>
+        <name><surname>Dietrich</surname><given-names>J. P.</given-names></name>
+        <name><surname>Donath</surname><given-names>A.</given-names></name>
+        <name><surname>Droettboom</surname><given-names>M.</given-names></name>
+        <name><surname>Earl</surname><given-names>N.</given-names></name>
+        <name><surname>Erben</surname><given-names>T.</given-names></name>
+        <name><surname>Fabbro</surname><given-names>S.</given-names></name>
+        <name><surname>Ferreira</surname><given-names>L. A.</given-names></name>
+        <name><surname>Finethy</surname><given-names>T.</given-names></name>
+        <name><surname>Fox</surname><given-names>R. T.</given-names></name>
+        <name><surname>Garrison</surname><given-names>L. H.</given-names></name>
+        <name><surname>Gibbons</surname><given-names>S. L. J.</given-names></name>
+        <name><surname>Goldstein</surname><given-names>D. A.</given-names></name>
+        <name><surname>Gommers</surname><given-names>R.</given-names></name>
+        <name><surname>Greco</surname><given-names>J. P.</given-names></name>
+        <name><surname>Greenfield</surname><given-names>P.</given-names></name>
+        <name><surname>Groener</surname><given-names>A. M.</given-names></name>
+        <name><surname>Grollier</surname><given-names>F.</given-names></name>
+        <name><surname>Hagen</surname><given-names>A.</given-names></name>
+        <name><surname>Hirst</surname><given-names>P.</given-names></name>
+        <name><surname>Homeier</surname><given-names>D.</given-names></name>
+        <name><surname>Horton</surname><given-names>A. J.</given-names></name>
+        <name><surname>Hosseinzadeh</surname><given-names>G.</given-names></name>
+        <name><surname>Hu</surname><given-names>L.</given-names></name>
+        <name><surname>Hunkeler</surname><given-names>J. S.</given-names></name>
+        <name><surname>Ivezić</surname><given-names>Ž.</given-names></name>
+        <name><surname>Jain</surname><given-names>A.</given-names></name>
+        <name><surname>Jenness</surname><given-names>T.</given-names></name>
+        <name><surname>Kanarek</surname><given-names>G.</given-names></name>
+        <name><surname>Kendrew</surname><given-names>S.</given-names></name>
+        <name><surname>Kern</surname><given-names>N. S.</given-names></name>
+        <name><surname>Kerzendorf</surname><given-names>W. E.</given-names></name>
+        <name><surname>Khvalko</surname><given-names>A.</given-names></name>
+        <name><surname>King</surname><given-names>J.</given-names></name>
+        <name><surname>Kirkby</surname><given-names>D.</given-names></name>
+        <name><surname>Kulkarni</surname><given-names>A. M.</given-names></name>
+        <name><surname>Kumar</surname><given-names>A.</given-names></name>
+        <name><surname>Lee</surname><given-names>A.</given-names></name>
+        <name><surname>Lenz</surname><given-names>D.</given-names></name>
+        <name><surname>Littlefair</surname><given-names>S. P.</given-names></name>
+        <name><surname>Ma</surname><given-names>Z.</given-names></name>
+        <name><surname>Macleod</surname><given-names>D. M.</given-names></name>
+        <name><surname>Mastropietro</surname><given-names>M.</given-names></name>
+        <name><surname>McCully</surname><given-names>C.</given-names></name>
+        <name><surname>Montagnac</surname><given-names>S.</given-names></name>
+        <name><surname>Morris</surname><given-names>B. M.</given-names></name>
+        <name><surname>Mueller</surname><given-names>M.</given-names></name>
+        <name><surname>Mumford</surname><given-names>S. J.</given-names></name>
+        <name><surname>Muna</surname><given-names>D.</given-names></name>
+        <name><surname>Murphy</surname><given-names>N. A.</given-names></name>
+        <name><surname>Nelson</surname><given-names>S.</given-names></name>
+        <name><surname>Nguyen</surname><given-names>G. H.</given-names></name>
+        <name><surname>Ninan</surname><given-names>J. P.</given-names></name>
+        <name><surname>Nöthe</surname><given-names>M.</given-names></name>
+        <name><surname>Ogaz</surname><given-names>S.</given-names></name>
+        <name><surname>Oh</surname><given-names>S.</given-names></name>
+        <name><surname>Parejko</surname><given-names>J. K.</given-names></name>
+        <name><surname>Parley</surname><given-names>N.</given-names></name>
+        <name><surname>Pascual</surname><given-names>S.</given-names></name>
+        <name><surname>Patil</surname><given-names>R.</given-names></name>
+        <name><surname>Patil</surname><given-names>A. A.</given-names></name>
+        <name><surname>Plunkett</surname><given-names>A. L.</given-names></name>
+        <name><surname>Prochaska</surname><given-names>J. X.</given-names></name>
+        <name><surname>Rastogi</surname><given-names>T.</given-names></name>
+        <name><surname>Reddy Janga</surname><given-names>V.</given-names></name>
+        <name><surname>Sabater</surname><given-names>J.</given-names></name>
+        <name><surname>Sakurikar</surname><given-names>P.</given-names></name>
+        <name><surname>Seifert</surname><given-names>M.</given-names></name>
+        <name><surname>Sherbert</surname><given-names>L. E.</given-names></name>
+        <name><surname>Sherwood-Taylor</surname><given-names>H.</given-names></name>
+        <name><surname>Shih</surname><given-names>A. Y.</given-names></name>
+        <name><surname>Sick</surname><given-names>J.</given-names></name>
+        <name><surname>Silbiger</surname><given-names>M. T.</given-names></name>
+        <name><surname>Singanamalla</surname><given-names>S.</given-names></name>
+        <name><surname>Singer</surname><given-names>L. P.</given-names></name>
+        <name><surname>Sladen</surname><given-names>P. H.</given-names></name>
+        <name><surname>Sooley</surname><given-names>K. A.</given-names></name>
+        <name><surname>Sornarajah</surname><given-names>S.</given-names></name>
+        <name><surname>Streicher</surname><given-names>O.</given-names></name>
+        <name><surname>Teuben</surname><given-names>P.</given-names></name>
+        <name><surname>Thomas</surname><given-names>S. W.</given-names></name>
+        <name><surname>Tremblay</surname><given-names>G. R.</given-names></name>
+        <name><surname>Turner</surname><given-names>J. E. H.</given-names></name>
+        <name><surname>Terrón</surname><given-names>V.</given-names></name>
+        <name><surname>van Kerkwijk</surname><given-names>M. H.</given-names></name>
+        <name><surname>de la Vega</surname><given-names>A.</given-names></name>
+        <name><surname>Watkins</surname><given-names>L. L.</given-names></name>
+        <name><surname>Weaver</surname><given-names>B. A.</given-names></name>
+        <name><surname>Whitmore</surname><given-names>J. B.</given-names></name>
+        <name><surname>Woillez</surname><given-names>J.</given-names></name>
+        <name><surname>Zabalza</surname><given-names>V.</given-names></name>
+        <string-name>Astropy Contributors</string-name>
+      </person-group>
+      <article-title>The Astropy Project: Building an Open-science Project and Status of the v2.0 Core Package</article-title>
+      <source>Astronomical Journal</source>
+      <year iso-8601-date="2018-09">2018</year><month>09</month>
+      <volume>156</volume>
+      <issue>3</issue>
+      <uri>https://arxiv.org/abs/1801.02634</uri>
+      <pub-id pub-id-type="doi">10.3847/1538-3881/aabc4f</pub-id>
+      <fpage>123</fpage>
+      <lpage></lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-astropyU003A2022">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <string-name>Astropy Collaboration</string-name>
+        <name><surname>Price-Whelan</surname><given-names>Adrian M.</given-names></name>
+        <name><surname>Lim</surname><given-names>Pey Lian</given-names></name>
+        <name><surname>Earl</surname><given-names>Nicholas</given-names></name>
+        <name><surname>Starkman</surname><given-names>Nathaniel</given-names></name>
+        <name><surname>Bradley</surname><given-names>Larry</given-names></name>
+        <name><surname>Shupe</surname><given-names>David L.</given-names></name>
+        <name><surname>Patil</surname><given-names>Aarya A.</given-names></name>
+        <name><surname>Corrales</surname><given-names>Lia</given-names></name>
+        <name><surname>Brasseur</surname><given-names>C. E.</given-names></name>
+        <name><surname>N&quot;othe</surname><given-names>Maximilian</given-names></name>
+        <name><surname>Donath</surname><given-names>Axel</given-names></name>
+        <name><surname>Tollerud</surname><given-names>Erik</given-names></name>
+        <name><surname>Morris</surname><given-names>Brett M.</given-names></name>
+        <name><surname>Ginsburg</surname><given-names>Adam</given-names></name>
+        <name><surname>Vaher</surname><given-names>Eero</given-names></name>
+        <name><surname>Weaver</surname><given-names>Benjamin A.</given-names></name>
+        <name><surname>Tocknell</surname><given-names>James</given-names></name>
+        <name><surname>Jamieson</surname><given-names>William</given-names></name>
+        <name><surname>van Kerkwijk</surname><given-names>Marten H.</given-names></name>
+        <name><surname>Robitaille</surname><given-names>Thomas P.</given-names></name>
+        <name><surname>Merry</surname><given-names>Bruce</given-names></name>
+        <name><surname>Bachetti</surname><given-names>Matteo</given-names></name>
+        <name><surname>G&quot;unther</surname><given-names>H. Moritz</given-names></name>
+        <name><surname>Aldcroft</surname><given-names>Thomas L.</given-names></name>
+        <name><surname>Alvarado-Montes</surname><given-names>Jaime A.</given-names></name>
+        <name><surname>Archibald</surname><given-names>Anne M.</given-names></name>
+        <name><surname>B’odi</surname><given-names>Attila</given-names></name>
+        <name><surname>Bapat</surname><given-names>Shreyas</given-names></name>
+        <name><surname>Barentsen</surname><given-names>Geert</given-names></name>
+        <name><surname>Baz’an</surname><given-names>Juanjo</given-names></name>
+        <name><surname>Biswas</surname><given-names>Manish</given-names></name>
+        <name><surname>Boquien</surname><given-names>M’ed’eric</given-names></name>
+        <name><surname>Burke</surname><given-names>D. J.</given-names></name>
+        <name><surname>Cara</surname><given-names>Daria</given-names></name>
+        <name><surname>Cara</surname><given-names>Mihai</given-names></name>
+        <name><surname>Conroy</surname><given-names>Kyle E.</given-names></name>
+        <name><surname>Conseil</surname><given-names>Simon</given-names></name>
+        <name><surname>Craig</surname><given-names>Matthew W.</given-names></name>
+        <name><surname>Cross</surname><given-names>Robert M.</given-names></name>
+        <name><surname>Cruz</surname><given-names>Kelle L.</given-names></name>
+        <name><surname>D’Eugenio</surname><given-names>Francesco</given-names></name>
+        <name><surname>Dencheva</surname><given-names>Nadia</given-names></name>
+        <name><surname>Devillepoix</surname><given-names>Hadrien A. R.</given-names></name>
+        <name><surname>Dietrich</surname><given-names>J&quot;org P.</given-names></name>
+        <name><surname>Eigenbrot</surname><given-names>Arthur Davis</given-names></name>
+        <name><surname>Erben</surname><given-names>Thomas</given-names></name>
+        <name><surname>Ferreira</surname><given-names>Leonardo</given-names></name>
+        <name><surname>Foreman-Mackey</surname><given-names>Daniel</given-names></name>
+        <name><surname>Fox</surname><given-names>Ryan</given-names></name>
+        <name><surname>Freij</surname><given-names>Nabil</given-names></name>
+        <name><surname>Garg</surname><given-names>Suyog</given-names></name>
+        <name><surname>Geda</surname><given-names>Robel</given-names></name>
+        <name><surname>Glattly</surname><given-names>Lauren</given-names></name>
+        <name><surname>Gondhalekar</surname><given-names>Yash</given-names></name>
+        <name><surname>Gordon</surname><given-names>Karl D.</given-names></name>
+        <name><surname>Grant</surname><given-names>David</given-names></name>
+        <name><surname>Greenfield</surname><given-names>Perry</given-names></name>
+        <name><surname>Groener</surname><given-names>Austen M.</given-names></name>
+        <name><surname>Guest</surname><given-names>Steve</given-names></name>
+        <name><surname>Gurovich</surname><given-names>Sebastian</given-names></name>
+        <name><surname>Handberg</surname><given-names>Rasmus</given-names></name>
+        <name><surname>Hart</surname><given-names>Akeem</given-names></name>
+        <name><surname>Hatfield-Dodds</surname><given-names>Zac</given-names></name>
+        <name><surname>Homeier</surname><given-names>Derek</given-names></name>
+        <name><surname>Hosseinzadeh</surname><given-names>Griffin</given-names></name>
+        <name><surname>Jenness</surname><given-names>Tim</given-names></name>
+        <name><surname>Jones</surname><given-names>Craig K.</given-names></name>
+        <name><surname>Joseph</surname><given-names>Prajwel</given-names></name>
+        <name><surname>Kalmbach</surname><given-names>J. Bryce</given-names></name>
+        <name><surname>Karamehmetoglu</surname><given-names>Emir</given-names></name>
+        <name><surname>Kaluszy’nski</surname><given-names>Mikolaj</given-names></name>
+        <name><surname>Kelley</surname><given-names>Michael S. P.</given-names></name>
+        <name><surname>Kern</surname><given-names>Nicholas</given-names></name>
+        <name><surname>Kerzendorf</surname><given-names>Wolfgang E.</given-names></name>
+        <name><surname>Koch</surname><given-names>Eric W.</given-names></name>
+        <name><surname>Kulumani</surname><given-names>Shankar</given-names></name>
+        <name><surname>Lee</surname><given-names>Antony</given-names></name>
+        <name><surname>Ly</surname><given-names>Chun</given-names></name>
+        <name><surname>Ma</surname><given-names>Zhiyuan</given-names></name>
+        <name><surname>MacBride</surname><given-names>Conor</given-names></name>
+        <name><surname>Maljaars</surname><given-names>Jakob M.</given-names></name>
+        <name><surname>Muna</surname><given-names>Demitri</given-names></name>
+        <name><surname>Murphy</surname><given-names>N. A.</given-names></name>
+        <name><surname>Norman</surname><given-names>Henrik</given-names></name>
+        <name><surname>O’Steen</surname><given-names>Richard</given-names></name>
+        <name><surname>Oman</surname><given-names>Kyle A.</given-names></name>
+        <name><surname>Pacifici</surname><given-names>Camilla</given-names></name>
+        <name><surname>Pascual</surname><given-names>Sergio</given-names></name>
+        <name><surname>Pascual-Granado</surname><given-names>J.</given-names></name>
+        <name><surname>Patil</surname><given-names>Rohit R.</given-names></name>
+        <name><surname>Perren</surname><given-names>Gabriel I.</given-names></name>
+        <name><surname>Pickering</surname><given-names>Timothy E.</given-names></name>
+        <name><surname>Rastogi</surname><given-names>Tanuj</given-names></name>
+        <name><surname>Roulston</surname><given-names>Benjamin R.</given-names></name>
+        <name><surname>Ryan</surname><given-names>Daniel F.</given-names></name>
+        <name><surname>Rykoff</surname><given-names>Eli S.</given-names></name>
+        <name><surname>Sabater</surname><given-names>Jose</given-names></name>
+        <name><surname>Sakurikar</surname><given-names>Parikshit</given-names></name>
+        <name><surname>Salgado</surname><given-names>Jes’us</given-names></name>
+        <name><surname>Sanghi</surname><given-names>Aniket</given-names></name>
+        <name><surname>Saunders</surname><given-names>Nicholas</given-names></name>
+        <name><surname>Savchenko</surname><given-names>Volodymyr</given-names></name>
+        <name><surname>Schwardt</surname><given-names>Ludwig</given-names></name>
+        <name><surname>Seifert-Eckert</surname><given-names>Michael</given-names></name>
+        <name><surname>Shih</surname><given-names>Albert Y.</given-names></name>
+        <name><surname>Jain</surname><given-names>Anany Shrey</given-names></name>
+        <name><surname>Shukla</surname><given-names>Gyanendra</given-names></name>
+        <name><surname>Sick</surname><given-names>Jonathan</given-names></name>
+        <name><surname>Simpson</surname><given-names>Chris</given-names></name>
+        <name><surname>Singanamalla</surname><given-names>Sudheesh</given-names></name>
+        <name><surname>Singer</surname><given-names>Leo P.</given-names></name>
+        <name><surname>Singhal</surname><given-names>Jaladh</given-names></name>
+        <name><surname>Sinha</surname><given-names>Manodeep</given-names></name>
+        <name><surname>SipHocz</surname><given-names>Brigitta M.</given-names></name>
+        <name><surname>Spitler</surname><given-names>Lee R.</given-names></name>
+        <name><surname>Stansby</surname><given-names>David</given-names></name>
+        <name><surname>Streicher</surname><given-names>Ole</given-names></name>
+        <name><surname>Sumak</surname><given-names>Jani</given-names></name>
+        <name><surname>Swinbank</surname><given-names>John D.</given-names></name>
+        <name><surname>Taranu</surname><given-names>Dan S.</given-names></name>
+        <name><surname>Tewary</surname><given-names>Nikita</given-names></name>
+        <name><surname>Tremblay</surname><given-names>Grant R.</given-names></name>
+        <name><surname>Val-Borro</surname><given-names>Miguel de</given-names></name>
+        <name><surname>Van Kooten</surname><given-names>Samuel J.</given-names></name>
+        <name><surname>Vasovi’c</surname><given-names>Zlatan</given-names></name>
+        <name><surname>Verma</surname><given-names>Shresth</given-names></name>
+        <name><surname>de Miranda Cardoso</surname><given-names>Jos’e Vin’icius</given-names></name>
+        <name><surname>Williams</surname><given-names>Peter K. G.</given-names></name>
+        <name><surname>Wilson</surname><given-names>Tom J.</given-names></name>
+        <name><surname>Winkel</surname><given-names>Benjamin</given-names></name>
+        <name><surname>Wood-Vasey</surname><given-names>W. M.</given-names></name>
+        <name><surname>Xue</surname><given-names>Rui</given-names></name>
+        <name><surname>Yoachim</surname><given-names>Peter</given-names></name>
+        <name><surname>Zhang</surname><given-names>Chen</given-names></name>
+        <name><surname>Zonca</surname><given-names>Andrea</given-names></name>
+        <string-name>Astropy Project Contributors</string-name>
+      </person-group>
+      <article-title>The Astropy Project: Sustaining and Growing a Community-oriented Open-source Project and the Latest Major Release (v5.0) of the Core Package</article-title>
+      <source>Astrophysical Journal</source>
+      <year iso-8601-date="2022-08">2022</year><month>08</month>
+      <volume>935</volume>
+      <issue>2</issue>
+      <uri>https://arxiv.org/abs/2206.14220</uri>
+      <pub-id pub-id-type="doi">10.3847/1538-4357/ac7c74</pub-id>
+      <fpage>167</fpage>
+      <lpage></lpage>
+    </element-citation>
+  </ref>
+  <ref id="ref-asdf">
+    <element-citation publication-type="software">
+      <person-group person-group-type="author">
+        <name><surname>D’Avella</surname><given-names>Dan</given-names></name>
+        <name><surname>Jamieson</surname><given-names>William</given-names></name>
+        <name><surname>Droettboom</surname><given-names>Michael</given-names></name>
+        <name><surname>Slavich</surname><given-names>Edward</given-names></name>
+        <name><surname>Graham</surname><given-names>Brett</given-names></name>
+        <name><surname>Robitaille</surname><given-names>Thomas</given-names></name>
+        <name><surname>Dencheva</surname><given-names>Nadia</given-names></name>
+        <name><surname>perrygreenfield</surname></name>
+        <name><surname>Simon</surname><given-names>Bernie</given-names></name>
+        <name><surname>MacDonald</surname><given-names>Ken</given-names></name>
+        <name><surname>Bray</surname><given-names>E. M.</given-names></name>
+        <name><surname>Burnett</surname><given-names>Zach</given-names></name>
+        <name><surname>Davies</surname><given-names>James</given-names></name>
+        <name><surname>Mumford</surname><given-names>Stuart</given-names></name>
+        <name><surname>Markovtsev</surname><given-names>Vadim</given-names></name>
+        <name><surname>Tollerud</surname><given-names>Erik</given-names></name>
+        <name><surname>Sipőcz</surname><given-names>Brigitta</given-names></name>
+        <name><surname>Bradley</surname><given-names>Larry</given-names></name>
+        <name><surname>Fabry</surname><given-names>Çağtay</given-names></name>
+        <name><surname>Garrison</surname><given-names>Lehman</given-names></name>
+        <name><surname>Greiner</surname><given-names>Ben</given-names></name>
+        <name><surname>Deil</surname><given-names>Christoph</given-names></name>
+        <name><surname>Craig</surname><given-names>Matt</given-names></name>
+        <name><surname>Lim</surname><given-names>P. L.</given-names></name>
+        <name><surname>Barbary</surname><given-names>Kyle</given-names></name>
+        <name><surname>Streicher</surname><given-names>Ole</given-names></name>
+        <name><surname>Ginsburg</surname><given-names>Adam</given-names></name>
+      </person-group>
+      <article-title>Asdf-format/asdf: 2.15.0</article-title>
+      <publisher-name>Zenodo</publisher-name>
+      <year iso-8601-date="2023-04">2023</year><month>04</month>
+      <uri>https://doi.org/10.5281/zenodo.7799772</uri>
+      <pub-id pub-id-type="doi">10.5281/zenodo.7799772</pub-id>
+    </element-citation>
+  </ref>
+  <ref id="ref-arvizU003A2019">
+    <element-citation publication-type="article-journal">
+      <person-group person-group-type="author">
+        <name><surname>Kumar</surname><given-names>Ravin</given-names></name>
+        <name><surname>Carroll</surname><given-names>Colin</given-names></name>
+        <name><surname>Hartikainen</surname><given-names>Ari</given-names></name>
+        <name><surname>Martin</surname><given-names>Osvaldo</given-names></name>
+      </person-group>
+      <article-title>ArviZ a unified library for exploratory analysis of Bayesian models in Python</article-title>
+      <source>Journal of Open Source Software</source>
+      <publisher-name>The Open Journal</publisher-name>
+      <year iso-8601-date="2019">2019</year>
+      <volume>4</volume>
+      <issue>33</issue>
+      <uri>https://doi.org/10.21105/joss.01143</uri>
+      <pub-id pub-id-type="doi">10.21105/joss.01143</pub-id>
+      <fpage>1143</fpage>
+      <lpage></lpage>
+    </element-citation>
+  </ref>
+</ref-list>
+</back>
+</article>