From bc2f6dc3b5731bd972ea0b1ca1825f986fd91312 Mon Sep 17 00:00:00 2001
From: SebastianBruijns <>
Date: Mon, 21 Aug 2023 13:14:02 +0200
Subject: [PATCH] real comparison code

---
 pybasicbayes/distributions/comparison_results | Bin 0 -> 32160 bytes
 .../distributions/dynglm_optimisation_test.py |  49 ++++++++++++++++++
 pybasicbayes/distributions/test_data          | Bin 0 -> 224742 bytes
 pybasicbayes/distributions/timepoint test.png | Bin 0 -> 108270 bytes
 pybasicbayes/distributions/truth              | Bin 0 -> 2261 bytes
 5 files changed, 49 insertions(+)
 create mode 100644 pybasicbayes/distributions/comparison_results
 create mode 100644 pybasicbayes/distributions/dynglm_optimisation_test.py
 create mode 100644 pybasicbayes/distributions/test_data
 create mode 100644 pybasicbayes/distributions/timepoint test.png
 create mode 100644 pybasicbayes/distributions/truth

diff --git a/pybasicbayes/distributions/comparison_results b/pybasicbayes/distributions/comparison_results
new file mode 100644
index 0000000000000000000000000000000000000000..663065d49a540f3c5be1123fe4a20a1caf0a82bf
GIT binary patch
literal 32160
zcmcKD`8U+>8$WQ{FlJ#kYnHSTZ3q>bh_Wk%loC=QWUCZOktKUkBq7qGP_l&XOL#{`
zLXnUx+4p__zCPdY_dl33{m?m&I45V!>z?~{U(f4$-Qc!&^>(@Fv(4Vk!(p3?_XRIU
zTMrLgAA*gCgT0%pr<aGfy%)iq<NtjZ!S&4l`>H#qAxDrq*M3erckW<!9y52GoFS*-
z8AFC4SFk(p|NrJQUOpEc2=08xxHvdC&hB!@hlT{Z^P9O7<P5owabo|b;Z8I$F)>)h
z{`}v+3^}~qNp_*y9DW=eo=rW8n>9Zo@0efWkJX64s!yNr{(ag1B2)Qc>6af_e4u)Y
znG^s+s9W~hY?CnwZf47!oU)ohHoWbF8M0hpo$Jp3*nSaxn<?X4X(WT(4ym@Ch4bhW
z*WHs<<5W=e-O%K?IE$z;>UK$P3^0()B}l3gU`ZxLuF{?TZu^~(?5shC@F&%$Ei9<8
zdiK8aqi_Q3zLa6MIK>CM77PxZ^yo)B4fkH~lB2Th_a%@NFIdhrTPpuD5l;YnM`5q?
z>Z3@Ky#DuQTM~rmetYqTdjhpv_YV5C@W9v^^<<q*9AMd*jQ1WT!VVv<QMdo*Q03iA
z*+1JE;B6G`880`5qGhK8pFb3WsO3yGsaG8E?Y?(DS22U_mP(EAssBR)CF&GCN}dKE
zeoT}0y`h4d!Cn`~Jq!rBqPYGZ_ayp0si1ph7Z=Mu<QrV4I~<0%+RynW3h}}7Mgi{L
z^@FJXjF^2Lkl>c4{6dSy1Zs=z@(tXB1Ld0|&tfZA(LuZSpQK$#aHdvrTOXbidSy5F
z6<N?A=B>!D3wI`whfo<eIv@<YDo%Rzh4Mk0sD+=(KL*=vGFPCRT_XTj^KHLvbfH1c
zWgLI!KN1|ce0^BMQW)@Wy#l}3K1E{R8tcEM;#u~P%fhXreg!DvuDKPB&Ii8ljQj^x
zd(dd%=zEP1B*?z&FR{IC8ZC+*dJq`O4a4it1^%|=0Ck?9E(6PWP|}T#-P<~emMGl6
z+9GI>p)K-DXmk>ds`}uqn}vbke{Nff2{%|?Rd@f7A;fkoNJl9IJSD;V-rlPlwds&E
zoOv?mxB#@@vb%Q(Cju|`e68$s>P9^x1_DM;xLCHP|MiRFbYODl6<C)ZCBRIM-7(`6
zgUFjFQ{{j=8Kkag{?*$zg&ZE;lP>Y)0pAy*5k3Pes5hDW%-}Q;hz3e<OkoriFx>}R
zvIQaEad*MnH)BZ3&wxk5P#D}!*_x&QTR~Fe9HO7S*zZWk+OLP($gu0>Nl$7j9nQqu
zJK3!-2*0Q6BBLG)gW&T4A;tU-RQe@wj#xoq*|FY#BPc`nQFy-<n7-u)9<Kf9@a;a7
zw#k3n^;i;E9h43*=9olDccS&AdvGA~h1_mz&k4580jIWL>!Us&uU06wzNv`CFh|c)
zK%xgv>B^r(w_Lr1*QW@BQe?SbiVY6V@2o9&x>tnlwm3fZYp)m?P6(^T9d@F_&DCh(
zq5=wJY}rvx%fbHtKQs9XsclUA&T{3h`xKVl7%*YB;aUpP5U7#}Pb5Oum(+h->ju&L
zIf=LCIRr@Y#N|<=rqGjXw3xr^cp*W<=fInhRh0T6S+Ye~07|O&ZT#vuiPDrf(yMLg
zkfkzK7~C|4uBiD+7~~6q=q3j)=N;T|y3b6|W>%E#&d`f3PyWsiJqMOP2OScE0`t~G
zx)(^0-&|#u|63fc3?2Wq-}eLBi<eOKx{qVoz3N_>w+26=7XxqpNV@WarTe4m8-+vY
zP^q+e0wTg>Z*WPL{Vb|YF5DAt#|L-EnrYs<7tz#ET5<|61r#l=u1sB=LWJV)N@2b<
z7&SWHA2B+CR(K97)}Lem*Om_f>7R+f6FtRW=SOF|k0rN##O0H~v1rRf^o;?!ccfM)
z=LO*IovuUL)52iH`A(+)Vjq((*|O`FA0NxEY<v95{`C{|^UO0JPH%ot?YOa~uW=k1
zdB|(t<|DzguGTwI#7Q*%rRk)F3m)u5mrJ|UR!~uacH*{l5?t{xKX{5hgFMBZuKT1j
zVA-nn)b_qfWGu`0-W5v+0lh1`r}uKeRAA7O!%_CTk=nibkwJpyL)m^ai$YMpv6en2
zN(RQ=7dLSQ46x1^FE?zhU>4#m`swRwEPI`MoYsiueI_zfE|9rQfa|&R6V>1Q(X7zO
zZl&8~P;{;9>-C;Oeqq$BaeVyHD`I;;R-FTWy4rI_9VLPP#}5r5shnW7U#U(<ivq5*
z@BU~{P9d8QABgl}8n_&tD^u%QMlCOTZx?T3zw<=Cxonl;hx{95E)_q7AR^mwd>^)s
zJjf1tFfFzQ_FZk2*fKo99Dj68ATO23vaczm2S4O`f;9UtNQtZSLu)JF4e@|6bV2NL
zwudDV%yi=<_H~b<4MP5_983b3+)m>@bz&9KOg>PqnUX;wb}9YWQ%=~9-210@Q^1ms
z5UulS3gwwx(oQ}=htE5i%a4C8qM0qrj|h83+3u$rhtBR3Ab?of0e*jVAuy_MeNie&
zgigab^Zh|<fcyKMpe>jCnX-$OZD=<a%f6DaY2$IS3sWGpGcM~fA2<!an|$|h1Z|FH
z_<f=hz?Yz7xBtr&s@pqutM@S;E}e)LcTrnK_5TVlR*#WDb3pF-GMNuN_K0xlydglO
zdpIJ#o<fNZ3GN*~X)wIvvFF|-2RH_3ZlTmL*zN&8`M0vhL`WICYyUih0j8;UUCK5I
zLdzcRduI>R;a)GbJuEZ^y|uW>{c{tZWfRmIC+&UiF<s`?&JS+q1HaVsQeov|=#yi7
zP1hL$bk-fWQdyluCaQ&po67MZs%<Wr_JsrdzwCCrJw$?!<5fBfnq1(MqOqA!Mh74B
zvI~)v3DlJS=EWLw8qC4f+?30F@NVDs&0V*I*lwj*6HXBv32H9;9NGI!2*eA&otiY^
zgQ522Kc*MN;6*T>I<s<+xj%5TXJ$Je%Pxsp^T>A46K%S)Yumgi_WHTuWoY02q4Mf_
zTm?x03?)~OZT&QXY7P&r@2la5*<pPCPa95n_NJjZH;({Wjr;P72f1P7+;XzuO&UD6
z-kr1LJb@&7slASZbl7!x)QhsPh>pw#GL0H2Y`0;R<G-#j5|nKlkqsaTLHf4Epei*2
z7~E^*B~J*!+Kp-1Y6l0IIv4-dbsnLxY_%^B;w#<)+Qd^`@X`$r#d3A>B)?(g=zphj
zYa9W*Te8k*c}<}|uXfc4oaF;ePw1<-x`G@72*1O=lc3YHuk4B`4l0YAh8&*~K|DXy
z@tf8Z`uIdO+1Zu`o!_@e-JtWp-<f14(M*W#E*5t>broAzZ1#=#8~$K`#*fXpDl`&=
zCXDapuct$y#UcCguO-YIo#L{O3-K)bGUHT?wEqX@fn%Rr?s4+Nj+-8fKLrNS+JJ;#
zC1d=s+^_H1^Kcq9<y%f|4&jA7J>u>5AWrD2ZM^><cK`OdG$G_@!8|H`Vs<e&j1FpP
zYJBpHX|z}WZz6G$3b%i05BO{FK}UA#!PyOTw!7xI5m%2D3B0PR6jgZ{aI+^;Rp}cI
z1bV!~T;2&mnpw!QR`_L9T79tla4MN)53g+gxzrlM%x%3Cf4~b55z<eMROUy}pYRf$
zyP?>AMLEZtd))+bO-P#=?&X7Tl$Bj>xtt)s>!6ACb$+m(;Hlolje~&aRXgu=3xb)g
zfvFf_9IeR2o~CxtAo$5KdfPE>(0k=FHsB-7c4wL>N)0?A!CZA}l1vZ-ew6Mz6;ve%
z1v0ziukRKD=M5_49KRG~m32#)cZtBVUq&Z7_cOAY`0e|8q}=)8wOZbTiPJ+Uxj4uF
zqXu?8pI4~g=01k>&W`a^-Qop4=rVLV#Q`&+3iSI?{Lr%1bmdIcBHI7Yj?;FxAUxb&
z^JgG+8X3Pb_dKae1&NA*LQgIZcqcKXn8-zAyI*fItz2V927cL0eW5dSD49cyW1(dD
zE@WGM_9+d5_?piC-d>7S`^Dm3t8=kz{i3%U9VM&K!yhQ>o-_e?t#x*m)Q+GV*X0AH
z)A8^dpB^}WZvveORtVp-i5Jeh_*9%AasuBE^}Q8u@sP{INIt)D9^JEF*=4j*075Pg
zkA?l2Kvnz-ndh<dtc$!R{#(a!&==9zpiiN*-L$2W$i4{yD0r&g8vmCH!>{qlPIgpa
z<^=1Nt`h<-<-6D8l>RcKObZTktnjmJe2hZpjpuI=-*bUcFCjc!ln*)HB;Adw{-pDn
zoFl>TrkTdKHdCm&g(TbKgagyAGxLwGaKN$Oyt^4({NVqKcV;?b0R^P(>YVE)1CPX$
znu3TKWFPf{<|a)8rLTfv9?l#Pe4>$);|87We(b8_C9+un%5MpGJhGtyZct*QL=+w>
z+?01RG^z0Mw#Z5EmlNoX=qaP>%@md$c5ouUZTAZ_Et26vCi6p`Uar`C>n@~yI^x6+
zE)pE^{A4E^F@aV~rR1Z!aezPX^GUgb18l71(|NG<axD+vx!jg!wEN#xp0%TbFsLo=
zYPNj=6*cL&S~961l9KAw{)-#jZ<@4BohPx~_AmP`XyYi5;`k9?qCo?7zEAYO9z?iD
zy}f=Yo&x8shQ3NUj561jTYhT&h+R)CnnS;So!|FTMDE>n`u!vyeEE=WP-`@d?A}X{
z-4_*reDhhSE0PmPG*A7L@@XEJUYB%oV*3iZ8TYD7oR<K91<nV*5?(~O5GAc!+=B2#
z@t56(jyZJZPSA+q1Px|xOo!gm-~ih{#b^7z(b;aMqnf5~j35xmcN{DZ(m~Uq`@xZ7
zDroGsv${Dh3_2^f&o7QoG8@DAIp?r*23Bo$H0tcSxqQ@Qap(&g$3toNyQK?O{YdDj
z_cN^@B#6#dwj3B3Ll*@$%M~c$pzdk4w$a8F6j(iYn!J}EYF|x!EsR}6iD@z2BppHM
ze>Ld()^HY?ELBzq$<bh;CiK7OuZa-tZ!UYVK$z|JG8)v(eJ2R0LlOUz$^h+avM0`^
z;2}o6?zdh74Svsg#WTBGm<oyyvxHOxSazQ0JVRQboLQoCsASX{58Zk#K_k+`DB#%0
zL7{Mdpm!e6f3i4+{GPR)Yu?WbLj~iHOLLYH@xo*8)|+@pP`Ru}%a}z?5_h9X!BmiX
zC;c<2ZU)_48qhzzLIv|@itG1i^TK^wr;!*T2HV}OWOF3{wjjhDpc}3G%m8`!x$Cm~
zguu2hYo{Pq&-&{rS2PpZg^nyv$p@aLvTQ#0AcdDE<w#vmsA}V0UZ}OoEaL6$Md_mk
zuPeO?@NDkXhHw8(BAd39JJJF;D3q8j>e1$a!hZca{B1lKxGG=yFAuA$w)|X`x1_?H
zYS)8!uX$ullE0;IPKSiNYWs+NB%t3J`NKCwW4|xPs0}5NVZ-<E{SPOFpf~@<sn`f^
zNSgn!&329f7v2t4NTxhS8za?Zti5n7d+pf$&o-A{Fx$0;YOW{Zp;J%pT8&mWB3(aH
zXcI_){-x}~9X}_~*zbE;ZpwThF;-)|vlgqrB_wa69^{9O+z0b-WpTs9rV0ES?7Xt^
zeY^Q%-WinVS0xpI?O&T|(Hbe=xPW4tyDZfq%yx&oo9dr1C4rB4QFDjBFzodIQ0jA6
z5bP4m*B@KYfEAamlW~Q^%%|x2jFyoA%ig#DL9FHJRP@*QF?EWHhh<sUsC@4(bkEq6
zr&56kN}@;h#fOfefJNc*ta+?{RJ4`HuYCn^u6Yumcb5n`O;uFt`7yMPdH%tPi*!)0
z`Tn`IVG8Z55A5y4&JRTE>_5H3-naFQS48%-vEOEW++TBg1>l{wKDjMj2r4o&ODCQQ
zfXe+_S5M1}!q;7U&deY0MvhN5NL<guvustLTdl9BKBAi=b|r*lK6vZ#j8t`^8?~hw
zSTM2sZtJg6ySDI5qU~Y<-Qo#2*auB7t|V{(r`D=jy)p^HPV?o~)XbsVnS7Tk_uzp?
z(P*gq#0>h?oobx0OoI(Y%BDvh`5{!egiGI;!FDsE-+s6!NruX#hBjpxVQ8m{I|ho<
z;B;B0uuY%{=$oB;k<&5ETy6VP|Dl_gWpDfb;snt%gvn8GNi8X!AJ$Ikm=9w2Z=NX|
zYSR~pAUJ$nbK^0r9<D2#z2hS{pyX%iQe2$yH?!cYCieae&1p(_=)wta)^u`}?xKLc
zW>#=l;ymId<!=0EMuX^(dM_^(e(?J4zIyZqgYDjM?Kqe5c0tg4zvtEO2?mURFYy&m
z#)Ha3|1*t4bnwkoEPLA7%q&n=RIAubV%dSZ*9}u_Gg0!C`LHRr{uv8iYV0W(MCHR}
zZ&b1U?s-$0pHb%1NT)AeuzrRc%;hW$x?ij!3&oCvt6vDv82c}aTEhv`nksUJNC0Lw
z@&`rpOrz!gw-1XgX`o}*yj3X?2a~3EJ)H~L?=q*3*;YS6P>v{0T`wsNn%YO>e(V*5
zx_48m%b&&I<=IN{ti%!Y?{oPje-batzMmZb>{)jyvyw6J^SUbm4)~O6ySEOaubaIu
zl;0#ksg2y9<JfsXBH<T@gbEKdyi`l5z0Uz3Qq&D!WMb>zcfE&qsH^DR(bCQ|SpgUs
zvMPJ|ZyK$hA%A{hMuF1(^&1=NdB9E9LiIlOeq^_=^^N=d2o!+zj#dg&7D6zdSGJ9F
zs{l+h#iYw#(7;ZB@9}%|ovC)3^yqEoDq_|5g*fD@bF-N>7Z0Dr?ZVFKj+b3)zchgM
z+{MdI`Vm0z(BxLxZ&N5(`H1osXB@1PN?)(a%K`F_DpGLEB+&YITXB<eA9};JUk3k!
z0NY~l#9vYq2p_SASHPYMf;hs6Z~!mJ1Uov_X$!I4lW}qvP!1X9aXzG-+l66_J6}^;
znioorX1NVV3BjG&>+a!4s+sHlE~tD=#<A=NNmn=Z=;tt>&l6+!l;ENK?Z$W3Mx&^l
zVK5LGzz?pKCZ&qsrqOk~jh?Tfx#3`DPDR(hRTOjCEZpu63C3LNT~jsYk?m|-LEtC_
zvd@gw1U65iqXrf=2h6F!L3Y+LGUA6Vs@5jBmkhRBU~Rhkf7=8>|M9M>bFZ+v<<BYY
zf;=90aGBWQhV2K_P1l9VwvRFQ$iKYQwV9h`A3DrTYikK%;*t`UebV`W({e{>ok}m-
z#5vv3WlMw=0optJ-Lq)BLzc7Yb{>${7`b{yU<LigS6_+RONMpbUFL=JGw8JF$40L;
zSiX*yY2}kXh4|zJJPS`@=P!N*hxeabK$Mx3raUT@?WWn6*K$r{xkbA0_fyY=LG?uI
z&eUfV__WDHHOO2TIt~abKg^k9?vUK@@bOw4%ieA=S#W1dIdjuGQkJSSmJ>aeZQ0M;
zk8Teg*IM07gl(T1PQAWAjTAnZ*SEU!zzJ==R|z^R$Ovxjx&Dv{k_kqfBT0)WMbN<k
zr!EMdS9g5a%sGXUjfeP$chcdYddZpE6I^gUeYcf!2m8IPIBuT;lMDvM1HSRjLJ;;q
zZgR4O4vnWK>ubWvkmx%2I@)aj{r$I#AmYKg11!4@E2X|LCH#NOyK)lXR%6R9yyH0X
za1MC9O_u;hafP_;o9EH@y$yyx&hdc9yQ?og>Ttm2%^S>*ml5FozgqRuc|NG1z9!9j
zQDJm7?yeSgzUEdeBs}JT)sMUg;RwtBt&!o|#6`vGM{M@LYwlHUi&$OyD&4IG+i#YI
zKc2se=L5$D&mN6zA?Qe_TTD7VKzH4FhBRODv+UQ0n%~A<EMYF~+g9Q>zz@cR%waR{
z5fr5LNquFG0Q?(-1-kua(E5}dlhsqaFwzwLcys*<Dyxn6m~<pV59uzSVdxyn{&oDi
z?F0q(f7tRQ*nJ%FE$7{BH=qGYbz;+>TR8ZxxozsoV+PwTWc*y#FGmoJ_TP>y-p2sG
z&oVNPl_`)WxmBy~0t3FJJMQ!l;@UTJ`sRf0UJA=@Dq`l(6Y`mwYjUgW-w_~9dOm`;
zbqMA6J={=sf&?>Tn(O-qCehT6wAf9fcqlr2T==&m2b{n6uV}!T4B6x2RyQSQQAOYD
z4V!ReXvz0KntyNt9brW0;}ofIvuPyIMw<&7{<ZZaPtw@#sc(l@_8+4_aOvh!bQ8-P
z$RuzU{-D6;<&)-ryoF%v^vCUe9?j@zg^!Bo1P{w@GC3S}g;dA1+Fe`gutJ0qnp%#6
z_W<&ai?qzg?i;ynISbag&Y|lLYD2cqcww#4(K@TP6(r%}e0!)Hs}lxnJHs0|g|g4o
zWy1*yyqK3z`g45}shqf7v|Nc@&!OQ*@B3l<@>A)WrwSQt_q8(}GWoYDP_y#;fnX>D
z2=4I|2^#^JXn4{gq)UevUsSE~&SWv=x5sO|HNbve79E+m>(0cdFy{G{Ynv>HWUw}@
z{c$;F05yiT{k=O!0&U*EA-V<ADCuj8!xO{{V>DT9A)6I+c!P8ksF9#9Sy3+|X&m*^
zl&TE8u{_)2l<KBuQ;1{FPrLSH3X}_I7aKk0g07l`!>ZymwmUdx-L*UR6fo><3f}sX
z4m|>c1C*^aNMhQ=`Q}nV-Tjeu;=?9pRdts@q9&eY|2J`Zpz2%&^R_Nu$we$DY*D>>
z(NJU*$u@r5o_&rChlG6Z2B(ap;A`<heN#B_E>PSnvCIMZM)f{H12T-~bB1oaJc~}N
z9&%}ZNCxw!pjMZ2GpHs(&ED=56}p8k4xf}Gf<xuw<*zp=Z1+dC4X2%WXfQazwQxTe
zTYooMepdRA0w>S8+H9Z4^3a>V-Dr3|!i+5zopi_6MOJ-dyHaDBX*x2ytNim(odAfg
zel-i#9YaSO{4ROfkRc;!Tcl9K1WNw$A`Gl>;4-q8-W{-l$Ob1;;>C!t>ZTm1w{HRk
z`wL~S#FK&hnV0))*A&uQl#Y`grGoZLPo9EVZXn6miVo#a*lvgLM842K8gz8HG@}?g
zbeQ@i(Xyy8`{_!m%L)y`hHvzW^-mz*0Pf_48a|et`;f^0A^jt|!{fEX7pqfjKWy^t
zW$G|`%)Px%>9-)XPM*ti+%bVTt#9h7TJpkgH#Z%zo2%%wOdmx@hX5l7<cs^)Pazps
z-kZfVtR9#-5dOq(4#lfTA0lAaO?{PaGSP}3KJTOK<b6(IyFdDKZ*d8t05ja!MyiVe
z;k_jVt-o-PE+bd9VIS82Av`>JmN~=}sQcb*?!d>gMY*||)K59+`uX9DU3vWQKs8{)
zzr=o||IGc3thN9gNS*Zg<353+gm)DBmSH*iH2FF2iWSuCDWk7}<t@2et<PLY;|8HX
zbmf|qAUwTZ(Ds==i>8jZRW0e$fZ=U1O0FitU~z`W;Upop`=QmPmtEVix(1a~BNEGx
z|93FJ<w80Qjx412m1NSv>|ex+CD%O47DIMkC$YQ<i*}6>alBO$$DEIRcG-Iq0qRY{
zuY1yZ5q(H1GcFs;@A@7T@d_D76&LKP-iGo(&-KKD-jEff>D#Xr$3ukNzub;xp&anE
zLu|)~jo5wCRmn%Ce`Zn6(1OWb9y-*$ckC)RBSQYnqTIG1VYYj4;*Pl-mTM1H8f+&H
zF`(7yEbT<7AS^?}n;cUbICjm=+4<Eoe@NaE|9f4KWt%p%KS&|OAW79NM;40lpj>Zi
z?P@%NToU^F2#zE;cj5V(q%BjZP3?r9gCGu83PK&_@yqC2s$`oE4$J44%~oB$%>~{K
zelazY6tFpFY<a6|0x`n%6t`bvz~%q6R5X0JVaANRF;haA?GD;$`5x~^f!-!(%8U*J
zI9<)7cfJvX@eg}?YkDY9t(kP$L#rMsepCqCf1ZbBf6zPd<FQ~h+Oy)_B81)lTKiqd
zuON(}c;~e;w|U86wUA^o_Gt>$54;ZhvW%TGpRw$lo?1eC)r~7<r}#mxK#Ec6HjiF>
z$Uiw7L4lqisd8TI{Dm{*bU(wM0jG3ZC1zjof>{7D;^PSswp%7-t<~;d0<dp>^>@o=
z2CU`V)AnG544ZuSrRNV~`++Pz_aep^%HpnxDpjSk>~mWRHWug<BH@6g7w^6j!SS$h
z@fWKRbX9$X;X@aIx~vM<LGmQhsD7?BE6xKKT|-YtK3GO7-PWz;wM1xD;VGJ#;)G6b
z=_}&c?_K-R36-C@(@0kLuh>5<Z@e#|s%=IF507>@ewF$u#CAtET-+~VO@`1ArQuKO
z7!b$&_&4zq5#r|$1UTwb!8NwkJ;b-4`SXY{;Xx8N%Rcyid$3*IOD64U%7%N<B)F4^
zqYs}LK!IPrJKn|%LIqz+$o<z7=$5ELmi8YUWIi{*)efy78O1|=@!0vG%BLj7)O$0C
zl(p^jTqG6#<eBy;3rr%ny2Bg$4r2Q-!VbJozyf;w^h>~dtRBp6>%G2miCdEdD{cli
zaNI&r=31EYa)|<buO2<dD+z<1&wqqR@dF6m@{arIjAz+D<9dR|jo+ZS>di&%X9=Kv
ziF=g6i@pDhUH)zv5diJUKZ*}7O`%iuKI;uKc%W8X`%e146{Nvi>0x#b51w%onmWl`
zpqT2|VdOx8sQyC!%=;5)a$7{-M(p+5Dl8Yb<0KB&2d<e8_7G*ealy?RV^7GS^is{i
z4;Ww+t{8G0d!4EY^dmt6RB$joA9YReC)2mSpvZ_@m}MWb3g0GUUBp}zl2%)+Cqmft
z(38rgL6k9L)xk6rgn9nPckz592%qbmSVQ0g=~ZS0{lhAH+rx42a2p?_cF31-T^~Ss
zrhyO3?_hcC?_CRkrcjk}r2nr^REW;kqUd0`;NwXToIn4fv)#99EHrGDu)1r*cUAr@
ztloEa;ySlDFAy7^u9e8e?nkt9izMCp(0WI;sH>eMmhBQDsTQhRhTb*y%NyDeAg@w;
z&xxEd<Z)rI)1`0<h_C;y*!XcA9kT1Jp?dIxr)QuOXTvJ09$H}tXYfO5*pHtb1}jJj
zr_6B3B*SrQ*OQFX)9C0+@2eSDKfmgm#peG$bHRWr>FaC&jqP46w=MkGK?csG#__0V
z?7VMsR?WzZ2yrv#6RgjQK}t{J{ITLQOq-ove4ozZS@u_J%06w$Eav>ksd3xgSWYTB
z{aSnWD0=);&mkSF=N@1(#RUSVkzC}y-w9vwkS}%foM#{hTy1T6e6<xjKNUZ@>Acwt
zGVs3d^6VoODid-wE=<l~=l|c`3r4YibdwDw_fK*{2U9&cUWCqe%ZYzFc}k1~H(DYG
zrNx9mRr~e_7i%uan^ohaVDJBWiKDn;`v&BdbK~%RERV;k?T5xD|Mpg*3SJB6zx#>s
zfnQB-I%xv!Q|<6|@D~IQou>3G^?CH)3i<n4IxjfJ#CkPi_aF410=O7YA_RYT(`pf3
zMGm5pRm>YyXtr>q_O{KS0~aPr2C(z{kp(`hy+^p<q>)psu?+j&bknKT-~bs0E(;_*
z*QZ0?0Iy+9A0EPwXu78`gyHyObN!;xGUk^+{K=+L3d@#zaDKzL{35h<gZqvbvLs0T
zR<36LtQS2LYJ1;4EdW(v!pFDXo<vp=8KPRp@UXKlzRP%M71io)J>Y}Ye=pGDm+ocE
zpz+i<7I~e5@TNk*{&>n9`WqH1C{srTFaLmFyVvsqPv>2p`5)}}>c8CA7tdnnEx7s;
zCsR7`tvmQK=N}c`)%|U?{mKBx;R>o2zMq+W-_TQL61)Fk(G^>)w`8hRGc!4+19At*
z;PC#lO~Z~pv}QN$;xl6^SYBxgsdt}5-czG%+t%{J9^a78>oS~BXE%YnG);!z;rjV$
zn`hC=QOT%dqEsk_tV)qJ6DY^;<Vz8EI&2X<fp^)>145LqZs!syZ1<g}#0zcaf^h8p
zDbr>m13Yq<c8Bp3U`O1Gpn*#iAfH<Q(Vh&<s|xpO-~Zxe*|iZS{huY{kq(|V{WhHf
zNs6`=DsclSOEyAF0Xv6`QnwKJum{_}829Bhao}K$^Ui1dQJkQ*O{O&^0_&59=i1pB
z3&_`5N?2Q+08TY6Ne6#Uq1`HL`H$Jr;NVru%RkI`p&;i5r6QmG{<21PWTS*2IJk~<
zR_h4Co-N%3fjL2#@%(;&CzhjpTrw-`U(=8Ja)SB|Di|zViNd9ya6ADiH~7`_+hKW&
zVz1EvlOe>^H2r$mg#vrmeEz(MU7y)8KVQe<aL`b2)Ls_5-+lD?pGndYtj=1o!{K-~
z7yMi2y31mT50(Z)b{09$q2<dfL6TxvUUG`}mF|&6w4}#-alDDbcDFM{S_H9u)F*`z
z;RGyy80{a_ELu#5z=5lI{#YK{`~24N-JNr&Y)83O$45byz1vQ7u-)e~lcI3<{X&ia
zT&T2qB7J`VsZA@Wx-^jC1BWl)LK${_rZJXxmE&NbcX5yXD=de<kK;@bR^L1yb<dgR
z%MEjV*$MYAlAt}iJZQ>i7A0<jtdwyYtbDE*dK`*_oY>28qk`-=RDPD4aiV}l9)0yg
zGXp5~VIJvwC~&m=hR4trtbcHi#(#Uqs}b#hc%)f7jb)Q|9hSI6jA82Zi<nMikf61e
z%1oLaKnfBc?Czc>L&E)rg&jYpk@o{Tdg3gWgIs*Hb*zgUXrZ@J%{@FwQ_QXl$a2EI
z6<M3-Od5REThv8wW>9WtpwDm=1D+5>E|d|up&z9Gg(Qox-AD*b2DVe7?c~dCE<ITO
z{-)~ZQx|BU5&He;4g&^AC*0~^e`Xq4U7gd?lp(NePrCyPhtEAg8>`2U#%>|Q-|<q7
zOG?9t|8&b@eJue9x41iP9HtSerFzNr9uK@YzVVl;JP$NYyqACXln)B(cDPZ#ub}6R
zs@uY`yrlJQ+}V|<)993w>t}9$A@Hbc-g1I00BbH%Lx27jX1f>8-q70UPl5jymG7KT
z5Q5L|;uv}itd2kM;EByV6}n<oi5uu+NYg1ctyqu3vP&*8hF->IqcflETIkk9sK9T1
zv5{*CT|HMDb8eC!t|wcV@N3N=qA#a>1C9rnGbE=QQyg%H!(L}6mjB!T)mBF83K!Iy
z_3EWzuivmz>V%EbERtJad@<;&5Rli4d^xB)i3n%Kc-Lb0bL@64QrLF2Ljdbz{xCB<
zh0WhUAv}Y%bO^EI&X5@tg#bN|=Jtvqq$>MW`Nsho%T`X@DYJMi8g2N??VHk$oxec8
zP~(<=Xz--Dfl~t3-%-2EntFH!J?o^|T2ymGsDbLz2oDFCj6eMJ9qZ3@%IDOt#=c%V
zV?U+;fDSFQ5`TR5V)afVW9fkf2B^u|-JE=jUH1yU+hoH;*zVAydj4OJQ=nP$ab?*t
zVNl*zMAiMq4;A`*tCm{D;C2!1`+q-*kV>5JdcqqD%U)A;F85*JB_;}a@1L=g2z^$!
zY|m^QKnw0BEv*T7a7^IyU-NVVjTATzi(`G#@$U|<Z%bN2_N(-o-1~U=tgNJ;-pc|1
zq-;MJ-K4<#Y(;sGv^jL>a6gl*MTa!0HJ*6^+_2xm`%vZ`8r!W}_v75O3l)6oTPf$T
z{_~t6ezTk@0)!zQGhM6>=f%w6U(H)UEyOp=Ry+7u_Ub!AWDU<}=GM+KQz?Hkys>?&
zAtCb*(X%PL#j6NF59Ax#p)i5`?%cSqkb#5!-Tzc#ggHR>=Yv?8GHl)iv%Hc!i3fz|
zkKCnI3qbGt@~7eWN%ZAmjilHZ4UXpQH&Dj<UA+eruDYKWVY?6OOFgLmBnT19^IjY9
zLa@#BS$@hs?B|H>_e$o#@^w{@lzx1?jWo@*bO;LAb<LtzrZb=Uj1;1%5Ybh6GZG9`
z)gD}F8bVjr9|~T&Km;|7lxEeZlju>gjPvzT9F#gUM*J>vfLv#i7j8Q*<X+RM=Wbj=
zkE(X_{rN<M5vw@{F=i6svrEM6XXtQ1?4@e795!cSYfx;&f*9NVzW&bF7uY#)Em?l>
zlCThHefr~4jA#I-{3j073c<m9Zc(@2PcuJ-FU;&OC9~{zCq)U-x=~0&*fa9!brReq
zr?r_LA47Aerq9#r39uJ@H%tAVLh=SO_Ayi(F!FjVEcBO9%ee|=>rgC@h4brqG`xxi
zU4I(ZZ^!0KyuzpQjAMDq7%}?~oY?R8314v3Zvi;>&da2J4UO%taB%tpT|~H_81?wx
zC>^FBAA3B2%`a&xk(qHD6@{Pak*T`{S`kMc)OI{0ux#5uZhdA)bC_ut)t`y2$8y7^
zi(GwY$B<`9yYaRnesE-*m)M>^g){^98_S5};NDc{t{q$Ek*KA-=6D(}7|)jL_x<98
zwM~hF<34mqx)<S^@_ihwl@@gD#_Iot$E5k@{kh?Di8^;`6_xFdHY?m=@Qest#%t6Q
z?+C%!i6}n_EEoIiT(^HiDIFY+);8$b4<H@8Ai2$BTr7KUkDF!eo3~7x(7R^OH<3Zq
z@Qq$!R~L#n;+JNM%@-QG`0mQG-!$^*t|j4{cwu(qL}K8h6*MaO(^C}76(12F`uFS1
z5+cdlrOCSrK%(!?*_U=xNPCxhK!h{)`SG8e=fmT8co0tx->igvez4gg7jy-$eip#`
z+`YrgvGbPAJ`L}DGpJxJb9=PeP8eL&J<p!g_|4S2_FsI(H$2PMZttJYB*!o><p^`o
zoUl2Uk^4hMH}s)LMc+ENN|3?76+Ougm_d7!ww52;%nunuls;V*?DICOO@;Fe4widU
z!yGlRJX>~G;xLsD%DaUH(#j{%uzJsv0b4rcN_9<NRN{r=jr*@`En=|UhyG4FwqfTQ
zcfVHH2xIe3h3`G;K8sx!oy8n)<~}fB&&!|#1>!kql}|av+lk1s-^$e&&e&%#<5C;m
zm}L^6$N%8&h?#%LN4#GLzf6WK{Mpix)>*V<%Womw%m>t=JPpI6izv0{j$6MKFF5o$
z%vcXDp@^m)SCb(kJiVgh@O<kSQlIIVkX=iM>s|Mb)Dn2%vYnOBnn4EJE$V&ED%=>$
z`&H#jT*J;!&sLpIq+xTpV$SIX-pv%k>Ig1sxxJ;xDTMxC%2`2{{Y|^r(uA{|S^FSZ
z>T3ZJRPHIhqs$DTvvV8YhPVrWTU*aK1kE7&7qdwzer!I+N5}lA^~>lB!6hf2#tWVs
z+h57An?j<C87_G<B=FPM%M<JxLD9NHiWzQHxXeiso5Ri<KHTnGjQtPGBe2=0H&x#r
ziY0@oW#C}ZE*eZF`JcW1jt3T|EEH=pu{`A)s~w-*i;>>b)uA`S{49HmMZD5xTqyII
zTG@QoC?Bkgv?dMskDy#m_mV>?B={}*bme8=1fuGTJze{q59Y5B{^Fi2p)0?P^ZPsT
zQ28-n&-ASo^ub{E*;#CUMD^2K-Mv`9tJ=Q6qIhh6aJ&Coxr}w3;9H={d*m&J?KYkZ
z3|PeG(!KaSeoM=Mj^z%n<Z5F%S}EQD?n9MAP;)4OSh!<|iQ9SX=bLC8%eK3k$+4#H
z1Jmb%o|cI)9*DIvlTY(UkcYUpl=w0MzWT@Qn>>fj=Pdfkz4ZYO25mQg0Ieltt}6<6
zLhz7fOEG*qGKKO-Y({6TvFqfb!_$QxY<|;Vf@uzR{oZ<axZiUF7x2^N%091B+3p}d
zhqAO&B;fz>b<1t+|DU?TVWKx6072ewRsY5d!`mbsj%S_yD0xJ|mYm7UvX4m=oAwtJ
zAvfpjuyYr%`Qvt{u3nKJL0QL~<IJ$RTe)I`KJP<D&@G38+w0Hb;NMAmp}l{X(e+Jc
zvLZ+M;LL^mmEoKvB%w2_8;IkF`m0YvA8=svcJ5q!rni8dTgt9<wqE0an2N#mmDoHb
zb~|k{>GY*<M6k(9IQwpq4i@J&j*5Kc1HSl2ZV^r*kP`CEiRWb{vT+b0%z7^&RvmvW
z?{+|M0dh8e)Uf>$KQQT2Q(M*hk-?pzO_l=$xUZMRv$kjgb@F@$>qor6%q8D>@M;xp
z_D-AsszQXl_TpVVSNl<O35QbYMyzj2@0aUSI<_A6zAKu+&fmBW3MU?!SwcOk<zEkD
z`!II<=Gx6CJ=_QoyMD<w<{=%*MIsw^JMaLn(}_c3uZ5vVF{>w%*okC@IXi55i7dM-
zdfg+HfDC4_u9(3ZY|iUkm8!Xa9+n5MJr$`=Bf{y_H38zB6UgaIY`2v;FJx0SI+5}!
zimTb}ydAqvil1@^e$QA$_K}8u=NkmTJZJ8Q-T43d9rW@3kFa^C&e!%Tc#&bkXsxlE
zv=H0v`00U|h6@q4`o()oVf{0mowjydb^;*S89(SBD+0$<4_>b7oI!UlF50id`qNnT
z#T`Bkaa`A#e~ja{EPlt%W1|W8RG;)CQ%>QVPgJludiS0ud{UT0Po;$X<I;Ixexl#(
zQ}PPRyOH{IgANfIsP?!QOZ{jQS06e*MFCU!yp8d^b7<R>>E<Eq{#?-FPE!jvFWg<u
z?8-61`Y+jRssGk7eX#yZRS%8pdRYIH$j({f7YZ*t3k=QUPozS`+t<b(r47uasiyh1
zVG7HBDXEfaFHwSi)JnfMdPRUOAE%uv^9IqxsN8AGa3b^{OcyL#nL*-sTH4|Z9@x8~
z+A{UY3SwBFq!wXwMPDY|RjE}QK?<tfZ_KCZu+yz)qpIRG64ueXaoHGK|3oU+J=ux_
z`>S7r^YK)+JL=%=Wg$)y3<-ZNKY;b?=&ZRm&?m<Y5yA&9^+Z#F@sNXqOLvI*{P>XD
zmm)!yU7r;B=SL_oWrrv6Wv{XG(p!-i89RnhR-=2!u2d3GvLbL>IHpm)$iru~DLCj9
zV?NQXTtZOlKd0P*<-(8DiZ!+^AdU{@=57fZ<i2_uwy$a&1@``qvPh!A1*KbJd05}D
zjKa;I%0xQbotyeeAWEA8XS)r?_THz$XS#cZCl?NMURhfCMPl`&9zD0<kR+zcm9>AG
zvH20KT4(7vKS`tx?cg0M`n(Mf7YGm23aomNSG{|LUn2=lq*Ia@gjw`v&Cs=-h#O2c
z@f}t)!19wy0vSp7NYLf?wsJmv0sZ~5ym+`>050v`^u%J*7)p4;JT0n7haH98-g~+5
zppzYb|647M?G8_gd~ULy3cX9ZT92^jdweY|QSn!1!1lbDjLCyk;IbNhv*|<+({=dA
z;C*aPIjhzg3a$~_Ud|Lgw3?ya#}9U1y$>Qa#}OIF^I8a7U;k4x?7c{zLt(u?a<!d#
z;E+U2b0n5uBgveo+I|n4cjx&NSN4VjN<5tE{IU6dMoo(g@8ieOh`EA5%Lol#2u$zf
zJ-mX7f9-Ux!#+RQ?OPqj{_o#o^RKM0UTt5*o{#eIy<_Yate?<1zJ(e>g{b+Tw>I5t
zXa37<`o@^Vv234rzI)b3XQJpk8r-%o@L(Uf&oul-A8PwM>U!dh0Hl*gf-Gq>$ozlJ
z4KX}Gd~Bvz4IEIP{<?8u0}=i<8t9%%SV7l^mQ7Md1Yv_fvb}rY2;zE{a$dz3TmSYN
z5q4Jcf~4vS;|?|ti`_1=BvTD-1)*5nIM+Cw2IhP<w`tgU^ng3PdTp>EJkCF96GiAi
zO8W#KIQDY0?0kw-arC1%Xi-K-fe)KsT(Q;tz}cZ5w5hb#a#sbm?^qY{rY2zmg%qA#
zNIZ$n5r|)Ebg1BfKQ`aC3ON$sltXf|w<#wi2mPwBC>I39c9qZnET@s?LxC}&PjuKS
zF_acl%?sCwCjzwYVtG_H`{Qqm51u<IFwL)ceh;=@5XdjSUc>hBQ(e1!;|7Hw(nYp?
z*`gKAZ13ezea^+QFX}F3St)&CW<RhKH^SyUC;fe;t{gRrGVQiTmhTdPTjiBA5m>$X
z1mE~U7i|9`jo)fsv6T}@wF5%?{^4N@By9NflMmvogJ1QVQsBz{qSR!YNtC|{=j`Ie
zfI9B@&C<qr*l2BV{QhRFAB4^RG?li%_e&6{UPZ$UY@V%C`r{W)*qpj=sm2!uUSRpT
zhw;f?D|O5(vx&zI?((qg)%x$tNiLt!F?ZwLuN8?flO#>0rH>;6mslkuc`U#2gf@H_
z#?Z@0IZt^%@qmi6Tk)N*%P394Cz0GofGeEm#Pd|Yp_eoVA4;wu$im0X+ry@iaIT8N
zwN5(lrZ3yky0N}>7ySF8Sz)&O{6f#||AMi;#~k@IEv!F5_|s}_d?pUEdW<)99HWBC
z>lOaz^L@yhptW0gNswjJG7D`*Prql{tQveX#m-CXI#Uhgl1EWXZ=vH{4+*CBAJV(6
zHHnmq;ce|rUTEH`GyCe?JbJ&Vh-((b!#aKaFZ6d~Xoz-Cy!;>;W=3oO^TEus67gyx
zj}AHm%X?#jcz{dF`H{COwjX1&8B<1&#hL}d_r3y8tT8sXDU7iohxLh?DKHA8UQxmB
z_O-C9RujzHEirF)$nvo4J$7_+(c`a~stWNQJhDV6`<@h5<Ufcs)+=9H{38H=<Wt5Y
zoTrh--K`l3LpX@sQJC!Tc?QLM>xq2v!k%+*?$opQu!Oq)DgV6dOo5z=H7A`vkD-T0
zeUD4+r$bGyMel2@{@bwF6yz_6^)<8EraYcTRe6H&z(3D^iHv>zK6;r_U{3@7%kDcF
z*gRH6T|dzc4xK17K<xMd?D;*cT0(b9d9nRD^T_9e%-RJ4tUhjyJXF$;25*~b4F45`
z=cjkbCh$#T{YA>_rw`yjiZFicp3Nen{b}C0WPr`r9=jPk5H^omPZck(pP)jy+qus1
zZzD)*z)j&vGaZi6EaTgO6P|1^<1o*lvE7;t-4T7<SpGoe^qU2&k5&4M$Xmx20nquY
z*I!UfhRm2|{Ls2jD1_7X$Pi-{vFZo<#^3bYW6_N{lgf4*e)y%XDjAeHg2Z=>aXVu<
zc3RTn=4jU$6l!#}M4g8hzO1=vxy~NzA56ICb_qM5*|GBRtl{V!+WCVf^M#Jh%TAj!
z6edigAo-D=`f56C_<N(V4tw8a--(GG#rh)IZL;IOSA}n}``=hf6EBv34f7ym{<=m2
zmu(#G|I2j*pUGBmdiRIfs<5x39GjQHs{i|Za6G6dl_|FR!v60R9)9$n-4kgxj)IPD
zUci&dus@=)jepGydbzyCZxOqGOa2XS)lcStyo6x=oj%xn@+51!^hh4K@Pwjx_XrK{
zL|^_?{205w&mPNnsl=Wq07Xjc`nbWR^T)Y4Y+gURz4qCq-9P>kvFE6HhlL-*^5a=M
z0~1f;;q1vqe6b1*xZL|rpVSy+YV_+j4P$-Xta^%S|2lP71M{YBh;`j40j!>$`mQTE
zh}@+mh=zx-JY-r#RP+;Up4EmEpWl7qft9FPL)!2%I=NX3);=J@e#=K6$m-l6^K1LV
ztUxLh1v|?9AkU)L2VNKc!g6CaXziZ}32r#4=&%r8h4p8$*|YD>tto5CVA;`pwE8d&
zex1*pd(%OHma<D<Pp1lk_GRvbY3%u6&&=KH^f_@Xdn)to(He3Lx-+ETI)df=uRHX-
z{T(rgZvL){+O0_jje(}i{#T}vbKuz*M>pZ1;5xHPw~GrVR3z1DKl!2L@sL*6yG0af
z@aaL@R&364+G6Zku1OT&KbVkl1Di+LGg>HR$N^4!mdc0%?6=z5uyx%<*mKt^v};x$
z(m>hsU~ohV1qwTM$Yo*u$U~{zC#v3;GNn~s{Mn7o$!FEC?;Nh5@qLSAIY+B5tMY@D
z<Qaxi^ALI&eJpXHlL+S4A(y)=C($dNK=r>CJP^^b7&(LG$A`MYvI7)IaF0LcrDpR4
zdS4cIFcI6gZdkot{^!&T5^huBdx+ItcPj7t=h29V6OuZEdDm%d_pV}ZwKVMcTaAV<
z<#e%m2Nf5(?v_nq&s9t7xcl=d8MFtZCszZzP+3q^<2W{FhgFN^yZm>FBb;ew(l6Rs
z%@4Gr>aFLo=Lz~U+CEPH!19#$4)bU_jU)aah6%F8I1tm!rdbYfK#-kNP4#*r1hnts
zy|<nlcvV)(g4p^uurofOI%gW~E)9&Z{z8M1H|-+9hZoVI<Trll2~@WG>&cbP#=8X|
z!YO;zvx){n%^?Y+@+4^ZjBokh{qWGEwdYzApChe{BN1a*PM=l39GJD_v#MosWk^<h
z!RBqWqy){UI$`@a*FRIL-b6?(4XfC#HHR*0MJbe7aKj-h>5+U+F3>voo4B1!ggc`r
zrM?Jp!jIKwSLeK`An#CWv-!n5%DtC#Bb!8r6Wb1wO&FX&TQqz=TE<|z*9b}ctHWNu
z6HDY4qcaRh{>8H^xPlktgcpwP5Eg~A;ro^PD$CG1llRRRvA#xD-SH&De*0A?rqNtH
zNeb(So>f))nxQ#>)Yk@{uhGJCu;X66AB(0@OUzwaRbw8=&a9VN_nQL}IM6i%Y@MOX
z&21XiTtdz52R0O9{l6Li`p=(=o<<j6xR}K`)1blY=Q<fXF8JZq(PT*yVY~ZknS1YG
zb%#eBgOZoRgn=oNzEL-v4>p>1zS2J{3g4t_7A~Cl!Tff@QX&aYX4!FP<iBkDkc~{;
zwu`s!#>49AzezkUL#S0mph!ra3~vu#sA(*lMoYRHgHv(5u&~kY`phm4;2!#<ZJkGg
zkzcMQo4QxgrPvZ(+EzODe&m0@Q)vo4+(B!;j`hpfjGtN1GUtZ(D>_{Vu;&S|+uuGO
ztr`45hK6y)-}czN`1kD|ijv{jTzXTnA1T=Uw~0f)lo~fSGVw2do!7rfW!cM_1!(H~
zOO$hHDd$Z*9<;L6`V4u8(0qZ0mya(A7WO1JHp$JP!=LhRC;Z}p{`AYLAL>?+`<sjx
z+Brn%{VpHy*m(v$)X2SgJ_DP(mk<{o%N$4M4-b*IKgZ_P)LN{n=iuSm7C@c~B5e2H
zvWdR$ugH+<v9<C-mIxRg-ZAJqgomX_(LYC2uz4oBa)nD;@6h(B-*gV_`IM~syQZ+E
zx#c$`n(SN@-oXp6!X)ozJm^Pdyl#H<XaTscdgJxKt<$JL)VFwC1_#{tua<8Ah|RzE
zcwlMM!Vf=TLHLWt0xIkkEeUbKo>!K-<-gWnV<@Qe2tE+&9}KI+9bfr^1EoEdfkIdw
tn%&+Myk^K6tCva!jT;U95rTG+24%Z-c-Sod!&*sA7~IKT?gDn({tvKR1*rf4

literal 0
HcmV?d00001

diff --git a/pybasicbayes/distributions/dynglm_optimisation_test.py b/pybasicbayes/distributions/dynglm_optimisation_test.py
new file mode 100644
index 0000000..fc8b34d
--- /dev/null
+++ b/pybasicbayes/distributions/dynglm_optimisation_test.py
@@ -0,0 +1,49 @@
+"""
+Need to find out whether loglikelihood is computed correctly.
+
+Or whether a bug here allows states to invade each other more easily.
+We'll test this by comparing to pymc results.
+"""
+import numpy as np
+from dynamic_glm import Dynamic_GLM
+import pickle
+import matplotlib.pyplot as plt
+
+# Testing of Dynamic_GLM implementation
+np.set_printoptions(suppress=True)
+
+seed = np.random.randint(10000)  # 215
+print(seed)
+seed = 5489
+np.random.seed(seed)
+
+
+T = 16
+n_regressors = 3
+step_size = 0.2
+Q = np.tile(np.eye(n_regressors), (T, 1, 1))
+test = Dynamic_GLM(n_regressors=n_regressors, T=T, P_0=4 * np.eye(n_regressors), Q=Q * step_size, prior_mean=np.zeros(n_regressors))
+w = np.zeros(n_regressors)
+
+test_points = [0]
+predictors = []
+a, b = np.zeros(1000), np.zeros(1000)
+a[250:500] = 1
+a[750:1000] = 1
+b[500:] = 1
+for _ in range(T):
+    if _ in [0, 1, 8, 9, 10, 11, 12, 14, 15]:
+        predictors.append(np.empty((0, n_regressors)))
+        continue
+    t = 1000
+    pred = np.empty((t, n_regressors))
+    pred[:, 0] = a
+    pred[:, 1] = b
+    pred[:, 2] = 1
+    predictors.append(pred)
+sample = test.rvs(predictors, list(range(T)))
+pickle.dump(sample, open('test_data', 'wb'))
+pickle.dump(test, open('truth', 'wb'))
+
+plt.plot(test.weights)
+plt.show()
diff --git a/pybasicbayes/distributions/test_data b/pybasicbayes/distributions/test_data
new file mode 100644
index 0000000000000000000000000000000000000000..3ffa3844572210fce09895de3a0eedd42be167a1
GIT binary patch
literal 224742
zcmeI*S+i`}b(Y~%F42|2^nKrpPV`{FAS2QGAOV|BG{#7>h#~^Z&f@4o7mnZt8U0gV
z`X9jAUiIvXGhAPcvvTIlwK8+*!mrl*%`xVfBlo2o=YN0r)2CNo{PuUh_jAAS{V#p{
z=Rf(*mwxVh|MSiN_~s{{eDnJs{mdud`S#C$_kX?l<a^(K^U>*p<<v*t{n;fw{mAQA
z|L64KS3mgH=?lMf`gKpIU;o9|AH06``hy>we#56nfA-Dyf8jeHoqppte&p4wSO5LT
zPrvDh|M!<pA3dFZ^oy@Q{Kf}w-A|l;^Vh%r^`H8GZ~ybF|L66qH>cn7tsj2%)#=CH
zoPO)KKK|h2U%lkFef;)@-~M#^9WOWh&X0fehabN^^SfTo{O;#7zvt=nd*7b<+An|j
z`U^ie{l2${zVhl9-`?}N|M`_Kf3AL!a(oFs{V&NoCr2KWuX#GhqdMe~M;>|Pkw+eR
zOupvn9FOWS`I@J5JgP$;dE}8t9(m-EM;>|Pkw+eROupvn9FOXdM;>|Pkw+eR<dH`n
zdE}8t9(m-EM;>|Pkw+eR<dH`ndE}8t9(m+3`I@J5$zQuZ&B3F&F!`FNb3CfU<k#k@
z50CmHk31${^K>rxwe_hFkNP5yJSJcBbdE=L$Rm%**F2r$Q62KgBab}t$Rm$D^2j5P
zJo3mRk390oWAbbB)Q3lXkw+eruX#GhqdMe~M;>|Pkw+eR<dH`nc}#w7p8D{pFY?GE
zk31${^K_0!b;u)+Jo3mRk390oBab}t$Rm$D^2j5PJo3mRk390oBab}t$Rm%**F2r$
zQ62KgBab}t$Rm$D^2lTIHBaYwREIqBn0(FCIUdzv@@w<dhev&pM;>|Pkw+eR<dH`n
zldpL?$D=yrkw+eR<dH`nc}%|M=^T&hF!{B4>cgYH$Rm$D^2j5PJo3mRk390oBab}t
z$Rm$D^2j5PJo3mRk3902e9hCj<k!}xK0NA+Jo3mRkIC0Oo#Rm*^2j5PJo3mRk390o
zBab{LU-NV>`C9M0Qav8|yBn|<d^dgdipO*FTIW0Ut$8}fqdMe~M;>|Pkw+eR<dMhZ
zYo5;Ws1B1~o2NcJ>We(`n0(FCIUdy^k31${^K_0!b;u)+Jo3mRk390oBab}t$Rm%*
zugy~*9`!{YdE}AD<ZGVJCBL>l^-2ER{<Ytue0wL>{q6nR+*s%3vF5k_?Oj;k!{ge#
zo?rXzUc7X@zPPsky`Q%iytnsy7v9_ZM&DyEINI;g>g^5d`+2PS>~HttrSH=h_txKB
zSm)z$Z+V^P-oEV}_x3(>;kD;;FRr~`9oBjtFP+zZYroBfYwJhPyBA0M?XBLsaP55R
zu-5Zf^IQM+F1)q(m>cW-Jl1^nw|jB+efQSi-mt!p$C`KF>aaV%HrE$xJ&!ft`rBN1
z?Rngbm%d+Lto?bcdH1ajyYn?yhc)lM)nRwO=IU^5UeB-nb}z22A3g70T-#3_uB{(E
z?_R9^c&z#CZ};Nt`_}e17uI?nYkqt$8#s4A>TqxSG#A$Sc&z!}zs-$xULM!x_57v3
z&4p|GtHWB)W6f{<+q>}E?{P0)`+oPKIVz8Q*+AWk@2&RZUNleTt>)&&^sbaUzt`Mc
zXx_?{^H}SAKWgsXXdji2ntM0az4$)zWdrt6`KbHxZmfIpy;bgBG*9J`FB_<P@qO&)
zKKJ8yMZb6DksrVR^9Iu2#qsxXpMM{I?{j}&b*NwEkuMvld+~kj=kxbtFKAztNB;Ty
zv!|{0<6bmR<&iHNsC)5!>}Q|*@w=ektMXBE@5Z_p-$%Y|z&<L|et1lEDR=(JmkroQ
z<*}b*KhGPee;2+V_3y*G(LO3~J+JTa-M!1XSscB;tMBseU0r>bkM{5CNAtbUKYPBe
z|K9WN_wVNK>btz_KRfT{>+;$2b^W{fy1eV(<z4^Tc{kteynA1Fe^-Cx%LdaPy8Vvk
z>E28E(fPXi(K);RT|WE%u75Y**7@lCqxIeUNBfV~ck^|5cYl|6{kwd2|L*=S@8+AG
zck|88yZ6n$zw1AHzOH|lkIp~Zzq@}l-+I2;_mB1;t)Kn-bn|uj=zLxM*7whzuX|sY
zck|tPe!PGA1=Aizf8W%X@A^BJ*wv5b>E8GC-Thsk+4WujF5i0o?*7qy^!?raqy4-3
z(R_6N(fjva-|eT%yZ4RO&+h-|^L6{3op<}+Iv;(1H-F#%^!wkO{=mz>l>P^w|E2Ul
z^mO{epZ!bef8;j)rF5I{V&suW9(m-EM;>|Pkw+eR<dH`ndE}8t9(m-EM;>|Pkw+eR
zOupvnT=LhhPjm2SF65C%9(m-EM;>|Pkw+eROnz;i`tYbP^2j5PJo3mRk390oBab}t
z$Rm$D^2j5PJSJcBbT0X|^{Ee!`XY}!^2lTIHBaYwREIqB$Rm$D^2j5PJo3mRk3902
ze9hB29@Qa_Jo3mRk390oWAbbB)F=7cKb_-I9VWjvPkngQ7kT6{`I@J5JgP$;c}%|M
z=^T&hF!`FNb3CfU<ZGVJ@u&`Y<dH`ndE}8t9(m-EM;?=}c{-Q;wd>OyJemu6<dH`n
zdE}8t9(m-EM;>|Pkw+eR<dH`ndE_zqnx}I-szV-mOupvn9FOXdM;?=}c{<0VI!wOi
z=^T&hF!`FNbIGr*PkngQ7kT87M;>|PG5MOOb3CfU<ZGVJ@u&`Y<dH`ndE}8t9(m-E
zM;>|Pkw+eruX#F`{M!1|hev&pM;>|Pkw+eR<T3f0r*k~2LmqkLkw+eR<dMhZYo5;W
zs1B2_c{<0VI^>bZ<ZGVJCBL>l_2E%p<dH`ndE}8t9(m-EM;>|Pkw+eR<dH`ndE}8t
z9(m-EM;>|Pk;mlM=BW>l`eO1mPv?@a^}Z|B<D=&F-M-Ua*5;`XkNRTrYxC5HM}3h;
z9(m-EM;>|PG5NK5>cgYH$Rm%*Upi0s@aSITkw+eROnz;i`tYbP^2lTLTYbA1?`=Ns
z!umcQYkqt$8`x?;?!`<09{OVK&*R#>p1=0Dx$)ZfkKSi)9PPKZ-o3cC{@%~q3)c7Y
zSo5vF&4qOy9&5h!x4H1r^XQ9f`>Vri*LU}s3%m1cbA54beRp18?9Sg>?p=88`Q3~4
zejaPS_iuCK-sUwIUV1)#@zVY8y`Q~deJ_tSKfad@oVy=&c<p_<7a#5Z?!ESc-T9iU
z!<vtN>x;D?k2RnD?Ov?+@mTZYd)dIO{pgGLwr}skweM4hYwK_Qym#ZJ-=i<yTK{fd
z@51i<kuMvtugYUT>-KZ(@7;aXzn{_ljMmqAF8w_^UsvDdmwwOMetVy9?R)O^e0^8<
zyS;C&FV;HWDd*Ao%16z;8|z+tANjHY`>0I&;jz~FKJsM)_EGt$`|)n9d+~kb%LeSD
z@>cg_ZmjR}opK(Xue{aV+*se``&M&vqxT?>eC4^hI;?$tKWgsXXdjhFzHFfG#rLtF
z^Y&wJXrGlwe%^lV@z~$7zvm73d#F73??WBdzP|4@_b&8a<dLsD@?`^cFTT@$cyzw<
z+*}>jzP^uq*?@gi9{V}=^Spujcj5c^`*_U155GJ5dq5uf$|GMkkoI!!e$-*@@B7G?
z4cJFz+7FMl&i7Wid(k||BVV~y?p~~O`9AVx1NKqb?Wdmi-PPTC?wwn)+g~?VSKsAb
z|IvK*{ayd9^U?iv_1*hM>%0D=c{g8|kKVs^{jI-m_WZN^cfWsk|7bpXe^);{@7_Op
z|GoF0{l2~Lznkya&$6Mkhi-pep8E1#{k`Y*kU0AO)R*u2J9jR(?%&-%nxDIuOVxGr
zclUJlv-57gF7M_Wt?&AG`RM(l_1%11=cDf%t>60n-TkBQ>*{Cc-TOxKZvN5!k6u5z
z-_iQL@4tKBXx_cQ>woX{-TS({+h3P&-M_nkc0RhFZob+5yZcA;ZvN4H_I#uLN9()&
z?7jcJ&o}zMd#@k=`#t^9H>W@L@-L<T@#lXj{ZBld{^V!>Qu?2|&cBrIC4MpFkw+eR
zOnz;i`Xpcbr*k~2LmqkLk;mj~p3d>84teB}M;?=3o2NcJ>We(`$Rm%*ugz1R<ZJ(Q
zjz@Kve9hCj<k!}xK0NA+$=5uc<53+ZU-NX1M|GI|+C25)QD5YdM;>|Pk;mj~p3d>8
z4teB}M;?=}c{<0VI^>Z@9(m-E$K-3C&he-YdE}8t9(m-EM;>|Pkw+eR<T3f0r*p~g
zt=>G9=Eoy{cLVl<@20=@|D)tq^E$V0??xVzuX#GhqdMe~$K==MsSl6(B9A=s$Rm$D
z^2j5PJo3mRk390oWAZgm=aOGrpZf5qFY?GEk31${^K_0!b;u)+$=5uc<53;*$Rm$D
zCSUV(F8Q_fsSl6(B9A=s$Yb&~Pv>}4hdlDgBag|~Je}iF9VTD%bT0X|^{G$twZHGm
z_pMLocs#d%t@Euf^2j5PJo1?Q+C25)QD5YdM;>`hzUJv1kLr*|9(m-EM;?=3o2NcJ
z>We(`$Rm$D^2j5PJo3mRk3902e9hCj<k!}xKFJ^bmkrnt+6yLM^K_0!b(nn3(>Wg1
zA&)%r$Rm$D^2j5PJSJcBbT0X|^{G$tm+qhL;nBUwBab}tn0(FCIUdy^k390oWAZgm
z=Xg|yJo3mRkIC0Oo#Rm*^2j5PJo3mRk390oBab}t$Yb(r^VEk&eUV2VdE_zqnx}Jo
zWvX|s=H0hC?9Q*v^~GAxW6is7by&~ySo7{%9d_qyt`2K{>)+mmYu}>|*VcFE^~LUd
z&DCMeN5A#O(SEm9@7;K7^N-H!-8kBBZM}Q(+VyMitLM#)Yx8=3?YDbzZT;5g&5c{n
zv-W;-W3A`0=H0hC?9Q*v^~JUI-FbbnJAdiiy;%G6So7{%9d_p*Ew>k}@8_}RxBl&2
zxb{8jaBcl@e%ZjWKYt0A-G{xRTYOj6eDwR)`_F#=?ETE1|JM8OegEBlyZO7k>)++0
z{YUG&`Szag{r!8NZ|mQ8bU&l@qwk-6f7gFB@7~|_@9IbMz2D!>*X5)8dGz{jzg_<5
z`<wm#ZvS1r^?bAM-+TY}{e9{?y1Mtx^~GA}``la|>Q{Mgt`2Ko-{<D)P`}C}Up7$p
z;(M?AF&CP*a#pS{)_Z-YoJZ#?k9^rc-HY#IKXdkDuV~+uvvPg0-s}5ObMHp`s66sz
z19dOHkNuptAA3XltUU7b_G^#F{?6N<y`g<p?lm_T*13Hj`LY4~sJz$xco)`p``#*d
zFPf+F$d?V&z4$)%bL{7N1O6T=@AdD)yRg37cglHmzVgVI4b;8(zSaGh8@;D8<vgak
zlskXq%LeQN?FISDBmeyU+0(53=!@>FJo04&buYf}bwA#P-dnj<?p~~O`93#Shx%2f
zoX1+{`_XfISj%p2Yx~vnUH{p6ou_`!zQ5~V=c(Ua{b*kATl?MJzqVgJ-}UeE+OK}k
zuJ8Jf=Jh?-{vMrw>-uhA-F#hrmv{ZUyzAfPUH>lc`p?cs=Nql>-q-c-@>}me`o6ut
zfA)N%``fyHbU&l@-TS+|yMJ~*I$u}c<=y+b`q_CmUzd0Db@g4|^`D&|^DP_h_K@=K
z_epj9XuUp(qy4-3E>Ck^%8%aP)z8jH_b@u&?EAa^-TYmBmv{X~^U?c9>$jeN_Wh&#
z>FT?D^nIiC-F#i%-M{zx(fLN-f84)pu-ik*NB7^=cX^tNAFbCXaqIrw{av2kbuHh`
z*X7-ud#~^2>+<gXv-8pUy87Aq=zd1$>+bLR@4dd8uggc@-}gWL={Ki8^YSmH|Jmn%
zDgBF2r$6`Ezm)#x_wg^K+eBr3;gP?)flKY@-L9W~>HnE|_rJ;U-SpS~FP68;>%G3s
zjXWk_^K_0!b;u)+Jo3mRkIC0Oo#Rm*^2lTIYxC5HM}3h;9(m-EM;>|Pkw+eR<T3f0
zr*p}#txtV;)E9Z=kw+eR<T3f0r*k~2!{pcIsSl6(B9A;KU-NX1M|H>}k390oBab}t
z$Rm%*ugy~*9`!{YdE}8t9(m-E$K==MsSl6(B9A=s$Yb&~Pv>}4hsoDGolCyf`>s@v
z_nOyt`Sxz)kw+eR<dH`ndE}8t9(m-EM;>|PG5MOOb3Cd;9(hc@=II=d>M;45r*k~2
zLmqkLk;mj~p3Ws->wQ<gZ+$w)W9mOUulM?PFY?GEk3902{MtPA;Za{qzUJv1kLob_
znx}KgU%Nidk^I{EQXd}mMIL$Nkw+eR<dH`nc}%|M=^T&hkVhVQ<dH`ndE}8t9(m+3
z`I@J5JgURwYo5;Ws1AALG5MOOb3Cd;9(m-EM;>|Pkw+eR<dH`ndE}8t9(m-EM;>`h
zzUJv1kLr*|9(m-EM;?=}c{<0VI^>Z@9(m-E$K-3C&he-YdE}8t9(m-EM;?=}c{<0V
zI^>Z@9(m-EM;>`hzUJv%^0nS~rFxu|*S@~pi##S@^K_0!b;u)+Jo1=)&C|K$*Vd;#
zJnD-)^2j5PJo3mRk3902e9hCj<ZHd}O7%D^uYG;H7kNy+=II=d>X5Hoo7eO8yX#-i
zU;2CW{@L|g_uu;d?)UEI>+-IDm*0B-?tQcKZhy1$?tR_;qxGZxyZgJmyT8jv`*-zS
zK0065zstM(XXo8~UEa;t)pvQ<zstAoKYIUY{pfy1@9*lneDCvj^Nr@C`x(8ztMBHU
zop<wf`PTDw_jmJm`Mvk=-q+=`_t)J&ns@V$=CkMP`gikp^`m)rf0uXnkJfknZ$0n!
zGn#k%>H2r|T|T>icmHTUd;Y!m@8;|BZvV6ENBej4?>+C{-{sx=y815f`gi$g|E_-T
zdAFY~-~0P!&)4l|>%4pa?D<CTAFc1+H`>3e-#YK!f8@&s{7!WrJl4GXR)^jBOXu#z
z+Mma@c|E`O+r3!pd91l_bgnYxJk~njd(F*-=B>Qd+}v2-<@?-R9qLzk<jV%qUhZ{2
z-i7u3zK?v_fPJ97AYZvv?p~~O`F_;gyU{)>Z#6eJrgx>>`K@yIqIoK}%H4}~F5i!u
zdpFug<*Zy^toQnU)ZDw#J}S@6)nV=H`^c9K*hl5L`%#CrukRyYHeer>d)<$@u+HuK
zUUTn4@2z~)+`F;v#rL_nI@GW7$d?V&z4$)%v(NqbUC{4^Jo1&Za(yw~n{wxmeA$3~
zpuHepdE}qJKYKd%^ZEO+7qqX+b8~fA`})4u+`G_wEBBh43)9>wcmBwi4cG_T3-Xoc
z=IXHa^?h!x4)v={Igho@_g-^zp?TkzU0s*I?>&1xH~PNW^|SkTzsu<TUH>k>_xnfR
zH(KBAe>C5EzV80fd~`pf^`rCey?%5*U48fdu6}ktd%n^BU456&-rs2d(fPNo@7~|d
z*X6VOkKR8zUspexckk=+t?%#V8_h@G*VWISuj}8<H=1|%cX@YzSKsAb|1R(PkLKO|
zv-58L?*6X6%lF=Y_I#uJ>E@fAck_?tqw{Zle>eZu^L6)k^LP1Z|E|8vyZQE>ckk=+
z?tP>6UH{qn==@!Mmyf=0w0~FM<=y;U{b)Y>{;q$Q&wgKbf0uXj9reqGx;>nmkM956
zdoNWtI)7K+<)iNy?cddp=A-Z1x_<QiU48eyuD;8={-b$!f0zHtmrsA;&FL?`{7dP7
z>G@wu|I*XxFMswgrT>-d{7dO3t*jf`DzEqYew6vVx6=Eo_x-+kI+uLypUx$J?fNuF
z@@wZyeR$LtlV6*sK0NA+Jo3mRkIC0OolAaged?2Z?eDwtee2UX9#j9>dA-+ny0_-(
zT=KQvcjf!mr*k}}{#)mDF5l)t9+R(mI>)0r<dH`nc}%|M=^T&hF!`FNb3Cd;9(m-E
z$K==MsSl6(B9A;KzqdTinS7l;o#Rm*CSUV(F8Q_fsZa82`#WE$Kc>8T->I(V=^T&h
zkVhVquX#GhqdMe~$K-3C&LzLLKJ`g{ZGY!0^~bI9darMDA&)%rnEcv2_2E%pO#ae&
zx`#*iV)8Xl=aOGrpZX-fw!ib0m+GJT@R;uJ@>=Ix9rDN{k390oBag|i%~PM`FWo=g
z!=rnVM;>|Pkw+eR<T3f0r*k~2LmqkLkw+eR<dH`nc}%|M=^T&hkVhVqzqLHQBl)%O
zOMQ~B{nI%f)gg~O^2j5PJo3mRk390oBab{Lzcx>Oc+?k@zjU7NNq+79sSl6(V)8Xl
z=Xg|y$zM88_atBMPv>}4hdlDgBab}t$Rm$D^2j5P$=_O@-jRHLUpmL5I^>bZ<k#k@
zPx6=UpYGw&y~rbvJo3mRk3902e9hB29@Qa_Jo1$_Kfad@*i+pHk2RnD?Owd}efnbU
z&tuI;zxBnn{nX*w`tH2G*qz^7Zf>me@mTY{f14ZkKJVK3ybEhRk2T->x4Cie^Va#y
zjWr+r))z<n-CMoA;HBTEFJ8KT*U!D!oj>wr1Mj;p=kV6{XKuW;`Df2-FL>$u^u=52
zf9ZLTe#-`C{XNwEx(93CeXGOne9hHi&5!S81AE<%x$yYCF8h1gD_(lP`r@VgZ{5$k
zaO-*Q?S6a3TYI0maqax-aBcn8=go~<&$IS^bK|w^*WPz;=j|PD?S1CPIzNv!Kfad@
zoVy=&xOSiFaBcnQdH3RIzgn*^)_n9^UmWds)Gr&T`>cDB<B`9+H+#WZ`_UKOSDA7i
zYn|_u^XPo#UUPF{o!j@UTwiowWy*Q1b-q*1qw|$p<?h8gm+!4|_o8_!?=|->tnc=n
zavq(peAL{#vF^q9R=Io8Je5bjY@qJN_r31NyU=?px60j%X|9wzf8@&s?4xq4{kRv?
zTq$?{R&#Ts_aKiv^2k@7o2$dx*Y~VkUvyvPtXyBL_xirq+`G_wE4Rwsi*+vFvvPgW
zeU)3~?!`Kn@09cCeC4cMU#$1~PC1XxSKexFZmjR}z1Q4aXx_>rUp7$p;(OM9^hNg}
zk390oBab}t$Rm$@<yN_SvCic?<vcoHd8@g(vA)aqUUPGyc`H-SW2#HJ^GCjHz&<LE
z{hYTSd&9a{-}jn(7kY2ykuMvld-1*Z{g|_|o4cOh+jlqr?7Z7YcmLM)-F#g>I{&Tr
z@7~|#qwk;He{{aCzRSD!b$Qo+c0M}aXnps-t^1GO-_>_{x1S?lHjwr>x}VgSAML;Q
zdha}!xBk9v{%$W_eV2FrNAs=k-+KPh_jmPO-o3x8AI(Sa@9IbM?tP>EyZY|_+4<J<
zb@zAq=zhBXT|Rn$SHJiBN9P-@@AlW_-ThrY+JAO^*MIN%=>EI+&F(*Xe>Y#3clUSs
zqxT<ue^=k--S0Cy@8;|BZob*|UH>khJ%87Kc0T+4qy4-0kM`fXe)N5_=O67q`+ePf
zqj@)fmv{Gf^|zjP?;p*#-cL9G?D@L;yS$(8^jF`U{@TmGl>XPB|E2W5@pSr|pZ!be
zf9w7JrF4_H5tFZZI+y&~`qU@+OZQLrB!B7q^{aG0ro4LJsjlYfT=Hw{Qy(7nMIL$N
zk;mj~p3d>84teB}M;?=}c{<0VI^>Z@9(m-E$K-3C&he-YlV6*sK0NA+Jo1?QrSo(T
zkM2btdE}8t9(hc@=II=d>M;45r*k~2!{lq8&he-YldpL?$D=w-zUJv%@@wl;A0G9^
z<oA}RIg_vRr*p|)yFSgqqq&er9(m-EM;?=3o2NcJ>We(`$Rm%*ugy~*9`(iKFP*1*
zcyurF$Yb&~Pv>}4hsoDGo#Rm*^2j5PJSJcBbdE=L$Rm$D^2j5P$=5ucOTO0ouDn!z
z>ciu?_m9@sdwr+AHBaYwREIqB$Rm$D@|b+h)4Akpz3)o(c;xSHz+Uj(^wldK&&_L{
zZ+($R9(hdu+IgCTM{^;MJo3mRk390oBab{LU-NX1M|H>}k3902{H61B50CD}<ZGVJ
z@u&`Y<T3f0r*k~2!{lq8&he-YdE}8t9(m+3`I@J5JgP$;dE}AD<ZGVJ@u&`Y<dH`n
zdE_zqYv*Z><m-It9FOXdM;?=3o2NcJ>We(`$Rm$D^2j5P$=5uc<53;*$Rm$D^2j5P
zJo3n6@-<KAlCSl?E7fDltM{!AdE}8t9(m-EM;>|Pk;mj~p3Ws->wQ<M$GzrtF5l)x
z9(m-EM;?=}xpP?a?pqyp=Z}2Zz^&}doOo-$pSf{w^P3CzHeWZ7xv@Kc?c7{=>HGD?
zOZV^kxfkns9&6rxtHbX6-g0x}-sZdYdF&N${XKPl@4}jQ-|DbCzqj1nc<uSzi`Txt
zyU$$MonM>li?yD|wRt^%d@mcY&&pfd&oTeIzvrX<extwtX#K72yUzRQ@2~q<`#rk9
z(fV%Qu78)0_V4PCeA$5C;n>H0?ZfYikM{d|H{RO&&5gG<|1s~ffmy$wzIg0=-M;M&
z*X~apuB{(E?_M13ckOy}<F)TU?prpn_x;!3$-Fo#*B9MadF0Cm>Rx;w`#JXWya9g?
zmFe$;$6Dw6UUTn4@2z~)+`F;v#dpeibiVS)mkrdt_&)Y??B{s{{vIkH_3y*GvF^q9
zt>)%N??E2<%5!sdSo`|E)!f|ZJ(cI?>ah0peXqH9q4!oE`Lcn!7vINzj{Q7uz~4jV
zxqlz(u=e$Rueo=j_g1Ey$6Dw6$d?V+M`hX%kG0PCqvqa?_ECA{%LeLRd>{Kc_Vc^}
ze-D+%-^cOyan9d|zZ<N7SH8E(-HYa_OgWFW&i9co8?cYcV?X=ckKYCB@78^vTi5lK
zcl}3m_au(?AFWSw@uU4m>&<a4XWu`&|GDqJR9*MJ?w+o`%V+oR?(g!^`MUZp@8+AG
zkIvWCkLI)AKiYrveO-Mw-`?v-=j-0Tb>6-2*7I(^qwgE-KU&|-KfC|v{iE~EuHU+U
zcmHTU`}e!|`MUSb-f!1`H1FQm<=y?G^<Dqbe0099el+ji*YzK*-@5<k{oVV!yt{ui
z@9yvN(feoDck_4o*7M!_{oVVz-)HN5bpEb>cHZr8_WfJ;AASE(zx;yT9#Y=@{;BSL
z{b>KLes<oyv%7zGeb;~QdAGkVAAMifzstM(yZSEQy8rC^N8dj>-`4fB-#_}kSFcWg
z`_1XcU;d@^zw`VrrT^Wh)8BjhFQvbJ_4<P!oPOf%Ka~FQkG(nl{g*TU;Q7p#pH4sd
za^@d?dgd!HXTJJ;<{v$s{_)G1fAZ;>fBJIfpFN-X=TE1fdO7p@(=-3#<;>Tf&wTyq
z^e<n|{HssT{Ogx9PtRxm&C}`MzCH7`U;gm*7k+U1cW)1U<<&3Rer4TS%B%OS-gl)O
zQ(nDqb;u)+JSJcBbdE=Ln0(FCIUdzv@-<KAcvOcx^2j5P$=5uc<53;*$Rm$D^2j5P
zJo3mRk31${^K_0!b;u)+Jo3mRk390oBag|~Je^B^ZGGy)qrS)^k3902e9hB29@Sy;
zHBaY~zqR`Gj^yk6d{?T+S$Xa2+r7vmk390oWAZgm=Xg|yJo3mRk390oBab}t$Rm$D
z^2j5P$=5ucOTO0ou2hdHuim#h<dH`nlV6*sK0NA+$=5uc<53+ZU-NX1M|H>}k3902
ze9hCj<ZHd}O7*zcyw2s@+{h!3Jo3n6@-<KAl3!b&`Xs-$zw?#)W6G=do$4-~r+bpG
z_os6_szV-mOupvn9FOXdM;>|Pkw+erzjmJHNWRXO&he-YdE}8t9+R(mI>)0r<dH`n
zc}%|M>0I*Hu1|CDXf8~CZJzq@s4w!!WAZgm=aOGrpZf5qFY?G^@@w<dhev&pM;?=}
zc{-Q;+WOQd`P$!irFu+x^}f|1k390oBab}t$Rm$D^2j5PJo1=)&C@v^)nW2$^VEk&
zeUV2VldpL?$D=w-zUJv%@_VZ{Po??sUi11c-`<Tp^2j5PJSKnXJl&Igy+57fQ62Kg
zWAbbB)Q3lXkw+eR<T3fRdFsQXzQ`kwJo3mRk3902e9hB29@Qa_Jo3mRk31&7HrEGJ
zead;P^*q+R`&NhD`Mu@l#=XsV%(HCZQGXxr#<hPB>TqrS-p_j%UVC2m;<fMZ?lTwG
z^E}qP`&NhD`L(&ec<uVN_Z{b#4ZQE~<s7cvpE_JyzxVUrg>_yYYyRlp_JWVTkNSRl
z!J2p9>aaV1>D;||>Hb|m_hNVc$d?UVYhUicYwzE^c-+74_qR8^_Wowy=Uq7azP0_$
zg=_1(^ZH_UzUJz1ZC=k``rBN1>Hf3(nHy){cl2L2VBeLO-cQ%R%P&38t@V5K{p|hy
zqw|f{-`d}Eop<*8Z@qur*WSLn{dW22dq(?@)_3#I?%&<t<=uQ;-u0iIkIpw*?|oSN
z`93#Shx#Fpd}YdctaZL`H8(eUPvwy>8>oBno%X|{^OalW?!`Kn?;~F}U>|5N$Rm$D
z^2j5PJo3m_Zk4+i>s-EP<@%!gDpSs5t@E979-Xhe)!f`z-{t$rmkroQW!evqwa)im
zb9142E4Rwsi*+vF=jQ5AKje|GOgWFW&iA9{-i`KAIV;x})4k{B`pv5E`gggx(D}+E
zUp7$p;``kFs6+iK&&}0g>YH-sQ_iFFl_}>j)ur6|b8~g5U*%qNb77s^cglHmzVh5$
z9oD|Sk9^sHeN-O%+2?-zE?9pz-zn$O`N|_-Hc<ECd#nAp7tMn_@|Cl4eX-u_`^c9K
z*azAR^2j4!nQ|U$o$p)C&5hnunQ|UeUCN!`Yi=$yFY?GEk9_5kFB?dE*=j%T#bdsA
ze<ypvx*y*u=h6Af(Y*HaJ=%A)-W-Xe{b$#wx!>2%p0DfwzH_E?UH`4~G&jHXe53b!
zM`G7M)$v{Z*10)nv3uX>y<Pv=`K`}Cx}Wa-v-{7!e{}x6*LVBt@>_r3-sj)@eBIwi
zmv8;P(fPXi(R}awnf<=5|LA^Z_aB|_*6T<2yLJ8E_uuVjH1FQu_1}B_=zOE^AHBb;
zpPkQs|LFYPd|f_z|JL<;f8Xr+y8c~${C>*@(w@5gq`FJ_?*1<C=9pdI_3!f0`M2)h
z-M@7{y5G_It=~U-fA{{;e009q^`r0W>PP3F-G6kx(fZN%b@g37I{#?>?D_isr+@$E
z^dDaSrSxw+|4Zrr@#*xRUj8-p|NQB{rv6`E&iwTAng9B9`k9wA|LxN=-~85hzV!bA
D&85uX

literal 0
HcmV?d00001

diff --git a/pybasicbayes/distributions/timepoint test.png b/pybasicbayes/distributions/timepoint test.png
new file mode 100644
index 0000000000000000000000000000000000000000..672bb89d287ebe9a4d176b146d4826f61a9bbbff
GIT binary patch
literal 108270
zcmb@uby$_#7d46?qNG8mgh+R@0i~5vy1TnOML?ycTSU5Bx&$`e-O|#{ChywnIluEg
z_n-Sb-{oN+JqY`K*SqGLbBr;^<l`Gz2@F(1R0ISBj8~GP@(2j`ULYVKy}y4Cd<7<R
z{T2Md>nNt`s9<C4=%QzDgdn5mXlrTXXlbVZ)Y-`1!OX^*or#l)jp3=Oqob_@A2YMn
zzu&-QV{gJt$3-Rv-sFL;q?!W)0+t^9btgwC+YI3j0>UfNmx`{*+jB1Qnl5f<w`a%N
zRmI9yV@XC*yL0w2E%=t`&R0L~MZH1ndZPYVn1;38@5g%-VVVarcMsXQNDK_RWWINm
z8EQ04?099L@vfhBno6ikl}$T)X-{NYsIZ&#dzw^ar0}LWEL691$UJ%UzmLcVKlrB6
z9{%qOj|j|BUx@zi!?5)&0>ytmo`fO(_q!8pv3)=M?*sZi1L1!^D=JD&jQsRJKg_m7
zgYchAMLv+Y^S__{@IjjA|LW50<VX)kI6k)P$7k_QOa1pcZ&}EZB3vP|G}siR;o+z9
z|G7m&Y-#BKam)SI|5rEh|Lgio!%q<d6&xxOd<pP(j6Qrw=0L-3-DSBGceD5SpY`!R
zdBTU_*0Ah^_=-dnJMy571*2Y;IW%27>u&a<!-crVtA96OdH6l%3%a?OQRFRg4+08`
zY^vDM(n=5dz9D16woqwI*^cG?kkhh%pH4^20}`;iArdcDB7E6ja1a?OOi*KrW3f>}
z{JUDZzHb)|X{Y|Pfza<?$Tuh`3?ka)6Oq{%c`!yerUq;LIQuM2KXFAeuSs~g{d*$@
zsdOO5I#`0+g#)tRMevLI)TXJ-XlD*9bQN@~jb3h*YMd;5|M#6sH=qe0pgg*js=0^C
zkGNWoO)k_HYE#W^IN9k<<k$1tj4MM=AB+8S-yPAcQ;1tN>#57*8aA2f>34$LTWx$U
zXNI&te}Km8mQUxLDznqFd{pJ?s2z8zA3jAT`G|==g1@u+@t;eE5E!r_yrPaucA0m(
zTKBnGH)R$RHIy#X*cpXw<(y57#Qid`>QNuBF3hH%3NTB|Xn_2)ACYglsWo&PRvB%U
z7;W5oOqoSQ4SUPM4_<C{;W#)_^KD8xvhcDbbl6hHq`qdr1>f=ZpF1~H4C#UgqipEN
z+BfpS7gZ6Nob&3a!tbIINE2lPvh^$Cp8xX@*?x8yq7^8_^cjPQ_rC$b5vu8o7ljn{
zpstNLgxFA~hmgy~nmX}g*y-@!_cwg6#(>L!i<YlaOuCc#A>`A8N4}n`^g86&s4=(F
zDSS>9aa0s+d9%*k3hxx|^B`?+&a@@Qa$0Upi$jRWb~67yo)9;rmX^&cwNm}|l46_o
zPdKwax7Vm#qO!We70nmN*+PBK1rI(RE*O-?3xizIytU89$Pp^a)DkvN!qJ&zhR(_M
zj0ZVwgnPQ@Zz>{)`t|Eqn423#<kJM{#!W8LaFfY#PF?WUSDSJ^h`Li{Ms40c6w71p
z@4wJw!effFsE8w{U^9lLcwfm19att8&S{u^;$r<1m#)NZw;j@d)@%sb+}Pk*TRmIw
z5z;wt#hZ5|dPKnAVTkZql4`QtL=LuhdA4WL7Kov!tjuOLUGY{EMA|v7E%HA9wP^WU
zE+?y>y2rY__wA-|sDl4S2lNLkwTW+mPE%^8R9u<kraS^zu3QQDi{LG6ApEc!gtia}
z?MV`2bz8zLv$AvtB#Xp}L2N4umEO?P!@s-HQAimS=Hlc8e%A9{jl=rS6ZcY8hSi-|
zMvcIB{iU1BJ)zyk-KJY_5F=l3Rp^xqn)OSgXLP)l&~$jr?{)bhp@h{mxkCC)gf7+A
z2GYVim(%m|K2<mDSQTj1In$8VLgP88>0iL#4<4cDk0KxR>6gA)%6+<mIh3}$K31iY
zd#uQoZ;yL&<Gwx43ZobP`_Ou4%1y9*PECBoO-!C!R}%%bu~J>0xI#w9#)c*)Bm~ns
z*N>LYE>Wxu%BR9=wLCod*VB9iJx;e<cAO0=)i<}cmP<QH4aV}6AQu}M3_6XTlH)XN
zu_0ZkARY*Km4jpGY;ZuRc44y>*k}#(^f8a%+GLnw|1U=@_jd~2*tIUP$O&C@bQykD
zW$5Tn;U92qa+!0&BOxKt^oFe>T+J<9gTIsb-+<sf$(gx6(YfW6&5kljbqh3Pdqoks
z7^9-CH(&3za^xm>oQ|c3-$76;XISvNq9IHcaOE|ONux?rfGk+#L{ePQC@k?6sckgr
z>7TP48D&(d?)ED;`}=O~R*AY)knTFT2lK7cnH|XGcDbg<PNiz0GB{6oT8@vJ&fA$0
zcwG0NT8tMERGxf9$2;ME^eFP>wlcrd4IiqwU#cRORu>aBGW8I?^|uZU_8gPkKk*bI
zmu2?3U#=j}C%lczSg?HFW3NFvfz7BQ?(Jy{mUqPT^mGQ3PQ5EDyK%4X?aj62bj3&d
zqVM|H%Fo$6;nf$)I#uZW>-uEn6EEMB6h|t)c;a|zgYS{A<yPa}6lnh>jBKV9=Cb`G
zdI=8#5%U?mxMioX(6$r<M#=9hpQXY)v_wRZz)8q1F1ER=LdC|`(Q$j90-P{jD_KHB
z3_~<E_2t6Mr&K%%o9Ua1u5{x6CUb-S(mY0Sg{KdBcAcC(HXqsvrjg~Yeh9&b7k+zr
zO=lIiHy16?m(xG3q%mZT)J+M=T}=N?W7*BiC8ayTJ@C8gUM>MyyxX#>v>Z3GJOK_f
zc%NC<CDFFfemkT+J>E&@obRq!<j4xldTdK_8}hdT67Ylb5pRa)#6_4>3pHfxoTDZT
z4I8x=rDnKh2H7&Z{r^M$DW{`*&6t^#loVdqH(hBF?vXNPj{Lf9TWsaLAfo|b7J>zk
zXhuXv?9{X@cjmjL`j|_zU9dJi-7Dg#|2$we>J(5c5DGMFJ{z*Rjh+lZj?h6Y@b2#T
zw>(9Nlr&Twf6n$6j(;M_AK4<u<0c1=>B9@Ewz>C5FRx1|ZdpbH$KS|fUG3-J`(a)=
zJTucX=dvIpC548t>6n;yweoz{`*H^)E7G&m^<)Q3gm9r7p2EUH$};1~14%fVLMQlt
zryg4t`v^_e|K!^zYyBxbCW1!<2&7)eZ?j}mUh@!B<D=Uzc%9kJIZYfyhI_7julCvV
zSO}ikF&;=2kWS(Xy|{2EBqB1iv}6dPrT7Z3Q-OZ%`su9-Eu)Ky_U**QRZZQAYn&B7
z)M@Yo{zV4RoXekhO;9<X3k9ZzV|h<OvUdH*XHv2I4SQbUI=2@Sla^J>^UnRryzoO+
zf4yUqos|_hKd+5R3W2uxqtId>*Jv2}wkP{W+3T0$r@#5o$t57Jr8H;CEFrp5pu+J9
zz=2omBZ?mR32MAid^#jtTL%lh|CaLP2bZSI0BukUCXI<#RwurD`-OR~6BPc@3-g4x
ztp4gcjLN~N|Dp#&Q(E{IJu;}C&OI5EXF)yw=DzXTnHAs#P_a4Z3IETEO?@98=LXGw
zyO4aBZ<`-*bJ3>bv8&i=H80djO7v57TYTrtv*&f>isCcahh9m1_3!fQ;s_)HiI?vF
zzmS1F3p`E3Xi<5w)S1X7IsRed4c;4HwjhjO!bpD5bXzLJ406ltVH=VOJ-`1TgV!GQ
zDYWUd(pWOttqQFFR?|n3cG4gcp!d6Rq{sIL%G^B?C$NlJdxuw@=`}e<+TY!KK6gN|
z6A3;MQ-&yD6cxufrknhHRCd#}C=?RPq0*=`_dPo0cz%}E!Ba_A#FFmHQ>z26th-V#
zC7~pQ{{u=;o^S9wk59<z+6{vY>`ET}EJE)pP;0cdZtyokgJ=qN$~1c&Ki&VTH|!w#
zbl7>r!sDByN`Yh%0*VJJ@ir~O)XVA<9){5%6ckE~pvHT%v8)7P-*>D5c#Y`Jo}8(U
zt8yh$@K;E{O%!j&`42>c^60b5j6e>Im!%kRDX~!xCbK$o^7DvxRzE=1^7yq^YDmnK
zZRAF9X=9m-Pc>@X8-u|8NEh*36W6}s*yN)i<~_8Kt5+>z;>AttvFE{e6FK>Ci~q9M
z^wrAa<1CK@UN4S7!i2}k?*=xBc8vZBCn(Ps_=4|eI^453i&fXOGV5a9CoAZ&UK*Za
zie=ol?Z;j(!Qvdiljbv!K%oRrSm433j17^k#yzEA;wj~xW#SZDs?^YtxJ}AMbe4Yr
zOX^#-f6&E;5G*(W>5tG$w6y9fb(cttJ2UKB!Md$>@5g>V(d*(cWqFnpfMOHP81E<!
z9-GxQ@^psSMU)L`*!za@m;RF|?;<ZsFscn)$<oXc0f_lJMMJKVL;N1#b-f0ie}ax6
z4PHBvv#KQh#%4yY%p?+1&zBaz2pTR=Ba;@T?xk~?61C%`);jiop>*G_QXe`_3Zje=
z+<J>c8P&@5OT;<(G(F#yRVGT3T9^SZqg4x@1<bE2?`pM>*J1s8mD}G}d1pAj*setY
zHl)0qQm1ittHQQjle-7kHC|;8KMJX1K#|RYm>u6N99PmX>^A=gq9StGeF@>rVhkK-
zbAK-4su7PO^pU5DA0PL$?@tN<ENyn5<IQSetF^%O6y3j&m=&I0dHufXm8H{m{@O7c
z-|2}E;ux4U_j@*?#gMeO_BCObywD!s<|n~&{E_%HrI>up@@-<N`WI?l50Np+O$)2R
zz&>~T0W-R^uR?R-A78;SoGD>tqdJB(-rqIx2E#K1Zy1t*8(7cLRX=*<=+dd&NZz()
zU2~h#(X8Tmhe~jMq;Vp3sbjAFw?g6&?9C6+#$m*~%&Vc6$~hRMn4*MXruj;%Le4xO
z!-%py`V6BI%nrZjgA|1rm2<49Ul|fg!0_*~*g7l`4pa6#gHXskBTi49aT(Qra5o-c
z6xII9i>fUIm6BI$NHKEV1q9^I9&I!;mV1FF=RjW>jMR8^^10!kn~98mIm4PK&PRc4
z-@d#sZq3-Ip1|GJB@^7xTjW4oDMJzW^z%pEQdKxR;^c`T)WNW>^S~#I`Ii&n08Zp~
zz7$k*HtzxJcWG?HQPFJixt{Pj@F%<SwVJ771pxZVyf(-^$)7x146pqd@~gAmu61L7
zrt4$X;V>mH=}#eINoCiSq^%X8@;U{Y4ae~~YZQi=Mz#{Il@8=pI*jNutMr{L+N0mN
zbmJX?Co>$tamU0r@CDL|pF7<w4(h+`l)8kKz*p10>shkT4b1bbZh=v!O1A~kx^9Q7
z@i3-1dH)m~qZLu<5knV~R3WQ@{njFmkK0SPsOzJ=s#VQxI1Y1nXU&s1#<4M?Qe7is
zZz!0zrH_VprFkD7@G&xIEb77ZnHA_zu!Ol~qFk9|Ii9rZIlS2^G=6Q1%GpSm%(YGf
z`Im$f$eup2VJow*Auevbpu0T}zvbCDOtP;17^m&N8DHIHTy9uC1!qL~2p>HWZN~XM
zgK;A5vYFqmv}>7ZPo|^`*njVopR`#0R6|;nyk%@3KthA~>gUw*uDL3Hmfy!$Lp1vF
z_r%ISm?dKO4KIXWv2XA#k5+N=IM&!5S4qqp4=!L?d8}N7RqvEqo9HG_^T{mltA`pa
zbRO?J&R1Vy$`55iDxXQ26hN1W6d;YP?O(fOW0_BF4;Z*HlaK*o7{sC4K>f^UxcTa2
zkksb+1}5NW0ic+^RC%LB{!b)6`4Nxy!rk4S1~+(g45Mf^CqF+UBV#$f8rH4S*oxP<
zACSS+w1wy5r``|@J#fYJnXznLOWAKo$*3mgbt*hihGQL20B1{&F^w<gThaKp>uZI2
z#>a^@G#uVH*cIulEOj{4kKTPPvZdvW2WSa6^l**Bg5G1>Bj;$0m6s<0(0=Ew_)DC>
zz?O}vK(+MU89)=#X@V(8D3~Fq_A3lr#^Jm52k4q39N`|yyV*k5W^j%ceM=hL9?$3W
ztE5Oy)bRTh16Kj=))yhJd<-;P%kg0+u3(JdcKP{J=pKreNu~bkpm%}9g7u&m@p`S_
zC1gC!U}xR6nt$_>RJHtM@)E?wdSdFb3%`$qMSaYz>#C6L)J<@8uQ!^H&rIFq3|~Ta
z)whq|(7h{}x@^Xu^EM5&AGT}9O1tP+s+Oo1yr0tpTF$0tBB*eTrEpyb)VbV~iJvYP
z5|<J$|4=dUu4_PDd!H0*G2xAkjlpAm)?q-P{&H@QbSw-pQu4ix=Q0t3=e7YEB{63B
zw7O`=XI4C4MHLk|HOo8Q`1Ok~kIvAyXSH?Jp2P{ZceCx1c!$D1)+`+Re59XaU=KP-
zA~gFmkI8iT7YyY6^(-ciwVN#>!>4y6o@nry(UR3Jia<)&ACS&pu+&{TAI+pRtyc5<
z^bB8Q&em+p*0=Y#np=c1GV;QqhPO}b^q0`2{sY@NVP<k0v;N@DrIzLWHz3KezvXhY
zZk|}r0ANVui{ERxXI%MK(PX86Nl+|hxQuwlTXhW$Gb^jrAqg@gIQw7YZsJ{I?T&o-
zQMCJIpV!$O_pdvWG}!up(@Cd7+!QCs*^Gm}=-9R(d#>{@(CSp#E(y;cgt;USKRn(O
zxb)~x;eC*;h4NU8x(rmH%(>qcC_~^+1%eTCPcZGX*nAdAZ@p`hNKM4YwGXY5a5cVV
z$L^CyP~OU4O*vZV$~>`Ij}fp=or|T8p}+oBuCa8;YYom0>5&Olq}0PM@e<wiVXdx;
zeGc<_PFLd8j9r~Sdq<s0N&g}Y5@L>jZ>HL2eVOc*M@|q%h2V4M;?wDmCCEd!1+iU3
z0JIJP&g(e1xWc;mL^~2eUV~iix6J|`=m`+`a#;`4a?|Z)6YS=!X<)oiBSFyX;(?9O
zLtp9ZNy^DNZNgTrEG7PUZ7UP^n3T;iXLCfpHg!V?Js~wwl6}E^s_|SSdW}dssWMtJ
zcVAZ-GAUEyW=AH%alvTJ_D_`=pLQGPtH4G_G6c+ge<I`gX8!d#F`Zj!Woy~e>ijp2
zeHC>4J$N29#*IYbBYdVlF#S|e^7A4n0Db{F*2N0}Js13Zqy4JCJjjli8G#_8%TN_i
zRv-zGKfFIUF%dK;c$o4WU;*Npc!;^fgqF)esEwyTv-d$TgId}9^;D0rPBNdXZ>`~!
zuvy*s!C{>huv?_+QH%LLANH4U1ZFQAm~J-l8m=bT-=<DR>uXqq8II#;Nl;OUWae@Y
z$Z3B#Xd!btYTmnavvZ-nidQ#VpQlH>nz%GS-{z;Qu`iNX>QpNjSLq32zGCtDeu?F2
zH-)FBSpK0tay{JR28u#j7k)c+tyff|%c$e6;=6_GZabZxTitx7(&>7ORR=3J$pENa
zQ)Z=vH|JoC1qhsVWBo<*TJ@vHkKxjRML~=uIsd0{<-Z3P5T~`dJ#TJ=1J`5{erNPr
z@4fj3&+|4iV?cFWA*AnGp29^FovWXCK)~yqvjH5B?Do7<t-|z?U>a6jj~Jljc$&6%
zet)srTFY(5s3$h24a=8+-58YVZXY1*IFH^0w^IOVNEddv3e=e;N50(LTs`nVS6Ayo
zLdKIwgOigV+V%CoVWN8c0IpA!yB_Ex`XS&3XF~Qp!IxDTV!1K&W!G!e8r+>=c6aJ;
zF1D^<X}7!zS<)>_w!}xJqyv%R&thKN-Cm!Sg9=-(&5VJ80guk@g{G!@FF84^w2RT~
zczzcq((oWa66bGk&PJxDU|DBTU520(o?{i&tP$qr=iBk6j805A%ve<){CFZqeC8}8
zBjb5Fv#=JcVXe12TXXIyc;zjGhR3vGKz4}_{;{)Rr_89QM3n)qFve$foi*KhG1aU*
z2G7p#g>Mg2T}ayXw#oBr%}^7Asz)~xf`^X;4<o~qhXfm)tMRhy0{t71F;B5gfAu+(
zWWSKo@pGIvH1SAH*>QWS)hJWBpq_`zt4Pb%FfA)G88(-NluMEEERoICTP0D*O0K;4
za-ZPxWpx1ky4!bWzaRomXC<eux5-@3ZBmYu=lRwPEjOoIDK*HJy1eAdfQ)`ye~|`w
zo&Dw2jN4+-%;Y$+;p!T;)wP(im2A1WL!w(0F@w(bYT1-^^64;9!54Z-P;@n*!*Rbd
z1m<N2aSQ>n09ui7QG_?{A2GY10&D`UkI#zVr39(l`?LCW0mJgls5P*EHJV`)IzB1z
z7unS!3S4$TM#Dv)Ug!uVsyUsu*xcJgX*Mo@gnkbQpkEpqQYN%LLT_%ol?znwyf89)
z28zk?@i9V>2?JJ6K>=~aZGXQkJad*f?@S*W0hXPbN~&C_-kztF@4As51k^2WzmZMI
zn!)bQ&gwffCf$i5EuIwFdhI=00h8>@S>jEVrVAXG1ut%xXR0oX>vRnFkZCl0i)50x
zmYnN=v{_MIeN>)y9g>~qod|HzgEp4$OMyg_O+G@}#dvKj8{69}K|)vL0|IBnTNB04
z@zF^u_vY$c9C{e5OFYi3eTVG=bR)oRdIPX`P`7X$hUIhK<}dyd-F3iYzAf$MIQwux
zB>f>cZ#y&9<zAQ0V681=H~T0>^@rWdf>rvZ(4Fdq{ypzA{%vP|?cz9~o%S#{^}=7f
zb9Fs9vQNh13lIqCaDxM0H-%=7Xw5qNg*P?O_BP$7nctkXIbAgg75`l34su-&5M(lS
zd`m(jfFtn0e*)7G)|daPv6QX5^R_xp=+^pq+WD>f`C9k=CNItw3zV{B>Q9|A!eT4E
ztHIRFdtLiu5|^;%@Y?eO2fI@zyb_J2&uUD9PEzr=H$Cb%hlx+wEjSmJEfqOF{U~Ea
z6<_*6gtR`I+J;wrO%Z;b)_J}kK$bPGBBfIsPS$uMvU}5KRX=$2Y`3oQqfaAauTi<y
zWI;)}z<^J|r$dkw4}_S1Y<?haWR9B?OKA$DZ5bw-vznW6&4oSFw(to(b>)ZY-?;v5
zm_<G?{POD#W)Mbk!ztm}tOM4RWh_t|--Qx!KMrn}%#^<ZRmf!c+ba%kZilVHYM`Uv
z+u4gsyP~?jzJ|k-0=4o$PeC~y9kK-JK%he(R2F-MiUs4wRNtNy`v~Mv7|zu?IXXH<
z-(FozG%@MK^{jqB8P`y&b7q9+!*GF9e4zJAQV9e3_PG%3L1kqn{F3VmAj#N~9RWBb
z$AG&$(R9Q4QS==M=)|O?+`>YEr6VWmfxgJyx;;Vb`UCMQn*~`8!e=S6N7s8kx9`t<
z>O0HK$LKzHQGxJK%2$4?r6mJoYk1=Nez{xsAV3&?-+x5or6977t&=hkayL5*H#<4k
z;uMdpYd5K#_vZVYCbT*M{*vHJp?>@kpptX2hOmXbbr6nB3jnT!*Ix6kC%1vKpj2fw
zBTg4X@%UpzpD}!O+zX!U;7HW%)&@KBd5v13z*C>`$*(auepO`<=OAPhsz%VcIgIOB
z>J{Y#Er#S=KZ2*>R_-CSd9_iET5J}BjydWpx;Cj<sl#WRSEXqbO+Bs0=KLdhm;-nT
z>PA9&F7+Rhi9zFSMrm<s2M~)G>PX(J=_Dl!6F|IF`cEDnZ*V$S1si`AEqf$f^zfr5
zVp6+!KsI9aoY(Lr4L-6mnQ9+Aqg94YbjJ-8CikQS@2-4)#eLW+8}+>U+lCCWb>w%$
z#HiKa22GZ>fIdDR*B)%P<Lpb?L@_vkeW#FfGWOUOx&P|rA3Xz|e1zlGszOFX2>Gg$
zYtYr*t|xs6px!a4miSgxanaG!Z|?4Pm{%UgR@VnSPj!7aRc=ylx7?9IN2Tp^?Zni0
zu8$gkh$VRb6por)&h1<qzKxgxQuU0fZo4c>eZ8w60d`v5)VFZew@_j_L@{2VCi2ww
zczsMo$15h7srG(Qo1J3L(BvdsODvtTEYPS918p19BX}lkxtu=}%#uqJq<M<izX7j+
zoFGjyBH-zGvNAUu4}UR_Q()a!g^*$;aark~Zcq6a-42C&|IoQv)j@otqS6V_SZ-b(
zVMX7%(5+kJaV9gX#W(}_KK6}TIAUA3(77Z8ScimOr3hji&~4*=L^Kbmb8K5|RG~gC
zZZQ17!1a81@`B@f|010#OSKyJl?0PiS|JmpvMC18z5iBN7|QGe>+xJ;PvgzKBnj`Z
zL@O9tbWl?pTr_;ywlvH%!m$}fM7-Ta_9zV7bc;Cx3bdoX@=B+DwMM6x8npPiRU@ja
zy6TlF7ZE!-NJbR$!$~xUvtb;7pPOwm1BL7uTofo|M*`A?!#*mAHTq%whR;cZf{uRm
zXMjc|2T>;Pw6scD@VmE9w=tJpF66#51Nei%ZnGGez+F=3!X0ku@xIeVsK2OD%M%7;
ze&TqIvKN1bDd^HkQgNnOZtw63L#F01jjkz%XyCxUjRFg&aX5*wdamzVGu0>YNK>xv
zj{Z<r5^d1O;J8bebEv3So;pv&{#$d2Opor)-uGGkk(SaC^&|Vqd2-{Unqo<+*8Jke
z?rgymTF@dvINy*E`ZQ+#?D5AE`_<Q993Nh(?xe>uX?622z+_3?RvwYMZ=}COfwe8M
z044qO^psrZ49j~T=?jPVqUsV#GculL^H;Ip$uc9f0l`ZK&}W)>J2UHf)Ypk2G~b&b
z$SrYk3HEdZQz*=_lf;D>#~T4Ow(760QH0K0GFrp^tl;}!>awQ|l8m6v=K27KjQ4Q{
z*`3T!smsVj)pO27ExHk)s%m?kC;<@jIZC~}&v<z)$;NmjOQwFm6-@&9DN@n*pPw>X
zu@K^V+7DNIU<ctoy;(9zvcCj7=}F!~Kqp(+YEay2utSU;ODB~+zT%Xu2$!}GpLQ^f
zV<QA-GX%%YXkjV+yR3(q<k7J?%E-O7V8y8iZcb07`(>x<yQUj{GoW1F&SqY0S$<8n
z9=J$^E9XSVgZ<^WBb|FrDl0<I+?KAK-sFjW5W+qWWEA#mW8fIxpW~c=ZBr2ki~y4)
z9p=1t?SsjAyq;@$1N+=~*BIfu?$J7ym&kzRd)IDeUs;X}e7B#DnRQyys=rM{bG5e!
zG^vWo6ZXEbf2ULbdGTig6W~zxK+?nwMh41!X7*=53A;2uXPG`hp+tc<CPC8}h)~*{
zxhE1hf8t>1#CYr(C`xiLh6`{|3pE+-+c3C^&$zhfT`9vMhxfrTrAQlCw&g)^otc^M
zfaAq^aK;aR1~VUmERg~d!bbGEW&K+SDKpvj&Fs2hCm!hBEnCk_OrSJ_3=!^j4OA^V
zbqk)6bz_?GeQ}Tq4p^Cs^Z94hHogWk@hx#hN`52uwVbIcyds_lct^FcQ;3UoaBXX`
z#UJe8fY2>O=xPbe4YnF*W@bj7AWiCY85<kBynES)7!w$HZ*jlrL^Km&g@bno*LajC
z{_QdXWVOd&Q@#?~GB2DPplsu}Hjg+ZoLf0CU)0j@t4-U2_hEvvQFiHcOZ01g**eUN
z?jHv6)H5@OaBkPP+xz9z9*vL~C{{~{Q`YrNmES+N$-}Vca;<@0#*n8aD)MD1=S>^v
z9U}!1ED?bIplKM_$YYBZBZs$}xj*#yFZzaw0%pl~dCy391=p?N8ck5OU~f+$^O5Js
z5oF;Q0vca64nrwdO&&ISBQJ^Qxw9vyQce0&87xi>6EyXfv)Z+bv=&=jHr6NCkCz-S
zKqa9_xDWb4pB6T=$p@RMZmH-XIL~p0|B!w3XT@z&KSw&#idjf8&ORDTkZwEIXadcm
z9Q4p{t_E&B2h~osw6s?Dp39|r&R%1n%Q0i49-o}VoZZ^op4x0rl?R!mdBqm{TyJ?^
zZ|QUzmzNrLJ+`h{#T7hn!D`&}4$scWKx(6@bQPTPpU)jFo%xp1TM%x*`*%}2^WXE9
znJ*hwb**E$JRr<LMcmlk70h+2Kd8AG%@*V|t@_YsobmPRS4g~Iq-2CNbvVJNWYal`
zqHCy=oG9vxK-ED5qXR{};OyG&I2??qe$|6P=}37Vd%!YGDkQ0l9==+g98IRTv8inS
zRuXEagh_~nOgWOjGkVubm2*R_BRx#gPiRN7++8BDXmSZx#pxvx5W~N_Hzr*~-0**H
z0U2>ukvq$bt=gQ4o!&TgG)XOOq!V~!q%mYN`KM$QDn1q|;!#t_>~=>@2lbgR=WVLk
zjUDInJmhU=uDX6Fw0(hul7Zs3pNRtNuidllN!B=D40RFqW}~nE=4vewIDSJR<jvH7
z+lam1T|){^B3oS%cKu|bGiZq`CMZ$aKR7+zG4i?fhPTMUH9Iu?dv^I+fVBbs5eN(l
z1f|YzpNL6Fbe8N~LVta><>_S~fV818*EeT`3w8%HH$pE?w%ks}RDQqqTToz2SUynD
z%=CJF_LhNEkoxGbhdIr$F4KVE)40O(E!P-s%9=n0rxk~}p&`3og!MiMY$a-Sf0>dD
zb|0YlAhi<RmM@)GH3ME@@M74REJGQz`C<8fi5erv`yKG9$#=Q$J1;%|rKb7~rs!*S
z@xveN)P>h#>X*R<y!y^zGkSXNN@i7(oB95mO3qi-DZC7n11vJ~YEh!&PZKy_8De_%
z5mK?=`&jUbP2+-KVaS{3)hQ1H=wbB%(FB)+C(x58K^h%Nq<`!Bq_-$pCbW7j+D91>
z!YKc!1nhWGo4mMjSNfd;XLoslyIL=Wiw0lql(Wu47j$mUJkMLPj?Q;G-3(_ai9Zl8
zMp}i##is9uhtFm!H<)e)GUE<@?n1!PGX2H4-&@5oU@66(Ki&@%Lm&vZtd;=EfB!q;
zUCle7(|Wz>&G(oDTmrPo-mDk%Z&v>4PeCUg42^_=kWg;i$G7H;R2U414h{~EgqF{0
zjEX&YA;N{3N^=}IZ=R}mWA{10^JxK~*5x(Ic=)XI(ORDgwr_G#y1R8p?Zw5#;aL*5
zjo>Q63cxqKZxUG#cYu*9eg@s-DR(3d0)d!yPz>*h?Aj<6X)Wn10%9JDhi1QM2WM5D
zMsZI~MVgp&E|z_xYpR537=F?JmfjlHmgR49xF*Z>L(=fI4oah(AqIH*QGIcRxI8X-
zQSgQ#WF)jFJxzwU>M+8=!wd?m7_5jg*E%sSz@-POySXQ4Z$bPk(D#g0Me8dyuE%5s
z;#1wpk0#7(Ss@pu+9(%hPi_m1i9@)Mce8j@V5QYFJzgn|DZQqJw$LurbfnC8;SVY0
zZBLvdICaK3?;m0HJ`_#{m!5SDi=&OnymXjO1|}~SX@B4ktJ<{!CMc1@;#lB903GIm
z^MgOQ77FFNy*esYFT@XQ8Icq6n)Sbu6F9*}SO+EmRufI)t{vwic)<xk!(%h)CuU1P
zXRhBzbeXk7Y5qd+q%;41PEL;QQfmOHBcW-xSL^k+*Ly-KK`!Ef%QXbS{k-eMK;tM?
z4T1lg4d331Dxf)c!uU<+Ib>4Z))LsY*QZ|Gf#Ms0cFq12_*CV)wxy329{MIA&w!=L
ztQ4{W0O2t;y89C~ZGKzVjoLX>44hL+b<>zUF}iEz6eUPYh~fu32vZ$$TF<)$D@HFT
zwSyWg@ZSfZtg^I;#rSN;KI`5f!naRl`W8-TFBtu<=qd04ZZ2&)KC9!w=amFrnf&(G
znc0s4d1&=gWx!=hv8Robt%)92rEi+Ok@BuSa;fOhfUQm295$RREHjobv})naw_g?|
zwzJR37fgT7qE}ui#h@jfiTIgJ3vWl*A4ualCn1Bkog|^&#*Csh1g-ZWLYrsXsO+E}
zq3*-@QpFaU_P4u8;J#!VzuFUb1gt`l@Ya~eZq0hmoi!qE>lL^d(fmbOIY9VM{+Ro0
z`V{HFlG+c6DiPFsSU$!fq7<E4GXS`~6g({rKR6zdJ330cO%}Q=7vkTo^78WfZLqi)
zu>+LSRlj-$7Tk1>)(8~KeL!^I1HM?S+2_Du<5?t<KFk^ks4=O-<(}7`$2QP;P4NU?
z(jpK%-{wM7$lsPOEOS_$ZHvRIz~{52c}QTI8PlD>aT41o^m)NZZ~Db$fuFLvk~2iM
za)?kSn@FDu%SvdLJaEB^){D``VS_CjCrHaLF*(6eP(~#$xP;$xmV8~L&&q`zfFsaI
z0p<kLFwT*L4Jw`9C(c0!{MXNMaOE&%*D~Tfqp`I1$x|nf?qb<^#m{-w!FKu=4&mzk
z)x{CKntLA2TTBjHmH=oD1dOTS&jwObVI>pY7{QQP*RZ%>zJ>Kw?mhxy8IlY{1`ZR(
zkZaOko=(5PxpInP`=`IceJTp6t8aFy`zHa9(-KdZedAHeUJ1|`(c2b3K2KdlB0EP2
z5cX3mH$F(m^2+h7i;cxCYPxZsKWjX*gDX3(2R{!>egTo_05B_TgtUQ9K;5(&wRnh)
z4_CS>s;UlwaPB&|6LzfPbD{z{9uxuYwpgG(#xZJC?SuFHkgJf5nE7(Hxc(5e>1vf3
zws3o`b8&gu+3UbQ@44%cwhZqk0Pz(L<~<LBbyk4GDl;qVp06oKcOs_+T;5V`@)ppj
zwq{&71$cZduIcKT&($&+Y&fp*2k<gJ0HzhtY1sok2G5(Lv~1wAo1dQ_a(7)04Eqw|
zAQ%?|!;oF$Mz_uwBjN7$gEogmR^1?eEa<ALg3L_cs~)oFXP7L=bbFRrtXr*KLV96d
z?%U_QQR}zIC}C~WV!fQx6IMB}tYuQJUZT-*5m?+gJFnkjOs`an?rBp_Tw7FMwT$(O
z5Ho{BpJ!*$MNN+G$9_#=5EHXj@k0^uwoOc4ve#Vsp?p3hpixbcAek$mTpy67`UEsi
zBk14vx&Qq23=l1=Bb#NCqxqJ=FbqijiC(I}K0~oneTM}}@mtX82t#(+Pbad@R?S)J
zVx&!-Po)0LcD`Cm)uf%a@=hENGyr&QYM<n{zw0y4XjOO#Y`cnrV!)XU;Cf7I_u-%;
z1_SnQkWP>UCtYy6&-_v98K5=Hw%}MkM!(m!YH!F!fB?)!-2fqcTG%6VobkFmJ%AVV
z0k2($NlPx_bRem`(_}*N9oaMl+O&j{$<>(7HBQ>)?E3k5bz{5F?U|2)hDPw1`RcF~
zGvh$CZH*=X+dhj$b-O<SXI}C{AzcKor}*glmFgeGGgficJ5k?=U)B)F0j<I9u<Lov
z_36yicRNbBmkPG>T<8@KaR&>!eyOV44A361YIi*5k4U`_qtf=Tjs}ik13sz1{_8_c
zjQJ!~oE6<)!@4E_=m&?Z%sy`4$i}~CAQ&Q+sWOb-vjU%*Jj?s5uy?Pde3stO$R{$|
zmsG#-8Gaf?#&hMJ6|~feo4@)-(muI)6<QpGlx7gbllkUe0WR9+?0z7=KO$NHKHHu4
zGS&<BYZHzYPZ~9bSo=v90Z2-}=yOo(fCG=mN|sI_hR3QuYI<P!m6RH2&jC-NcjdLp
zm2syH$dw0kCkv}6#n-+>Ci76O_1X41W^E|F2YbP6vay9lnA2r>!Ax2v==H%7yT%6j
z2CY&nAl;yhB4@myda_h`I<XIoFXu$@0M2A)+fU{j|3Q2!qq6`dXu=z9I~F?2x!I{-
zGc%Ec+FCw8lll&xC~UG*kSoUtr+K9-3I-&%f${;t9&or!&CJsC^U><&`T=N%>(Vel
z)4P*-9l~mxd@izmDDcq_N78PhL5E~;c=(-JBItr)P8ZeICc;yS1esSfTpEF&_@bhs
z!)s>k`gr&b%vjf1eNRms0Wc*4v_nd~uiXK?Cx_E~IK2if>XIqT-gs7jU^KG@Dy2Pm
zVb-R!E$ISJs^>|*&T4uP>Ca|AB+yi7$J6QcSh&=NQ-?z!bK6Cej-BhXhI8YX5C^yG
zzZWJaojJyLQgX^@NM>bDWg>wxC%)m3Mipa`ropEc%WzaHy)WjlxEI94K3~#DR0R5N
z$Ved~I^orQ&EDw#!>7h(7-DS<g}JU9`EL^g*h;tz2Cu_U%Uvf~MM5ayyKc|LZx4kP
zd{UD}ljG0T)#F$RcB@sG;}A>QkaaeQzlXE?Nuj6~isJyO+@po}VKwTo;>wxw)P86M
z@BRb=%pgu>8A#*6$MelTQ>O=$NRw-(@6e&4H{S&v^@H>XRf62(E>X}&ft%zAlV67x
zuYFsK|Hs&ojDhV7eXpCCsk@?jr?(U_j<PL2LnL`Qh^-_2A#{i5E1w8?AoM|l9k|DC
zwfA#NL)zo7Sf%|z%doIidHTr?uxA1>@ukXsbUss+qt#MmVfg+^<MS?}Oy&2$<8Gbi
z!|%fI-TzB@BA&C6Y9(*`d{G;Fa+b=BTH|ET*wL&+pJg|W!ymK9OOpsNS^x|_z{Z}T
zu0;9QdcZdQ+v!@u2OiXHUJWJNis$zq<#yoW91=+%jWb+#v;o7+hD6r`b055)sbh7E
zqtzv!P}--zJl$bYV=<(~kgL-=UxX-U`TF2z5l4;wrn7ZWfW=xJ{4S2oJHL1(X1!t{
zqKpk*D&d2-_yFQCw>gO~Ec<Kxc|;%!cV-!?67#Njy1Vj~)0u>xM;tA|T@$aJ?SRK}
z-jNxXLD4N=w&q%~g{I`9*_?Fh;y%c-%8j1ZtD3u-j?cLV8WTKQx_~(ebcKe1JFPlF
zsH+8_e5Rxw!MsBT1?a;rQ7GQg-MN=p$k}hVil1!|-d-#GGu$8>3-`qm*aH$`(NNi2
zn9Bc4q(4Y%h-NtISNgMYVUw~bO;!mg4rtCMA1=?0)dj;vneaXDWJ^}G7lSw}@Cs0e
zTOSM@HAx!w1+&pVW4zQtM4B4>t<feJ5ABzENq>p>)4%;BUaE=nv(zK!SXq9v=m((n
zr5^iy^}s_$?#A>dCjgr}A>94QW(X(=$V0QvXYphJD1vxP3>_x5$p-fW!Ry@H2gsyU
z%__U1*p#|EqmFbHZ^rwjMLiAz8g5adH;xNaeUucnj<C=0Vs4>X>g?yQ%x1*X_kd5L
z%(FD^hzK+@{E^}T0D|B>SLxMDqy~14>Nzb`aY)R$mN!UUq;)9aZS2-F(f^qA(BB|{
zurb+&lCJ|rI$n#{V-}s4%skig6Ud}8L)0L_@)TeKbtGHU>@CNq`pGMba7(ZEaT+>I
zI`jC}EByg3_JA?l&NLJ(q#1!89_XX5TIF3UTSGc~PJ$td=V2tx*dd4s!hx3LKrl-;
z#Vu7Y_`VIE05`eHhZ6pf&LvtDO3b9?_{)DRLIlCT1DJpS-=5SyAYMfv{MF5?Y|Rsv
zN2|eZfG_?z><S#gz!q{PdrP~w^<o79epf=<H%Pgjs0e9ooil5Vp>Tc^x&*9i$jVl)
z4ggR5D7~pt*N2KX;8^Zi8sw10BR3h_!-4^}1l*o9xyU@!Ady-&=}Glm=)!7ttI}KZ
zbSD~oyD7~lWeo{`Q$UChJg`?Pq*nmC?BbBQ81|}YpD_)tj_iH@fY1N^Y`TIqdkplM
ztL2#ir0nDom;s7qZgM=#gi}|hG<RO)wr;?u;EsWON}YLNUkXJd)RHcCW-09Mhl^I1
zUC4My>5^3u&op}V_4UgqZKt%rk!?+7d8twYQ4wXV_#0A&48Qj-d)t!0UU2kr&0UfM
z%tU<|;2r_b7M=&K8I2OD;RJ7gJjgA56IuFoQ}=Te>Z9F&y|taA-)&SMm(-Xf1xORS
z2({4pM8g;&h91#K9*J~u89TTg&@bV9Ni-gHUd@0XV1HR)$qG&nDF5J&zFRVZCI-1n
z&a7b1)_z_<?ETCMS*j;3#-&Roytb+&JeHUNfqxQG+Y7kYI=RA=RnDaBsDKFEY*_#U
z(A*Ng$^cN#A`?X?heH~)9(^`OXt5eM<I}b0d=sY1b<ekF?PsCGe0K`ko}ug*vAmjp
z+?ny@gwhvaVgUMIjm$Vv4N0s$J{$a2=}<=UcJ9tT7v!->q@L10wM8q`&qV}2w8g5r
z171%>*Vl{{_uf6Ko-5p!?nedU=^vy(F?Ao80cbg3_5d><DQ+&Ha~GI!7Rze7mp+WF
zDZcr$1pCC_5%~b4!tOPWyvcRMQ95Wi0_&?;XytI^##4}q>;vxCzRM;?HAE%&50U7J
zOVjZYgp+Nf(4G>Fo#u3(fp0Gr<ox^_f`lVe5gEOZQ9DY{bT-RLQN@U*i>ufhy8Bm9
z`NN`2Gh&$6dSWONgzvR+l&D#)A~ou{#7EF`m@d|?L7}3$@%Owo1*eyHDxOVCu6;fy
z@fO~Fh|2(u8h|JB(6}aM`~Z2SxCg4u=B2UzkL$+5W_AUQ-~22gL6yRe{u9j6zx~_X
zPAd^dHA)V^Cc3eB%<{qb>mS|o3Gk2ddV(5eZ)#Ttyn!N}_uvI}fYdeitJ>W!{VJU?
zBSnVVV~{na0R!iDOHJpAFEhBGsDWD=1q+!%rXf>EtMn)9UXO7=U`dKu5MreK>IeTs
z-;?)uWQS-lQN=zPKaz%r(vCIY%j7DigUwD#L|v||Z&t^Mt+Jkv`Rft>bHejYu~7mj
zB?6z>;6{J9EIO1<<-Ye!LOGU(=8xL_(Xto$DHdcO0p1fO;<9YsbbS0#RMw5`w?BBc
zIl`fh!xWv{916P+{O`Y6xqzfkE!n><z3$6j(vF8)Bu#7F{N5ruwKjvm;TB4O!~PnW
z%HM!h)*Fz1kukzZyg<$T1U3%E<A~z~SJF8A8n<<;g5~55QQ@Xin7tHZ+EyP{1?iM9
zy$19%{aUkdu0TXzz<`>0`l`!CkAv8#uvEuqQ|i~C_^g?-4_RVY_sM`^HPO~O_=4_H
zKSzCiPgorJ+3&bx8w#mGSV_Bur9B90tEi~hZzH>T1GlTw3`QIcsr)wF!v*S??XSAn
zvX|(Gnyj5@GR!5wV8QR<T$bU25-GhBKO_4<mH_)xZ*ihrO!cpv9qEy8+<MXKrYF&e
zkw^l_(-+|j;`!4yj96M^@vOsd^g8uCj?xM}S%rYKYnG^5fII8#0z+^Z#3AOe)lz!R
zCJ!cb=10?&ox3o>IR-k%7kVCQ5&vc6XUG}8es-;240W9ci2OhM;c6Nju>RJ7pi>rL
ze~{p9#7@CeR(K_(loaXjBn8d5e;X!jaa4=w51oVLE?;DrC4xPgoT`gTY2cq4D)$F}
zfLTCdhf8xCCtmCX9f34Ar6be(9K`I{J$N$HltFZ2n3Y3(lS$dny|)#ASO)}tq6{n|
zLzT?CvY8hL(bI)nZitqt`%M=cK)Y4HEx`9sU68f2tBFJEOIPEd36iS{;F4he5{!Fw
zz6$^i7SbS-ia0K+c@7#@tcKL^N6|cmvh}iiN%x*%=8KSL{yst>zh@fQOrfxqX2Uhb
zzM+UCR+<E<*!A~d(gG9?MRz*8Nn(+*TS@9xV1QbEVQ8`^iz$v7JH1~2vY9~FdTiGI
zDO<5Q=}6m1IDa`+0_STz=nJ$$ktInwm+fkD!MIH94~o3^`tT1LUlB2maDchU)z^{9
zk!>7(@@R}6pa(LEL%oO^t#Jd6QA#P(bF0PM?l4gl&|7+3^TTXlD}hE9Kbp9kH5@0J
z7{>QcLTl3#zWWr|6)d?lZaf%p4StR0!cU6qyTIgdA<)s>HRJ}x9{}t4c*R=!AR}=p
zx-@;41#9QiZH6EUkBd`aQ<SjUDyspA;nJ4IK3Q)I3B=WNJ=>CO><`2c?1&06RP68(
z@qB7sBlVaJ4jscUp~{nC*D}+lI3dEk*kGJ3K3<h)RJdmss8?jx=}sHI+f(i=8evw8
zoD;+rS<k0Lh8P~(2Y}&1b1c`-vUD`8E#?AzG!MQbj-HzX<9F&fgzER<=k*AcM6d^r
ztD^vB&n1~^wQ6e;JZ)D!*k1NyUt*hE_`<^EK(q<9al9@^`B_-eIRh^LM|CbCjqbxc
z+7904C;oK2ZK$%qBo7;XJCoX7a&mZsMqL;Qbik7p-bsZo%x+g)>I!r_t6-^0lrfFV
z)kAF38MA`)8Vnek)v64DaB6bl-BIzSlT&hQ{D2r)uE0Q)K|ds>Q1H=|`V*K%Y1K-1
zHgAKngbweY>Zi_&rs@>*Jw7JX<ZXJPH7EguQ!rnHlZqPf$3tu{O!?Rs_>KlgMvk&(
z0N4BJOm_1y1B?YmE@hCfKam6P4!lrO1p%sDffGw4LsgJKvq54jLGvPL7rF*n4nFUA
z$q8jUdnT8<i~vleZ9+<kGU2Lpq5E7bRz!)yf5y};xzpN>b5PhqchS8nqTRUik?p;l
zqY2RJqT0sXT0FZ8pBMr~F1UIK6uB6=M~?R%)QFhJalOMlU4g|(T=pFKYdQmmcz+C9
z*|~riV!ynSWJ;54`k(qjJn`Pt??fDUXesP1B`|r@)L5f{CJF@77EmQ?KWl;6+i%Qs
zL1X$Pl~t_S{Fc|y8j4P$D#2zJnOcK(k+yNH015%OX$rBB<@&Z<jOlo7PS^d5ZzUK>
zCmWZv_{aeB09(cg2hj2qFY|H_#zFQt;HyW)dj0`mV3)k4EXgMgo7xC;0&OGevh%aR
zUF3Nk{%F`O>LLOotp_k1`5A#aoFc7_wXAmB<RTtwYVV*lJ|C?bnON`Q-w+w<3oODM
zoSa~mvlF;uJV-tFUjmiG4FODgg)aD9ITJ|80|d<$ADEox1zJ&HbP?zeV77227<QN(
zoKBeNT^r~ydEu+s@~!fABYmsWB4f2AX4+H+4zZ?R8dRnPM5XYA#WMoaIzT0^OtLLB
zi*~N}>)NCb<tSD#A2}i`k+by2XT73&k`DG8*r#2YyvMOP$*jU{qz{+Zf8tX!ByKP6
z+2l6wm6d>Dj^goWlk>4C&E|gjYc(}Hh|GFEfv!y2n6z70PNS|CIs1w<=zk7QPbera
zjhDO2z&zCTHcki(l`&{kZGSsWM*tAF#IHQjzvv5CSU?!0c_x*n?*X8xNFSJz(8A~Z
zXLd<X-mEAF6%OPkvYQq`lQ1-d<RMm|ridU-U;!iHF26HT;a`muv<vc@7bil@62GCD
zfn5WjCcE#|AkH^na0c=iKsCPxa*1^s<Fon4WI#lN^aGMm3BPnR!5gsw8d^eXA$O+!
zCrPi%-vcRT$$#P=N<ajHhKAHjXh#<Do5U3FO-sDJ`awB^&`?({SqNDthcsdl0x-pc
zE{NiH`s2jkf*UUySg;|@@5vW;D6IEW0<cF6X~%|q1=y4>jUq-a68dbT=Qt8deJ_B*
zIte%t1gM20mq`DF<kxn2keOScr&Yv}in;1P%>9CmYrn%ZnS--=!rgo!D!q>eI)H;m
zwIJ4BDiwfQ&~FKEb6Au6kX$Ot^wQ)jyyQn(-VGXiIY~0kvhy~!o6z(6<NabXh5*7d
z&E54XG*25s@tw`yqkN|a+EXsBn2WGbrrqz*&Z}3lAh^JrK*&&@fbq(xtEik)CHlYn
z7z|%gg0KD*zE^_auX?B6+(giaQ8wZ1Va0e)(dGHskVy?wY#7GjMj1Y)-)`iv1TZlV
zBx4@elq#?g3HuXu@pjMQk1Q$;jic2bB09_2`pF*9$MY;QsIH>}&_AC695TKJP|b3W
z#va)RDH^e~qK|yxc5=;eV@rdVZTkR44DNf5?Wk8hdz2h!IJVPE8QcLij;CEH@-hu>
z-VK6X!F6n_HA2DE{58uIWb3kw$gw~#2Shbe3gMwG@@u^h)rqKb?K!tif2Ks+;J@$!
zdY6r5W!A`rwOpSXP`MMKIE7f|wO4CVnYvVQ-?-;Aim*W*V8E5i^@`0H6||_pA|>Vh
zokv7CEgJw&=$0{4-jj^eFsj+c1(RB9YYq(@%4E0F_P}ek76p2@fc!Dlfo_3xN^#LF
zofOJakOW|<pl|F@kO2D12zn~#-}2rW8g82p9E=Hxe#pY0^Hjb$u)^sr;&12<IhFKV
zD3CkMCNV<|62I=vb+GLe69m&cbWM$D;(nq`Z!tvxxQ#;0WDza@<8`Mdg~OjGzJbX-
zwmqPlpQ?eO{2NCfx107Cna~$o1*H!^y)c`+0Dn^;sS<2*7i4c`2jRGx+>+*Oc)py4
z&FB?m64jfwvIrKV$v5LQTK|r_8=DO*26!2q^HYFZ7I+r{f+1Jg0NNGwAR+4&a3z76
zN^rDHxjuF7zU|3i-3ZV!yE*Ejfl>74R2^+<(1#^fI`Fyw6!Sh){|u%vpg2--GR0L6
zoxs1DveRKKa79RRU*zW$4{m-y1p5!*MarvJLKXQ<M*oa<E+>OEnF54D<<NB~9qIRm
zN=p*3bk&lO8jvXh3*|s(F-wiR)N|b4Sf!sy$2yUEM*Zl@PT`ZvsSyn+-wb4>)V_^3
zGktUHx!qH4o!%(uGs(3mgmYp+aEw>khd9gES8zfQ1#(H%^%=phhX9v)uSx!{=*x6y
zC~KD4VX(?)NPU%}pWPBV9+?Jd>oW1Id=cdkT*lwtm}<HD1!G97yo$bIq|BuVZ%qC9
zQ6|@ZRas=RV+ZfzyL&3iB~fcPaBZbBR(6%C7rxgFYK;(a@I3ZVf-ln0^LL_`HG|fK
zh)oGQ?|(UQ)Txm-EC{5qA+Bo7FhSvWcaC5rB`t!0VC^wsT+d42X659l^mNnt3RTb;
zfz&(`(>dH9JVrB#4$Q*peaiEwjicK^1XcVF@OVr<$(mP@gKF_b*i;gGtU;$30E`Sw
z>`eS<NHNL41r$3%b3yS{RO$sUzHSG8c7)m5(VhmCy9oYX*O!yvw})VmWD2Ep^}noc
z_`aks=(U=S(r_ayPGPWr-hmx%CHWZ|D|kA3w*dHb(|#NF!@a$5Ll8?XLktB!j>)5n
zfZ25*$BkCW{$6Y{eDI$Qv%TEToxOq3o@u%D1q~YuS_bo+1X~=#05(DJPB};@1Dpb#
z-3|0^xv<QaI2364c=jU&N#E_(LPudzd+exUQBId-@D6fptft#cASw}jIO0?$Fsmu@
zcPRkTG^LOGPbttzC9>zLc3}H0mjY|R^kXY3hgVmaLSPJD`f3|mDyDGn_Ci&Nf96QH
z%YGSF$WuQvHCY-dqm|Un&U+6$B{&l`cBPiv_4sVb8VuwEq;(%(kN$@B=-a{(UjLY+
z5y*x6XURNl<-i8zdGE$>Fn&X<<j1xMW%*%T3QBDPnBmQ={#?Repez6TIfN*{pF@}_
zv_=|xO1KJQdJTn#wE_M;kaOgJ7%*d~ll8F|8BF2lV-*;$&c_s3XawoSVy3E>lvH@r
za`)AK+%nMwMGnyySe4`~We>7<%!Vb<Wtz-Wld6-qGE3J+TZ1jhH4=&BCG~)Bfd>f;
zTj!oCKLOB}2O@Im+nED|Gk|4cO{Hos7`MmY93ALdXkh8M|9n=<rU9L)jx66zH^sE(
zUw3j<)2xesb|R%JU;W;}e1P`Wl3OAP7Ke8e;AFLh5U;@-H=up3hC9vxS*<igqaLu7
zIhdLFeEdVI*r;iym2n;By5**QwY!W$2-9yQ4g|uV@UFa(B=DO>@PA{0KMzqu^xvld
z6CIsbZY@gsfvleM>h@uaa^yz}1!(k)Njn=WP{h8W(y|3e^I{X+7Zs<+-jq5!IKIhN
zt1)>-#K#@YT&-rQ34!TbCptap$zrAi>?J5msFYUhs5CHZz<!xW{4#}`ouz^|QVNJ1
zVAj)Ij+3)7(H@^=D6i#f0!>PnY+^<q7}lNT;)cWJCWC0RM9@9&DJ&STs+aXRTzosD
z<dLtY-V_ZinFg<}AA@Y;4UE4d9I&=sq5WI!8z0~m2QCSps*M4-L0qu#A&U-&o3%vZ
zLVY5z1tiAq+Nr_|do|O^<HJVSEi)M8G39zqm)5H11Tba~(&$*(pL4Pe*WlPXjDF);
za867zLE1}@dOXn4lMa26`Jqpr2$Ur%9U}01b5du|sPa#X^gRYn4_Cne5q*|+i%hxo
z&tID=%Vjl_<FO{IS=h{bBoL143o%k__3g|xsy|0%wMxH6AG3N+21@c3WQoZqq!Z<+
za2l@24B85OpGm-Pod9VNli~j%>no#zTDz@51yoW|P*OlaLO{AvLQp^iM7og<=?+Co
zq@_!xq)Vi`rKP01q`To;Th4pmbMNOE=Z|L$WbgevE9RVQuE57=iPg|(nk<hf;_y56
zREU|*7d_V*Y{M)zc$QWR`qVedT52GMchlHf%N!}Y?hb>r36+~YsvJA{J<4v~%t{3`
zbx=VX{&|2F_MCSlx4G4H{^%Qz?|@!*BvrV7@XypYL$R|_6k%h}K(zB7^WI;$y%GQK
zY=3XCa7U_lDr<&zIHUq4kagxaFtn(qx%5A}AHwiS??YsYZ`d!%Yk_qht#d@dc%Ny9
z>eDMS6ie*x9Z?;%MmR0QSe+|75<Gv=MufEehIzSY`4|jbsVYq`Ke#TSB%|r?;ZuyJ
z)qR$gzex+Q9RLtev8V9|(!XzAB?@WciA5BBEq~F)<RfI@OwOVI`vDOy{B=wjN5L1J
zi^RMf`6b4zi$acF9Pl0J=2c}k4vIf|s`46NA+Lhbeg(dYD8gv<i3}#!FleSx%%e^S
z1S}S5o|p0bVwO@LO_+^X3RzxkyQo=I3w4rNRkfJQ{)}D#e1@qKdv2_>^_N|E2A^xy
z9(Ub*dFvd@sYM{fkB{MuSZ+%8kn{@B1M;7+O5Q8b3ZSV4iCF@>s{AFez)3a7&DhP-
z?i-Uw4)p+9ENZrCdH8HWgq8ZrLAh&g^G_*S4svcberE%N!`e{tXjcZfuDx{h3Dxh=
z66(bKbG$$c3V52NXIhHkuY|?a^R_{R@oncM)iRFpw}V?<p?_#SNxkX#Y<E__8W3QZ
z;=e)vnUzWKGOjg!fVyB(bCIfXG~%FST4+4?7)N4O&e`t7?%*IiK}Q>U^8Ni}^7(M?
zqS)ONa5G4mBdJo3&@?uty_}~!@w3Fttg5T&dwOWXWatB3i7*P!8;mi2P>r0=YhQnZ
zzU`#;H<VnGTtJ!W_79{(0UL&7%^M5PY$o#|y*5X2vD|>_tUf<EigHmXTC(ybt#$zp
zyrAAMfJh;xB1q1$91jKf_~(GUBVCDW;|`?u*k?^buS`2~4}HEYf?}7yv#x#KG0NhD
zaL@QRgBz_``RAz?Iu4lD1vJ&2o|(=x87e^JxahQR-*vhlEsC7#SREF1pgZ3-zpY!z
z<l*ePZp>{|1|$T~VzM~=dav5*jq-lsGi@>j?!vT`dk?ysm5vYn9FE&gM|k!FMATgX
zUlAojvhuyO#(^P7&tkh>?Y_@~O5josIUk9vI!kK<Dd9nsypvH*D=-gy#5D5aP?e`y
zN7M#gmG-O!<_fGewAj8}4D#+5d_S;83T_R5P0c{{4QGf23#cPCadNWn0(c*0dZ3Dg
z5z(&CJ70M2D*;V2w!s6DW@_<78o&KX>p<VpQVAqwRo0a!Jf*3iFfZlvL(x=sF*G=Q
zT_EjZa7c{JhXG}%<U_cZlnYl`S_IShI6?1PP(3RGNjlE=IWP<LEDuRIFo0RG=>BT_
zwS{oYWNlC#hnK_Fgk-zmO7ggb72W(B^%IBLE*M;O>#f|io;&!Ncp@T;u9XueUGbo8
z<S-a>9m?VavqRc(x0NGs;Q`3R&1O==VvpM{!Qx(bWi}sjmR80XE|SNFKew}N5_KhD
zi#^n7yTJl68z$Vz%Jg5vFrc~ry;Q=+LKt_Bcz5x!(8Zj%DJf~%-+2NWX@)`Q_mNY~
zi?T&E9{?J;=Abs3jUkD?>%xN{(ll=<4wr_@J1OJ==NNLJdr)fl#c+gei&_sYTW70s
z=&^8*2N^wQY)#j;P76VPatRz@m~sLwHy|`HPz@KWS<n22KP4aw;M4<HIY5V(;vNgF
z26;sXezxc6NXeF(Js?#nD++m_hhYk#ohx;hB)m7mD~u^y<>UCGThB@MVBDl&{Kp{r
zYM2;Js4RRpG_i0@X8eI;qk0Q>-RLL-r7b7EQ$OdBVJl-kVWTp}3G>*|<sERs%s4LZ
zlz&f51o$1ph^m8fjc7^`MYL}Stsa;?KmiAiYjTTee3M&@f8P)d2b>@SwsdId0p9b4
zs%w)L5;TImaE|)*X@ifPFSPQ%j-Y`k?>)Xwzn4AZnL>z8`Y|5Lg^ZLjcPhJ^#&%xl
zxKifU7F#9i9dWjY$bHhh0i~;CPyN!m>`Gcnqk`~nQh_Yio}L3XgxR5#0^A7Z*r4}b
z=Xv>s_c~}WJ?88{An4IDQFID-@1Bjsv$tX=*XQKhc^B#KKyGe7yn9wgjam&YuRtZ=
z`#r3=0W385`_Yc^jrPLvyYYTH1;6(N{myWaIcwofqE#P){gsTTFm0Uj=KkkcwfTtv
zOczzI9-E<@7QlaipH^v`vao-~Dtw&Gq4ZCy@;ne>g|7uq-zO3UE)g7f7R0TC=;yq$
zq@-9PW=c}#6`@WsR_@0lVsm-ku07|OeQ(I_cA3h>*;X2CEGdnNnl-Xgj}9+GFkKO!
zxt{EiXNwEZ0}<tB{0Gjgm#lwnKES;OWS1MN&Wdz~y18FvbT!TdV5s}PHyNpKK;n-W
zqF5dS*QV{R?VdxW4nnEQJ;_gf!>lOfJA6!gYB#I(NQVYQYwia<&;@gqROexUmCh>X
z#*vtZf(SHw6kMYvQdN2G8ZSxRI5;tW3Jhm3Z*QTQa#)<5`oi=k_bRI+Bl^(xYd<At
z9E}nd03R)sJ3SH5x_R&!Ldf|vUja}F`oahOPyT{R0ppW2%Q(0at);*{vtq<+K?ce+
zSJ4nK9)IU)Wz>=S%M#mkg)q1^tQIeoG&@>_C|Y3ahBs@%$G4~*i$X*IYgFI7Px^7^
zC6q`OL$QE>St`QZG&s41d1V?`Z{;@MU@=)5dlf&Pmu7|UtE%0_0UV1%-_}p9CI_2&
znUySo>7#&D?9-Jz*B^zmkW83zu2^oB2y67=w}|+>)&Yo><Q0beSbEP;=N3l7Jd&Pa
z_6DV>t;91><ItjZbv-DPHJWbI8=E%%_b19Q`ifUe!W>9GV&CHDGST1N62$YG`A{PJ
zI=m<vG+>~(keB<5^ToQK9}7A7s?UVW6QvORUXc{R?}xnfC#<B?y;FDj8=zSE-CLOE
zT+*(sW4k~pt|m(7c<t3Q454{4K>7~wu%raT0ZXEcxZlZ$ppp(5K1ozCKnB0ImYsd`
zuxH!~h|WsF`WgfLO_m0q)ZE7!YFt{+FSfOCaBccJBr5FcUS3#LU3FZU5MXdEr>B-?
z?7H6K_7_sk1o}BpElt`MN69_JNF8lS>5!To7+M7G&sqP(&R%zkDl!u2G69D{ni7Zp
zc4309dj;rjBau_M#3A*p$$^S}uJmig)lEBo<;5NAJ6v7yO!0mZ@F^pRq_J&I;g$T8
zbP^F(5L{cZp{igTryLTo%O|d5^Qz#NQYrUG;-=9!9h41p8mqZHQ8T5VOqQ?4dSd2H
zQ7-&=b3)0)`Cu1k_|c!QGN7ahX}f1JsP<m<i&mNs_b?nc<MP6nqZZ%d`c9iq6Mtmv
zzQT<je^_R@oBQMT@JQ@zO%v7K0_wuY#0iz`ZQs+sWN@)ag@Se_P3S{fO&X#jZzjF)
z`Cfl5ygp!{5gCgMc?>V-R`PsRedVbOimJe@<>|&xH*kbxz8i>oCyv$LQX+c1BK&R$
z9rhK_>mpq<C`kA^Sj`o{#{jS~zzfHkr>zdZZNLjis7p<!hv-1HALp7G-W?}HO__LZ
zyxM#lWX|U@9*AXkx1Ro$@w`zKG+0?1?@V|3Tf|Crr)<tX&mgRFpxtegFZNIV&0yOh
z$i{Y3PC*jQD4eQ!<M(J;8DEtSaH)Tbb52&i(5*k6^hMvJNh0~QF-jALqNl17{AJiQ
z)hj$8XG%8nT5Bl)B1Jza3S-Y^eX7u>i+LJ?4=IO@S*@vEg3M96^TSSQj??$Zfa~TH
zGSDw-sI4m;4|2P4B%#V?Yi@${0fuWI+m+vVzpq9x<`^GQ#JF+o*4Gk#b1Y%63?eD$
z>-a#Khq%tczo5GNB}@5c@W$iwFoEZ*KaDWLA2_bHHbRoA6F44bld|1iWl-=U;ocw8
zx-#)o<86*TJEP9EP@%ut<k8wMq|uD2)M3(j$;J|JvgbP5lQ0(_4+GN<?I(kReXNSz
zYEXM7*G(_O%>qLF<JCgh)&lzZ(t{;pAujK4713Hm+bNDMx4Bb1Qy!*TcEr4rVHb`0
z{X6ekPMuR@XVcqe)YI7mH)Q$}MNzRL2x)BRUbXWlo>a<wG1xrL#sW3w=d7yB?l8&#
z?ljQJ$xafN-f3ZLPgG8XD<9jw`6SKADa7qMrZGWyhJ@(MGJ<-;oA7y!sq_yy@t+jQ
zy=?Umt49-*y{}f(8sv`RiC&6oa?)?y$f;K-Mz1nu1S6i!a4iS{9Q3!)9OWvkQ%gbT
z)D6TeO`otreulFWKyP1_NUV9QdNi_^kp>-&9rKAxz%y#|_4Y6s^}z_Vi4H%P5eHwl
z=Je<1GfC-u@@-ks5*1aaNxLqe&ro7YIe?(KT-vc*QK?0AY&O5P4}$TK=6ktHCL>m>
z{LT}{xL5~U8f=pNtL>WrA>(X+61tj-4OTI;q=ft5u6%Qeg|PnyGT%_>%KowdK`+B+
zimuPL!Ib*fkp7L5vM$Ns24ZV--S`Vt_v5i<Kp_B;s5||Vp?SkT>xBK)s#*){Q33@-
zj+_Ew8+$*6X?pec+Gy_bSw8ZJP7B;Yr4xL>cA!=R^3a;5Z1I^*cib|gH_=53F^y8(
zQ2eTj_?ZN2uJvykwSd3tq;uMse{EJEU(wgFLoK^`I@gG&(7uJ$Qt9`1tOo@^Up@H_
zp5)vbHYpqtoLp$zK=$TN|EAIS&(odt2?^XyfEG|AugBI3svSrJt}w+qwnq$Y36MR<
zmTDntqz))1uZs05y@#2$yYa{>KRkr{U7!R3-Q-~_=;P`Hc%?)dasGM!Ha02n05i?w
z010Wml?8xL5Vv87XWq|2-OM2>%t>K0)x(Xb*Q`ZLvO%Rhn&*hU{B<`82=ZSL^OXr;
z>0v5CRWZvv-5iuiGbo3{o8Pefbfr@-53(D~p{tz2&;0_`QdUuT+LtuY?s*@`#8tYe
zIaF>M2)aD=_}ug}b&NpoH0eteJ+KLj?c1{RSvu-Fe1L$a7Lvof@<3JK12q-khxX%6
zDU`<lT+BEqia7Pp)+IzK>Zk|{RNKtcGK>K2mx{9Gv5{Ix`vY#2OoC$PfEZrJP3%Q?
z2Z-&oPv=6mlbj-nVt>AiMibs86B21;JbwdJ_rs*SqZX2AheX^`$RVeLw6z|cP#<J1
zg8O{Xm`*`?*g{;gY4co%pmK^`m1WU!RdJ}<p{HrD%es!uN0&1B#q^89Mi~mRd_MyY
z$6rTSB|@`z5=qQ}w%zFe<PiWUe`NX`*Ug;e_I3X-nS8WR+A!PG#eQa+FRZxr0Bb-_
zhqhcPtN<h%@f)4xhSAF_!>#?RS;9o`0OhW%SRFpL9A<j>5Jn$2TUrHLq*%>~e*DZ*
zTj6#sVQk63!0|RAY`5OX_B(FNmcxT{&GHF;ESLw~T)j%r&zRJ&z&j*yJy;8I<bxZ3
zW5zG}?MH<04jsLf^4PO%N($o<ZXww4!rN5>aKczcqlQbH(KDks$Z?)!tZ;#P%vSy4
z+lL%%{BhFcI4tNw{+usOp&Nbfc;|c19E10*ru3m(m$^X_!z`HJ4IiV*jlV%!!$;@B
zyp+{uOVRs{l8)nX{t#ch_9uWjw!wHPlp3ARHQvy6u2znktc?lG<RtjV5j#wjVEiT=
z#HhY0moounpQB=i-LBpIL0{=za7Xw=oEFE~*Fs8oq{QZ+D<q2??YD-}$seRK+cKiX
zbc!uR=n6!2XZ+JpW<bL0yeOf8XurQCCVIepC5X+*1h%3&C#>U-iCzDGe-?Fk0dA#L
zd^C3vz8CFE={qWA(JrvSg<f*YJC1(vR{<(IPF3`)@;L{Ftcv)m;sxrC7#3@coIs?7
zm)Ik<vfmE|9gp*7(yo4uP;zQMiRLGI_OTa*@Z&m%v?4vfwjf3^M#gFELz@j`h=&8m
zQWQTqGDs~#qn;YU9cC3t6wSj>@dLX@({9b|$DT>*PdQKExbt1+KXAL|Z_pes?2rd@
zZrU%C30QWE6<bZl)j0+wCFfL|t4pnq1Yk9OiI{qaj$x;|px<IWuXI!Z#&;~eK#&DX
zz6ViHqz3=lr@0W{=6&Xr3qi;%y*IgQWZ7C}4CvYmUbhkmtiQ#5vsSUU362aaNqgr`
z<&B9@D*%h<(d_~8jn5Vr3jS;4UBAH^D6mXnV|az$@VSYgv!`L|kOc*TVKFh5#s|&M
z;IhS}Jf)1_((7vsX61zL>sE?|?9nz)IZY<wuWejC8zZiZRk>^b9`0%;f&H31su_2u
z(-Vx}Qa!+ri<Jf;Mru~+b9mO+YfhGRY`;OPx-vQpg!hC6R(tg>>e12O*6e&$8_b2H
zFo4#1KKqme#*%RtPs(K!GONusq>vimKp0KAz-Xm>OGuEg)6##5zy@xHjwm>1Qw=_b
zfaF<->HS?<UgXJm<kd$3vo#pxGl*Bi(e4WG;xIxnUJKq}023C-Y7iZy(=jj!fC5Ui
ze4-4)4c;6AHBbfl%<M%l6-6@6y=R>7XfU5_9E^Y?jv;SAa@z>&J?Jdwl2)xWefE9R
zIiBRJ{TAsZqg@9SrKew`ekFI^H%3^MdAiNDk;M}WU|uM(w$kUj@eFR|J)?%l?yf+D
zK;HK*fudT&{EU6vaaIK?F%tsfHSRV3a<|1J?+SKhxBTWc4G9o=N1J@v-Y|WZ9LLMJ
zZPB2*cUxfz+Md`IU@rN`0$L}vwRVI6n)x;*tNZTO7HTtM4jpelb)`Q?!|hkmxtBlw
zW6%r7tR~+Z5)#Yz_>W%r<4=ryf77yq?!zXf@q-&mL(<0Npy_@uj|7+<O)@?3XgeO(
zIl0S14OMr7s}q`kU#g(VFf%qJhZ%olNH_|lwl6QFLuV)^O?wGwRcr|Z<RsNZkj)HU
z?7RT3N&ar7e-eswCu=FHayUOEW5e**%!WU$Y{{>t;?mFlkk9f=Dlxp(FpMCGbs)y@
zx&kfBKL>&S_2@~ttx7pP8j160cXhP&U_PM}F<ICGcaXE<;nxL9`GY10YcMni13>`4
z!I!-P2^KOR&@RBO{ZHn5`R<)i_e4<)=Z4<{={I+F7(^wQB5`8F>C*Yw+tSl@l#6%2
zrTZJ17ar0DqJl%h!D^4pRdg^(Tn{wIl$+!|Nl4UXd}>!30~o$l#+>Y04tXCdHRN_M
zRrx(y<n&tz&s~2{u(hgkI|sriihWbL-Fml#0MGJDB}#}AFgCIXW22a|ZIS&;AE{!B
zH%OQm(GZDD>Vr7xp0Gb(VQ9KG+LLOtOijeA)92Ei|N585*evy1OnQ2EMjII$Pe&VP
zPa^*zCIp5n8h?vhNw)uA>0CGVZr)z`(26gwBqG9A**68ZDl1lDZK70^EIV?#ahjw=
zYt_;j>ejC4OI7L`M0eZ<O*qf?Qo0Pu8JLJfp>%`+KfU+*%mtQnkynZ#@xWaj94(4*
z)Hunl5CAw0Ik(4-O*yFG-LSD2amGK;S?nqz^jUIjBJF`8!oODP8rnX0X>L5qxsw0g
z!unJiFpH?m@S^~Yc1=z2WXFUdS~ety^{`Q*ii58dKR>^Dsg#Zmm6_e*MVR{`M%+0f
zR4uO{X6QyPTe$7%f4_5q)Vaz6t}K)cUWSNdhW8{fKVGPNX2(MbrkUpYE`rK^jd>IY
z6Dm5Z6CvC!YVKYMhflg&)Z>mUwbA^^du?{AGt-@nI|;jZD-aYlQUYQ84dA~Q(;2sa
z&f@sKlhHIDc(uE`_BzDvSMHBo`-&4AGW$tXDB)1v^nK6R@4cDubxcFhWX~bVxn^dN
z)X+7LLk33(l>Kuq3K-uuGvbg^brHnD0DS<bG4iLREj==sBa3pnE7JIF-_X#{!U6SG
z#EGKQb(huThum49DC;A*2s0*Hk?1h>3xyU4y+DouLa%q(6F%4pu8F6*!7xg`wcXEV
z8mxV=354VT)ApNo=g!-Osv&Yc2@IP+@&E3LYBKZ0)gad%eAh#ar_OxU`Y!LAK~?zo
z8@AWCAC409YP1!A#`5TJ58LT7s66*KyvVnvu?15!Z-DOqct_N&9p(m%>v6)9tk7|D
zq}G3X-SASndS|V&w^OBK%jiWZJe%ROzvj8Ht)K&HFniK5WamQcyN5U3vA$PCbC?pH
zZ3&*S-ar19BY04dijW6@+}w}%hY7|R&FwpRCRl-^!oVw*^$E}|fwwH_ibMQh_#9Zr
z=6n7cex88_u1gjtl(_SprPi9Zw@4Q{w!*}Y7N6d_G(vDX8Ge=Exj+RT*qGwAHiD3n
z8K&nUol&T-tiwbF;?@Q2G$2ilTD&J(Ycx9M<LYGgr>J1^e?ik?MO(nBPd`eY+gNdJ
zPaLCk>v*r=p{?x<YNU+mJcx6mcnz1m<dNi}1c&WG_mi;H52A&Bkm~|>LquloLN$Vn
ztd+wYDDRw2YQE&((!-LYl^`F{V8WDU+;Zc&2D51~Zb$IOFK!P)JAHdS<5K4r1b3DT
z^G)7*1Bo4}`jF>wyGWs{o7dT%$S27$n44}C996DKT2B*fI<F^yKO77zh=O{;=*!R|
z%+8psj<nS*Jf_B=#yvX3?wLSb{oE=y6CjZQo3s~aN4}=AS$QpH0E{D~&84;q2&eDn
zQxi;hS@9ho%%WZ}YoCR9$t@3JyRhY2y~2m*>P@k%DP@u8V~{z$KAb~Izk>e2kjsN^
z0^sKW>4s#6s;~J{--2zAz+TVk1Nf}sNfFPs&P!VYY=Rrn-aoO;3Y8*o^&6pth^i}o
zYG!SWsL|~MMg<fC;5WjPpm#n?bIsa+e6N2{C>%P0Ck&TR7eKq5!*oL5N$QN_4z}~o
zyXl?z*1vvfRjr|Rf2xtz__(#a%ZBneFl<l#_C)l7S^Es~4A@W&L6Q6M!)+)QIkjmx
z;l`b(J(ikt&B(dH(4O%e8w~t&rwPJD-^Jvb#T;@HKCTmBdq9w-WmbWnn(zVsmv?7_
zVquAO?va-$nLsXs&#0|Yr`9=o(M+m+j$YtTVKtdhv;uwwgB;Mfu~1R~tHW1uW=Q6|
z_!wXjlo5e5+tb~ts(TYxv5rn~fA>dE118cvqJW~=t&2gfNT6-hx1T--k8m6Fyi%Y(
zpvn8JhYGzKvX`Ujypx|{2>F=`ujbbc)31U(fpvd?kbC$?KYQoi2e1Q~TQoJ~`Ra|4
zDxH=K_k;=TqVYG4-W<j})x$nL*|<y`W2NZ6r+Ry$KY2{<Y7i6+APTBs=(=U53zYX2
z&IMMv=3KxrALNB!%eaIJ@TBunnE6HwX%*_{A(eJP)l*zm&gs%?C2sf8blrXj%>)-d
z%}2wJxj9zZ+f>H1J8gO2090w*H$esEluw#7+6q|=Mux4Y0-A4~HzqR-pP1&5b{rl6
z{&CR5o(JnvFfkhJ51)_9qE#OXrBL8eB8@>TgQrS8$-<uxOl))h0ciZ^+7TEQP35cX
z|K7xdf-m8hKuF15{zWnbSICGLi_0;qb@h>+?*Xz{9H2egx3pBsS9XAW;9Ebw2;T-p
zk;CQo*_#Hz7fTtWdF<8=AC4EKANH?wUU-3@yBRTXsl;F|?W7F?(`5v!At->tqYg&%
zxJ&|&SVr;>exw9F_5YfZDG>tWYZ-HgPd|yu-x$0(T<xgy=%IIkLp8v--Svh@xPm5{
z)Rg;l2lu3&g*r@t9wA7g3Te)2$`F#!R;y4k3Z$e_H(A9hC=Ko=Z5aZx{+Vj5W~O@P
z8unulr3((NQ@t`#eB8}2WwpOwMR=w$Rx%Msby%uW#8iiSdLxlWJ-WfFTawVtK`JQP
zJv|HZ#`A`1-@9NdtMsBkvsaq#dT`y}nCo*H1&A?dOu!?=_q7hFtYNH_s-JS9oo#2%
z!O=K+-ZshiHBOa_8jv!jqR4Do?aHk)R=VeXR=mHQkJ9d=UDWIUebA&r|7|njxMoR_
z<B3~J0+5M_O0TfU@s<MbE|4<7q9uV;>C?ogYq%${!C|ts(=7_FHwstIDxZK=pMIp$
zL#z7!pcdlesj$1CUP>}>2P^ds3FmTC-?dNrO-O0m{@*Sapq&m4PN)#Boj*o1F_6<x
zo3J%S!-;ag0?;=fPNxBrzjL?l$teR^XcSEP)GU&DgNI{DiR%~dK^uIxH>Gef%Q<S8
z)Sq5>1BL_SYGgc%c)<NEh}%y5D2bAP=m&ycebX{8UB(trSpnb^MH0(5MIqjOf78#j
zYJzvEN*GiVW`$do_tvIeB*wgZ=1B5v;ME<h>Fb!7)61(!W#n(w7<(`n+$v#*XZUCb
zoHYd2dR^BYXIQmFrTm(XQVdbyz@Mi7PTj;C(5N)SeYnDPQHN4<!Jp8<RxDcoN6O+y
zQnFZq!e1RQd<G1#a5L{lx{xJW=$SL!Pf#GDfc_~^uxcc5=kA%*Vb2Lvy3hhJryAiv
z?0`=p0QdsOck|B>ZG}H;y&S5txy!RZKzJ559}|zE`NSSQq2v!M(7-I(#!#E+L&dv@
zxnY^yXM@Q<;w0++S%0b`91fG01h7xhzP}W^o6FN3bf!cogA2m`riE(`aw&$_+n*Q)
z7J;!40BO@!``_LueDq}<!s^iltJc(_6bA=suaPed^{#L^0Imm~kDCHLRZLbCuEaH4
zo0&W%L;_o)6}*>Z76TKNlD1%k93{u?4Um$~)VO)3kN&jD!tY0*^8n+6#Os>?hlL)+
z&lnq5J^>KU-R^-sp_|pl_(ub#4f~-9eWnHnBV!^I&;V6LU=*7L&nJ0sAV`ARzgt7V
zS^^+@cRWM%^iXCcC2tw>gvKFE;{OC!Juf|)0(7S3pX=NGH=N3@&bHFKyaIXkWGNci
zpQgo$?UXUTv&|#d(rI+p2+t}f<H!a%>Em)}kIhRXBq{2?cd>z12j&?*R)1(p08^2r
zl^pz*Cy~qKad?-&(tZ<oz?r==SKLSbMPAZs8?@o<jKtkG%O;&08l8<?zvUbsw8zX$
zz{@er6yP03wlKxg!Q@Y1(X?f;;)@D*U=eh_hA7XN{N2d`mmVol0HOu4XSN6-$YXov
zfYF??v2UuM*ap{nq@scy6L$k{#a0^Rhb|F16kCTAN9Z^^qqv+r3U@oxd2c<I1d9Mz
z&2v6~nX2!!;7LfK?-TVbdj}I$NR3Xn0!C~=sKM<3$r8~qcA{gDw#%?1QcZ#807Z4!
z{=wOs13{#6&SM9I^(M}g{e#vkEDrb?Xk$O>TjL`3H@J2R?t+M(1r98fDe#K)p7+IG
zi`%+q`Qx9Pk=hPHmh}YYd;xt%wtURW!6+Dvw1LzHfRjEj*?QMfdV<vV+B$LpZ#k>f
z=c^~InE(&a*)=H_G?Uy+{3|6ld9#jN^b(J&h7ab>V5S-boUnrfYCX)H=^5qMS77uQ
z?gu!HcjMg}#k(ulyk0lp)_i7iOb+8*RXv^K>c>SR9A`hSVHY?~i@I*BeuSYtXmnH#
z{4zYiM2%ffgBPg`TdI9&vEQNt8*q2w*F%ZmU}RYY{PB{kj08zAUT4Fi^j=TQ>b*GW
zQ2IGQxMB954+j@~_Fwi7fb;_D8HiauHt?Om#~D$DM?1vhdtp)~8$@Q>3v_^YI|{O7
zz&jgrD!1aGW)8&Dfce6R1=5EuW%Qx`=|Nzvoqz!VLm}@zapGQH9c_<@Kf69$T7-(I
z_mH~|4=-j-nnT*WdD54+xio+LgmA5j`jMK!c19)qx{al<B!#N`?f9a;R=W_aEb`wC
znPCH_3#NJ5q=Z(xVD-xLzXOo4ZYJid3<Cxw6kVX(0_I8ep?8CJjSjuMPw~p?HGXmP
zNCdOxE68Hw;&+4R0(E(bYp}OfYQWgU_RIc>C20}+6HOd<2w$Bmg!^OL+;q3lkaqLI
zE5OLLpV&7>Mzyo3?<5}~?G_Y9JEw=;>Nui_%~Zo=le|ln!lgltS~lwu5@#WM@q6kd
zKZ0XggC9g5JF2}KuZ&L81R={>>F>_r&b>J1&#-Tddl<V-zm;$cW~W;bu>Pw{W~?H_
z1h_CxU*kZe4@rbE%Cg0PN#Z}x`0-X98&HxERsn1SSq*G!0I@$N%#d-O&mL>9xLl8d
ze7|QyP8O@aQk1{kHL)GcS5^TAH}n7m^{P}GdLu@%uM5V@wP7dQb-4dC3H1m<>Xad7
zP>8Pq-cbX?8Z;_x0ls*b0Ltl5P(QxP#9no&8h%Nn^tCh_Eukt62(P>_u0aY`EwtZa
zz<KRr>pO<{^a&ulW<+2H0j4K`TY{?b?NC^N3{>+8tEnK7h6jUr8VCc-*x=`d$l|)y
zzy8AxU%Sl?`=@@U`pi$kMFWBZ9+Tw&i<+7-CZm_5b+tyX5c|k+*DeA*Rj`OkiqdJ{
zbaRRp>KdrNrt@*fZ?Bf|SROBtQ~o1~8CR}ZE}c#oOn@p6V)&0T0EJ>ejRIxZn;&rZ
z5Um<04|&{Rfe*(03R{GIsmeL9gNv@1yPoa2HU<7PVz#7_%Lc9Bj~4whdplZ*xuu33
zlW(8xE{Lq2D8UvV5QH|G@OA+$4bKKTEI%W{#k=7Tbw6jBNPPFKlq83I1hi7|1vp0l
zPeHqkc4zvW4!?Gr6=X&r?7SEpZ;hKL`SB%%r`9c?;hk~FVLVPz1#RXkGCQ!|*3T9b
zjf?wyuY^IBeV`6<Z(Anm(C0~5*??%wODNf14IgZ0-F%4=Kn`o~j(q2*5bY>T^&*^o
zwix=-Guu3PTBwDya%{gx$Pu)NAmrBOLbjNg6SBTQ=NDQi;{<+$%R89-d*Vdfq#I2Q
z5Fw~IK_SD+&*xH4_vLji0CaFV03?C`1tgk)cVG~`b??(BS06Rvp7R?lDM0T{m2mm0
zzJpr`cTraWHbzY4@<8VfO}JKu^TLOlN)`O=;Jakq<i9z~n!ci1)C|i?_%4m4o>BCH
zRV6Gb5N4u5DgNBu&}5D?$=xxy1-%%!%)#_fNuLz}`h1jq4=;dfio@Cj<(8GcLFKQ*
ztGK2PJ}(8>)0f2OC5I@{etD-qE`N>*TU$l~@*L)}V5g@lHML6F4^R!|X->j`b_e*c
zuSXt{3Lss2X9H66!n3orn!X2&9;ShyB>+|tnzMFoko8p=s<6O^^FFUKZYzMS4W1FA
z9^it|ho-51C=YG|rJ>a!aJa&!U%Hv4I5_9+p@J=RV!eU$ngXma_*&a{F!>qc|I|BP
zeL%2@7P=;YKP%14f&w*W1oT2&bL%^A-$uc-Jd}Mv$NP^jl7}==)8w3s>_O>2c=3K>
z7DV8Y*r_k<S7f;%iJ1uuw2np`Zj@R-$$<JU7QPMwfFbHrl$^TOqww;;GpmlX+o7n!
z&?!<4)_?^fq=lEBYs}ApraB+8j`@?UN$~7JcI?|wo)U4?=Kb>)Po%N%oy@HpKHJGh
zpv8eMJCne;M5z9?6}HmZynW-uL7X9iXg%tjtXX77r5|{(jX(!O6ESXY08sraG$}%a
zCJ-A&zVH9mkAkA6R8|dU9-~zFBOKi-l&L;`1>Oi0qcDm8ZS$4?u4Q8;z)0kR<ns+`
z$?iF|`m-(yXh5$ywe4yXa+7))UY8~okxdrN`~J4wh+?@=cCz65u5zGC9}Ojyj@&$T
z<>}_Y;IBe7M0xAx)G}^)@^PtYWG(5dOcMWKz`*Kj$Roh<>zMgZ%R_Mj_&;cg0(3E2
zRIdZz1Ad~0R`I_oZ@7Q_JKGHGl@KkFD1=$~*y21w(xu)2xWX`>b{-7Aw|ew>Pu0zU
zst!RiMmp+*KR>80k&8nPbOY-s*Elm*1&}6)+N47fQJaicu(vt%1PEYuGh;($fpZ4S
z@c=)8X(9b`J#H&d8^e*V20P5jG}tip(U3SM-`ULu#$c|wZ>4ZMoaNuao}7%Crm{@=
z;PsT!imTTr3G3_ZnxDrhnFR4I8m{~)Taw#8zkk*=SC3;<!t$M_%nLVyS@k2)5#^am
zj<X*^WJ>%AU-xYlsDX|+vAi^K2fE7}tiXl0LU&o$ziRUpL{^~3md^JEkrfP4yMvEJ
z=Oph+=f!_r^e<5<N;o1Q7>9Y0^O>_AHjCj=dlIs8oVDBX@}Pi67|87(Y%wubv#lqL
zm<pYHZvgJ}XUE~-czrN5eNC1-6n1oUmRG!^4HF~3{QNIs2eb=<mVtj%+zDqR2*?ms
z0{99L+@uMjk38P(LyVyAXfPB8IL&*ynw3@Cy@c5bRd^qKtXyqADOiVc4UgRf2VYG4
zzca)9BCPeKhIvssd^fBm;W!|Z;Id=pOZ%+%<9Okpgsu~7X)HR*hxx?DTMM*HbDn%U
z8{8Juy_!tdpfWd7tD&(y0Mi0u4mKXio3xOR5CO;I_6voA{AjQ&1wo(k2%sKB6i<Hi
z3MgeeZPK+bP*`05k~vV|fB4Tp9)xzlS@TpsS_}9aMst~V$a?zJSq+f~@Fb$e55~_8
zni@LdBUnjBe$Ow3YG$p|yBKG0B+w|<CN3(1;eh^E{Id2A_&QK7HR%Q#(ZY(+yfhtr
zGH)@8=BEa*K;`t$E#jDG6j}gkW8`3y6<l~WqYIpn2o4%fw{_YxDxNn=r8i7sjlO9C
z#D=Mr;NSHHg>r^g-spWfM=crsm(Xt`;`7gzh%SpzrfDA>!4(w$_4$mgpR+i923yOw
z^NDBrGm){EK+l=y9B~A$Igp@$5XNPGw26Oy44GD(?IV4~d=<PpfI4T$RDuyHv+ogX
zdN=*2z*N*12Tlmcl!JKLX3kRndx$Li!Lu7$LICaI6v0^nCDK=!dP6I)dja>SR1zPk
z*rmMDQ*(yx?B5)ML67syAzlDy>;YN3h_5ac)RmEP++thz8ht&2Jxu<Lyax&P3=R@S
z_<GnJ4DGxikfaJKIm*E3emew`Z`%p>3*RK2MeFW{3*^uCetALVAhMKZO*`VF|D39K
zo#ZNOxi>xiGdCtrqDf(jT5$}Fi-Ase+7_iram1dzeVRv-6#HDh<uhG~@J;HQ7qwcx
ztc~LMrDM-#79<;EYPcON!7p*?QCv>InbXGE>x0Z$ow*&&Xln4Jk(8WM=uCY$VlV4a
z+KCQD0hHiRce_Z8siXb1qp2wrE?4yknw)w4_w7)cgK!dhO?W{7@E|dGz6aPX+l&f6
z#gms__ZokpGp#<G{;pDNHaT%X1*HtcF>uP}zG)Rn5YKTp`GCc87k0`@3=qIf<KqYc
zkJyh;=gu4BA6w{Lt-BOhSBr?y4^(qHUM08(+%)=B`*BLfilgIhFIe7@WPjjdS%|#f
zhj&r_9#}(oq(2L=7m%JUu^xQTWKzPu?$U6rb4|paOcWhRb)^4A!pp7*FN&Wr;g+w2
zV9iu%1B914__!xgu7EXw=GN_1rx(D`|4co{EmNzBPuuOo)HBtlfbxIS&djCF2EKpN
zYf1tX5^2Y0onvv{E%Ff#XKn+PHV-ON%6g1<!yY`U4fue1;~H9+n3%=OC$~jEDOt~1
z=uMQkc5(?Ma$Q|0zVnAG`;zEmZ&9V!Pw!w-5MLQ|%278O?>sn>c}f%Kf2p)Ay;Lw~
z=@0#4wp^c`-SdQ(Zh|`%Yj+2Q2r?RYh<sxI^gH&j-F}XX-`Qx0{ez`QFWVOH<^3Ku
zKZ@pR`b)8>$Bb@i66v>ikF1>cHtr7}S)#P17j3l^p+~U_*QvLTMv`KRVO<eqS@225
zdj5K&M#y5I_Mx32NuHBV`g<aLt?#0WUyH4D_jA?mHmoOAufN5+XLGge8P4eu$&je!
zH?)C;?2wCR0%WPSVdArJ0*<YxrAzEiDge|%$&PeEOW@vPWqZXQUR?SWCYhwmz0u7t
z`VkSxOsCP>JPmDR#`cn{+io~o@ZG~}7XjTUfP+tQJ#M(a{6~{RnF@f@lZ(OPJhhK3
z-66a2Bs3c3LA4CFF3>nlGadp0c!+-jey?-=9j{Z|Qj~AM<N}10yF66kP=jIy$MD4>
zE%=WGnm*eY?`#y;m1L;?nM@{NT}hrG;Sn!!FO+qVHBv|4Eq+Y=w7Pm-_;HiHH<9<+
z*o$uu4}O&hTfOwc9e-;18GE26cgBC2jyrv}Uu#X_$mDzf??59=TG?llx{>Bt2Lx44
zJ9d$gAWRgnJQUk+HYBI@Qv-^vi+HWU&?-OIl_KkHKP@R+V}V6&3o{J7+<u0u6+O4`
z$SNb5trH)fI3OSMQFi5_5irowZf=6Gctq89@HMh``b$a4K@z#}U((V?63B3IUHpcc
zKT-ED`l3QLyXZ_L3FBg*hkzcLfZ=_p7PNmWUu@@k+q#7gZou`;!LDeeKgoHqlGb0f
zLQC|NV1I-4Vf;um`ke(Bx)gO~jCVU`mT44Y(aEKc)mLx}h`ZR(m1xX$R*E_L3UhxH
z!xn{v%xvETEHWi#3#RPodn2!2g_P#<My%zUY0-5Zl{fbaXo_ZLY!wxMP0h5~66)J<
z8D9Q|o%G2&YcgwOV}vwwMGf;&MNzzT!j|FK!#&b_D)xdS;*Re@G9Mew-If*S^lU|`
z6+oxg%-rJU<q@YMg1)L>xy;*d)@#w9Fv_6a2}@kQ5QJD+Bg@8-sr<ga23R{WeqnvN
zpfi43=byYL3#w6FMsC|&M-CyLh!jnNZx#d0Ic8*1@>0sZaqqy(=BUf|2bRf~AvOQb
zMS7d3H|N7nZdV@Jf6AV`fFhwBJ7RC>9!~V&Lx8uzPtAcx0dXhXwm36`g9(Y8vRrd{
zz@sQ(+bSC`>j?W_w4%6S)a;vN<vsKnn+69vpWL)2jG>GC0iHylT6DCMDKDN^v10FX
z?<yWGErfjMy=muZPxG#uOBXa{Mk&qs*IsoP@Fjk4kQtF5iC9P+9B=!2D0-9MuZ<b|
z$uBCbyXXraY_7G7<SCiJ#mILONJdGr{G^6rnKXX7Tcm2$&JIqIBmtokd*?W>c*)aQ
z+4_P8H42-t(tLx2JNQk^*gtU1^tY<@U^E<B9NCDM766EjXGyJR^jYMi!Ah0UR%cbG
z=QkN2c*Wm<Sn}-F@^WXM@tw|&w<KkUR_~`99|q=ZsYJ=IX}<FC=y2pM_(S^gDD$e(
zYawKt>6>_)GS<w|P%RZ{v$hVZh?9v`JQ{u5VgoF?%VEEo3G$DR!xF4IOP!!ZM=5vd
zA1*l<i80(waGsC$4dUF~u6F{H4~BFNk<hBNq@CDw5sn&7qo8a9LXVcmn|hVMr+zLn
z4HM*DeMBdwgmFh$Sa`&`N6H$ufrE`U$zHJ}wJ>$)Z5Kfz|6fBx=YtL+BF`YM{O~Nw
zdr&U*Wgw=Du*Iq~^r8BY+HqVCh2}JV1iE7XB%Q_U*#>~kzM|RgkYDD(`JVS7DS*_L
z&C>*<7Kb-(2Zv{g^b%jP`8;Jv^R4o7&ekFR+x=@T%%5&K;c$AJ#12kQ!7=yK=dqx}
z3wz2DNirj-aVSmpdl$vaaN;}nLDw(bjqV;n<xRD#5Fmi^Dj#xa%Z~CNRjz!iHP#&X
zqxg^1c1SZd^kdL;tL|=|396%t&)#oEnZeZ9zksaohV?Et>0hl+c;L#as5p&Go5RXR
zv#OKbM1kycxJ=|(3p^-}$?M?>4kBl4h==fbgW-hlbYSiA-G04Zz3Mqzpys?hg<^BM
z>HK;@gzgqKKb7Z2UfvI;nYP$7utfB9XUynrI1zl+6>E+g9swOZyz1By5m%usa6<Ph
z6YgJW$t|Q2o6O~_H}t;uAbV;x$d*v*%ck0LSepLPgl*;N@qp531(Cb5^aIW~7yPy8
zz3h-xWhe}=lD!Ntf8>2Od)y)%RR@&fU3`kz%LRg^3F6f68nkJD6kG1o88v;m5cKmQ
zEo$?|g%5REuv-QUF^S#5CB3T)54NIB?hc#7hNDe*31oZTk9hyW&mu{xFbS?wr{Z9<
zF7J8AT$avwy|vGROf{mO+0P?XFt_}JUF>RuSw^gAs9Z2TAjm%h4Rs2g?nqO+ZRc#-
z(tjVgX=hDhqSL3oR6QFRJx(0udi}PC|51MCaH!VGYNDMt8@g$%%^N#$Ke?4n-C8*4
za!v_T#GP&)72OpmZ5eS*S@dSJ%X0-1uN1OD>^UavpXw#L<M(Z^FCvrR{*QP3zo-68
zFox0T-$YgToN1R9>vR5?;;=uO1SerVG9UnFWHr(48nV_2_EIA|oguEZ#JxZqQ;<Ki
zU{~~;FE?sMc-U~8{gsHZx8)Ds*y*xBvBCb(i=VUlJ7~s<G#`f+)Q44YN0qn4zsa-d
z%f4uux%+-=Ca}BV=j);_3(e<EH5{)Vu-lTzv0c8-9RgxX;-3Y!b`S9ehvG=L3Z}l-
zOodN%1hMj}vKia?NPbqOXky|#3t7uLA=@w^aWAqi_f!cV7n1m#e3u<Qp~hF-jE0}@
zO3}W159KLSo9}7V+-Lqo^p&YwOghuso+F@V?(PhZlrN#jeUvnk*Mk?9-hhHE5%#jc
z*1A{;*cFqsdakDv5&0=K)?DDA$;#_xd;ijH4A9i1w$q+2bv~S0oXROQSDBftBi!Fm
zsAllfZPZlY>ddYiQe1&AdHd8kXuwblf|1hBE*xbNxU;`AukwoEJbR6;E|ANsJGzQB
zx!+wT++kp6@v1EJ-UG&!k0Dnch5!!A<l=o)G$LKYFp<ks?Ao&9eB2f&H=9ZKR4Ul|
zJ#>}&-$K!BFsZi>y#MN$YkirIz8-<B6+m5ZEcvM<FY_Q<JrKU7%q!I9KYba<Dje_|
zqJV6@JW>*hSm36lrg|g0ye#8JaKD`cGS_Iu9H=@W1FsLQ8?z~}Pk)!+4e+$Yle&F8
zkf3vHXmu6gU&I)<trmrF`&pC>d{aJN6mG$7Us||LOS1Lbz3Jz&SDtC6-X#+`qi%8C
zucRZS`DW7a6@RhY+WFL>`|0s;8(Z7?xHjrKS8!|-X}Fy(@s02Bq4cd93E1qW+V36P
zMI_D20YL$uN=Kf`?++nZc{J{9upVG}q&+Ux8HHp6vurQ9(=V5L+#H_zv-9^0-gGw^
zDGo-gWU+}kg2e9{7#U4{pwFI=&^Wvf8+Z5?o6a=@a9-&Ynm3-E(JvDXidxCD;>0BO
z-jlkbQd)o%o=zBBC=4dH>k8&qx?b@*jB6l8>#b#y`#<uA96tNYbJ>0*d-X^yEUW_^
zqu`I<<EBh>40eGG0&USoCAi!_PZ^AHmvL@$P3h-D1kZ%};ybU>(4YF1`)6vpvZs<g
zGo44LZEof3<jZ7(*ws)`IJ-8?D+yQ~Bn`-cRT{P9#&3RxOpRvAvo_A1Gk+~2tW>W>
zzrAk!HHvUwt)d|)@?j;VMP@l4Epl*gx_=}*hYTrYJAhM;Ipn0hbXy;26py9Q<4sSl
zsB+)-s|s<G(<iMi)0LkMqp452FYsdE;M`}zp(TGx#=C5QHS}ay(WakpSP`v4S@&j?
z32>Y2s+udSSWCOQzn$w>@yZH|dC!Zb;z*^eQHsquXrT5?D+AZEPZ+x;Z@BvnF-}>v
z3W_;>bNRJ&TM{RPF)2!p-@Bv`HoI_(!`x^rR)JuC!sIqHwBgk^tJgNA|9lLVl|zx`
zJ}(G-d_Fybl1gX%iLIDz&y;yo{sYQqT6bPeU`Rhvs$ji%!%o@xI0R+B!&OIE0n_Vg
zr}*SIj#s{I-Br(39xxXSb!4I+y^SNq;rX+&uiB$8Bc2qJl#d=$3V~8>gyI)D>2Q4Z
znE7lQ4xxTw8I*qY)4iSf<qzR5t>qjERE=y)T-8I3X=pqmtV$s6EDd%ywj5vzExCKK
z1y%XN14#SZrCU$o{R*d1IBN56(;NaF16&VCw!XVu^M-5o57H-+Bm!7F(_Tee<${3T
zp*|ga4CpSmPH4U+u9$VKT5oJf9J5^tICJSBl-$LgZTg-!gx?X`L3)x=FnZOr&>KCp
zGrg!seZK3>>)@;4j5$h$*1yt`yIZ{)G@|9;GkO&>Chk0^(`2#RuHXdA{czId9Jik&
z=BwB<L;)KYx5DL|V%y2W&_ljE<}-`FJ9yR@N-wK?Zp*Vaj+jNF!!tw8s+PwHKmkm)
zeWv&6T#Wh7(;D{gr+5#x8N^2%beE#;M8&qa7*Fx#ay+g<NhKY#GrPIQ)8nmGJNCv*
zk~o8Z@;K6#3xj*5OKF~qxgha(V|rnKKwV0MbZ{D7D67M3H$Ce}M|0if)gYd#FxFwU
z*umAQ@2`+weCzmhzGV7<_cwPrzI(?DngopvhYoXow_ip;TECrv`h>a4Rv@k~4t%(v
z6;bPE^pX{x`AFiLN?z3y*lrZ_eduT0zklg^<d=5j>>^##gZ_%(7Ik%H4d1vEWo=3}
z2?}bFr+s5RSEG5odTMfU;&d*@tM)z)lUJUkls!s&;_)^Zdfp~O3HO{7$+Qb<-%-=(
z+uWG<{@!O~=Tlw@J4HEF-0Ivaw-Y`liJ@>+%{mJdO<A?2$Fm#Sz{IgvPhH!$=*Mu-
z<Nc@eoWNuge085@B!(cd>70s&Jo1PxLR)wo9S+dd$JB_LsD!;eFy8l?)XgG?OMI{N
z`i60_?%Q=KnWs`1)TMh$z~*zwG2Nb1$a{rlfn%hyDo7AjuyUWdq#bo@FSE=$!TgXL
z_+Z2m*>hl1q4o3wU_-R*AfkY(9L}dRPQr!qfiF;upEn&aRDlovUDy@G3liJis(qPw
zy6^6?pqHUrvZ1Z?zEmn~rlK@g?u57D^kF4meK3I{M$lTt!p=vB4bL#AXBCh8hfA;v
z(i*JS$J3xdMLc5P?_X}-eU!423krjO|3g&1ChxFah!-GuT{oyP>dx>I6`^}dZJu9}
zQT#XcjZ*2@dH3#T#&)kxL8MGA<lZo}^C6jRSS2i(F5$JeS&&B=dS~kFdN5y-yCUSN
z|5^wN&%buEP<F`b0V1;G)Q|t%E9!P+8lH$q(z~4}o0;RGuOV{fEO&;qkSl*EP}Xz}
z^(YvEV>kI#xJ-D){hiE&UCwEMdBy$%I8G?Byj!YfY8LcXMsuHvd1U?_kiIBVHy)1d
zV5OiNZWI|jmK4#w+B_%q!<w)z$i|7q8ar^5^!g@QEa}wDHV2`+8QMgT8Xxie*v{T&
zkH6qO{TWyZU9Ml_wBMUAEwhrwXyecm{_oQ&DatC-zmutRm%mo>Owto3o8%<j*gA(s
z8*G)3U%$hDl$0f>yC#Yh{(^MJHuKO;b7+Wsv@<SaZ6>hn^s;;B<TSp%%R5|#Q<Ud1
z1@(PWg3x{ZL#<p3W+8YgrZ`@P?Dn;iFAxGpK3cj6&cR=yuc7QP-qRfv{6uc$)NDNa
zk%LA;S&bon@iT=clT5PgGh?TI%cd>6T=w#t?%|Ixi(;KHBWzXE=P!qf|N8^X!5Pb3
zQ$j5M($b$|l2B6iJaYS9eF*)>YD=!g`0r5)6dPB1Xg!qJdRnHUo)dX+oSZRB-Abtu
z9wwh!Ww(QGhpO2B{i8}}S=d40mW1l)_UC^cp){1bG_C%<Y`9cC%jS$WFgwrU3r%6x
zs1nC=dwvOhYrrW9n$Ge=b^&@n6&y6mb_z5~IW-uN79)18msUT$@|V@kj(1~6Dt>4+
zWg|F~k-YhzD@j-X!pO&le@T2+mhB+snOXqkA#oo4+$@@=lx*!g`4yaEr#_GF&J+fC
zQNVK;rper4k>6=_DzVy$<2xRzLxDSXy7{qc#zR8Dr*)Oi!bUFi-{1Hh7Bz+vd;=Kt
z){)mqYX!XuOHfNp`H&ozFo(^oeIchrHuG*Ilucjtnid#?e<)+iCm3;Tn@$AGuWI&G
zQ=>#@L?0|~c5eRYD55<k(*O4dz6!5TX}lm_k|GgKzeqqxdyL6iE9qsCe3PY?5K>;b
zIJzQF&-UlxB#~6V)b*S6`Y0WeStUKZHJl=O6~>>seI<8i)r+mknjifM-Tb|5vp+BX
zb^c#|ep`>S<TxP1e3fmV==|N}sn*OCo|44u={qFTxBiG9krD2z=ztehocx<5qd@(w
z_&teP+2euMvxY#8(}w`~xZ8EO&?E@V_c)F*<NOOQqr92UG}d%jxfAL2v?8an7knec
zJ(~$70l|2pqG!6&5z-c*M!C(!z+hneu>&uvZ=%{v?vAYC;grir#hjUI)$|?;$lL@R
z55*4rdQM^CrP|aVx`_Yv^5H`bc9o&J^O&poX27d|_L5oB)_cojNW&zmFqv0^lGV1Q
zYbBSts=MZExb|@7AS($M7@2+qJZ>^zer;m5G6FSnGNz_|eynY_fN8)vi1X3EFTf;3
z^2{|gX&|!93L{EMu3bxe<AthLmzzlVV~^lWQn!(8I`^^u#WquhN}FDfM65GR%i+<N
z+!@<vRM55tt~!50zJqi*hI=x$M2Ss97DHU#_xe700sxWzLD77gZvZk!N@|PD2E~K;
zYE3ghVOQV&wVRjJ5vz!7W26oVN96d7c8esTpNcAjf#sB?qQpxJ7;l8W7P?!g)X2)b
zp}!;ZPEE22Q|3vSOC@&uS+TTsFH9QsO~W$1eP`{SX3aY-BJjO=`&R4LEfV{2w#IVk
zqG}j4wF6wv6q~fkjw&$%*dNl~@=OdM&YHaxXwy3#_jxtZX!=$m$$?^1u{rcefE`Mo
z&Gy_o9r!fxpXLcs%RG-Zj4tQEn?HyX=Bu&_BDBSRh(}x|TCY{`#!<p&w!ld7VMh4t
zl|K8p&?-zS^BG^guOE}1K!&>3A_6xPSz;C|5B_Q<uZEKb<Z+-Du*)fl!O(EQ3#Ba*
z;hPL+W6+wGB9>6|D*q1}i!`R2UeFF_zX3lA?2X#DkCJFY$gDn&8fh6y1kJ`3G9<{?
z4X*U<j|M!=VFfAAQ?bi5bpT01R!K1gZB?4(tI7N_>cSLDh=XC~Rr{v9qPyUI1yLO)
zCrk*27mmOwIIBTWOwe}1v@MThy3(7x^~$Q#^(HchvUVfhKgH9ePMJD5IY;&y<9Px8
zx|F?6OAa7vi8xG<R{u|!26^zc+prie-~4{V7B7Z_>%bkRWs<MPciHD|WuS$(VdZPT
zdeF*i%vF}?^;zHYVlbf7cS*JG@(Tg>2o}w7_6)6LXESS;*0l>i{qT?YMAQDS00(bh
zS7?R&`DSegh5B##5sG|$X6`v#KQsb%v?q2x3~QMbGd9naU0}qbwI13>sBCXP!wzn{
zhuC6pr?ZKxH6k(LCkIN4E(@&3jD_wh*KCxhgKPR@Xl2enT_Ze0@Ma(WQ_`y<wm5mL
zvA3+s8ZK<<?~B>_#11P7oA%8VraqgM1yz<;i17BkL*!U~BvE(DlMf$WZPd<_ROXje
z|BEbRKSGxN!Lr{DWY6<IoelCa<rLl6)M6>}jf3XxaPkrbU3(u|5vM=#PG?%nOdb>D
ze%oC0_z#q}mG<ORQP*TkZa`^Er*C1`Y)zUZp!T;{y6ygVvrNB=`D<7j!k}KRcn(y9
zp3|q9?RtQ|qRa0WJ6RQZi2(p2>Nw~>px5imEiVXf{OnY_#4~osrjG3iMq1elzJ~WF
zB$dn9qKd;><ks*9)0|ZY*fusc*0#2P2bGYo3bQbcUe^b;?^u3*-5)-7Uo6|mw$~B2
z9WP40wJk^=eq#Tf9Z3rCviWsqhgK57)G|=&*`$!A-LRI0a6OsH#TV9PC%i-nY0+)g
zWl3BUOO#PoQMrjsS)Biod>pJBz+Q%nE$^00|IVVGPTwgjqLrXSbN1`)*ijjecAh*|
zUL5iyfuLKO_t`}#BhJm2!V0c>w?F*C-aLbRT<Uu$B`ZIMk*zP%_HD=lrQJdO16Z6=
zBPY%8*{;XCh%#dznDY;mhn%QCekoSv-<=}oahLH1f8YG_Mv+o>+RAdU7X1~Y(M)ZL
zO))9HU;$N}H2zbuTaq{|K_qv=eS=voAz;Hz2K*meHs=MTvZka<cP8INzTtAN)#2gc
zDTYn;2cv7QoO2jeFYap=4DNS%3)Ba~(p8-?g?|t=B%aKC7NPEB<*nt*PYV<@ThX~2
zMO@Lo^xdMR-0>A-e2vO{=beSPeYM+Yi7!Z!;(Z~0-U|r;%Zyy@<ey5Oor`s5h0^w<
zECPQ|oYC7tSn>L`dtu>dbaYhJ^<Z|yZrlYq>agT9)RCn9ug}E!2X%L@(cD?3ARFv$
zN{l&LAbRRQrdOn_D3IaRO31mnE6Qqc_4)A#9^%>=BEr(}_|G}-0r4cyiA}uX!aqm_
z$)c``Ch61vo<1KE*wMgYBj%th#}sI?s$*<!(zcRXcuA?m0G*zYlcng3k*xB|*{j^J
zgp(@mqDOCm40M^#W8^$~TR;6P<smO8C7Ivj3fbsLQ(cUsgGDE^cg`o<{sWx%6s%kY
zg+xo2aAmx;AK|w)`Xu>z^kT?)fO#Pbwk#7Bd=3P-HvjbBI}Nh`Nqa9rv&HFPDHpy9
zDoGCWk7KVCW~Wv#YJ;})2d46+kMV4{*u-79_$4*UrQx@E|9^g)8RiYi_*8Y$iD0RU
zV+&)!JZsnOA9N9M5_1Dq2UAZN<20nJ`MG&n0@%g*qa?HoZ(yV;aA&|z{9m0D@>~H_
zF`V{V19t*V{!9nAS8R*2CKhp<5Ol<-DVT&68lYppZ6Q{VZ>EMI21VDR^frEH!$Yi#
zIdvJ2|KKCH>pzVH5=|_xW7X;ED7^Q^#gZBCCMUN#iZZ2uv#UEhb-OJ)C;EFS@(aaD
zPk$%CNIQxZz?LN!`&a3OoQ7b|iNd%03wS#=PGXHC9A#rovwp-%CB?x#dgwH-eRxQm
zf*dJhP+Gq{{_{M>O4cYU{omCO@=KV@x`EFFhSxX2Bjrfd$*%mRkJWD}{`e6oJ<K3T
zb=kDl(cQcaUmP$8sCq!l2lxZ9|B%Yny%juqrGx*^yVfNU?ct99{fgx4Y5fn>sVHIL
z-V-xkbG5GOpQ8S%ELHJz12fo+uyLV#l)}YV0D9J>d|CzqO!*EvAhyAo>(`&Om;d)E
zuY|M^+OHNqCL8;E<}WwlV$0YKWvOzda*3RnV(PzGvy(D1g`N_KPfepY)^?W()_IR%
zk4rl?Hzec#DPxd$)%^d6d#iw|wk~WKML?ufq)P!okp`u~1e8)yx>GtfohB$LB3&v1
zA}QS=-O}A9Y`U9oEYS0w@BCNa)z5{VquaIDnrqIH&v+h2PJH0n6nD@=!8V`ORpjS#
zil{o-(D$9Fks$1rbBe`dlLiuN`~**UeROB;JpXj<+of5Fe+Q+=Wu&>GZQ4pV9nj<o
z79fORmqFJ&My#TxzKSQ$#frf@0y9uBfg!NP$K%revK#nwkWzbo4YH+(4W2vyeF>Ml
zL_UoDz`WBDGb|uE#Ghr_Pi>QFZN+entZ5{&nUXrEuHQGHIe|i!pdI>NVy$xAA(iGo
zh%K?==P_*m^L&yN?-)_SB`GnUeCsO{Ntle8Z(93b(&AXCDp7xNTP_kTYObUD5?voh
z{(zvBY*F{(^_$!g0MmfvqW#T(UglTnI26`F5kn(G#Eyfh6y2+LbHB~l3xm9;y5Qi9
zon5DlLAA|3&?81x>)kqMC?#W%)M!RN6h)!E0;Puw|9w)DPg<cxS%#q!H`Z5{rZhGP
z;>0a7RYoHH!dn%TQ?3W*GB8B@@<5GTsH@4+IP{6=o9=}wDAd()-u=(%d8`es8xsp3
zxYBa%lm-~Cnt_sUSIgi9DCK_(cq4OgKdcjm#DKPSw1ac-hdCtLP?7*;pA(8031%yH
z-=rD;yL4~*#UiN*?kFr$j-^w~W<7C6uGB!*GBW2!Y1&nXdk3mj&}oDEFGLY=5CAj@
z@3dknbcvG5>pyD;^`ZxQ+wEO$V5l49`*9?veOmjCU1W!HKD`L?rpkY2PGjzA_7e>Q
z+OTUO158ySgV5onGC9GWxvn~@2~pbrE}r}o7S)l&dCdRI<&3BQbvYC%mx^SCG(rf{
zDm(@aqTV~fhzsQ1{1oxbU3Wlmh7*5}UF>P|cdyg`pAFc4vqUT1Y4a>%*IJugZG6A_
zIVZOpRE=kiqWYHj%^adOS~rOf3u}yO&{;GN*A50zmAg1%Q>eaWep4l)tdV*uM@YnD
z%`(1(jZp`Jb%6R<gzcDpLeaVZ9%iHJ|G63S8N)-%4|+K_%R{#&b#g15?(*x@jHi#J
zhbg59;I}Cy3#bvE&QseOWEUp9W}bi*GWfDzyL|G>!HgY9>!jq-kVe`u>Gu@=XYKDo
z?as9PVi4Q=Mi3rZ#W`SoUr#DY?QqzWJAL10$nN(zj)m0J8R@kLSy<w)&LLMdDmUZs
zxXkW})$&5jzbJ+LtCF{SF5S6Q>aEa0yDMr)O{Tu|b2xJJkAI~3y{ld}m{;iMo?G!-
z)P=zeK|>!8hD5a&cbVL;NY{}_8W0W!H%{HxJ5$M{OrLmxVdg^X6OSjUH`y&NDW-pD
zx+Q4wp^0vb`lg^Elv&){bTYXMb}P+!LU|aP9qH&c<rv1L|K*+EN?(C5oGxR1-^aH_
z4j5IaW4kVkVt>G7%)kY;U{MK@8^U@k@9V<8t{N=2U|Qga1viK5t$4c5jm$d+N;mUQ
zEjz|;<>O%kZ&aNrms;Wm#rUdk0B+p>Vk#&PM%Rpjs?V=E3#KqBZlqT=B*9O?6hH+)
z(Q|89Mm7%B^C(iESj@nKt<#rU_$>kgaQ{}F5eIpf#jAU?3cb{J{@JAf8Kl|8JX8Uj
z`#?_&5<oaC{R?jLF*OF+BPivid_q^&hx(UB+S;5h|0@0PcV*wceZm^k?%6UEd->OG
zVJbQ*4@SZ_m)Hx@>vYob7ycEF(?4DY&*2tASK1(_n(hljFz`(aN_<eT0Zhm7;RK2i
z+k9@^<T&;bNg5g&CDvdr3(dVTGAZ@oe|_I+@2cBnB%c^M%DsX~)PC8WNNC}w0c|WT
z>-WV0#o)^8NUY=7pE5mEUclHEJDfhW9QWn(E75%V^yyE8QsB?e*T>3i3Lq|Y$^LEg
ztSo{_xa<j-1TF|YEhd(QyoDs@x-!(bL-@Y29$w#f6Z7@;jblIN1wXn%{8<pGh2AKo
zT+=i1^RgZ@zME|kzp;ps%rnZ(R6#YdA&9R|Cp=zxmY%S?we=QL;H8Kr=;hag9KGnl
z!r}p8!s?btF9-vNNgJ%~KjVF1VsZ^cMsHr^q|iUs7)G92@(r9<z!E{G=`<z+rDF{6
zy<i!*v?bwXkDRg8Ks&~<D9S$WoyW+Z3|8ewCue?3O*L4b?cA#n+ruohn;+X9K0L5m
zTm{9-uzrhD*YiooLY+rZNg|A~$uA})3@Nria|xUSg(N-%z;Vn&^3>^W7x4q2hb?r|
zyl_6Jo8U@UvT{W)2(Ne4D5j`XfgYp;KXrUg&PM2FC*cvdCvr*1Pb~mA{<-5UM6*aB
zlEDS`*R1@;JVqi$;Q8mTE3|)(F5&vm{Qg}wZ%4PjoSMq6qN3t(usy9@;<A0;wFK6J
zll;l?a2yi&(9@68N6GO-QbLc<6FBN-eB$ER?`zb2%_{qzloXqqx<D{!KUiRk0pJ;5
z!~4ho<mgvsP|9teu=rA!mOcC6kpj=nXy*k1MCoE^B{=siJ~pV*5+Dl8`8%^oMzH?2
zj{o|{k1y4;U|4~^=one)2-2<(tot=I)a=VQR0|5T!yyH{$B%pTYvRQ~ZcM!lBkcce
z)wi{425h!}y57gv9hdpHnRqKL@VBsdw5Rmy|Mnb@KP~U~uh<&WL+iOXb}i`G;@;$?
zWV1R}Q#$_S*yb)I;DI{=33?dZ{QReHnwXfpyY{c!3phA%n?<9U*HN-{7+(?X+hXTU
z&}5ZT^R1nDD;^6nyBQY4q9<S6grZ}ZrQo!FL8|~qdqA^un7K`JgU#1fjd-f4Rc;y@
z;l(J~>96h!S1F!DHKUcOT<am(`7pbaFP_6^6_C%yqBP<eqBgk)e@BMQNKO|^^TFi=
z!{;^>KVAC$ul41|I_Bj2bDIHI4If}%WDoIn-wtsvpR^7txDaqZ_RshJ-`8q$<Y@P8
zb`0}-;5eiz-OkIrpZQ0P_-OT|KV8ko{Cm)m-{blIZHnl*C;xUgj=nnJ>M<GK-!~^M
zKtlE01+6;#B{P#ax4$VvzrkT=CPB_&FHlaj4*t)wa1hd7@58;8!^p1>?hQpEa`cg?
zW`V7JH%dy%ys2=Lo*c7&+{M*OVmXj)_jBqmuthUIWm}mVu<JLIh$;nZ!d&E^y85^d
z(pW#oL6A5Vb8Q^AjS6|N)*&yqoN8a}JvC(jCbM+A$pYGN;Y_)Mc2rGGO%B4e?8R%3
zZ<zJ175En#ce0SOsl0BO)M@>4Z*Ql&H2PE8&54f4-;pho)-I!Xnp!h$aa%5;ARfM5
zD<OK@-hLC8Zq-w4Z<H(TaK^^zWhrGq;Hp#i4w5v(eF3e8!(dHkwnlv?I%>71z(AFi
z^k5%$d!B!yN%6<bK;;D1-05`^D2*V80u{4MeYop>Xwj9TT62#~y)sBqqi(3!+23(5
zRlU%mMrf!U`BQlKts3_|3DMo&mJH+0@Ap&HCOSm6Cjwn|+GD1G#$_4=nlHz+WLi%?
zIRCB^J!IdXV+JBYJ|#_2LiXobNGa&N$v9|H2j&BL%Xu}kf*e8SP2tydn>Rrp_QLbc
z;zd{Hq8M1s`{&=CN{De21dvfTm&Kv`;o_lH4UN4e$lL!gXriQ~qH^5rAC_e$6<W|0
z-5fx<fI9UE$d7S?xZ2V0AcnK+IQoW+X}004fDyCcbYLB$Nq6dG%)v~IQlT9i!oreP
zvcsaN>AH><HNSY495uf<GgCfqCs!GA(Yjt^QH98|ibT;zz#XnM9J9n_n-XHZ;WWJ$
z(2b_s8^M86U~2J3AF*g^>iXkUS%avIx#;c)lHUWUmg{2ciE_T%Juk8F8adpSy=#OI
z77q^=o3QXmeYSf*%;r7{=p~31Vr%ctEH3h$Sgm7@5nkZ(7dyzq4XvoC2viKM<=+W$
z-zHlHJ#(=cWH%*F1*@8K8MZ{5QF>T4_9OcXC$#inJxyYm55L0H)Rgyde)zy_O?Sqo
z4<Gy06aw?0-Lx7yJlKp-RI{oI^;d@i$JBbarr5%D?;;9`=+&AGr*&gu&ds@A)PU|n
z@umh3IliBT6+Q8U()2z7-+)%h?%<+mTup1X21`|)8hUtt!9K#m6|E}g-~-Qm-%l-p
zwFb6OE+%6{(+Y?<|FE8{=c3chx4zsWx;w|UxC(1QW4kvQqS@@tQ6kA65|OTQkLfn!
z`4gYw<EL!>MOGVmi~y}+X5mZ)55ILcgo!&9DuA*m6i-xCl$!hgIv`e7kM@cD{TmUJ
zuynX|yFE3ak;W{n(Crw;VmIG+&%$Cc)Fi)Qa_oZ?yTAg<h5umv@b2chtBL`Vry#_*
zazSv^YS|%jW5W)dQ{L?NB&A&Q!HEl3xMdMGB{=4xd=|8PLk<l4`}@qo8r@D|EIT_p
zh?e-)7U<Cz)Xb`I1dY|&)?2%1Xj+{Bd{q3yE1bI3K3sG$T)NoB#l<y6a&Qw|{w>q1
zuPa7zlb-594ZSWUcc}ginMN(>D*HLB$;%TX3#goJOoHsa)#;XL<hkWU);ky#uB}wF
zLEVY&aH~dmZ>hp%(RnyFH#cOpMJ%Sgyj+(y4P7LC88IN_6cnSebo;-p{9A1`;=^CH
zjLS_59F*@y&AQ&Le<T<+<*m6#k8DreQzvUg%*$V5?JaqVP2`sDvx&i(1$&1GKbsDh
zK<q%`IG$Rx^59^%^e{qfe?|_GgVu%9ShSvEaXGM#dQ-HZtKrEqeBJ5N;TF(U9wMeq
zFe!fGrJEujJih9*8{zi)yub=cK)g}((o<lzKTx70yJ{G--Dv2rJsILS6=o>wFtE41
z8Ybp`@OyVU%AOXGR^v&U`z&OdF3WdAuCBzZJ5C10x@#8LTt)sm)39YqLTu+;?vN9j
zYcUocngq@^k)np<WiXgEBI5AMzss%*98eYeOA3GrIkH8_J<4-S)>DXS3w5fzxG-Zm
z@<vWJ3!+&UidJPyV98`{66r1aaDXzcwUk3S<29i7B496o$n<Ao_A_V|4*7B-w<S!`
zwa-Mw3#>%y=(xv`&!RFSqq`Lc2;UbJ2%6sLe>4Ml=fg)=TW^8AuMr+H&jku2A?<80
zpM(gDk}w47Dtxdt4jPD&EBlJcN}m<+B&$}oU0Br%*7By)Q&+j4f@rp94Xv|}oXZ$-
zf{Uj5blivQH*TDaY(wq6+7#;Cefu#`jlBi}JU7_WRUoVG^mCA|2BgmgrXx`{`ypPP
z9UXU_op*6twAIo2EQlZL1=mF76rBe4Ja+u(o$Pqw-HeoFM(WaFh-p@r5!r3nMTeoA
z0*ghfeu4)9611ZLMy?*UlvV<=B4E`*81^g?dAbC#{ddjH&3tS8=&qF5#6+XWB;qjY
zFli4q)g0<g>Mq!DUe1ffA;8QxwB2kUz2b^kp|0NE`?|X0p(c)SK#vUB|4twoPKEz`
zf9`6Ju7B}oGBX%+*jY#0!n0iG=dUes-IaA9JX(K|&4CK=#{BzW?zT$`x}*dgi;s_6
z09(3w@w$R2)bCMHn??;ePA@~9I0Ryzl|(t$Gtb?(Jl#JfC3z!92g7AnK4uKjkB3VC
zWHpt=ME-R2I0TBL2zA=kQv86x6?l>1hz_~%QW@sf{y{4*FFF3$vcvP(mhHnW|HDtf
zJXqyT=1<tJ4hJ<!A%&&4`;s-w!G^_QuzfLFJu5rAb$GbtaPx5A{ch|d^Sn{)o3JUv
z@he7#oEIlOsLadE>2@#3z@MENTjm$Cn<IC1?@m=u)+~(<52x(w>)RTb7Og2gK$mjc
zFQ`p5M>Qb-J+|(&J%S^~?-b+jGQrRoDG-PRA{YbK4Qy&I%T)-%eiSK>|B(>wLFeF+
zgyDl%i-?HGUnoE$9*szJ>*AZ++G~z(GBO0R3B>$6k$}YQSN@@cg_>@@OzFGQWZ@RL
zj_yWn4%*8dkX^Bc3oM!#8|NV{0MK&>Q>?SOFt|4^cEA7~jiPChMT%m7#L{alZWBPH
zI;mK?L!!Cc*X_4W4ln64yrc)-Rgc|T&`oD-;i3`q^YiiTGrTQu`VgN+T|5s9!pV_8
z@qw#GY`KycEJC!AV3cfTY;48eMsBG{9f@}lR~gqZc%PwGT|eRJ(v_gJP%r~G2F-Jo
z)z!^397f+v-60a;-LCR3x<$8DhSL}y&(sdB1270vh}Ju*Jzgd@7cIyk-&#Q=W_of8
z4uxOA(F>q;-&@udO~@bhpn}j+rh>B(2}rr9sHkK@8uT?_VW+BnscM9)FNdgcJMG;n
z-RVqg++LlIAoQ$IOV@glk3={-UUy~Z?oK0Nkl(KG;c^WfovRN+%XW+F0t$HaB4%s^
zn|5}bP?PmRQ(#(zwlyPbts;LH$uR{^)dyWe{tmfaGc&U(#HTJmU#C&`H+YnZ_2}Wy
zcq6xIp<yl&T7Lm<ZtKRHU*K!&>XPMy`&XSBUi|#46@C=@`gleBUn$6n(_aMLQM_CG
z@!y?S2$iY--$Ld8w*=<@$FGjp!+?R2)@LvZAf^8AY~f?sNBo;QKgi3q-Yc;x%pNHu
z{Yf6ao`MXpx7e8vu@f_MbCu)EoX#7j2a}oyZ$M;pw(Za7kl(((?2%G08_h8v^wK7G
zf!Cwm94Sz=Qh#m0VceJTJZ=eWli&j3f8}I}XMtP@M}H4IsSx4|dh=1!_lKD&eIYM<
zcbERu$rrfEM|wPezNP+=a(0<uuq5Mc85x<xhJPj80cRd7u%-L0^_iqufk!;z_k3NW
z&rQJ{*7$q3^_k5VDIh-h`xC%@<2a?i!AjbIJB;jTuFaW+g((F8>bmGm7qeB#EW5R(
zd9V_Ki~TCr0$|+4+W@%u=SMOu;v>bsJ8=*p+~nGGXiy#cxiZ<XJxb*Mw$o`Wa!N_)
zCNv<g|2rAe3lINDssxszqq8%r<A=JsdeJ1Cg?4X-{s6d%G%7cYJT-PT_U;Ha`G2i$
z{M(H16K#WoO>rR_4}b?ybAMKmf}EVZIOWHWAFqRs*zS*SPxA8BB#a4gSlTsyG;=*a
zUO`)qD_7=r0{h?Rhu_2Kne?%1^}NMnPrbV3R8fpz(@Bu&;*5NV664taIYD2)1a%U=
zU*4E5cCVh^3@X4s7Z7OhLkUnGx17I4y%%~iYyHn%vUGhUyveGxgg{iGIU9;)N3aOR
zaT$~Jpbae{w~*2f{eSNBN#s?U=O7p_OelxENrB7IR5{;!svjq}on-!tNQbP+Cz2TX
z7pZ@jytXd94N3=+aVr9@Talsw=ZnC(k;#$a@AnXg?FA`T;XipbGeS@$NwHdpG*#$l
zPE+mjW$<N$0A7*@lLvU~<Jjf?-tkvcBmqyvxMdIA(>EE3wbh3Ubk05=ydPMKo6w{@
zyYlygck7W#M8FwD$}9g4jHE$9s;Fc2d^STijD7%AiNP+3edeEAz%j~}zWenjFfSMv
zXTSD2TQQ@pG3OK@XhD-{Y`|5)hZ)hSFnj)=HGUwA-0_<XWwQ=PbS;%5cHpbz8I=m3
z?-Vv3f{B}*y4gxn>R<k@gk&9(yeC?MBp@JE;o|`BfZ}TSev{2>!EdWwaE}lE_vzZN
zM^b0^024x)L<!0#Yt_zBs^e}K3*2}pbUm8#h;;Ml&bd>N3y0}Ifwt+u0HC3}I>`7Q
zCl6;JEHa3~cTE2C`lQbwR#N_B|3ZA#@NIx;w$#!BxF_qB$}^&DX!bl%kN$hVwXct~
z#i|^sX;rA%pa5)#KmQ4K1yn)1w5~xV?{Nt8-<9LOgcwL^V$lSmn05(aDnls;Jb>x{
zK5hGp@>$jR(#QYV56~8ZVz6E~z)l`bCewfLOaI}{uuH%D8{f8#`dPJ^eMo_DKn6&S
z#T)5l_C5H=;uYOOEOvb2Cn3o)5};s6FR>7Drgsi~D&o!LP7JU>c*>7=hicoQ-z29;
z1OwL~q|muA+dA?~-#)0|?w>;>aR2BsT#zZ%($J5b;e;84xag2?G>J3>x91f0`7X8J
z0ZtWwY%K%~LhTY1aX^p~rk@Hu?6tF1mivlfcg_mi!mmh&pGE^wyKEpkzIuS}uX-r?
zYGo@WE_a-@!GbZ+Rh><5fWw46<?*H{p)kf|lviMi`OG)e0G9{AC0vhpH^TqSA@ot6
zh*n7&zaCQJP%1OC9|vI0YR5Sn90Z<&+POge$MS!~-S+@3nOIW=D%&B!74c{&SDF-b
z{Tea(lvxmnt%<4No!xQS%g6f(`#l%{84MT%94`pRXKktaQEl`l=d|8X!T{Qo<^<p*
zGNtSD)20Lh5g1d1xddb3>#;B18X&a1$j?U)q>3ltHE5hr-hC6;=b>0Ew}w<Dc{=V#
z<;t?Tf7Q8+x?d1GIQMSu(ua2=_B%!dS<%*chCh^$=|^f>xZuqnz6vZMNUIGV*t5?-
zV86rB+bq*XmQK`DPVCN~4HS69$wM6iU-jd=m5nHZ`3XA+Lk`Ar$Fp;aEaJjc3D^3n
zhH5o{$ObgVa&GqLMOVm15QAFb`-_%J{mE;mi<fnCo50Kf?yTd6)UgTBJNY};?A$p=
zb=inO19zS<7mrjWMXuAhjbBB2WU~_rVAD`5@)GO2>xsdsfhkT<$FL$2^_x~Q%Y^!V
zo!UyCStcPiy>Y~!s^!X*G6Yvr>Xi=1Hkj6F`;tLN^A!ZMDK9G+!xV`>o-Xi=Aghhm
zm>IP63RnXkG0dC;NL4Ednm$PC(R^z4;z~$Ca_qzz0U!Vb!dufz-kru(x|?Sax#zA&
zlPuU*pzqD&@W+VB2H3&bs=bQpAB1BHw^(#zj}m%~Dwru*Z~DYF=h?Y?p-sszB24K5
zeRNoJ*l$wmeO3adgfDYO&^b*jJtFW&xOtedg%AE&nTg7^h|ITdi?shavoN!^QM1v0
zZuZmVUoX2y*=!xTWgv%v;Xi;v+td_*{DZMbcH`31A@*N^W)YL1kG0$Z6Rfl%8fKY)
zZnpX{9xH<LYL)&7y(5ryhaQCiwt?{@1tuSDN;pp&;u~$m=<>2p&GLMcE&0URP2bnM
z#_YE{|Gu$P^I*&ZtS(q$0q7c`w^}pPg7chtJM$SK?|7DglzO!EIiR40;bRd7=if4G
zI$UfWP9_O1OIE+?vYM=W)!<OVXyvKFTiH$LkIrR)(fv{^@3*yiAgb|t02E3uf?@C4
zNM*ym)S3A#*|<_0^|9b?;zLIUIrlFy$W`UmK-}or(hVQyyc`3=@S5DOc`LjeQmX3X
zJ3Yjscg-@v7M4{)e|+4^;hUYJ{CLWvet2%=Cycb?By2vWk1){^=K<tP;2XqWokcuH
z+t=Ih(s$0g&e0CZ@RI=f(?fJ3%_b*X0M}M|;G^iCaBPr?E-mV52}*E;viSH;K2!gw
zS*Eo(As(qP;XjX)cvOs+_5xa8&g+u#@3lQFuwi-tz^hq3EHyzuLFc=fVd6jrJt{Rj
zvg^^|xJKhyZgL)lbl#jFIcrtz#|cs|Q-*mqC^hPP7r}HbhG%ico%a<qrV&B)aUcss
z9{&R1YM>>BPPsfmm}vH=jrBwraUR@>V0A3HrNPuHbxIoAGOrKqc)7nR_K5-TFPz)K
zibAk^i2bqy1=ZBgKp{}$?zdc9eF2MJ&s9vnYzvbK8-p;`_xoN@<Rg25Lx)c3@2>Kw
z={9&&z_VdxKChU4_;)!IpCR`8E2H%rY8X+GmWEN2HrS!n^0627C;@^C`?6OgBLaHR
zL9t%Oa_g_>&-V=kO{PjPtcmkfni2(A9{MDo!x{0RFif|#yf)+VgC@Aj=8<mx$I{|0
z_vMXkDW<Q{)+mSmWaJp?fUg2GmblvW&qIF{K_2??V=x_-EIuUH*vd)!Ud=yo{tn$e
z=`VM0+_F!OfGq=P9E90;VdOR2cf%DXF?aUr#jeZuRWuoA3p{yuF+vrE{7VHEEf5qq
zOjskh@aeRHnv&nCt-HC~WGf+t#WA@pPP<us1Xk&03Sda0<aEQC*b7av%oKi+R8Fsr
zqP8r18{8d=j;*t_>(Ron!n8dE5`+=2x^7;BUe(J5t;B{8xEC5Ky~-u@h?Y%@$X)VY
z5*Oe-lhE`NqNC96uBG*$8D`dZKKI<%{<^zsvnFc2D9PVA8)k4?7F8P#omZykq(lgU
zg)xBII%!J1DjP2?j-i7~`+7*ytD`pr+&2}x=_)A>b5-i}*+YG;H{te-{`NYh1&<a?
z0gT(I9w=_#QT^nb^N{K&V7NSf<%8cZl6f6X8#>@?fE#d2aKHV^AJEn%*R9;L<NdXF
zTi*84ojL<?PpYPiNDM!kIL$elBEC*UZgHF}P55TxhS-H<*Vx>sb{E2K_M%`ZA@-;)
zynROov4T5{ux2_y9%b1-2<IFuAw---glQ^<$MH|?>mzzT{i{dtkDt?Pt+b{I*L$Fw
z%x0^+!UO|oy>x?eiphxY^i42${4+&llzQ03;jJ%2sbS@^CVB7`46<zX%4tQH=p3#7
zt0F@&nle_?x_9pS+D-_&U(`u1=jY@t?vih~j+Z(rf;V(W_vv_^J6q5d)!GmBaWKpW
zU{F$4Bzm?Z>Wnr9K01KH&vZPNKDM4r(TKynYVu#>8Ibi7>@f75U0aXr@Kk1OAqJC5
zIj5tR*-N^TC05Lh#SfVa*jftDNOPm@uU%77C>pI9y8eEAm==axc`W&HLWOp%6gEXF
zwT#bVz`W=iGcxPJpJ=7ljN3vqgeV7e@)OZ}$P9GzcL>YI6U!IZ{Bv5Yd#K~sm5=X@
z<p?f!)ftFL>h6l;=(T*0u4*ikj=W)*C>1ykSO`n*#*$i5X!QaPJ3Cqh*i65=94w3q
zYdShyLyMP4wQaCsxEVf|W8b}&s%kTsmzC(nh_|=9DACgvRdLcqE8kmdkaA(zT8v|(
zh~H@dCPjuaM?{L84+;}Eo|MkC2$8^q@r;X;O>F^$EXjlrvbcrBP}&nbO=WTM)7edC
zn9e#r8E>h*k#$TYk2m6uq-6^BeS}VogWw2(h8N=G4vKu{VVszN;f$L)&!O`Ufi*~%
ztar%vrP5S@?p+_}u*NE;M@lKS6z#Pesp@MQqWN=yuLnL`?Yrc^tRsr{S^-;zLDp!y
zI@9oSjd3I0xPirOb9NEHz8G+0LtWc9;0bA<y{|rvhP+_ARh>S}1)CU^Wvc*<_fJCn
zeS!_To4<DvA~pDtIBK4f05Jf-hXADrp&ff6UT%{N#JMA9MywoQA{~M$wHqO%;>@>T
zy!Sn|)@H3aaBL{0g9EA3x0g{NC=Osf-1@a|>NR|)oEyI^jHh`Lk8G$OTI0k!`E)~}
z6Vc4E7w~^4=dQj<`kuJi56mFQTt{+WhF242goJ;Lx=4fxnMQ-qREh56sZY{aII4y;
z&`7t8e*4E2BwijN^jSC`)`<F(ht<pXVqJuW(sguqT0&`Q%<QZ&d*K{+3DmTH4Gg%n
z`6HkWy`3xMSP)5p`2=Cj)b|zOHM7UFgsl1p;E3+AA3nPR+#w`BK7mC631Y1+NLb8>
zovu3H;bhEgYyQe8d~amCbD(gU>ML8?$%p9hIx)39M|Pu9y|#lWK70M`&0&9-+J&jI
zg9VyPq)oyd@n#KWqznDlbcdPa?%>QY0EU|yio)t<EAWHa8|Jv?#7a(I9dt6L&^=I0
zG|2XCCQe-MLZIc-tRD2^tvi2?BZ~w)pXT9CH&RQ6G21UtcP-uTFU1-GD1pdK%@NKL
zVg{y|OK`rgUO3EBV(nqYvGeH}1a62{8V2)1D*wS(?Nd)UtwE-h8lZ@fSnF_Jf7?F$
zwM$iK2CuPyr*Qk{p-a?$Sj~y_(Mg5`S0AdD1Fic8m1`1sd!;y@y(G=LnLnA?anr36
z?Hjp(7|Jt8tnxcsQqT1aleKXv%3w=4$9bk*`hi{CrY!Za*$_c&OrK_A-2B_%r6h2Y
zovCRFz8z;MVL$8HF$CHy+;>$|^QR~Q!$DY6R~-HXY3@_Elxt0lqy`j)0aYfoLd|Eb
zN_Bj3LJxXijl%3Es-578Ew6cKd>UxavJ;%zUim*^uR3(y)1V#N9}W%14<&6*cE&l}
zT!}DR>Xb2Nlc=ANUT|am8Iwy!Hq4<pJE}{DlipvAZ2}_zIrePGP;HI97>K=LLZXy!
zJoHqpa7hKG-~u%cpL}G~ldylMhu5ovX7$_+UA=oj^w@$+)9BMY$0s1LYM0?d*hY9-
zgi&pqM^-&yb|k5qXn|6IU$aab1%wYUU;JA5bL(d`j=isRh!*&Uc4D+P<hveicVNci
z`(S5Ja?bsf3SJr7o|V(~!iRK>c$gTc%)GY~ybt}Prdh)}RAd3B?zXS<GDeiF<`n65
zp{;)VC&X*C&bj4)+QG>YDce_FOyC<5+F3>!MmK<?ocypM)lp(ZO%us%&3U1Y$}w31
z{kcmy`c6uw3*qqB9Gl~ER=~1+@QGTok|ivtX0v~&V}$<o2q?UK1x!j_jp0A_ua8|_
z3WzsdiJv@^&&4ASdU8;K9^leJjoLcl=A8u5DXx^P`1+Sd+#z3?yDH%HK*$V08_4<@
z&0Ybi%4kl_VN^Fg2c{Mu+EJoLbCt-#m6_1lF^9{^N-_L!E9P`!<o&4Oda|_d@tFr(
z)1ZO4G*@D%oUKpdKD22l?IqU^!89`7muGNrz42QcD&pNk&NE+E635=J-==K8(tLh}
zUl=MY;B6uC0@_CKx!KLff%g$?20;!Cxb4m}3mZVUEz)(P7Xy$q9v&V&nTABU!)`)Q
zzr>+)S;`aX_21k=f*QRq0HVxzGxt07946+KW=e49v8&kM)t>6A7(J~|+8XcWhx}*5
zZ|-uq@A)H9q|0Ic0A<>q!n0r9r6D@WMB08YVs(FSxIwJ?CDY;8Zq#=eLEc_j1hmry
z%U(8@srg&YF}piv!2q+|b3&&%YV~76w2lG9wrU-A=a9H!lC2^8v{*TuTS(EKr1l8n
z;pLfDDL6vu<;ZU%9CO>ZjxD&p!Q+$fE%~MSsYOS*00EXaD8Yd}H(VM6uP@qlL%CUK
zvFH!7|0^{R7c|%UhH*XS#8XNi0ZZ7cwnbesR&*l4Li$>YHLf_+$Y5w05+#r=heLcy
z?ZpSyIZ!fl+o*5Z8j{+4&(3&aiG+P}2g|*QnSHKOJ1w$m3W%f8hde)bij^@^MQUo+
zuYFICuH3v13;+p(?mC^pPm|}BVVlB~<D&YK1~Msl$^O}w2O$;Irct(*wNA~oz~gQu
zGypnu@Fq_Uyl8c#Z;!ioTn&=UXK5f+^6byGpo79b()v?#nu%k!r9);00<57t4Y(=k
zOFRW8z|#sGpoFSFf)s+1ygnuIzujI^Pzk)Q%K(KQAR5_k-3Jc`XKzbAu2&tPvvLcL
zAJW7Q>1?VtFh_W&xVvqM4;{A8Oz}OP`eI$qxm}mZ<yM$OJ{37QGZq|lt0*;axatSW
zfjKEBd8}NKjxj(Aqe@*Oq^ZCM@m@1Lvfb>j?;C_xKf4Ibu$<DdJ%SAjpX+VcgahiL
zBN&ce7k5<9Qw#(Qppd4~1RZNhTifeG_6rj+hubkTGc(%IVaZcVg^7rxI2M<%BwSdv
z)^CB5i_2R`+*B4)Dp0X_pVVV8t%dlm8vS#?LJB~<Iq!woYkeR93`9mUL7B$XB?Wv2
zHNOZK92N)_?9;Hz47$$N50>qcmIe}Oo~@kxwpX>!oEyKjLB}w0=GSAhalFOv@d7r+
zLeC)!A}ZbB+%(Jg2ePJEx)^yL5ZKVD2|}epr0r`zWBp-8+>Q6beX=$fWdnBH@ui3J
zsquaCGMS~yLVr?mCM9L8i&T8(6M&@9uJ9m$Qhs=Ncpi{NY_)}yR5ph3$n97mWjo2s
zLgYTw`1g<#=LbO5H$VzcBfeneP@UB#7#4OG!l;jwlmw!X_CZNa!_)qJNr5iaegCDX
zkdg{;MV!)@(l{^noI~diFk)Pt8KhL@7Ve!5(t(5{O_;y&;m@+^3`;c0rRHbux|-wh
zFJuOCw?%0k=g)D!(UE!xoTKnq6EN1zon|-W5X^4zkjed%twIU8R~A;E(vwojTR}&0
zUF|8BBn-VGq}CabSj*|#N~(h6nNAh|0*WX4C<GCncM|Lnut`3<V$DeonCJ3|i_Q$r
z02+Vz>1IkHsegrhM%q>Al3J{~y4cU#!}J}71Ku=oy{pePQoEH_@4bW$`tKj`na}L)
z-eE9BH)&^=d2%eRrt%b9<h^;yOFRi1P7jU}l)EVQw~Po9tmeO%<R`Ckt8FBbFh2bb
z5e(EvqjLQ&6G(mAcoI^;cvKMxxOy}JBl(6$TDNgzJ^2xJme~&_%l-jK1i(~dW!|(X
zB9s0GWssagDV0ssZuB?|WomWTvSUPw<8<bieyKxY^A%q&%V=)v;-j#31RmIPlX4Nj
zs9jLj1e`OK+f3NN+FmCm!eKQ$wd(++Ru>viVnCTJX<D<%nXD+JOADRX!C?^zGM<%A
zP@7{lQo0TFP92y3xYc7gU;H;<Z>1@TZcaD>Ww(zm3uVy(A};&eX{(JTh8UJ-D`WOK
zpT5aOwF=Y4<ncZq7P)TkO6?61+UO+XrYK1Tr*<<wj{9Nr+3cqlZp~8s6jKP7Kw9oW
zc*))2-!&mEYR$I5TmEIkJ6%=I?BK0W+EE!HGu`|WO(zX=XZ4?^k?b*iFzf<^I|yrq
znET{3JdlFv*6Jet`@-l?{Vkfsmut6CQl)5yFe$M7TwG8{g?N(sM$K#Yp^#1etv)*O
zw+S-eT@?-vXf91%_mxw6%6VqbaX2R5qQO--cToU5+aXXisqq|ArYc(!5R`aWZL3+&
z0{R}(FM;bQNZ2hNH}f68!I@*uaA{bekr!q}OY>x<O_omN&jok$`N!!hv~w(F6TCqm
z_Gazwl)Z3KuOQ9`OtAA%9D()-)c&|W(*EQm0L>Z5g877F$Mx34SN8fB#e4WZg1C`f
z$@MZ-GT%kZ9Wal7-4Q~+fViUpH!j2-L41*<e){tJ=7bp_G@vy#)ZV{c<hQ(U|0l5X
zJL*u@zIObvdk--<8Z=HM&jszNntN)jCPGGSRkpS+pI}!WiT?F)R1ZdMu;pLzI#7iw
z^7%Vih>&_?Rq!6qYQ(}0W~HitYNQPov*{-X78A?q*mD{VY?x(2ElbuFZ`@3~miK9a
zwfP_mEr+BJw#8_1u_4N5lW>HsJByN_(K5axFj)!a0>%vphOmPhmA)*N9-rZeV=0wt
zb;T@ii{t}r_r7&z3>QMNdB4(&q7DM2bCE-{6KNcHkEc22Q~i%p0{=l{Lxpu#!6YGn
zA%@FAQs-omG`$4^u%ZB{u#VVo*SOZa)(+pBeZya>7KNc@loVK+Pyc$Dhf9bD>U3Ig
zV)xv37w=Da#k3ottd*zr)pCCe2H#+1bCkS}km|x*GT^YsJgN|0#J`8u3u#jTqdX!*
zj!+#8QyoSem53$>Jd!AWJBe+pVdPdI6hWER?-C~PW}(Upn@8q=X{xh1wpt$bcoRm@
z1J+LOzjG`2qJEd>5%gy+*`LmJbukPTE@fzn@)rl{X&?}CSysQ)XUuFadKbRR-ENNv
zvHOZRnl$@cMd6NWg}+r&BT;cGJTf0(P8}<=3`W?YF#h0R^*H!={O-tzD}(41WLPXA
z^Z`;n2Vsqu{hjdgPBx}RwG8y-k3*3l0XW#)O7}MhvZvUgVuWGX$R9B~;5#=Lj$8KA
z04FA&RZ_QBqy90#&|z}bQfL5p=A~4>5frZbc7CiggrQ-ZsseIJd{9C6F1#Iy?1SFH
z4CY9r$naTAr3?fEdxLHTw?y}>4#M;Wf$3OD)8_K;W{J8BUh{cCQLfmW{{c;^UW4SM
zDz9!b(p(Dm<;pc+U!9#Q9$kHM<hJw*kfsy8g_kzvSL;Ns^2*Wjdn_^Z0c^+<NgRq!
zg<@`sZEe0(=8vO<Kx4k#j<kbK%WZydOm)!ZWNO(d*G}s^UstN_S(K(eLMs6E!i<c`
zG)K4g8AhIw^m3e*)zxO6qH)ohu_sVev2+RrPHvM=L2%+>qG)`h2RO)qHD)(<7u-V+
zn;jtSX+5W9#N2rGm$Jot5aJ^YIwg%N+v%Nj*`KM;VXkITW1nWzB0mO*$YSZlT&ri0
z?KRZ5+=UzANnh1vvR~&WcqfYWn<^*!bl~wZusKSN!y!L7-^*b4WFn9;6X!s<TGpGm
zIBq2oH>p#1bHvtR8930XX(4a;EH+OIudE+Cmn)P~cxpf5d$`}3dxV6!!F*}ZsZuvt
z7$Xuoz<Az0I(f%itoq?_P*Gmy)|!sptEiS#{MN_veTu0G|FCkx_Us)NHW%XcgFFj3
zjM`|>@i6ZNOjPyC_sU2dK-si~OxkTt+Gp58@?^SBj(1Cu$lDqLF4QeQy-;ipyV6=$
z)rIl8K{-F{AQ(fiZ*k|N6P>T1>=U^K;qu_JIdm+Q)k+-(UJ4zX&%~ofDTPoE;jBX;
zlV3OG>|F~12EI$#Dr^dfzm^<@hwUqNh#G1wgR-12?sY=3gIX~WyO#SL4?P35b3Af0
zU^d<CRlfu9%N6LT*9hnIsk=V80wW+4o0q!em0{SQnd9&^o%z-!;9|fdO%1mvneKFd
z8MEJei&tMO^XG1J%9u!lOOILH;5t~4x(nPum=*?c6^mi#SJwrY>wszym|rlv=~_Ti
z3O%=>rE$@mt96^S{vY@db~m!LGh7V(`6t@plf$OF1f@eeCQyXA`9q|OAYr%+C&cX`
z+YHmq@+-fH7eCi4SG7?{87*D^_}8Fh@Wo-i$I?`P-i~HPx<$-v78Cx)RQjRSuU*&^
zngp1>lCRnq+Dl7XeaU_G;!VR8OHvdGctCh+@jC(VYmZ3AZs@Qam?~f{jD1nN*S8J4
zJaKNj5>S4tu@kN4Q*;lEb|89a`pTv~qh)nkQN_VnmGTOE{qWw##Y{>jbEVBXXh`5Q
z;(S~0;Lf#U2L{f|LK3Uu(GV$#EYrfw18@h!NxfwMn;^<i)j0zRgnSqY_RR6zQTlJ=
zQUZrPSS%(S4HkJ^Eao?RZsZX>2lo-9ws9X8Jjl(XI?N~>ChMVh!D_A~ZSpBQIrUG2
zf70Lq&PA7Vzwpl9)AJ%Hpz%9>)o(z=Dx<v0MlDo&x_yqkkBjL-FIUzp(@V}BKR|F8
zPGt3KdX&kOZ2!S7Pz!GNp)_^X7X>j4whWefCu8D<>~Mz<bU%K6{i5^aqG&@6PO#!=
zdWiX>9IXrFl7zrJ0X-2|pr;Cl=F6roHj1_2v55oUUjx!-p}4BKa-|n(!n}<p`;N(^
zTMgd(YL4N#jCf-nMoUX3M62`HhvS8Y2+ERwv5LAbB;@DK>#()?XM#Nk{i$u+Ds<c3
zY}9cwpJ*d5h_T(aSbFygIm^+TZ8FcM<4K0J)wq@S7WlzIhQgZH^!-2kfpSxV#@VuG
zXY@1j`s54f4#AHh6g_T*^SMW4wdVZ$*h9HX99xsC0<?~C{Fw1q^~R@ial(e5^hJfh
zmzQ^31gARH*>nvZ#sQ76<9Q?~E&&V!=AYgRy{@pcE;QtJ3_RS^)w9`b>L+!~TW-5q
zck&yMUZ&kR^rB1NJrN*%>NyWp%S7h1TW}mtaPZgoL>3sP3Z?v-S-?-NZdP-gMflx_
z!#sPG<?%rP1KF~~8+vBS95>Dj$`1>*9^k9C{Etsmyy8=Xp=L8eA~GULU@t-nUV-}M
zzF&LsUe&gnnqQl1@ll73uCTK?c~;p*!G0|3sVr3^a0v5L7`WSrLA#)x_qeLjE#eOp
za=GXadlM~O_{39u0$aQG9;Y3pa<9RJ{c<dU*qCA3o{#h;%raHMp`V7$+rY28@uBm2
zCzKAL2+jNS`j4;LxCnOTPmKGK1WD)UnP*1Q*DLM>5EH11abHM$t&NU1TIm={*z%t~
zd<FG&4Ax}T+TqAeKGtNRs2EYI@z3k`r9T0qT6+kV6u0x3<$v6~e4En{{(pieGZeA4
zr)96)o~uT#PzB8)&uwm#$Ey01i^IxIkrZ)J6>VgT;|TE~POjKnZOR_j8%PAo7j4S`
z%sn5vZak%?_M^4IQs&luSCV$@<UNmT#LVH`4p8$C(0eiUK5EKXh$qR67ki$cIe)#S
zTpR64q$bvyzMg*_<^5T5@MQ*7&OzTVlY!+unxbFpCo!NZFN#_)beJBnUs2JFwh*QK
z?3|Z}9?z(vHP8Fy-~F`UCWv^o#r&=rU*b$~A~gG)ld-Mg=Ly{qnD2zl7Us4LCyuhL
z7vtDQgB6Y?dn25K6<Cosw$KeP)p$$SR^=ez8Uezi)wQ976HvF_t1@yg*JRztbCK12
zmz3lJjC&!!ftDcio7*|I7r|abFPM%VkQ-PrAQP=Zc%e%^j2X66y*2bZSZp}ifn&<+
zY09hEPqeRWmXK5LW&45j6cM4SnD7Mwc-G$QnPHmFS1yFjX`|uIl&rSd=ealRL$&}G
zgothbth-~i=2({FcIPaAsT<b|?c3Qc^)eQC8OgCWg`&_l2eJt6n6KA=A(e7@Cqi#+
zO7H;C{{=J?efYbvECJvltcl!xUrX*XK6;vCo;@eJz#z<@C|dDNlgbX(a<+)cb~WDc
z5rq*HPL5c@pja0F#NjCm^j|^sWEDNdQ|OfA5qmTnSDTf9#FZ>RgBMsgh0p0L@)O-O
zjEX`T7S8xi%+Rv`68XSv<@0djVnS5wAU)2jfUr)x@Y^?B0@J-mk9RIahL@v#>1>lb
zb>i51ZZKU4d#jBGGE3Kp#qmOuQYl_yEH4zLxw0D`;H&J2Ch}HWPZtuov~YwkPK}40
zS}K&vMFV3+d(3Z$o;lO(XqyhEjIwJZ>I}UKZ|kT-^&N`l(97JDJq%sE10|U4RjUQ}
zA3z1yXvZ8=O3!<BdIwQB6<gS00D2ndtR@xc@Rf>Ar#Y%l_h+F-WxS54W`8Fy=xGoB
z>^6(~^NNEI&{jakjmRrY<AyrI*=z(igBpGw3bwTLhd5LheSxU)%hgw@nA(z?mM@@l
zG|1q%Lyxs0VgHqqWJRTBj#OZ4li~!GU4JE8b$I-J#boqX&lEm|>we9|0_0xM{T}-D
za(Q((W*VWCny!__0J`l_3xz#`=|*ACm)a{4A?FdINJmU?XE82P?^ma2i~F@Qpb-Q%
zI5_|ovw9#rzrDZ~NLitZ3a)+5e}Ostolb5KYyw?7B9T>NFX*AaZ@Po3ttLzT9v>Gk
zY^MVKE+i5t$=z^9N{C8r>91R&ca@us1(Sf`C`VfKj>Q)Q%z}8tpv>?8*rV4+%|5B^
zmvxJLjN6lVRv^!UXW4t6h)%dgt_)?Iro%zb<l1^tq++|`<Of&{EDz!uIdM~k&~xdn
z7g(Cf1%xl+I;IeBJXn{f$f33Ngpg3>RZ30NxgP+VgPPiUt1>>+03w=8-kFf9y@E9A
z@L_Zzt#5iU2Tqwlrkcxa%8A=UZSxubiwR&i_&)XRyKIT@Bg3k|pev*=04aks_GBss
zK-YkKyJTgAb2RTox6vp{@%4kgpL3ExfEQ!Bhb!i|&5Y2@vl|z_ZHZi^Fz9Y%x3Ueo
zc0|qyKoNuc73Tq12P2Tjv3}d}hRD>m@Sp>7<ii&)`ca1bTa|GqrW!4McBda0;1@`o
zS@W5gp%m?qO)~s?Q_z0zkiJ;9p+|rr)*TQo)$UdYOWJ7gtm2+2WQ{*tvjvJ8lfvw;
zTu6*)!5_wV%RBJgb7^mZKpT-I*W7b67e<T2lK{8v?)v?M-CpwE+so+P<J_2Cxd%$y
z5FSB1h2U1Y8%3uY@dOyd-*E%23^*vTFsulWaAMW`V1JXrbf#JRgs6=hNjK|i(9`!9
zpaOl+x44Q<DFu>qpife}zR8004xwtkn$P!>SH@|)n17BixPwF6K+7Nz#2}HMFrcCU
zgo7!5<(a+TGgn&XuMk=gIwZSny<}lm{~eZfVhRVQYaR}KGMRXIrOox?MT)m1oU%)$
zhU!7Ky!b|`q8HwGY@3Y>zTG)qi5|hcpl%Nh2Km~^CAaC^=oTPGhW`DDo0^O*gZ}q=
zI-U-!TRB0FT*3;f8(;;2IAZikD8&%S&PGTS=awXsq8rqQYI#DbzXFZ2W|9A0_7@Ga
zlLwuI2YHD-vI{>Q%@20W%5ib$hI}Bh+3xZl9+N9PIQ6_?YRsK&TXVp2hhR(n;Jl(@
z7$72nqky!FO;4dId3@pQaljO2d}QqF^jDcm)kCy8!})uKmDnt+j5Ja;A3Y_#6XE}{
zDPm3BtMIP4y)Shr-+3vz!_udo1mU-<%F#Ujp?usLud0aXkSIie-?Uhyry1$U<Mp$j
z^19R#8}S&Hk$fidUBC7y1KEypex-ay`X$(dQfs5>f}!d>5rB#WydYz?G|At%Ff<|e
z=RQZz6>`p`q2^)Dr!ua%6{+Kn`HT7`+duh~hjVGK<e2RCgwc(=dJiR_#t8WNsa<88
zsHeJ{x;Gyl?dEu_qjK?Mj`;_xuM%|N_ERE}j?q@!3BlRw(!ox>w{e8fo^qL%{882Q
z4*Lhr0BQL5`6{i6bUPK_TU3O*5qJ#XkO0w>T}T;`o%c(GoMUNTOk63K8SkG2{hJMD
zhC~|!m?yxE0_(MeZ$i9Yw)DN@IB>{;L(X(@OpLB6uvY1`6YJifP?B<wnj7921UcZ5
z^G(*(=cs#eZvq`KUlfWsq@_enh(h+!F$pnb!9bV|Ix7Dh(A!4`^uuq8I@F>(7x1;4
zc0U=<TnWJ2SL08!;bCTaT+Ru*(a$)cQ{;mor`w)hrSS`o=kuY3;>IosqHn>XNB0F!
zLF<{3n~9LhWl30UQMf`Vbv|GA9)K*xTK#KAwPn|-`)-@{q{QLr#J>XJ(&`2CgM$#E
z9v-DKgX`N%Z`e}>iwjuY4<L>PCbaj9MQb!bNPvM<Hjq#ghUqV-re=T@hMo|#s=&-9
ze|mKMN_df1!kq|u)w`O~OJ!2HE7(0LmYrdusX{fLH3A}<O;PofYd(ZJbX4!Z%5uIP
zoKOEnok3#nM?G-e`r<`_u1)R_tV>Zfu|-QNTsGl@TGN@=?qqd*WHJQ{0l-U84FuE;
z%4GUHAZH&p*pRg7Z4Yp0jQwc3gQ3P*TDCsj`)yreJfrY|+F&bKQL(`-dAF=l3COZA
zf}t9U+&@rv!~I($WvFBv|B4Ev47D2}rG89RQ2Y9*%Nz*CBYHSs)Kg9Zm#$~o(kUX)
zU-P_{LAJ)cJ1f-ZKk#~?#Kq6(+WD^ClNEkjTx}S4RnKth#icpIh&P%=XCZD(S03G;
zR#=YCbiLfaZk0|V_lrbNV_q1*dEcWRy@OK7p#S1Xl7G<|*lR+3Y9DIm>qqT(AR5=-
zwBP}dY_#p>Qc_bXy~V_dJnQD50h<jOl}0fvpwcf2FuXN*66$je3&Y1~k%^|GDh{#v
zuvWBlv{#0erq$5h;^BHt4eF5r<<tz*TzOoew=AjEE)*xk*IuM$KYO31G)_S^B`RW=
zR!`xMkwG#n$Wgrcj3|dE!N70o?8kQ!e4ESLn#s)3b?p~ymgN>xYbFVak3>qK^gCc@
zpV&aH3s!pAZMpx5vl0Pg<o<SbnQQb1YV8NAYH!{ee1W4g)zzpEk4~LaA6W`Qp73MM
zdenFP$;g9UszNjUnc)5zY<|<FXnoOCWra5lpGS1RRJK<?BezbEQs6hRbSex)H>Wza
z-{~Cw20Ip@h`_bKYCPSl)cFk~xzTjdd-)w*X>D{lBdw<|hi2hhltJ$iM+5mqq?2^!
zhq755yM0IS3$}s$9a*F|^a<((5^{%Ex;gSo=59w=+gM5{IHyOwS;vDS&_Cx<4VoVT
zxLjZtKqjlOLZJB>%IZLkulYP%LH&df|FhkimP+#br1lJvJPlP694qbQPYRP};z6$k
zN73Fx5J1RM-fjA(jA4^gF)8CS^V%5ZZfI)J&7Ay7>qq~KcQSjx$LVJ(!SHs=qI)z@
zH`XQHsj|}`D8WYD8Mw9Y8D~uE9{~c81pTGFzw85rRMsnT<jhU*6E<h^O22Z_bWLms
z0771*f(m@$KTRk=-9%@+gw<114dO2g<q7S{^Bgjl*q+Pj11qn~;kzrU&ej;f9FK@2
z7}|auzNsJP0OgO*YiD^}c%T|DCr5bgZi&{Cg?mr^W=t<unLeK3(mGM3-|+lJ#agK8
z%=p<NL2Z!Sqseby`sCF~c^L8AN1!lPmaDmUqj*^Z!{BMl*c8fq>SqpKHv0D|5D{k{
zdet(jYgM5GC96MYPO=w)@}I{<+IhfC0tzW4Dc2sT2Om)`uEbx!4+L6DM{5%==r_J^
zrYZOeH0qqWt>u|%@e-aIm`DM8rM(FHl`Op&1{Cf;vdUXx{8wwM89i{>3*Vrdfj5H3
z<+4dWV_YDpZ9t_}i3XWPkobm)j4otMTu5;;5<6T%`|7P?1M}b3kVJEQ?82|c;Ac!K
zdsr7U{E-#e=lP-9z%bD~!Lw()nzmKGLkDU-C-{?=Sw#!?GNHZmcx<-59|~13m9-x2
z(+l3FIpd4GA3YVR>2|2l^zvkQf&sHjqG{&^@QXD<#=(9}*64U=<24FlY;Ny=jDMN%
z4HY=25cW08Wfwjk!Yn}+awZddLk9=l59`i^^Z1F&%K4^0JR5=?5>p<Ve0cDbQ~DrF
zph_;r_nZvbp)E%!dddTDzhh^8QIN*>s|3I#8`oO&%;(i0S%Q5%^m=_)d@G5rRMMUG
zPMO(sDp7P*)oS&^1jwco4Qz5lBOHif8;sxELHo@U?Oxl$w;ySG39qbQaJV|5Wt-Qm
zJO=`e5||hHVVcZOU2Lw=drI}_Ob1>Le%DI1sBfVMx{{}2DkN%YfHDL?>|oP?F9?y;
z6fmlIH>T#FkQ3iS((Lb6RIfk!($Sn<eMH+lcKmhPg?aA@$F-mf?gNqZ;Vjt93Q|_0
zmGzf3WKB>yo!4ZpRVNiImmJ>x*uCRDeaFN%%3pKL&?pI-zY@?62YyD4gb>KZK?TaV
z)yC_$cl`E*dvWECD}xf-lK-MoZ4K~WqKaE4c#7H%&%h|dv+u?%g*0NYQIRy(VW|^`
ziwksSitI<7w=2V9K6R<8&aTuy1~k1`uN)W$#98wT|1l1Fi1rIqvtd#J{2*X2PbfZr
zevLDJGVKp<k?fT~9w3-+3RIOh?TM)3x2#H6)mBdMmLhfFPa3qXXY+%`;<Tm|vQr}p
zQL%Iu_<c(G9Sy2vPD{=YhNU$8*uWPC8jc@{BY-#|j=~eGs>d955hs&prbaOG06{4A
z=?yU9!}`XtOI0fiDvr1x?vN;?3=)-P8)h%L4`-gr9sebp2D!!5i>5j1p*s9wpA2fd
zQr%}b_NgU-VvD;x7#f}-L@^uMqFHNq^m%?2M*?EHV0;idGZ}eqT(|7g|Kv|Tg@As(
zsBF5}4@cf&0unSppZGZz!P9a<ot5WsMlq77)T6y$jn&L*%+`qO>4YA6d|f<fE<;3;
zKX3HdvuQna`1i;d7A<=ynl|^j4iL^t+=zF8ldYGtl}~+x-@-4VL2i}%(AF-fcH$~I
z6Oo1VO6K%f?4g2%^6ya&_HXnPPr<%kfn+-5H^c8U(7>jJS)~S@vpLfE?Y!ING4`wO
zbbUVBKW9=dmF$k{H=d?GgUoEOVXF2(r4#6Sdp*t|^>n0i3oyJBP?xnHSLU;BdTEk{
znmG*`0wB-@xJ4;L*0}QShqE7$GkmxD9#afO)FSi(Dvf_U9#3=}Bts#@pHPN0+8^Nf
zQQ%c-17ZQCb>$Rh?6MXp?xgb1qYd;DJz^iH>r$@50?<<n@pi|8aKi^Ib9Rl9&jP$w
z-nVBW%X#|Sgp0W9nqS;u%jrYUC9921!Y71f*^-0nfhW2!srXfudxY}3ov4-3^KF^Q
z&M9#w&m&yFwYVS5iUGO!2x>>;(2x7FaHdFOf_p)*B#XqW;VOI4A|Iaq?-CXq<XAaG
zW`-sX*I+hhyu|o>2h{m~MEP57dfR7;sSNbCk(!S4OuKl1(8;~gT_9ll3SnZEjy6~^
zK!@!dAPp4BD&T_y+-5Iv?;S>(a@|cxE=6a^?)+JV?QR@8ExF1TAn0~tc*9lmB%dv^
zYjzCizYVkUdA}*fr%1MqgeiI#au7CKJ=c+nU7aq-xB2XeB@<YP33xCKbj#{eH6sXG
z2Z$_<qwSRP99~2;ggDH6<A^y?C_kuGROY@fP~G0&c5``W`}68vk=YN4TPwUlwM^ua
z1P`YZbs@R{hmw6(kYJud+H%}qbE2~Z*!kW7m*h%woQzsYUVw27aRqOWKvtj(W`wx&
zRB#dqy#ShQde@}11!*m}Q_7BKHi$J)_!@r9$>W9)>=MA1OU*@Lji2TEAj|LsHW|fz
ze?$hr-Bb)p!=HF0f6)j}%3_0ktAUw5!k80nRCSPF2NO8+m=1){m<?J#l*;zy0h;*M
zDV<hnW_C|fYrWa}DH)A{pwV}1SGyLQ9`dL6Rv5hD>Gwv7fR4kca8*7n@ulb+4mu`Y
zo_tI*w4xXEnk{SqkQf5%*6^h{@roj+<1^QnnklmHo5Pfz=W?tsm6IG~gth>H3GPoT
zw-0pWVl4=hRN`em0>r=-%K=nfl&@#jTUWo5j&@*b8QwR>ba#leU(@yUyabGd7eAn<
zf({hLAsuXn^b{#9?CFimNltrzUaXoYTMa{rRzL|E0%sQ(OoLuFG(?q@N*{KgKr-s9
zCXf!n*vfvuKB!sMl2|`+9vYBENDOuRPF?i8M$Xjlj7lDk(B6+`O<SK9#}T??wE<x-
zb3$%Df9&9W=M;5sqsPnm!2M_M2M8SpJ7*{9)BJ_y&2e}lYMkA7eyQ%fnb(CH7!nCM
z=z4Vuwa0#z3F`j|#u99%RQsu%>2Pxpr?PC3Z*Bc$<QDr%PK{Da;m(Zx5F{!v^*47z
z$n3?9GX^h!*%<Jn^0n`;O_ZG^Wz~IoE}<z=k);&(IP`&POk+xz6ha(+`94K2iR{v@
zuZZxPHBp4~7icz;dqncp+*6k!yX7AR)&%#OhyVoSizRF7i0&0kQgrG}&N?ct*6GJ|
z<hz6L2+(8Qk$*}IxKZev{|R_%p#~BRJx{>O;4)We-A>81Q`0Dm1%CREW(Xs%Qi+QI
z@XTldQB|Z>H3hTla5vsfzY9`SrUQzgdIN(cmILI+1p7Ha0t~syC+z(PSTnQ&oZY%6
z;RnAz(_FB9ssMIo^aB>HiZP4HBM1IRBmNQc!aEPF8<Rh@t4680g@<GcsT((~VXsT9
z?k&xba}))i@airl(j1u{!!l3SKYPmmD13nAC`^?nM8)F&u=O24QD#lF11w?!RuPb_
z0wNg+B1u3*a*&*Zg2VwNXD|RNIp-vCfB^+&kc=XdbCRr*K|sQQfWYf<_y7O*s$SJ@
zZPo79?w$MH+kN_+)3?`_kg#s(If4Cysq|f}AlO1-1zzJZ--Krme$xO01H&n9etUV!
zgUJxEDiF^$5DUGj7_!OIZgu-b&x$!*e)x31o2uu>iz?m{-q3W5GAnRauba3CM{fAj
zBNDq?K-G()Q*F$)UrbTXf8N~xy!1*a9Tg`%p1X-IkLqGw4#(l!RH54mo-74_6xqbD
z`a(_oBgYenKh`UF1O)#abJ9=5oYOx8XO5=N)9pSUtCUo_F1c$sr0>YYkl&Cs_NrOu
zKvp`sxkcktz;wm}L~4_@?r{If*|$#9M#70)P8HVq6<k!6GhxrnVb)M^h;Y6h=nEe*
zhiEh7JE?r$+rLU2=O9jCV~!Q}`kMC_@ZG9dgwDCTSy$c-Q<I=x?E~2kpd(G+L_$h|
zFw#eBFR?sDA8Zr0PNuLp2%RJ#A;Gx=MI0N&YG-j%g+kfs3%xDMtqJA=!bz=YO!mTT
zcQp7#$7Rk2UDXL~AJCy*?0r(<i>>|990fx#el47vv4GJZ`1vgO-VHGIj@vMu2D%mo
zRe|mU-UVo4%U=`v(<7~D2hV#$mm=t{;Ew=WPFnZxRJY%w!SE_&MEQBCV|dKPX%$@s
zZ!d9B@tTOE2->0nrJyDBAx@Q>s|6dwP?m`)vU4!9KqROBy-co%#UQVr#>MKo_HhY_
zTYyyCn7&*FBiAxg72Gf1CiU0Z#b)w(V;0}3uphr?mu1oZ{T)qpyLPZ;Ua3B9L}&kL
z?>)Zm@8U^J;*@k#S1WT{+FN-y2Xzb&+;w42OA<ZIU+<%`f27)-_5@iGBfOO(b{{Hx
zn8B@g{k|XtE1X1b3$RcmCFyaG*bHiLf}%pb(Y(3?lR($miB+$)y6~OfUkmoLUsZ|l
zpR|3NhwdpSmw_Y*9WKtJDYc;T(ggxtj4!ZD((0YZH?GmClE!uvB$*0ljty6^%_S=1
zgIqK-gOTtTChnd+aAxDJ^r|N>O8Yqg23S%D?%;6m?8o^1w^L`-b#>*etgIA>qL@k9
z&eqlOb{<HyFkB;{HXtwBGbHaKd-ATbMIqkD`-Gp1q7#ze8g~!w*LJZDysInOlkVou
z16T(rzaqaus|(j4(tpDUM%pWvqgMOY6F+B#SMhFcjmR<*TGqV3HC7|H_4{l44H&0H
zP>3$ayM=l(S9wCO2!pg3MGHNDtzbq0ET_6cIQt>NfMmj!p*T-xy6w@2XYi0b2R-Uj
zi#mSdA!&3+f%Tb6KG3LPTHBCi`=!e4;*b;XZ<HAm(b;xOeYpIKAHn~#ST*6_>0xp}
z1{1RoKr_xQxHv9MCNIKt(}Dk6g}7_vuKN$)3bR3U+u*T8Gbjsy+D6z;3c;8uh5g@<
zGUdQ92}D_hN8R&tJnsW}{g#z}OxGXg5=Q+$Lk&f*6107T<e+vtz|37ffqQDKUw2Ao
zGx1lo0Dao@!d#d;waeq%f{9X}WgS_1H4Q_#OTC#x7QBakk@eu55?hM*l#oD-$eAc?
zeM%Tw>hlO8?Ma<o*vd0m5LW3OxsNLOP$YE5zlukC8c|DG3d*)m@9wuJ3I6YH0*eW)
zi5R`*^KSgbk4N60zd^^_YKx-m{rt-6yIj=}A^k{)H7fp(N$i3vaWWj4#{n*~!M8O;
zz*P(*gWgtq1g1;C3;EFu6@%Ex<|r`n2RQzAJYJnY0pk$D$)wY3(svzCE$V(>QDlql
z?Mq$CgDIFX!K^9qf9k4Pj(Da1#HB}gC%uLYG!H{17dxGz10gRd4l#$FaF~TR2PMDV
zv>Pe;2AvY~)Q!K0;oYZ8w^G+~iK1pDj_;9NkyBhe4|758hoC%2sXtGyyXfnU!+06|
z7_n;W)5@8;^PQ=QZI>3k#W6xH3F|UqbdzM~I<0EoTRerChpIvLtx-KR;@h@QbldEX
zLa0W^ZP$z%hB{f#O<KPDDcKL#X>85L|Cei6_Pv{EiHfQARvxlGBV)$3aI&5>X!*of
zpg<Pp@hr#Dm*wfeAjH_-I7=n&W<l^d&4tl}u?W<o4~si0-VFQ_tmS8J?K<W{6En0W
z9pwC++!gFas_80U=1-$tI9zS$1sCjnk04`_MMVeE!|N%(Rq}YsSODl}=;8akU~EG+
zzIgkC-g7^~I2>rX{}K9wIVD_U9*PLE_!3+ZzHnj3zqa+?X@sSX$KL*XwKL&fmiF1|
zO^+)!v&sEl!fRM^t#ytl_rSW0r+QCGefR;%Sk5+dCGFlrbYG>js-zA<@n$TiQJs71
zY`YcoJ!%6FVV>v)Pd-)dCIlcn2PIEJulw?(2(j3KGal~?l;yWE>KVF-aT$p>zUR!%
z@wZ)18xu>KJyiPydV#&i@ZWDY--RCGNsZ8{)6mNUZ~>}Ykzp6>a~PHCWQtZh{2^?o
z9gC?P60Ph00uB|tnXYC3%Ak^H=3^Llwkx~WuQe=q(1Bi$_LU8~3J$AkpYAE~n(YS&
zaK>$z?)c*e%&;tx!R2kYO1TboFugm8(n=ycWKi)>)h8bWu3n%mU_usX{JGBTkYyk~
z%r(~jiF?C@b{o_6_j3CC_iAfvtAB5GR&O*M;^7N7H#ZyZHiZb$TsZI-fcf+q**b&k
zX&}Lx)9<EN8JhcRK1n)&atY?D(S8wEfnpkrAwXGuPe!u8S(af_1a1;a<@eSNspA}L
zSG)zj+dOB(=6hN^a_(|K?}wA=@Zg+*i&OQPKRJJ$|5T&z)gI9GZYn#Cf308CdV<rx
zV`TXg2mf6FrT|*t6$Q|)3#PhWJ?F-dtzQ=TqQMEH1G-p4xiM$;l|RFw1S1h>@ekj{
zS*G4h_J^lPVdmXCI}2){!y-hPIN8sS3BG+LX8Jys+Q;Otrj4ELet|n3Bvb)r2FGcn
z@SN-=e!Q2VBt_pA{pX>EG7#cu<mpp3%#%(*@m0Q}gP%bZrwzkvW06nYa-GjhMa02q
z)pE(s1EOu2gPcbbmc-&C-+x45zmr8T3x4vhp?yi|X>0cy4%BC^wvf6LNuLu2)@A+a
z!|BG3>LQmE@f@1)>sevWw_^T28+eA0X4d18{WNj|$uzy@*`wcN;`5ZqGjsMWvLgKE
zEy734PhY%Hmm<)=D1XJ~v7m@ruWLm7>~>wiq^9wdfJAjI=gwY*4tgC`x>8eHoL{qY
zEHUaP;x;SV=upp+6^~pmVw(*Aj71_P6GjIo_z%X8OB7odf4w*&oAOtX+8CqPQqw%r
zzNUvoC%RkWcu%7HEI$8MA1&Ej9(8zK$ZS9-sm75xApiIt_c0aP&ampMOwX!xKZmMz
zm_?|*<yo4%v#3}DTZNeBZ?}sR3|<-CeKdA+@NtPHdR%7h+|eU~3XZt5<09pnhpoHC
z5?}l~z6Ig_4*r5g>qa&dHF_VFRXW;dvY-TpP`yStnkkol32n~7vV<+C9U*SJ$_C`o
zvpuU*2!xbh8&w6ZBB@IEo|D*=?XGa=;;y!j4ck=&is`Q_LQPmCsdB>3?xwr`27NcD
zVUkx>iM5Lw@wLPqPrC1IuJX%id850QxPj6iT6WhIwrcV`%63;ra0K;sA}$hC9iBzG
ziyjs`U1B!jEG4Mz8BAAk?JW|wVUEnn((y)Kvh$QX<h-9TK27#vdxEt)sMMSqds$?i
z+3hE7`$Y@d1(Qpke%MdweBelXm#5Rt(~d<}r#pBVn^-F8?;G7g+nD4~s&IaJaj%<Q
zpLLCK3_X=oJ4|aWF?+!T!x$V_5|c5$7k9k77*PCSD2rwJO+x5SX4ye+&6EA`P>!8$
z_~pu^wl=P)TUf^uRL&l)^!~=((j?7xp7i~*2n5$PlSEwtk3b?tJH2a(>H%B7d?SsF
zq}9|_j`LF-!c`C&lD47<5mOvhU|OMiImRk0tBQQFa$a7QB=~iTKbzOoz-Lwy<C@9y
znx^C5zbn*5#BmuKM$F;9mxfJ$$<+2A_Zd=As;{xEHythA<XkcoPrZi8w@4o2?6vP)
z>XxZSodj@SEm;3@xzFd;sbN}FeU1kOjnd44&D~yy&bEYP<kmNj5L`p&v#lX{CxPhn
zJ_`qpsc-8w^v)*as>2$b8KIrCJ4^7Zhv=<Kcln=cmfI`&$nDvJx4*^rrmSytMa?u#
za}>tkxS~eXT)s4E&;uJFXBu$0syIgxldG*#ywkT3vNIhzZ5S(8*&XsmTg&u~8nk&M
ze|#xSkW#`VYUy_LZd7YHtUSU-X%|IlT+38%NYb6|D7Lr|h(PeAkIu)>tm(!!Dm*aN
zB2bee@Q@-<3w-{us11t@w`z6c@>d4uSl(H7SWb)YyP7YHEPu|On;AdSW}<&`=y%k+
zIHB29wE5yD-=|^^?(N}wCw5&H6Ie1brp(oMY{jo!=kFK|{1`y564luFNv#RJM>TvQ
zZ3*?>O%L<0lMonI>{yN}HJBevPkmnFT3xlW?X8%AW^(LZ`Zjt|kuj6TWw6EH?|ZO(
zch~Fo#4TE7GLEmL*2rxG?ojU7*5M?gMFOMS6IeI1-+}JuH<CmTR*i;iFY_m-4+&#^
zWg>t0-b3A0j2XIU-5(<CtH)F`Clh)tt<qizz#XwT0e+t{<keuGG|%Qeb7md<{+8Yu
z3LVz7XY#gf=FxR$Tb{jke^9P+*t}(bBeIh@a*#Q3kTt|MU=V=_3^MD?I5<q<eysiW
zYz()T5hEOV;(BSJ{gg|avXB2_4n=8rWXG4pz=VmF^dG}!&g!hSxz__?VPqsG(Ovbl
z)CviKeEK`2Vf`c7dcQAS<YQi3k~z<suG**+$R%<MQ(jxG5qIk^FL)4sUCG<a<38_N
z$4Z;ECDHX2kEPF{L^YOvQg)(As}IP}vKp3c^sX!;ZIF^WNurIM3j;p4h}{l@1K(($
zX7bou#KA3gGy5XmkWf{FTdlf}d7^-%Z_!|M&S1Bw6vrA-V@xWSg42j@OJb3$KR=m6
zNaiW)^qC$e#9R($*;asO`}S~U6DQj6%7Q{n@BE;I-A2DmD$_tme*8IXf-Uekh1Qgq
z24uaCP?>>X>Uk_O)#(wIBf{t*$L}^nudxJpHqnS|RIBMp4UHNC@%4uaxomk$3D-o-
z;J3Kmwb<Ty%^_;-E^5s_I;}nmttJLNLG9XYR^2WLe3!e!I_8~FB7Izq6Q*l<>C}W#
z2hs?QMQ2$<vB>0(sH(_0EBkUKji%YYe9On~ZI+$&D@D!bJ-F+!RXY_&BK4J=Imr5b
z)UE<!qU$gR<cCjXoe86@TxYu0m-HT}IV!ETq|@Yq;m2JpZ*}y*ZFC`vXMMNJr%))G
zXW7(5VW}luUqPd9wXe1G+-hm}hm>TRSe{&=G)A4!Mp-+<(IT;ddh1*75nbtzHXn_P
zzSkxb8Dg|;%-YblGnen@SZO5*C<&>$Q^LS3mfzE8v#;W9y)9Eye%KLwNB&wys2#sB
z3d3!ODRnb$);g6?G7uKXtlPz|*>xjY>4vsEyJ<(UItOg8<pg#vN?f%!Op&atvvWon
zfuKsVH0(&+(sZFZrz4$!Y+rNj+}P#(N><3;m;2J=G3GSM^)wUy%ps|VQgYwr1e4QY
zW7S=<s@DS?|GI*Ej>!EG#;W9fD6a}p4}+6e-Tcv2TgADMLYv=UgGv;kaLKh8^Io(z
z;a%@qvO09>pyX`aQ}PzaAH2~r9OtKv+H8w+2_|EYitg@`Yu_4x(}mwWhX&7etLjTi
zSpP~Pv<jQrPXr=gP2rxj*2Zrx5z2<icUQAQO368?O2XZBS&MVChob1oLUeAShgKGb
z&x?>aNrQrq-^L&fY2$CDBKsMbOZd!Lb!vK`d4h37jqK#!?q)OFNELb%e+GSY8VlBE
zu4E{B-9C8z<*f05|Ep&iW|%}*o&2i86kBa=dCp`d4r685#T%xgcOsjwip(VyP2V74
zaA4DJLLi2oztK)RE9;z>rs%Fv&RRCnMfJ*)*>+1fSuuL{!^@d9)1iPx<iyB5_qz}c
z8C2-CIWjed=(M|-?2?{~|8tFrDk6H*Z;)%w44bOkjQ{$(K&IyXL{4YI;n37v%*1@u
z;MM9hvg$NZe`l>bs)s3q?A4u_V)V|ng0nTMAyh3CN8h5KnT*E|ch(9BJg#tUF{;7E
z1UfW)DeKXD<e+Dk@AsToqJkTpxMvY3*$}y~ciVNaC7;7W`!I-UxCSj;P*xwOzL8Y@
zREQyeYPhC!+}eXR`FNM2`ixspZ6(%njhG2dim(KS5|ZZ28`rDob*H_whMvMazB#z<
zeuwFft0X@DSw`$^3M=Q`R&wYhi^xs3KGdv+``&u3^Pu%&>(GTCefd2qi{jgscj8DQ
z)Esr=xgW=Ov00s`=Z!mi{cSmG)u4n>NRCl^f8hs81R~V98f}S9N{2afof)<{^B&3B
zt2YDei!@lik_jretfC<M-xtWi2SzDpDfrUePZxrHNtGaJpO&JER-PUJ>$&&gOPl0j
z$p@m_@jOjhFTXo=o!0F5_G<gr=wxfJ7`y$G<Vb;!2^6Jb0=XhMx6YZFwV^Xtd&i7D
zyuZY9jvp*Hl=zo(3OtHs`Qfq@?B+jJb0-U9ygfsB2E!g-u`^H_mNA_&(!bep^3Khe
zaS9_+xH@t$?~*z3=#k)q0pVljY~9@ycijt(GL6oD_o^JvYxyC3^c&(v)otbdBTcD=
zOmpYo&6A#dBy0Le*BfRBFAJzFunkkJCnx5#+OnQcZc|;V6>BICnAzN*?G96nd6tpI
z`2H7xpZ#Dft%K)#OT!hlUCy~PHji3A!!$&Z^f%h#)vsqS5w#*G5@aH1TyBf2MvC*O
zHPg48Mj&`5cXX2GvscMNWEczN{Hsi_s>!Q7y&fc<je30nBI8~eTZa#!-1SK7+d^C+
z^tPnfku~4Q3W${W9ewwq{f$lhFtDnRP}T|wmg6GHy~ucbl<V)hWhU;4%J1*&xAz~;
zyDRFJZY?L^2#nu-Wa|}iu+MoihD9^9p7r)NG?1Lg)ZX-bs{Uo851IIv>*7L|cMo4|
zfqEtGd6nkD`YQYUYit_Xa!<FkgeOw(LIASvHV3&#FI9yBt#MJP0gpx(Q}J#&Lh!98
zPbr98f+>vJYPoVei@z}^#X)>5x?Rh1hXJ`ERT3pcvm_BS4VoS$H8SK#fB96=Tip{#
z-DW3SJxHOXYjl<6HuJ;`>iiQ;n?^USif%`c)AQ=(YsXs}#vuKx&eM}15H3jX!>(nS
z(IbaOUx&<x4PU}+qqEp<loh+zNTey&MBUn!fUOc2<7u2IdmOO+=Ju5sM6UnefnT5L
z?{2DFc&k60VEc=W?FHL>Z$Sw6d}sP@%`WPB%D|Y(-ixv^4V0_%7Xd?r7Mah8TXHp{
zaEbAIX;h&p#d1u>Oh&)J2Be3=O2rBA8{z>q4iBi4>BJowI+pDuU#V%^qBnMzMjgX@
z6gbh<G3*wCaf}+!or_N<Z2XdPkBFLH#q8%|NgXr;%1xE7DN$KGuNgOgiJUlC?$2CF
zooGO1G8~Q#?I*%J#38pNb5nIE#mmh5?xu99azv{oeOp4Vs`{Mt+;Xa$EaFI3<1p>u
zH0{WA|N6dl*(Pa*0f8uFnomfbSI?a^7@XZ{Tij)zBSp23=Dy_>&k5Jzu5*C1TgdCM
z;KQ=rjuN>MYNHnTXLk^bP36cjtW6?uT5*i!>Ke0`M7<DNn0#K#e+x+_;@0{(aJu4V
zA^f9NUbdaj1cQ6^>`Oys)0g|ZsYiPdm>BH=CvQD0($2Di#@U2d#*RQR0>TmWuefqO
zQI`0YK`hZxGH%{B-CytRInjL3f6RokPM$EOGR}`g9we<BdSnu2G}TS6-|e`>Ppe99
z=Vf2b<4~&?^Y{fl>h4M<QELGS{k*$2X3OIezzo+8nbFSYqudivrbPkR?OnsejMy>-
zX-6lH%bV4{+s6j2<=o-<a&ChDTF{C$ujED1=h+;(<wivye{=;w5Xf=)b>hzCZY7}A
zoL7~ovrk03U`5q}8?}Ok<c(q_S!M1KSuYpA)AmLbLp6s%+YK|?o5u0FB8GzPZx*k~
zOt^V&y{&1U(zc;c@8+|(EmRUPvFYe-vB>;-@q0{eA#ags!(1Y+Kb%S1@GY{((d8<o
zA~BBj@X~IucI9iRA~op{JRx=*U(CMVMr8Hpxg@yn%;S3c>mnj3hv}VB0xKF;UA{kF
zR$n@I+skpJ$$lc^!CFeyRt$G_8qfaZ9pXuXmftsJ{T>Jy&Uy0jQ<p^o)&*{EC4A5J
zh7gN_?PitWCuw2oXa9U)DN0I3tjSE~u)v1J4*XwOD$IAG?lTxM5Tg@;I1OCt{**ty
zw3}DyTz$jD9{4$tcOLV|GlVRRN!_ZjqUbqQF=a3qJCDqI$#>8m4S6}6IWa6%gXr4P
zNi_bj!X7Q|>{7*88Y)r`;4do|$JnzxV?Sb~Sjy;bj@KF!N7|F)qTaQn3oo?@FII`Z
z;n^2|!5j`4$V#g{A*9sD*aWb4ke@joYi|WVuIv|0eaofUW_`tG!6(e}^PHO(l$pkt
zwk3K_{reed`-M%k^3CkrYHJ@yOakbBlzcNUbQyJZ5voO7-gAh@Hw<Lg=%-PBj}C{Z
z?2BJveGAUX;42e0$FRa;8;9rXaCY&~V`g$!1xYi>?{+MtRN7x=e@tmyyEC4$e@KWx
zaBRsM)*h+^wL<b57uHknPw`4FO;Sot@W$jf=d_3AeQ1w4#TH8YI#DpC(lx)kK0nJP
zA@CErv{0$rydbUazV&55&e^N;A~rgzSj*0Du5BAzfa!|cXW*cSQoj64{3+@={cQDn
z@MA&l)D~yb{X(Gw&Dz%=M-E;51B?j~N!ng*UR~6KH6v~-uXcVuBa!Onfcl$ZqS%<Z
zcIbzr&KJ7U-I)9?s$fr}0g|$_t3<lNb5DAYf}6!;HkQ62$yWifa&_JkyJ43yx|H2b
zzPui~p8uL05y-(2XTL_rWo=k?Mtt}Doc4|GI%UI8D5#Rh>xK&8FSem+2laZ{)^@ia
z44BnfJd5^x@I024l;OlfG~fU&S*5v>WO9=q{VbPxMWZlyoPYLre2E6@CH7?73u7^@
z^U+WT^wGsZfdMIY?4i!hOdC`SfnWvmpRyAXNYf$H!##noIt&KO^RGw1z!!mc_DaC9
z*tPy7gEKDc*Kf<a%p!OH+`)m`#qn{waYlFH>YZi79H=fGO&rR2`wJW!w~-Rq!<%{M
zY!o!?vb33|f13MQH-{9i5FyM6fCD%TIh+46N4U)Rh<N_BK-FxD%=MpNDnAvgbk?ne
z)ht-d!dvsKF1wXdxrHA*6=Y(s^U<irX_c#<NPP5f)oN*b1@?%KJk`ebQKJ=iQCUXq
zT~zD_Ehv#|w<Z4bg`o7B21HeZbpybw?qNSM@?rD&_?<dqD8T^<;eP{EV)6C*en)I)
zRC2o`nn_oGA7JR1ZO`<o<r!Z~?AvqqQ=1t(W+2T!#j0>8QEd-htHw0*`w4d>cV^-Q
zF~aO7hd!1p@)AB$U>UmY7T?wJ2f?7E{y<H-L{F9YR{k>Yl!fa*Z)aj6u6M>W$4AZw
zvSf((iGFvLM@A=8GN%t3*vtMVo7Q}D^+MnfIpN=krlBYRM+L*(#h7v%*0l$SA<T5U
z36gI7dSY`P*31x-C{V1`GthV}h+;yjbe87@wq{2fQ;$q-ob8xT%M5?^MtjJGBx6vx
z%1^WQzPmyUz4OunrSPgQbe-|6)`Y15snZi}IkCck{)<s8Vm`j3d(z?DA^kWX_fHT2
zN<*vZlIw(q6^rSk;y4w8zq8IO6*M-?%qCI2j3bJfjc0j~ShwAG_LAP|Kh@1&2&#8m
zQQKNq^YZ%h3?^z4+;1Rg?*l^uowDua+-@&Ki|W%fMftS)bWLB{ZJ0^NR2EI4XWnxc
zxfyR$-<!aqO?OW2k~{k7@iKXNt^6iM((UxsG7c~luSZRYRLP7JAgnLJSNh^<V{5&?
zn<LUvAy73+n4$RfoefHtb9{2!Jx~S%1mml?GxDcYt=|dV)*sMYIbV-q!MsQl;JBZ!
z8zmTYxhG;=_76rwm_>K|p}hF#=%r-n6iICWP|m*=0SIr4t;vQ`%)#eAd1Hz?hgIj*
zWr<Wm@1=v6ACLDL#J#P*M=?(CzV&~<7t#^$9Ftq>l*l;wD{H#(_((`doe>de`xYr6
zGn<~{RqxXEf^nA3e*JKg485_bOw4E}Do#r6nO5xUb^CCxa*TQ2Hl}?*0r^37&P`!$
zkmJ6p{X5E^{AmosGXGg+@|`(f*}=2;91ta}wPs1sR7ax{X}kJWhjr@=?uC!-t-qpk
z+g%k-elwk^f6vL;zC&^{OvhZ~Rv$1uDv?1m>fzz9dxAZh5zJsnWC;?#>SuODvhy{c
zWSDY2WpsiBk(F?st%H(Lq~1laEc#PdQ}b*L&w8nrr_s=Ibcp#^t8Tb|<?ea5xswl9
zJ*D_#ZnTRwM_3Ae6}P$Jv;WBM3ucMvMi=kDcP&&NZi}9~GKe;4JL7@~bvYHszX+R*
z0O45U5xWK35XExz;DZUd^A3_Jqq?R^L;X(%^?YO^<uV(%i{{Z8UX5!;Hwy}OCGzmt
z^f?6ys{&7ml1E8{Ok?@JZe_M#b6pt$@IkjSiYhDd^)gYcK#1Y{w1FC)$Xh%(+rf)v
zz$frGK4gsNGGu;b^L(t68yi7#{nd}<Dgk3vl*D%p-L5?CHAeLMPiyU3!}OcfNDLp_
zpUUzyf{PHJb(f|0jUZIK^<;HEgRkMDyIy*K#LVoLsh8tE8L}TutSZchE`<N~OAOfo
z)^TpHD<JUESc1u#pEmvkJMPrqbc0N#yOixAk(-(@qqQx45rHV+PsUar>E(T#{qhU8
zc{ystRm;Et&IMQ7jA>fBYflQ*ORZ<of1(^KrP@t@mL)g*3X8`jTAyF2N)QyD_ND5Q
z{CB5GyZ+FIP!(cWYVO$?jueUX8Nu<88iu|f2ow1Y_c9aiB@DG>ZDe~Yocz)-a-<jB
z78$>$>bJ5`I9>m_(ai3PM2#UlLZzp+5n#YNVgEOTv(Z*zKcl_UT3!FWk7!~<;C6IZ
z0ui~3D8E74rdvpE{F(#u4kKi;S?xZ#uMZ-*CPq9v2EJM-$hE!}y=~O@^xGQ<gIYJz
zeZ9(*4Eh)Pi^!^Un8@z~S%Lcb!RFuCX01LLl2(Q^E@q8p6$+>nKybYP^ai+eh;Bn$
z?Y$i1=<lldlyi>sZ7X)XEkeF^B>URMz6V3x7u@bq^LzqPdRc6uF-OkhPSL$PR~26G
zKRoCQCSPWzyYmK~S9ykC_n^We*V>QbzZgkELPeht*?SfH6n%Wue6j4BKVjs39j-Ca
zTP8yvV72F|UCj!!WSU#_L*CV<4U|*uX~nk{xku_?t7+;Y*#8Y~v|*Npw5p`V*3_75
z*t^siqfb#Th}+V@5=VSv5aoL!HI?nKKiL4Oqy$KshC^?~$i{e$_Lw?{<!0Rww;9T8
zVurdDo?P6o^;X=PM+5rNt4A>`k%KvVCOak)mHSuGHu@E2b_58i7-wR`+Jo)!5j(=j
zBblJsU~3QqDj~+DCLUBic_sJm3du`u_XMP!S$XbrnS8}hzFb|Rk3L;R)$adNj&>K&
zv~a7Hi$-L(J-qi%2+4X1oMQOn`+$^3$44+gIY7umsAj8kSVL#t8q-ACu30T%h7@o(
zBi?eM2Q$2?wukSYvDnyDDB<s<iW2p$HjotRotB6t>ekHRY~6A@#wnG-Q3)^_<*E*D
zltBb~Me~l23q*}#bG(pnv8SJYRB&Mu&1ofyv@}5)eb-h>Y9g|FJb}F*n*c&b{y4m7
z$YU)ia%dL4`_jd>?_gziTQ)^T)r3gs_J0m|mNlhN5^Y@TaxyJcFLDAzQbIuRx`+Q5
z$mo}_C9NFMZb?H<c-!de%>0Uc@ttNn`1eBS(ZQU`1tINkFGtYN4RPJbnW4}S6Oiq2
zB}n~ZJRYtcnba0We?}lMD3B=v-ew_N4Gq@Tdou-lv$=l=a-$RW@w>ftfsni_z1`J@
z<Gcu;#T_!`9)7KR8k&6~LiT=cAt<Wlu$t4dw5R_CyrS^Su9s7QQUDmx8o6qK`OBcF
zo(oaPnSiv}STb3o9m`AN&40<OvBsJnYcVp=T*kWd0~=<qa5YngsgdW+p8eUjd81##
zV{)@{f6fOy$XBX-lUc#`9CrB+LsWW__3-%1v$8V?^#EY)iDZcDU52#0eynib&`qlj
z8ouPJ+WqrO-B5AQWx6gsJycqr40HU5KK}TN>WHI`QY=hz(DniXvK`GMJ}Ji9UiHD}
z<o-P&s+OVpq<O)YHt%;uZ7*G{PCqAnni@g-3OOOl=PxA|>~Ul1Oi}xc7A(G^p2*7&
z7xW(P4XXmRoA(Y~l`JMdM>L*#)5s`t-B;@mOezRrRRGdtudLSe4@?T@L3h-^mbaH9
z8EAP_Nx5gn5_Lr-T{<~dJgjFm%5HHBQ8Fr}oDo;|f#V+{r*c`tA;--#*Ha_(mcmvw
zgF(N$_}?OoVO(}kI%gN27_a^tu7_wkv4Sy-4?b{M<7-pfYI$?V_v4*}fi+eji>T3$
z?0#F@s;P6+f1q1#FHz5pc5F=05_Rlcj#?k59|DG%bFR22um^CX6`6Pro;H?v<inys
zCgQr<VTc30$JJ&r&)$Tf>6-S9ac_UC`@r2+9$A~TPj+z^MfGNrD%ELfGj<wIId2IQ
zxfSY_ySbL!)@F77`K#6b+Z<BAO4DHE`$*B2ax@t}pv>>_+1Drh{SUw^WN!D>0Fn?x
zJW*NdmR|GG*q)Z4iC&CWvIrvKT$BuS(cAJa)`b-)9uy=}97Ia!E9A?zl}%mh4`2PQ
zeOPNgft_CRk-=x2vYiGfk@6!{4&u8T-x%snE3z_!WVacXC+XvCBzAaKb8%lnfG9E^
z=`c=|ZLW_+AHNz1OTI=Dd`|JP+H{ed{ECe`15@RCatiOoU5eLQ=l*lB)ft`F-D@y4
zUKkxA^usn0L|4w!xj-zLgLbx-y6*ep@lFv(*c7~SIV@~`%GJSSVYt9C+*ZNG?RhXT
zOFL-f%mDe`k@~)dNz4$%dVlM!0A)BAjitf;M2McL{&#O0e*JoXYL=C_o=n2YQhvi=
zWq5@wa*~IToXZ5bi`(WZL03s4Nthp@^bf2QR$kTsaP;%-t3h41A*-hH91f-UPt_@$
zL8A+zn@6r8J{<~uF<4_IXnMn!MmsX{0S(pf3Yo_!vc)*tdi9;KruSTU?iTBy&bK4o
z;GGY}&0E^ljXT!fS~FAo#z%({0i(b`#{eyWdx~S~drrrsWtB9#h3K=!(zh>nN~Woc
zIu<jp3^2`%f(osLAS@67`Qod3bx;E8GEG?G<9d6|KCe2BPg<`^)}4waKGvmG-~acv
z-N)ayf)L8B7eE%H6Fw&l&;ok?;`!Lf@D$dXUlNt!6qy!rfE3{4(;t$oyF6+bqS7KO
zH<V}EC{)C$tJC;~&#-Hyy<Tm_aH1ivITr339wC)hYgU!kX#;-+5bMDZHF`^t073m7
zbgHA~&?oxX%7%%YnE=y@haV1(CeCVUa#*GJ-6<|?*nCr>@9y1vCqzeuuCk$MDrfyV
zHTMD!;y=5p3Bna{4sUFNMg+?qe4<7Ht7z5_+!r2$0+}-mfUZ-&5lIYnRqyWNPNd{3
zJ3$)*cB6{V1t+d9TFB^?6Qcy=ay)a{5}r!~oc}$yETrBXch4IR#7!n<3C(Zvz)cdU
zWt}ZPg-BCqFUN(S$S<{54aVdejvV4n>LsqL#dBVGdOw!)i>Ua+k5NQ2`37@s)(=|r
zMXmQG$j~6ecVE(<`u0G#i?y*;8q=nK1&UZwhCuPH1!h}2hvHpl#MhGeA2FXRW+8Ln
z6QHd;Xf@amNMMES6f6{`bmuI$5{}ob6eKp?4HA&kh=942x6>XrZy$S?Z2(mv=OIyq
zrz;Yd2CX0OgpJyqsqCT+<9fyQ0B*thhA^T~4)p(%{hi!t@wiwPzuz@)?|5pz+!JXc
zWRJ6FU=VoP_S9UH+u8bkq0y6FZu3OVv-@dh59t?jPJYQ{YD#Cym^W%dHZY&rjPzd|
znkSlWp~!$x5gAM-#pt*CAn4k8^}p05)0}N>>`|cK#LcXg!LLFL=AN@b(oN<ApjbJx
z*EYMQ<)c9T<EOl|so&L7D5@0(wsflex3PsId!EI0<*{)1aBK%|KmdZif@3{+?3>ZX
zrt0HY(2R;uZw+(G6`Pd6dHEF9ml~!KNO9A?rpDzlDKEihn^f(X&J5<Rj%?i_Da6KD
z76-g>tqanTCJE{Gjn-QKh<%k##x6*irhHEE_k5EDc3b)7#h;>cB{@G|0NW+#ir^O%
z&9#oZ^8v9E+G~7d@&ge#2CG3bjhD($gy8FfQEeaT57p)NhP*%8mOu-<5iR6M>M-+n
zADhF=8?=R)Qdgpt()j72eVARhBYpP(sCkh1QAN?HEEd~4pMBrSy4+(%bOlWvc^xfN
zP^5I}*^-IiLiTR0zUeuT^h8)|VUe7=mGK?piVIw<E?5nHrS`Nut)8?*_&eQO7_A-+
z^WEehR^7`{&!&^L*#tP%>Cf(`pY^iRNq_NMmAF2FIMeDbTw_{ML~>dh3xWWFXi5W7
zaQtSS4BmUfIXTQn>GLWq&#@t;&t*a&Cim@3wrTa9H)6L=t*ltrje)Y(-?hZv91THK
zad&wJLn84(f5I+)G5STFRtAyO7-&)lsf*XOZzvRxPafnPrVJYpRpcYOm?$!o&ncG=
zK98NvR_M`i_I~O7+iw5dc{TbN!s)@P#k2d}tzW|eQajVtJn<_$ErkHp+(oPM^|(l#
z=HcgE6!(|>EH=G0*6w8EqkmF(<RwVq9$tS^czOMk$Z>81S<-@FHGOG#tozRF-pl=m
z0?(tD(b#KKqz}0NLRdYVz~XNR)IaPB1H*vG(`z4|^;|7@^LNw7PU^^zs|BRWC8(9S
zWr9xB<K(o^z}A~NDx<Ho*}hR2cm(;X&X+uKlYLWTGmmrmN!R3i4ZnYg9+`Fyo8BeH
zHO49Q<A91kg1w*>-k9K^uxc8RqJ=fX=WFN|At@u}?NBL!^6=Q=gq>6Vx=U<9eS-`c
zCS<&zNH*b~6`8doIks~iA_D@)ty_r`?p0ZdhqO6Br2As05BH7OQHjXx30%iKtIBx}
z61G9YcvO?c!hCtqxd|%Mv4w%qleKk`0|h?Qf3|PiVk}`dd~LAjTl(vRH?I$9S22s$
zZ*t2T=|}AjyMBiyL}{L6f=y@r8q+pkzQRJRz{hBc5RBF9<Ux~}HCH$eLOFROJ7;6y
zt=C3Jgb-3(dm!`9&FuQ;#MNm7j+0cwyh!`B6?sHBO0T^8eC+Qr?Q~_w&G?>)@%Nw5
zY$u(@!^bzBP6<&5mKarQgpf03Jeg+t{efvo?RZYD=fLOhK-fRCY&cZUXGt)Ap0%KP
zf#Y%5WFXCFRbBPuumuupzVtST^anV@oD~OWT`x;aFBS=PxaycmvE*18s9<Y*KWmQ!
zo<&oTR0?b0E(9L9Sm$Q(9+??2pHVUgInF~Z_7*oz+eaV4S9U74`Rw~QHAqtKx3<PA
zr><lk3>ECaWJB+jI;YzuPQQMb4pIEGD4gmpK0$y*2>=doKO%{o;|J5dvGAuRhe1p$
ztKZL}x6=WZ@+QK=XBLYs;sxQ%S^A(sptesx<~AIn7OJ@aacb*5t%uIJz;S^LE*sqd
zY1Yp3SEk>7Dh^C+JX6R3Y0unI52QJB$1lF?r0hRLj^Fuau;oSxvsA@C7jtsI{LDns
zb}PV*<>CWfU0qBf{=B7OEZ<o=ix`jJdaojby84Hi$`zS+5!?BSxiD3CCo917YAJWU
zm*1k50^ZGl=ctqtT`D*BokWaR&U&CYC-XRK%5E>O0;C~oe@c_xwi9I`E>;Rc8~g#R
zZ_!T*gx*ftLL4?X(Wkin^4E{Qrj7+pT_0?`B_YKgu<mhaV|->PDy0MggG4(Pw+*oN
z$@n>wt9$+%dviE%HLr9do&qBtVcdqNc&TM)!UF=Jy90@Z<7fw<QMrTC1(qQ+M`t#H
z#jQ-2G#oqMon=>waXm6<JeCxe9lH29Y40xJ9ZmB#Gh21mV!-VL)=sRQBWin=nBvAO
z3V6AEm1j%f2fYx=j53ZV7g&S>Rg|w{`^U=OZH0NoYJq@?iaF=^!1w3hjgI{oXS0~D
z7sM~2l}($6eLw(SFCN5x=E-)z3e0;`cX6pO2{>{)>SsENX7v0@a0El+o7u~@_j?0O
zOn-f(hFLs_zhLKw`BE5%6FzV&F2q8r60|sdO#xD7z>&U&8dBjO29u=h+-m*C+42jg
z5TrMfF+1}G*DKM&ydk-!^*7%f@{r&9F(bmo2pkRS*%_G*rUDX{0x?JLtcPPGY3TOF
zt?oi85p6T)q68B-7vQl{4RPrid2tph%6C@?+E9eAm!~~vNsZlxwb{~7+L$AkWS9=3
z?%%&ZG(Il6>W0F{BPsO1Torh-Ff8S{*)zV3mpPV-c|T!1`shjPin{+{EvE`fzn?-3
zB_6*50Q>w2E<AB=@AgiuM~f@YHUN`IJam2n3#z@^S>^m^u@o|KcUhH_k8$=l#jNa{
z+ivF2T8?nUQE;erY^&!7th?-=7FCmiuua8+prN7ZZ)<C_;l+=#-aleH`6llEBPoH$
zxClQzv<3!)_pIz*enti-!XT=RwbIfo^gcf`KKIYtPwuKGAXlr`Xe53s-fd6ghJ72q
z)F(44cWG1D;TI7i^aCh9M`Prz@m=G#=frSwdqQ@WwFOWy(Q5Q_aKx*nyTR@$#>Yr_
zAa53s$7c3Vul`yr5Z(Bcl^4B`gNGx;HrGc-M)I*(>~_t%p<_L(!pi!3Mkg!&YHjm;
z4_(??@5CUjQzNcN*aEI<-gR*orLS?(1h?nza;E7Ye~-kW>V3(H#9=mvuqCV#A?bE7
zHG(R3(IXeP*W0RHnTtthJo-?tVoN6EkVUSQI<c(N#iZHAB(|{uHIH-NWC`Vsil7^V
zL~+aClxm{D?gT=0`(!TU1L~a$5r!U`r|tGv+wHSEUYX`#sC#5px)EM$n9-fV%wsK>
zfu8#CT@wBr95J1=o@5u7)+k0w?0(S?VB(O1AEB<q9~3rC<1GiSXW&=oo(LU3sF;YH
z#|=||hf+F@#du)0A0NB7Mn0d65oBEe(mBLbW#zC@ULmH`bam9Rk?neBDjyxZyf>kd
zAC)XbpM1PQv#3_AlYES+PK*2=B_pl&Gmg7fwMa2}o*#cwJ-*g)R-yp13Q-2u?JuMr
z^q%ZX!q9Nzj(KN;cMpRYeSb<H9dDd8Jp1q!)(P?eIB8NK5i&H3xjKE%`k3+dTEok_
z($5*u54gs>zpuqXp2j-_j8vB!I%N)i*2--8+_oi0*lJ_VmQVb=HOiRywsj<T)}!ut
ztLUk6>?6`bwtVAgkhQ9()q57|svXu?74WM>)~Qk#T>_2tp114C!QrB-M3N6IvWxPc
zHN1h+nK@PtkBTkaHHeF|ve*h=3SY~d&|RDFPW?kX#=f7v-4H!O<-Q_0b#b^>S3sQt
zVcTt8o{LX0Ku<V}<;@)AB{`Td72+$4BFw0LJX--;F<B>F<G9Y6lGjsWbz;PB(Qz&9
zdFJ`;SARl@o*57;{9>qgT}dF$rF5xq=ytF#k#T$vZQIz@^?9}ZJ)B72Z!PbAFhxG`
z$9PV^Kjh(OS{I(Ph@sRY8RDaM^3OsE<(Eir<4E>y+4y-p(&Z%7OWVr(UBX@e7`f+m
zw-8<}k85KCdvLwU(NOX5@dKw*e_er%m!j0i=0T)?_2UH$kV<J&y<ynJ@s;ex_wXBE
zZAx++T!;;4{FqU#Gs<B80MMLW++1_=I!c_UNE(r4;9tXAe6p8(W<C_S#;W6A$JgEN
zohc+RyVdoN><0h+@V7|ASH5>=lb_(&4uzno%}>H>bs(nqx$L@Z+Wsk;5AGVlp=4E1
zN-;jzK|es6jJ!uTA+o5zL9%fqo)==Oq!`0v`fb>1!$G63wd6YDHs!y>8XTP~5SzN#
zgfbXL!4CxDELg0;NGw}-fmq^0O=c$CGXHY1V#m5P@M%}J)a*ZOyyK;LPeoccUY7(B
zUIr!<k6yKv7Gr=`5{aj9cEYlA&Lev>)QF^iyl(htUq}S}2F2JJQWg@y6dG;O%!Jlu
zC?6lRQ53E6u|RBJ8;!vmU9h=XquC*)kxL-5*ncEw5`SgIbu<<`J3gihPA<Qdgu-=y
z-B~SKLOfu^8?o`9ARXRYrv(=fpGYB)^BVhcMr4U^8Vc`DM?vLmZ&>d5Hmj_G4|OCX
zt1ys4Rs}Ug+{~<c(`wYr?CozZ1-}_X#Ce9@;3%D216QJ{udmVb&6sB<A$Ja^uNyZ!
zqk4gG!v4!KK}2YUhyax%5WsdfgmSg6vWCzD9z5&Q>_#075+-yfuNs!I#`k1S8B!L=
zXnuP+v#Q=CAaF(Grqs>E)LjhCVrt}_s^{v&QZnPtECswLPIs5<&=G}70luac2^jt#
z^oSl}sJFlJ(!-BaZzaqKgg?BmNq|HJ=Sw;0YU}sbIVaIeyDum=@55Ff8<8dsX78EM
z4q&MFabHr|Nn4aU7Lb<bu>8c^{b^kDD%mf&3>6oV6iK-Yj~U2p?qA{Go)Z^QPd=-k
z#`YI?d|=DslQxAy!mQVL+hAG!r9?|5u(9v>><NNZuq=xnY6ocqpbmuKY4GfT#0C5m
z0FUeE70B_Mer(ZbKla*_8TP<g%<d2^<<gdCTD!b6JjvRr<8c25KQ~Lep#V|r@2;N~
z2m8qs4IwOJG5oEKGe%q0R^)OV=Aqkh+U(aYo@89A<6|RkN``Gb*>S!rIT@3{GF3BO
z);q}<+uFSi^3=QG-C9Oi2x75iaTg^piRy7G7{Qbd0zZ?p`~ZJLqG+R#W3ZCfzpe=}
z1*g64TvqQ}RCgkq7%|*!&+gbkunI_si!9q+_Y_%PB{m${q-TX9kaIkxt7|Hyo<|dX
zaYqEVE_7$g$3`9<Jzlm;@Rn~tL@8i1=S;oZZC(ZMC8*_{v|ru|Km^J@rMUuYX}YFS
z`5N#QT%Xu#1&9Y(Vugjg9Fd)xYpl2E;db#Zd#XD-OU1P7a%l3iX%{P#8*q$vU$T!c
z8FTENk8?0u96i!~QCS{-NTJsi{9V>>nS=sFmbg*wqtQLV<r>T}-Y2obD1bLEgCPy^
zR-O|5=6XdeZD$w?bajY7&$QLsC^Uws<45PwyBD9(1`X^`nIs&rDSB_MRbrVs)r=R)
z=S`*pWPwv#n74K`iyoWG9L*HJneF*m!=()+Sy!b`?RN1s$a8qM<j=)IXq78MG_@5M
zxI-B{rziq?VNkvK{uKR9Bi>z7s-0h{?Dbe)v0-mJ5T?kDE)2L)@6Wqmc!3CCpP!;R
z>UN3ch|ASRIvn-;byt2S3KaQQgn%E=Wj2;@z2f?L8hKJ{ae-1J_JTmMtU_MJ%NlIp
z(tw=x$Ms{>U$<r#dfRQr^6J#Pn^}RQ`ty{8Np_(8ib*Q1%$TY{jx|{u+?b@9JrP56
z-TZG%`x*z?7Q{zScO&qd19*$)T$pp&zl4*e{P|Z={k=5lYmb)kWSEnZK`f2HZI(Hg
zr5+XO`i=6e6d8KTh(XRvV9_)5Cr@3%aQ&$rRad|gpfGS)c78c~wb^;#m<+K%{|_q$
zKgUT2dNHnL_5p1NRwgK@07lQl|8MjDrJcW$1s*hmI|V%COPf_1D|EaHF_Wsx3pj$Q
z05ADYgDGv3tG2+dkBh1IZHozbTdL`dJwtbQ*43D!O*c$tbw8<H)=>Ja$%<z&#>Moa
zI@ymFkPl!(^zaH_^MB(Yq9++S0dN|Eg!L7XEXal$L2<r3nIEU$-p%;iTs|DQl*Zdh
zgO42ZD=W(Q+>Rj=dVhT#b&G4$X@>jZEGh=?gFPoUAnGlCLo9lNz22@`O}GTNx-xtx
z$oIw7VOM-9C~>DWIyVoPjG5X3h17%tys}|!{jV|xcY#=GUK1Qy{|4iM{mMzzsy7Wc
z%;iZZ1~W(ZW|Wt4M<VevmraJ2`;QVy+}33MtJ5YOL#4AVR=Z_HBpR7>z|>~J5Wwd-
zg+EYk6RZT7U}JALQ=PK)?v<bNPgZIi3S9TkW|m4a2J_iHG(Y-nrgO3_7u!K)j}xrk
zk=qk4E_eks$^Vspn$n;G!l#Ja5+zVm!m8593eL#XT@_)lj~Yp7c=aa3lQWOn9X!7N
zeF4C(LUpmSOG@xqQn0X@nHayQ%pV;$GSK#<Mw9dXNIJqAe{{geN<<Dc5Yz}4>+V`S
z)_Mg>C?%(gWm|l)ueifPG{{kKjvF?e?_zVimFf>1_XOFM?f4OTfB$c{>Yy78|GglS
zd>eWj6O>EujE4?CNIT~(5FXsg%7zF1BXJqyDLUVO1$%=1b1L<@_eP$y5OH<miZQ?4
zvgED>?sr5bn7}ziQl6<!c`Ha&8DH!hNT?{ga+}|vkJG2Z+f7Z!k0PG$(`rJg(efzR
zS!y2UsofDCzUPvsR}KvdEw~?IGztT}$n#5sRrlxJH^oi`2K|>eLU6qVY`OX4eXwRe
zKg@M$`{o4e<Af!y<sy~PZIt%)Zv}Fg>f#5Qa>s^t-{%_go>>B%X)w^`r>zFm4YJ-#
zqER4cbk9orc7`U1^B~{W_{m5mmi;tV?-YO@66;(enwVj;x{JZTB*=_09a_Og*pF<y
z=51a|kGcK!QD=~=-C(?k6_$0~u#_G@PuN8GuP+Ji9+eUJg5l!*6aN9pSaxO<oxge>
zMG8gkDv7iA4{G)`20@}hhL}==wZX%((>8vQRW;{6*^nw<!hP%sGx?I-Z#|GA8sJrI
z=wW|)DL<6xHSuDDWenU&NsEtBx_gfW(+Vfup$%cUxVtM#De-VF+xA-tPVEw|rL}cf
z_(9CfY~RK-<=}Af(Xa^>f=ltgA6QBoEQJsc@SrE)jp?SZ5!RA(j+A{R^kVQ3Vgie)
zD9ZwDxE%hx8nw;4zO{7BdAG(J7o<&YwvIRWPb3b)g&g-U;dAqETkKPzCUJ${5}m4A
z>XL`hg0{xMwG=P$IPgHP=wk2-Uozv0&t<E;TXx(0yxeK3j}H6mj(>#ADn3SHg3|H)
zA*Osv6Ym;%^RMp(wr?oxjkch<ytfuKn5ZmVx71I7;^Er#X#pAACeUO2f9fbg6GEY<
zFK=yaJN{lQk0=p#c^4AG;%jHl3kFy^LcH=y-H6&Lg#-f~2F1FE#nav$<;b;V$vXlT
zjye>}ikB~LGLg%S9AKckK?<4j|EcaajZPzm|Cb<!a>4WmSsgSn1|@pUYl%_xc<28Y
zx`e@-duSi0T?mL07$I~)RepR|a#j3;MwyLz!Q9#zN-e>rBY~OEF|1&K$$=~V`23ZP
z*VV2Q!GR9OOzMWYw}d;C642mztS=YN8Qq<~)T{L|%DM?<$ICAu!?UbkXa3T1!u!{7
zZo^4v9Lw?n#{X#7=i!SmggViGL118t?hQ)t(BS>(M6U=~w-vzg2_`tmkf#v353V~d
z?=#TgwF8+}5>ub4fwjcH+-Byb-Gur-+VfDp#`^p76)bu@-r4<@Rx-P><mV7lYPdSM
zM)z#IZx&U2LIEdt_mLMqvShAzazvx;H3f;&fmv*H&|4gBnPL=KU0SU98?2ird&>&-
z{!Nu>hfviWv<ZEa-QFgWLjUh}tSDlWhT(R=*CovhiR&qtck`m$Zn=a{gLSgSU~NL0
z>O>x0%Oh%*RmdkE6teU6{@M{W;&zko=q^3|E$&j2>Gb3af0ux38Umtm<49Rx)p4=I
zYgWUFh!nm#tHTP#c@9ZCr8X44fv4G^am0OCx6Os;J_W1a@~bDH?02li`L8BEtnrfQ
zMM6RSzfG)(hh84AqJz;IF0bWl8saHw*u+293C9QJNJHqX{G-mTI{B~shV~bHwkkE6
zpS`hL5!a^Y?WK0VccX3T>!!K_zjPBCjPZ~waDu`PK`Pl6cB|28CR3@y5CIeyIVY%*
z(ax7I_N7Dw(XHH>!J`*8wJ<wzOLkhP74miDz=6X@8N@albpJ%F-O%i6E9Zu9i8*CJ
zx8UX0@UKV<x5W+kQm|TuTYkn@xv;N5`vK*6GeFtFYS!W6XgPBZvBdFX1Ky3&^U9{s
zes`1@;<|kxH5}qR`X<KGt~0t0-iz#~BPrKx6t2>&@y6IZaa-PM5vFD~t;9fsWZ94I
zm2jeJl=Mc-5RDt0KDgXPy9cB)5DJD(?+9f3KESKUOfxgN5jT2`5eo^B^C>kT?St|F
z>Nb=jplo)o?%JMw!2^+@3oB87#38$XZPoB2`qa552B1QRO^3TR2)&UBmh9g{A@Q`$
zmvm?Mh1(1250F>o;<~UqLl1tdNEhG<cW~2F?v4hm=AVOzH*`*n-}{Nx{YR({sh<Gx
zrW$T$rH&9^GJjjg!VZ9G<SIq*@9$=+)ekKVb86d#hOgUs+4;S=3ee3*Qf>L$XiQ9Q
zr>-Y%tTy%1&XWM5Bs$sRLW?^ni#zNSSjwNLhG?y|<qBnPnkru~y{8)D)dMBoxG+{N
zgpI5dxO8}58z-dozt2L7r;On`%6s1fAq$LJ?N?>%9{^aL?&E#y+A{#^3!VqLANx3V
zX5$I|AWwOCIrTHFWwaaOF8~}PYb#UpmEVACQhCYn{{q@}PwPn#hS%`zPU!RN=e>YJ
z-`AM8Q%VJ8W0lZgTq89SeYbyPMnV!r?P1BPuxCU&1aiE-E9D);f(bTBn?F+vO7-S%
z>YwNyz)wLx)d4d&l+>CgqtH8?e+uJcQHAH~PP?b=ZiQa>FP40J0~i)KV1hvKLgymX
z%{&E4H#5inDhy$6p_6@Qfj6hZ8B+|o-(`Oe+MOKGrg-q367hLzrwVB(cGxAg4Xwuo
z1|lL119_eGHIHP}b<tbxGCprz650(9_AB{v_1JU!K?-!xTOGx%{$8;u3g=_Vc(-Gv
z7GY;)Dy<r_gED+mb7*YOM|fLu(9m#RQ3R~#u%+OL9J*w!(M28G>gE9YaZ3qV7(?HO
zSI=W|;hC}c%GQ5PU2w`mRUz`|JywSJNNN=v-%$Vnd<cfr&)^8*Y8(1&;}bJ-8GT-P
zrgEs5r1bRi7UgvCnS2Nw^>6<~Zb3eMcFiRR=Vko&D!-F8!k4P(!V3LEp9ut{{5qqP
z&D)A@Rh61rJq~tlDWV9bXW(23jf}M8Gr_kEo@~^s)Yu1=ao7>4H+G=W0EQKH6s|hT
z!}IIF^TSe7Dr`pqb-73W7*Y3@hYu7~|4l^C&+mWHlM17CM@UHAPf(x;Fc8pLP}Y@o
z8m`TA(~^Xo^Zwl(cl=0AXJiweI5nKA+1Sc*sJVS5viSH}lyCnC9f@*iF&f$*GdtnT
zK_0;;$Iw~{Qi`piBC!4R?pgt3|0C>BI%dT6y<2llU}<ezS;W%EztkO>dX_oWRBohK
z4PS6uj@+;tDIXaxR3uP8gdZ{xRB5D|2&f)jj|4{$`$8!D*E3z6YYR$V4D^zP;Iq)W
zK{-UT9yd|#nOXbaaEoZuVrKahx?Eki3c;Ynp+^ii1bo}FN7n<clKv?b<1+l%1cn)l
zSm%ZgdCsj!q&_=4{L9Q5Fq+f*LM8~dlI~V<UE0&mj!T<MyW!HtwVw+DtFQqP_bGdm
z_~zhbA|*uy&g+lP_mkQk;WL&2^EQM6YdZr|A9kM31fJ#1rM-0<9j>-V1WhQYm7xa(
z?!7NNZ{~#X@HqGuOOho24{L87Rps{mjcyZB!9Y+EX+de}22tsfZWQTmq_N;A($cB0
z>5vwXFc5@Imw=SSCIpmCNNwKvY&@Rdy?5L(-aFp={P7(gzR!NvT64`c<1=Gbq!rzf
z?nxgKsnCYwjFcMSnkar$*bx6cBmrbP73eQNGT<%Y7{SbE-=3Hv(VsI8Pw)dLXn{pA
z6=f;kA|W4fmGk%msx7qAfe~+ASvy?W4c|JZo)}PSUEpj9`}h<-V=NC$CKUbEFs3b0
z#)}=e&u!Rkv+eBV<{&K+O3v%+G8IW3hIkviK^!~9S|zr-J*~uu>lo>};8ic~;{8IG
z6MC51+eNc6La8Xk-SiH!Luwt%OxU&WAsXdgZ&X=ko2Sk!UK-1?rORtq#R_$t&++(c
zB%+klA-fH#)S=31UwjEskwW1&?9R~nwo<7t{SXKSW-Ie*QhYP+EH6Ms6IWMK>vf3(
z?1bSUm#tr+FZ`U|a9ezsj2x{UDjMcLyjo~xRFxzuZ9M{w29Q1kEh+i#Yv(iDJ!FU8
zeDW4O`Rf{m=mr;Ka_Q=MiG)u5pthvMAgHlDr2X{45{m1iZ9ze`l%X|o1;)lE@5FVO
z8`K2}Q%GdK5y+pBbSaN5yZawwC82$;75&1zg??{HnRvWP%jD|S`Cyh=;*wWFVUP)u
z7}VCVy4b{WsE5;VrVnZ!V0tG6xOM?;<NSe{MH|NF%%A&$iF&&TrI+sn)BZ`VkY2Nf
zO2E8r3?^Lc5cn>0;gA+~uesc2=lS7wADUB*!CT)a$>uM!wk*Wp7rYZ(NA&i5IA|o3
z;|j_(p{zdnl``LEBE`G%zD=mWxEw;$2YG@>tm&j%3)09z7Z<u;bpw*B!4qlq(E7rP
z_IldH>KhOgI~?^U__!T=enD(c-3=bD-E!aPhjS2wN3dIf^<%xMk7j1M#2Ag(98FkG
zsklbHCIV_cz<&62XG=w6AO8Mzq<9J9abSXU;a|zy@MPWef}0c(`>jTMn>^*p&!IlR
zUm*VbKk=893kN7l$@KO2ZI3=`>!N4<TIZnwkmcA{@yqd|^Z>v0OWKU!*({)j7;5HV
z_TX~MgUj9aA{US#aQdORTPh_S@XvP~4&|`}Z~m`%O1T|Gdg@xGygD))j+~;bwAF`n
z|FsXHFN{WFH35LG?4dKP`;av(aM*R4B~=u6`fb|!NyT%Z^mH#L@nahoUvd~O^{m0!
z_9|DQOI7DwZl85XNz`~{`k_jqy2x|%Xx^c0JLZZCzypESxmUivX7X3Rd71a#U<?4{
zLt-WRkQ;dURcPSWX6Ao_mP-Zz6w&homP1eI0465Se+2UFb)BVQSxL6cvwU<`C3@{+
zWlsVoE=J=<(M=C~(s|$5qkU(^D?_jox8#sAX|T8f_*BPoTDkvG7+lPci|^ELeO9`#
z(lVMK`l9{h&3<>!veFI>V#C^@tg$K{_xJax0=BN#mTMNiREG*}h%8xTt3w&c?O$HB
z(JEF5)l)>-AT_t*ZemjCXD@1`4FliB0MX5<sIBF_-Flma{(|FArK%xLvo@O^ma?`+
zEQxH2MxvSiK3cmE3H~GS8bTqlQ6#HXF`Pq?rz(x)1dqKX<^U`RJWgP&w3y12>Rr`B
z%Z0UF-P$({=>@f((PLMML`g^9v=@o+A1<qC?de<;b@YSGTtqk_w&K?ZSGc_QqUpq3
zeRY%pApDqUZ5ORVD0tO7R4{+c<0`0!A0(XB^)!$_2e6P>x;NsCdcQHeq4H*^HGv1j
zQ2NZla2aaPTS!cCt&!934qX3R1LwBFZg>@X8_nj|@57D(dH{41U=+T5$hzn~`o(1A
zT)YEB8P5~Bc>QSW?Tz>y>Dnltx>PTkt)$S_;0jKne|9$F?yW54cW<@~Pa=Ii;FyD|
z<4g_OCPLDHLtjv=Z9Pni;jg*qPRjchvcGR}yn=jJC|m=wg{lU@^%<B$iA?$!#Ha-w
zcQxqatM$9yH>nOID1|i(>Ka9`UX?St?&nj^S#?N5@ca`NLzP4Qr41WT=KHBMD7=I7
zzal7xp!J?N`;3e}4gw+tXc)9AsLII=<-2TeSlpeJy4cZXY1~WUG!M~8WU9jVLq<{#
zqa5u4Q-u0+u<PElKwyb=CM<`w7o92D^V-tRtq#Zq^_AYz>y}r=GWsR+2&pS>H$Y0t
zDD4*c;MxS-etf+yl&oy%w>eFD;X<cbtYIdn|7PpZTc^ouMX{~ZFI%TG@t4Dz&YM&r
z9OT&kj-v>Gb_nlZg91BP1f&VUb+(jWUO;J@%hW8D-oRqta&1Q*M4bt4`j2MIJ=Htg
zL5e>o+~fufrUsx^xXd#?*8Mgr;2MO<!IVULa#-0RMFNYj+;asx9)f);(_D5)gx5)S
zyJ<s(M2?yFgHK-0@o@j$0sp=x@%8KM#&rh%zs~!=ie}ZGXEok@p5i%kadEIz2AVgO
z8ZF~e_ue6NPjVF}r$y#He;ab?!0rQ023G7#c5}#W1mG3?&b-=pf!E{t5A~cPJ?}br
zJQZ+n?dAcU$GQhlSWflktMMwz<rRnnbIdLKO6P|I$6ZW$#d3jRdsBaCmyVqbEE3Q_
zg3iQ}%H*nw8=o&ZSazg{dCk5GTHWy9+t>;j`%NO3S$%)58@)xdH|aks;Exlqs9mxp
zr)`a4XCNdPAr)UBXi_Ot#3PbbyEs^W5VL*{cFbUey5-qV{aTPG08WSD1P2)F(0C;<
zPWO%tRBeVTQg_uA`?kcC%pZ5_>$9OEWD$hrj^P)_`X8SXe=yXFWaT`&B^6l)m-^=5
ze8p4Y8sh>6nb4$_YVlMR@l*$UiW3NZG^ZQ|F@eDnnbB>mh|))VmS5r!7-N(><8TXc
zcZj0l#iTrEn><sxYlCWEFZFkSRfEJCFj>`_$zGTDiQ?XhLK&WP!F#R6izDgK`vRy2
zZ4;nBktNrOvjJu0<v9ffi!WkpR$5r6ahqk{8}=g)CPN}Kq+X@n3?j8^d`^z5g*Fxt
zn7gJNqz)D_<fxZHUhiifB(R0#0znF)b4yN~#Aj&|6v~3Dwmg~;vFqCU>eVyUaz3h~
z?R{Tg=afTt^oVvY!`D}}_r3c>2J_k-nHMFlTUh57UZo6~=SkgsA-+-7VKrD{hJ>#1
zI~{ulk*m;l^KDDsAs9Yj-U*s3ohr{0>n()#ONb8#Q549;0oH+9QgTP4Tx6csf$aKo
zQhMMc1~8{VBbR=eepZlc^TFLixzcZwI0|fya$@cVuZJwDJG_I=M3S%~(w_}S@^VnO
zA_;@qSL&z!{>1$9i>YfH-@xo9HdWij1?-rk2od<+Lof+4c_6Zd1oyb_Bi#W~g0;P^
z03SP<m83_Zp9$^_d6XONeDHk9Qfu#-rB1lhUHGiT>vmP<$5^Ku6sE_vq=K6!pEsJE
zya7e<s5jX<6`G4zAcChJ7ps{HQOWht#lDCy3@gI5V72#YJZL<<x^>58|Ih^BJ~Ev`
zp)3!Be-i6%lnX*{J#?ur;`bT1!y@N?b}o@&0|~KiWV)*A(6s{sg3y#|q2c!d#OQ~F
z2k-`{Rv(srW;lYp1CMGH#0~k&96I|H3blIABV&UA1b}k>@cy9iPC&x6qagSS8elRJ
zF_R+lwb8{1+@mS?lEx7A$u1<519`GN#Vb`H^bW3fW^KARk}}$cHzyQ*lJGsJ(Aj?r
z6;RzpVcVlArafnPd0DOSWlz_qJLCl><*`pGZyiA*SICoA_`rbLu-7XB<oXa#wG2oK
zfPKJR%dO?@Jx$2FAiU=WooDh{y$gHI3}bUlV|#(Ue6ATUn!S=%MRK4BPqw~&mVRD>
zb`IayT$ooM)C_fA)=)^hO&XLw)OwSgkS(?UrZ==&iuEuqWUVQB**d2Nj526aG1Myc
zKi;uC2B)Fbq!rpi^}}%&7Io5r$_4NYb8k@4{Wmd^D?dmUy4w}p)*|yD%;U=FcPm~h
zbEx&h!SsVjv>SOk9sk{=MC))!X+77`2=-iT&kef<lZM)p`!As^k;EiuvM@KIFk0{r
z=j+i2MQWQGK&~T_|B>qzxC3s1B7Jb!z|$U*s4ym&P|($+(3<lU?#Xc^0|a>*UXQzM
zBRL9%x?UlAkJyD11aoh3+*vfcm+~LQbTpt}H&jUp3p%M1eLi(H<sYb?zg8K=j+6dS
zOT7Ofl#Z(?M;HWF)xl2imfo1v`5tFd7e`1Zq?|d%{^rkXs9-IZG+pg=gPhhH4(%@-
zbCx^V$I((Sf1&^8fA@}y$cSFwJ9#*ii<gG8V2xm)!aX_8f>eD*)a_({xe+D%eDi*F
z{sOmQm+w=E(7?S+5M~CB{h#kpVV$d?bCORkCDK6!U<p9!a*pQkXaxK_DaS|PrFgj2
zDQK@5TuE)sV)(@XJqwV}9Qbc2%!fHgYdP0v35VJciURYq=r^;>2Wxp-37*&we<I&Y
zlI|qyg<1-bQ8v(mm_Tx3i-&*DVgQe$AQh4bI5?L7NHcrg*^z>fE=rh-paL8k@y*=Y
zlSxMc(-3)wJOP0>3Bh#2e^8PV0=k5MTMGU+Zra4@0Ky;PfBrXr@HVeDU=z{+8Lv@?
zX?ud?*?(xyK7)`A+pHbGDT-TIm_-gU40WTm|2;scz`(%X(b2lJ%E9mhvI+{pjC0Kq
z3?RldjY!^begE|qGO991M~!Z$Lwz?<oQLR4@z<YmO(vfvse?(vJlUj0m-hdl;rGqE
zcJxU7V&F;1BxRl<MvCBHw;tVQrVLqm+w}Uw{r}tRe}8{s1TSxLO!(jFT1x&;BJi4`
zzT-Amt2%s@#Z!xh6b?|F4D)8=|9_uETT|`F3On!j4$ui_|G7)eXZrUnp>)3ew>^>{
z=?FFf;XRU|zk7<}O{yl5#1HIk8S9l>NALL67rtAOuZ6yqS+zR~oV6LOMeo%7>W%ZX
zi~7fQN5<GY<sY8Fp*el!w2ghs=_CFT78YK`Z`2#tcr1%Ax*7TWx-CQ%8l_z0zNnX`
zdFcEM*i1WeVPl1bg*`?=SkK;4Fs<6R-tFqwuj!W>rNCd(Q+KAAtD#F~Z%+>cSi8&q
zd)qv9_QMt8dz&43Sy?g<B_%6Iz49s?#{51nZ$tK?<;Oshl}(?aH}@XbZPYHe^{Akd
z5_`mEPCR{tA3uecOcZd?x_VAcMJ3E{P1|47*Vi{|H)U^CWsi3O=g*&*j7>c%C}QDN
zxL0nxT^>bUKVam&c(I<dV=Y_L!VA-}p0wyFxQg}1W3zTrL<iDilH0`13Tg|BT2WIX
zW1FFV8y^1Jd)U2A|M`N-(QYMyk&F$Php_WhbAGJEgP&<jRaoi~*B&J==o`J-<iFFj
zRkXKOKOZ4Otveol2)l%iHR^WQ?RS{VlGx2j@m<#?557I(iA|PAt698TS{kY88yk~w
z(*qhF%)bzK>5_nb(y!km;GtaOY{iMrk6dzicYX2~{zqwtd?b=To4W2L+L4};p?1yC
zYYx4&P>)~Gt;bvVuUl*d*Z)4TyJoysj^zEhxw*}WEqjKYefH^EJ=UhEHZ#m`HGS(7
zv-m6MoHk3A`umCaN<`SKg~axt&+df=U6GOd;>pSjZ31Jxd%OO7V_sm|Bd(t{*rL^Y
z`0bA0zUf`FFR*w#-fwdkzxn%2fQx%3)=RE>d#T1k)X)F-N1Bv%?-heEJ@?F}oo5{b
zd%wf>5SPXnKW!|&xG`NtT|RHSe$8gdt=2GTba%;PICT?aVV+d!x9hciYVYSMi`t##
zJ^b?U!az}~)2IV}#$gEAu6G4z;y7>Kyjj7x4b&8#HZyuKaYR2-OkBLq@x-B-POSKb
z&~~>1r`Q5eEKC|FQjZf^PvEn$Z7nh174E=gdqn<N_FeW?->YD2U7DXS*_%?qo6f(p
z<+o`vxxT%OUs_h)^hK!g)nm+e;{|T1dVyp6JrPY3j_=U<@1L4>Y?0Jo{Yc;6KPS|U
zW)_V1sxJpO&bT`@h{i8E?R`=4>-HOeNYp;J{nH@K%Za~Z?Ud-x0N?G!%G7mkV5*d)
zw<@~9MGFgs2N_d47N9}#)1`N~_KVmtU<9wVK5dKIcGw~J?&)P1d3OgZq5VoVuCn|f
z?w+%=T4Zl`xAW&#Bk->v3$_2U$G2DKjUL>qi#>|TsrBB-g;SHKRnQIAdiEhA(xjCV
z;E#wYoTo2z<L>p}QrVLu4Vo;Ao%W;-`9A*sG5Bb4zYLaeo35?wl}Rgnb*}T+y&glN
zY|W^sC{SJ2*4Dy{(~(~?wDNUcp%r51N4=N(AP2Ub>%`%i=3vgc?9fos0{u#5#H;4x
z<#iou#TkT2Ul$b2W={1{Lz3m&ALynm+~HLImX+T)u;z9?;Khp<*%~Z4rKK*PH<Oc-
zktwVRA3AiX)TmB}&Dzw|bhQ6Ch7U5m2Rr<<1V$gE^V<!%wzRr=cr4@@@8(i_PMs0k
znoY0%{XN*N>9WTxv&80?gM}1={sRUsA$UmA)>V<%EyHi@;l~gcbZx-6sH>|>m$L&W
zO8I4@e$Q7)QE_&_Z*f4`^I{6N%d(|tvSXUhZ_^9wbvcc~tW<Y*f(HLe9RDkfl`<q{
z#TgiIKw`H?V(wQH%|K=SuHELY--zQ!k|B_MgmDpeTKoC&)B+gX1KM>f<h8#(U#i|+
zAC7LFR`$G{ve0$4?pKJz)w9oLAJgoNTX8nIh|M?JZoe%5T|Mgie(aUJvM7Cb#bOWj
z6`|p23lW-Zv-;iP`U0TqyaawyLfN|tD6Mne*ymSoeNoMl@Y?$Ne5*0O#J+BGX48nt
z@jdjw-B9+e^Te4OdW^W~m70ej1J0JF?*7Ohm_YX0#&|mcc?%c>`!W{!)4YN4Wa_dT
zz#Ui5t&TrF)l$N?i%2VF??Ht9J~zx>vVVI++ra55e!d7V@4p%AFEplbgyXA>#8y{M
zhk)Hs29ik3s+Hdvr6TS*q;wA!dJO-IX7A1^vDMCt7M=wDul8-x^D;E{Ag8snvvaO8
zU`9*8>19UWGBY$ZEHxTkbk8d<cSE)uy|-eF52p6tajO0K;e=kb>zt7B-jGevwB>=`
z0@bS-ZHWS@E7viwi;WW>gVw&ebj%Ha1K+V(jmSU{adO>4wVyeSmko*z^+tjd80Is@
zAPiC&1npptmOtk6oa_92UeU}Zjayz#jXum=aPfW|){FO1tg)XiqQ{B`HsOR)BwMGJ
zP#6yk7^1$fdAUtTYtKU~@nk1_X@_{;LQ%b6|AGOKnb{B@Z;{fascm>Atcl0L=E%$=
zXrQ$?hPOl5(+j_eEw}E=#chc@)UL%;*VJGixHWueo^~Fpa=~7s`3RG~<FmV9tSuuG
zGzw}Y8RzDiA|s{`%DB3^+FUdii}S2q?N-S03E@oM+T3#;IADESXy<E<M^TFRQWZ|v
z5^R84;4;y@bo-Fd(A>((jj}MpCe*E$7tOV>7WIOJ^lBeKWbKq9f!*pj^zZtvm!|eH
zi~k}vgsOmQ5O1q}MShwxp;TQK;y6f=p@Fi7xv$0dw?GkE$aN!sBq$Q`?ZJ+DNGLA@
zDa_})Xk*+1hhfng59(sGU~G%scR_!w`+k^MrYs|Obl_)`>qibAkYkpZ*-HhL+0_!w
zTJALYIp<z=nCQwsaEK#vcc~hxemm?f*3Z>#FZHZUw}Jr4*!v}c4+4u!eDjNn{CD8f
zFC}cgK&AmW=5kddJjSnofmny8_~i~`bvgbtq7PIZ>US&j^z_PnHl25umhpvkzZ*HN
z7l+D0j}{>RX1Q>3ev)SIcdr}4Do}`F>x!*gy&~7WywkosJCo?ppNgMLoqtF~-HA*e
z3*>#VDE08EV|9}cm=fXu56&T)kW5ANm0Aw(ns7ZDecPx=yZcMnCa2HDiR$$sn{qIF
z8Yi80r;YLGQNL}w-L|ovwhwy&4Q$FAZyl_xy08*^p1UiYdnLdLZnK?qyKqp7hlYk$
zAD;5LJ1<O740CHCjL1i}>-TEvR-%hATVf9iWyFMf#L*uovTFy{+>^Hw>o+fX1GG^w
zuuxv~_WN-}3npw0A=KH9(YKFx+5|b#RR?yQUD1F|kwH~Aei)?55u@vlevEBiTU!J5
z;%@O|G&ujQEPv}F-O|tN+q>>i(BeB8A}|Do{L}|dYC#pG)BEDmlKt@HudiZaV(UZ_
zzi)WMZ6fN%SlE-<xvbQRD}%_9nX>^#KJyMvY-t@_GR7=nHC$n*A7ch39;u}@)z!AC
z9TsDN46cI}W9}2CZ(n6LzhVZ8ea{}`Sz|@hWbr_ev4g})GsB5hvIAKj)lEC^9}}r;
z3hzBVZxpvh%`86S4|dmpQJqiK;+ogu`nvmeyU22xvF}>n)4hoRb-|HIuvLaVMm@7e
zMn~<vMX9|vSEknq6ag!rr;Z5hJ7x<n-}}QAy9kEnPJ8+dGZT~fE;WJb`!=2jm9gNz
z*0kiu>>5JS>;5000P?RR@&BVM^Z(iR`9JzWPxt}o@AtfEvc#?iT#SF0s@Vw+5q*Rz
z8-+T3ME1Jczkin`2e0Jsswo5r#Seu4v(xc^$GM>TKl;J9KBESop(^#`L3y>uQG(v2
zLA~Ad<>hiqfqsDmFbjp6(Z1<Wv^c`rXwqkN1eGM#8fmK!QGpoFSYhD|$+V%oKa-zV
zxk*IJ&aP%*QLYUTY^KgjCZ-JI9jWKiXtUOgLXLxm`%4}-fO_47sI}%re)czd`sfD+
zL&Z0R9UGp|D#XMU3B`~9!90>Ez?ba>OIE}8lZhG=!`ga+y1qVIEM`D|QS;B3<w(iK
zyd>@2T#4gHtb7c-CP~O%uo>I4-25<MUGxXY$Y$s3yEWbU>L%Do;%Lo0t!t-`S+*tc
zZGFRvXZeUjE8+u^N<SYcPB(R<&F^mY7j&~0$qrY@rKg(*{Ba}$DDzN*<u<Wwt=(gL
zyJHKlgE_iImfxkT_;2-qOR=>QTW_#9eL%9!Q5ZdA?jq0B_9Faakdk1DZM;>~^e+wX
z=>4@zt_j-KRD_+!<0ST6c0q#`kWvXc_76NGKz&{-U*z1}rLj(KC{+<>p&sfyRj&8V
z&&ioi6Ccg1<=+3q-HASpBh9u<%*=h=-D-<wD9JY5CPp+|O)eoWeAGw%`7O+k@Dyqu
zo=+3m>n!{17x45>&w*zA?l$;pYuZ~a+I7xDt<%mz)6P{n{!Np=HjOAzy=<`xu&sJ}
z8MmZ{N@au}bUtBFh)r16;m|JE{sZJ-ijG`-ghy)c5Zg8j{7x)SVb8!oR?TvqJ`LRC
zvxYcES-W`St?t-!!Ht>9fRrb8&=8^KAAO{|oo>z~s~+Y0BMz#i<cn&VU`Jzg{}3i!
zFZ?1c0|Nu)#fw6VW?GQLT|dV8<p~W^Q&m_sLkVW#Zd6ix50<x7Gk{IM;suBe$44ez
z7-Bi-SC<bQwq)PKLV&~p_+;c0IJ^s*wR*8)*cCA=632Ej4X|BVPw8e+j$ScW8YjD_
zGA>4rj@X$$Ei03?XioY=scKbq9?7k(Emv?XtwFjWTbn;IF_BXQc8{i$8LCq!Nx6q2
zFGo%uopCcLgFz-^-Cdo$yNk|KRMQA>f8=pI08u2*nRtsbhcWTR;Yt;SSdQdh<&>-%
z2Lb}m9FJEQ=L`vzKXi!cf^MC`{10B^KVZ(hQd@aL!ilnmg8?{gmiT_1XHU+NCid%y
zi7}mX63ngr!;RxVdNlxpNZT^t;5m^|r7O>buJu+5&Tm(?np4XuP;$l%{P`eXC_5Xf
zA)ku$+S%(_w*6(Fh21ev7+AI9gy{VI|J&A3I7N=qe)YX0?Bv1SpPsDZQWd(gFUF1b
zT|rJg-Ttb$$lySZ=U0tn9?`PNI~S%fT&X}r8s}*G<*Z9xkM7??35ZJoZrm|0H%v!S
zJ`2qt0}j)O##2{UStEyk#|&tEfsA?M(G3@ta~Z#!cvu-JcwD4}MbM6KhgkO|K!eFG
zkP~ra)L}V0Z`iDy)rLxLAAg#WLhWL0bv>G4e^L!n(A*P+xt67FZO@-&+Ko9T<n#3j
zLu*Vtzb;&0zW>tQl;R^tP;mkiZ-C{yf4=D*uy_>V?41wN>(5w{=}5&mMkG~bem+wE
zij|3!7f$Kg*@zg9=<1p_%;}-~`}}d218KNV@uKxgc}0RJ?XxFk-j%LD(}-naIQWcR
zs&Z@P_ebPC2x7V6k&9r4Wp5Jq#ktu#Ih6y4X@T;dbmGQ;so*6IE6mQ7l+-J^#X^Dp
z<ur$t5P08QVwNeU#i+JOzAxs|sF6Xf9}TmYS1J&AS7cchD1RC#-^1TJm;diMSLH-B
z24Cac%Y+2XwdhFF%aNf}*C(1+rf1Td)TeL%`P>ZQb6QtTl{eq<3bT-$jJs>P>6}yA
z;{(AN<cTAJolcwatX0#F)nJi}is~MAP?&gQ71B3&jZZ+~KZy{ahiL5VOB}KBN4meU
zU5V<h^PTDKg*4|1ejdqW-9MazY*Fv!pqn6@a&&la_Eg&OMANsmMZcPhkS*6fP8c)5
z8iCJx`6`E>Tm~(|VeujS;el%xc**HTMrLdtO8$NCDZ&+&7sOM0NA1N`ve55u0BJEN
z=4QEEZt3YUhGkVR{NbM+BuK}bakn$cR-bTMF|eavUW%&Sy`O%%?vE;c8~K_gX;2P|
zI0&sKC(oE+Sd$^<&GHcv)zCT^0}8@>s1O9CePj97fN9mzn)_o9Gc%f9UvVM7UrYUB
zcelxhv-_|0BKo`G^^|*JXL`A2i#cp*PLay-r;6VBEALL%*AKBCA-veINubHOVg7>L
z7Uov&K1yg$>|ao8c>FNO4*xD*zB58To_6ZzJs!@C(w?M*#EU6Vl?#um3N(n2V-$2g
zFX>xsS32nbU3xF)Q9#w(AFHjY^9vT2WRp6CRd%Y)l6RL|u~B|=u^B|v;T+IA+5Ev1
zsTosUrjtUB4N3H8;KK!NPw14fPsjc&aV8A>oSLEFIGbM&42pFWyE8H@%VQ6r;utuz
zry1qq6{l@lW8^l*IBS=E)nuB!joN!Y@DjDxvrwW*p$_2|g>J;~q)`BONs=Vgb@_k)
zGRK?vbGk#tW3aReV>{NdD89DVKE2+t=H1~wvSOCp9)IJpodT%ZFbNJZ+>4jWiMV9t
zx#|T)&1NNmHs9e~srM&URM3ji_Y{JOZ|dnOPX7t|Sl<L&BTS4xr(GH7y#{x;c&5`>
z#C(zM5Cguc9L-G{`^Gln5|(pPx72*eK_HRuo-Du3hp^DlmY=Sv4oeOY9YY?AqF0B)
znNy+LMnL1t&wF!365%Niq$n@uB-J~m6H6^sD;y8PuJhXsYosYEC%EfQydjnn7FN9Q
z-G26&{{ANjCP-)a^V<M5MpJt$ZhcWv<f4mjc_FgI#a>eQ)?_Kqj!gk9f_JCoo;QN@
z;t{RQc{VY(|LYS^fvq}!e*T<6gYPVB7IsW?#&@H;eK+JbMp@n5+jkc!g3TXzaqC`8
zsdLTAIsWXHrQ5z;#+8bk_259DUu9x$xJAnK$CxYX(N2rynYa7dD>1v{u5v9{B~4jj
zyTGi<iiDQ%7>a8blD3EURfEnC!q363+Wp;>$uiX@z={>%lUw#JvWjr)x{Y%g9?a*x
zPB-lgqg!MNUH`MYcb5>`n4*?JhUIZjP!KED;j8M!B<g3F-Nm7b9I5yu-qM@&XL4%v
ztsP?jV_HW#WH7-(QNi6`O>N_=CS6I(IJwF(ql-!6G><Xtt(X&Xj2PQ+9Ywv8Ph~C7
z8!!CfcE>{GhjER+-(F0@f4$E`l*Os5b}?zRk58h~kS)QJ?n}nhT7q@>6$QoMe8;$n
zx$_@NFw2!bEa%MqjIPG@n-1p3gPBBsJ3UkLV!a0ndFD?bF_Nr1)Jgc?lifWk+DEfQ
zsJh(-;wf|m#%v!w-wbcn49p@rsHUH271cLnjj#Qh%+Yz3qV4CVb6P}OLQ$;zjLmdd
z3?I)o$C@j#tp)=yq!1;ai=N4K+@{aS7-5usLOI5i47QA~8t=Sz_G4oLh9th(Uzl7!
z++m7&7w&_fnwSeIq4Vc>D9vGk_ccj#`p%l@oOVYXyzdSXL+|Uu{FTx2@uyqncr^tJ
z3YcCzmu{=Kx<lB1$wfq5j*G6YYaPuxMWWeWKXsOe)wJ$tmI6;u)^NpO!17$qNfnQ(
z8LWFplh0ww>C=-w2SZM1vc!-1vY7SHZzOJ4rGMO6O26YmD1k&}*CmihIzvbbtS!62
zlG_NF!cp_1q_mC$2zK|?OZn*cbDXujE{<DvmGN9tEwK6ObsF4{d!poU%b848bKNaJ
zSF2L=?+r5tUFg{}B;{>+C0#&7c|O<Ra^#n|RMvCcH)OqQHg{#{%gJR4`t(g)uPtf?
zL5>0AD@yU2zlMm<{NqQyOy;b!urM(Jmu)N;C5`pmKbke>F}6dZ9IN=2OUR0Us@AB7
zGB2y?3Ejlc9|LrqaU#$Q-}Fk<%*NEOI8=r~JXx^Z`@4S>ZNv9FQ3smURm9L8e(R-P
zQxP&{PLtBeP$zR<@^YK-Z?@vNOp1qyZ`$e)RrMUE1K<twer~`3F2n#g+7IhK<;-;Q
zizz14TR%~VJUH52z2{JfbKH%z>mJ9CkOgL_&3I5Ai)*s7$g+wi59x2ePY|gA(i$!Y
zn#ae}kbsZx-u9TbzJ8)sfu7rE6k}}bwb)jrT@mUq8^~q=ld1D=$)NntVxOuUfORs`
zWk7S3KBIZot2O+}R?7?T*+aj8l_*N036}F1v-=S4wlL#CGFJwjDi*7b@lvGNC33OE
z^M(<}wjTCaT+Ecp5>@mq)Q|Z?<vtA*G}s{oO#n~bs>c`YDFl&T7S2OW{f~?r*k;~9
zgZ9HT9I<7l&&r(9@osm_b(v5XsbfMf^St_}$4V+tHQSv(I*hvDq%sXvep0<(t?S+{
z)9Gg`7J2jXSID%Ia_znvT%}MlljXLuFA`O(&1)64Prt(>voExg>i<W&&1|2xai2#W
z?(!~x84<11!V4%Q_-v`z_?noHE$^&PSy_^JXEPREeBJ79!;_P9WrGHxjn)=7t282w
z{71@~y?!;yn*|Qo0BiWyyRP+Vm|$XU`$fgKwpnSmx7#Ms^~RKx+#6k)O5NLIoDlxm
z=~!wuSGo|XoVYD^jyr5^-JLA(7QN^`{|jnEt_wismZqjtWwE-D07htyFb+E5{!qJC
zjz(nbbob3uVi^uTlb0;qyfL6OwzSw1PBWwm;Ld6la9?_ltv-+>4}N1NOUBM_3wz18
zrA^)Ks)RT$7b(yTLp7DoejXlXj$R%feKFdQI#jmJ5=7baICKR|MuuG%yGb`!Sd($e
zN3wb<(o=W+Bs!8<O6{8Z?i4QG`enN^kD?eQAMO@Gyfn=9X`IN1e4wk;VJf>dMMWxr
zlg8F<k1Wq8*c5hkqZK;lw?R}(`j)VfX=L;;{nV))vfVP86+Jb~pE%0Ez;qI1wI*XZ
zugCiev|$Y<KRhdiyAKtqJ6tnn2V7rU?w+fYi#8zV6&sJEwm*3?&iXkI@lmCkoF#jg
z`T5+P8ra#H6d$!M{04e-v}LWoNI;X$V@#}`y(F`BS`mn>9hf5^pm6ze^u77=v$F(F
zR8;`SNT_SDqCxl!a9eMzv*eku#D|@E+KEb*VHQgcc?O1Rqr56iO4*&grg~<5j}WKD
zYsaaFC6A4g@6z(dm;?X!OLv6Dy!CTeJf~wUExL#Fh<U1Ol*0MNe*AN*o#S^28(@g&
zW#5jIrJUz5n|}3HA!`p$#cAoDAb+jfkC{JRIjoWG>KYfL+hu9jR;!D7e%pm+8W*iD
zglREn-Oy$<kz!xsL8u((jkq$o&zss%I33Jk8ZogG+SB1*;wW@|eKUm_V|fyriggyL
z?)d+RyO;pV1k{tUj}z=Kn^x^w@`>TXCo0SpXcm8QA<voR$zK`=L!75SuUdzOhHiSE
zR8rK)l_I5vGh`kDmPVDuM9|ms$AMNcX8hghcW~R+PN{Erop)CXerT6Cw!3;4*zCQu
zu-#Ia&!|DBDwkcG?eG&S>M$#8Y=<_B7kxxL&gd9{Iqur`x}u!xKy#+8Ux_m35k1HK
zu`QN8Z`9z>F#ioq^FOYu*@I6i7v+QV^)84TvdB5SyK^zgsPNWLFD0A&?PY<2lH96(
zFuhJoT>o};&)c!n_FSr*ppUbD?pz-gJA2=*ke&WeNu$P7(G7!Xi<QlcVTV}p-#6w;
zS}FVv4Og&!?B%(L6FDA)uHaWcqplE!)w9s$VHIe}a$ZvsHYAojegsz&i}77@Puz>8
z4il;x$s*OT8~&y}SGGCp7&re~_S0d{>G<34$3N`;K=z?i7O?_OutZ(I@pz1r-Pm6F
z1fRl$?Mr#4xN8nm%xBHXcqsCcm72fE@i0&QYC?ncj`eWUJesw!3U&!o6tlLS;wh29
zAl6Iov%WjVk!-3Tp)xcqUwa@J_2ApL^J9B>4Ba}bc7iV5#;DCup61PBoxwL9SPT37
z*r1#N`Qgf^S}e&1wb%6<?p%!<yI-}K(5gwy-!c(6AmZ_=``N>PG;-#Jilqo%hod>d
zGe;s?<4K$=_4TTIZBGw)Eo9pEKcSnZ(4BKd-|qLpFbmPtxX0&))9f}s;WL|lKL;p>
z`(j$lp;?vup*U(s#XWr1cU=6sLJ!e%l~V%3A~skLfmqN@b>K&f;uOtrLzCCZg=u~V
zxb|uG71TAGx6Sx5-S5A2Jf1eAc0@Fj;Y{iKv16H)SuCk7i#aVkf|*2AX3R&arq#=b
z?&xY=IsL`F&GTVERsGP=KF^FRA|%G;s%C2(Wz#iz6c!V+wcwB{3+}2+SVH_2bmZWJ
z7t%KAXjKko2pWBP+{17Nh+Vgh!NO;IRHiHRvdDtl^1liG!g;-O!0K^ZNrf-_sti??
zA_i@AZg@pSF1w1FS)7-r*3%~S_?und4D`uWm=nbP?|ZFD3yojXewTE?Q7}2$U1R$0
z$AyAqPYH|rUbJfVF775zWd#*!3C=5`DFZz3uq8C4sd8PKguXW<)m~#%m26}ICr>3F
zn11#|$Xb+wN2Yh+QJpxL^ITaEAC}gq^jIyW&qZIFzBf6IvvyN|r?og_HgsQX?d4!x
zEM{_gCQ(VVnQx$1y6?8QG4ZLE$5r>QyX?uN&y=Y~i&*f$3>%#4Z~~O?pOMp(HvM2P
zrLf5(NC*P<kmJmXR{V^i)G2TA$$zReS{2ig7;bU50drCg&2p*9qQ~934g}BpInt&t
zIR4C_%ZrO4wYmmM@h?_?K+}T3>T*yEm8%VhG7WWQWcp$RZhDg5=C<PRGvpv!DzEII
z%Ji$dH<L5t@bY8G98RF+K+wl~2df8%)cd54Xcb)5UVnKg!uhEzoB2}ximKbeGsuw%
zK7!b6%3mvTUdS?HnC24r%<uaa+h%8}f&b@@IV`#9gTAfB{zL*c_GH1v@uW@jVRLnH
z5NQjzJHJXCQi-Mfe&6J|WyrnJMj{ZG8@^CfRIn$|_}bHlIcmm9gF17x&y2r6y(|9V
zSp1BGDff(bJHLPWx5!+I83*1+g9jt-{+yD`pg2hIlHyJw+jfFq=$evZoKiW|J?Eb)
zsvOG8C2i%d51Y8x^W56G+jcxg-?TVhUj!^FSJTp&`#GjdG(`ip$Ic%&pL|<2XnVF}
z%{R79zC*&{L%6_Le$v>eJ&P3e1IhWh_~GHC6NCB0H@mG$Ur`^AALQ)DY+l;*nfB1L
zSJ5ODXtB$+zBa3SQXVZ2iM8$DI1ke!M54S1L>hm0B`R~C?(Fq~!Wg!Dzn5H}KFT?I
z@k01fqPFGMWr4(yvNT;mv>G~>AvW)%_r?Q^v;)^wK0eJr8KQ$TcmN;&=^M6TNql|B
zWvor66@4>E@$||kGA6~Bn3>h`frQ-fM2Et*H)$HV8t#HrAO$IX@zM-eiRg1)Zr0x+
zEz2aLpWu3kxU~UW2oxb`F;|9Iq@l6wQCj)g$p^;ES&|FOnkg^yC5BAA8MHKwdSL%@
zSUZ|kc*WBtrPYkzao3N`^;UXx8pCNpmvS{>_O%U#pi_yC^yj$8EX0>8eMT`ho1mm2
zI-fK)#4_St1ldH1doB$=f||75y^Q7Mnk=^{Y@X5(=71!V3EBWH#lP8GZ90?r-11Bi
zW3I595r6SQ7DNGsZiV4Rwl+y@sXBF<A*m=^>&{ZkVjlgOQmacR+w<q&hVyGxCFM*Z
zD4Y&;7%`J*iqLkkxu93?$u|&icJVgTHnw{dK5T!VffAQzFcGB;Qy~o^zLk*Jc0W}T
zk)cSz@c~rQ9dQT#A6Ed;B=dRcji1~h4>ot)8Beo{ik6KF`K0qg%fzhlJ7!&T`qdze
z!`rgxrEF`=m--kReA~)WR@nKI&r6K?PoHu=Rtj{iaZKHY*j)L5;$5cr)a_9OEsbWy
zVk;ibJ#UnMDl6`QPi>?42cvzJ05D*mqX3+g2Rl^!`R$yVVa%qb&HeBVACR+m@VmR_
z0bcz27nR>#;3s2Wm=e0&Gpv2&;Eacp$#$+a-X18jH@nDpK&#l2{}HzIvVnhn&N0s)
z#qz)D<zfxZABBr7-K{%GLAt-`dNK&X<#J2|JuJA@EV9bH%6q$RcxOJnJDhnoLzL6h
z=i4`$h<^rmiZ-?zDl96BTBcbR^L)fzSWaC^9j$A@=8cTERkZB_sxE}?F+U`DHol(k
zd~hb^l=oPak!Pc*G^0!6#<%+)!h<;yQiqQ!qjmDjFf8X3Y0sWac>W&XtDM`kh-keF
zw}Zg_elG=_$%xhGieVakjp0ky*P=0<i?8T%plc2%M=UYX{JmM9Vx5b!DXsCTO%q&+
zsp7_F$9%5xmgc6X+)R1!O~Z;x$YiO=IgTe)qNh_8&5}`H?~Kn>GS_NO_DE2&y!%S&
z)U6dyTqWZL=o6rzfR=hve;tNL%^+^MWQARzlZtY}`!1XQxESq|aAn!%yPV?}FK}HN
z&CvjfRlc01mZR1OZa72zmC_ttd*i-dQ-0wrqRS!g=HkJwpYNn2GkGdC<H40GQEDbv
zRL>!{l?}mt&_JrPkmfV@nC4}FQEL4#QTr1Dw>3xsw*}nhh~Qc*e0_&!^8S~z=Er)g
zO-s7zZEP`zNkMDlgm#93^o1>0*2TOXKQi}ECed_Du<Pu=>KC2;f4`~f5T!016d7X=
zkd{F+r-aw-`SPS^*zS6%lRIyWWF92S&NS(IQZ*f;OWpD1;lJ8!d<RJ0Kp(A~c%c1#
zTA9hyGFx5WGEJ$cX7Rbn6ZgmhKTXc;WHPxJ8#V7dlX|7rb-mU%dO+XGShFtKxpQJ;
zz+*diQ-dv`B^ltDkFEOpSP9!Q#QJT^567k!X<&cvX7cqDiQff7dftbejU(&Ct=C=g
zE)U}vkR2bl1qY#lKB_HY{Nv>HS542!&F>Sh6{vFc(H=UK`JFa8SHm>PKB`tDLAUSD
zC@p8l+_9rdoo7fpP6`XsZ|~^DZ0-#V+brdobU|_YKR=xSGhdN|1^>J|y~Agtc-px`
zO!RzO#ku1%RcwiT<QCHxrTpqQCDiftWXIyLEcK~e2nyGr2)f~o>=Z6jtznMWu28Fx
zH&Mn?lwc{%W>+n@9{9Yvt{Lem`rF5R@=eYc+W-{@W6i})`jD0i@R40;E{iakaYqYX
z!__{t8Sai@2QaG&i<!K^9rhR?xO>fJvBeQDhIoBPRXHrEJ4k~(NfYs+(&dDMj)V^>
zjfyQp1vx3u0L@|3%cI-c8q-9-`I%;vd|6scP+HH-jKB1RO2|;`*W2DPhoSpd&YI)+
zDfHvqO@6&y?Nx`{8<$60HvcsrsaYl2MT#RstO;tE;Mk|hUvXLW=U{eoPZ&>6e|(W7
zShLuY`h?%!4yk<8rb3pIem-aoM@@T)iqngq|5|x3h+7#;ANnj5z=Cq~9^fT?g%YhJ
zbZpK0F7+YmOY%M-KmkYZ>t>cKvs{6gZJxG*p`oqUp*8wgp2yv%E_1sWezVU(n@tQw
zT!~^jyg9m&ku1WB<uugGIc{a6A6JgttyhlVqW5yt*w2zC-eo+OtMTOyJHi~joB)ql
zo}PA>AtTFd?3?dX^AM0JJ-C*u!|UQrO2hx~A5*+Ts(tpZ!EkwNSrZ^PWV!N8inW{O
zzyWQ1Px35Jf{CF9P7)E>TLT^oMx`PO;-lv?g^>_l!&Ac4PlqK!j0jU!4XB^(5Gvar
zAe=!63hL4|z8-u*5_I04<o{tKb#ISau(S!vQ-?eukT?yGz|EHx(3sDbT$X_pociYC
zM4b<8hczBt7Gqgki;t%(2Jfsc{8HieIw0yn61)>Ox`J%%#vBDY_rzl)j4Lp<rw@fR
zRG_6E?tjq;@tZFLb{}zuhb-+~*M(;q-kK;1dHQ=&;iE=9TO5>piG?SGGDH)jQ~XDt
z&^gqa@dv7)3+&dBP}tDwtLv)!BxC{-W;0YJ5sMpelsdh2Mh~hUcq54J>23&!C*!_;
zk6$w}@jTuVXWOrlxw@WEP9>x!6cUoW<)xg}+r#56*xgn9<{>H9fGyl)dX0#oR5O@Y
zAQ4q+aP91|{Sh!%kP!||-)jb^@q~6E@5gW<=W_w3{JKO$h$S*U?ykVjo++O{boN>N
z!{*fh#$-U?eZ&E(8~hlN$&|7Owd{TL)BJkV)@O<aM3-9o=qDV}Aru4#YuH3~i4q`=
zHjIxEgeecT4-X5mP&WK%xi>fQvAZ)|sHnWpHl?3(n4jkb7&6lx01Vk4?_fF`fAOD}
z62^5&LbBN^Fzv4uo8HT~_|q9V&j=(QHz33a0Gjam15F&JMS@C4)2MY~h|ha@qw#)Z
zOfSQ(77;bRwp!%V?`v*on8SvYRd!H^aycAco3+io4F-d4gmbwpyN2HZlqxF~DJkt?
z3K4`L&=+Fschlrd_F`Wix{!l^5tWp>;?mNUZf@x%%-(1+b9KebE=xT{fLmXXTikDc
zp~@iIlc7fibLmEHyb*h3TS7;ccJR*xxC<y=iVlYtrs7W}dQ4?-jExEUzVEcwE3!~A
zp$@1@*bdt&7V4RWYOO<7K0PXgK7xx*)}e@4m*EVAgk>-7{ra7Q4Kd};s!Qo$X4mK6
zeixyW@Ar|OjRQ=J+wy4ZqQj_wp?kwT!wNC_3KeB>10P<63te|OVQByZ{TSlQk$r+X
zEa_`y&(GP6x+`wVoe3((g#I*Fhe(L10`P1^ggkBcu=hGn`gK<nt8_~$&H!R~suC?o
zyu*m>{PCH)wDt9BSI&lL<=(PnCFTu;p6`%5Kpt{701jf()zsLdL`tW*gsl&T$HX*l
zNEeAZm{#2Tap+K1y}eA+kBR2UD<PM!0(irFyp{W&EYtl*XNLKUCJ!D^zdq8fW|d5S
zoKI_w_l*t`7C^C?G`{8)wdLOp3dDF86wJuJZ7f8-=V)s3y>~#wX|#DY_smQPyxCh}
zQhfG#r|^kve-QsDRJd8ZeE3Sks?__k&qyvx$q=uQm7Y~{$GeEa!WOPA%hjol);$jY
zlR?Bv@OtjFfu6-vsmLbvMe;*&Ncb9sQin4y@bYoEMhn$6MToQO@Sq?vpySkR7w(ek
zqNB#a$ett6D48NSe*B4+0sO*c`BT4cjM<}8dKL%D_Y?L@<rx)^bq}*PPR_I$sFOL2
zw`&($`lT{3%xnk=S&4t1WO4;OXLrYS>w`THRm#Qiq}-ONPaQ(eAnwP%C4CiE$SrHP
zw$F5<P-Q19Ot3&vdVX0z^W@}Yw1AVwc}%_3z4g1M&Lu0$bJ*CuWJRN|i$@=qYDXs(
zx@q%Tk4`~&W*k#cIy8hiAYIm;D^X!sCE=-}v5olW&>3#U)5@{4%oW@L&UJk~M)0Co
zKR$bYo9t22g-8rVLehmagXWq;smnj~U6mxl(rFK%8cbAKG!I6Q>08`R=h3$~@>s)&
zvrO&F;Y+2-&Q&eDF>P>F7qo#O*Vgdv6O2kYDVgH4BDaeq^_IIWXg!sp8-b)UuhlM@
zj;$@il5kl%F9U;=Za0so2^FCm-#Oj%EoCE1N-Aub(nwA1@QLCM!}dP>Lar?<FxrgZ
zzLttlrO<9#;tuV&O+{39@2!RWDpj@=;jdST)TYP$i*<x_wWhrVsb)}bR<0%UYl;pS
zYS*Tou*mw~D<p2%DP>b9c3#c4iiqw=6tJA&a==hr8jexRiFzEx^OQL%YNl;EKHrGl
zcO|OZ(4)&7ro>wT^dJwODK8&$FtVtu=oVJsuFvW@a%oyM{hOby*PH9U0`I<kwyub3
zb(<fixp<xE2lR)jOE@n1yzw<;r{o~%h)6z>+vpg9bM8)jtr%=xTHv`S%dIQqm72cp
zBwS%P`Ykng$n>rxq8<xnA)3C*T2EiQw`)!YbGUn5N3o!kZK3zQw73HcXJ*jN(j%9^
z72;GTx5YFr2SG`GuLf#mYoTZX!E})X<$2D%6;3`buC!K;8bxFLN-UD;S&A1Y>`Nbn
zjFlEX2DM2;QLNLeNV&P1vFN%rb}L&<(m*ex*zdH}h_E<;6c{?VZIva+pxt&WHP=mx
zy)0KOag%a7)yymVdTrbMGrMf%{C=Hg7FQ@sy`z4h8FG5+=kL>O$Hj0O7uNp{uJ42#
z)3xX#pW7XxxEJd`2Ge6=Vs!s!(Q&!$AU8;2xM=drbjGV!Ee)<&Jyh|Z?`#Vi59Y6a
zBI~Z-2}V2?&I>R7He=CY{sz_#MN3GwM(&(OK`BU=%iZ1F5(R())O~)IrH6F#g8tQ;
zdzBu`?=|~9sGB61E2B;~)6of>mOXv#>KmQMM_wwNc&@5y@KT}pSWSU`)=-RFlA)ai
zYrD1GfP2>Y#eR2HN!AAk$jw9!PSdk!o>pzjF*qj|@FWgZbz`Xm|7+ytv8m%<JlkE`
zxA}0FBAGjIQyxQEDk>=*oA^4&-|72!O5)p$xQNG6FC<bC^5Ju`QeYvi^|B?7>Hd3o
zB(AgyvGF2xEHgN;C`av^kNFfiuf7SKBOy`pl?n*HW6Wtc#0aLxWl_uF?~~|w9`w@_
z=!b_4lOY5l`StBrbm_OHqKPAiX-Ch%Eyfucx2{~dVz(5Pn3#82#NBdb>dR1_Z_Vd0
z8mK$D|M^81iNLos85-ZR#`}c+;>R398Inb<Qol*KV`5s4AGYn}x_thlQ-;TAF|Fyc
z(J%!WgHpT+Nly@oi;FwZdSdPyD!rn=;z(?}yj-yz``W-U>%4kt+x*JyFxR68{_%K{
z@y}H;F~hmJxy7Z}*jVQJu_E8?^<)ys`T6<P#`DHknVGZtCZVEf$Im~u?L2(auoYXX
z5{E|1RaL3od!_kw3Omf)uBKkQca7^wOb2rajl=zAqZ3l2e)>aiyFR~lqIfbjeWnD6
zb-1x<_?Vyh&Np;v=w+MZJddL3?N<j-)oMCxsECX!3Nf?OvBv#9DiQ@rNmOD0wtMZa
z4Xi<SEDIlB`AuvZG2})`{?03`Fe|S6{UP_}_epkIIax<<^Pjngh%(4oGe|Ba^hZ+*
zbw3J!MwX5xdj^x8HPQ%pAoKMIEu?mN{d`Zf2IW5Un0Ova9`hG|kO^%Ag(sKA3C#)u
zJbL?dQ^R+BY?77)DW0s(POM|bA(a~v4wwt{2g=GmPRA;Ej9ybpq^N7-h4qY+Ae-oZ
zKvo;U2vI*%K1=76mF2)y-ywX8%YDI--UdmaKi9118qXIjzhE@8P#D8kK-QU>$?Lox
zPyzumX96DVH%j=RtQ-H776v0Hr+Bow)OJ?-tzdL?cPpnto|f)a`oT3`|2kd|`yR@#
zuqa8H(|>>0Ki8vnCxSi9Z6(9kM1no!$_q!Q+&r|vXn2ZmKT8NB<Z-Us&V`C(yg2EB
zMaqmFXi>jNk%NnRQahx#a4Is@VOPq;gzeZpVg`d3TV7T@Og3?T;{kTTVX@|zH{x`M
zh^j>-kk=vaWtp(j01IB;uQZorLUqh!eQVjxdP}p0c^;n^3SDg%>0X)c9<8lt!$xH)
zMo@6Z1d_No!96pmWBNd>{hq)bPE`75S-*1au3Bv$VmzI8Pne^9w3gz@yIuF5isJk1
z$G)^qR)d2gN%nWZEKMyvzUGOKYMxbVuCpVF;&g8XiAZHxwdF7I>oi6%hFrLJqxsXb
ziXBQA>h&eyYl5*tORu4=p9*Q3XfkFtl$;V&=2co8<rMbP@LCeG8WGOP{9Hjo$;ht9
zsFWz(0DA0n+cC*^j|sNM8Fbw!B^ry>r|te~Nz&uJiZI&ifA<re%Q74jeTCiN>WEj~
z%edM3RTy|2GQ##LBzeo)woE=8G6z3M<(-}z(Vy=N_9LBr*CIbR9SixXZ090=cqK>}
zCx{H-Q82Eg>)&0u^{#~b#Es*}GoByMu~6}TaQV^#@F5=`U-v?hLWj6btErrpA+L8u
z+1-aP<L8!kVBF5#zq7tGxoTw-XQWD-EPCw<<JT3PU%%`-P8z8bq!M^TAw5@WLSb8{
zi=CanB_nuX^{Kzqn(yuBUnAaJQ5f#eI<-sH=^4sUyIol3Q&naWW{2C%xTc<eZ!226
zT38Hz=X&VxVtZk+5=M`FrRL`|dNuUvPt4}mdKb`}Zm(zB-Ty2LHG^tK)U_7yBl;u%
z4JH)oI{y+h#8Wy=O*PuP{=J_*y%iIA(Dwc@#S`1Fw0yi@D<(d&ABz`^usII?<ig)I
z3d)$F*N6dqOvu`py{Ad%<b*8IWi@;Cn@e}KTfeAb<WZ6mbaAHAWCF0!PnLftiqcb6
zXCObXe_BnCrSY@gN7wqX#rXF&@(O5hB4Uk70+b?4O7eBL@^#hJB5QDPLM5?(Pg-Z-
zme=;7tTahszi%<T@=DQ>Q6niA-({Al>6J=D@czVYIBSdgW05nMVz^=ybsGP7!n3HR
z2<0S8>o~s|MfKFv3Hlzjfk!Wir=Fu(Ubn5*QVLo9e5t!7x<WC=RFk&ULc!x3otgRm
zp(_hPeG(zqg#pSeoRz0D(i-ZP2G!?BhGV`+xrFwdGcV(7-_84kEtQ@qE><&4K0<r(
zV#I*xyE>z-1>=HyTln1yb`Ir)>o==$%Ga2iMmAw;X@FV$Ig17vJQlXP`5%J{gc<2>
z%=a*_uuweGJHa!*km%2;`_Gvj1qS{Kt51!C^~A*eDp%-k$SaoZVIE0HcxY(KZLbeT
z-ieQo8017W&{#RG>4yFA3{EbJSt0nmg0|5d;Z!(M|D`|29m8Zk#g2~Hx}EL{H2Uer
z$E~|@PJR!ZmMm@Gz2Tnx#>F7`=tkg}1A{pJ11<cUPR1gJB(E?=d|PpA$3;Z^Y~GDW
z;ybE(bp}IqwN}G%*D0R7pl)-v0oIxb_)94cII+>k-;2|gmsjv=b)<}Jk5?BLubpPN
z;K<9*zetnRx_Lv|z(D<<GgRzP&tn}<G~V=VDh{9PQCXCjd~q^ICTwZ1)?VmACyNxn
ztz~ZRMe%Qs!sVjq1yBe({XOKU>bOZ+GqdjE`xJp1T0=Cl4<)xx6?TyD=;gHw3Sh$7
z0*(cqVSjq@{rrpmT<&%fo)3n+nvZ4s8F#C&8Ey;tp4E)gGxEU{ay^;1m-g52;_n*l
zH8ih~lY>42X+Upcl5j8-Hx@#a=wErxoRNwD2xS2~`!t$s(j-}*L`}`4_6B_w<*gEG
zo;)o%&RWxl35;fDa{J0=qV^jIMac}hf5krSVQcFjuXelAm3(;~-IG>OP)HV`ulg{d
zc1xe{AJd7Zq4Mt3JzIr`a$33srBmn&?q<N!ZPfS61RE43%Bn*G;Um7Zut4k6Uk;Y9
zEuf=W?c(|1pS>C$*dr)OK@hd(ZIR}fG`+Ki!T+ua^}y&2<y0r#!n4Tui<^D4k?iRe
zo~4L*@vk2)J%FMWMQ41CjBvrq4-VRQ9F6$9p{QF=?(#uyyB0}g#F@+R!`gL-5Lv$@
zMM;*qP|c->Wt=y%%#C>w5?%L;L|@ps_v&`%VaMx#&!6P2oWcsOaa>1w9^93OGRS^)
z!)x0P6tfk!J#$gp=o(a8b%zMZ|N6Dmc53w2--XgE^J+hawZ~i*y;`7mWp|oW&91<1
zp+}~A*L|*HIHQagR4NGkKl&7PCNJ}|*JD)@;F3qmDKGmAqmBFq#jn!ok~f!GRfzU?
zzFKNOH4*lg9=CX#ii0k}DXO2FQ*$mEE`=Z3=jBD=x3u$)L%*oZ#Q_5bb{$%!xVyeL
z18{$hg@9~HKEO6D+nQ+fPp=Hr>y4e3tNy`l)lN0nua8a<`(MqSc{r49+rX!k6g{-a
z6SB*rLJJ}$TVh7Yo*^oUu_h)NW=Is3HBuqT*w<to%e0~8&AyZ&CE2%PjNNzMNYD4j
zcO37Z-+dg8!Cd!pZRd7f=kEqv^A*Q$L5m97S5;-aQVkUs9h>a4`=g^j7g59pdSjiv
zvaYjq#tXh;`BVDXOQ28O8urdm1EE`*k(q5in_*&#=9MLvZxptvKBFo5bjP34xT>ng
z#f2$+-CYjk1XXuX8B3M0!cjo-ZkqZaQ!LaI+ZDBaM`x^HhuT`hKE>&Vkn)dA59lqQ
zr1NVcna3*J%J=LsQhU+H^{t{8YxyOW=q&@n0c)Lzx`<Yr8c9Mrupm3%kT@a-W>s>M
zma~OZmaJF)WVS0tR4ZTElp?y;AJe{aa;-c)&+CTg?s9lP0m*l{@+ParF2|OA12;Gy
z6<HIaL5s@T-UdPZWxk&D=U%lMNCWrZU6_+%^P1322ManmRj0U18d4Ra9u1Dp*BAaN
zj9c!F{;VAmltM?)Bav7gXA5<IS?5PmVR9FP$|f}0V2p(3IgS+jE|DQCMF*^HEC$nn
zWYa>*cnMkx<QK}IdMxJV)_avxa*mgYJwe$sFzxCe704nk-j{0{@KTq8A9)Ur$%LT;
zsM0wX{E(@|aduTEdl~9t_1)bWxw&n<A7dGiT-^_OnXO>sniw1ROf@5yK9P8rW1!t}
zWZg;IWaBe$H6TD+Uo?FUKkI?7+JgUlc;F^qR-{Lp^uXd=^5^HteF=T9xm7*cGsW|;
zSZq{8L?Vy_bYQ_VTnw)HkGQyIth{q$l%&xy4}tqHV9=uK_xM++-M*82oJ4ty?tBc9
zlJVP5MJ#xSqRlA3uFzYPZb43TW4TwO-#VBAduq0y`LfNFTZl9}*${1Jl@2t6jEoE{
zgTWvUrl&?lM<<t;D;K9C=Bm(p+l!wf&nyq%+V{2h$>S{e1>(TVP04CEC{3xLxwA!j
ztd~rPOC(93<2ip_vp!?ur`_0)q$TIrdSK*Bg~g#mhu*(`-#E({B0xfTG4YhHZV04e
z*OINRta8?|u&#hkp3r?}l0gu8%qz4Afr^~q*CLLg@i0<gO{<7gz-d7}MfcwFK*nip
zMEs`p7Xcdu00rmJvt?J`x$!UW{=0N31qcf{OypIWmp(Qky>RBtr@<LP?_o&cy#Cw<
z#kc^qLQ&20j=mlLwo)xHt)AH=cg>$9&e*~vmXyTI4j&na(4y=<LXk));Iu%MC<v#c
zBqb#cFc?hiTu*QBV7%v-hURo50yvD9qWLs#ax@^@?9k&cSfm7WR_GN+qodBqX&Y=q
z>hrbR#8?~haVp0BNhRv}y#q!mXH4F{jey>`xrJ*ih`mY%qpxp9BofQ!;*XPXkvn%Z
zl^+z}yZ2;BNJzFoA9L;pb56!N5_$H^5sghFVP7FL=EkOxZ<?1<(0TCR{xqu!imR^$
zShd6<sUgmM@8W{<H$t|F4%;2=5UL97c_;nV`Fslt;_?D{qKSgJxBNyWsL?DW!cw~C
zdyhgkZ|cbq-j>9PsF;}jTx=^{Bh=&HA`}?7>+Z5-m99!nz;XTRjRj-J`NMyrTxgwO
z2ab*mPCnhv4gQ$vx*##gSJi<;cKrg!HtCj@7Cbn4v+$a^jDe<9&uRV@E!JUd;n*US
zK)OUy%g;|^1>q2rQeccLYn=^@y5BBOvwn2EGebS6<W=X4CgO;&m7ys6x%`j@VB0i_
zls}tYWZGV0fGd2Tq2ZrX(K;J&S5PLt?L6x2ni@wv;WI$g0rkdrZ9(!s=%w-kLgr4V
z#10zGB;Y@B?{3LZ+1G@rDqGZj?A+AK30CJ5C%f-7X69nKxr?L}&8a_j;lC)eYt|F~
z2p;tS2k_(S<7?w0T62qkJo^iXea91I&-;ViAr_FrbTrl^F4u+R<W@dPUik7E3|_uu
z+JY{w0!M_U%Mmln^B-(<WA}>hr5;tu{Ubjwt2t*w48U}&p|y<dB`jiRgC&0AkxXTt
zP*2EF%Af<iwX7I?5m~#?sEBX9!{xziy6uJL^4LE8k4&+EuuP>r`kk1??TKo>?0pyC
zu$iSwyyGp~w1j33)y|hElc=*D$;pNe8L~Df`>aLP?<_lDC`(hbwq`y`PVK5rrD~8W
zp!rM!hdb#7XfFFoYrEGsr^sKdK7ExF)xrvrdZrH4gR!~XMLYUTZ%~pk6~t1sC>Z1K
z78gAoA5@;du~F21yVI_*2{~7O!Fl2vHhkUV`a1UbRlv^q<rd{~u(fS%Q+HT=u{6JF
zsn6AQs81@8br0H8fuFvM2(Gtl5_CUG=<b^u9l+Z$SU%INj}fDmo3>*8b@rGS>qXS=
z(vbilVr}RP;wSAbtiJtcH@o^7#3MoVE37`H5h&Y3HsG7HtL@v@@t7OFL!t`sf#T|I
zY|P^A5nOzkp%%JlS?{6jInk=fcQ05Vva~-Z?_j_eA^1~uE)5AlpirC`oqNB2W${v|
zk5;~LT>T;ppUx{LXM)AJc_X1w)#+tF9)$|q0<Dy)vxyTsGh@g>SVW<;Bl&9<eGf^#
zJ9*)0&qOJDKPnMP#(_g%R~G9)lU7FBWp8<i25{CqTXI!)Q_skX!eX6bySjGXep6G1
z)<JcyykiR`qUw-=sIa*2+Nt_FCMNRWXMr($VsKD8YkT6O?Ln&(5iTtPaU*dFdN@Vx
z#(`-zR*@e+cHK5MF)!4%Ns0=u-+5b1tVGEd#S^wNF5vl%gTrEo%p$kXwx;4&z^VG@
z$}dU?=-+l+<`&E;r;P2vA%r<@R6pBFJHssuAR<AW%!`N+2Ai9~(7mp$8E6u0Y>GPw
z&Vn#D5Bp}!6V9;T3|kadjyMTvJqWOEFfp@WGc*y8KW57<lB#DO9n@To6$_Qf^&6T_
z5MC|op?cwI$fSp)gqDMS9_vtaG*mVlN6Gq6#)%6yv1Y;3J}$KNLev%U0q4BX3<`-R
zGV+Bn8aK7&<V=MP&G9Y568g9##v@*O&6w*J&9v?7s60zMzzIbTKk05JU0dfK>t7I7
zXiAMG2FEF!zpm}}jImp>7%O%tV&AqW`(edx<xo8u92`NMDu{@-r8_vr@@8%FhN@!4
z#UsDV=57xT^CZmrrT!_+29W}7-RN0nalPmnaYGZ^iWBeOAK*&Qe9rZwV_(FBzl*Kc
z{T`NZgRde9`dGapVayFy^YLvQC*FUM+L@k_?+{UalKr%QqPDt!*~F$-+-nUP@NoKC
zx~D52?2IuHv8$C06p_$xS8#iEzxj6Xv%&Cl(b`T~^jy?s!9QmxLXuv?>ysyMM#Vbn
zHsAO^Ix7*`ShI2n?BtQyxL)2rBU5UFV)4t_bR$!75jm*q_kn{V{4olv#ZCmhIl%|U
zwq9s+eSPyeG}PAMylyKWpL2SaJ6{${1gyoa78Nme%4*Jx2^n_6zvW6#Nx=_f!IPRl
zG`4ioaoV`P$Y<AA!pcmA6Sy?z$$WS`m^Y@Im%CCc3~NosM~lAv8gO$Ei9oDgHR!^j
zLx$MfA#wbUPpu3uoYy{|IMP&B92MvE@zc88)maH;wet^B^ac51tX)3XaC2j7!Yl%V
zx?In*EvSEm(DCZU{MbPNnVZY&B@`X(`E)4rFGX_4KJ|Vc|I0|u;mToe6eb`KD+w8C
z_BfHul262-dYKL1g4U{854nmHWMLTCY*&UKggp2=b4#K%+pBeJeet9TM(}JPhd@WU
z_1oYbtuhd?vu5kqv18DB8X!i4)S(=>1-cpd1-qE<>gw8n?vT~fb1^wJb?BDLe4>M+
zqlS{f>eHy+5);$@{JF8k49rRGBrP30-c<O?be`Pl++0uZ`$6);xhMcpw!|sA%er(Z
zfN?zRpKw%G)*dX}_ix|U(_LxVkP<D0E6@)8-tS49JDZk@>^4A-{(y6|@Wq8>fXwh*
z=?OBqsi0>>3x5#qt1Q@1-KP-xy;=sr9^5}*{?sT{PmaDALz~w;VpnUdrgj~SLkSG7
zf>^jq#wx43`$95>Qs6!M>(>>)ZbU~%6YPCg?txNe;_bur9v6^>0|Q&N(ekat;A`2|
z+L+*v-W>|XcK%ZVXF0=>K>nMcZFa9YG1P&SSYsojB+ld0s$J97N2L`~Qc_MrG|!GE
zBO}B4&T?69!^KDLghV$sImgjuC?%in*I=>vr>~QR`?2SF{C0A4OYYyF`MIdM*;rgm
zEDeq-8v!sV(evZ46CbRkHo&ypKD}VrRVkm5aR3GTKNqvJ3vY+3s@`TVOKlr}ByDc%
z{4aZzFzr*hYcQU_2Jcn|%SK;s?AyOzNomWLEz+}vt5rp*iz=G)DxBs$a+118#P?{k
zYljLJR|?zO8rme$p9h!`FgLG`RWKbE=Vz7|FzAWywsv+y6|lp)Xr$-ey^PGvvL}bd
z-i|Rpj4?g?kw_(S_>Ff@U@E-nZ$B22g<+B`sD}y^I)tC2aXm?*ilJ7`P_sDf_v(<Q
zq_E=|uU@G$M(Ab;CzTa&K|g-{AiNt}xfbZ5)Di_r(bv^qUqYzIAY!A4xHvLI^RU~V
zNC{hON~x$=OX$U&CX*|9d3g&w$E+~03~HJ9813ya*qlxs%*ZUb{7oHMZ8+xE9WY8;
zB6kwn&VqNgnc?xfZ=`?DC6gDNKv_&oCTWdywc{W%o5=z51lR4(U$gm#jAi+?XFzpw
zdpU(5zz~d;7(1qNX<^K9qW2^CP>uc@*(VXo(CZJD(aWZ7T2|KG`ZZYtijKi5DOGr|
zr&*HzIP$`E?Nc!xl`dy7!3#NV->FRI*Tz6))aH$U<cJT0(JIq3?Pjqz^QrpnuwwCi
z;$;8hE(}<FI}zh_`A{C{APa+ar(?st%j%PinDEPyhp$%c3#34u&MBus9z%nMW*JI>
zaYp7nP)TaE@cx&+Eh`s5`2}s~P-5lCLwZVbkJ2S1`pn(<JQYj>C4CQM1JTN%dg69)
zgrSi$2XAw^wYJ)IsSs|qPlo0}%727a5RV{Ok?nsUesjNi%M`n$^!><t*`<mL>LM#k
zAjpM;GQ{>`K~E$-ef0{W=fhpIvnk>Q7i>BoOG+c#omUPahmEg8ud^f@rDlor^c!UU
z^>fB4IIHL4Y~VE{<z%(cVAUIKJYHU!W_ir*6)|up554UrS$KS9?PIx2?KXHK+s_K_
z)%TIC`9&$2Vk=>`mE8)<1qwtYF@s&SbYz0lkEp|P&C0dGs`)FSZl6lp;&|xa#S*{&
ziK=f|4%IIIt@;MG*8Kiv+rL<WC;o-=;BxzKPKZ+|mZ;yuUlSn)W2a1c#jb=)Lr#s%
zj8A3wVr>wIDpp5F9K*uOaoKC{@4G%JDLDi00~TJ0-?rP20xNcrza}QQ*)~`{-pa)b
z(}?%rIX{^4QIV0|QyzXUHFCfNgr7Hr|NXhMe00b5?dpqVqK8qz!OvRvURU+w+x%1y
zi`~+Oe!8Vi`RP{p*#^J=`_mvTh8Ag$yl8mk5aC+u8dQ)1Jkaz48PHZ5zvdQP^f$8Y
z&hb9Mm*chkBf9$g+UL<+?}YCPdT)LA|Gt{)(c5n!k!<zg>iln-k-v^rhz4^~&c0p<
zJllOTGWzslS6BBXXL^w&{1F@+Oa;^r1GJX#i6a}OKOz7lz;~He5E+Kx*t=9POo8-}
z`_ZPzrE_0Go#)Hx$tHabS;w!92hLI_{fCY!DV2S+DXDw?;flMvMY(I2dmUP8w2mZT
zHQ8$63h_2qQyLjky=EpMLL)y{`dtCQT<M^DQYjR%6)sbPPvfXpTb6kef&&9$q}f?Q
zw3XM7Xcyu})xHA4$F`Q10R&GXccn*LTtXt#nntEh)G7ff{F!`Rsn5)>U1Lk&@pjHT
z_=V!ftZ3JMcC+VnJ+rAP^0pdfu$hgVosjB$4y<WFgZ(tEdsiXwEladc^7RO*LV_h6
z=yz%e(Mg~DYX<`ChLBJF<Umt&LPA&fA|w+w9;MCb>OMHA<~=ps5av5?voL;3r5S*L
z>dNj<CICv50x&Ht-#L00l6=|H*5(K@79u+i%uleWoSv6AKK%FLi`s0LI6OiCJ9e~;
ztOA19l=<U0XD+?e-R}7i350$mMbW*tz>A;hbq!-;5)A<X*l&C7X;s1!Aj)DE0qA6*
zulzIM>S#y$@URntsm@4CvuDI9T^+73_nJWDIcfUaEnLav#NOKYOy(Ew+%hZH`t#0b
zCsOqjT7eA75M25x*k0jX+?sPXb777-1h6MOvm62}A4eAg0|T+AP7Q~~pgeHiOd{ry
zyfg0k5W+h0r7KG?i2={2a%LvR+7K|F&+!D8vXLVBx)0Eh8AwBpk}AHdS<kh%#Q`v-
z>~j&Yy%m93sCs8^3D8loN1Q(8U7{nrO+}lU(2*j=^_|HjC7&XCoajZ_Eu<o+&)wQr
z^d2kkrUtJ&3!HL+D@Z)#+d^rbXybgpmdX`YPJv-q#3-6}ADtLKhN%Uz=#{Ct>gtmc
zN=oz@;I@#jS`Y|@JJ>eFsQ}b6`?1|<M`>*VzUh&38Q3CmGZTHDGjZ2-+!p1!A|XuG
z716_g+^3|4gh1LQxY#^Kdi-1(8woV~1`)f~Ec5tdoJ`_1O|4M|#IvsK)qe~dBszw^
ziTA0ba?~&xk29C;wM~LPPtuK2<>|)>gT@trt&|dY4)tT7qQN~^qc8-z<@M3irlxx_
zAgUZayK>2l%t4q=DW@Jj1+D49Z1$5Te0{NwG1R7igLP};{LBOcAb`bG8K&2X$o6&|
zn%UvL%uxfGCl6yLOxq3EU)<c>a%C}d3uN6#vgs|%X~QArQc>u-S0?7>521UA%+bzX
zGT3nM-@P+fT3nEG?>z-WTS9in2I||^Y>ViJ57Tpfe(VP`w#?YlvZHsgV`!UXsGv#?
zJjW1#O7+U-uH@b_i(862%-_}KExjCu)6lq)pP&E8x$gaYLjwbYJ2haV6_)stNEM*$
zsm?j7X72o2%ude)*vOH)P4r{|)w-*a#HdkOG;nOqYG^NXl=J96t^4pWl7el@X2)(>
ze#oZU{>S_1WjH7hO);99ng~zM7>8@`UhL@GhOr_sOyZ9buy=T5TnK`r6G5^snLp#b
z!UUCbp4XthrBSIk1dh4uz?mmeQBkH$K6$6*-8_V$R(wl_35@AxB;X7r%Ye&8FREgX
zlc<XT#6&EVS%B6h$18a{Kr}HUJsr>Zdz2Bh6PSLdbFC_5VY16JzguzU+7Bq&Dpcl%
zmGvAc>6zC*aV)f{H&x7{ot8YJs!#^=jM1PaI51M&<>F3D)VSr)U!Q1469n!mC>g~1
zG29`cH#~}8ALBGTIbcT<P`pB^4&h4$LYX5#*bsOvPWk4XvPf0F?FU)XtOxW!ZVRcT
zPSlVvg<h-@U<tTKr5^j3pkfU{$=QW5->%+D7-i0_2WMdiRhwL!Wl|TwPiIG5ed(P>
z8>K&kG^iz`FT7z35kSMstrT%IGAWibu(VBdyYj+h6ZLzjQv1k{mlXn54Xy6)FB7fD
zO1FehPI^>TS6hWI?&RUI4&S~JY}(=yUrWn4c<3f)_l?v>P6$FHoKA}(CuB$|k>-Iz
zG*bWzV~UFAkg)5-;O#|5=k)k_=k@{&@=Qvk10c@KuU;(@BMhR+<0ZAfYZI?zhDcUu
z2zu6{J?7M@yEzq8xY4EYtV+_{KG=Qp(eZ&dTIA)_2pysH-61B_fvia@?2Gy~UHQd*
zowmBV|F2)aK;Twiq91kXNP~f#Q)L6!^L)7oW1zmjA&Fa1unT!||L+P^=q7}(=lrGI
z9A+6cZDJS%JxJ$~?$7HI4Zu}FRAjc*YZ!8ph)l4(bjbm{ulVEl=akEx>Yu2+udQ{t
zDw7Ld8VGzGDNLr2yyQCcw~*zA*I_WY?3+?_c^HXXYupfP8>t64Y}`9{7I<xS&(#t;
zQ{?mz9#__(IZaOxk(!i>m73hsIoAo0SVU@{ggwSkodM7=Nno)MU?S;6BAMEI&_v_?
zW;sz}og`)_u{&781E{i)P(9ihx<{!1Hl$@kF!p22I*+#?E0X#We64aTrXCR)g9Q1l
zTQ{tSxf$v4O>PP7b6ja@DerNg>Ccy_$b<wHX6e00)vm*LX#sgNi`?a}s@yz0LjW5#
z@bW6%1v^B7VPG2B*d!rsg7}|qZXdgzx+Q3dfhFGzL%5FY3({z$v&;;S$MY&&eu6lf
zzzntHJ$y0fCdcmO-v=9#Zove-JoNz3Vn#7%uRcWlI7}lDghh4Z6bxuUSd@iziwdA1
zwin=y%02|HPpog1>&mrO=_JpMAUX?S5ChyXj+Bsa|9(n9zy=JD)dZ)?d|q|vo=jnl
zn`!0cmcWv9ErjMr!zyB;?{!u7cIs$TV`G8GfMMrVx-%knE2q2JfeWHyN+ePd(CE+M
zLx@}-sh~wr!0|<BnTS|u=~gUhd#%&%tv4_+^J)yVn*neQDL}OSE+!_XfM8;ugZ=be
z#iGDI;t0Nxa%s-BliD&fXhs`E3P3y8F2PG20<KlRsETOrz6Qvw+EMpKxurYS^RIR*
zU(37q;6XnnCFR)nnlR7STx-GEcPu>kFXdi(ATi^or>~`gjZ+JQG#=q84%dMu++G1)
z6e?y11$gG~LchEO<T%bp|2gQa8aMvbXU`hEKzGK0bx<?LR065vaUAT7OMMSy@r|Ds
zZdefq#O**h>G}ASgF-%N2WxV|L`_wCJGGZ{&#~sgxp`1Xap;<vw)seLow(~Pn~rVX
zyjc(8QAa?(^}#sZx^RaD*U(Dvot?znfsuoJw?j~HjDugH-W*!u9+*tS{HqP>#$V$F
z>soPO<@Ldujnv~C-sp15s@XNRB(Y{Aa~)D{WBKhAqMo4FoF|k}_gd@_e6oMx;6?t0
jgAe)_4*vhm2}_%9yBs|iW1xj>{X}6j^-kodpY#788(ZZ_

literal 0
HcmV?d00001

diff --git a/pybasicbayes/distributions/truth b/pybasicbayes/distributions/truth
new file mode 100644
index 0000000000000000000000000000000000000000..0a1695bc9fce809de1ff7c36ff90189b086a3d93
GIT binary patch
literal 2261
zcmZo*PEM)JOU%toj!)0Y<#K_t-F<wy3K=vT3mIz*nKUAJ7#JAx;)_z#i&Be=^NWfL
znZ21K7=eNzg)H6z5u89)R%vcQPG)XqNg=B@V+1o$q$1v+kS#e6C|;?ToL`ixms^@s
zl9^aklvv3HG%GnjuehYBG`WPUkR76mD=!5iTgc(f&|1jp%$QWj)n3RQRLG;@&FIbC
zTF47km{L+%kjhoa7r_LyC(WXezq6ygP#~yKPy^~Nn?fN!KR>VkKmaDZ8A=L;lRBLx
zfa<Y=LXna}(Il|D1Ay)p%V5s{J3>4I=mLqLLP@X-yqVhyr7{FNojo9i2smIh3@%7m
zzEHZPP$mf+mVt$`Fk9t7w#o+;Du8Si@CJr<d!ZuGUZ(~Y28LNPLExl4+!izjvGT;K
zLo*)Eh3SXUa0xU9vGT;KLo*)Eh3SXUa0xU9vGT;KLo*)Eh3SXUa0xU9vGT;KLo*)E
zh3SXUa0xU9vGT;KLo*)Eh3SXUa0xU9vGT;KLo*)Eh3SXUa0xU9vGT;KLo*)Eh3SXU
za0xU9vGT;KLo*)Eh3PL;Dk)S>ir@oE6clI1r(~w3#TO@*r4|>e#1^VXZ~?{h@-vH5
z<8xCJ^9t2qWtuvuOw$M|)P$DhTA*?icX_N`QmB&@!2vWZGbJ^zB(tQlP#0#D9>^&D
zph5$9p=^j$D1X3NGD5sUSiaDxq|i7if*q*7JT)^tqolad1ZKA>$ZoTsLUU-*+*W7-
zE|`I}A(L3};}iRS>}L&|roY|ofqks5wn+N)=k}{>YTa69F&$7YJ-+80!vp)XtP;PI
z1U}fGR<G^$WM?_>$8_gW#}iNNPvyP!O}X&ZUiz<F=$VNu2lQ8$=B>E*!2W6+mvv&r
zH+%CX|5+aPG938!^Thk#jBo6B|DED@^v*|n3l0BMGq!!(e^Jv`YSyJ&_RNpZshS3S
zwf}OVbV*S8zx^Jsr@JqB`_}$jfmC?inOpYnvNYETGBY1IBy!bZuh19!>2@L=g43Vb
z2YWkA`lHQ!z<brzXVuf5*k4!}b|Cu5Py4lhKe9c$!+PM03BOBk?nnFcH|{p9S@_@n
zGcT9BSv%7KoB7+*#H=6L2fX@wnxpH7{h|=<9gm(e99VI^pkuw(Bm0WXuw-$OkM;qk
z*&(Yv7!OEq`6+sS&NF+H(;wsBT)J(~U9-=_ukio=uwvyI$wgP~OVq>msmQ#tpY~<R
z4~88d_p95oEqNh!-G0{su}kc}SM0Ao?wu&P_QU>93uf7P8y>M|$Uc9}Lv4nAp=C*-
JRZ?k^9sm`XL&X39

literal 0
HcmV?d00001

-- 
GitLab