From cf7816dbd1749c5427248d85079218a64b621a42 Mon Sep 17 00:00:00 2001
From: Erick Lavoie <erick.lavoie@epfl.ch>
Date: Fri, 26 Mar 2021 16:00:39 +0100
Subject: [PATCH] Added figures and new experiment

---
 figures/d-clique-mnist-clique-avg.png         | Bin 0 -> 76838 bytes
 ...r10-momentum-non-iid-clique-avg-effect.png | Bin 0 -> 40592 bytes
 ...liques-cifar10-momentum-non-iid-effect.png | Bin 0 -> 35097 bytes
 .../d-cliques-mnist-vs-fully-connected.png    | Bin 0 -> 47661 bytes
 figures/d-cliques-vs-fully-connected.png      | Bin 0 -> 34369 bytes
 main.tex                                      |  23 +++++++++++++++++-
 .../experiments.sh                            |  14 +++++++++++
 7 files changed, 36 insertions(+), 1 deletion(-)
 create mode 100644 figures/d-clique-mnist-clique-avg.png
 create mode 100644 figures/d-cliques-cifar10-momentum-non-iid-clique-avg-effect.png
 create mode 100644 figures/d-cliques-cifar10-momentum-non-iid-effect.png
 create mode 100644 figures/d-cliques-mnist-vs-fully-connected.png
 create mode 100644 figures/d-cliques-vs-fully-connected.png
 create mode 100755 results/cifar10/fully-connected-cliques-no-momentum/experiments.sh

diff --git a/figures/d-clique-mnist-clique-avg.png b/figures/d-clique-mnist-clique-avg.png
new file mode 100644
index 0000000000000000000000000000000000000000..e15a177a7bebd6f9716f8a47a816541912e16af5
GIT binary patch
literal 76838
zcmeFZWmr^i)IB`3bSd3n00N41HwXgKI5bFi3>`xVC@?fgqku@~&@l)ygn)E+cX$1d
zKYjksb-f?oFYlN4gO^;x@yxmR+4s8FUTbeZzEzRO$DzUjfk61L6=c*wAXIx02&L}<
zCh*Cd`!{{SUxIG3x^5bd7H%FUF6JO*6E`P2M>jibQwDc)7guXXhgY1hIC-8kSh=}5
zxe9S{+5g`QI2~Oqxrj7>H2^okc2aof3IY+D{P~0OT|D0!gaQJ+mXXx-Oy9}y_)Mxr
z9yZ^YA@scY0lFHITk%A>Njpi~r%zwoJ~b!niqZPWXzt+u)GcRE(k(v^{RA_JeVg0P
zT|H~wdwVB9`e4$|oZNl2Wgs5QeXYNle^S|HEn!{_Y>S5(+-CfO0xv2p62BSc@6VXh
zrxZDTe?G+w{(@~B$@ll;&?nHBQ~$0{1$A1z`t$oXV=L7Ew-^83h~&%De3~~BtXPnu
zSfHg?K&e>Jn4oSS*ZC}O<U!s@m103_qB{Gna~W%%d+ASbaDsY695Nx))BoR7Ll|wP
z9T_O|H02j;v)K=b4qlZ%a(YspuWrL%a;nHc?n!ci?MZNfwSk(B;#-g)q-J}o$&utw
zalx}Xu>|qr{CAtv*E!r%P<Ci0!Wq16NrIKAZUiEQMnI_p)s5*(PQ$v%+4DLXL+2>+
zM$k(jUijm;l}U1$|HTcn-8--1gZw!rPN1a*OdRVW%2O1p5+x0MzWWRP1=4KN-xYkg
z?0Ko|c}H87*8c(-`mKV}-b*5O4E&V-MAYH~;+tZ@+32r9d|iy^1wR`+P}reTc_Tb|
zBlijFlkmE^f3HH)+D>k|Ork~IW_l&~Zs77RT9mC(m-P|4J8I@Qn0(Z@nPdT<0S^yD
zMgC~H6w6RY(R|G1{@)t$gA|=@?B6D+`=HQ+Gy-vBZmKx~D<rrWs3)XtZ{MZbUZWZ@
z(bex(j~$Pj&@V$Zpv&+vQX5x$NlD3NFG>9WZo}h!bbPF(+{w$9gD=4fd2X5uIU-C%
zi$>Xnwg=i*kBR5$593}?SYhKSiW-H9o}e!w&`VAa;q^7y+1aNJ#rFT@l*uxaxOjjy
za2ugNw@Lh<;8%@$Hv%5eQ1nBy!_sZpkvFviT|6j<-onS?w@q&GSh)7kN=_Fb83TVq
zVPary7e^1(3`5l*5oga6V#b_CvSR9~E=XtNpS~}@w8MFi>bh+$_AlO$uN9A&G!f_C
zvr!ak{Eun(KYC6a1-5~=9g99Q>#@Q=s29rj9QIpxTA<cmh_}@At0Mk|oX$!!6Ub4e
z1?q)I##AInGz2>!{lwoE8j5f!5j&Ixy6kB6Le(C(eVdZ?%lm!Io6wbJd_}6`Z|XM0
z2b2d~aq|3l6PTWqo(29{U;ZYH^sJSp9Ce)h8L1P^P?F8#0}iL`v8#++=iL|^b*L+Q
zimjuu;p24@kuU|n^eE3AZKg*>IZ)>UZ|8q+lKPX}yYRoy*JiAnCYLpA@n2Yh+smc>
z`;K@7h5f(Fl|g3Jlz+D^4@%_VziWS^|L?`5|Nq7R-$mm)sr$%Y-Iw$7mnQ!MwD3;Y
zlwY9u&i7eU>3wsvFN2i!iUlf)1pqF+N>ndOP=A%6?!lTj#S*2aSU{{;V40{Mz@Ddl
zwQQ)NxU1iL>XM*7{w(hsTi&Nc_2ESITDH8@@$2~i;CivO9fAl(m~2C|km{rO6*=xX
zRgPQ1a;Lco>a>Anf$@PK5%q{7L<%D8b*Lui0n2Yf&wl#z7v-V{dFnPY97!3_n?*l@
zbo?eveY~d91RKq==>JkK3PspvAM+O$6QcaIrrc~7<QrsWuKnuBTG%EFE>=@524GkB
zBMDW8T)3Ey?QP81l|BQy9j^XLG&{!GAlNYn-lAxG`+e+6&KOiqL7_n!ti%cdIk7lJ
zk6p=>oC*Xq_Xhewm$$C5ss7~h?}Un+8q`uu2Pf%Ltm5(<_wm!}n`g${PTr5MrztBi
z&fqy`eA^Ai3^a{gL@<L#50FB|+xpvzX0N8s{vS{cAEW<fSPaj^^+k0<wTYwgYP#Rw
zWkv3vpQ}+vXZ*J~YP2x4tU5-I!29FjV#23kW^mL7hQabL0@@hTgZ$6RB$=!%LA7N{
z{RRv)wox+I4(NsWy?i|HsJ+oxS5RcZwi&)}Z4F8j*wFd36yf7wu3}S|1A@)?HU8K%
z_U96KW@e?~7j>IY0skR==#!7MaC$5<6eCbpBcsQjP=9h%E(!i?Arb645JeTI>o{}~
zflgCKgKWU7i{kB1MwbrcnvD^jpWpAZ@_Pz9#UX(=5+koC#cOe$sGPo0yXa_Dt`R(a
zucH3S4f%L5tt@q(NVSlUhc9PWC%a7DMz7>Fp+honq(-9U-i(l;Wbj)84pZou26+1`
zRq=SA(JR_2s6nE7AAF46w#M(-vu9QY!xewegNN(B?kf8;kuyVcB|hTU`#k|3oX<IE
zs%A;2A;0>5-L8}b&o?x3y4LhKK)~O6d>7$pM!kx@^M2eXq?ky|dq_tIGp1O>c#in^
zewD6tRb+8a*vZ~?&rrTci~o(a(cIkrq2K!E%Ujry%B3j@Vjv=*|CeS8Ic$r6Ya%Ep
zXl(MnDeZQ7W;JboLJGg7%pj~L$HjXtUC^;-;)92yk59RMf6FABV|-+s@||{ll>^7K
zXLWoKQLU9jg}n*ex!&I8-Xl&2Y5&&s^>wb2Zh^$5k*Vxwd1t6%pl?jt*8_+ogl;x@
z4F1j+_}%k9xL+VwZ26iyc-w}<G*6TApnlAIfM-1uqyiGsT%Od603NCHIOtD`n&g=O
zFe06pnM$V>-m4osw0&yS`|ft&tH!YkJk?RQ8>jT{%%*ckDD(~7ofeTbm-Qx9@S|&u
zP`;e2*N4X|7UnU@1_q)i&$-^I>?F%ySezkuM(^K){J}S*$&OxhmyVI9gOY?Aag&kf
z>m6O1DKtY~sxATkp*x#d<%I)`#XGM;*jrj*xVyNl&%qtHSq4%JW~!N&wnjKgJ(Fhn
zgcKF4#_n66AL_Gn<xC<8&imLb^h1%X&1EYI2Hs;gKMNmUUS9IzH1n~krj1>h<&7MM
z$C4crCIg3kD}(b1&e(VLLh^&s`(;VqmlM9)Oo`t&t&(`Y@#(^89RD0g(#@~-&Yihn
zbLJ-%3Wswx-?*|`cEbtfY0e!EW_xX3%`e6iv<~)Ei1lcu?B``}4;ABbDf?J2WtRrS
zW(s$;&9(Ymmq^7=A?wfY(LYmCPFXIX+)m}=D~p|uYj9*<9Dh_&>Q$<3a&wmKobB^A
zP$QwZdMa@;un~y$Mrfxa)^*34gRahQBx<$&ldyyP{K$aCzzt7hlbh>o)9i(LyP;=e
z6T~9}BVqf9u6<tk@Urp;r&p0hMr}7E<-mJ-{iJTCoo@1Ytd?EQ)~3m9&R~^hcLe;n
z>fTp0|7UK*{(Z4|+CFmitg*#O``PvAYD7@}&QMiQyOrPYcM*H+1od|aZ3*@T)sj<@
zyb*qcJ2a7|R8tWH8ck$o9Z+(*0xmul{;g;`%h6ZQ1?8w7vmalr|Bq0Yw*aV2zM##&
zlBwH$nGAKEi4o4nbY)#2%cgLeiD3^7eu%k4@aD&1&(3#0%7b`nmwA<XG0^))#`7`>
zfuum0pCk?(PwB7?*9U5G4@6<LJ+P@pv~jfBx?u}nY>|j%+PKfJh+yymo6BC@$x9>r
z2A4a<7Te{)=4VCk5sI*x?NC)CRX>72ryZKa`W;S#F>bVnlnM7Io@XVpty`JGeZMn4
zc~oWAuLjnPnUwuXbq(OdyM4*O-n}gB=(6{zAbF=$Y1#_$Nj|8z(5HkdRnEFP?`y&q
z-Y;~qG4Ot}Thmk1@>PJb)xy)yU*}5k#OOz6C)k9tIQSRB#f)dO0{_F@Z9-w2XjHO#
z#`B+w{rfmHtD!RyMJZ2lJwX?3`1R*#3%Ul-V<P#U@$i|kdiOHABB<U>j89NNi4@5#
zq4Za97{@h-3*Ny464_o*50qos3yF{6{;ojt%uuvJnWLx63PXP<RG$zj^ypc~VJ7B-
z5VJ4_aEU#)%lbyrY-W0j)=*{pQi>%X+9_7Kh6suNR<xGF<IVe<{1Y*C>?>!9zP`Oe
zGEPT1=d+I~`<ch4$&<G_7Vmjl-JIJdOlBKq)OkF*^d4h0&f>p`kPk{5yZGrSL8ax%
zL)$VpH7oJNNn_~neXzZg7G|0{8}$Z$F+hJ6gm_V2PI1cJfk@LohRA0XW?7p2*-Gu+
zs}c+)$@mETdZQ_|YaC%44~4irU0h)sezdQM2!}2|I^-6beyB{%9%gCBArEX6w+@-X
zw+s>f-3+IN>oLYw`otEFG9vaGo}V-3Hjpl;FG$E<-qpSry=oZ~sWT|s<F97p3Ro$W
z#Ym&6@%@P+khvZ$iX-qVd7dJI>mK6`2iKlUWWPa^@y{a;AE-C}25uA810*JM=;Ceh
zpj#tm-Ag*`Crw&KsEZTi2*ds4{cJt>gDkW+6k{d5_K44ML9_1XNI&)2h~^f6{HCcF
zK0d%dz<Ggx*-r7lgc?;09Tg!eL7%6Ym9RNC3LZGVpU1zzzo4K<pvZ>%E3xtt3+S+#
zGq!%VhgJ~<A8cOv!~UK^Ebb!?_z8`SwGB>lw1^LgMC&!HU|+1c&Cr>1r(%DE0pe0%
z&e0a%y~$c&?Cru$1WuBhPe&!4QBukvRUHu4){7jmJ>jzzpDOVE@2_r~?&4@39y-T{
z;#|jx^8vrpJQ}}2qHF56+P9P6ThRGV96ic_t~(XSLu(L@fnTv3K?9%+l->Q?El(C*
zbV(>>pp#udhXPH=%8y!^CSNK6b~<da&uhG%^b@!gE1@&jx12b_4U8V@06iI@KUU@~
zTlUUT`yijFE{GsS^oK*|6c_Xs2ue<cUoWGEtLZ%Qu`Ll-q`a>f^M2ctTCeall$3bc
zfsSd<Cu7X}XM@<&|LUBvr|u(Sm{!1|<%=luq5M$NnV3d_%?m>W9AWOzm9Y~horM{?
z?0Gyi@Z`o*DQtJ%cJ8Ll6*uX5f8gZBmD4o2=!7k6eMS17YJAn#>vC3hq$+CXyq5RH
zkx%Nm*vq2T{k+FY?puPVsmGSU{u2#6%oEDF=!iSG;p(YX^u%8WAv>Ads^<V0axcG6
zCmH>0es@uAvLqo;L%x*D3YvP{<m9glVKu$jeHe{yo9I9Kmgmpu;{C|U4!`qf!3S<<
zEuiT930)Tdt1N8c$%<HMErsga%kMVE+|7<(F8-z_mR^0!zrxvG0cK(xdR6pl0#s9P
z+IBw8@(C~3tgZB?(DkpuNx}@U6j@3H*-!f2ojD!N?_vYPS9|h&X_aP4$hfbQ$eO@N
zy+BgbMP0r(8^7iId>yUU$di55TC}9{Pl*?n3UN@EVi(c?2*g`p%#BxnL5J=C_GeP7
zWTEYGU>~&gX1V!h{0rViLBsl=jL!V0kU)^Isd_}OLl^#%E^T0PAgNPR^&so~^cmR;
zsydvycKmv#`c>U`3e?@g&Q0K61N0vi&y8(6p3z`G2YJ_Sk<XD&kUm4v=DgnhR?B#-
z)KPzgKV&QN)VlB|0{c+mpbuQ!O!@+V_Wt6wiL#gn^98_%YWEW_6-N4^<b(9a-DX3-
zsd@d=Xf%V(@MS)&8>(t*KB?e8K!GKqh&+&iItz@wpmB8WnFy)fC19z)w*q2$H2zkB
zv8@XJast@EHHcUR!%3B5d*6&FhLsC4tp(S3{3~J$MjqlrbnJ{6l_VDryJZ6e=&(5p
zH|ao2vBvgCzvrYQYnq`l3W62Us<u@Q(q{i^87g7Z5PVrS#sJAe0mq*eYm1)UrnO;=
zqJmtYIppCSqQU}2bxBu#$@39d1lSNHL*hIY+VmaUXUwp3DTv<jaqF4<Q9D*%y5Ywa
zxagy3bR%W(@uvjmWR!cRxjHWB{Bo?Z7sPg)G>c(?|J{-;|NXq2MhNJMh|PZ-WVx-P
z29r~2itouVCAOJZB^al@B9(D*px3!6Yv+3gO4F)Jn)73)$%!Fm7_FYSX28O@=bUqJ
zY)~Wc>P|Xi%yu!;37=!_De!2QMM?;aVa6WU;lxgX3P#c&G(}MuwU){+7pVZRF$o&B
z(TPE{?2NJWc!rw}TYD_WxA}j9z{e9O?#>!F0AW?{`}|9hrp(mm8PbMOgfQLed~2}z
zo!8};`8Qc`QYX!9s~`0Wv9l$I3NIqfGVo5?4>?cE`s7^tF;THlIGy-m=Z*~=m_I5q
z6&^S<lyiLzNPTvs_aVe=KT<yEP^bx&Izd8!4<q(Qi1>5RL;8m(96)#y?d!*${!{Br
zq?dHlm`&jWsHzK|@GH~I0O{$LSCv(n6r=UaI~B)d@AuSn-SmLR;8~#WFv}051-1d9
zz!)UFVzjf>7iWq1`XN$DFOl*AG8K)V*|1LYP8Qvc9{Bc0E^A}_01RW{9n+I7@#+&i
zKfX6We=hT*95=AQq3c$Z2sVqUAGA{KhaHI~7A+stsH6KH&D7;@vMR`u9P(rEVa*kk
zFlu$D3!~~mHxztln%*G;DywQmwF_>Nz|lVrEi^^jsCK?LGn1sw!02X2z7;9@NBlCX
zLppqr1s0S=0uzN%*nM<Yi^lp<vAgUgAR)fMMN^jB0J&lNwH{N>h&V@Jg?~9W7a>X4
z8x|eM0v;GvJ-~*6L+q&gvYdHnal@D`G^r@<7&Y8ClENPA!WGSTFKZr0cO!J>^h$r&
zMC7lk0us=6TyV;bE5}$W0OPo!$}M{4Y3Uox&NQm@_coiSk9w~~?iBYaCid8CXp5C8
zdrh8j9Ut+@7H~nY*=$)c7S@X~0@V=o;g$}cs9lt9cx%x82_GtN5Z;7`a1u&``S`H<
z0oHIn^1d<9={eTsxL2b10F$wd2#IfF5AN{(HM-1;djkHIu}j|SoU<AQWUd6SbUuUq
zvjF+(F)))o91JLOXLmX5#%Qv6?B4r^0?XBovFk#}`TcV3+aL4{p*EaO+0-rp#oKq=
zX#eyfhS8LGs2<dD4Cj&1*oy@#hLGiw;=XG4k^YJL@{JXepB$}gD^0oyv4^M!QPeKU
zPovZnU=x$!ZA7w#obi*`*4r1H2Qk1eG;1svXne>g2t8Tpu<2GK`oy4~d3?Y-uPU6X
znqNMC)sc;ISe>Dje2`BICqywk5Aa11@Q25~YxIK2cR<n@Fa4DQn{tu*xqYL<4qYXc
zP$p}Y4-enqVT$RUP513GnnjGFapRzsTp4<ZFEyv(;C<hM7}5Wa42={bd9dJFtK;HN
z&*JMY0!s$7yam*Wb(D73Y65(thGL)ExS=oYTzBWmRQk2}UtN<@T((pf-tn)H=|KD#
zXr>8Y?f{Gt$ozRA_-L`E6DXddbl3zXOWq$m*I=?P2o;!okhQtEZ%)33xrsDD$0SLv
zrk~RKKN5Iy>2-08ht)3$Hfknl0*+z~AbfHm0bB=Rt@t$Sp))oCSiEhpDU=1v?4O0Q
zjeeRU0bLCD3F9si2NZdAC@<YTCVw09{nO_7+*ty4X&0Pm%8oLJVQ@4jb|)qnzwl)O
zEnJvMD-kV_BQP#$b#>oYV0pg%sJaCm>AGzTWXvzrQn@B)Lf|kKygS6pMXeTh@(>{r
z5#OYu#-_Fag*~?YmiJ4Pgd+MO*A7`Udg~khe%O>j?6(~(P&8T&z#7;#eKDETxF?Lp
zB}Lrp5ow56hc1rFoU<f^pMsVRHx=uHE|B|S^emqKa_EeA$r_M^lZa-p<-?NC-mfz`
zt(CNk=vy6Xx?c%1E)K;5+C+=kcrp855NZ#=6t<!N@Bkh<6LYN>#pzPa2#s2v)eo*n
zV;&-t-Zd1}W|HepQGhI2DjZ#v?Nw7^M~_Mi7*5S4w}f=EB5)5C%H`w$rDb|Nt2QU#
zJ05mEOj5*Jl?nSwbUAh*D8bed<%h!RN|JT|xvYqpAVLd3)7@<o`CXGc+uwYf2R`A9
zH6!${#7>Q^$+W;Tq|w69Wt*(}ZVttn9u>U1s~ZfD<wK7ZdtFX*>DQuv%dY9;i+0Rx
z96hv}ropqW06uB)%j<b&O(3!rI-@~tI@|EiBDr~5o^zHGzUacS#L>_Rko7#uae_Lu
zE_vH#X|+R6@zqroPBk`0RAG#lEiH=4?bR1oH*Ev84qmIx_EQNPaW$<E`-KkokCysz
z1J{>gv(H35%mTXw=HfTc0JdF&DJFxL#m%x9@WwpVxMioaMBxFkjExz=3kGXl;<$MT
zfND*7ae{Z~4UDFhUqX-^M6gv<afZaaEYNlC-cQ(+J=7<LO*sbrHjH?=7{l~{7S9dT
zA{W{E3JAj6AsQc)mjS*(I#68TeTiD@d*p7I>Mc0%ukd|Gl+ePj8RXs@dc9`nu1pTR
z0sf`5gNbyh0rg)&IrK?X7AXW@osshF+PVfaQ;v;$UWLl%g;Rz2o*s?uix)&l*PG+X
z@UAThW1VbXQ%#iYUYE4w<eEKy#LyAnV+>)qe~w*QQ*H?!022dCy5uN*&P~+AyZl73
z-M|$KUU?C>k{gZqTfsXOs%bLoQZcfPO?rP&-E)A25Qdnc1@;o}CrC9}0U2NnmS!e`
z*?**Xopv3TDMQs@6n*l_0Oth2(}KnMSz<yX4;i@?iv>*nl~N$33Bno2us?tB?BkO^
z8Yl3OE>%gfWjLTxf9sS9RMv{M<EK%y@I2nn<>-e*cU6n-n#6zM^2_0(E*9u<;s-L)
z2{mETI^54|p)=FY#heOtN8m=CX#I}mGfY#KNJ%Ms9iTG#eIDK%SnXa|$vrgA-bfRR
zuJ$g0oAcVel$G`!x3ouU;Da&FOOf*#+{OagMpVn(VRzgRGwDEbVvY(&C>rrQ*flZN
zBpb_{35<eg_$&r3L;_-T*eXmP08)Y_fa%Fhhkduu%C~!K<_ORz@X&;QheG4SmnS$-
z-+MQJy|$#BTv=QUTw~@6n6fzqQM-)yK#obT=6{TTk#2(O0WzaW!}u_4N>Ji;p=2#1
zpg@o<na^Oq<TEN;i#vt=_5FU=ITh1%kZKXo=%$FJ(!yPdF|J<&)h8;_=HtmyI!1?6
zQ?hT)9v#as_dIGBaYe8tkrN1(Jk>;_Yw+6ZMchfN(og{*lt0w6MSQoj7}?)c%H!5S
zY92g`vUP5#W1$-En00u*ws}VL0I70xUPOep-W4MMYrxS5M<E{}j<&hJ*}>dKrKLQj
z*7%CVe-`zbWaJO(_^9tdfkFNCwB}>LM!zSEr`iw=EwSp1@%`^%M2bU~^0XiTxR>F;
z_aVLjr^(QQ!wZ>?3$~7~8yr@v3rwV*;VPt<Y~LP0=M?<L?uLIlJP#+$cGIemqZj6?
zVBaWP)Us%TPzP+Pgot_Fgny;;W-em@#e>PDlRwtx?Erlln<s>3TWdj+hN~poo`Hrs
zI7D4iDwh;Gc&OkMMex~-7GuZL{`E%wEq9C0R%9IRJISh90It?wA3y6TN_@~Pijqze
zjXuu3bF(#|rofrpn_7xy-K>=uYg+z@>Ek`amw`cqE|9VZ<8~h@^6a6<dZ)O_42CTz
z3KTUF;z&WnMXF~fz-fV1e4W~<H*_k7h4;^OTlXiSwK8Dds<Y$|NV}jRmpzrn$N9!F
z{wIkSbnTNi$Q<o;Zho&(Zmc=3hpb1lihAFNIk?{`;vI@gsG`8AU0M&?(+NTQ%br{p
z$2<5mfy)_s-9o`oMuEAXn<@a;I*uu4R~Y<33m~mMGY|(9<HqI)$1FZ&4?!|)#xr0~
z7x_x>@G&g5QQ?OGTQu1B@@mS8o&j_Ejj>}c?Rbg8^;4o8b2{5AXHI#kD$zi?;#tfs
ze&f&7E=8lCr;QbsudATjG5$FWbU*fEnmP=0;|V{*9HDL4Xss{*(QF<n|9XpU?AW12
zd4F&Vga9!|DPFGJsVQ1>@;yIru;l7PGUJu;dMO_Z%{E*1_n;T0W}-MEk;{G=F1|!@
z`Mfkpy|{)jpmY^DAR*~&Vxq&AE1an|TSd79D*T@ao?OpGwhmotLYn>PCKfvEZ{+(W
zSiZr#(%D?5<@ky$L)Z1zNDx0tb74y1uU0Wk{mg?NUL2YtUJ|LjFp6)tL<S8qDs$(E
zdVx7|)^Ug|Tf{VDsDbVMe0&Vf99QgHub;om%-|?BKMuu;&et`R{sAlgCr7*L`L%%@
z4`IgT_G|e>{bHiND&a?0L-Li#9THB#lpqVG?%j*Cp0D*`Vn&8Dr?d+Ze`=T*u4P;{
zmOEi>9~R5)?9skK+U*Am0x}G>Qc8uueqld&xn%E6WIeCB%+&)F4XB4l2~3N9qQqY&
zVu7miBe>}~{0D3bjcDHtBbdWnpU-rq+EiJ!KPmhR**SgHc%HnK0e}+gifNU?+Mog#
z(J0>08qh;lS?uRFd8dhp909|=pB}Wf!X2+BF)!1Etsr}8X1wR)O*EIZXH&mTH2)=_
z_Jtt$oKZ+WAIaQyWW)I`%7~);Q8_hJ(IDApy#~`^<*S#L_bICxy5OnJ^J4A2pOo*|
zd!d12h3Q{tl{Sx$djk8E$o2y{Z6#lQdSEFk{iNaG+t7089hu-!b2YBe*vGPjU9p=V
zaaB`cRZpJJ3Y#f*Qa&cnyjkSPS5cw`j#WN+DVvfQ0_?EdwT#gN_$7#9g`Q1Ph^Xn^
zrtCJf%+j6IDJZ}Sv)schzVJK2Jn03w`Ub;j1<BbQMjes$ZsH>0J=Ue@E#{5?`|*BZ
zmA-BVQS+4n2x%Ln7$tn7>;uJ47-Q(|J+%Ms`#jV{U=9<Xl=^RTh3&E~rGQ~x=w~jx
zw2gL8QxTFk><qXI+j+Y|6jsxWkNm`$m*7U6*Bo(J`g5wv;+F5%g!K*ij$)Ji94N}T
z72Rc<sI$;CW~^V)`IXp>%lESj)*drb8qq;q#`Lh})r5*CEmz$!nYadD0R^d*OpBMN
z={#2D{*_<Do(wCcjAB^MYGVN7L2avCP)j)RCMp`RGvTA5iA`c@mu0GgFX}3_-}1Jd
zM`i>!xewops>+gVsY+gbc~ZTUDfJ_zYWR)Ty}+1Yc=_IVcw~34z+7?eaf-r)3+SuQ
z8Q45P$9-h3)zy0Qh4Dh#E6dh2j?tEBCc1L;eWuF~@p0=FIcL-1magy3Ntk&(IfXBe
zYcW5?y6Z7yB5ecnZCBfD8UF16UV$+umM=c4G+g%I*#IwZIU412G{qZRE!-(JA6J&k
z7WN^g4cvt=nE=IB@-_2tdFJKCo$30blkkex4MXxge0d>lt`3O{QtL%GwQMWYuH?cG
zA@n)cXIJkDc^ze5EN=(UJ)@?Qt{$i{jv9ZGD2O-%AiMNlgnK4N&rH>HsDT#xBV=(s
z3@RP&;euky!zqD-dZ$nuN(--*K02={v8Y!Ki~vOX`kL$FS1`CZQ*Ydrkbe}*nPU`%
zZFdG?3kWC=#mgWc%uWSMT*C+*49mYy=aThVzbh4VyWHYwU|OJD=y$u-+x_0m>V&~`
zTA2aBo};YxrR&tA&mkcZ>r7K_%T7&NT86cBFaNXnd7ObNn0=_+XGKVPMR%PsGZrg`
ztGIpGOAZil%I*ZBShkJmqS57_?ymaEJXuoVU%5;0-M!VxDqnA*oNwim_IRUtIjH!E
z?BVu~<yphxa8=RdJca}fGVOD9a&O>+r4L&fGv2HKjr!#I?cpE&`({jhj%0$^x;Ehr
z<$)oPs$C(GQY<oa=$y{d4oy9`dB7PvOSF9AHs;x(en~#a?*rrA&AJOa!R|vRV{VNn
z2oHC3%<VaL4EWV?%BH@pn}#~iWZ0cg{4tR^Hl|jQvYEy@8cu79m&nw4e%iI|-1p;G
zWEHdhaaHGYT}|!ci>-}P18*@t%Q^hrp59hW|Dql%fW56M9JXDDw?Uj-mal|FYB^$C
zqsX0_IyIn+e@_Lg9~T_yb22S7WggNFQB=`oA65uv!znn%mprMELbP4TLkDHLtq4RX
zaqzCXF<wHM-Qe|^8l_-FC|WD3M?Iql8Ea(o6$`xi%Jz^qk9oQSLLTKQ@1RVf0bv9@
z6jTdl%)shcu<IW2g66`lCrh1?{Tg6BzYGt1Y7+90aWuR3o3;i(S15;mu;RX~tR%9p
zj=wo|z4>Cq^ktkt!smXTPC>W`eK__&pZ<QGJn)a%!)4xAjIZ__Y6h3c42z<0@LBSd
zy{qR`K!*3lisjCOTBn=6X(sY=-PT`MSxhUmP;?zvL;0e?B^#RHvpz<4ZCJ;le^t(z
znuH_37fx%F3B-B4!vUFL_q!iv`3QbJ>DDnT|C7JlOPK;F#?%alY>-PBSap33EuKIH
zuloJ2kVPipOl-lDW<N7`8OL)gqNxcf5814Hwd8kEYBeWGtCY0k!nay)#Jl~{VSZ>;
z?@gc0rO*12mc4j)_r1k;Y8Up=2Jhv7V8@G+ruEVDL|ScBJKAXUfU;g!mB&P|Tf)Pc
z8~hVMwp<N#D#nT{&%`c%?5;-(fChbRW0xG8B){ZIzl2M-gDlIF8o9{iz5<aM9FmqM
zf(r&^`hJlGkPOW1neC5{$AML|G1sQb=d%l4^Bq-)K?Pk81X$3{`oNKGPEw>SxqjH<
z1Y=Lu`?EUco|tGuB4_`vnL+$|^Vj1|AFF!{dF1;D+l+QXXI|Z8=`rx5Vrj2>Rp+=9
zvLIdfW!m?2ZfJTnm+LBG;a~Xw^xTB9ITc3`mvyigeEbcR_G3cJL60=JW@$2p>x*|S
zvnJFU%cx!M75Ecr;qpv$*+3k0u8e*}qdG2o4ixj&=tN6Y9UZOek(H(XF3EKpX`Os$
z2DR6+7z}CR<cdoX&R3S(`=JAQw-^86m7F2YyT(TYqF-sha%b&%Rd0Ut&hjytoCFb$
zCAY1)62^^JQ#w5xBD&@7FupEM!kmWPolYW-!)uFa1W>WJPfx~`@+dZ`!J#3b-Wb!6
zG$2gQ=G&JUXoeVur+Uw5Bi$H3FNDs>^3I-nF9G*p$AA^~8y^dz55m$wGq&ejFGm0q
z2`#tIv|mNEalkO~i@OSi9mt_;)P1A{dvnA|@{uc{w7>kvZS4uQYpf0iy={-ZS`mQx
zCRtvs?@PIzUNK_MSQ*uMiNyt+3m(`SxKL5!EL#JOD50I7!o9_!Rsey&>A^DTmFcu-
z%cvkNxn00msZz0j1jKf(YpeOISDBB|?PczMv}y)mVxkd`Uev~fTyPnt3+9(k7V>eN
z>qC-<3ypM{N8=k&t{E}AbUmgb_3s-<(PT-d_;Rf7YA7{cIrRB&oYC2sxI)K!+-bKq
z$!4e6_xFRjTSW<wMMQh)?#fv@oE(&piTBO2ltkh3LA;kg%3cD}znskPGxA)WHMfqJ
z6{-LNzUbQ?Bq0VH;5|Rb|IiYyt>Ytux<mx1Mo$ff@mNa*K$n&G*w`L-=)Y`v`Udi_
zwvCM+EaCg&zg{V8?)*$~=7VC%Bo~L;-*HG+yr({Ic1Gq@4X9;+qi1UTh1w<OwOJ-6
zr>nHX2M3@f$e&=7To@jAIWOrl(Gv%QV95bBn&(i(Sl9K282?I(L9m~Pln^T(dX3C`
zJqKs$y>TtWI=a8Q5sx;_wx%%#>^zdblLj*qeF=k-QdDJs1adxWvG@BZ?5Jf`-qK(H
z#A;KrFJSxbQ2ZUox4o?5;Z^=4e{6vn{CdOv?fw3lib?tN0<vM1yD#sz?GoX3))rMM
z8k!b^?>pKLCc!35$OhC26FIN2K7(1?ZSmeluDTc3dF{mQ3P##4;QQ#_8n351iQm^<
zO9P6k*goUU#IRTiztFBZ#<fgNpMT^D7znV!=w!e$5e%19)2wtW`T-a-zOep&NtY6L
z8Ilzb#S%Gqj=PVHdv1KdcXZv5l_dCC*>rwo=SCC>(k9}@kLHtR*II6*Zb%4Zzlect
zN0*iet%hgw%T0a1l!zMk-jj?NXFx9&rJ&dd)koe7;$r*I0rk;`7M*QF{uMfd?o+?m
z^79JoA3b^u1~1tjmH~Opy1>T2qH>O3o)5hT%;%!5GyQHcmq0r}Y<-RTP3+~O+Mk}+
zCYsQY9K@kwpruo>WuWr;j;T?D%ifo3KfMMFiHTv3eEp=;om{nJ*mSjT{9`lX0sSA-
z&f-LdXL`9TM6is}^irKn9q#<;`UuWEfg&1%u}WSc9|n?dK98ex_eu~?0N>mvTFxGS
zCSXxHx`aSHDl`CXabnm?Zb#kMXdyoR*k~`df+5t*;K9wiY`w_luPX_q3Wrjo9A9jp
z_vtXH)ZlZ>E{EG!lO+Li$-Ftmb;B@OSC~xM)<LUc1Eqc+RWLrw!&D-*TeQPD9{*rv
zx8H!7dt*{;|NS=DbHZP~!}^-ZPnGLr+6N*b#C#$x5}{Rr`qGyUap+%c@x1)X!%gf3
zlk+bwvO1hgAEBS~=gWzGi=i_>&)V&yCCTQOt0&+ugAeym`T?4Uh7e%kKd4RJX^iuG
z$h^3ZucGxa{*Q5M1p?|-bNSs}UsY*unPfXd*|PBbYsi#Fa;XjfS3BAH=Q3LhXCG_R
z@Aob$(TrLOMC81jk$zX=)$<m2k8+^&Nw;L1p$bYf=dH#04YNjk)lS4?Q4Kr+!ft0i
zUCKARh;`s>(dkKD1u8gP-Ytgvt_~jI77}ZTImZDl4+Dr^_n;1wVca+}i7v4!Aqk`k
zD5f|W4{U;I;U4mZ<XQ4~H6aQPjL@FvEJa@F7PFb0c4Nz5Jcjk>sSoK;cA{DC&Lvn_
z&(Ldt{TBq8Gz(tVopmlwi`m0+WD4~oh?DlfAQ_s*LpBm2eI9H|ICC#i0^GhN2P&#-
zR?Z>mAMhc3U5$CJ%N6P%Fh{wG$0uy#xJqqRu!C^}7!E-z!GLi>rt2WT>lgdtSXfI`
zi+^PfySg^#>?3RbnS|8jX6YprD-k7D$k<O~TRRHXKi!`^FYc13{1tMxcVm7Jmm!ke
zN9fdFbB;V%c-=Zw(hIh9D|`BhoMr@dgk<3&#Byi$2qphSt%_jEr^4aTq%kfZAPJv1
z2WTp9qN#C+_A%w(`>Oxe;<!4iIx2|<z>ysUFihjz{AE#v^PqX)XF%ULfahwR%ZsQV
z>ki|a@B-u+kpHK#t<fIVmF<+*(s2sE|GlvjhAG#JDIQ6I!mo8orKNE=PUeZu`T%rz
zH-kB|7do?gXKVN9&c}|W?6^ZM#mhB~F*8$G{aeFi0G(qaBmdx)&EvTAInUUc%GtnU
zqIXem?td|{7}<)z_#fZG4GYq1Gv!3|eHaA2TA6lJ?!K2iNxAo)|D@UfN8+mo%<n9o
z6{dg^w;RHjb%t;H<%@zM0)eI80*CcH5YHsU{;0kWN_jRhnQJlWll(u;?^FOYB9xBI
zl!vkc;`d>+(F0FF>#{4sUBUGp;uPf<w3n6ZGz;g)hYmezu4Q}2y)ZG9H;qC=6pjA$
zu~CE9#i-eSZ_9Q{kq~@{{g~{wncLr8&tR&7HrqqJRrKafe^lU`ys+Yaex)DeIT@gx
zNQ!s)K>i_bT$f{=#teY42K8jx0+B?2Im0K5S7ZbQdJX_nqQcrR%_4lTf|;b#o1^cu
zp@Ni;QEuEZG2->Oz6cSlAW2W(t5AKFkl8S&gyhl>AXJnWJpm5W-*E2v6j_oF1z0-j
z?T1nb0p!~jnDfS;y{xw;M44}3JeLI0FWA$1-&J~#-G8tb(EOY0J_)*`e;cjdO}O_s
z;#P0-W;p<4(P8hYyWYQc3l)+0yE_hsjb34vEF~6;Xx(0=Mcu}S?Y~i)z3n0%6y2c_
zJwUq4;(fI<b_4Wj5lFLyz_*5qg?3!9Ncp(ml?3KP@=DvzGImV!H_p=q=EG2Sr>4!s
zKf<s1Vp!shv<`zhHbyvfcMb?hPGP1i&|w*-+2oMr=2-;LZS5+1qopOS4&0OlhuqZi
z3Hn!{!8hCCp6#K4463NLeQlV1PHYc9Cl01ufls4(0*BjEEnXxhvce^1zU`3&lfFUt
zO44k6X`Y6`>kxih_1mrc{!CD&@>tAq{ArnN(+^tc@Sg^(ma~nrL6l9ZSnQqI&$$9)
z<o}r&p_qUoxQ-G5P%F*H>mCw#RlIT`X0rhcPYf>kg|{^T-~7+|`LJ5hz>K2wVSs#D
z{pkV#rEyNm);oWR&RRiSx3t$j?{D1pO8I?HEtSs!?ek&WO4bXUc}xPC2F?|o8iyVl
z4x;9&+dy(aFDy@3pQZ7noxnQmYVM+vKEztk?Wj6?u0AS=@zU3J1aB5LmBy$}(--q%
zR;okdIVzv(c*PevfiW_L@ax3U4A2%|wA3eAm|W()UGDy-oeb_Cw=W7fSAH`CAuTYs
zBvh6X6fo?B9=ERzTdDL5+lcpz2S+aIFsgzafV99${8i7s^wT%H<t&B!-U8v!UCBsI
z`Y#lKTx1^;a*0-Sgae$TDhz-g4s_qlyzWc$b8*fm5C=|E9^F~r8y}gJ`=`dnO!Ot(
z0Df3VQ~^yhmeFs3UYHoT>km3WEaW|VduiBc5LgB*c*{Sg#pQN8{HdLw6HuCnSLL`9
z6+E$vUP)PH#BkjQwcF?oTFdV$#WdAE4j-(c{8|e!=UDR;u5G$m>mIg*OU50M8VZwB
z1TK#XblAx6VpYNEZvA}M#t^*WhdPg3V?GUpu|Lc$M!VY%;8u4QBBt11$5>;U8=Q?H
z@^a|OqeQ>~6fSK!GyP8czYDDe?LU3oRQ3e0Cmy^9c5NBZtc`PsijkEndJgP`>ei$A
zo#Nfum_{Zd7_WR>O|5iGM=jt$Y?q9x0OBx;Of1)qw8ke=n<y@uYoQkp3baLj1BMYx
z#y-H-u`a{tF#6xDpp3bcJZA~B$GZQ`l$&p!S5gxvxV9)ZZD~ViV_-OUKatm)M#%OY
z{ZN5J{$xg*G4ZoU@t*dgE*X<NH_c{=AnE5*J(aV#VIdEZ-SSoTy7z~1Ax&K_Ec|w?
zB-%S$;@q)Br)C0%v42e1D`5YhO|@WlU!<C^GYE!8qj1^B+~tJ|{i~xvzUF6*K!csk
z(IH?tki4D}qkRdw0`j>4XgYd0VSWAeE9ooVry}m1M)VjzD&BOEx;!9}qJBHDn`I*d
zfEfNus(q!6%t<w2>TUxtaJp$}8SF<pVx$LZqPk1r)t~_$lzD1JibBpQNe8axIv1Px
zYk%&qNlq=)F8iftOxOkl0p-fuST!7M4uG5XQpeq@wouP{(}(<_rzNu?LjC}L09B3g
zPnBnwD{2~HMZPPUG#zE5s|6o-&0O{-Xl~5~E^ED;-MFU}{X`L-Kh7hP&Mj}0n_7id
zxhEg>%_sPa_CG`e3EPNcMna_bR0Xs_6feJDoRuv#C_Oy<#^MCPF9d|v>3F$?t&|KA
zzrUfJMgzJ(G>D>=Sk*zlpB1hGx(s35bOO<L4v8z?ezT|qnWYMJ0qR&|tL^A40-CCp
zDbz`|Yb#^w+@)%p=nOOaFbclLjL8Btj{&_G9Mle1!ot^+?fjcAxG#qB>uWDVXS)^d
zd&pR;Za%SW-xJuW<IG0yP6?jO?9{jF4^{Z}7Z(?&8427*r&eq9NQsn_Gt@^~)-j%+
zQ0XT}X{Hj$oDAVWg#mnWg^W{C@&C<W@6PkRbbttJI2G5JgPTu`Cu4r>j?804af&9f
zdRNsWa1r(43-;%Lj?B@s_zmykA<~DK0Vvu-!b3uVJz27CGM^HzDUW6BQi#=8#@+Og
zRsDN}z_rmGTy^yE%w)E}SW<ZDbOAIqIpv+F8uBbaMAUMw^kWd({iV@|lj9rmY(MK1
z-tuy%do=B0y9!H_!T9isGe4KKr@#~e;SP`<X}jNNvFf_;>n$~F9}C+EBQyal1==qK
zUVP(T?uAX|GtafU<T@?mF0ca)Oa-UgCRPbNLOIH;qu6x>512fhU1M=_ZQ)}|ah<y%
z;i`Mk88sd(l_9XWVFVnL5zN1Np=R4`&ru8XD)YJA6n2qA)c~g%x0jcTwrVT2e}0Rj
zrdGG#Z_-0~meXvjS0^#u_qgL|b{&$<uwIa^m${MlvWS!f(+3;L4)~AL%!$6{66*kv
zF^d*~cV1x)$^jXVS1SXidMxFG8>3(2>@WOfOd%Grcz5}1NwQa3tVo!tB%4oqiun|)
zMj~!9KrRGg^!>}{t*f>QFba|(bgKWgWu~BKJg0cyul~DU{CciD!?m#I@p^KP!5?Uo
zRXl#drUrn^Xztf*W5mi6wX*;@l*{<Ni&h0K+y~VI$bl}NWmP#LdVPzdk-J8oLf8Yv
z0vKXkVPk=DC938B&dEW(2CW&dpe=i>z)Tl}p5MMWu<ohwW-sESz@x@$@!aM>lmL;b
z3ViCoDeAvi>m3mss71#SJ#`z(Wr(Z@jq0nv{~+BfmemqB)3?tqTHQA*cut!z6mrdT
zKTp2hZhS0lj~4r>uQ{f$AE#a?oTXE-W7-|t37ByZm&L0RQ*apdLbUrEj^MDg-H-Fw
zT3j9fa@0%(!x95E%`@9le_OB~V8&UVZT|W$O5Ckc1O=2OH&unrf)w8-(wNw<@6Lqc
z@-LXIff*2Cnd6<`36T70wQG7Hk9I?62;)2Hp*$bOzo<3$hkEC$QQC)x8>=n|l$^f$
z2n-!^#oT<1&>iMELs{S}ImO8vQ7cXxJj)vsDhZ7Ps5HyLwYCLnKs}=lU~vTp%D*kj
zbeue&N>m)A73jgQk8my?%u2Kubk(1<L75o__Qf_xU=CMc?CE|Ip@5atWXp2kts(mq
z2R|pK##ddF+<@8O?eckjnYuHl4v>O9UJIz+<d$Gl{{S~G{#y+7vPSH8B;DObO8C%i
zE$_Se^Fpl+@LMhgl}Y08{2l%UL7K9lMP2M<Mhs#G{3UvfOvK?D%7of9sv>aCG<}-}
zijZ0Wi~-S6%0GHpBUC)>#*m%D-v0rxydgyv6$i{rK$=7XWENn&H43`t56sGM&#g5V
z)$&FjuBeoLP?`Fy&W2_L%&N=^_d(<t7sDGu<yEDs6MEod5OO6R3cUN*0KQQl{j8%Y
z@SbUEs`CpYaYPWT{-o7(ze`Tw+`ossZbLLLc_9<g)}N2|H8>dDY+#3nZBgdRZ-D9R
z{2?3q9iN5R06%(#UiBfvFA!?MxK`EpS~$_3S~!2c*3jn9@U=;#!q4UXQ7z&t5*lXW
z*PphjWM4s$Q-p_B1PX%3uS|(VBbILsy5Wsz^o*V7lL$0cIu)SEr?Jxh(yYsS!MLJx
z&}amB@@SiQ&Js4d6Tm)Uwr?cMrD-K*b@%-K3BoD0Vk9OnHP(J-E6RtzX>FHTBa*F<
zuNw#6cFEIZEH6+mY#wVcbQO--$~puo76^PbA{_+tm&&{gZhLF%%lu8NXK@LqdlEJZ
z%N^(tOi7^(a~Lv@{t+1&8=k%U0iX-y09YCXfgyT;WKwN+w=I4);~!{n@+-sRSG~Xc
z$Nn3(_)5ZBR=QeB)ABx4xx80RKpW*dplJ&4@Fo(S<Wgh(>V8fmqirorw2>idE?P>&
zta~)_o+-4W7m*L|^Ek?K&5N4b#^~nQ#(8s^mX=Q)-z-%S*jL^1M7rS_bmo_MBoBu;
z=ym=iP8|xefwIm5?w|T=kZ!X)=A%`c){6<>PzE{g5+~_Bbzz(N2$`r-S*byKtvKZQ
z^QFi7v_Yr1*p-Fc6TW-W;G7K9bW^;VsIX3p>RX%>Ek*kxcxIfy_k=03uJeGMz-M~n
zSdSG5+S9tQY%OykJ*Nl<#e(dy2JP2X7#J8O+t!Z2EDY`CeC_>qdI2|muVzZXWBTz8
zzG?A#zt^>7vvi)O`%hb{I(K<A&EIE)^rTnl7yOdftDV>xwh#;??$s`y;mVo4G=K%{
zYd|+$$*Spm_xZ=s)^n=rvsc1A2HstQ$H*u3T0LABW107#ix%2brUa4+rj+oShoP9K
zL9E1<KE&5*CHnE%P1djWw*E5kr*t~_K-z+TBjh2=FO&Jz?)&Uv-pIDf#X<;5l}^7{
z(VJw9>M;Z2cBc|Wl@F=0X(_@L8dWM~e@0n63{pK_Q#|Rz#lhKHOe~=XtKdNfuFlh5
z1;zv=QQ_2=?hd@SxX-RiQ<coo-0ZPuWuNqaWCxMVKdYyt3gt9XYcQ&yLt0?X)*L~F
z$xwN&FB<p+1DdEbe=0?*ujXBYbhaXkX(OH*I@v55j&pYF3TeRmyS%}P$?n5!%Vl2;
zxLS&>kX3rIN8Y{%`&feS*otPcq{W_<_O5&FASSNEl!bOe7R&JG8HJgzPYi_iT$CHU
z(rMFG9d7PAEpc#gGC=}cvpHu2{atg{1%8=AISmkT$}4PSi^mRaUuCM-GFFt)`xcK>
zF<|;f$(FnH&usI5vrr8@;>?ef&0<6AClPeu?E&@DA`Q>#Pkxcod&aPFu<G|dIPkus
z)-iY~_)N8vN>{eZ$`-aJorQLt2p*^HwT@kSv9BNg5a)Vf+iirW_ab5rO9au8;&?Q?
zlqFDp9k??Lp|8~8$e%=xYs@uJvty<QAG@dX`y0pzi)3zIq0V0KNen{OVq$-CxhA<@
zRf$)*jHXt9#XaBa{wNG7axasQybiREz^V6bHGE@G9z-6HJ|O0IRDXNmZyV*~ceOop
zIh>KO1<z1RVT&*AYpnEHpQRju5b0G<qUMbVHF@JJt=(jGU+<Yz-hcXXb8VWD63kYl
zpX1>+&4>4_&-mIQ*wZVX<I?kEuS13h^8~ZPaq*gMRNti^Q{Oycj$*{KD(}jhn6PeG
zfWq+r^TsdzB-&T8l?1m#rN^U9WuIGog^(v=-}(m}=X$(mxL3)FX(F~U^>sGug#8<W
znSE$qtGy$RzCEPi$EyoW|CO$Yq`qrhSzjODz@G*Nion~^iRwsZIq)xWeOL&4fMlGt
z?fa-wW_|`aJt9`<cYN(zN2KwKk<f13Czb|hqvnHML9%(xJ!zt4rj}999EWXx4Us-6
z*-M!y@Os+sSZiz1jr3@B>v@uPBd{F2*gUlkrx$k^aHg;6iM1;1w{7o1+e1**4x7Ac
zN%b7gdc1DuBGIYur`)d*;MTL_v{jkWZ#X;d+RMqYIb9*UPjA8DgS(M{Lccd%JG&?W
z=Xb$PE)yaRpShZ=7LT!#suEu>qX}BcIGmgrs4PqKHOQ@Ny3m9^PdxQbo8cR%?spJv
z)G0E&&z!qI!FWAaEf>LdR8BYh_^TrBz#E!j%6Ifpw)2;}Sm3ptLtW?Xv|7&3@DE_P
zsc?@{4GIJEby$V{^u~GWI)nm#PHLH0yH`qxRbwc`yBx>GMd^Ldb)E%zvu_3y%DJa3
zYNgh;cc!SH7j1&9{g}_}KlyfUb$f!s9&?iRCS&&I26$(5Wp>dz0Y0Y&?t0h#X5RFq
zW!uL)BTb|l$tt2PTJA;G;o4xZzwSjltb(#aqZi_}-i{U)=ECioGy+j>@083rs($=d
z(VWo>y96o@A3IJ^pJ%YwEM}RE?zp%*t2Spa-=()I!7AJK1^$Nxf1r<oYe7oJ<UaGg
zxnJwm-WTR%PA(@hj{YBqoM+dPE$Hd6<=ZN6KyW9%z(D$hvH`<N<Zi~@89J8YvO4es
zIPI%D5h^5m>3ci*+@qtP01eIAY6r?R?9Y9vFV^4Wg1*earf6f?+C_=b4gwH;%BA?R
znm%*5=^sR*Euk+3<_H19fwEpw>=8w5F=UNgN`wIKb-wM|`RWYN#`x%XZ)~M}cbnde
zOrU>nG>6i~b&h27;X$Lg&Xa>App~q5z2(04irXoW+9kg%nipR=?cc~(q;I%iF?^1z
z@A8UoicdPBF>3^zRabgUi5GeW_{C^MW+ixsU0gEitXE7VI4>6pOCRT@?Egv?C8DUD
zs&gsc3uo8?h82imaKaZfNMR00#(O|9i0xXBK;;Bvf*k6F0^$d)XDUgjw+p{!yx#Mr
zUD{h5Zw?a=+>R;CO{sTedo?qTIlk>MZX_I>89@NOl*@p2P30oJSMNSj6Fa}%-SXt!
z*YmB%z?scFJJPavOu*!&HmKlU{G0*r1hc=^=X4|bp?0L4OA41%YU}*!zI{2hOIb<Q
zQ->ELTv2QysRZ-e5PtPtjeMLZd76Ajp#}x;%viUksxfbeo{2ZP2{a3EA^Ry{W3sn6
zjKw3w5n2viQBN~ky8g6dsv*oN!K(h2V>@DqNn5XW8pkIv2;;#+7({3YX7x-9kd82!
z=2AkIZtWp6_vQ++OMQR@$=-Ka%E4#b{95j8>%lzij=7B<VS*j~Hm3s^iP1`rfTk1`
zam#j{8IDodJzex1%w^ZH{Z`L74v;@qgeNeM9g*A7q@U8ZW|RXcpbSh2!rzu!n$#EM
zTG2Y-68thsTxx+%pJ?HYOhIk!P@Gvzz^;=j5d~(@X*x!m_|;i{6MHcOO%PaOm~+Em
zolG_G<qSulW6aTsb(g`KQ?Ayi7I-@?zVi%S<se{&q~OYz@}f=rEOqSaX@DIfYu~Ko
zG&@(YMPAHUOuA=Dn9*^{{-z$Lm`MMU0&g22?(<k8Ky9j8NSV9{OlROT(H_2^l7#V6
zVAs+{E-M$<l>(WK^*J)vx(Ndh@Q>jRgzx2dU)VaJn<xv|eG9k)bujE^_f{$PeB!(0
zDe}6J&K+zBvnuif2Cp8$4H`KCj~2s;=3r&ZDc5Y3k-z2gE+^{V5oGN*Y9t+9tH+Z+
zP^fjn$!Y*?a*ro&J0X4je`q@Icq-rjj~iLpBJ0@72W5|A%chVmva+3Q$H<mYaqP%U
zR`%ZOh@6nku{l;k_TIm%@8j|74}bIr_qoq~U)TG3y`Qhw+q!aE#~-Ft@>;)-SrSK^
z!^9?s!J+rT(Qrf~TZ6#Bc~;cU{M(Hg-3KxKLXW?Y#C&F8bPoDh^pTQn#`|ZcJ@-NA
z*En&v`v*NQqp8W~a_X{-RtBP;oZT74Ehiq;SThaI^3m-f`+Crx6GzQc_T8Zc(loX(
zw|J}3y%&wMQj1nGo3WfiPU-j?VK{*+)O<~T{|^Z+S@*tHv0drA6~E+6vT*Bk4rQ#&
zP?penP)U}>JOp3!d*46uBpsb<<Cb`%)=iJ8n!7C4f!pWi#VmZ2xFc|MY@n}Su6OL>
zTgiQz03YOs<iNP0)w#a%^z6^Q1KS51Elv|37Ck-ETrKoVRUVnC{7z$IpnJa}6JNbB
zhP(xO4LLWsmGsYndSBc0*0G12KoT4}cam1l)wD3c^O0$o*hF%x1A$TebD_%KWnc_v
z_?KkB8%O?$q?`D@qKVvq8vW!wN?++aP!hk~g|Bt(c%Uux?ZH20J~}gZJ}$kTrP6wh
zJu7D=^fa`^tu@&Zg#$XXgsVNTfz%DU5qg8Wm?3L6CL(WOHx+F^e>QVTxcX2ZTO5du
zPIC5JL6)aUOQ*QBMicS@nQo<gNJ5MQC(9mJx7rou#^T&o%iP?xi&J*+peQjd|9ri#
z!R`Zk`ssM@^P~T`*J>XyPcI*v5>j(AukE?!IS2JOn2IeH3>7C3_hjx*rg*wKr2F`x
zyeA+1`UQD2d-bm4*ur3x^gL5K<>2B-(L^-!C5!gRP;mMkNQS`Cm6$m{_9T$mT8hiX
zuTb%GJwp`hzu?dX6r-;y{A+>AEQHhX(5eg`vm*w~_VJL!r-9gN|LzA(kb^sL@n@I2
z>3Vz{eDVe+iz{vLLfJkHNa=Cxxk^&48^|gkkMrJM1w~=J`Ig~};=m+U(bXQwZZ-Uj
zGkdF5DQZYNLyoeyqfbRz-jOk~f_Ujt%-R1SAz$$_DJkkyP&q{WGw|9pHkp~0n>9x5
z<d+<G+hemVj*11Zm6Vwr@#}B?_Q+2lefdt`|K|PbX4%9OkW!J3bIRJ(8Cwv+1Xhy9
zV6!&A``h1`a1Ox35yv7F2=PUeHo2lF86qBjsFh_5q3(`;VlrwLvtmG4C~oKER4Y1W
zGP&`-tiKMN5jf;c=pJj2-MZ^xv^cRX3SZU`P?@(9`!b<Qba)j1Nr+9ed{2r6XO~p(
z#33H(bPr$Lp##Wl3282P3}tlNW*Dc&Z++-qoyibIKb!nHdx~Q_;a{HS%dFi}7z6LO
zA2>8YeC`miiV6&+6MP!~Vca>SEVyrALsqOqvp0tLe&9k~>EEY$epf!oqwd{q?QuDL
z!SRH1pg}Df)zd6qir#gsI2ICEAZ_9WYA+-3V*4xDPNMM^g)hZk<(ZQ|0|I&1aZ^Oj
z`(<Nt-1vzEIRuRoPb5ET|Do&8vWbX?Z0Eqvdy^YQ-My~%{Q{3@rT<i=Ei9a*@L|l5
z;!)iUR*HUd$|r<8^aM(w;NimmWT!c@ki?%J$_MzpjXHqz*r|ywyXT$0(o|ybtH|#5
zM)j#=&5ANKXQP`q2EQwN4*eaka=2VxKCF<kpD~%(YkvY)|AdxWa|}F4;kwo>nXDE&
zyVi+hlNhn!h}Z_3$#oMpT9T>P;06#eMiZx35f7tU#m!OsWX~iP$b11H!TJDgTtwST
z{@_~I8>g8AC*ESR-oCKYa_T>NoK~`5cweDtZs-C}9>Y~S^;>6uPR$iQNCn!&7C2{E
z1S_$a!ApvVbO-P3T6D&FtbP4e+q*vF;~=e;*j-)v2iw~YzFH5MtFhSK7{ex-PTZ9c
zHpREQ70C3hAC`&yc`H{k$M|Qm;y$4Y!5!+3)5E@6-X*?TCwly<&O@Y4ESE!8!kk{`
z0Y$p1ff5Jn_-+2D7LoR#3H|7+^z&f~{B&*VqO-Q#(BI-BGAGIh`jaY04C@%<ZTHrT
zO~-{Vr8OYxViQ6A@O84+8F~Kr^Ri=$<d+~JN6fps-&>5`yM-EMLMY7wY4~AWU8Be;
zG7f<;Dm|ygOu^6GWSD!|F7L(P$N6H=vG=lUB&cLC@I`Kx#cS1V38c_%6@;jS>|`DL
z{BKJ^F@@DzHgi-WMP^M%u$QdcVUd~S39rGX3&b^<_#?3KQ}5+jFwM|I38B`3C3}}v
zJLFfYie)+^a|_Q88PhmbIX0*_&h8c=5C$IYIyx*__5SfKzq;bf@k}}V?vb++eFyFI
zI0SA8zhTOv)WVk0;%tfbWp(v>B)?gGe^h?|>G!HZ6%lIJ?){tcErlTL?|wJ2K7hDY
zDo3+oNb?=ApFLUq@P_SL&hv#eN&W%ztJ1(1lQI+Zs6N%`x~CM5oD|mE-WXY6YoNlw
z!4{I%*geD{)x#o80~N`n9kDzcS~8Z9r-f8hGbZs<Uaoc6)^g`ZIF?zcc{*XaMWH1r
zds0i2n#rTaQTU|ziesQ_)`IJAFnUkON{K03<OXU|2icn`ohCTu;bw~Uwbts|zdzpP
z?X7Y|_mpD95Qt84dpyG=@gM%tDZJO7FVvb<RXN8$`PSYk0DJK0Lkwvcol_)^YDL(!
zi*rhL;E%63)p_3!4KX7V25vf+0;2)g=M$Oh`OM;U3=q@|lf&DUwh{S5@;mj&eded0
z-oco8o^o&OLbmz|it(PYlW)44N|;Aw$G`Gc+`Bcdu?-udCF!{H#epWu7G%2$N5%rB
z4T!R*g(UQMu0mF5&Q^v9>akRgnw@m$D~)7ax!HbQf`;eISE}2<PWtv`H&TM<1;@Zp
zXWDN$F_KqP%pu`%<Vf<~_L*Wly_%X7vxTa_zbEI!ia}(SLS3Prle>1L5j;d3Vo$p0
zoOLr>g%QWNh*QPBCM&ge`!|q^JE%Tnm5_VuQPUZsE=A7!Ev&_$cs4QOas23+MY1mK
zh0GJ|ax6XrjUUOn*&I31oyfK076TBR6Ha)_&leQbS4-c)Q|5C7?@wr=po6JyLqOcZ
zlRWW34@H+YS^>Q8g2a@c@O-E4YmX~+Tc$^eFu2m`%r;|;o1p04C<4r5rBZ1|H{xUu
z7uWRL37>(38EvPL*5vsT)%8^X8qVL3r!1<g&*&Uxg&GFu$yeFqmXDHC9<i)!i9bXS
z;!0wCg?XF!IxB7<$?hb}6APH}DTgtWp>Y#(JS`Ou?slLvRn*<wX;KWL>m_O;p3;Sx
z<#1PbTAuA%t8TZ4T>tv(mu~yr5cp;%%7KAa0<^h_uuwCkXJg=mLLB5nBfe^`XBONG
zXVnSW^XY$F{wK6nqz^w!Rr2w8v$n@ujIjjN@H@x;e;&E5BqPOJu`AAPdS5P&Xz1x<
zFa6u^(5>|6azgPP-CPAk?hoSjh)w-POfVa-7V6AJO|cT;<L>6Qxj45gG)v^CTVS`j
zw-z}LRoFY3MS-M(C)~$mZj5{R*&Qbxt9CnJZ(HdWXYG02T)g^~gj-iqKznOo@w3F`
zO>PUEx#N1pl=Pf|k7=%Lb_h9vBm|&Qv$B2~TsRclq=xp}v@Ne#aJ$>@-ux)Kzvoy@
znda9T+%nirF9NBcO(P-%KBWV3<z%>595r$L*{W0~UN@f7*y?g1BclW8;6{Me`Vc%%
zfr&b9aDSU~SBaoZ7;(yrsKY{SMy*UV(E3ummt94ivVkKO0xpd>6`>Mq`-<-w@GeR)
z_Nk}KQ%uUm^k%bO;igX6v94v3?j})pmv^4-CZr5rR+k8}DS|&x>@Aht4o)-s{xBN9
z6<(|&YqehZp6>E`@nm+%Op4z$HCckvk=opT7g&a7w?^$y4w;^{eZOXOY?H+9O_OP=
z42E&l%m!$_Z@~TYsCqWQ>{I6L+I|$JI2m1?c?p;D(=uWKSlJG#2W>F>D@?u8n>Xf!
z&j5R+YbSx9nmQ^kgVPOGeA!{5)QN8jZ4oh<W1*2(x3^(*^2g4#+i#)qR4)lyBdo6p
zYk%zDlzHQ$(qpU*&@RGi9L0~yl1F}@-kYZZD<Ik=xEzR@RW{j18g1AaK;<;ul@g^R
zAw@9NnPTSy=Ma2Lq9b$6J&Nm(EqXORbR~Jl?HnW3(!nw`n0C3m5qwq4cRA;D<vp9@
z+420vJHNZr#eDs_Ubg%~=>wb`g(0nc6>(!XxEd*^Y+Sdq;e<PF$n&iM%X_)63718Q
zvGAbi6gAqYinxW$_XrXex!K~iCh<DgOZzn0EP5ojTF|T$Akx8EhcUkLIrj1s5jr$W
zvfmJ}09xcV(|0?}eh4=zz4`NQrHq@-qg5BO^-SrL{p-iSUwp8B;n-aIH#F}*k-JVA
zV+BbwRO)DdTJ?p@;v`9Rm>H<MnWygm!MZ9>lB~f#0oHkjtn^S--GjX1ALR4Ew!NX1
zK0=(@U=sZJy&hkN#72Z?L0Mv_o$7Wdl9s0iTG84l^Mm-*yvpPE`(3`<t>VKEcJJ!>
zv;2)u4@N&3Ih6gjv+-YD4Nh<LA{lKA45WYE7Vkn{QLVE3m_^XZRe^dY64!RkZNfWr
zCw6hXeVZw2{dG&yG#SByhW#@TYooZTav|SMCqh@OLQ;H@s*0@_AoD{Xfn)yc;1QR!
z^Kqm#T=4@$7vVn^uOC(j6Py)CBDfFNad}7e9b5&RRvcRhjKgbLUqm;q?doW><<*%N
z*WKXK<t0hdG#YTjzoOqvUMzyO#eopibr8q5M-uD{X<CQ>3D(nm4HTo8VpjhfJWtw`
z=w50Xs><LHdkHHu*Q3w(%jd<V9$@zFtYy?{g>CCR!5l;})uAqiR;csNFlhWo-dLzU
z1%;$}s&siC{ihT<v!;|~jq_Kia%5O+nrO?x+#r(*`@}f`Tg3c)Q2WeddHPYWw&Is{
z{UMn#mgPAnkP`mUj?+JHQp@h?F3pjmn#tVUq%)~c<b)jmKC?`GV=Vl+t*EpmVkOX^
zzo}h`0jD*^tF+)9$yUq^oilF8(^~WxR+28|>RTJ)1e5O$Whm}^^Fqp|dte8Sp^MPh
zmnCWi+Y^WmyENTo1r4)zQ9A92sL_RH$svs$OoO7==S><whZl$rap!x2r#5GAam74G
zdUvO<=d#I+{46%&$tuYX&IQMIj&3gPF82DeZ^xxv@RnQ;4gf$1G3*#BP%He2ePOA(
zy%P7_lf;+t3{=zoyt5IE9<<o5Xq2AN)w%>^sx<5OCi&Hem3f4<8P?oK>&(cxVa?8c
z!%}AMo($i0&dEC2DFSYXV)7t)m!JfRRQ$6?rnFAhwF8O@Ux;3>4pu6xrJ&z1!x)4a
zNg@h5N00*ItDiudodiP!u0J7T3Ltb{@s(X{E<erU?GTEg@3#(e0BG}u{oHLAFbuum
zz==CJk!G62USqRiNIf9yO(waOrzBNO8fHx@Pg3lyuG$|WAs^sjzLUu1v(u=?3un-2
zVR^nIN2TVVZr;DT9HtaI_zx%(OfU}A>5`%BQt2@tw-A(<<8;0YaeV~VR*$h1&5Mrd
zrk?`?8F2F#t$t?itsj;~BnQ@M&KchKi3<paBA^S+yLHS(F(ckwZWX%4a+MVBE2vs@
z!C`3Ua5q3H4Ur;%a8?91%*p*MK(;ZdWz96*r0Rvvhg$32TT7%14Oe!GS!6k~$unjp
z?{k?8I9dx{_x|aWE2J^YiwDwMzBmk0G6?-6`HG0Tjz5M=c}^bOFO_KE`nt2QSxvV6
zJ9y&JZmdH7-H*vUCsIT9>`O!Z6a#gOTU5<niaU=uTVVpFQo3wSSU-_fGZ^2eX!o8Q
zP9F)k)<XBvAISD(!kLF3C^x$(Hs2kMlxg26w8jOqojWfY$^=~NS?6lP0y}h_$P!*o
z;Sj~@Go%5aK88TbsX@srim#~K7fRZz*mAeht#tP#${)B<FE5zxTyQYwC-REQa_$FN
zrEQit5rtcuh3q4-zw}nOr)SUZbRp=QK8oS~$M0y+?6h=~^oTwVkKPC%IWxaY#vy`e
zEyaVNN02SJ(!*6INCgQ>lFpat=cOe7X$yIp_@(!OdPnLqucDsif4X!vOrtrLy^@2I
zxV;9Zpg?@L+LX_s6aCzPe>kn0JbA5VA~XEwj)j`JlVaU`v2b0&)v!s&cLqvTP*!;n
zVh6^>{YYH}?6wR3>m9B1ecoZnzPGY_sp6lB6%9`QEz)kx7}Sur8|#X8pEEFWg@)sR
z#^65dS<j2x@h&xl(bF%FDrUpgr_1KwVtM&#S?z~i*J#}J?p3kJ4Y(6sKF0g}9<Wlo
z5x|U^n0DlDepJ2sxs{05tpeXMep!%2d0$+FhD@n-$vN(HKGuM=9NX#feCOsleQ#zN
zJrzzH4qakFn5S#rtU}-c&8Xw5I%n+d%$uy>%p%QQfHV)^*%xi6ia;SiAth-0QwK?`
zcCcsEPPb-kS(^>3D`fO=JtnOuQ+x0`U2S=%9qHLFSR=d#x4i^fv_Fn81&6@7AerD)
zP_N731m-W=<?D+phvceaz20RR$*(p1xXc6ypw%6lvTYb|yOrVw#?DAZb=K2C33^wU
zwr=N0DTxPgvgT`48(@7&Ccu@jdBMOy!pMxO4$+0UN>JFxkZ78%!#+CTq9Y`tetKzc
zM6UMA{$X@`Uq{29(emxnmXRvt&pT`Q6Pu3=W}@CP(m-fp44th-*WLC1FMo!WrtsKc
z9vr`&hB}czMEe95sAm`emaqU1e>h@B@Mgt>Y6%PFkBge2MM;jsTaDIIC+-nhWks%B
z|FyVm59Y)DSyGAxOh3np3J+hX?dy6xu%Z82NZq?7v`^VRdn!SpmGDQ+P})K~FXu>I
zZE#vkem9@~L$-(KbX(;&>fWLjX4KOFHnTsccVtL5tS^Y&;7{y+-y64BOY5xMfufm_
zHW2<y=t*a3kpP0@>(JKsH1_Z`-OIb9U2&TOH&H&f!Ep1I-<PKE=YERy-E4@G#v-r=
zbu^SixoXji2BOB?qF6-&Qj}HQ0|e=vl}k`kIwEi%e|V4Iu((w))hYgrT=e?qA1-05
zc-qWI(u%MSj11S?!Pn~9U#2mPlNwFlxPPknl?7|S;AEM_Q>xu>cz0b^kBxE~DD}pA
z-EKN>9f~CknGb%{sV)y+{d&f?G38===yAQPxqYyhmYiwk?o4zmyDnFm&rmx>+B62r
z2y!3xo}Sy$492j<NZMY-tttfU{haFdIqkm5P;uv!Ovp%(_Q(hnT?Ac#GCa(F+-buZ
z!)btN)_Fd*=U|~k=W%B*M%O7zcN3mJZk#_Zs!;^HzU|0KN{b9vL#W>Iy%hb02D=#?
zP!K8?I^|^6K!6nH9P#FSH7xTtQc@aH@%s43t8W=^eLGzU5S{zWK!`Y!hZ+K5J&QEl
z+90SBuxg*4%W~KJ*v(8o_RagYW|!O0>vDYv&UXv4w%K=kAK?1V00l@t!<mWF72~`5
z(URNkxc{+fhL`+ldG<|QO2hnH`<r=tL+_JkN>gGreNEk8V#Y6-Nh6w<joU(YLuA{7
zEDxGqei219$OoMmvQ<O26y&~yA*@N&^y3U;tl<Q|mwoeZ;sq*c5par1u02O4bUBd)
zw(w?7b^ViX@goIwd}x!!Fk@69&LRi@jGr3KM%~S=k7~HLHcqo+nd^iJZDHoPr9dh9
zAcxM{wy|>pVlnz#^69Cv*{QAb1Gmoo8>Ks3v3IF8jp+zc<;o254Nnw`7Xj0v4Z10z
z?KUW<3proQ*$gt*;K{G2sby)Wz8R(W^$xG}m_o>bDbas)kAuRxm_l8;Tm~@#d~?_+
zNvOmvNR-&Vav>MTMX@v8B?GMz-^&@YZIvV*cqy<z-2rd`UEVJ_fLzXb^#k!*SpGq|
zARPnI`<~ylxDDsx+(ajA@qN#OkMM7by5OSD_Q~J8Xu8vb89X=~^I?fb+5y;ku>Ohv
zz8SEEp_|oUGUl*Mhq`L+1i<}#{XA+2lTm_QhYO-fB1k`iJQN&fP{$A;>KHK>K65}5
zAUVfs?O~Bk?d#iP+TD^L2~SolPg!AUyXSkKa%usWsQ1_1aBDem6SDoyj{myyc&@e1
zov<AD{(KRQrthcFo;g8s$-^uY033M~ldGisC)I@OL<(&OMVqNLt`V(%+=4-1EWtZQ
zZz@cVr$1*(zGQYxABx#NV5#>%c6h7yh6KogCd(P1VT0p~?+e;phG{hX_L}!zclAVt
zPct%J;s8H=O<Y)7V&Wi^Ry8)~BlV{ElE<Ib%`0d2ghhpC@Hv=_&=_B3watmgaN`C$
z=t6N`#=MGZ8K+#rh)D`ZZ}k4fOf=AkjZ~@%HaDH}=10}K^+0L0js?Ot=G|NAHy(oB
zvI(iD=24FSzdWIfbv^<<tU;XSzTD_mm!Y_LJ$b+P$}g54p4v9ttO<eT;SPu}301?}
z>_oz%;_J9|Ul@8ykfRs~Uv3N~?v-Azf#WykdhC;LFg5q_vF*o{=walfUz4@=*64<6
zUT%N<21Dg#g(hIrK8EfGsYb}fN$t_g14QpecO{U4feY?jxN2;Q&A(#Ig6o6vg%eSt
zcNZWfc<deV6k+Y;zGD?p=7e|LTJ<Z8Aw{g2x{=p)ueM)(oe^O9V?1zmE-#2M64XZT
z-{%;WV|)M?1L;wUD?d&Jwu$DV!kOh%qU(L!N>OgDs|ftS5IGR<rpkGpW7Ow0i!H@!
zkc9$@*E$s!fH+AoUxCqIrcyY`UTpEG+*8PNoh1*hVzqG~8+q&AX$=#7>8<FJvq-i@
z#M%8OHF&eQ_ySh0GSmMuCeM~Lx{i(tKZy2Rq4AAl1jF%DEv-d@-;e)%Bnj|J`MS(N
z3k9ptQw*WpVmbNf>a|VYhk@ZE`uEl}%f3VCgXaEtguH~Bt-C3P8I$;Cqlla4ORjsV
zjNU?_L6!Hb_9*$t`1CK4adv--x{FFi9?GD$>`Kw4VMms$GR|t9AlADpIMF&}9oW9B
zDfp+@pyot~V~8&2k?$)^_S!rm_7l@ELD6RMUtud6H#K0?WmEtg@6!+;ATx>`yemlN
zk&~RTd<wP(10Z2B?@?^m^vc)H*smF9#(j?pyynox5y$ujKZr>q$nc-ay{_he(P~pe
zLVt<xW@px}AIPywe!Fk%Tp=!E;w^tr3v;QJFtqqWf_hr3Ejd4VBuP$3mQkf8<x%Rb
zhIg76MbJ{9D^8Heo))um9b*0XD7LVF<O2uudh_#1_V7Exahnr;GnQmIl<UdPYX2Om
zSExN1kl&)yr-Qtw-mDqRVU@@Q+<X@}xhy|-7y|NN!!?oAdCGd#-)!gwK<ebp(ol9}
zz_&rHpl2dUfNN`y5+_%(F6+B5pdPcqLJ(A5FJ5T9ZT4+E+``jCGB`WM^uVd)zMR(3
zU>3pEieUiho4DkOCCt<Hzw41EpT<AZcJEny<@(}Y`rEO~ZG$K=ZRkJJ9~H=|a#R(f
zYyaW6qj*Aro17cB?%z`$#4$U<sID~nWrJe^+vi_(YP+-Cj)OmnS`1BtIc>j|bMmP1
zGB_h9NE}A6zBk<x{qOUg65_A`OR5b=#B6BE5Y$`{A?p5aP=>itI5MGrI;lFLwIObG
zVF+~b@_S-jE8Fn@?y~TJ)~$9_;cL3l|E|@Y{;=(}8E+_v!^-@+tJh)&cgL3+A!XCG
zc{b+KQkT^m)6@KHIg4E2`>tMWW9x)-nhcjx_KMOa=%`^2SX#cS%VmP;u{L~w)NfHL
zZf$9R^eiax83XEa&|>!$#v8Kr)5!%|uaIy#_IKJ8;X6N8#b@Fi7<V<&d_b&=Oy#?i
z)}Anr^$(Ul(_ZqQ9#oP2#*gb_`qW>Ot|9zWBF&n!&#$xjt^D7z46%3k%RA@(nNm9q
z2}`kNIB0T+=Ibg#$F>ydCP4>0v_|sNC+4<5ovOgS0~(u;MmrgK;agl_&mr_(K+JG}
zC@Qd&%>GkfoNH+;BS?Rx-G5fWX3%{P<~FgWpFgnfn-4{QMsh&Wad+E<@|TZZaRRIO
zOj;CLOwD|zGVlE6dsX{stc=Bvb}C(#x~_eI$HOO_`u9OdNgscdh_NJ@Vh~q^Na{i^
zzT&-Qbc;WNE_nSRmyw`NFa`$BT82nN=tAB&HgJ$B4<+x+?}SA6W@Mb7oVE%7mNuJj
zZlC&_s0Pg^JpcM9iuy4m#uv?uOZGJU=_H<%lLfAH(C`6G|6;m?|Doa!%NE*=pOx%>
zV0T<pYJX;NV5<c|@BFnC$YYmy!5%w8k1C!CT{4yl34rVt7Nh)xLkL3Cb<0^o=nR8d
zdv6onN`>7@?Sj_UnbZbtojxEPEcHb}Y7<trK~u$rQuGkqKlbBK*A@{^dz^HPZ}M8R
z^U-)OP<t+@eed`_fo0a)fOzq7elEF2zm#OZCLdbvI**^E=Ti0jyd6+YzCk~Z)_i*o
z3mmNndfO7^e=%C*wu?DFgJ))Xn#ZY&Za0+O{zhSHwgG>#5tp&Fn+F*@FZju)7Jx@s
zy4y1)GGNKf_(du>-~Y>~RS2E~RW>?L8DX{Zpvh;AD{AS`YOSj&DXnh=y1*N>xPVLf
zWVR$^ARfU^Y#R+HKL~n5`V$WVaScjq0^boCJ4vA7k3&OKOFz5{^MMy()@zeO@4k>f
zXZb$Lfa+5d)F)scm5k8%R#NCpoX7MFl0SZ}QM6ss0tPpXGf6p>tkKi&lD=qP{#_&?
z(WU)&)Un26gSh$Wt6%EmE<xiryoU810s9FAam#PHlb`wYY8<5IO9iCoYOLoswP>4*
zGscfXiMX}scKquZ60pnq`hrzRDiKjSey`yQS?%5?6!%O7^|gc1`f^$}F@K*a=SkKw
zBE*~SA6ndf8K(dE7CYM5xe{BqcU$J&>R4vfiot^F*uE^Dkb7y{ScVK1<!BkNd-tIc
z<K~Q~$o!1G`hLW1+=uD+#{#FppPGNy!j-8qw4d}Ht8(WDDeUxQqfPveYvtZ{V!f_+
znmBHuzMl-~@H*c{SsYc==bqSK!gnQa-+rzcLRKNLB$K>0YHum~KV>6U44m{qfx8f8
z)g^3u8O@M&Y&9eGdT~~is&|Em^=mU5FcRwzX_w)=Fxhoq`L0aBW<hq#?(smB>Hy?>
zDZ9Swd>+3b|J4}d^TmRu*(xQDr%;CpVH9Nz&cSbgmA}d;u){e{VN;mK4K+=4u_QYf
znn;Eo+}z~cpFApj<@2uDjdA(K(}#ES?!RSB_?Gyul6^uwV4<%8SG>ce$}Yjx02C=4
z<_VMFmllkG8#JsB3@CAK;OCV){tL7Utqa{I_a}yE0QWJ|{<HD7)+)AKu^f8P?gpK=
zZnj#kvm1EswtM&c=_#2zk%EJF=+E$%I9~hY{8)T|@o7#vn<PQ?O%*>a6!w1nXfu>r
z5)!s@J&W05NaL$Z{HqpMH?v1sHOUg<tS)NKNn1vYFuIJ(T$w0mGM(`BYv<bZ#gIa_
z0x+&$I1u7KOm+xd)5(Lh$KPVbToP_m>WM$*c%Yjop1`gv&=>e+a92w?rT8mf3~v5-
zwnov%B;Ci8aHh9b)}Y(<STZSDv(ZDR^SWuW+);S#luQP<acE~^C9%P@9vb1)iVaL*
zqOaoOT}pxXR7pXi0R&_}!UV8Bcg0V)wtXn>sV!01w^R?({$$b|&F~>+%2AV+Y7R-7
z`--WeZ3Pc#Oa(NRE<7K`!eZ#S)=S5jw}??=L2Ab$oE<ynoa>%usVduDxdVD1LrJz`
z-;^*LXpqWlB%Z45tlr-F5YHdkk)&JX@*MEZqyzo^EX@HroqYou8ayIuCyCp;PrBXg
zFWZzrF_{kBE|<WG3_7}xn(}UKIE!vsbkn*(r@@$$t%dR6Nf5&@Xw>^~y@@CnP6!q!
zJ)=P}B-wT6@Bc0Ri1Xk<^(4>tR{Xa^pQ5nEs_#$c!8(sbD-SobyXjg98qvG(X<rKR
z1uLYFnok_u>i%%sZ<y({yjfZ|<K}z#sH2|78b{w&A?vn)AvQlQxnr5!KI-q=)#mxg
zBLP6C8(?5%+jtrNbJaBSr=~A_RoIj65uze+Z2=qMhXtN>pjgWyJ#YNp)visGLhm(#
zoH*sU?>SGeAGl}|{<%obA={I?eMtfxByD=Sb*wIdCPG5<EI5#nP;@TR7P{~XvSouo
zb2l}Kj9m~xcHh4-TimmF5VdM%j<B9LG0@SZ>QyETTS;Cq9&;;QXcurHJYz(e2J14^
zJsIWfndp+Pn{e8S3AZI>jFR-5Nz%RK$$!YI{@sU-r8@;{z7~z*A`!zXJ0^&V82xly
zY4LVR4xDUiz(!8;b+mnV%8$6mtf~={t~6l+a0seYENNOo6q))<KuZaNoU_%TaEiBO
zcQ&@Bi5l;v#!^!NR~VY=95z(bW66jMF{!{$4_D++^E`uahMr^J{^drxLeT?1W0)!$
zUN6ax_S~JEy@<G#^v7c17#KY*vwIz8(-dp-5GV5DS~*t9Mof&1=jn@YYRYdXE6s~w
zzDH)9H@89pYOr|=SYRQ#SxEd~5xFk<*_eAmo%{HUt`nGnldS6$p}WbKub-aeF2$X{
zW2g~Wo@A1fG^$Y)Ul+&@h_e43>WegrUgeK_<&T$X6#cHt?6>^J3lv#plLjv(ui=}9
z-M;UXrDddWlhIo)@cg;-dV-%PQPKoaV*0eeA14Wuet8OHTm>NKgohg;lt@|=0i02k
z&1)nF1UC##_dT402flX@KKCo74we=v8*$DbF~~{q`xvtSf(huqKT0xNf+fkQtlhmV
z(k~D`VH-WzHpfJZWGda1P-8heLF<LUhtB#|GU81+YygvCpDr<^H`yYuLvM)Kp%u6%
zD0?46>6^ABXq$xP?wtwzh?AsqoE(dA>V8sUh4VG*rb%uQrdAR^nXFr29c~rqj<r_}
zY;C}>an~Z$?3~6Bd>%Vw(aqF5dEV}oPoG6lnK%23p@8YB1lfJEB(FcLB43ULj7eF5
z(^)z)UEacyxiXf~gQa599;_3pY6S0IVSFLG#S=@ss7r`?iW>#|c%6JYuRr;}I)Uu~
zd_`q^+|hkSp8r4vp(WbLC+<xAP(lp1(VwHl7@>FgDjb_mdlo;xJb}e}%a4Vq9P14Z
z%CRh49ip!RU>PG?Z1Iao7A%)BlZxjWOv=h_DNZ^XOd-AuJ0m99DPGcu@DB)F2J_!Y
z%aGiV)k@6tPp057j?nwamw8j`s+=Tm@Z7Ay6HCy`KY{!S=+uNp@UcFDMZ-F;VW~k)
z@05zOZb=2y3mQfvlWtPvzCvY2&pd3*uO9OI`15mg%?8^pSweQxKdiI@ixOnZ4pL$B
zW?YseH^Swc1VPP-zn%25bIDh^Z^@CX=0+Y1Qgx%Aw`R-ZN+knTCwK)Q^Nt}vH3Eo7
zTC>v{MW@A3IdyK);_5?#O7YRCi|M45AvT|tlKDlGEkBbj_+u&Ah1=7Uq?OalOS&q=
zAtT8IXp`8<n~JY~AS^s$pTj>Bax_-(#<cr#o=L$J@+X0c5E#$@DC81&fJ}t2faN}l
z&TpL!f3^hqDF|9ykDvaow$ubi=^D~13jJjADTg_xc7Wx|`{VC?@dnuCzpi;Y4;Q>O
zJhX{X^jWUJ>s7VbJ_OYKK(ng_83Z*nScC;qykP8NSXLun>T@r(Q|tS2TMV&xaNA_K
zVI;aT_;D^5Phs!ei~FG#4J*=xmGx6{IO*l<UrPQmrI*64sYAm=3y&|0wDyM>Nk|7m
z)%Kr+-3xV4Py;sWW5rcMk#={G1Dh@1I&|03dJNY%I-n9qmmWwr0_<xexV?|(0c;c5
z#MV%J>S_XdWb~91?V!O-&XMeY4SF7Vps$PFZ6Xr9`W?ZfHC0wwd6lM&7s>alPnra}
z2<msV<@*~Xf8BhFRj!R{H>?$(s4Y0kH;K1v)y9BR>v(B|_aEG6OWMw;m^^N9VC{*X
zn=V|T<*YR}4Z^$N$*-R<(f;==Iuoy6%ALr2yxDx~qJM**h4;5O$*H`qyh_UeOex!X
zGyT~r_n+}$N=9ne?|=UloiA*#6<uomiRI#qGXG{#SL>mD1<%`OzWxVmxG4{AdIqQ3
zF7wHQ#60;|cT>q8*9>KQogkY3O)Dc^oF8V>vz65^=s!80^t}lm&~9|IS&Z-BIuL(z
zL%V(o2ABAp!p3&LUY<7IR{R@AlTC7c2XitUnX_&GD0_c2O7+72<n^b9%k4wjQ65zD
z7tGb7+~pmQovV$(8uRoUlcU-OEh*R$U+$QgN3j3z*(PA;xO&URQv2w?Z<@PKT|H{)
zfA2@8G;Cg+j3#xg-A`vaQaGtSb$zM({J9{6f700${U)&?<@3<Sgblf0H;huMWHLd+
zJkfB72`w%xTzH${dDBXI*epu-Z<b5(Ohw7aC(>0zciExf@lP#rSp`G9`FvPGDtQV$
z>=Mvv`9MRsm})}am`)NH<g)y=V7J)n@h58j90M(0Ap^U2p33>kf2XWe%bDD^N3iHW
z-V`{b5OZ%=U9yKPk9r8{<3AtFR6Ul8%Im1mX@T3vE}Ul^)b=CI&!Z(;cN4KJeqD#{
z-Vaj!%*P=voI?DU7}|K*smhy=DDS_yJ-AWG@pb7~|1(v(Vxw^vxG3a%`rdt8ww2DF
zNLijcxe~tAtmoy)b1OXD^KSd&a;1SLZfK7KY<|}t7S-G8QXBfRYEuK_T-afG^j|5e
zUze!oxEd`x$b*~}-lMsflmQ|4U9)0Lsw`7oMsmKxAA~+BopP;>Pg4JCGj`3rQALpF
zzq{e#WiD&}$2x=qeTWtlbK-2#HOk%AwhYcQdCc_o#aMJhk3*T9p$1bdoulBbn}qJ*
zH8H!eZuZw~-lDm)*Z&)T17Aceb^HXwZGv-O7}kg{O8*(S)EgoV4nE6yu=Zd(uEX7=
z-Tflmz?4jik-KXhL(tA>sBa=mW<1<vpvAI!U72>1X?n0+G+SiY^y1=Tw|w`kcTQU+
zB`F0$7WbsbHNAeu%cfFw@3eU*@F;1-c`@zW(92;chs#^H39pQWUf@~TORr3YiU;Be
zkx5~jzvhU3%w~GnZAzP&dgXs<w7gVYls!5qY3R5J4{YA9F%&vmv#<zylAa-!sQuUT
z)e5z+s6Ojuwoi>gd`eaEtxod%nHb^YSN7h6X~%VnD!=JB2JHtktAn?=PBwNkHx`oL
z@cC~_@w@E>b}<B{Xny=lpDkPQp*0u2Fk@kX?vl!g;&Ux9h5I?+IuFDtn8noFhnRx-
zWZ2@4Wk#V6S=dG#Dzg*t&&IIpQr%5uOJ1e+|DTzob{T!4Z+$~Mm6zZ-9}+ebu9EYc
zPphjZ6a?=P6oA1<?Uz{<+Y(?Qf{Ch`>$m=~#9V=YKoIzZES=+ENzH0ZG;Xb4rM~Sr
z%{rKP!aPb`%a!1Hj;kAF@nJO%@r2W@FJ!i#+b2uz==?i;ss)D`kFW8jtEG8w$!rLx
z<*d-2{XqI@oYc_+q`raSl|njSXsxr0xzuu9ELa5R&IkRv&j;y2?9IeGC0-4q*EL_g
zex!mcxN!Vz>)>lHx6Nbe@X?3g?_MK0%2dwdad3wyiErKL(2VV^)}6s$9lUNsCdmjy
zG9LBkp+6!?DZg9~hs9pN>i$xlC$S+r!8^<N(atQluv}#}6Zu5#L2r{rk&>vE#p=@)
zJsv|FG+h~-TYUzmQ8f57<_c9O`n7n;)G}PR*xo}hOt+Z6^6`N*Nd$aJ8iUVSD+g#@
zR3ivdQ7C>e3?RBgP{gB0Ui*I!uMV{E<AThRxy64HY+=VEjAeWCu4rNVl@fkl;q9Rh
z(h-m^%>f;D8MDQuSF`+fznY^&lgD`};^+Piv0w}b0yk*Y_J^i`I<*z__0M~(YTj(Q
zJ308~DR{CdIXPNbLJ*?F=PlphN%@~hRFragr_+r<bW!A0W>&ISfjB%0%bBw~{#E!7
zs3A=0o)F>7M#}dj;zXPJGR5G)xB#_MigttD3Nkg4Oz|%Tni>U!&bCk%g{5yoRqJ(~
zi1YPhll1Og1@mi31U;l;7G-b-sRgRrd{H`L6M%x^Q09;1A|=9c#Te7u+qN^L7tXqz
zYn^Ku;VyD)7d$*)S#X))pQBM{#ESoWc1NA&r!q;sLSFJ5-?7y{?!P6&qixq-*p8`}
z;kscT`5U@002iF10ut}NRnKKV5dN;}auQ9VIQA+SBO@5sst#SSQse(s1vRWw*qm54
zo`#|oq3A6rnytiE8p2EKpi^d;x)ONT2E?R1WZI4`f|Nx=K|XdfP5jgc+_&zn*<z~&
zBs4{yUA~KMi~}>y-e{u#4WP_B9uVP_dkw9`bxTHHbmdjagx<SixfiGz`CmTO(%@t*
z`n_DEiyGaAwdM0sPv3vza`x|={G?qH`#C?YiX1yWo+Dv=V2^XUVr+zynLW_kv^(XJ
z$pR`$|DfO@j_)7uFY13WZSRP-OMhwp#zf*kyqVZzY#5i7!}WJ!l$eRwsN~Ln;;T*_
z)BgNQJ(gf@!I+^P`abC1{~Ed2@v*y}eW*A}eIHlRt@X{l_J8pSKwqZug%BMw1lAY)
zP)FjynA}^rfh!4l2t}hrUoV(bqMQ&%#hD>$zR@^*$f~R-t$h>TOZ!BZ{t`bYasEcO
zc976~4*Q8WAG%^@K49F1uavL$)%p2VMk5!6W-*@{C9(m@WU}?oJ)y8Loa~-}zHkqI
zjU|X9hc+SC_{>GClPpImxbvHBxqWitt#5@D#}C?HfizGg(5#%5*8hZwn~LlPXa}V$
zKNTK#bOv^a4+Ck!w?CI*w1I_}%;c?LOik>8sopVx_uJ|O5Uc~w(*;9)JjuS5vAQ@<
z!>>LKMQ3%mVVK`3%fy{_-9WQuDPYq&EgT0yQs4~f$@q#?QD(*1EKcB0RdPlLR%+~u
zrka2IX45RYcz>>YD|sSfo&D7xdu$H3)-;+)DB4|~9Ks)FErXZQV7TxJFdxQT|BE!(
zQ2wNy_Phjr@xIx0z|x@^bg!wu{7dJv#%Mrxy|5s>Zcgh6S1-QD&Xd(IgKsY9#<VWJ
z1<d+I**o8YD%HGC+K8=e_Cwt8dMs(B(YtVCf_gq)siVC$-jfax3lgAI;${KiH}iB>
zbdKYrjYRjx6-{3`Qw|y3LBXcx<U!Qi88gbiFyXLC&2^R)VU*<k>|#p{`z!JR)I4z2
zCd`_f(*q>xlOt$LQ~XFHNR=|b=LTg>2dY)SGVpT;sS~fg&Qyl0kZe%|KBJq72-;go
zCvt`Fl!g51ZQJotohSTzPx_=UaV9V2vJ4jSK_tHv>-pFF0&SDU35z>f4VI@_`T6Hj
z_HS4q{N~v(m+sftFZ<J^XD;mI@~Ccrm<w*h)+XP#dkLoX{BE!{>sD}9r_2j>8Mr$N
zDWTOZ3Xnt?1>eO+08Hg$sFYfKzaU*2JKWhCPLyE3M?#^XwDkRF`VqgSP{KDSf!EQ0
zi331<&8yqnU9N1vy(n0MC?7sMP3;l?e~~o&0E;5WGFMp0jco=+F&QV^Ru1C~66O8^
z!_p7f?V!Zt=O!}-@5xq}dn`+g-e3dki9GH=2f1!OsE8R+&6KD<#}N1lp6s_L?K6i+
z%SBvcQ6W2sn{FG!>yq`;0`>!uu@Xin0TJ&_r`mTRKDB7B>H_;^ACoPD_^+WSHy!w0
zJwHDq-v;Szp`qsQ+MfZi3Cy^By&9;C;9SKmA+0~9AfK{FHj&m2F@?Cgmr7f*>v{<g
z6fs;jgret+H}Is@yXJqLeBUov^8M)EdJh<fQg=IxwY3U1??;5u!5dhcG7O??4&o-)
zs2~+=F~uXC$7`Z=X*_Vz88O?Ks!xq8efWEcrznmbJuvDJME{s#Jq0;Qv0j>GlfOao
zgAuq-FK;jO-)>uibKMK`T!stgCa?2sHHI$psPLapNUzqKsz!<TA8wm&@iM{2oCbYV
z55W82$Il8Jes$&*2XIMjdgww%TFj{|4o>nL+6Uv3WQ{Eg9#cGvPw5f%CVBK}(%@?D
zhK7^PdMI@jS&yDK$)CcfQaXoM!J_sXd99XuSE=7kx48;vYZ7sPy!XBYUt?j+Kw2h5
zaO#uju(|NCi3C{o5aHt*AzkjRZ}`0guo7HPgokHNk!TXs49?l$?k633|HK6HjYFod
z*)RMduzMYE<%Kwk-lsS_mt(t}$T$@##XW~zgaHEod1&)yt)}V@1axQr%fA8nO>=Xs
zO+tt0K!3ozBM~!Fti98qry(^f*D6fKu7T2#_vD0}XZ;HjCaD*T>hylDNdFq^`s2q2
zCnLiJBH;FfQlg%o{&4-qA{3B+<4Q^X*J#3=En-jxxe;Y`{qzCHDVrIc?p+)Y_ebwm
zCSE>7R$TxGAhFw{80vw5&~R_mxG(c`R|OQ!X&H7K5OlacLk*_gF_%mP;CHELnaMb_
zV1W+l6{o;U?&BQYO^#LE-{<hT^v+>Ua0fRz_a=b&_yVb6F)qwhLQG+DOl;4(n<FMt
z+xgpg0K7=5kIYUsLU|3z_F~PWS7c^cx9F*?kl`aDMEgi|xM@5e9Y34XG0(u<-9OPQ
z1Lba7Q5@Uvox0YLY7kdKH_knVVFEhS!cQuQQz*jcj;`kQf9#Y7_|Uqne#@z!ML^mo
z5m4t&E~(>FX(h^}*zXd;SaD{52W=;?z2}C2GF{JO=;UF(lgJa0sTAUC+83Yom5akn
z=59z1>8nZ!LtzZbDsj_T_O!$uqtaBOm!T`42U$p;+H>08$y<3k(R+@C5T*XFYyZ{F
zkQ~Q5_9Avv8|BDa-x>b7X}V!<rpC?79jAShrj69Ua%fU+tuvZ2jXuk7!tiYwNmbZ2
z!nHD|j&IB)yQI#gq;BU+ova?r%u`1h%uEM*fpA=H$dcm+Jf77W0Mmn)bMTdBe}NH5
z?XR%ZB%3>KCsDgzHdc(|?~{s4FLB&$a5!1nm5@kheCymc{4solQ)T$>;=Occ%Fi+c
z8{-KWKg=JI+*7tdS<^7r&`hVQNdW`LN?@cV)hLSr6RL^x#|bow^om)W1+GpjbL#;d
zSobq!9~5toHHAyT;3(~7kZoU2q)YRLCGM?$MAkdsc1iYygv%{>E~1VbaV$x-aF>-P
zqVPI1bKb|!`=le%OsJ*Nd{S7yhap$<3~RsJQ0W6T^PRz-{e)mS3tXu}qIj~en?Y$E
z9N*g~RzTZItU$f7bJ({C?yC=LQ{b-SDEQoL#R0_c&tL$b2;lKk-pB&EL5g)H{d%x}
zQ(XY^)K{e$OPu2!!GkF1aT`eJZ^5R$wC3|s+$kPEA1w_Q8Ra+y14s&n_!GnwQaG~G
zq=N@$L(|<_*CJK72SSQO0|z7E1+=<036@j`;sSyLQzfD6Zmk_?NuItNIh<M6ci8U(
z>g%BkUp0(AEfWahmkg=4P_Nhu(=mv`2OQIJj!IC006}C1(}CC}9CiUVqVTaE*h`sG
zN1ymf_#`u9)7%>@#OeZz*{+bq*~9K{7t|ZE#`70}q4z>2LnlGWTMk&47qB>M_#Jb6
z@59(u@{Gh$OMe0-vhS5a#<OF;eQz<wZM@MQr81#d2%{xCBo`%n=JIXp19lEwrVjS(
z$>iANhkNsG(uY1)0wS-#dT&PDTAK963}%)LTd;IU_(!U7_DX#&3kCUGj3ukp=^+_1
z!a+REwKn70YC2?UYnT!wn7mLqo*hikjfL9?*ee4Kp)>py8KgRJc!56aF7_$-Ee04$
zP`*L>v$8+adwO~{5B2r&K&rf^dp|GNsb~5VJhQ+YtE*ZD^;H#t@m3u_sGx>YtDeV|
zJikAa%q4Ly>6n3MPs!ZW0DmDL=`5PsZz=Fv9$aq>mK_cYm^aOOtzuLVJz@e&JhgN1
z0Dq9q(lcOWmQ%W8EEJ5Hh~uAjy`+g5ikPE(kyNeNlbskG4XIJ3Ipjr)j0OS5$^fpZ
z=Eh4!bxjK<GTs7Wh|mpNU_Z{?w009+)Rnc}-zRigW+EEgI&qOGxP4G)@QTDGbXAfb
zO-n<%9)5(v4N5)4#t4C7NqtsC@j>LTV|_JF^Xy(VEVAO^Z-|a`OSRA=PHjnl3jr5T
zTr-0+N8(LK=B=7?jmrMKr2`dk5z@L*33QV-B|DbJA1PmQ3mm-9FxBE2E=y9;bT0g4
z@FxtA%p{yF8(0|DRpN#yhM#iaGXMJm$Rm{lcR&@c82j8LrH_@Hs&CMMm~xtBKYDLi
zOTBYE|7L~WZ(Vu22S4sbT=Y~`hk8{UN2(DQ5`@%*^26xT0+^xrs5BgriqW5@T_j)Z
zY1a9bcs>HOjiV5Vvh<?9<E;iCJBJBD%8}T?gEw}`_~`<7K}psk_grLY-l`<Sd;L>}
zX~D2ng0vTq&Vf}>Ms5A=E~RFd%=OqL7+tL*>OXVGk&dO@Z4~574Y`=LZfY!A`cptD
zP^KXKx+9d#dt58|(-id?7o11&?FiF*jnbH-&esvv+adZ1h_a;sIacxBS&m@s2@do2
z<=V15NJ+k2wz?;%qp;w|V8Z;ZaydZ{m~`XBri+@nyPwJghQv`#<WVPj4q+H&eFbfg
zZjHyTE%BDE{0LHk7hA5xq^CkZkOB(&MX-KPsG(dQ#*(-@(G%M(Sc7iI5d-a}(6szO
zf#xsrVCfAYl_vYEw<4xT#eRLih^#zD=@+%7DNp?n15tE^K|1f-&dSbz>Bm^$3z7R$
z2HdhG9$&0QRa@D?$dk2jYqoAT6Qa3PA^Tv?PR4HGQ(sLRnFJ{0>`R#Yy0I$9x%%Uf
z;80MK^N+riqx9`U%#c4^tKY_wHuxw*hmI+ZuICDAaBsz{%Q*Dw#z^HfhpKZ*a+C_r
z<h7xfqU39Vc>rg;*FjHXBJY(ttn9R`{|dkB0<3*Zl$tecqI5x00t~2h(5^|VDp=lW
z2FaBs{QW~#{uDn|I3<~j$`wRNxv+93<a$&7IwO^D;>km;-CM`|l&}B+0iv(<;`p~*
zuewZGHCsrxBF**DIDPvCxMN!a>)OZ-sJRm@qWJ9oe)B_50fC|qH;o`vB3{Qxd$yp|
zF(gCUh?Y~^g^lX25M3J1ByLJ0n-R~K{2#+gUnq*AZ*UxC>Ub-`P(NyhmxNyOtB@V_
z&z_u>1k0gP4M4YMsuRb%50a<fcW~j&#c-D4DuvuG`A*PKM=Q1lE~c`FlPVZw)i<-{
z{F+e*>#Tx>A?N3@xUY-=C|3Gk!<Q^isywMrxfP2G+kYa^6x<X*!VQG%fQ1Q6t^wIH
zM%WfO>1+yhldMdnS~!3vwy%B&dE+Qe_2?PM=7UMQ0n2m)-$IgJsA|HA2!r61hyWF;
zWF(~?th*qm9R$WT;LqqS;)mx*np`Rq#9))7s@<f)kI-P?^4x{P0EQa<X29`~@#i9#
zLL8eEM_w^>P8xx4NjRD=+}VqCRhM`bd>)H>lGc6?VMYwSIVUJe<?v=4zJEs9p_U_d
zW>6}{9>IZxtIcwR=!l9=C8$wzKKf40_WIW|e0)|jp+SP4*Hhad)O<#lt2dTmk6zcz
z9#rlK6{?ndG@m1N)o+zMbdUa}F-&6H{{Ul7y8k81DjW=p2o&RwvTe}ewEp&yXv8U!
z$Agli{PV~THI=9aHP`-JD19(=O7uYw2N3`L^KqkI)6p4tQ`4|WZEKHlJQy5Y-sYI^
z5mSKpFH;Q6c%C#PzP!qt71EEFg*T``Qtb&wh~10510N0WU-n-OApolsd{bI<^$vy`
zvh_M|L>jpU9-W1kF?(wYK{yB`HQTrx0xp6`PXGN3E2?5~K)?4iYDxA(ovkIn?C#~1
zPvpw*NKD+HB8QTneM9&Q(V=O(LhY|^7xCxbgYwSiuQBGoyzD>jpxt`j4V)J~#}(T8
z>jPi#Gs#Amd~A%DwbJ9?uU28dj9iH+U#?EuBNP}0e-sC`iC^2bA5?6&DjH?D(9ez9
z>L9c-1H1e`J!tN{XEOrWI(k&iJZF~mOPMvl#I;APPq@3h1&uTc0csQjPU-jkg=gab
zf#O27^&VCvfdA=A2W6yK9FOLy{IsP>Ue+~l)|_O7=?7#*Qp*NJhFeV%b+B6PH4oOr
zyYmbqie>vDCG@(FgCA|g)EAM~HAxB)pY=s;Fpy{_f_-9AZ^U5?`3j?rktu`wy(=M!
zPzmD?xJ&`r{!7NWAyx(?9ZXI1exl4oJprWkx$&o+zi(12{tfOnUC$6)Bm~Jr8#OM<
zwewgmMHT#Dh!X>S){G#<H$JWrm7|0D?^QD^zQl=x$2bel-v%ZC2yCP1`W<jAG0hr5
z(BoEe@IgIs_Bas}jH!B`pF4tDH~haInEr+>5LoUs5>3sp2(dVFABBS`mSdF%gsme5
ztyf;GEKS&HjR;SM%`j`cxU3v-1pVdZhmf6Rd;B#BAA!B|RB|%0`Te>Wq;9wUU)(We
zK}@n$Zr5oNsr<oUId;}FaXyg2i+Sp8Ba$wgql^jNk2=LeDjrPj0JP%Z&CJYuz@cRR
zNV_{^S|V_tL^qQN(NK+TCr2%qdaBT@cBR|fxE=Q@-tXqjCigKdiq|Qm4V0@fNzM1!
zUlKry>K2L<4&|_iU}c)sB{_mZgl9i9#c(ZsFcBI(OfkOWAJR{KeLXF?l)f*ySc07V
zEzQ*NA@THckmebQWd;iU0#yeg#01TGAnBb8*2mx5@ylI8CQfjf6+CEszIf!8NePU(
zuF5i@HbGk42-YPC7m1L38U)drXkyr9Pxi)Fw6?kPiemc%r>zko?1GA=0oUe5VzxfL
ztrT`iNEs-#%I)8l3A;^`y;C;ANjZ;nMeRF{y}ap&u|9snX=K9cLGuJd!MYu@B3V8`
zX1wIz+YV;ndaVeBR_A4Oam9B$cDor`@I$HU90gwqH%#*P&gUm6+~wq?P*DGmCx=!?
zp8GxpC*gnp$^IdKBy#-xIfn8Wn>g$p*4_V<S&g4R$&2!e_6nyUR99<D>aS}%zpnCG
z@@P83!d}0AvxX-wB_&nU;&VCgY5?mDK+%!>A5Y&MPvsl_{~Yt!Cq*_#WoBh>4xuB`
zF(V_g_sR+f$4FLLMOGYpWtC)Bglv+L5t$j;+wb=Ie!suZAH6;=>3Qzwy07bckNbX}
zTkV>z`L-Pq4n9yUMS<LkZneXFxzSMs9pJg}W)a%*ge}MVUV-$X?fm9!A9(wx>iEQY
zcP+2=b=)^P3r~J9N~#QZ`WBgsqx;-C1m!Ci_y{(+glY@alXWnKGKX-SLv{~tH`~FR
zy{Y#IUr}Tj<MLD1!M7<U>BO$rm*=NB8$%BX+iiqh=!FQ3Z0|)dkz|~`ag5w#oCvg#
zd>t*XJI(z?0*><9>ESuvrp2;jgz#CRh%r(~GiOLLC2KMx-mPrBHBdZqwZDjv=`bn`
zf-jpB3EZr89C_$Yg#5W!Q~>QM3D4fjiEXtIli8&k*GBm=mk}XxkS~11@i#+^iS|Q}
z$vG$#_LQo%Cgt~d2b;i=B$0W3@O-PeY|YJS5C@6k3d}=~hlUU<$NUp!NEt2+6&n5t
zYk2htk}!O6G|zzB{vic#rNS)j5Nns&BJD;VF54+Ki8^wqa*6)`8!M2yu_Na-Q5uIP
z<)`Q71Rpx4B3nNME)7rh7uhNm(2r@}l_$4waKP||CuBZq%ym47S&IgNn2t>FEMdet
z((dNilI7&CnKBu_$R=>_ba#L@pjR*bc}-)PL&wRNcKl-fN*k~P2qI@67WF`!M23Hg
zyhu4eA@tYHzND+7jE*l&9hPy%4!7Brus{K*wR^mBqvk%^Q0d^37J*wV;^iH9Cy^Uf
zixK=qZfPCs+!Ie4?3ucC6%}r96uM5AWtQ!4lTvOgxQmHoZl)&7de;~T#z@Fv7jIs(
z@t#E~M$T>yf?tYmF5tqm*_GZIOI#8p73SW>_+P?Sa2!<O!;-HSM<K8Y#2HP6(QF;C
znu@tsFa&2<vzyi4Q-&7$)VeNIy0#V+RjkojMb`p{kC1|6>~jYS-```#dr{&B1$YrG
z1r!`7M)GRBtRqrGR>DlGks0W(q(i5H*P5ICdrrR9XPQC1qzR$ZHYV*f*v%G2>KShM
zLg`b8CSQO-th0KTl3EgND4v!gASkU(mNT_1S#+l;bWUcI1G<KNB*?hSh*HuWQDzJk
zUVP9Y5}^F8dH)*jVZh$IVN0kdd#Hij<SL~4v4*TjVRD-aC&qEJgAGJdkBK%4LN7}u
z4My_f-z5!7Bn>`F8l;L9mnO+YKK6XLXn)ouv=Ck2fhs+Ddw;ULk?G3u?qybdgA*$S
zGVd`DZnNzjxsu*^sIuZupDapch685mf*lgtRF(qb%1bTkV2sQ;x-_K16HR`cUPrmH
z?r$1MkWdaGRz-a0W{9@w)z&f^Y)1cbBJ2vPAZTD}iWS8X(k(Yha!rpCRrs?Rl6)x)
z4p33cy+1ww(Go(Vi%b%UkzXjVAs7eeZ}SW>N8nzPg<4owpUi|aa68*JTPGoVl|htZ
zqF@ARSCGtmizUL5zx<Ipa5m`7aX+L)QD&F$_{tVk-@Ktpfz*wUKR)L1T9JTWuE|eD
zYM<+e#ku=z2^Ui<xh)V8U0$9tj$<atn7VJaA^>Hf3fN%Tq&VEibt%%;$hDeNPjx-+
z?}pC3*1`-i{<`K`6P8e9$ygA)rOiLC$6`4B!@N|*hxreG$kUx?7GID0fU=Z%d%TeG
zcJ_CwKw_MF!gt%^F-3+@iBd+Q?a^@(EsX-U1TOmE^YHQ2?pVeLzv2o^56NV9`=C0N
zD4k!=n8~~u>52rQ*4N|e2`j@nZW4~<1hZG*cid&?B6Jp_OUzA7prTqCF3_yRXhGjt
zkKD8<iH?PehaU?wNQQy2WFl4+gS<DlMqK52<O!fz(Yg+0ctYz9rh`%^7qc7Yd0@;J
zL8V41wS^&y*-y+JFva+gA^)K8c8ZUaC!cgml1XPMa#S%=ILqJhDh0Mo_J&?78jy7V
z@^0-?AWJA?t;9|Q2ahbPrfY~>@b_}H5+5Q|qcN$+(vEel+<!wO2SZC!`F6#O?&@0L
z3MKM77Eu+0@CZj(a^dnWqt4Xf19}7d6etY|<QEP2;d8{67i-+ea|Ej7K-MhlP}GHH
z?+Q}|p|6xUueT)MLcc!^1gjKrZp}vD&jvjPi4Ze4C(t33f@fPfU>v-KxWsdHBVi1B
zE$((MwNJvbAFNW&FoNE<U)>VMSEK;7GG-`T4z;O~*a=Da@zp!Va%m@d!qtr}&VnfC
zyS}n`AR{HoT)xiqEdv|9^J`<2N_hV`ab@_wNF7K99_rdTjrfk}BUn;~FRSs2|2%f!
zIH)8dJb+Nzd6BT2+&H59=*1ti{oVJ+VD$qInzvlYXb3g5wa@}}!RwHPDQHKh9CmfS
zlZ8?`pszpVA)4)F#*(!-Lf{}gv@_+}s3;e~i)RTe1)RSl?>9QaR0>iEqez9TsRJHl
z>uQ#ijq>F!!?D^~`uoz$&izHKt#DQyeFVV;VyUk1*RT?9G9Vu#@in1`Q3%fPgbzCv
z{xPzbl^C$xJorCNs<?zx#8Z>}Sv9s2L*%E!xa=gCs`q6aI45G^bVOA&#&}{rC0GYN
zI&9SxlmGcM#3dEDM<W@OL8zQfij5znr~Ei$(`<-@I|UQ^iiz{qy7T!h4P&6oLK=CM
z;3zd7tFr)Kf|hY(A`U4}aujM}Ze-^f4xyuC&H@GstJE+j33Kl*s_@&n24|{V!zJ|M
z5cQ`O{6wO<%n<tztH~*-3o7-rH>W|ykLYSU=fWO((EeokM2bYN%y~--BUSIfUyM3`
zjLFB!CzEJ_uoBH^&^;m%CRe(N3n<16j)Szf`G8zHEf^q@2$_XW&R^cyEyx>mWpbZv
zU{+?9Aor$$inN476IOE1q(U#rVC}~lDBGR0o9He{pm<t`Xj)(p9zsKZN&Bz1aH5xw
ziq#8grJ-y1nl@$${4mLE>qIExw<g@4q}6tvM$+m8mh-_URfc6h81X|#4PLJb_lrev
z7ImC3zK_g-BxD2QdJ5R=Km7Z>X#jesw9DSHB6JJB|9xF8bEq2HEJ6EC@z9ER+N~{9
zS+INgTe0rTMx=#Z^3QoRI)<#V&mI!pC;Q)+T}c`o!zFBR;JVaNZaWGTGmdC`txn;R
z-&e3;!xJfb*<Jk_GLH}{JGCl2HNvLf5=p{bMqa<Fq#+Pz8=^BX8*psY!=dNrds#^m
z^^F5<pHY=|^~x3B5xipVY}7N~gUc`O-F@;V;9mWH;PYtp9nx&rX5X7*lc($crYU)X
z1CTE@bV7Hw;k?w`TAiKk{<K?uRG#G;iN6k3u}CMyh5ds-)~~CzD%W0~bkIs~{uz|X
z6dKSC@c8udSoNyGyR5<`@_)3?0?E%kL)7If!k3EVADDGE$`a&N7SDnArPTua9cpX4
z){I<psGz@XuT5aFh{5NWBNNuh6LzBMJXbhU2(>919X^x#IK*O4?{`GMO|d0QZligv
z4tgKP@O$u6C}N9|sCsO!&@_|B)*<mNc0gmP$KQ+QZ``vo?i7km?vchy^Jx+m*bl{#
z9BWNQ>$=q-GtBJkiNTT^O-qMg-;1+GVxp;1C9>5mXoz?Siq{;e>}cHg$QVp0XT}c$
z_IHx}s{-EAN0AG*vWQ-ZI6G%G9u0Ih>v=@BMy-?1_9Yh9`jA|=gG`CADNCYap^~Ki
zGn0pTSUY$>mr^nztwBu3uEa|f6$-@=3bUaE)JHA9kDz#eX~7w(lr<(?T<c&51gNvp
zM^H2e+!bpv?h#3#^y}IemrZ)29B0IeU`-LT+e0;0#%j;+MsaTV%0;TD^V@U(s&}vY
znC5(*#Uq;g2k+GndS{6*jutja9e=$8jT7j$>f#WF&EL?U4mzG+D)K9Oo|0i~psMu!
zQRXA|z^U!+X4B(Nn!vo5r?o3Lp+5HLdx}1Kd3IsU_~J8tp1tq7&qb+8=;9}h_1nhD
zeFINhIL#(3#aCX}7<hP}bH>NsyUFkO_}A@G=S*g{^t<@Xt6j9VXPB&atWnjv(+fMx
z0WtfZ4pe%8NFvE~x3BEC5whP!5Fu?LBIPwcEPj_U9`i8{Q3XR~hjC*)lLnno-;^N(
z_}6sS{AXw`odDqwn#mDFsk|XaUespEYFw?p`z<EY#s||hEevG_CbSAx4Oc^)sge;o
zQ4-7DrJA+I&UpBjKLx4xa277j39en{Wg`xbVj=9^@;``MwuavoG0(l6<Lq1QJ2#In
zlMjV`_b&bj{XO5%fbXvzO6vD-fBH9L>UVEx*g0p&kk**rZKpZ}im<C4=XMmyBvGpL
z?P5Q!5#KE%FZp-xPJ0MXnL)s(K?&XaS6@Xd{BWqfvCC>Er8ee-!5CoD10ulp)|t}%
zDV%W$5(qJed#G<))bRV6>^f)~iN~0|G<-(}c##VA_@_%irUW5!o(~)F>u(SZk+@ah
z=?auhOf*}K9G7X=;u4hZrBQkSFzyZj5u%oY+3T_gOuHh`tAsiWof{z+Y>{N<#&HKR
z;6}B92YV!&?2v{Qx)HKK1E7I$EWtE{Zh42kQ&Yi=LI;-R#iPH|ZpnCaU=_1<kM+{8
zY88^E>GV9Y<$?}MLqugsX6{3DJ-=jX8L$L0fuD&apxV-Y@Dd7xWVp=jcv_Sk9C?`x
z8LTAy=q_xN85hY2tIWwENKdzlhHi#%sP_1b?}%gJsBdnmruoYK-;&iUXi?X32@EKW
z!tS5Rv_zLtQt%h=pvu}=egIt&gl?}S5}}xw8}?!`kA<{NgbOR917AW!sD6@)@*d^i
zFX!OU#&F)S+~OYi(+OGt+(p34ffz???2h1kVMq`K>wjgh3Pd~V+vlGjBZ8bE7OXa_
znX`~`p+5qpqod+B@8EfZ4K>ewft3Tp#zSiGLxMJwQgYPmtVLKUK8c<dWh~MD7>;Dy
zdnc(<=$0LkP|XW#aY7e)zJ5&%vB4_S5HGRJbeBj7eV=1i{*Ka8<{)-l;E&F!o49fF
z%7vu~Fpid{_B{kHBqCYFa?*(e#z3cF6(EKqXJTky`!y7%`D>=!^P$HZ2GlK6=)m=Y
zuo!dNjw@{zd38Jy=%a~5-2O#@a!8wXzm!7^eNZbd?e{_y(@hd0?Fz49FOTe`5F9Wn
z(LnYiJIv%3{9Z>9uUWkPt4$}C(dJ?|6@g^35F=Z$WMd^oUOTXJ5c(2$Sy;t4ESMlv
z;tSOJT{;1Cl<29Bwud3FUuv0vG9zXdpTJtGlLi4>oAQUB`RZ~UNHKD#mTD7hzIJSq
zQX6V@NxLbi(AYw*{4JH>pz;0EE4EPVdfX+%-D$tVbl&o=yi%*3+YLgR*CRO&?$Z-8
z5M>0>;QaHGF@uxDF%j8+6i8;jI^!qIWNIaGM{k-{G;(w^Ui*p>QQ27~P-Pq`K=+~b
zumnz?t1ZW|VhR^?BeB9+!;0OEXarnP0Q(rdyb&wSh%RD8W!8-E^{Ia4Bh%m23`=)2
zMlYividEs;YD15th_seC;Wi&RrSImd5@o3ry#Mf|E?vsJF8D-PoOeVg(rOn<cvz%g
zuopo0^WZ5qEB-|Sfi!+!rNHL^^W@8~6mj!H17TWJ8jC1)MeOey^agM&ScXhtn#c&`
zyR;KaSNd*1q2m-<P%da5)R+S+E$z+)KTyp09R-vICH5KOuJRllX^&vDS?9Y9iX`z^
zv$yXdl|}LCcA@B20SNwDoEhT#Uu#5H<w!J0UTQ2bD)bS2UJk)<RJRUv3j0PI)Bbz;
ztf?Y+=P&W%Olln1Z@nkw0}q7$3RD<m>k`V;!ettJw5InyJd)|bX|ob#oTa4)(V#S3
zen~CuOt@b&MO?&Bf0!2$g7J^Q9MR(RnB!4yRY6oO@d&i~4O-O78$iknDFAWCI3)5F
z>7U{omrrYm!<r&Fcvwp;B_mVTx`*@hd~TE#za_+4^%qSj6`Zl6RR7r`o^o45XA)tQ
zr=~?qGgaoY@cgreXSOh@2DXQ|g!lp0HFvAiW|e+}k5+K3bL=fylCahf-9@fz_xbT&
zm+@W*tT0reasUgy)FO`hrj7dM87rwpGDkAZwd};ZL`#TdAD@P7#wF|N#zC=<6Zk@?
zw+s6#zEY8j6N}JC72#@j5@Ax5VC$2_vyCoo2>GP!4dHE8tx7HCjE{6!&ZV8+ksEQj
zE1YYv{$*BP&nKTV`tx<WAz$T!isy)nbI;C=nch51#rRX9_~H(62~!}us7U)Sw{%dk
zX0^J7ORC;ob`}<+S!jCS{!Fk@Bx%C7+K|qHCMPX|Kkk!LIwlcw?*5Ab=p_avV1lez
zgO98nudmcjBM&@{VKw2}!9TQ`PZ3)r>#>?~Lj*jfs~^*(bdjntGM<zuBA>5zrpWL}
z&+B$flaBL8&_V5h%{MS8AL-q}8hv8C*VPOE;9K9K<4T{!Flig(y5I0qHZF}i%0GMF
zP~{~VZ*nZhC{eLH>dNBfz4-Go%WwA3)O%8XsSSSOmf9L4)>gsvV#H4fsXifmd@eiV
zLXPS$s)gEsBapu@MV2E`$zKLdO5Kx@Cr%*E7$3z?>p&(<u5T#;yYv|<M5Pm=i!w1s
zojnZc|26>F#3fEdor{}r{MbAlRW1l-l{r;G5Mdv=Jn@5}%EqU46EXZZg5oseo=422
z`w@j^<%^o?NlcKzLnI-cU-B8`*%_vrCB5(0wI35;>5`4Z9pEp~Yjj}<mJ{mMPfpW@
z0t5)^j3!Km4#*RW4~zM5XUg`THk<oC)Dm5Kk<Mk%BF0*#kxu5+d$H-lOM*-9V~cB@
z;$a8vO{cFx0mTm0Dd=ufSR-iBSs^p&e^Nl+k}JD8K5w{Zw;Eo2O|Cjem-Iu8G$~T*
zfHkxm7Z$*gcggaCXbL<+G0(+?8aJvv5odD4)$tJ|n5pb{B0}l3a~*PWWwG+$`_nS;
z&a^esTvIk)K}Ngtn(r<PC2>6nv7ltM*{^r-KlP>k%O%Bs-B^;tE=?wH$WU;MFK_F>
zxvVc9XPB0&Mr8eFRJ|>CE{t*5HLD?X6PutRDJZ>eJ&9<U0>Y&%N%N+lbU78aI_~X1
zfY<>rH}I7E?Ke7j1O3ud_4?l==R66Y-dAxe7b@xKO5-zyP9F5^Sry)_xx+{I@+#33
z=hCo4z{@G>59udoz=WEkZ^22lv#J1e(YSjXW>ZW+?Cxm%Tr+N)Xj1@(CgX&6g4c#b
z5x$ftUQt^c0$&QHJ{X=PxzU-`>nJpB!S?EzAWB2U<9$Ej$g6PVL3ypv`E?@Zd4mBT
zA*?E#?xyw#%Ci$>EG0KE<u0L6WXNcTI(|4ZXE%#JY&Jy#rj~qEC_wJEXIp(amE|ho
z3<r)Wmmcba`F7>p@m$vA7|x&En9NK|N~4*fxP;G=*Tc}-x|VC|^r$1g=lM`%Am{O(
z@j5|WLq%Ur5ut?YO?5dI`S(FQ3q^N(hMthMBqGSw8|IM566Mirlxi989_a7C7pmsv
zCq_b1nsKYJoTo2HaTtU6JTAP!;?fj-%N-vZUC1$jp{u>)m4Gr7CpB`p>;<3?xwUH(
z^8-bANaKdCtu;DZHvm;26miT!L>f#O6_$|gdw)(V3GlWv*5Oe(<D!F)6fC$Z14^~I
zM~Rdx_BUJXnNpJLED}n{TttXM)_fo`akx`UY~cVp&kW72S+N)~F)fu+zq&1iWE-&`
zbD44CbdD?*b4JBtu3<|Z2$;cih21Bn`e$FF&C@`t6m(%Q^C41M)ZuiIJWiaOGfx_v
zRtd5%L!v}fCUq0aZ`woM;tl>-C^9H%LbstG624nLg7QdstN1KS%#4Z3gW@ZCWjVGN
zxh+0CE{BGL8hwi)Wk;YE8kUP;*=lQV*BD~PX_uXMbTac4l&pj6c=v)wN2(Z}20+}C
zX=>gpN|PGb8vxO>mtPE!bfdxIYnOZ|TXOr0ZXnQs`mx&Qx37JFei4%7;jaZ{2yCu|
z6$4fdDrcf1&n5~bnF}N7jcs+yw@t^q-ni77RraY$8Dt_m_QhU2`-sQQ{rvkmHVekk
z8RDeM%(3O^hLe{AHTH^3V9)Ih@1vUmp{72EV;5l=&=@wh%S}ot(B{DXgudq{-4Z38
zOHuM0J8irhUUgW<!wlKlo|8d&5Oo8;?w{yiV&jZ0PLk=1C}FY`$oGoO>8~W$vU0tv
z#4FUIM3=qwmEqv3t#%x{(QNpnsuPzO6Y|<lW3jm&o`@|=Aj$DqoyaRK)q8^MKRgP3
zA@w!u0+(!EMaUxMbVzk+XOZdAxX&$l9ob+B(gG-kU^7_KR_5Z0g|3+rjL0t&_?~#s
z^O5txxCFsiQF#(Vkct%B!hT(YMT$E26BsBtu7nm%iQjS2-+^sfh0|wzlm@Fg_t*g}
ztr_`<{(}CNsGQI31@=xQje!Xy$(`~WPf_kSsv(6?QCCoP+dRj6ow$Vcq(P=0eaZ;Y
z3+RULr-+_fqV<?0564(w@GM|wGdcQ2^}1=N@E^P@Bb_0ffn%3<U+w)0*A^g{dDI6!
z+z<zo`i$`dcWCd)Z9<v&K&x*Q6v>q>m`P_lj%6XCi3!G-kDFq+kKla_s-(7Y@Qty}
z*SZK4&<<kQGeoGlL$YSidf&o}v?Sx-!*V1ojnEF_<mcVk$_QE3obP(SKEN$jv|dqw
z_9y&z*wBumB~}9i`686~@LqHf0%f4YgZyGKoIC}!gW=LkGXeWHJ|^MjQ*Od01E^@v
zrsFjEWm=Mdr*{G$9F|~qb|)&~&7*TMc9}ruj{1qBqA5FT+?RT9kpjTINOI$bC9|<_
zEuR&eK~JQ?Zm9%`kk&$R5FA>_!#0Epdi!l;>b4F6N0B`R$pb(r<T&iSL&ggZA)?qc
zPdx4s^cHqyX4>?yC3zh&$@*XB;R-AIL6<p&l;F!G*^GST&aH^8k0K1-vusfC2Z<?u
znceJ0jZZ2GzLeOjSPCepeC{9=aE!~7QS_!5_4BfZtFxbcflErKbuq$c_szGLQlY79
zxIC1wv^DJKY)vDD(Mv70UyP6iKcrOPLNcQO?aTLu@1{HWv3+=<=Yu<)p64TPGQ2GY
zsq@8$Akad|Z=XCkPbZPt4TH==6Ew?ZzCaO51&gb`I1OlVRaE=}Z6+VCq!+9aqN2F5
zISAT}-n^s~7=-*n8mcz;t3B=doViMY;$V56Qo$5itF4DQwSEPYQ>J1vIeJzF#LEmi
z8as9^U26gVe+#1LM)u`c9}~$0nqBKTH|QsCkz3l4Em_0sHj^PSdrGyZxF%Zoi<w^>
zdG`;qa}t5o4B8^F!<l*Tt}x$jtpK)Hip;rjV2SP!;@QdGfkC3#L+nJ@UeP*50wsbL
zNSSbl0Y?tE1q9;W=qzFlIZsRIwZaC`A|L+?u6U8+R?`3WNjd2>Ap>p&ED_02qA-@^
zvy*>G6DTv9B<8>p0f0JP*PI?0QkA6TsuDGRcyg0h<P5(<yh%Z%)h7!ffaK!AChx6j
z0>85A>y17Jm-A0WadXp~whiFfK$Ej+w0#=TpZx?ifrLIX9mNoD3VI!Vyd8a!S#xzd
z8y<SN1YbZ>p|6NRp6lZir)0=xTGWxgEEIPC1q_4sffAGpB*XiD3X*IJKy)~!SFYfJ
zc{%b@VZfvDCf?-sS|Nffi^*Yc$BOQnM3bOu9CzVOPGevVuw?n`Th$AXnfh&$b*T*W
zlQ8=RR=;<G2R{nqfv$^tdBg;h?&ZBlst=aCL4$vLDwN@NA_NSX0B{&Xh0@7e=-?w1
zE1?p=eT5`zoXn?l{Kkf%XotTyHsxL5^>hP8R!BYJLdWb2Q&`yL^6p4YBN+!FFi7X~
zzE~euAlN=osyRnRAe<+OTUx>TT>uI(4p}?}z3}SVxz8&#NkhH^Gb)e{Jsfr!Y(7j@
z%AX4YO%Nl>{YPXd)pA)j;!Ul&yU)PI8QzB;kvso_Jyqis2$}iv7cGO$_V0`S=V}Gv
zl0-80H=X-nKcU&%7S`b6jxY{jQBckx1I}gA)h1qjPlY`N6N8WmH0>7q<p+lm^DPZm
zMXxy!ATeI&&adb$hQD$rFkC_!XB?|PtKa9&c&_cQ%#(gaw0CReE<8ja6_VQ+E+B<m
zq58sH_LM=JRcUU?U>2gG6(MLr>}i(|W%K8C*A-P0D0o8i9#|*`QO{{YO(;UN#bZ-f
zy@jND4z61EWpQaYCb@jiad2guw16uUd<J>L=e@E5j^4Nfm|7!yinf4*bzO{uvqYqF
zKNKIT?dn{5I1Q7+1WRo*yt2Qb3hPo10{_E`$d5ZJU~+fh%NxVt<HwBzNEuh}+@6>2
zlAi21)SO837Hj&%go37t@DeWff~~<(oVM9<`S&lkI@R|4xJ&s8iUHbl0`A!)zcg$K
zCvY~EB5U0r79j~qIGgWlPiOdVT8X^}YD`0QESM3+tSr#xH5{oRaU~A%k{H?XqYqMW
z`QmqL-HZhK`7S=5^{}DL)Dylxh)Pw+Kn_<6L?GrdvR*4Nd)m%PjcP_HU#UQGQcAbU
zx$ypIS`!cmn>1jRCqNT$ga3UvIUvcC)uYA}m-a|EZ{e7t)ZojCRnR8_3t@bc{1t{;
zu+Ddxc#|QZ?FTJnP$0lCpBDZ3Usa_%(B66__q`pcTMD=z-}>FREt@?QY&NH$#ZI-t
zS3~C1L3No|H1<MGv!WXlS22JW5AO5eGkEZP=%SaH@es_%SC}K$Ek?`XM8NqKA-}H$
zS8EL0uB5@t$t^N9*$E2t*u5Eo;MmPvkJrmS;g*=W?+10d6SM~9e+l|0T$t7<bBzD1
zgmvK+ff^BpSS3YBk^j-t&jcb+l>%5t+7=A_2t|d?B<`uOwr7$<i+L|&tozI~9Ai2q
zU}A;w{rN-8&`*xM6=?^_*Z*}0>fG{L^~lR8PRDf;D0}bi7Nwd#rLYaPX50-!b_Ht+
z!b!)msdvE-(*aaI1W&&r1vLt3Tz{HxbYf_weISvm?2I<5U%U#j!x%=55--f*_A-1q
zYC?EYSbv0wSjRRe7C{SH2okZsf#5+N>99}AyaHZB`>X-x;#f~81%oymp7q7R^;us+
zxS#RwsaqbRi*m}hZHK8Fl<4hv|H>4x?q4p)OrHYu%kWy3fRtR}#&wbovJx~Wwq>c@
zK^Wd@P1U!Hj#G1S%7ioi^82T3EdX?woh2@~%?JFjzFh!w8}qSN2;w&ll1>?cy$3s?
zLS9;`hJc&)QJRPs6-9!2Ibs2^D@C~kGPHQ0G!S?%7Xg}MaqJ}oCh3G4`O!rNtBp%I
zyP5qv|B_?1uPL!`Q{xh6(86WD>z`^14&9Q{j(Eg*#TzBUnzrsg-@5?|nhRj++O)RW
zo3qSN$bGRGC_8}i6)BRH31sqGarrLRbs?Aqy}=#{U9``1(rfs4A_U0{8G6|mtb9CH
zB${<#a(UHnMvNe{Ai@v7XmBJ(KIX@QMHBs`K?jP^%c%88j!FT1lD4<Qy|9EI^JI`C
zlhvabG^Ow#N;piZO~atK>iy!n$Cv^w>aqPLTxz((Goa-m-<uElGWPC2p}y)+%NCXp
zx8Q;bJ0j+UFYS!QieLH<gZ)7||8nvt<O#FL^s<r13PEz=%%}-FDD@4I1nGuy6w6Z<
z@vFq_&gVYwG><zFcN?r)aCPaoX&mo22xbarGxBP9PXP(Q{WW&=6R@nr`@9#yS{4V~
z-gcc3L7uIHS}xzXbu0Nzzjdc+q5fd@nS%3wQ}x;20hP{zeStBaeWb}-dkNJA)o|br
zP_KME;p38qXV{s0qj>s`Re~8N{7zN(zb-hk!x1d{UqCc(p%y1$vcsI}q7zfn2d?iK
zL>vT4T-bAck?-Vit~EcPOAR4NW)}|MzfH|Yapps~t95wM_hTBc`CK&_1PCqovJ$WS
zy4`i07ud=`KvWieZD2zmAQ_$ur6GvR4o!orjfi6^2tK4D-j-@Ap_G+F44se9Ovv;|
z_L?#any8_S&IgUCiNA$&p8}s8iQfAeM*Zo!8HFyJ#_YpB`+Q_#)H9<R&u_gOA<T;p
zRX&_wOCn7!Y`Xb$J?{!J@u11a%Jdku>jO(!3U_%Lz;+>$xpGv=2>nRDd0Dswdb#Y|
z@}45Rm1r7)GQ%OF5ERJ%7C=Lko-w0L^vC|i?gfeGls=+V&-$qPVr8{|-~3KrOD50D
znvNr}?8t?Wb#}vhTPKd3oRc;^`aR&q&_hD_XcNJw*pAP$G=$oVY2DIfC_kMS3`g&p
zn+S4lb(n_VDCI7E*t0HlQAWoc;y(74X<!^KsBd;~nw7OZ8)l;5x<mvf?us&E3Q{uo
zszVMhl67d)`OFZf;H_-hads{v@o=*8esFOkU5k=)r=l%V-y4Q4vp4y}-&ghtY8kQ+
zm*b^>_Wt9<x#IEJc0#goqghly&g69ecKW3a*ei&0TuDAn>%$F-`mY*-8)l?Pr3=Jh
zI7g)=^^-tJgWk9VDg-9bmq1FLw}%VILS#Yg2E%@q)9WNc!(R|?!YT{sBfH%sBQh)?
zV(*?20~5N%=46nJN)V$&0y2mPi!&CK>K$t^nO-BDO*8Km{S$~Eari|-JO6si81~aR
zs61RIR|UduF8uLX6R&)5(D3BHTrGUT^`O1WY;;Eo?-g%q;YgBw4f`tzLx>lnc#<V5
z*)UD0++&n}6def>T|%|JVJ1V8!<V^?V%ysbntT3kb3+?~Z$*a_88C0^q-iBx(EytT
zw?yef7e<shp<wun<Yw`O$ADS^xyL7VC#Q!I6$Njh1?vEZ+UZRs2xYi?S-&t<sG3XT
z5Cbi6ZIRc9@fFvOygq6kS0ldX-u$ILH#Gf9`Yi(Tk2>QUNEl>Q@=J?H?kSYpKYaKC
zZ0Jal4rF_D?nB|_uW6-S*O{%`?f$v%;y~U1g6o%r_zeTDN0ojm$3bK)K>}m}R*a=#
zs{~LyWTXYZ(-IpE4}*QW&D*#%EXmMf4>iDcJj5{QU=G|<(iue@Lfl19)t5T7eW66n
ze7>0>Aeqp7s-Ke<GJZbz9QjaE>4P8>G=><g(-V(i3N_EgY74YcQT=Lf&-A>EBK&XL
zn(*0(7;g?0ma)Yg!FP!W1t*Xqvf#k)a4*Is4HBR<IB`yg_f$4L8=#p7=;bOI7SHQA
zG^N$rd0#|AwvQnHqmiW=LN@}Xt5ng-N}?IGGcrUK8^HNIWNLR4B$y@+)iI--S!~aA
z12+U77XYs2G_H$1T0Mm-UMzUA%cx{r+7Uh{8o2XCWZ2%bjt}*eP$gl@kg2Mzj;ekG
z1V~^Uq44lj0oPDrN&kXyEMOlMe1Y9-w+pCAE;e4tJgVUm`)~V~#Yu_%mV$FkL$s>O
zc-}T56ftuf&8knaPK<z*c@E1WM8;M6f52qKTd8u&c+=IUaR{nk2r-Krr5Am`oa*v8
z_--Fy4K$EJ(@jolXgs0Y+Wl=!?p_b|&{7?+3q7e+h+!XW&Vxzef6BX{lb;_%UGz}U
zfw&u`L0dGK*RwyuIkD~~OQbVbA+k(iCDkSGr5!Qw1TDNH>fVGudkTknS))|C_Xxd?
z2Geh?w&zIWlCD!J|6gpFK#W}I!Z`Hmm)>y5L{fqlQ{@dX3%T@IoytlT1($H|-_gnq
zC40}vRBk_nCA+ATe-#mA&N1n6rs?!)KoB#w1e)G1a37%m(9<*q^os%@{`o7H<Cb)R
zge2r3L49#Yiyu$A3`6DF?qbg03&2J~;j^z|MN9YFGdf>fQ$Il-JgkrH5B#|?`^q!I
zbD7=smydZR_u`PT6UywEtVlhM<(a*pqrxD%46cu3lk%9?xa-|vpX)HhjbW^x`}X3R
z$cvy1uFkHi*5}E`eO~9+;p%ZjzhY{|lWYd=-7czNKZ&HJ^(&9q)mP`=sGF6ZRSBeE
z625>%VHdJ1O3Ely+ipACD;;CgS`Lz2hd37L!7RkB2iIw9xp8`j1Qs(?4$m|!tH!?M
z{rq+ukZ8$=aTxOJ(j>o0tW1RS*KDkyO>o%$P50pW$)_)7^-$rLSInwT24q6JU2|W%
zUaFZtyoUU(MUE<?ZA<@S@Vaiw+~QqPe;=RjA^|S&(Z#CsGZo(2ai_Y=V4aJMj4U=q
zB?;{M*!>Nj>{L4L*eG|v*FlV_QI%7K_P4=6gd=|R6Jc^ly&v92u`Gwd%+fWtz(?s$
zrbwTm<x3@`K@w3>sKZTMP}xqJPXb>dgF&L6-ZxFCWr5X?mD4>@EA(#H){Ug7?x=S<
zcg1sd=>_jR`Y5R{DWpcX`0AopXc3}$Z_+={tE{XvdGzQ}!!`9dxlyA~W{|GCp&%|`
zI1%CDre$a&Lg;x9XNobNJ{fKOT|%cQ6&I;mBxt~w-0ryGn92DJ&Xmk$UZi7SVmRbb
z?SUy7eyhh9+ke##$%R$bC!(oHJDG72N_k2UZp-WRm5Has+^UvAidm1(AmBgALK)*w
z`;kFOBPi(Xx)|mw8+}wup(x0Pe^;NWu8A|nHpu`ZCA#OU8Q-&FIMj9XQzU_n#ynfN
zL3*<211&VP`O<&cQO4$V?Oo*MZp!Q{Jp7x)5KpZim3fa=grsKc9mg(taC9qR3zR6h
z7*nj-bz1Mr;~+@}P!%g-DG1IKjq53CGAXY#hs|yYHHN=`<}8uU0A0D|ZvU+Q%Vp^L
zn=d?n^2Fn;YM7GAweJIK?6So3E2>{qW=((2Bu_dyePZAgp+WH!#*Rr`C~9+@D(AbO
zflcDEB5W7I41wBARK0c3t-6_sQP&N^I*aw%h_1cZwtVr;z>@bL0faYt@GzZ_$uAd$
zG+?m!cDcsM!&^c1VdAcJ353LIIKf<tvSbM;=)tN%j4W-z;^W+JCU@<uCdJSKcsBBP
zZ?8a<HfDHEwV&6~v(+OrWDpx|JQE=TYH_GWe}Te_j3^+TqlKwFdr7w5wiFE~V%HbL
zt}N+r)!_uo?f=*t1!#10`S%|SVgk_eyPsmCx2SA_Z`_@E%oc7lb@SaOy)@*jA@48@
zI;^si5~ZI4bOX^%ncye31`$D(52T}{_#x#Xo9Z9;hPYye=5Z1zjkc&u*V<h7<rwHX
zdwUny0(S=7f`iYWaK7L{a&hHrnRXaeJ$^=mypFta<Ll5s%FCC(@4)X|{OsOb?<;qH
zi|NsZi}vNh#5I+t7o8lj`c*C1q57G!QlQ*?J$10eYa<)P^DpA$*VLwXQav!&C=Wxy
zQR{)-wN9e8y-s^Agfum9GO}maaMy`QNjvmM&%2WOe|M<Ik?%W>Jm634{B7d1GT_vy
z&hA*Ua=u)U<=@fXUYFAS=bv#|-Dv_+g|jz9mYbLZ?wq#_+F-FeT)sP1NT_+iwl6c8
z7Db!s`}>*BVpD5tt2-`%s3QxNv&4Wv^b3lJh&c4Vk%k$TKP*bDJU`j)lbo)ye!ic0
zPvQ0UY$Ur`nyinDnpN3zcTb~6|5}^z8hfo<%2K)Zt(YKT7jh8oOV7X9l*C4RYJOLC
zU}))V+*0L4X$s(}gX@f6tHm1RqNv-#BzYlJ&Q4EreRak6P-2SE5eM<<e694s-@h%(
zKQ`6Z*FUthwEVuiIyPv_eVvY2y@v1P(XqtzRkO^s0BO;_Prm<t-(5U&Z9c7={ySE!
zGB-D;IrVhAhaddQ-*o&22i#m-{%mr-n_j-6uI}~iaqfn{7Z+^@mc0yNEst+KtE#H{
za=gE>|8z0K2X(gJd`{eSes-M7t^LNR<d#i?&&J-$RAa-`u7Z`AY18q#Y!4XQ)2V=s
zM#uL7f-(6Qh$tD(>G@(@_jgg>ATuE^UX`EkPx49>C7PGgAnYngHV28=v{EknkfIi$
zSCJew-x|qVMoKdrowPIMUXSN%F^fW~w{L%CqKx3H9d`ZnPpx`q$7{?mEBNL1m%@%+
z9lPD3bJ6<w5K>Zg!3R~>H^Bt=K7aO1giy)AfL=2A>?A?Ld7OcoMas>9^U~xL2@PB6
z#z=|bs-bzHxZP=L))k4{+dR4dbc*y&Jp1Gqk8ZuJ_1Q4{vpM_u8uz_SmP>4GF6*Ne
z=Jr}ve-;+dVoX#G=AgeIY}l+PuYgv?^i0E^Px#g8?Mh`Nmo+ZYNbA!bo7x9AaERiU
z#l@uvCEnXE56U-c2OV=-yKI(k>AquvvUfV`t)IKKAuC5Bw9+N~NJ&Z4vltYjg!%^B
z@01Q@F}v0nmpvXS)}M-NTK!Qr1jxm}d}m^XEZ7sXG>{vaqg$YTW8%H*z62xHNSZpU
z&3pTyeBv^*M&rxO%oE03iC>Qo4{OuK>@iVaG19qRajdd>zZ!hvw{~{^a-??8<>uy2
ze9uyxp0+7rNjUBnYA%%VUb(U+{EM1d;^xVCt)qU^W|`4DRC+=Jq6||c!*?Y*Zf(5w
z`QcW#5dZ6l(K3^Q^~rkA8iNvNAy8hYr>7IU%R}5-AZA;|edS7SZf*}#1x?@5uq)i$
zm}(42LgQDKmY2sK&9sCF3=R$P_pF^9ZVz6%riQy1XrjjTe;3ttnOmE(v%9+_TipAV
z_<NUME7Adbe{GORq&ucaOhHcW)7l_j)3sj6(9-hlEU2<ObAFkh&W=_`()vKw(W}Dm
zWG7h;<!dQWdzO4AE#u4L@;P&?eKg$^NDi7*@Y!~jh0nzC&hq6V9UhsFnN~jFOz`L6
zr{_fP?FKjvK-e6`(x?Gm5A-frLsDK#2`6XA8?Hqo4imEF-I_v;SBwk{43J5`+yy~I
zxw7Q^JffPLgJp~KnAllaf7zTK?K&(r?H-=x<>z-rP_r_DH$An|#CY=x3kwHD#pUHq
z<y<B|EW`zLPE0hM2JVBci+<ZSLP{S}C7s9hf?`>Mdq;BxJ4#mflih7w1+V80@ZO^H
z>y-8z+vW5`KnKratu65~R}nAQ2(WJwQ{BD<c2SGEraa_tq%Xe0ui4hvCX_J9!mg7J
zfAfXtwP9kJC^=lQ|G|R?gGiN#`Oh{lLKDeQ=^B<=f5%_YqTCKPA0_9Ww}z4GL;WR&
z73kF!5Z=xll}Nd>v*RSr9M4py+LwywC)NIcx{`yeI^ud5WuG{?pwZDbhg*MO#$`V~
zTC|4VRBzs09W7ChXZwXI88OZZI$B=6_$%vf`n5OGo@wW&`_s|2j-zHzc7D}+7C3Cq
zv<}>Q{awO-Fz;q?aIhn|Tz>HR+5PneVeggUY`kVF$rF$>OCyHnJu_0&6Lro*G3<&>
zw?X8OzP}drge;Et*4T2@<KtqYqxsThyd6^1a%V+FMQ?y)`6uVSlJp5whqyuTx8B~A
z$>8(T0YXyho4!jqk>p^~@*lo;$(Sy@pZg*3crU|er@?JDbRM)T=d#h&`hi^a#V=pJ
zFwn3_&HOuD%p(2!t6_8%Bz1wjoE+c0{%cWN?aI!_w6V;R>mT*_@a92>`03#y-Or$&
zVhKqo3-3>iyozBEdCMa#-2ZfQM!E0pTh14$si_kiJ#+DjW(Y<``!~0&(W)pEs`KFA
zoF}xuZ(!A5X7ax3=TD>0N4u+mQ((Z9?+)7Mu7hkjIo@avkl*Q7IaE+k7;!lD@bs()
zomFz7Eu3PDl>KR?#mT`xX}P{RaILPjiT93~ehaS&pq~vs6&@{E*Z}7X_?<g<MpaO#
z@BdBXzu#Y#Nom-2euC-ni!0$_=elttToaEu0?=jqy2qyK>ERYu#HzjKZ-36`>4AX(
zI<qeh$ERb}w((o7r0h<AmX|vf59br>L9s40pB-ub`;%&Z#4hLCKi3jMXls3ok(el?
zGGKpQ1blDn<?QFk#rBR4X0)c}?f>rj&MI=T^3msL`kO{>e}d1C&0By}kW)BX%GHdU
zt8txfDlPw?++S?PNvP#M%DsYDD_KH!?n18i7EiR_y<>!UG@jvAhd;s9p7V_A{IwRF
z$eww8<A$0h{{5F*j;~Mr$964(ty}cNHC*__AKcCp9*y4wBvvLqt#o&gn%~+oeTjZ}
z?bFl4sw+@vSXfWxzi5wYE@VRYW7XUNBalP*xHC{L7$_<#sxYsUf{aXruqC;~@H(04
zM%h5Y+C|*wI^wgu<YLT%4*$GaT3Y(qr+7X&{jdL>aoH;gXXC<$f(4`iYkpN(Yf?bp
z-$-x!XDI}}{ZVGJC>wNgFnM-*oJ!ELvpke;Qf5#E2!?2etd9giOAMoE`ToYV;uc6J
zy0~WBKDIxg7zwii*6T~-6^;rg4+Ho9j*T9JQu8=FIYcIM-|HQ6sIBWsmvnTJV1BYb
z=_km;^Ucq>cJDL#-n~@Ny??*0uDIIaZd7d(JN?e8W1dy^iP-ok;$><ow^^hAuA)_Y
z3~!B3kKgWyVK=>i@fA7OsZY>i<SoePCjG!O(2KkOc#uQ)6b>INdwF?Hg5jK!QZl%a
zy?+J%tNQ-^?lP!{$EF{>cs)l897oHoO&gvFq+g`Bk<qKp*!tQ5zm=i_4>SK|d?lbC
z27pr*Zgp{i22mu`w>|&bHnT{?Zt3e)bIK-Agik?orWR<W8{{bVO(*P|`Obzfa3$WU
z0ogS4?AbFC=#{jmO)n_iwu@LcSbinn=uG4`G^&n|kKY|N4{qe3B~xTRJ>C~uzX10e
znkfg;)457(O^T4P`|mGq?Ck8TAPU;{wc{SJk09B;g3=IBJl)aVDAFxhfVGJB$z2BL
zhg=)0u^&2o^f^NMc+*Dq$KHJ6J^G;iUp{F-Gx>gKu<@2QGi|B>FE{|g%0v~`$rqj8
zkej=?T$(z>B{cK2A-Zvh5JqGmKmI_{p1dj)+q^>eX!pHKiwI5qd_MP_fPerU3_I5|
zTHDfam#dmFw%wz(y0r8z5kwyT7DHlM|ImdH3Tti2p}${u@i1OL*rHT9Cw-;^Z<iR9
zZH=z(a)Qmq0Q$4G089_&<>jqX1IhHoQpBbwE%^{oVc)>xwfEx}d1mwYaa26JV)+XA
z^_)2v1P>hm4OG-;ZCt<g`@Hb6_A6nekf>;Nn``$>YZyiF>8@c<xoLx31P!~{{ARsz
ztwZvYqn%~x-u&6|3r^_n-MaxUHIOFmcmjCuwbh^RfMf1=a<p2J1`zHRHyFs~xMPKN
z@WE_k2rn<Mv0;w$?=R0rSqYdSRaI4^w$Gnq0WByV@Cp#!+}W9jWdlKar@rRy8!3_V
zSjj27Gms4jG8E3{fxF4BzP=ya0bdw#IP}fzsB@n9bd8fUMyTn)@&>FgN4nw3TG|2N
zLTuoi;vaw)k-9eS{;2g{{c(6PTTI~2E5k+q-FfHl*ibg6$O#bi`0u+$wTEXca=tq5
z>yy%7p9?j;vKM2z{rdImKVkc;qZO(-IzNNX4s9zga>Cly))QdLeZY|E>)}pxKMYte
zX21FW&ptE${OFbzUvd`-#Faa+RxivH%V};t?a}iRl~V~*dhmeJU3@^ANG2I2SRC6=
zf9cXA4`<I;`Bl}`Uma@4pMnuELSNe34F-RBfx%KjgM)*QA-9F^jEs<~y1L;leVH1g
z-Z!#7+SCvrCGYfm29VzyPqw;8gHQgc_kg)nS?o!_O3Th}KG+-_eEPwCZYy2V)vQEg
zY@sLJ(72+aLWl+eJl|5u_h)KKO7z>@T>i4r&!592T&E_z0H~vBHotxQhPHAPV^X+w
zE%%{jT1H0C>$~~nqtaqxJNc@IGMp*mOj?P>1aAS=qmkdynUb7-Iv4P#i_U#}p{Gpo
z>>#(}Pj{-d=fd~;l_kTG`mU}n+N*SQ?x19E_qHYT#|69tbCO(c_4sk#S8(Th_wH4A
zv6|F6=r79@gFW)#TeEmubLS>SkbS8vkix-CSPPB9LCcz^t&2-J5u}|Vb0atDt@A|P
zZZGeH)VYz}<E{^)U^iXvfbiyFP=M`|#>c{F{cw`!&8ZJxPOv<%ET-0qjGFW8@;KS<
z-U>~oO>U~U-F{wvye*N=Gn8<N>Gyyf6=adCniO!0dboXT_|dsidAWWx!iUHDx5-u|
z1qFpDVG97r$B1YAzQU=1sWh4iU9jEyy_^TtHa5@)ujQ9wf`a93DxZ-YI1<u?an*Q(
z{RQo{5k@<Cv}HZN;X--rc=#S@)mf=%ybH~|uP+f1(I${gQjJy})bZ@WCj*Y>XQ!E-
zi@nZGb^~v-!R^jOeK%*A0uPw18ugtkV(A}$OF+Jeq-Nc6W8Bb)mHiPmRB(?UlzHs4
zXGPbI#IBT#jAy5o@#^N!mzp;G*ciH}xceH+{a!R3|I@FQA{l_2X6D}0U+glSc`m!+
zIZc2yy7{Exn)i0-gVbYtz#B#*DH$<K<rOOZo<1=jF{yLXg=-hQv+V+VE#5u&V*T{B
z?FYkyLr?1)Fb^`)U>f(LuA5t-7#A3pC9zXikgipI`Tl&bUXkRod|*=MjXx7;&qgE(
z>5E~?+Iu-AMelfNnV1}?;P6To`6t7KZ}LLxZ8uuyaF}Qu4(Fl12ShjXk8;!J(?Q2Q
zpY`ozeK)fsF-0}C_9KHNoDN9@d4Pa$K~jEOd2QYkfGJ#Qp^8-jYDnv%L|&u0S^)<%
zaBv)}!n^ln%A3v3&ZZQfl)sskqNb7CRO%$8k<<CjP;K(wrEIY`gINrOx7yn@T^8Ve
z87SE&08Y`X;7r>2m64JvfcO6PNO~c&r+A4MFQ}|PM^Kqv@Mf1^AL;bza5~Jx4&ocy
zpS=J`p_z(5&cHSPgH-?(9zYHUI0KB|0i@`UaYu2lzK%}9NO$*hML<Q{Y^rnkoYUvb
z<N}Yp@T&)aENGz7=ntUpsa>@*1*$Ff5~Rv`iB-nSu2zWt-Me>cC^$w}H(5N^Bw0uQ
z|MJ})b9O04Hgz>(H6)0<`7U$#x5s~yp_x0HQr||xK{88VYy`HU;@&<32j1PC1ep;|
z?<<jpcH8SjAw8{ta&48H^&~uP6v4L<di+!8pSKi=<j#6pHMwCk|LsM%NBv}-)7Y)x
z#bJWx^RtEv6~`7vLe-Ue2XA-tqxY%}oSgiY>*R-lMZf|6#61RtGs9=fo&<`Q+tPq>
z$mz&F`D=7E;o59Z%_?)<XW67vPZa1JIp~#$m0D$k7#SlY<DbRPBa2iJz${xmzGP5R
z({`bV4)-O1C$op!i*$fLl+6r@UQm#*Rt~0Hk2T6({`ff97~u1{KS$+x#yOMi56KH+
zyH&rKNpbc0S1(YKROnAkK%L7y`TMH)!-o$iK8oDjktWSSfnmC@W0)lc7q|X&SN)so
zh-8da8^DoW=F3|sT6yTs5*f+n&!Z?HpmhdV?ZL;m)&4KU#KaFStdXGeQ=eS`p8Rl^
zismza4v3OfrlvAyweT4r-tTYn@fH7Ft!Umm2F#qFtbzVH@z~fH3x{1|z|K<6G(hFl
zYmJejy~b+E=&yuryM-J7R*nL#CtnL|G3T~2l&QTQu}KE*8ale`CL7dpsqJ~sZMIG7
zW+Dimf}z9feR(ETf+}?@2^aat75*lX!k9+$H6?vcp`2dO`$nk~b@ssdz{4$TM(9Gg
z3eZ#d{Yf??fGGj)YTJ{hf0p3C-6L5Y^fU9f?7zeF?bErRcN91|+mc?sd^=X_`2Oh;
zh3-~{XA?0Ai81*7<bMFTC7TyB1Kt7$_H}A{I=@-dQ$H*qRMxX?;iHhFkyV+>P5QaU
z{V7d$d4I2NKo07HwmP{zYm5b&y;lv^F0`Ur9LobXX>w=-xIf82ln8$`Zw?Z<C%-%F
zt*EH@pS%O);HAY#we7vnfcRDjn0=Be1g^(B8pRX0AW$qfL`8Ky{{9sCv;M1Lg#P&-
z9w>%YR^lf3={WG0-d0u$Cj!ysJoV{8dRCTDCSaH;t3Rn8fm$@&Uz=D=PD&c~=!j#L
z27X*S&^fvnqB;vu^D5A;O<ljwjYJL(V%C8G+arOh$L<10>-vSGHF+^zn4)>ZQX}_w
zfDlrl#cu&oy4okd|4<cpY9*lOEYQ)@dpQ0m{YL>xK=$PAN;hb<85KjzX|7{cUmL&;
z7J!K{Jf1uYg4F#JTyYUR;^!bhr7Dis8!AAv1A2kK%z*!Jy<tNT)^ZLkG=3lzqb^*u
z+{BkJJuY-e^U2opQP2;?FJKce?@!AERY1J)8<v0C0hCVFXL%6cV-+u-!pzKU0=`?L
zdR6dY!ui2meA=j4fWYTVJ@rmwRXZSj9dbZTy||_p^X++jykt^x@-tA9dE``7;(=h^
z7@>ZEG=usj29E#$<N#efta+VQ#;!m6_sooiqiLLB>IVN@FAkWXB)S%SoBv)MKPFTv
z8soDY%FBC&Kp|<LcA~%EFoUuY{Lz!I2}&jSJ1+GaH<gKX&_Eo!{VF$0ye%ivZ+m!D
zWtH6P1rl$X1G;D)vJ}oiK|v=|?2-%j0s?b(N-CPR02BU$Qc=;`5b)*SKhKxb<xN|!
z9W`rMUtM(sqQbt#v7(WlFSXnGA|@BfH4+sCr|{@&SRdqI3qEmgRLhm#|6$@vENI>&
z*Wx7cysfP*=7I#$8N%}KWhvkR0kyUL{_0W{h>Z>CaX&yZwE^jFMnz5SvLUnAu+fx0
zR;0`QIg&kSsoC;tG`6bh){FP=-`9cwSp$00@Ow$p=KHHp^Yf3VU7HTu3$nA7N-;$T
zKrAt&3Ya_r$#N(5Xfrk@rsnT-^Z5?YaG`*wE;QQoF!lEJ_1${ZhWi^%an;7(-+$`K
z;@O)wES*Wbx||Sl>t}a&HxnJ5z62mnC4CCVPMOt3@0#R}|5hK4mYXI%Jv#)JEwDPb
zfdMxJ{JE!E*J)?NubSzM$e~7l64Gvg-&&RRnE&=^{D4Sib9;M^26(tOfR%?#2cI|E
zfO230D>wigt;eeS6ik8?xwyEPfUgqh4{)#bBBS|%5+VM7ynS~(mw(vrZHvmLY(i#6
zc1W^EBxEPDH`y~OBqK8;Dtjk;go?=CdzBS3GPBQh|DN+Y&w0){&-mk<(_baNzTf-)
ze6G)Rz1I!6Bg|axu(!PQ+{7$ySHp#Fhb8k^IcGrV2p|w4v=vWR&iaUcE4|O}(s~qk
zFf@TSgdYa~O=zymuwbIdnl87FjY>?UVjv?k^IS}_Y(J9R?!0~gmF2GeRIT<Apg=wo
zcEWZOm1~9o4?4qQ8$lP_)4`F?v41ueP|nY^^lvNF3eqf1>v~OJ*7~IUF>RpfPL{lt
zwDQJQD2mxT_G46bG!7Q;DLWU>8m2-u#r4KE-b(Pf@6AqiiBM2tp{0Rf#!!Ri*6_@l
zv=_f1ba%@}o-_$#d|Rhsfx^E(-nPO)F749uCFajk#2KwRv*T=CD-U)YyeVRqd|uv+
z-~IP!Z%M;p`v&aeydwRI+BIJN^YZt=hS=7Veskktg+3k|3rni?FHfL7`%FA(cqz$B
z<27Fh5N==~$_9DZ1Zqr3oUXD&p>TngtgLW_>ZY@6)}ZE!_WG)h&RdLy7UD1-4Xdd=
z$1M$-`?pN6kUOT&y7Wb^$3-kLx;zjI0wuxx!h&;(u>ICDAnR%8>_9*LG)dud1SS(U
zZke`2hL)@}yFzXkQ#m;`p&v%m?Uh##w3j)7w~KWaU^*-)mq3{I?+{4mlDulhOsQ~~
z5wls4u1<+L3jb`y4jp9-+&7H_fY%PF0ak|lXKU0K1P&59bfU%1A}0?D`!vX6HKs*+
zDO9rLlH;6QOM)p6Vr8yhg@N-gqy?o6z6rnbLk<e&qPT`CN#vce)`ANo>Gp>|Zb#i?
zg@*PnK-5<~g<|6k9mUa;)6>%g974*>8+fI_Ykdnr3k*<XbD@k{mww;EH#QAFXIg`S
z5U4!^4qx$$k}79d`x=pVSXT2rR-JR*<+wgb5YUTZ$K8Tuo0MU;rbbA-vi=YO4KFS_
z3RrIef@cH=^geami(vRD^os-EtcWR7<d`YLx)2SUpPvwExlRd|b^(N4@LcxY3avK=
z+L%f{{*|U01aTAuVi{Ue9@z;O5YJfb)N*I+JD+nR;EJPs8Fa&6KWtLw$+GaL6bY9O
zS;QiNFOx+T<8d>F*stqH&?9f-ZMXBOzXAc5l{$zSev3(Th0GxKyfh!h$Tc2J$Aq9*
zEuQirR@0P!dBunSeENr_dYPoJnl)`mRWnHMJR-fzg?Gn>hmYbf5~%r}JI1BIeNhHs
zD^TJjQ3^(|&0fuRuxV3>=!|8{%LP<;6&?Puu#Qg_X8w80zT#|p%+uNaMaw@r<@JAk
z^*g55)bqLKULYFE94}Pmq>#6-tn&rkC=FhG(jtwIUioUstR)>?%j@c9@J<+WTC<Ki
zqF#=`nF0`Epbhgr@p70iqFxvid{89xF>(us%W}pf)1BI-r4C`2c52yi?3FKB%oVhE
z;Uc)<pVxaVt}K`r%%@dcd*a&h;SVi4@AEDlS3wL%fSqfGxMf%>zgXn?6${h!Jb`uy
zrRrbzezRh%k4Ox~x4f?Bg@feES`dVNnQiM@<k;<`(tfy-85fjOuge^x`|z4}(6}rk
zGd*ei#CT>E1r4w7eNWdeOsa~oeAUp7FdnzT@~|ZJe_j<q*YOigvJ&jyazDK?nmH3v
zl(|`D9E59*Chd@D%g$}>7x6(HgIbS7BJy7(Kaw$OcSYXKcJ<>%T*)`n#-`yl{THDd
zg1$d&+EY8_r0P&zHJ49a+&OWi99M-nTa=&H`R%ZMO8jiPxpV)}5(80X-D3=9`_+Ss
zZ=rn0rtt0no9uHPI$0*tkqS;s>lhjCf20XwK;;h7q;$#SGu3}?_Q4F)Y>!9c;>NkC
zp(!MoT(ID(h~wOjI5=fWW3mn=Zu&;1+b)41E+yGZ@XE=;rJcGNH>n*H0%NQ9EwN~K
z6*gXE4hKgELk|)>v+l)b(~2^&=a|k#h*<!xewB&k;rAF;smRJQ%N}L;GH@e=Hl1et
z)VOsz9(ZbZtgZxmf=um7@Ua>`2UGAovCJNc%(v?0BX-a>GG)dQYpUXp-NyI&aItko
z4*#9@F`eV!v#DpgxpK@TO5Bmmf9Of$?vhvv>0SuxW&4xM5}4!}D_AFZBNIk$m4ya}
zMN*<b($HqgP>O7W+ED$i!^wkbqA0&RB=i$vp~Nx7w6wHKl^K!>6Y*U4n*rvus*Z|M
z_eoNvoXOWN5Dur}-79LBIQ(}Q+Y!Ed+;f$skG_*K0J{UNenq5kE7n%n)iiv!bsBhS
z1$-r^V-BFMFfcIINXf`DU~D9F0@$NYrp*$+esA0sgEWjqN<<{FZp!uHq?ceG16UgH
zo79nYj1QzB<KjfrF+oLTEyv+EHNCHm5F)f#o8s89gO?DF;OMIySr3LFcLn3Ovvr4K
zljbRfuD#AVSz0&pu=`&WU#2#<8?-kE6Q|gYaTav7o0D4x<N4s`guOW_SM5F+OU~xl
zEP59HNyw(6=(eG4gY<(4oDrLt#buR)=H^p=ARH4_U-SL&mX!_WU}crt?pNV`X4KIZ
z&7HPu_l#k+YQ}%U5svbAfByVoh2~^2esa?A4-EguWMpKLQKuhExtm2+EO?`wQ~qpk
zm;HKNTY#7dB+0^1`x9_QpN8%38%)rjonb=1aMA%iCwKMKcHxD)ckeC&43$9|mbtv3
zZ-;3&(_l0KoQx^pS`+I9?ZrcH6k<uok;gbr41q-KS!YWi#N@_uB5Asg7+($ki{(ky
zG=tP?D)a35t6<Qg0`ZR#n)(L!CK%%Sg(9jW18{Uwv}MAAkw7hO&MU*DUi>8GRUm8_
z6|&i}`98FXXg6tJzFP45Yp2#qThFkdS_aZhKbA6<uQtIPXXr@jw((Tp>E~Hvm97+X
zSE~9PMHK8dtl3HjC{zY{E#>F!0K+(QBDWFs-^tuttUPN$K-&FpJaC-TQ#_*KeVF}s
zQ$410xJKL?g~A_A3TtsvoK3p+)HJYLtWDM37xVqQ*#<bXLU2e(3JSi@6MhVrWoD08
zX2Y&#0*c1>XY;us7=7RP*DYawuywoIKiHXJbJR#dKzvWR10hG8L@Q?SqzPuZLYgc#
zEHO5Pz&b!Qvd|Pv%*rHd+~ak|RjOGKyd=htu(PCMBnX)2bur^1@v_>tkU9JM&_E6N
zD?i_73yRPBY;hqm1t}K9n1MPxUlC0?Y9dR|vYiPv1Bs_FLtKPWAMl8eFl*@5iDgYn
z)H+OwgD{I&EluK}_O=ODAibpbC2@}xty<@ai(!3Mg*qp{ekXqP-nCJ)v$L~>UAM8c
zG~xhFEfb}RIaM9-1-Z2z8}z{XjNQ7H*s7qQP?dBuprNr#$14n-Sn`2q>$^Cx1^~mC
z5~Dhu1;QCvfaNHE${C-Z0WyhEm>6I4HXduPjyq1(x~;&7qhMPxz9*2xJv}qiXoTJ=
z;D`<9_W49bMT=Duul0oxF(i0wOiL<fX}awIUCrk-+eEp%yd1yietPV+jMlf4<KuB9
zmYBb@v$NH}Q#^-uNxRouyfYcFp50VQANR88=x9-tl%=Pic8AePs(5bN4hq19bl)u{
zYTzD#Fer(ix$EF?O~iZWmxiO`#vZ`$W<V^Op&EvsTKWl#GIYRfKw0m*obhzfOt<Pl
zJLvVNg{t6<g0{b=xw-kH_Bf8uXmNQYpyvx5NeV!rw$M+bOth%ao?XoiX_N(@s$tX;
zs_e4(3iQ#5shODp7t|!ULT1p!8vwFd)L(n^@Yj_MfG~!Qjg9HZ3FKOvnwqL_J;kl4
z_C0W^IL!x0`vKR8nBU%*rM`@!41no{u17Gp==w8=Rh2wwG``Kzf-;Q1tjhF@JWqB<
zu-?CaZ)z@}SD%=8KLi+fh4txA26|Jzh9dzY##|oc<m92*civDB!VQ8%lL=!Gc!fNF
zUg@`9vlJ8_9^PS|4Cq=r92s-pB3uo=Tm0&MM`Btk`uSl0XHL5RmZG9!?vBAo+_6VW
za`qZyATv@zEYpwBBC{B`zEWP8<?y-L8dY1@CaYj@A1Sc)nmoh!ON#t%J;7|kw0shM
z_ww|&@FFc1T=sd=yGdQ01s%C^I7nLmi*qg=h33j)S4(_9y=?hH6(9SWF+u3gtKF0*
z(LP1;uHPzNp4ZdSNkGBT_|8?JaCw-5XM0N<MKuVBgJ4JJBX95bq_MJh4H4wYVUyN9
zE~k@t9GWWXEHe$wD7EXz2~eFYaM~P30K{PVd$hC$#>8Z}Z+KP}`m3O?`AB;*T=Jj<
z_R3?GA{|>lIDJZN;lC1i49a0xvp(IQ3E%?Q(r2vC18~KBpwAUL9tlijD#d<0J~=5u
zUk>o2x{5J?u7#{%^*sUQ1+O=-Y}Z92zruVd2#A2=tN8eMDR@0vWVFGrt`&%kD;e+K
zx5GV2&g!%J3+&qWG)W%`b%4J&2J>P|vv(~lEmhW`oBs6#3y)F)NMRfp^6nKIRCPNJ
z=H8ub@H^_hacETSbjt<$;L73E-AQ;+SHLk|0w1~g7d|)E-ul$4+uzL}1N8Lt6y+D-
z*PjzkQho0{_ss}^>K&LfcThgv^YP<yXW);kv?hd1n?v6>HA!#7$CM0z@j@2Xr*?zH
zYgM-X9QE|v!9lGdppLfd01R^3`>l5X{2Vh%L0k>!0}4&fZmM>u?smw<EZ+J}nQWlx
zdw@2YskBeodrBl#t+S0!;RRHY!7;qKWI!*dF3^g8;Jb3=wz&Ox`6ghb)Fp2Ai^-rD
zlY}Y|gwpfLs%(95_N_|VjegMi{{1_Zd=z~V<b>Tk9Yx30C|H>6C@NOW5wDDP6`40Y
z)^|`sH2B#w?SqsVSk>=gB*z8qh9)HqjV)#%@UPx4WSKLwvcB^g)v|<zhJHYrP#O&A
z>@_%s!?rI$T^Xtbgi;VBD955-Lx`eA;WO+@?oZxJjf;zmMH$r^m#hbX>6-~VOnUmm
z@)T<5oQ@dD=Y+#F6Ml4;PS8r@GYaAKIMYr6p}zFdydxPl>VtM5u+s1X|Niwf1FZv?
zukHT8O}P(y_rSxjWF#C0(sxR#s)MjS^)Y6b(gSo*ML<!UGV4vRt$A+1*j8almeBK=
zNXKreTWdl<h#+WP$(sm}8Bu#q>`lHb!Ism5xRV(v;^XPmW&1M`av?K}Xv|q3<UWQV
z79VNQas>_3BjT*`JN|fpgBrUn2V7;2{jMd^6J9vT$*=boL26_l3B0zW<;H!b+pM>s
z6CSVc$nr{vdRuayIV_AioO9Z>Wz5Eu18d<CtJBo*YejA0Xk7LLdr(VWbpITIAX(-8
zf%l8e!w^PM(b1o^M%NN=187-d+(CJlhWAP6T-nEunFuk-Z{D12(+l$=`3l&$A+Hh7
zY`7`4kC!zUutuCy38}8NMZuvYE-pTP9^w78qiL+Fs=5l0y2LEt(KQ$G9e2?NH@;(G
z2bCijlv_Q-2)umVVtx;_5eooh`?f|gq;K$jRZExpR5N75iq57rC=G!zi>ggN!9NXB
zA@%|Zo%;*Cvo^O;t>7l$%^jzkUx_*x$jdCc+UejrhXZ0AqM9aA1IX(raA}1VV|IVx
zR`O!w;D{wIw->KW*2bizT{9>(ZOJ-E#wOaW*PzSI1{#|^Nx-V#!;WBUrQX`wYKAX0
z{MwOjOW`+rZr%4@?g_w7wtL+-HXcn(oco7}2l%?D9VOy{uJ3CFb;>n(Q*Q&#POXKy
zy7(_5ugrKN1I{rucO6bv#1FuS{D+xe9>`e$5G`-(a}8X+babBr43u)xr@#>Z;3*Wh
zxJZVZQeV92hftl1Z6#=}Bp?6kJqDhBPoQ;5Lvc$Y{fFRlvp3CdZ@TSaNADe@U=UQ;
zYooPpw#jCN3iMvG0C>+>wfYyk7A(3Ri~>L1k8XG$_#F39)_<!$8s?7fFaVVOq5Rzj
zEXYd}a4Z1c2E08zNB1^n0;cuKE-)5kyACu4oW;P#{0WEJrVZRidIT`F8Cy^b;Xp|p
zhdWr1qnZ>$gaG#$VhN>Bg`5EAT^uRW*3(0E0&gx2`V5!sIZ<>2O`_W~5Ce+<-k|??
z=QN<+UZ+P#_gVnW`Vi>FS&mn^D=O|)#s&GIVPU0@9z8l<^F0Bq@74a#aNgtuZoPgx
zIGpK0CLw?{k*Q0(5&_6;kw)0ASK?1I*}|7um{00E+S_H}u6+0CT+2!{CV)kN3TtX$
zwWa)?TSTc$5)cq-y??%8r9E2GsK^$Zmmf=1u5Vv7`4o&X7CDHF(`O6h2*V1IAe^O<
zX~S1uCW`BC#Aj;6^n6YH5#OEXa-cIp+m|7fpTLoIgq(M_Hok>_aJ~r}iMq{KHT=wG
zhIAblo{|@xl0t}yIn7pI-<HSmvB^R{Mg0i#i{H?+7sCwoH<m!6;Kr1o-T24S`T6^&
z%*qeTJ}a=q$gssXnZ62KI*2SjdC7K5@7LTMS<|*};Ho<j5z*^T%1xbnH=IP2liKZB
zU)76WB37!Wv$vVCh&-#DKgge<Yc~C1EAjZ3#$C92g|0IgSh%y$fjl=Z+4%M2#}g=$
zb3pdI7BD9OTy|XikW^-KF~#vcw02PO8T5D8r)Z$Kw!-rM(|enUNlL1rV!Ik3Ph60)
zoQqdp=-RFqLF~rM&mnwJ<^q5J{!L&T@Vm5i6HX~m1z@cKgdYXy=;(f!51i2*BN_%Q
zr03wtp?p9+;V*ezpqID=yGtIh*OcmN(b0h5zDj$8m$YIZpSjM6xh|q__8Zg=T0!8P
z7!i%UV4ryuU{z#^xfpr+?%g}9p?nHB2C^5t8e;NBC|X51<2h584xDDcxoPHUHAwU%
z2C%|!d?b)GarFI`bfA-XguL16%K9@nP=bgt-`u(X<J1R0_fnJ3n84u|kI#w1*5N`-
zU?QJJ>W!k7{}yVn)7lcuc}aD8y@4aS%QMXp7Xb$2Ix-7th+L;rXul)jVE>u;!2gLZ
zccdHredfGlI#-cB=te-&u-QzeF4)uEU2H-?!*7ZWvR*Z4e=E&kClZsB2Lqf9aBI=r
zZ6Zl*500>WW`2GWIKM?bH%-`kw%-9O2i>K>wBNpwp1eHnDICHdVAKhL9s&ad5uVU%
zW_53$!QC<`)#ZaenK5nYDKZP~A0|@2J8VFW(9x|%MMi#uL;r)zg0h~CjSZ^P&=D)C
z+tt^8c3XGOi(aRIqNSx}){7p<9zNJtK`?2`dTd<#i=qCS4@3OTMZh_2{s5Da7*z_i
zjg=rZ+#-RXC9g-8mUF<seSzVk7hY7jdubCYEbRLmoX5jMILaKrh5P#X5sma#=!lrX
zNQ%$ojGQ8y%vn44a`s9vXz@02m{?LZZGspzir^X1Cqzgw;z{3>L)=-oyTF4lGr>4$
zWOZ+3a-o~;>eZ_+mJYh=BMuRb7x+I|2R$pueHpPId}YJC%6zqH=*!h2PWG7~GL>sV
zWJh}3lmX!_n2~dLbbftJ$#Qwdd?}EPmzOtXu3Fh5EG8yK^g&UwOPo4ZYdm6wA#E>^
zvK3EyV7`P(wHuIRtiK_1)tnoa1w))T#H$+{=`GHN+1qg9Q{unXb9diU0(lRJP8)>~
zX4p8zPPF&m>C4&KapS$6f=S(|&3Q5lRRUnhh6D#|>8k)AE{3du#BN(GvhF+rDop!x
zO$DID(oXvZ_=)kN=(V#k%k%|dyHR2>w-v1gP>tB5m;ov-q84#5yrrlZTG5X2TbDaw
z6dFCkR_CSEiFoBKyue%-zdC4J7c4C-Ucg8&2kIR{(MT27^;Ov4Fnhg*16dKwEQARB
z`cD|aKr0&0iWZNW|IUSmM~Q9(<glx$-yh{~-kzxUaxK^v&C1HMrfsD_M2hcOTU%di
zb-tfEB7^^qw)Kq+1>El{<SmHubHpMGGzU=OkuazpQ`6HQ<gZrt_V!Xjw|&o**5f>}
zD#*d*C<O6<QmO~J9n@I6wY4=K5bov)MqY=xj2?LpZ;98HHgTiA8}7)~(VvaRGY2L7
zKQ>dfyUvkwoUh-*nMRM<)MHbTHZR(3#~{*fTB>N&Xtw@M%K4}4DiDS>b8<~|iM$V_
zM&MBGhaIR_3m>ZuJ@>MqLx=7@9#xkf=A?P&H-Vmad<HLaj+lXAW(&UeE~$)W6;MGu
zq+wrR=lmIgrA+++7Pw>N-02-9r9T+N-ZOstZx%$0Ct2r#QI50%9YZ}xWpe23(GPU4
ziAz|xvfm5Z(M>F3m#z8l;cx_&XkK=LLu+ODqtg$W894CzH(;i8xqovKN}YuZZ6Xdn
z!E=}!<N*xH-QM252cz;|SO&_#{7kt6*I&aKze0e3ELZ*<qc}TzZoi`uH2e6{K1(yT
zwbJ;n^on$PQd3hOf|dcC+8N%ce{=SX@o$0O>ZBq(1yiO0iw{fsd?5ImB#^J?m@p81
z40eo7s=%YQx;NHM62&k8{vC2_9nTltcy!IUUbj6=%qHVY$`ivcmp#L8-DM+HQCB;p
zc(oGRn3Y;SY57&&eqPyG-t+bSZ50Y!fq7evI1-FII=GEG7ix@!WHLDoo(_Z&n_^w%
zC(*zRB$eSj)z?+~2`9M#lKk@J`LI>@r=O(>2nk!BydgW^Y(epa*Z`WeP9)m>Q#qq>
zwdomr(>VkMZ#d}+zLW>s)3$1-4MeP*7nTVHSn5YvhiLQinQ&{vUi~wQLl^@TX144j
z-@(Zg03&g2gyKIMH)2ylP_eubb^f^n^+&=V)K?`ahz6~r$Ro6CgN1Qo39X9I;h#|1
z_nadt99et2;+1u)22z$e_T-3YWWi&9+7r69+t1I3iG!{@q+{<&_gvGm#EmystG0{R
zsnf;Xl$j{Qtzkb$4DFUh-5b)U8yUbw0NS%CgZ}<zZ%q%B!EQL#sz<xL^0qvSw>_j1
z9oG42n3{K|-`<&^HPd=sfCUQdWzRUx+#wr(06NdKgucT<y^POP2?FCe5b~-!%rs27
zLK!vw$JBAKka!!o<V#S1Z>FihP(N&00HRbmXaiG5K)`DbGP^CSsoILqGcz;&05rTe
z??}J_dAqXz(VB=lpdza<m4(f5Y3u07!y;P~0?yNJNoZ{2YSmI!?MA-J&FUNX*K5U3
zKamw{YfsF0&P4=*gzS1I%v5r*Y-;TnFJ7!{gZUYq)c{YrP&H;pu_ypTPknm8sa_eJ
zD_vYA^)cH}#H{UwX}(3!B(5I6DO{A$IxH$6+}k$0o}`);!Neda^p0orw4{!mUcum*
z*gfU4hx<=4kevD284(kD9>nRxkr*GRS%&b%xH3X}=G%Egzs|`pzAA{&%u>fW<H~4x
z8_iiR-zLE|z4=^%NRd3SzplE!GW!MNOVVmC?Us~BpSx~%U}9o&LxtUSnyPnQx<jPQ
z@$*I{?^CtS{nbg1cXj|3jn?d|U#m1rBsc*&_SZWtPJ7t2jvuy5p8on}MTVrp(D|cw
z4X92SF+xN6Fr@!g&eWF*uUs@Z47%Yt*unKsZF$fRp5G~GPE=yE35yj~HHDdVf+VRT
z4U9#-FnIS2yV<Yf!xhZe;+%lH3+g@-zG$cg?aa)~D{lU90Qj~D9qw4bDT-TCSjcS+
zu8J4=gfd7Vs451aC>D2vV+%eP=jiuqhSeHBXi+U@6}%OS;5q1iz^Wn_PWkOYz=^gi
zX#Q>9Y}=}UF4GzW`l9~F)yIIA6*xJfO-KKyOsI+=OV;t0f)41;;y9{zR8>)lg_dt>
zc5d!o2GK{T)}T#br{*`6C1KPexCAnv0+^*lCd#ev>AM|Wyu|m`3Uobx|Fkklf*N{5
z3}zBvAD=K;=65KqJp#(PA7eGHOQx3T1;A8y!(-DzQM;MU(jVHT1;9IAz<@;XL_g=w
z8%;!{p-kIZ<N=olxSd3#KxnuKKuo&F-ps^@hffUxN<mGd1sW}_Rp?Xwi~%%AMM?gv
zf`WsCFpRj^r_Ir(L*Lea2)ez#%#X@~6>$s~x0^(l<k8$C1&laM(J)TN;K!JJBux&=
z%f>nG=a^WY6O*p=HzuX<iy|ANHyw&vsZS|JbJgrJzzjT3T3m=N3_veyyRsvx`LIBi
z;cqsV!QX8?i(X4sSH<#@v=)3!gp`;PlAd3nNl1M4ib?IxoncW&e?W9FMI$pZ(l2TM
zVmIGy{)#2~Oy&+~5EeI5ljop3+^3iF9X0EHd+Xq$<=<~_VRJoy`<8JVc8ed(i(02z
zKfLHS>bLJ)M?B|WDG(rxpcNknIdngW@6=p>^)l6{%t()vw!-ehL#|tN;=3nWuz(`;
zI7AWz!u?UcPzPQrXZ2@~tkS3v{}jE5LT?fQr}d_=>M0DVKyOL~wo6&4Z+Z9o#{tWs
z0so8s@8c2CvWCxqKgOe~nrdC{Y|uOw@e?=!Lh>w5v-8c3sxOWcaA4+r0-*C*h!wPh
zoyFVxAZWmt1tzBrFOceiFaPL}Lc5Xv>*PyPzMf2hTRxqiVQt2tD%h+Ldr+2^mX~Xl
zLlJhFd6c&F2Si<3TVxeCV&|Zt$9ESIS$aXbzFr6X@CYMmn1-&dZU*UGn$J4NfR*4d
zh{cbfWl(~0_~1N}mX=oOzBV5356$l>m>7P7QeOM78uTw^*{IkDKG^-gbhNO3F%U3N
zH70FOqL3C~+XWu5FZf}M8BcuiPy0LdK9HuJzsa=J1Wt%}|5!wtEw&G)ThTLcYviln
zJQ+Ot*%H3h$`ByYQ=^WmX`P*&v*0>wri(hiKlU*#8~Xs-P~}x55Ox)6;d1Z5sm;!|
zK0=ywVR4;I>|yrGZ1NJ~Y?5XT;v>P)Rfy~@MY8vJ#6%_%f#>ll$WzbZI#D+{AfHml
z8zC-uEGia*5eae{rEg+GXlQ(%co0f>cH6L;h9az%W%Ey8VC-iVysW>wd}Y7J*cl<j
zo93R}6zE|~=iBM1pkd7^na2y#oL`^{eQ806?iXpK7cL-NmW4o(4#tF(8Q5rradG5p
zU{$+v5nz2|l7}!wuTU9#GF{JhE5u+OOM6R>VXRq_blt+(?<7Jbc?KMJeW0xG?C9#E
z;6;Tzt*!9Pu^(T=LssvH=yHF9o0cdA9aI9ewDu<;#$N=S)*s5|IDjZ#=&UeuaA9Z4
zW9HM=>{B9n&~WoE=H;Z-u7h4(O-ZSb97Hyxg&=yd25RWAq9vRPuflqOZ4aiJZXyDL
zkB=-Yl;P55Pk!>L8aFMa#R-I6@!TA~3ILE1IVGiq03f8O%L3Y|mV4Q%)>;?#;l7ou
zPgM1Aad6}<z)!oNC~Ls!L5>aFMk$c3nnM#(YrM@alK5Xzo(cJ@r@@c^BQyfPMdlcK
z7=rAH)v`PFRS6)xBB<^V9CPu4k?WUk`ulzcyBh(@RHVb{{++>d_K6H&)si0TsmB10
z-b)9TrajTp<2;RUVJ<*L&j3N0mh{=1$Gu3K+vvTUFDNE928y6>Cj05!OE=FB)VqN`
z#R65;pEk=hFE#_t_<kOPN-KEHEUIj@!JUPPq~~a*pyU`#nR#HPG<gT=@?D_M`cc#!
zBv{<=x;C81&f0`X`@leKBa~<5WD!RP6o^KlH!!JudwDr_NxYH^lx?V0<P><_a?-G1
zfPoq%vf#*(d_lLk2slC<;U-8-p(ymBFn4@Easf1$Am9CbfPN0RE=9N(sI`769(>-G
z(EIpE$=mH!T+@_KQU1?&A@rP{U{nnP+5Y8S0PUzKDJa5V_L;px8D8L9^M>!C%ruyT
zPaXg~r6GgQ1}@fR{WEa2ei8>xK?m@j7nfluicC*WHwQL|8l>O28XQ*UfQA=A$zgMI
z39Dv>xQhr)?<C@W`X*Jx5955utbsdilb!Oicg}h%vV+Bk$YffH2k$U!XeblfdbRB$
z^q71&K~7eI8s-m41AB7I*n4sjb$e22zNi;=S(=2o_}GKDf8JG^Fj?#p0P-{Ur${3H
z4>vIJ-O<dLJ6Kx`FA;9rJN0T7Q)1blIXe}>M*!&Pghkd)(jOFB1cMMrV>iYC^}`DQ
zq^$u4Eki4-Tx*bVE|=7ADPOeHA+gipZzmXx_F8`6bF#bI;O{?-TJ2C4{2hqn5?;U7
z-2sWBvD>_#jq3j&eI1ua1H*L-Rb!9~ZlJb;dm0*yI(b^Y;gmctI}&*61VLaY&%;Co
zuDLNdk(U9=#Rj^p%cm<@2<F0c^Dn{Y#$X8T+}Wu=$v*fW^155sXBQUCBT#oB06jyN
z>3+hzqN3G0GbBl>@*d!n@&_33^UdSUr+WaW56dekpgMG)hp?QbDkvbB4t_Zm6_5UW
z6)fo)wE5OxA!P#Kdj8Je+%-=azlp}7h3EkyrXCd?!hqG_3+zWt0V6S}-;CkD+(gBD
zoA2eqgCNwvtvQs$3pH%5fs{E*qa8q2;kAq?Db7Ox8;=vN8Btr6>W0F8Vigu1-uy=6
zXy~?+BI<0~4aau{D%BfW-8BV-K?-*4=H7(k1Gm>IwkVR;0`{fYN;rzMy7#*Q?tFo|
z2c-dqa_cUrMx6#hL70DlF(sIasPfugRDu2``v)pth6c?c6zoT=EG%*Lf4<R-c<-;T
zU8AyQUH@jQO@YoFlv(7c@^1rma2_2V>eGAwdKZM&1`)914o^wJF2rqB0m9bk1#0Ht
zxcUnOeh+}tNN`1IrBkTX$sFVa4WO$%1kcV-7l7(h4X-t>HIfBJd(6A{JaG<jhJp08
zrj11Yp6$D6MeRjI&e%F(=xu!X0xORY57%GjyUMS0;wUe_i>%goNPIHH7`KQmQ{4U3
zBfQ)|>`eT&J@x_Bm02<`5+vG3inQS_73Xe2{-=IV^0qqSb4aheA?DTML`S@*&LVuk
zC%r{)<R-u$d6BeFJ;=z|RIM7|B-ns)m&{GgeqgYAq9pzXs{b|zJAnZl>(}Sjs%DDI
zDE=4ipP=Y$aoz!>Efd=fvf(bgjdse)(#gQnsDaSY*PgMeoH07?nH86?)ly`~=G8Jl
z2^D%z2pcjZiryEej^lGG=+}f02UaP5R#H<nG2>fz(64eZLNR~CngN{3I=YlD5M4<d
zPE5myWr1wMu_k<O#@3yRe+B1R^kscm1k43$SRep$r3seiFex3OiT9oaUoXDw<J&^l
zNDZ0{nu$9cUSBI><B*LRZ}cKHeHwCRzn=w>5+YPfoo6qz!~3jQ;7D^60d+$?u-ccw
z^wNSh*o$auf_jDP<oBnqf&3|#N|@8iI;)xSCk9LuDa!BjSpqK?$!F<j7yr8dkR$f#
zxM<)gqqa~OuS|tTT7ia#7E5WMh>B6L@a1L)!57*;$h_!NgRRk=-HdaL@ygbyQ374H
z;8qhN1tAow07mOr@A6|cwiBvtYqP<mA|HR7k{Hg&Biv?2U3>P<MHQj-<1vI$Eqz#E
zkZb3CXsE-a73+u}U<DV$K4Sa#MZ`p{W}9+v1=h&olrS<en0$9*2o<GQPXDqc#X8nN
ztW>DsO;yVP%0P%s5`L{tGgrAiFceP5F3ZR`XmkBLhV-}ZlWh00-ev|h;UbHgOn(Yx
z^?o{}vxO97N5twk8E_`7eoQte?yxDbHiPIqh%y67++E9$7g*_T$wfOg+r6*9gv^_I
zvA*m2V$f{*s@f$#$R(h%eQ}U2EQ0EZ=n&6Brp0E$3+)@8AWlQ0f)-Jm%^Utr^CAqA
zI9f-6@eL-AWZ|bnZ{u9A-NF|xz^_+oqhQ^xb``Ym?#oC8A!m4Y#JDVRSc)t?11id!
zeDlv+;2tEusQfmVM8}6bPo^-Jr5wFG@E7*-q~A(za-`Qqtp^nI3mU1hRrIpNy%t98
zXl0pmq_O#lXaWXo@1Ws=Pk)?;kOsHsAsm;8pS)GYL{dY`LgnJOBQAT1$fRTqrlqU(
zJubIfBvs!8(cy%V-?(9Wl9uv0c&sLbF{wd<&`WU=cp^%Wi#eyV+=nKeENgNEw#H9c
zL%E0F>>xua`Nd6|tiYkn$K*~PGa*Zyf6Hr3g$Tl2{t;MKhoK+j{y6bwG%=0P1Q$|G
zHV&#<(i)p|PL?5Up$lp$L+n^TxMvGU#_fdf;;7L8QAm`c{r6N?O~9!?Ku(G3pX(uo
zE>|vR<SirRw2U;eFJq8YQRqS(1V6mcg1n2)pR`$W5TkrbDiHO4MaW+GVsp!J#~9gf
zOl}u6n&wg!Hr$#O+|u$K#^}#7U4!2+)(8Bmc^;To;xQ@C<5n*^)EViXS8kICzg0jn
zE*rn{!iDsDp#{?#p5x(t0(jQS|4`v23&W6$e>Ipzv<hqvJRo#)0;N{IpVH;?@~r5)
zB$L$~#nB-GT#G2>ib6_XMfxid&Un+T@ZMqU*cE+Mm$v#B59bPamW5r13oX#OKO9xG
zfbc_6RmQ|?oM@W)nXb-f3Gn4p{DFgndVOwgz!>5Ss%(bxyP!MuE1*6@9bu6X5%xTg
z_W+pk5o~K&;2|O<d)GApi2r#TB3K%HYli#438lxu#PZ|6Ae=KWcKC3=#P}7Q!uEaz
zQ80ezqk2<urk~0`=j*X`Wb6<|5+&8t@K~uVa?p7(|6rlG=dF8QjW6#SD{)wnP}ZjI
z2a{Wy=p0W0=CGZut)CdZTiA7Rq?TO|L5`F7`t>C+MZBjIve8;cWmWXFw08c>S&3gj
z(og?O98SN+H4z|$@WCkS19N?e#L3RU$UX=g;?W;XNMLhb>#05hMSPj>PM<>JKkjmr
z)r?0~4p)OwruZD#uGA(#b+2l$%^va8xP<Bi00(1~+^p7X)vb2=QGrU}KnmAM756z8
ztI$LuV>q~Hbp49XlFxI44igIJdh)=ySe@>kZ!`;<cl7TbS<K0ONRC4gYci$$jueo1
z7sYFOR{wxOC=ZSvh$7L_(klF{(f*`LaW>n1gT}GGj~moul`aeI0RT`FV3+{jUE_DS
z6J`hv?JR0Cp@LQdHxMuz2h{J4z6!M6vxTzEZC3D3|3$h6J__n`|C7Uxh$<`jd$L)Y
zf6y_zLB(|#9l24V0zghKvM`y}fGJ1h<k=EjKkbw*i>*<!D2nMqGes6sAiT1FFhfDP
zg_@MEHM@M|X4&*&D=_MQ6~=|fM4l8rm`2+3g&<;)^p*)(7!Pp=w}@YM#b?9(;AYk+
zLkdxB;j8R+l;`YpE;1Jf$veZfod)>WBBW{21QKt?bPD1N^()#Z`haBqKj_f_fcfZm
z<n9P^fFiABzB+WrSV1S2JUTi$jOxUCdP=51TqDDs(4ON1z-2zn;0j*e-tN&5-~+Rk
z{bEo0hGUs_w;hC&{AWQXgr~id2*MSjBzsHi--Mc2zW`hLzaMI{GE9ii)&fw9EQ6G<
zE?nGwkN^(#4Gffh1uoJcGbiVM@&q7RS?JCO^uqS)E5)Cn%A11;;}SUT@89~0X8Qs=
z?h2)#3-TX+W@=jddU|@I;>yE8!IE!m{QP~J->;@;{*h2O1~=^6l|$+X`S)m2$>HV5
z%h%Zk-{|cDe}5tI`=dXstgIC4CFqQXda8lXiJzo5R8m)`ilPxIu9=hY^6{xcN3i#x
zPWY`o<*$8EPABQDH4V_9VwUC@`o?cVEQ&!Iz|Jex(~<t&`@Z(A4G@g*Xy;eoyC+Yc
zID<46)#y#3mU{sK0h_FPV7C)ppqB-w<qvxb0yzb^1b}!*SwK(?^^!koW8nkEF<^tr
zBm4ve1hS~64*qq8&R(L&Y`9R5V!Z;c(b0|d7C;Gl#yg|_Y@iRrb7M+SbnR>CG~v@o
zAw}j>Qy8&Tl5*0&Y<NHW2B#=noYshDcH!OCCHYu3X+&ABcv%WEWLi*vCKR=58?|1b
z`AKE)0dgpG0l}B21`Yy~T)tow+^{%W@yBg*&0%C)Fux67vOn7Hxmf^-P0J#HF{i??
zznGnwX_dhHfd1`}O%Wj_cbm%&SO`A>=FrDep<lEMQ))vo{1@m7`nr>@=Nv$zRHO@N
zM2&^xe;@!;s7d(>Sq@Lp_I?!B%X>6#=;@p&FtTdbAqj#K-u^PgS9M|p0!Hlfl3r3=
z0H%C97)|u3BcAtkcE*7<qjeizV+)4-A$C4s$o{Viz^?5;b04I}7Hc(G?L3mD$#DW3
z=mb>-($mq|)AE@#@d#~1{h!iIQlGfgq(Zbu;%}g&f|?+@LrVRXBKF80N{UoM%RlI~
zCZF-@7^?LOdWB(mqXKjoQR!pB!FL%@JO^Lj`gefZJ%*GNRMg`M$wP&?*H$H57hjfx
zdy5~Q%DMwXgt24a`)AgGA{hgl7=De5%Qiab2bvuOd#MG2Dg+=@ViMT!WN=I|jDafS
z7{!gf;N}g$%8VxszEK9y_Zr|n3*hPPAc91XrG<qsNHAK81>a!537=sylt?KA#l6AP
zXWj+F3Sl}5BlA8(6)oc<iAz>AfVpggE9?N!sYF#s^f4$IaaBp+wq69qte~;OWi<k{
zd5|fLdwnZRGzzZ-gHt|oJoiG&qG{MGk@54CSQr|oxV)TQe=r>}DZJt}UBB~;Y;v+H
zr-WA14r^uyhcq%8lFHn&&(zc^m@Uz9Gc}rK!ScA`vIDq`CISe5@q9ss279i2MyZ8`
zMS?8?CPq{+MRGSU00`X6Xmmhk1<5#I_>4DUb$tiE;W|<eSpi~DB1?fvscF28YD51Y
zW|Xjh?UMrBWfg9etr!}+1!96F>k9n|0EdNyQ!aoKPlAe^e7-QRv(OqIV?Qup&ZSdW
z4Xj$T%M4fK+y}7DHA2eJcd!#%m6tHF@baqHd+)9U0B&^8Y9o0Y;HLy0{c?6saI0Z-
z%kcasK_z*Wu6Epj%(V+Zt_zB!xq%q7-RB+fTP-O01@70zM*v@62ed>9uHQT$id|sZ
z-0<yAzsU>mfdER%d9RHNEu#vc)%r6yA|zG7y$yB?@?pUobQ~7EdR5^g^b_0HF!hCd
z?sJ`0FF+>FMHKY{B+lpbl>$8nW*`KmETW#)$8fOuyV3WCDaEoq)90pi0Ws#iNFRCx
zHPQBhqH=h9sfWlD;QnH5k#9FP>SLD|7UF+QqBg-*fQLaDFmr}09$Xn5jBRFTSNIT+
zifM4nz9_>zLFf8E5UQaNL9LCCpWK2jS1{&PctQnU0<q333G?<i5Jo}k)|PzP<0@)J
zq5eYQv9-t}%DY=P`m$dU(OP8raETlD?$6q0_q`}>u{$B7XAT?zFAwKlhYWsY9V@x_
z%H!22!8GS{UHw063HoBhcPZ2vWgZHBPbI^Fgb4y|=0^fmoZ?BU7T2jG7Wy-8KYgpg
z&bgb|u^^1Vv`|6ng5vDI;Gt2{AOr&hlM785X@nLG4cP*zOB`(VScoMu^6>WzYccIi
z7UJ4|f=9o32(_dF)hu+iwGlJi^fw%WnlBU5g!`|dCRy%M4PSrX00OeUv$K<+kq2$)
zjzKgcgp!yjb?^!lsB1@7aGlfUj!g=905_vVpWJb{w`Nd|u0E*8ZQ`){=Dp}4-l%{L
z3Ua3sSoBboY>dJG??V%C)eLJ}0Xp;34SqR7LPC<Tx#=_qhq#U4)bx1?Nl7n+otwLG
z&-m9&V?ZC=LbBtpL^nM_7<O$5K-7JfU=!%)M&LdyZlj*ahRrX8UTBU+Vn*ZkDXIw=
z2J2`)9Mm=yVPGzw1Tt_CwZN_m+R)yw>aT~R6po!_@HY!Ui#6LNGSg`n+MAG)(y;~-
zZ&Vj6k)^5hW}_=Nm)#Zc=m_-FV`>!jE*AdazIKf=J|TfrnPVB&av#LztR+H0-rC!%
z#P~<%b^|tW?*$s+Tv$a}c-ZzcsKXon9zXZD0TKZ2Vj;lMcDdu*1v)hXDl51FtIi?%
zLwog+38d!gUx_iVx^Nw9Nm7xLQ8w~LvT{R3t!bG~Ar<G(!Vh|!jm@K;7vFOV+B0_(
zgx|s`tv7Vi&eMXGk)-Ny()&_AqmAh$M&N(XPSMLcz4+u#p4M=Fu{G%3vkaXt#;Uu!
zS6)JZcE5@h2>qe*crq%(z>wD0Pd<;Jku+F=a9xzMl|v{yl7MOYj=>0Ul`se$K5fsO
zoy?p)!wQ^xf~MF#h>D01f_SFuS_MPyzk$OZG;sX1@E~!A5`dACa^nXN9?&C@x7C6;
zK>={Kw$5W07q9L2h9EF2xTtE-LA<JQ2!HvqP_PnK71+buml7d7B`YTf!U}9|?AK}<
z8g`B?X{>$fg%E?MAt88Y(0hAfqSE4e2x94g-q_3mn&mtrQIyS+0L@Jil%|En8)-{$
zXkP3>0X23~?K3M;2$FcI`2v>AaQoGAHfYA0ai88onT=)fXCWa55)u+C#kFOz$;q5$
zph2v5&WKv|yG%|#C<PG*>(vizlIPGS&ezv>+{eqy?fm)kzd;^0IL)NH0M#XmAI=Nk
zQe9OT?2Oj&4uEL)x~GhO(PiKltm{k!)n6&k<Ur~ZwGsBEGpX0v5qG)ZSvvcPR%P1u
z+_<Sa)E%{0(JwgVLphrXCJsNZhRaCaK67@UqR4#q)$n~5!G_%mh1S}{?=Be*XA<8|
zTvnDl-vh!%SKv8l3v!I9M|ikb`7;V-FRVXzzsAkoc^(06TD(gk-~;bRR$BnAyf)G)
zWINn>9{=VvltBt?oYqUwgjOhrYrJuPI_|e^6))wjeS1=Nq}DbAG@-hU{wH2}S}S|f
z7a#I6!t+Mqj9EszjAIZw{G)t;N!Vc<sBN4gqq@CxP`6W!Ko73#s6Anu!GXq4%%dyc
z@Y@Z|xyapF@B$OS6*4n5%~$&gLArgwLC1i7-V+cBRHo_*%qtE8H+ugk%$mck7G*zR
zEJ%AJ?#AgpjDH3vO@4j71PaC4sP6u#9<Czv*iXkQs4&fDYBhvxwA7nWwG2Iu26s%G
zw<TZ{96+P^wt#tA@rKO~&zI!^+4u>-#lEPjXpOdcpiu961KhDgl$wu)&3|xsxCI1U
zggS(8<v|P9t>4K>rJ26LIronxbexnc#{7!BqW~T8Wh@No6-}0@HX3dHn#%H^%Q55l
zcJ<V$=Qq!D2Nr~Fxj*D*XL43P?a*c_AM-4xe%FO5W7o}b8=$%(FuNpxgx<T_eFn1p
z@UqCk?6Yul9PW@X#L!TpvXPL2UUz8fh`_{c3nNCxCucAYr698~3logkqkeEiM9>{F
z?}Ra$;9TTP!UpC?Kd%U&<8Q!Gd7>*if4k15$(fcOh^-hrde67b{1zZw(C-1gjTP`f
zmaDbG9uW0vpv@V-23>Oeur1%EHehnip&svwH==<2PijB!>!SeE-v_@)IjT0%#$gg2
zfV%n~$fvy6*w_m6sM&+iCwyYncYsJZmx0mW9#V%gVH;9l&p{cq`cz;47i>7teM4j{
z^*JU*HMJsgCOrl;L<Z<^up}KQk8r>?(}X`iBp}RE4}<aM&Bp$NM$ld3bXfzR{W6&N
zb(cjSVE?v;DK{?COXP|IQTG#~t~z}o9FeQu6J?tn)Lx?ri$~Bs2tw||AlhC-WAgn0
z5Um7K&XF7XHa7Y7@YX3B&fxuh;>q@uA9xOy;tEzBmf<VWRpiOJc@&7EsM52LH<Cjk
z4PT7EF{{^YyvEUt%8o@Rs9-I(+g7e9_EzRhto>u)n-UMP5|_2qztI|0HSSOQV9>Vq
zq4_WpA0PkQd>Gos|2ZGVW3R}D9jNc?AbU>|ahUw&3JsQvf&ftPfMyF~1%g&C6G5q}
zLfCuUCxE64qW<%`ouW7vPZ&D95I)dPn|N5ur{3eLKCH)({tsmazMKC>W<WajpU4d2
z6AnR1$%`8ZLnj_I6W(yO6A@{s4a%9C9B*z0_(y+wfHPAH_x>)BI_Y1=|5D*XP?Mzh
zPA>$V^>i3{6M5vB<$ra4)14++0E_ANvp?u)uDqYDQ&0grP9L=1OAEe*a40GT94t^p
zxXu8u{RfuuAiC+3;bZ3-wtgJ5%f0sO0utI{N}x6D59tbu4N%}C>ii&3fgf@#O3~4D
z3ANua1)D%%8pZo|u)!JQBfzg*a2h5yu6?Yu1su1wGXFh8LvH9$ULV6?z`eZJNS+Od
zIVp7kBipY$<|*YOI*=LU>pBit3FRkqq-gtoxI`#~AW1n5!b*0ImxT*1rS5zy$yBs^
z)}^6mEA4eLxD4bo3e%u-Ou&%#_iq?AEsefh(z6{yN_cfda63iFR>$i_Fsj(%0vGBH
zK;A+DR(cQx>ZL50n?Wm)<qyFW0{`V$nFyOZl;JICi`x&B@6<<7Z4`km?>lXgP6v1d
zwS7R05(UXC2?~*zP2d#pSpYf5OEiGD^Pak-+Y~fMU<i880j(K}?k+^T@d0XP3p@TI
z>KgbBy;dp%Ir*dSFhA4Ya96GI*>|XDF@<~@*j*Po;HzMQs)G)#6NKBcz<~_I2p5hz
z3l_xPZ|g!@@(}Q8UVyJuOqQA{+)-71`3F?uT9A-2b`?4RJAg4pZ0Q#kHTCt|{f_^%
zPQxP?Qj}0n8k*<@obk3MXZ$hvAg|TF9?H*zCd3@lP!HiX+R%KVL7R#T#J+#Ws~jJA
z!zU%G(C<Pu5DVkIXmX7+0J>w)h`3c$x*Av7=>aV_Wrhlz+F<0EZ-FpP$XAnvJ*4^U
z`SWBch~j*itWfhAct(MLf{P$<iP_`#=-srfD?&ordEoIZJ^{~5fFDRuKEtYfiJojf
zpciF9!vvvw5j=%1gQB4W9mFP~u)l_4Cr1P!z$I|GaDkrz4JZ2%Kp=uql6$(wZhaZB
zqy^>W<*CsePz$sT0jxj*6&|3OF5nR3ya9+_*33nqTA^Y7aSS!}42FMB*xCBO^)Z;4
zm_Cbw(IOR&^S^G;TESI#hXZ=vNpyAxj_D<8nIO%nZ3VPI=fY)y%pr)Q+6GtEYn{aH
zj_MnbUY?;7nklybS65b)Bhe67&Jt6Gm077qyrnaRmG%cWg|8Yrj%o`v5@=}T8J=S(
zG$@ZGVs0{*4%zp4wud(<@qlft%kU(Tvf(K0CIYofDfO8!*r@zrP_l$FK!1#8V<aRb
zxPS{F8$2o5ja%(p@mmi*!4xp!=jT_1ZcER#iV>Lwml_^^{?cEl{)C!@r0-Wv^8X*|
z{J#=S6Ynx96x`OP*a3D#^`6)KSFB+4n+87l2RKH!f&XkXu6BBuos+X<FEX|?Kd+dr
znna3$Pviqsvn}A&W5AV`NI@ix7r?pk!3p`qVY1b5I)uX^;A0PmHmB7Y2y65}qsJ5l
z6^!!6(HfdPNe$3E4NO}_t_3a4&9Bj58Z>m~39JB3$MN#-t&oit1@SQwkPqY5-nV!O
zh0!e00OyY|gWZgrvqD*AD5r^KFz`jWuiXTP1~(`%rlGUlM~#R8#p$66o@_b*V;4Bf
z<>ck{;Smom`e<kkx>!*U&@1JvN)WWW!nP!YN@KJpd6hD}6gKxZYDR2BO@w9;{rKwD
zt8d^Q{M!#sl=$^v;n}l^x_!R7mBZ<|jh?ilN6*hc!S0L}jKE};Wyh!~*MF;TF!)|~
zhlE!{QX$Luq6vlQ<d-Zb37+@T99nm;#RN$OQA<i`dD~og8$tdV!L-Ia$Hw%8<@)zW
z4n7tEN3Hrd#>&QAySh84JC}APj`Yd`R;xx%yBu!~d-#t$V%w$jnB=#F>yZR;q^>G?
z67V*UYWMc`PV3fdZTGbA8@csD6yXt+lj8_1EUeo37?tE!agy)ZcwQeeA}l^XyQyQ}
zaZmE<2(RNMt5NrXL$R*(Pk(2_kD~krN(+)xQhYEfckIS^GgKXBzWI502<^HFm6;Dc
zd`pYhaNsOJAuv!LU`aM*VA&_^=%FI*@b-D6+jdfg(=Ten2@!f}zwJBJmO9<<n=H)T
zM<0fK%KP-`(*_i1LrL%T?<3RG4Y}}zfR+~&=9gD>FKn$2pzU=SoWD_GR#ol&Q&Usb
zKv5+CzI@XFYVCC&Z^<a@vQkmLfe$r5y2gq<Yu$W!r6X*f3vPRu*I85!S6w_=^}au1
z)v@>D+$iH%Lw<wTFHM~M%iJ~AzUPOd^WJQ_U|GZ$S5@6do8?NvYt?THr}~A3TP8v=
z3XMP2t^>v}u>l<Vx^t7ovq?!CGiT52AFLObS5{Yx!=7D#qCd30QrRJQr>4!^Cj4ni
z!<xOcxm(1S-Z#Ws&uJVJX$mhpD`1y#j*O088Zq*idhPN4!&dFVV#+=moVMrFdSkke
zAHbz2(0z)4U+}TJqod<uvTgC@?Mt^)=xNKxbZOJ_mLJYs8pWl>xNR_A`_YJ}tD@_6
z9TA@Q>g8W5*&8C27v9_zAHqGNA)soeyDP9g#A9z!d7l=-mTrK=bJ%^tzKX7QY)o%p
zboBL&t+p#3#*h2tXl8bcJ-l?EU-<F1OFrjRPVJRBq1x)(CEZKo{lh~u73v1JCwiaM
zOInXu8M#skxy29Er!#yN8%`?Z{~~U0A<O|T=SG+Ojt^C-aQaTc0}mbu4J~|FndP?^
z&R6}KO}4l*vi11(nm*$dYs+kto81kc8?v*<v)_g1?YUQC^nOrpWubI?jP>clV7<4!
zkjZ}bpJ&Vhit*R!0lLoS!Lt{Bk3)5;n{=2svw3)WE6r~Ch)%l5#-r;)XO9&9$H7*U
z%I9_-T!@-IU99e8pLtzMt}W*${WB-R-#Yz=E*2KT_F`6LedU(a!XpgvQ}pT;>%TB_
z?@blIEwX%@lUJJUY(+d+C8^g}pWTpHn_U_~m%{z@WcO=j`GqR$`lKX19H(B33^9p;
z4@n|B`@4IC^NU!57Stos{q4h&y;J>KBZ7}V*i~Ll3e*@e^m=NASGGGioH!lmSFJYJ
z)!E7R)`VyBW1-9}TwPbs=eLrDK3ovRetUIf`;qMVM`dHR>vsDuFIQZD?oe{QH_>j?
za6+RpqPxR_&p=)6_OcP~^9jM}&Q3c_=>3dj&m(jT)oD+KX<pg5(+XWl%(!kLK}1XN
zA=|PmqsDMOEHW}O39IJGc<s-zcTZ2gFaE5!5I-bDuuMuXly&x#gMMIfN(Npmh&c%T
zPWXvGfM+L~N10V|j)n?E@V;>}3E)|^Sxv_{<x?}JAgQuj8}-)uD*d(dqPYI*%1Vr%
z!W9k22T$=`^n%vczvXcU@b3~?m{tpz<6U1_wSJkr<Lf|d{`BE?N>UO<7(V)*6%<-K
z;g`{oINR0~uf6ShUNQTHp`dsz9w+3{(O)-}jby=tmUzpe$#cg$<9NlN)<V;+bho*i
z8?Xu?>@G>QX<b6d$%Me}+uA(N0FDa32^&1)bz2U%JNz03v1<<0xf^y$(@QosA8**;
z3h&2tI$BuhD9fIocc}?s{y7XE@2uQ##I4ujN>aM@sFu&p-kS3q#>5uQ=Z*0XUdt*f
zG+trq)BeqCwoil^2Tpg26e{h#=hHO0RMgXVx;*a4y$dPZc%Hs?^XTA6YJZYp+Q}<#
zo5#R^p#O9tpmt~MX6-U&pqOogNaI>oh}6zx*hqkvi;9hfg*G?d<G2Eq@@TkQ-+v_4
zUR=Dev-i6&Y(`}ujYl+q#c3Dl^`j^AH@nUE=~L2tEFdJJN7eXltH~HgE24hEpqMoW
zzqfe1<Bm1%u=eD}Lko)m%@#G;=t1UXO(k{Zm6)B6nIWuxnX=Q@StOaQb28~-5>&+9
zQfKb-E(<6Xu<k19b1iqoBzNo^XctWWxa=Zm<HWVxdAI+qeIH%8fb?2>nGPjyy0epa
zVY9v7Ma<_jfnG|Me>$J)m>f-WM<*qX>1u2BvT<NZAlw+ISfUKoxK^0!F^|n}O%n!g
zAQ4UGO$$xuXBA?kBqB?U2n;bK&ims2W!l6s(bG?}R@pU(w5BV3cSYa5ixwwMCCU-o
z-{7a2qhiz$Rr#lJsiw$JT9lv&cg`zc@0$xGdr~6b>~$ckRE5|Es$(W9C1V+$lQ>69
zMKUHh6VYVWbRi}|t~s=bC1(0uJwr7=v($s=Q_Ri%rlh8-j{Q~bMAZ{6g~s9sb{Wgg
zv-hlB8hmy<XA@babe4JS&jM%<ruu>HpvdUgkFm&Zz3?oIqz}sut9Brh?1}g6x^Gj$
zVn<AQY8U1mny>o{2J^*S%8i$QVHgjw-gxt9rLul~){eK)rr0Yjv%%+y+w$^#JbM+3
z7gM(;0@QTGS|4)r*y|;97ODrhtH8R~eyL12t`l8u=gUD?BCOv3FsAtGa+*QRVn<2J
zkkL=-gYvm=n|_WM!m`cdUz!CKeI+CzL9}|aRVeAOs7t}(#(|fChh=iT&4M1+HsJt$
z`Bq_k3r6qh?~C>K)s=6xS~4U&jvRK`Blz&(u*_h*v$N1tOKaas)-Ha>cy^U#ZfHw9
zaDe%z!tznhz#K=@1-V2qG0AR*ulFmd3=2j#0?Al}6lC*eH??5^$@uo|TaDRwgXL~9
z=k?z{B9B*_=yrcM2Amw<KTNjDx7M$N@P)k)5lIO%os+^R0A!R?`CH5!<j_ui_;a)E
zm0sgPiB6~K*XKX3-DF)9T%W0~$?a^hsG=X72$<~)adQ}rPMQ)Aa5zhqi+Gda`weQ3
z`p(|oI^xc4SnbqY<Vj9ZsU4M>5g7i2Do{aj_)Hv66w@<6_L!w>pK<eQ(+tLp@=bqX
zCwdLMV_VsJzqk!*Z2HL1s(4Y4tDARC+-2(p5<ZrIaGc?->)=bc#TK`_;DvvLe!4+1
z)X!#3vPn2Q`Nf`rg@<*y_&7TgholeBH#$>pJ$#vPR&KVespw^qK>>}`rA5Pgx6(?-
zKd-Ofg7E&bQfjyJZgM#GEJcqZnmh=}uDn<8-+w}=l#uMn%v_1&sE7wXx=?y;Rz%vL
z;<S`Iv^MRLlQ+j&Q)Q`p1ZHMeGCdXuzb(w~Ta%G&nT05?-G@XmQY-o9>`+~LlE%o;
zTa1m>>u0doP6%FeE$<VMu?k@*WG%sQ(V1<Sg=2r9gked=rfh@Ljksf~U)X=B)QX&8
z{oN1s%w_y^r=NzELj8_zGJT^)oc~3o{a@uq8R(C4s>rFyDjL+&W9_k?%cWNiIK|%d
zo^@pYSu41q&0-r=#CZ8QKycGJMriuZi%=@U;yT1Ljpg-?yk9pq@TLi&0;fK@+0}@f
zfE7SWA_gzmnXL;K0g1VYd5t;gvN*#fmZV^(d$N-T(HoCr&f$k(cCmyvOcNQ>kkHAE
z7&dL*GPr%{$8cpiZ3=r5%aDZRM#sq!7=V-1WLt3T(Yv!}6EB>NzST};I8@<}4i0U(
zHii;I%uafYH_IpH<@E4Gj?%E$$Dx^AtS6fN9Wm~T-iG}xF&1%c0fCv0%Hu3x3vpyQ
z>B(b1vW?HQP_kutmT91zx-ZFoUFkZj(SPgQ+T)VG+PHwqnyDXFUP`BinDdrRLzy?U
zQ2BYEd6_vc-Bc1yQ}eFia$@GIqE@gH+bCCFFf}u;w6Pg#x^T);11fDHDU=i_3NN<L
z=Y9WuKkxJJ`JD5d^PJ~-zTf9u?1WEyLhc6?U^t44?;fm<2ZdMB1Fbx5Zrg3;zCI3^
z+thL2qkYH+$kJzJrLpnGR;s?`0;i^##@@aTgF0!9z)x_T{9A<#I;q9mFZ_%2bDOSL
z>+~pap7V{LQ|bfSDgF6YqCVEm3tpgsxK}rECLKB);Pi0mkbs7GTurjuKO|)YM}xZq
zuS-0?Km%)pQb<xAUPpe2t;ui=@2u$-4R0b&6QJtbgL&Y?bdyh4^@}*NUL|RqGnm$=
zl(CS^C~~CjoZlFV*Wc8WoP&`^-f&DrlhYiOyMA`SqO~7^_*a*mh7IF!#l4N#k-eV?
zoV9S=TeudZrLBEHr%Z8lOA(>akwX#*r?yxc={9cS!Z4+qYELKZs%wB3w|HHoywDTE
za11ybAZ7=4sJdp}|58SyX~rAx6JHe-IMHTS&D!xTAP1%{?91BFOC*0_wn0IlZ``(B
zNcF{d?DZXI(TD5J)Q9rL#(7@wRl6~T0Xfdy>l@`~A?D;W*blo)G~~R4PmA=&u$)*T
zT6@?O<`{6t0cmfs)UW<)S~7Fw*a<l98UOb`wit1$LJRopB}+x#asj7lMsLn`K9=*+
z(rVHZ+(XVz_={J^k4keU&>_Tprenb3mKHnV^jVwC$=_GM6$B%m%`jdRc1ADWSH@Zj
zy_%t~$<o7fOOU=**^dT@!l+V!vxoc&a0}wRM~G?<fViqtRPVUZx$Zfi*wf=s-4VOY
z12mU~?`6GEjv;Lv+b>)VsjnC^SEq@=GV$nzn~?JijgE_?zbn|U3d2g)E7-2sW!Wx7
zRrOiT^oDF)0WW972*ZjZ$K|^L$7I~POEw-RC<pjzP<Ox5dMZz}y`&~m*i-8C$%M+R
zA>aJA!E}o~#zg?e<A+<-*=UOg*2CtzWHroV0<r(2muemD!c1#Puk^+RdLd9&QH6MR
zK~!>fPJ5GjDw^hx)n?NmMgAOx<qPXRrS<eb3es_{`1QLxb*(0m21|FH>avk+WjEh~
zlGfnL*&-}9$xDI=bY~(OI$242^GQsx{usmB^T1;$UIX?dlry%VX<8vFVbu1J=;JF7
zN%9kz1#=i5%nNwuKjAvPVi>2YPae$i#7&)nrZuJ&7ue6VxrJx71=rH8n7=WvGh5)-
z!3}#qlwi*wC_amdFGGYH&qPFXkO<*`mFY}!vr?%pyZGM??Mp~73A{Gm^7xmWk^9%6
zhroP?pdiR=F$7A^K0fdtb8UM7gY&Y|YV!Ig*&sC~%8Z{!#OZyjS7ah@B|S1|sv%v$
zDo5RKutsa3tkuG#liZyXAYO2nVYu?1hi7ThhSF56?Zp*gW_)GVI&#kC!K#e9d1R=A
z^`PijyQuVCP;-a%O3X@gd)F3$4!mC@pRYzYWbc%?2;6Z-->>WguGCF%`b|&+s6@NY
z-ST3f#pot2)Cu>THx%`V+i{(#2pIHgY$~-VrX_$`vgW}OZ>PeyCvmC!HOR+^-Pqq_
zmy(~TbB|ak%{zbm#4%NJ?WXE&1oh1Z&Ew^55l|SFnj)@=+zY6xP9a}a5C^bPF<$zQ
zz@r$}#&dMq$$dg+W-y|=_W(q@stbRSM7xzQ(=xLXcFAoAqS+;`?6%SI{kQ*O<l~Hl
zYs_}oTVYu?|2wC8X{NwM@D=&)H6N!cX&4!OVl`+@Jq`Qo$SvbeN1#~}wy|bS;6h4w
z!MHc`)q&^D@h5KfhSMO+L=i`(rszj~c$qWr>7K1E1?4A3{7UQW-^q;Ggy#-S&%7nk
zxmocFLjU&jc(mP^%8lG!;!;1cv*0tiG(u&@xM$Q!_{<$HH+yq$qeLHI{^85%U&|6q
z#mVZ!Wl)gHn^Qg;+|{o<C-_dCa%R`2{N%aHa?f@VJ1=VB<~Am@eVP}f=1-Iuga2Z~
zHhM&YpdY~_lIin5H%Hw-IMnSHdbK6FJpL-hxf|!p0dN+F-lX0cPf^zgD-lM_3H-$c
zoz0XxI>(b-qV(n_@cjiI@L|uH@`KJMcDXfFimv6#fuT6gyc&nX@6&_H>9v1`!&RGy
zRDQq~IlfkE05}IOwqKE20W~e$l?Lh0^r_2V1pGu-+2MxhUO*_;?H&t>w#Ajx(}YMa
z&>zhajYU``xs)%c$>?-sH+?IRF7s!7D3kd^N_P}}-nR?2M{X)f0$MN_J#UUjqSis3
zKCL`$6bPk{^5yJ+J*j`y4mHyV38={h6*J+2Y{9J`ou1V-soa~*P)71$`Vshxaw*ju
z7{71YXZl+E6-cc43T!eO>ys1}W7<P`nw^8&u>HVb&g<|T!8{`vKa|h67p5}*ChCK7
zTZCLNR6|@%GT*&etldXN<PGc(MqfcBD&|Rjbji3?<1#3JPhKbnL;ahN1+zjyMmO_A
zpuLb549ojrvZG_Br*rG!RWoF_aM?xhxmA3E{g@2z!@Mjj<-AlRMmN7VVvdy&9K?3s
zMnG7j?09oM;;IRpe=d44b)Dewc+D;mnvvntq?f2INe65*b)8$!rQ@8{qm95{Jp6J|
zk(PNFgKzi~H0Tvf)$IX?Ha?oS#34I7E!Gps8jRdar{j*o)9gAE9x6t(c%Lrl<Li1%
z<vTJ$zs_Y)B5m&XP$<>-zMT1pjP#z%?Vf4tdrepRVR!eUOy$mkSa0_XJ4qYeb>+G2
zhmRG1l1o>#mWL2OL3xu7nh)Z{<>yrnRwLT+tvX~HL@#)%F&HEDXF*_Ze<S7Tu<4Z$
zqR!a5XOat2ZD~sNn=nA^5HJq)k^S0{nS$0d1PXG$=4BBL1;b@M13=ku;Kg@NPu`~d
zI&onOS!+poawaKq^5nJ`y4l9<|Ea;;@De0;M^P+?ON>OcN0;u{beBwN(H@Xa%?f3R
zr7N2#Gr6%uQ*y6tFag4Yd}}W>79<ej$(Q?&>~Sm1X;b=!TT8M8zT{@fNkr*2{#Qg1
zC8j)6O}eIMpwrPd6?OJBki<B{i|wrnZ4tVHR0A2ek}-o{2vLGDX@56%)^EV94-W6w
zdG{f3<ETJ~NkIe>rDV-=K2;#ja+ZJu^}^h<mOBhbcEj|8B-ErRpNNB13+neW^dCm~
zFj#VEPRzuF$49o;_9-ewO{<+-!Rk0u%N@d~+D6-vy}c{{Uxfd|9Y6Las<dza>yOkC
S6OUO9wE(^$n2y7VW&Z}nF)~X4

literal 0
HcmV?d00001

diff --git a/figures/d-cliques-cifar10-momentum-non-iid-clique-avg-effect.png b/figures/d-cliques-cifar10-momentum-non-iid-clique-avg-effect.png
new file mode 100644
index 0000000000000000000000000000000000000000..a3f86a0788b4667838b46861e716aa2d02eabf69
GIT binary patch
literal 40592
zcmd3O<y(~97w!}-AW}*r9l{_W9V#u|4B;Ts=^$N0sE886fCEyZG(&feAfQqzL)RFH
zG=g-UXMBIx`EdS%^Fic#81}RF+AHpLueEt<Y^Y63%|;CZfoOGgG)zGthzAG+{zyp<
zJdv$sE&%>hc&KUp(9GB6VUQ!r8D!x2(9g^Fp_ltTo<L`mzq_xGw1l*Tj5v?m!-szU
zijtDv|MvqDz9?78i{^u^z#>$BIyU|w5WOSmAGk!V*c}AQIn~v;X&#)tHWw6ZZgGVF
zvze(Y^pXGd{^w^8VQ=|(5=@X|4HFIf4cc>Kp2?MJYaLYq>j^brJ?)#A0w#Cx^0h0M
zcur5w<byukzrLI{2%8_-8I=Cm;kuEn`%133z3MB1FYe+kO5R(^e3P7{Z{jYV>E;WP
zo-q{g8#9ugP?}sSp#pwzD^8e-@ZYB~Fpqzq<<*18l713@Q6M^t^y?b&sp<x#Rjz9M
zf3XZTO(4ZTkz+ogM0m(`>V3aiZ`_TY5xM=J;2c-Pt(XMfSzb*sA71){-VXVDlV`Nk
z8+Pleu^D0&xqp+im+or2Zy37DaHzycKNZHlJ6&71x?yD1X<=mFspZ+~K{_n%pFY?m
z2AIJQ!L867xbLjy9&U2=M?t8vLqosy2H!sIBuYUl+T22`se4^Jq?79rh8r0Ywb6%S
z9Y1|WCGk(QajFC9XsW(es0#d@4Sx!K1(_vu6@D`X>X+d!wrOY2y&p8pt*MLuYAiCi
z|IT2UXW%YA{n6quy{Q^I?7tPr>+;)V1uyQv?t4r5p7`j)8>x+qU0VEO31+-2iT}i0
zd6`+croYTkt8u)>qDOH*N*2?g0ZBC*<%_1nn!F2-YI<IeDIo4ve|teXOO3f|JBd$*
zR$7kp)f3-1Q*1UO-mMgsWd0=l6;!{QpBJG-_giOC0nstB$voW@o{#TboNBTorbOg<
z=IyYbr2Cf}hDCYrT>oks(@Adl)gRDkiGsBKRKnNM^mX`X`mqRA-#pp)r-#lxY1vsD
zcrU{5Csc#vpxf|Q;FFKNFek@@yU9z{zTe`6DS9<bx0tp@ko%hdjxSwWgi+B%k!Ppf
z#J7;2=a_oZE^jpbW9c&WZ`up6Kt~kP`TpBNj*2Q(4iR8~PVl>TMs%i-$2;*Tu3F{;
zDr=9046rRA8J*F@)Iy%$F&l#_x7E_G{Ra$88m%APf0|O<`>t@Av7Am*?y6kti%*G3
zf|80^Cndt$1qBw78Zw99OnyGnE<dThjN<(AQ^CnRmoH11`F3uCNsG+Y<jd*Wp<hyN
z`XSc4N*egh@&NzPv#t!zXBPn5SPedO=5;O>+b1u71qh6bW?ZwSCT@=o(t6?l2EB=x
zK`!`GJ#xn(^$ZPsZ+@(IRvRQZ+nyNNvmiV7bMw8fR4emc6KF#id9-w+t@CWN^PDUc
zmK3-xaH{4eoq?+C4;DICSHDk>@sb>q<Ei*d=#Ewfa=~sfeC<$~TG~F-V7d3ivu5_m
z3T|Oh$Iu`ds^tW!Gn1kj?^uLBi!Q<<`C3!&usCTgj3d8>9gw5iI<z0%$~ts-;;5A!
z?(2B`(2KC7$){K~flK=MHL;bOr`1)}agOu1mLt<8Lk35OCgJob;iqc`L+0Zd86KN^
zNgl_;_ZxaRixP6?CwBMkFwa9}yQ8X^ZJykHdUbHbH)&*Op{6W*A$f7QyywjFDalqD
z5(YoS3gwrHf6&Wc6OQj|2Rl1zWz@F&_~a$ey>1K?SCCb?a9QJH{8SAlGLg+19KQJ0
z?dS=^eii#~>zPaO;$J_t7&ZmszOExSKkMS^9(oPLYBVZq+#j&x{L*+?J0|vCaqPWp
zrXR*^BmIU6D%`BSDKD9;=r$6T@SU*qwDh;Nby?p7n~ab5`b*mHi4Nyj<|uo1_KQ+K
zKH;qL`V%QE`j%h4%$;X3O!Ztx|Ef4i*#t5(|LXSqPy0XQ)vUJoFANo&fChH{oITEc
zJ?GF*AY;TDRBzr%Ob|%zh)8kTH4;)}J(r#T<5_u!)5}$@h^8p;O*OLzg{Hg+UiWnb
zl$ztWosi~}tHR0`b#Er!b{|RVzoi#w&tmRZQRXd1*U10TJN;j*9dp!bopu`c38>jr
z(X~-wa#^xvv0(r5NrBD((bO_$pUL%{De;V0{&LQT#!A0`PG&3^;by+{)U=dPZD<sK
zrDC=-bYf}bE(jIK`@|tepvy6M_&0J+Sn<_wEXO^z#or}bQ}6jXzP@-sCf}3r!1(@x
z3|)dT(>M5!2h*>akC2#83yintD=(w=`$}(zr4r8UafJCf++^CaG4tLV^R2W}rvShm
zZiqeXPnroZec7Sd=}PxSh327kz0gH5s!!d*?`y1n99%g_Ow~MN2b?mgHLr#*nq&sw
z%K2}13SC@H_(;#36v8(II(uK?eZ-iCu}BTJyb9O=_2m~jdmq;c!@9sb4LJ#Psbh4h
zoJzk-8b>wOtJbdDO5F|GoXNvKKFaDeFf<5q9RCndzo}%Lif>|0FU}DLH9C%iD~tag
zHQQtJnj-hSg<YC(U8!chdp|l@4<rY4?o65WycE2Z0!S18CXK3(%`EhO1<l3SD>+k-
zsX)r$De}z9Qt|=j03Gdz4#wewR0<l&G{x0Xsh@nN9M;XRSroQ-2btcuZ2L@vJs{sl
z$w4V_xaJpz?z<u~@N3|^lfkk322(fnc^W@--leV>)VV`-bT7!HiIjmkro^o{3bp%M
zjZG`v=z(u;sa~WMDPl6G&>MdmpzxM2l=<85E4O`|o`{~m4p9`>ewRgQ(R^tEJ&3YW
ztQa>IC@#`Q7JZ6<w&bc`cj@>}hYwmo`NvK@5`~EVgvb^WdhzV(GRHSPRfbok{-DXS
z>FV((DNzt>#46t&s{^H@G|j#e5M(_a^M;D}fy@Fitt=@Mf5})UI1)zq;(w>_9K!)R
z4v@Lh`e>N&K#AH<!pK}f?XShE>yy%Zhg=vw;DFZLMm7cYXnNIg-0;HeQCCnuD98=R
zT{j~K`Q`X)yBOMa@49GS+@a+CxN*eUZI*)9J6-WzoGxr4^l8t>lz3(y@cWEaF$&UK
zvFkzLo9My18zWUv#Z-e<GWLfw*9Q$YKR@+sS{59=vHa^U%eNB|zH6FA&mWb%PN5-u
zdV@*8S6q1j_O2gSTK};R-UlVS<2JWEHWebf#*gNC9@<cv*w@B)`PfwQ4<bq{9ppx)
zOHp-gte)G_PiNXJn=A(slw_y!Z67%^H6h>lypy;DY9PZtK6E|o2U2B)Vx+(=4p}zS
z{6Lm1@K($Ck?)=qnb*6YBktc+P(_%8Zdf2ibYtu5c4OWo!Hja+E&6;`foBIQZAbSR
zq71An-3IA27LXNUF1%qO)bKXCiPnI@yZ#Bs8fV6YuCaS_5nGmX^13e_&U2yRG~pD3
zA9U_~q&%TvxTW4hP3Y|ZIjx}Snd8H~njmuiCujVKUoH8N1AF1&7@`Wd;_vL@qW4{c
zcg1-2xOng3#_3Mz=NG*-IER7Nh<V=-sN_q?w8hWax@iWLrFV@<6^S_(k%q1on2F5q
z-NQ_*0pxR*>BGyG30mIozS%wD^U4X-st}_~wwLQsxV}>pTP)}^Ldzadk{^84C2q*}
zH8e8eso${Ma>B`<r=x9>p6dx7mwmZz#g)8&|6UaLn!bEB2^M2orXncv-EuJM0avb?
z;3Ao$XUDXKf^iRjKGQ8&>Uf;Djn2>7CSi~9S5P4p%?J0i;jhqfk~otmd*41x$4mP|
zhX-kY{isNkuf1-pxk!JVMZ3=|d-6p=ToRK|V7_n--=oU=jU^dglSZ!+!{{2Os`o!*
z$CT((YBn#1Jjzur5jZrS5zvw<x^t;tK<IOoft~fkW`7tQQup8vrAZj`+B1nSJP=vp
zrNNkQa`of$t0s1P5h2lIk$Hg@7IS;I;!*NVk`MYK1IF&BzY0+u{vdG3+20lJH`~(|
zJ6C1Q(DE}K8!wv|fZ~{(vtj01(Km^7O?cLt|4dQD%;A$HZHRC`ImVxJc&kBC+#@GR
z&$_8k7Ul2p>t~#I+p|{AY0KGbP5C9BFN(OEXJXsh4Zv)Z3`N*0+?=YOI<=nTJ;j0P
zn=dZ%^8AF#7Gj``CGN!Cqu}8(I&ErRQDh67<9OaF?ZE}?ph_6M2IR%fb?b{*&hn2K
zd+BlJx|v#Kw#nx<RZWjmVeL`5n3owXT1~6ef2)0kpr@0DVjr$azV_g)rm9nlOrKaE
z0j&FWL&(!x@vRKo(QGdE2qk3Ec<7rEg%KS@2p{r~>U!M8fFYDDv=W-sbK)=ix;^F_
zfM#^Dkl7Zz&v7Hg2M@mhs-dK@UkCJkiY5<iUUwW&^#v}+1;p;;CKvNxUIk~9{{^Rt
zHak>CBrXVZrg&pG?0JV#4dnNvHb)GPEnjj^{9-d4RAYSiw*4qS!UxE`$Fs+iH^le9
z>0f$BxCm*uvwm!Kn!V!?`^(7Lb29E?^t~2Es2ucKv}<(Oz<^UmcGf(3GZo`!%>#GS
z?Ch-ESgPs9DY;E`pQaIS-y8}a7xM~c!SZnS<9UD2Cx>BXU$pp*wthy~LMsf0BP1Eq
z_=Xvu8^BDZrdFIpn~T^FIIRtr(O$3a*Z8W7zoe0;kv?jNGB&fCn!fF*O^!%jwD|MD
zq9gY_`C8EL6KUr&lkHBEp^=E>M}wX;%l3JCrF~en&kE{dxPaV|!?L$a@^K&ASXw2`
z;~x*AXu)SsL;Qmw105CZMSvdX&@<>~A|KtlxOSB0FVqQ&wLVr+0Il`3fAKE#f?J7x
z01}gk2+_NCvnl`K)*}1!hWu@|#9qwL&>gzIGgu@4QYY(Us^9I}AIOa#nA#+kMzk;;
zK&#N=0CcQNJ&QMXPQ8#!F42vVIR+hY3|uq&T!1m=HfaOxEbJ+D-eg0MBg6_FdifhW
zD7LtY+8K9x&Y#2FZ^5u3X$n`G*{o@2lNQg)+kXL~_Ctak%aVf6{Ou`c>BE;)jsPsr
zMI{5yI%)|?YU+DFD*#Sh^Sn{(>m7YFcU2_8J?53AhvYSaDx$Qb-uzhSeBZ1WH<nuf
zJWMokG%PHyg_eUDVQ0<@jlmJ^EY<)jyh8%1txk}d2Y6cSiU>|bZBnfJ{HR8@Hgb*f
zUdyy&Oq~?oYw*KPQU0E8Ts^Q6+i2amDQ(Y=g6tce0&g>rdO8LgdOB1L))``#<mu&E
zvEcUj#o_G<83kE;uv2uD<2**Wlbj1kzc!cAXC=?S|GL(=+}F?a?Kgv#$r7c-r0U~#
z%ft`fT*Y*Peg5$A(gZQuZt8|uPW~Eup_<!5H3o7nZ9ap6IrkUjBxY})L?$}P398TN
ze$=t21I$d$<<wg9sk6V-&794n8d{Rr&K_S3!NcHMbQ9W!S2jTSmgNU>553ZN_!0b7
z+-{2AbSpYcszF^vb4rbTV-zu<1>yA=KnZ}X?y;P8(X>BXl#u>Jn?fp^+C}DK4~wY=
z|IUTs`L4K&M4A6lU=}3)k)xgJTb*BEle^oC4<t(B4p%`YZ9yyVD*{?~qYHa;s9BhU
zCI$lf<00KDe1Svjo^rijmSt{y>LIh((ofD9m{WN)4iHrs85v1|3{(y3UJE}14P4vQ
zEkNA50pOE3(7+f=-C2dw*3}e;d0};wM<~ptew|BSlp1dKND`dv`nC|0GcU#W&<Rb4
zq3fHTY$~g;8pTEpw-@t96bm%HY}%<81<Et_Z&9M-{?Ga=43s!hoZl9%l`ro+B_Bk|
z_MULPMaKM<tDdzuUecgcBcURUbITDj&`%3&bgv~!w8|ZLtGM447g~hb@zzZu6>%8|
zUG|Zc+!S_>YTD&`p>;Ip?_MtLc$?Cg!_uc1!mqm6H!ucM9Iy@8UnE36<%=QV%pUzQ
z4tl%fE3ZQ#1E;PbLur6ePG3D|6FwfpTqYLz@B@Hiof)-XeR;gP-Y+n%9Rzyzhx@tr
zHQxk_`20FMdnu|Z3dc|Eow1Aa46}w$`A7vf$NHcfei_>!qXr$h*D{b4GquLyCI_7`
ztyNu<B!Y=uq&1;p17lpxWYXKeGKWtXgE7?OZBz`XLAR|1DbIp)$UG=gLee$=VgvKa
zvH}ot3*WvUWg_|$WyFJ8l->ejwn3Yqtfr|@Zvj8<EnO{yo=GN!O{Eju-G6vDbWjp&
z(j-|u>&(r!@`UPh807Yvt(bmp%fi~s*X_W+Tmge_JCuXJZOn+biJQ!)os<m1*9!#S
ze<|{MTAVC~aLdciQl+dr^SUme@R<dP%8%F#qIk2&mhiDc?c?h23p}(3H?_D|GO1*y
zk&xPVSdf8JV4+0!b4u@q;-X{l>3SHe;EOGk9;A6)duV?I<KIe|M&qlxC72O*+fPX#
z=>|YAJ*cm?vxl2yTtmB}xy6M4yoLK3?t}O`3=5r5`RQ|Z$e8FfICxt4xP)94%+-rJ
zzl3GID(c+wJ=#esdP-gYO4&7R>3UwYg$378y<H7<*6(!P_Kv>D>vRmvcQqNCjdT&(
z=GPyti^XQUs(tufMacs2CGuZ0FB!=>Ucwpnq9i3rM%0>?%HbBV)&s;)b=&2oBS);P
zQjl?~91e6Kxn-@%en|slUFoNP&u_%dhK7f|?xqt%H9yhpVTKsQEZ`kudqDT|#>!&;
zVB4wuz#oXpNNnlQ2L2`f*xE<8=4y-~z*;0}6umd27Svs5(@#iD&{Ng~EkVzV9@5pb
zqDvQlsz2){thLjorE}{)K6?pQ(rO|nrc?U55NcHfdDvs9L=)hTrlQDM99x<wN`2`D
zN1}y-SD#LK)#juUy{}{_2??L>^rHkE$BhiTpI_`WF~K2tV{VdO%U^g$*?_{K%<X1#
z4s;zg$W|}7_bnEG4jut0lC`}Z4hj9lk*Isu4`OZN&X~5^pWlL|lu}AjGGcc7*RXSO
zLc+0QylRVXEeO*~?Yq4Mr@3U2Kdun@0sFnBijAWmus)~pTunz&?{ER7WX%$Q28`#6
z4!PY$y+i(&EB$SIwST^SvTo+LkI{`U0Ub|8=Dr~lly758d&-TJ-r^<(i0{7xwWq#$
znQ6Fo`=gtUnZCWw2-B}BfIE95-$u1}Y;p-N3*LtF#pZr#G62ujBU=<5i*7u*2c%3}
ztq9HAJV5PDYoq(L*as`pkGi7_<}WU4>h%(Cehj?sm6XEgc?ls3gpj`J%pJ7O@o#P{
zha0!f-Yy&549h93oA`ySPCZINzzn<it5)f1X6auCz;f25R{74~0>^2FGeruL4PC*?
zVw9v5Mt*V2wpsQvkQB>ywGMr5IrtmT$DAG<)1&Zt<9)?#|H&s&{Xf-@E3!G<PT}mZ
z;lH7Sw+2gWAAw(QIga0=ZS*~r0&kM*6~QMyO^nh@8%(9A5^+j`+zWSsw+`G%l*!@=
z7XHQk%o5*^*XC`wVHod`0%-JcA8NO+f;Wuyz*qAPG?1>oP3l>pio)k#PLTR5&ZzuM
zxfT;F6T47I&LLYG)I0aNmU(vt<Jz5%5`%r%uZU-Wub7Gl`D`gp;xqHUGy?DHkn-H$
zbA&YC#1i)nrXGkV!2oakVvLo!5OlBTiI2E%P+ktyTUoHTkFv^a6#WFK%Om&vy(#=e
z1=W>?RS_3X=+mGEf!)zdt4uWf$kcbCJ_gZXtPJxZ{<^+#<K=-4A>jy>Y3s^9?DEgT
zu`Dj;tM37}LgO~F<p`SWC`uJh^fezCj^2|aI_SeG1Sdl&bO2Oiv$)jy4f{Sf2>De6
zZ9_O!+&W-Le>C^}y-dMFbUJaTWxqyVPm5PYMo>F*W(lyU_f^~47L*KdKzfExgEG@y
zQha1`hqlOE0EX!5($(+neGAt^<$Le>&uQTcu>n5b>u-*um(a!4vr5q8TOJ=_HYVm=
zb|F50Fa(y}&sYLqE>ZMZE%@brjhBs_U>xNQD#Ck{p<Ka-2eT_btP8!Xf+ELHyQ??P
zrOHcukGvmQothiA(P5DTY0z~L5GX$xwq$CqPk`l+<A%{wwEM8Fs~I!)X;n^%nHVP4
zdn?AFKx&FaESZM*Ew-$`T$bd0|3V!i`+%Se@Ds@K(9>6`4;gv+Qp0_ykFkOtYV<7G
z+AI$&LM9!Ej>L2nD!<_!=0)oz=~D`qiEmDL+nYACK6<t)7usnn@Jhr~4EHTc@WFYN
zMLeG+kQ*Ues)a!^mQO0b<0eOzdL8;t=UC|jP8c5Cnbdyj%an`BbO@h~tm<b9X%MUR
z?ZxvR@3xy6($)Lm*YRZP%@Gf;02Uy0^Gd+=(Mo!x*2wUC)Fy6U6<~*<ynG(tOI`pd
zn^lJb;gtH!fh_#yGEbQ~@u$E3OI=q6VZq>#i*;|d8WTRLTKox(g)7OQYkiD4m;wxS
zfz10|+alW&UDj>kjN`WazX0FPcJYb{qxK_!UZ#n*l6s>z6KzH^I$ED9uME!%g6Udp
z8OO&6J8kd}_-LzB$8dNw)pM5df|m_WEtjN5D=4CMQ^U<EdCRl_Wopy~X{bh*8c`MX
zEldG<_MIe$Ps?{WpB*(eW^w**&uZ{j)LRI2{mmn6TywHxi`95%T?4Y^?C}(S%U66q
zCVx*85a=>+^b7-)o`(WO2X%e-e?;*B`1wGDReS=bkKE<SIDW$B&{OBM9jK4ffqRZS
zfQ#<6$dTn2%ep2s8<CAeMN$**0s<M41On(>Zi?`PkHrC?gD@?`C%Jd)%*d8Y!kG|d
z=7ETO@(E)sL%nwN@ZJ}F;uT_MzH7JKX&Ysl&OT7_Z0GN31LD9*;`9zb3#1TSkA<9p
z42J-E>M|h-Y+cDjWFc~i@3*r#I8h23P5T{xkkH5Pp>!&aYwbSb)9}iJ!dXABGv10v
z0MUd)3IJX9Sd?z@<db<w<*?2j1*Ud~Z@Sl&m?smd9Lg5B2gbl@ra#1wKkyPC5Y?<V
zYC}d>UfBo*aTfLcHn83ZxViBH;FcKxJf<B7oYy?wN?l1msir*IYE?W(%OYL;Z5Pde
zedFcO#bhJcMz{H;czi`e7-Jng%9E&wpvfo~a=~nxA!{-Amu|)5fo_9LFi=V?L41*r
z%p7d#aPQ4^%%Vraly??5`}v~8tLKg1`?ZlVLt$wC<KGvEmg4)h_<(vAeeO-r5$NS3
zeWGyOMeU2a!D4I`fH;(ce;0Q5UUQ@CPR5%nBwct<Gx5%NPV0@8MGxs@HQKt3inNHo
z^!h3zM1ith=SwT9F;k95jvxNsq2x`10|<!iEwIWsR--bv-H{$*NkUbh6`jADC{tCu
zuh1N*`t>8ZN1vCjE_v-efiHsZKFgwQ<z-@|KEpv>Y-bN(gGqjuN}iGnDab}#*is;N
zzip9M;=AUI_^fze>)miaVYHoWprarwc{Bb>j^d~)DkU`$@^0bdvSUk9KP>6|9g0G2
z>?xpNGC;w!k8?tQu;_DLC#&eg#2~oq4Q(oKU`^`p!acu~sct(5#?B{Zw$k={F$F`@
zI{6-shh@(CCPNOfL%@>GqJUngs0bRdK&il$Jhgrxcl@~x&kT43MeJ8z>4ZIc;sv6M
z_<os(@{LQ)<kE`iZrnLZQ^FS!A04kv+#gID4fD)CCN+Z+f#7}10f;C@Je)dxZ|9r2
zf~DL_<;1PRh$2WjKkAG&kJaz`enI3#ovzx)zc;a<^)|)d?n5?}zp%5uS9A`AfQDjL
z3LODs8rAb$`2y%3niFq?Uq`HVwNLj#S^N|~cl+#9A>DDFmcJ2kB(su^ZjvgM3v@E|
zHCN-d;jxyW@DoUh(Oqe6WJ~6JY!h^Ypjrz(VBK;_hjttxV?NTrJvV&%QIfPiPvS0q
z|ILybon@*AmV{U#sTHF@_n|oS7xgfrWSci1@<!3t-a}$UzN8<cU%RPC+<5EJE|VsS
zGJWDSUT`|9DnlX92OL?DvEqFIZj2X1Q0SMTOs#gBWd?QFu!)dl@Hwj~I~iWu^nm|Y
z-s=@y6VNg>5xRBVxJTdH9;{3;ThbsQ`#m4Cy|KTJ<yn`)?Q%MJZ}jlfbZ|B|RVs-?
z0PE-waIsoK9vic5Z30!x5j}^#``gv%AJObU!Bc+4;|BE!doxR&N&e+v&bo0=+qs90
zj|X+W$>KGDuX+D`kka;pK)Z#WCe#)!p8smRbym(b?58))Mf&<JE(J3^P4Eny@3MD5
zNr&+_E0o8Pj(%jlhQ7*xzw}pAReC*FaVt6ffanplRXK(*=Ec-ZCymQQa-XtDCt7#Z
zbMC%F1@u>F9$zw>wEv_=#j8O{)yvSp2p905hh^)P>Z)7m6K~x1T(@6qp>a|CtF*9e
zfD5QJ^`L`a`F+7WLghtCP~b`;yVT9t?(i<dk2-fs&%baEFq6+-;GnR33J?gX+QC-*
z!LZ**ZhN}f$BSp3Nudb;3^5Mr>Dj!pPA#AVyDPy2ZE#vYzJ<K<d1%$H#&m@Ww~O0b
zvR^yij;U^NSTEx!0f^2%s|H+2#{`Ry`%iOatG5O#iSXY3iDdVv(?_wk+!dRfnzIyX
zq4J!L^vfR(lK1W&{ODEuM3(-S_pHn5i9BY<vG7?E+2;~YMa4g7*`xDeT_w8v-#>BP
zUHCq)Qkpl);Idp27qoX5zLQzjP7*6R9gDRt97=k9xkR>Z(-$1sTVaNHbU1SEOk^n}
zgyME-u!Da=8>q^~!>i4o6z=A3R|-MAe$2;)w|WU_PG5L4ccT;PO7HgIvFXZlJ#G#i
zO)`yZAuqlkH2%!qrdDh`lplPYfl{cw9-n(I43M6n-&>ba6b`x@=mFb{Tsz8J;VOUI
zSE&7;o-I=)Wc}q|^4%<OV&kT7XIb;1;(c$TXHjS(OzuH<tjdioXxI~P&-LsIk?e;(
zkR&*Am$6SiWy5aGe%EdDr*<H_8Xd8oRxqOIiX70~ol9=sH{4jCJzhFh6#X`L$~t&r
zt!;6#o_zSN@_oET-rUV^uLqdp+=ctD94^HC{J}lUiTW`dx)Rv%zDprAjxTJLQ?Y1D
zdgBgj+`M@OFc{EvOUiiXxy$Ky=C|PdhO^ru4dCAu7`-hI+j*sOSH)rk-+c?tBqmuB
zYxLM=U@^1XfinBX>Rye~N&_EIT-E*VV)RRDjX150OPJ9%sWrjxNbe`c%pC4lF7UxW
z&fiK{L^%cyu|SK<Y^~OfDt__;&DLAmz~(*Ijw?{ZVM*F%p|n|Q={QHmU7%~&p|B+a
zA5{G-@8{Z4JYQ{>7`+cy;@m8Ki-Qbz!(M*e`?82lfQ+tIlVF8m?@z}1>RJDoIZoiv
z$5<1V6%@g%=m5m3gz8dvv^}=noC=G&m0q|c537Iim*d?_pkTg`MqVJ5LXn;KB4hhO
zN6>pzFNE94)WzJ+b`+KP9+sAy?K1;^L|C9JO@PdcTS*ho(KvjB^~UXg4js=%-NGP?
z+YK!w?BijD1ZTvmRfl2mJxG0!^5Gc9wCdianR)2!x3N7#eThm}ejOSKrQN;;>=Bj@
z2~A0Tkx|<^ujI6y-2qiLc1&?;X}wo;K}C~DKbdFLi=rsL816jyVW9=zOG<~pI0P@S
zuLfompNC(txi{E_!cDQ7t!~v{yqZeh(6gh*XND51txHuZfW2hO7+r|Qq)-<CfmsV*
zj-T3log94!0B9>+;i;w9w{Ez|ti3`_%e;e~S~;D)5FvMXr_VjU$=143ZRahum=_7=
z>PNA{nr;K<1L5U|%7O~bZHbXY{z3C8y21LXQ^cyhs<%D%x{0f?DdyCPsETWNJ58Ai
zyiNkE-bRxz)fSKk5Ok&I+=|lEe<5)8fz!^s9TR{ObT=3g#5^4QK;YgT8}g7|%&UYL
zf_?f>6X(K(z=(<>V{LSn+a!Q_ijgd<+R#k=PaxX1++0mr)Pvq|YRTJI*uX#EQ@K#z
zlq}Kf#e}uVv#+=@FvcFtbU+<!LW+FvUkLpiFM0ZS$gtxN$VG)0e-)_*V7R^ffKRA7
za*i#=w~5{2t^4LZlhm_h?TlY<CNC!RKj)F7kmyJG(xQ@qNfZJDkcRO<X(|U*g=kGZ
z$%Xlh0NuX%P?3QEk<V;tMcu~-IDFLF2nt>*mwRC<5kk!DRAFzv5DXho;rpO+2}m#f
z03HAXh+7qgC70<nPj80vU0aMIVI@V{%V4{N#c_vzBQmZ!wJ_!b)(j<nF=`H%me6}e
z3QJ(dn%Tqu3@j9=mrIxdqp`qCqZvPdNP(GZ0}?(U%Oy`C-$alpT3mT#qvU#n)q2A-
zX7rutb%lj9+InbZFUpthzpd~ATS)|RWj{y~yfpJfl|teZu!awn#DMH&>9G*4QW<8!
z-98x}mIH=nDdE#{YU!a6ML~lPQPr~x<Sp8O1;hXqj|m@u`EuaPVy%v*zO!IuE)0Pk
za0q(hP2y(Z_3c-!x!g{A>fY5OPh2Xc2F7TmhYo4{u4gDo{!<16KLD{j0BU&inXV2;
ztVr-VX?le_c18@3YM{s^8-522E+mN!64u;!*s*bo^XwQ^%l9bR?lr}A$O+>>4#O-R
zFx*5c?=%eTo>6_xfC>SGB}`2vuGIHXaf@DjUm~w=0ss$MXTwx2utvd@?B}}8N&r|7
zN(tj94La%M3wqqEkBGV(4|A8$KOJ7JnSB*LoY?c03arzMDxUCN5_JT?LtuU-$n-6`
z6^MquB$<IaFPThnChv@6uoHxADToe|61ib{l)W1BarIZ}pToTC$@DCvo96kfeo7f(
z5&yjmrVuj+{zAO){$zHI=EyB;k(%P{nXY-;hox*9Gxi${jK&ToqAw9}n@Te{yHsTF
zntnPDX&&pYESrg$UN5L8+EJZ7pUUszWMXD_Ca%GOwZt$X<@#i29w)&8%a$Vv<;Hyc
z?Awx!r%(^lw<+mzZ1G?1NbVH3q8OA}Vk2TwDr0znP4k<J8Jp?R_VCN8K;z%@)9z}E
z6<Puq>wFABAy<__`IdJtVyj4H==<?G^p{hM+Mm(yCPaSXMfjBg&UVE&pbRnUX4=c3
z+33YH>5@~1Ta;gr=I$$IA_31$SJ;sfMdL&}{cr0Z@ekCk0C1)(m=Z>lX8zY58Ed*i
zUWlo9qICUv&1P(i>iS)Lp!j~d^RRX0Gqmm6h(sSsvUDUV-Lb_G(n)R!Db`H^hS>@f
z%h;5!L2umqN)evlP$^6?<~4|6(kuM}FackZ<%zGef-GRR0H_tqmok2?+lM$8pO94-
z&o~CFEj@NTUjx%4ThuB>Di8k_a=K(mL(`hB3Asi5liEVoxa~r)t*5<t&NEM(E3_`%
zbl-8j7Kjmbs@}JOlHrtsD`S;o@WZ-A<ZuI26?%0otX#G2*H|(o(Pi*xNU3_ZJmxDs
z5P!AfL=7T5a0?YaDZh3Ob^|{PvfUUtsy{k+KvX`(m*Qoe1AViepWOuw!F7Wr#Vz7H
z&W_}{4#=gClx<>UNC8}6wNE49dG+RMP(;=uThbLxCB^~!pZ>$(cB;QUYl@ZU?pgz5
z<aN=GN^r7)9Q&#fNdO<mGXtfd2s3T=6Wu5IQZ&U269@`5ff&m8pM-}(@DFG8XAs$e
zF^U5@!3AvB_n*Hwn2=xnytYS+Dvwy`P8iKfd6@@J!#Y%&fDrrU77pl1nn&qx5C6h*
z@le-2AVwCNCya-Nc<0@Yi`&3r#1GX^37=#Z({u69-==d4)Y(N9-@i6(VZCv<`&Dvh
z)(PHbv;Z=s&Ai_Vgoh;I=*uQy;558{{P>ZieEZA}AJGPB4$8d^%X5vGt^(>8S%)fX
z=ZtdZEozqzn<@LgjB+(W+6&lEu&RlWyuqEu_xk=DP{V#y+v;M-BcPT_2auvjq2U)q
z)Z!9Boyc#LLhjO3Y`S89vOdg6n=WMh%64hweoHF6@O5Q3%J+|dCz;ERy37`*V5XP-
zzQ~1UIxJ}R>7s+>(ufG4y%MV&MBZJ|LRDiu*&T&W#<T<?9B9h!^mUeJoHD+4s*kwa
zv^qLSHyji_b0YYp!R`gVSlxC|XJg8Gqg!!flycB#SYLlxi0UgTH#}R>k4Wm*_pdb7
zn=5MA)0Z_M<Fe9Ae9x4b^d7Uh{Mg3r8e20d@v5^PkG9ef^yzAY(Aw3rU55%)=$Gi%
z>MSl#TrD~GiWRmf{Xlhw5_QA5KrtJ)_2yG_*7y-cp*c6vfk;+JIK(p}R!j9tuVM4o
zsM`)jiJJ(|sDR6wJ<=fQqpYVQD6Zh5l%rMrs`ZA#VtwnCW=gXw-zpTv`tKJhQ~_Ca
zqZ@UO5E>!Pj+z%Jn&r9ScIwB0shUDf=s>z@5CnMe#2uHmHseS2HA(o%L^06Lfkg(r
zxgruqe!w!Ig3G=k<fL~UJR7%orb;}8k4Q6_z1q3xR||9(fvixf)u!4o-X&J}7(4-?
zhq#IrN=zUmsogd;O15AgG^@Xl=t1Q*vzrGho-LuEO{cS(U}i=FS;nFVwekff$kM@_
zJ5cf7BGj=JFMURM5^V|zu2>n4opjR?XplRO9#$56l^+No&@R;>)Etb-u_aGpDf|+g
zHokvNzT-x|!oVPAbrHXSj&f>Q%%cT-i}ww}4CviP>Xj~~o8Fz;KW!MdZ5WS&4#Nzg
zmZF7*rD^jCp#bcgzvLEED*xw>x};Bw1Vqu)0UVHacz!#dv6?EaNn8y*qDCn_MCFoY
z_RnK^3l&2Mrs$DqFQO4qo`@<WFyR7P$B(272^aLQe;!FU<%Y_+;RH0bdu~j2E~LE3
zxYW#+k>PnAPS@NV!%$lq_zH^U%x!}nob*HGAWIZ~NnWD?vT)T{zo}0<vWHmxf!@P!
z?mYn2k53_1J<%`lQur0no(1d);6H0<`!ATgtrwe_2JGz&Ux`Ukxx9m!MT=>=v>bt(
zpi6qB*m)IWA!NLIA-uR@n7n%8wLw$z%Yp_6%D)s`^cq5%#<WeF&^kbiwC`cMtjHFc
zPwvv>bsG%CyVe^c(Cyh@)12sY=x`5;`@&=Z;D7Oo#yRTVoba0>W0dM5%#SiN5KC1x
z<E_S?r+({g!Z890vU9p039jo<An0)F^gO?RNS`WhrA>4itUsZ^=3t{8Te84ajzzZn
zWNZI6%UL>HIT8jGuS0sJvRM6HT`Vo^`v(GTJY+js%_BfyV2m!9i}9^<`luk+!6mon
zQ_Wk+==Ck2Nra!l?^<tkiF!%^wh|X3nq1<J>w53Sb8tEB^%)~k9=FRHK#*ey&)s$J
z0_>O2o?G<MWRKj%U^)pkEibkBCJEdKHLIR|;&GB)ShX%<5TKUP76>i|61+)rS-Q4?
zXUAo0JM9PseUbF&sS4uA9mHyR_;kOMsWLEQ1qwt$bnkd}bZvx&zE`q)k>6(pe{+8m
zA_s7XmY=t863uz&8Q+o>nWrzJKvhURvmyEqvLp?Ln*NAu+Qri<FE0g`+BxiHwM?n2
z4gPw(AKi&J!2i)JWk^Lg^=ZxQ%i89-v=qQ^PIp*uEQq-Uaiw@f1-hemGF8Y2dr?tW
z@SfCwW$zZ~0sP3y1>A1GY{aEPbI<&o4)*%8+WK)z=IOa4s;^w5h=p&v*}&M;<kBXt
zZ-<%(nCBw@?Gc4IRUcxy5k(WsGGKqUKZl}yC%#3Y(}U`=U0)JCpKgNKSZ`QC0}X(e
z6mVGtBu<}WOb0Ngtigd1mXGW|5)}rAKR=LNaqOM2!aJ+e`E`vfYr{R4B^qX)u3SMM
z9)5r|ny<bn`f&6NUu?axDe5-CR(Dh2l9}Mj2HW1)LW3k;KTnOR`oCRNl$qt-hPM>Y
zLmZ6tB4V#NA2Lrq4UtanTZ62}=q|&#en*$y_fy-_kUeH8#k5kodEbqS9uLhldL^MQ
zrXSg4I{FH+YF9|$KwcM|n3*n9ec<Ba5-xij`u^#&he@A?#k#4~PEq~U&4Yu3qAG@q
ztq&e)s+IIywQ8=iJEC0-zs6_T&dU5I`>v=x!BnijY?fEfAzkTbpLN-RGV{}@h=brK
z(%%VdbzSWR0IATdZf6F>Wy-hzjYU<N<`*@bkzK}N6v55Zj3?PirRTqsAvZul;3^N?
zzU5*_cs*!dJiw%|lT6|>VzY)GnDHE-=^hVlC`aW#w&4ykXP=eG&GeLR2{mtfYW`!D
zq2)U#io#xdgXsD0obC4KtgUM_Cav+`OEhXn&I+_^%I(!}(8~vj7nbM-?d2&mb{Cv+
z#sAY}K)zmG#Ms=f0w=Z-qX*Lh_n>cJ+pV6U=kV0X#_`r00#OeAUKbCbbu`sNE;&;g
z#5;uqKU@R3UEuLHgvzLXMRX}Vq-^F47}WCqrI^3GG!T><y8QWuf7$lsi94qfCXYgL
zW?!EDtxA{{XrDZ`OwZf#rG2FMRkn0;OoFFP>W8ZGn>zocul+kmcLRAHO=@SXfS49*
z^~OFAv8qp`IcD)gcrNU^sEHLCzJvMlq0^%Owg&r@9QplxAxf(3KQn!{t=;}*zP#$#
zG7Jlaz7(q0mr&EiEoMPZ*wx<!48O{VNV^<wXj^HCO?6(<%sKkKSMt9Dsa*kTTTxtq
zl%TsPhLHCc04Z`1md#N^^F*O2gcgA3EMn>zrOdurSy=1hQM>Q>bIF3~22M?{9WS?3
z($qz6i;C~>q5nHw@at^tA?}gs`pd`jVgDl^&O#s!HtCJ^cDJKf(Oph0162;lGRAN!
z8Hmfh?b$I0-O9$c>e(prpIM|x9`6R{^JwhhQ`tL3Alc!wa^CUwGLaZya_?KPiNr{}
zbMN7(xRoSPm8cA~^~lz*!qcx#J9V<U-fN-pn7d;ZxI#<3A|8}uHAuRgv10py3>YrS
z)hmUm^=pIVoNlm&QzLzagPG%d`I~kFg;L_D0@$$K^V-n>_@fZ)pf+bJv8hbLk79Xn
zC(9;jX6p(_ei#3Ke)0WIL=eGlUxcTl+s>OLDU>C_EYB6vBv$BhPiuG^?SO~nUvAd(
z?3gM)b;9!>OPxmlk3HB6F$tK1EBv8GZx5)x+rjr*Z_K6JZHDTb-lNTqU36ehap>+s
zCt7a=iFyMN>z0f$K(C#~>td8ZW}ern)6Dmy@QjF6(*T}^aSDv76MR`|7}SSMs8s{c
z3I(W^4@q~N*lHmX&ShPJS<7nXfsU!o!_+`VVcmz}>>0<a=)a#)_H^%^TDU1c>;mh@
zUt~rB=qU7tAgy))*N;B^XY+PKIf|{pkcJlKdId1n;hTlHm6g8VI-Xx5mkr$+@-^%N
z#Ti4&D(O-TZ-tg8z-8x&6bkCm4)J{zKJF|?g#AEse*&<{C3u4pBl?kfM&p|@@d--e
zRU%3}=mD-uh?H=evwQ@x7sAQBO!aK^N&~@bY5!ObxBRx#<*QwZz`(v6(4(>#K7<pY
z`C>)bV|VL~c0|zd8vInw@1}a-b5iuCRW|^LQMl4Z0le*+oN!^MiC#_-hPq|h+{76Q
zS7WqM4_O@vg)*m89Mk(<^}ATt<FAbia|VW`0<pQkOjYUbKNXM{XpvNqK7QnqFYCtw
zht~Nl^C8PkS4;}cC-4Dg1V*3|2?5~tqJc#Q2{fHT4~kExG=aq8F~>JBb~#OK{j2C2
zoEb2MB;kfnZ;Bd#I2HA_L6zz^NEt0M94S_<Cn9@CBp}yR^g1YlIbejb<XT1k5GB$f
z^Nq{t<g-23ea9BH$^c(+D?a^?rLSsc**zmvNU0;5%DUSYw|f_>zRrSF%7@d8p3``l
z=*^V@+k~|hV7>sunX97(Ac~CRl#xGsSpN6lu+*^qiB=(iLN@E#F#)<nh`UBWxOGEA
zF3F1&DvA|;MR%d;qx<k-*ap3zd*fm%9t#?jq?;DxGX4BT*Qz*1;mF8RfOupv>!}kF
ze7B|9F#p26jIJFNj$X{QDEA~CJ*{;jsoHsKx)NSU5J%GbDG|wipa@Ug$OOV@0-^SJ
z3M|jv3<pK91oTL+w*Vu_z4nH$zLLs;&*zW`v_1a5co5H}3u>?vwv=Tv(q6&kU+4@9
z3DWowG|h+pw@$%RhL*OE#}$o4b~y!lJ2ij*fqB%4x{cB|&#d~>9I*d#CHkgYik46h
z1VD}B7b82zCjf$om#sOg=xZ~}0i*QxA7Eb7mzhiYnR<o&r2uDa#HQL8+*CwnKrmty
zmGkJMC%K<MM%YbU7_xGTvAOlX-%kR`(h~YSaIO|hV8rU-L8b2{US0s1-TWAzb)E==
zvtX&viz~6Znc%G`>kT>2IjR9!I(bfcIUb7(B#+`#H`pl|qV`kM@CzWjhlU_E6};Og
ziswKY&;@7^;b`jG1ZdFb+q3G~Gn#iaz{a&-1LaA(j!1)s$XHqS4sLB{X}mJ5AU9ZR
zG{XfLAG<bkKhUueAkk{oRKKW7GY{CCm%BFF<-o@-3`?f%-3AU<{?pjQiKSlk&hgM!
zU1@uNZsQAO+dE6{#;zZ?EM{*~Ry3(?fa}5AXoZGQ%YiYDU^3~{#wyEy`bts<_8SUG
zPp3e5G%>!e`mWJbSgay6x$o~G3vp@rj&6zuZpzqtgp>H+@06CK>O*ArEx)>`rC9f@
zJ_}6+NbAHa0<qhH;oX1m$$R~|?jxHXCvQnZL2N4yKwFLNF3`A*lkXmrF`jw+vDD&4
zCw`dC;VvQX44Vg)t1cY`C~w&J>RFpWDv^=jwnGrvH2!@HBC~jqrmQ9j^u2Ka{CqQ-
zG2K+?K&cdy1<Ka&*0R@#_~XToefc8eyX3XL8vLc>A1|<Txie_BvQvE*zV36d+P#*p
zvPi3cE8GFjq!8>1y(?BY-&b*Wn!3KP!cmc1diPL=M^R)2<H~n4<c;kQkv7%!W42$4
zZJd*j79-z$%>e8vuEYiaD8t5j2C%ayQ{d1S6YgYQ;9&y7w<3UE)1KXF;bqecqP+gm
zg_5BonSlU?&(sI54cuaYEpQZiC>A^(4}EP~CJm>O7EJ@)cbwnqA|RG13StX3NJJ<Z
zVlq!cViXTB<cHQ9;o??e`EvQuSH?oG4y4CSDTKZ@|93O7tg<hf4bAyH!fQdJ=Z8&R
zBj8X110#nfn4fw(720+{urynAt+wk2TS21K?1X^+YurT()6pTI93a}{-6+rA`5|&e
zrTnbEcyWbpHn~(W#VYoU<jC3$h(v%Cm`0+!8X#9sWxgO*DLi&K3JihbX23RYoYC67
zn6UM{#NwK9ogFTENlJ5kf1)T2P|W);Wql;{tcFiSj~>HaXw&xlFO@vXC#6r9H=u(%
z4?SBD5P;*EmdKiieISo4`};jZ3>-|;49xiQsoS%V;-#YOwNH@>el&u%r&oY_{2Gyi
zsF{DU&d1ve*($Q4&dNhB49YlG*z}#=p%4$6Dp&{DQJF0XKZ=Yndt@uA(B;VSXw_P$
z=7C~M8qNk)GhR2G<&7U9^gD4P>Z6E#V*>MtR*W+czRzN+{^0eGf0W^jq%AJYgL2;k
zbXhfy1P(+kM%8gjTe$J*FxG`{?&i2%FCNb329^lMfPuOfK$w;;iczN#-w$jHK7t<)
z?k_qFDgUw|0#E*;W=L8r_~cQyDm}3J1FG(nx8sR+@^}zo(xfb_bjo~hQ&;zC$q%WU
z2chEoN7R);lGWq`r;)@~pkIHBW6p!E#G7n7IHEH*wNxhA0ShvW!vZXaaQ>6i(k}IN
znBFHX3)OY^mP$xL&8!i5$up8k=KqSG4%Z9300{^GwbJV-!RVRjsX+AK^4pYAUONT4
z1p7|oY)9LM4{c2sM!5$9*x-~pv~Ki(D^QyJ_{-r7#bHd>8^&M38+eS~d0lVjsH2gA
zHeb7#!vqcrjz9oNZ#mTv@ZfkniW`p#fGIi!{yDS$C7R(W<HzOKh<Qv3w2-PI%_-M!
z=|c{lId3qEbil0($PMsl{rL6WD_P2;gfmnDCxv*u+Ma%xgm7B@IBJ)C17=ty<NSoA
za*ww_);0BDs=n*lLGai2v_}(8yoCEE_ZM+SuUw++zSJ)<VqeHm^^yEn(R5VSL+xIX
z{OTjqmB2zwqi;V@(mII9T8K30iln<P7+L56m6RHL44}Fq^*hIAQH5{FA$Negt9bci
z>*YjPMmgh_YePaEDc}}N14>_qY(uABYzr5LBB{e(DxuzBJYa+5KHYE0LLk=eQK~bl
zlFx7Mo&Ev{^$Js<NqjXWc2S~RKe`VbhQ1q7`QYl9$S|pPj%O=%&)?&OBSZ=zQ&;Zl
zi3k<Rj9n+zQD@E5{e=ScqtRzXu?J4*9;7{TFT^o;ym)BO-{-<s>}d_aLOc`?sxfN&
z@u#Upo#e4#zz)|X^kZgTrkm=5*OIH0(4BZS^wlWZHRPY`JQR%BkTBQ>m;`P$zZQJO
zXTd5%ZRq?+Mp}T)-o-zfq*h2}(Xzt)J9EJU3cpTM558)~ErT!l4dXvbz=h_L`i;jF
z0CQu0(KP^!052SFTpvR$i5C7s2EGX-AGcg=k(QQD{t)1O>`w!J40-6ow$rw`s_z#U
z@Ub;=ZUdWKsgs0uVoq5I`5psxSpUwbcp-pe_SANq;YgNb5i7Uv-Mg1gt_-L*@z0U`
zC9~tYw!A>uPq;!1HFO?k33gAH*}S*#k~I#u>tR)>PU~k?V;`Fu^7;N3KjGlb0@b?q
z5rw^T&B&21Xfw?;ozQmjxyfX+5{0RQ^^ZA;t~=CZoJODntJA*-KwI)xE!>N$ib4n;
zW_<Oc8{PULbTy-q=I@<>7uc=uyIV1jxz8X^e#|Y5z#P706@D}9ciZ%TuxZqK(e)sb
zxT7`d8%8I;usr|wf-2aCkjkni@jLWWCVI2=-?eU-wShKa<+*8@q@aATo#%SnOtph~
zfPC%isi5k7N%Z3>X9p*rUvT2l`{LBP=o(Pj*5`WDb#W_3q*3_G*EYLjuE2qQce9+}
zbCUhTQuLwCqIWO%Mg6wcyYCUxoI}cQ+zRC`0rMOw@r&~`9I-Y#FKGsMLr&z8TAceP
zBx7jIvJ`ACPB3T~KZ^En=&Xv!vmGXnd9?SZ%N?gy{FhB8O4PO|(42IA6%sm~ceHV^
zMt|ZGwKlb`z&?<(I=Z2eU$zhiEOd)tYEZ0-(;N02ysAKJE@vEu%l`2Oeskg_-bepS
z5F9*t1KDg^_F{k7sL&j9+U$*Q_1OENGs@}*nZj%3`3o6eH~sZ7@0V?&Iv58)ftBiH
z;IQMiOaWs(Kqa-I!9W92?rf<n%n`Tie3k^{*!M7xWH(&YwntSu(5}@A-FWxYVW*i<
z2bTK<G2uqB!tg%rcVHw?sBBK$ySxR<5MyJUyfyU+suHcXQXTbgb(2y1ytCTru<%k$
zD63iE?=-gEvLi02AQ&jKj-Yqod^$ikcJJ^_j*zjf^-2lVa6-*&h;=2EI#V@s8e8ux
zOyWP2w8`-j{EVpT#f0nOo~<5-bV9MSK1RsxmO04ZS~cz;uPFD0W&1k!?elJ=rW!y6
zMsqV}f(YJB&T_1zLnxpda}G_iS8r0c*Y}K&@_RtGG>0GBGYAGcSiUh+AE~M*m;O>=
z^%#xMj_Tdi9b4$fEx7;1S<9T~KwiBHjBYy@X>8E~*HlQe#ybiV?AFnX9*Md`ucI?n
zy|sAWkXT=hj&k?VBpR`12T!8cAk$B2*|nFH;y~SDQ<#LPbiw-oaiT+&7Fm;HG&J)R
zdlE=eQHi!}&QUnyd4RIY(-E01wH5cotP+CX@qAFkG%z4Ka$*$5)`4DF&A<Ea)1+$Y
z&L;(j3-=*i9=N8lt?8?1pdri*C!7)FjFrI66a$O(YUBr<<}?Fi)RW&_|BEOq)&`^g
zA7re1zEHWrm>>gm+`EQI&lYkpaM5Y+ET&}>XaxcC)AS<pu2w6rj#>iS{29i%NnKGx
z3jM&aB<q3l84MZ9xksu)E-sds<QHLD|6ja&6{H-UwOMJf394wX=b+1%$_NX}*){z4
z8)eJ!)4l4EA*-L)emp_n@eGb&kk3su?ljACLfZhB%Js&p4-FrLvU;+TL{TYs&mT|w
zw19s(y{?f0fGq8MfnG5|`7SNp(Qe{FH{dL06%p4mW}2*zVfQ0Qf4PA{27thJ*ts0$
zsbrCOiI`$ZLCOK}jbKi0n0T#PrSP?WIP&KIgkdgo&u^stZKeC_KNt&p421ER=k-jR
zf7#|&N0p!YM2w=|gGpcx@H|QeCSd7K3PW?f9OC9%Qx8Z{9Hz^J%_NGB!b7#60{X1l
zE+;xk9lZ6%=#^At(myQ01t8@+J^IBFI83O$NI;UQ2PWd2JS8dfD4gGzlUepUV6F~%
zEc6`RC|1+!>k8ZhIX`wL8DH%Fvn1m&nQz{YO+Bs_=>xZ0H64nXtI6cefcPbEPe=pO
zBftKfg|JOBIXo*hEAOmWB~b!Dt+<>`N*-lziv-?&Mo60L1&|9m7Ja>h7S}i4DjY|Q
z-yoYn9!Git{eIP|A3~rJ$Cj&bCDqqnXZ3V=EfIDBV5=}Ipdth*T|S=deERu2fH?=2
zf~|-~`jHLRNIAju1UcOSQY?x?17XciwD5bnX(ab%z`RY{##6*)mxZt@BTuMTgZ3xo
z(cICR*<RITPKp!bB^4&pkv{Th%_KS?SwA;t@91I)96=LXM+Gb-;{_UY((4L6XU*-k
zCXVWS;z5?2f&ZeXg)tDFn1CC5)4sGi#|IaXC<7%yk3v2dMBPQ}UjgA9aK?c#rprj~
zoomgiakYy@|4s`AoR%V_T+F?W{I@Ys-c0|gFggZ?-~{Nmn5=yPluh=$e{I-4X>opI
z$J!>3^tVFd;<Ly-9D%GMc$Y1{?Axy9IzXN%IP`}?2iB9tMA>C20UrF66pJ)u2{OjE
zM!FtPwx9nWs=foB$~XMmilj)A>?UOv$sUy`Wru7fWbeIOgecjw$ad_#BS}`-dvh|6
zc@7T8dp&;t|NDO4-{<p7an5s|=f1D|y1wJOZ^y2L>DYx7VcPPPi}ixSKakZe^@RH!
zJY7u@!+b^N0)eC}bYGIy7JViX6S1LP6gNs`q_a&9WrdJU%|x}!%C&T3p+xh~<@$9<
z0{q;iXxQajO-Ye4Cewzco)sfx;Yyklp~inbZB<pFmMoWKwFtvb^H})4&{p$fMRuZo
zVsPFO>EQI$RP*A3QFp1Z$p2#Kc$PV37E4<1waH_XPG5=#7M?#Q8MQ3wuiL(Se{3^X
zSvLk~R~FBWlQFiwdImbw$4Z(UZ1XnR5LG5c!9xA61;1UoS~jB{&(*8neE#ZSPCUTK
zD#Ezz8nh@8Ni{k&6J1_0u4AUGQr%TDKyJA=RVVTzNx|!)eD5&sG|(+AP>0$h=+k`y
z!*#gv2Y=WF6(xxS$q0?#l-FG@5nTO|kGk{#pnnH{+LHveMTNB9OOFqJEs?r=s}@3-
z%YH!}WIZf=R>?#f>k^w8Zr)XNY@mgxc<F0AjP9Gv6rHe4;=!dpzUEx5;Gb9259r-4
zpB`Y)K)j|XXd!ALxbfWRfw<Z>|0Huh3NMq0Q$doEhUN@d#(ifh&hJp9tN9lxACT!~
zl^UonjlW;q$W@M?b6zH!yvU=a`-Q@^xaDzj%ZD#k+0@7*l4+NwORcb&t4FBy_$fBr
zld){)>r!7ft$+0K+^saK!uZ65)~BnA5#Q#XzM1RXav%NQ?BtLwk&+(aakAp{%OFNc
zU80&}UYVsXBi4&4VJRn&MF8i|aQ?NHm#FOJ;$!Y(s3>0bKvcHCxXjL8G%Cit*vv1Z
zq+gAVtHg<D+V4`k9Q6%kk?AQtzUZ>1_!4LuQT1{MIWjKCFZRXmNxUqtCwZW*khT*Q
zcIM6;&`kkY0t18{w@LZON!79qiVH<*Mz2J(<e(km?wc=*WEQ+&wFpdNV7re?TCci7
zmN9AH#k41{)E3Rtdhe$7Ql~vhQnLU}jUugg;dj@5wi?%e=)KjZzLg*$rE*|_<bRki
zxxa`M5CMgw!GU2<qBEol$%&U{pNOjT=%8Ps4EuCwj)f8@k=^3Z8tzia>cgT-J39Kw
zia&1=t%<JrHV9)KeNNWQjy(mJjV@vI&BN(EvVv}cSD82A<z$w~<U=P<o`N5Q!QxL1
zuERaVx0)O<xtrrhiFepSXUUP?E?8}m8k~@TVagaqat7`+F`|4@Fm)Z<>cb70{mD?y
zS)bU`p0IFix6CPI!NB?sX4p{d5&yTZ-k04j%$qQ7f&F?1X>uXj8%*{{zujWopHb;I
zvy8<2o{`)G1R>DAvJl!!E9L9e@l7d}Vth%n&rJ7{m1dt|(BQS@xm|K|?7Ec#$%jrN
z?5%(QSw#2Phz0x~9VkY#J%e7~)z=L=_(A)a1{an|vi?DHv6_cN*O0M#b1e5w1SmoM
zdlym843BT`<NO0<^bN1mn;2>tr{5;7B0~A?f{3iWz4EC>G)BTUk+d)DG&0T5OLgD4
z^0_|=kE;}Y#@u<Oh3S?5qJsGP#koh8l2kDo@y+|7p-(2q7!@(v38aV4dFxnqWvVjZ
zeNdPg?@-sQFN%z@v9YHt=<dcmcl-J-=6K6A_(nTB6`Gux`w7W7+pa*@uS#k!gN$`M
zoIPvveqGJ~AuHYp6vO&TZ0x7+%k?lg_9YJ=KOQxVba6hD>HZRx)BE1xii(G|HnANu
zFr9$5I@f5&4+l~!+1WKqZ@>L4q+M?B<g`{Bcygii%ckr`s3?{5OWU}+sfn}|{0Zxy
zaK=I5Vva9=B>rhI$U!duCbPRJSL{@;#XZYJf9-ekKSI7Gez>kJ^!U1SdcCt1@sqIz
zzL#wAg*Ts>xez$~7%j2REJN4LZDDV|R4c1j)55xKXw@0Flll_zYcUVU!-5a?;^c$l
zuwFv>htk;+-3Yl4+@puCyMX?x<G&iN4Dph%k@8U(e0gyzv!>y<V4oIBH5K-)zk7v?
z=2=_*H%i!Ye|`HoC?+FkbT}}aU6Lnc=ox&}=Y?Pw{rNKQ*8KPH-&ZA7^B@=IIx%Sa
z%452f^frQAbLMl3gskLAK<CiL9=I8iBR!+|b6!9%@~{o2Jmp7?1+vF2U;68C<Htdc
zJvT^x5~pZoi8;e+l5E)WsZB6t{-Kj4iBNHBF>L|e)78xw$_M`i)9hP4fNP5x5nO_i
zSrG~(Y-Q31<T92he=Yx~j~#SvU7s)N)>)K`PXo~6HhKf{Jx?@AoN;Bjy4nY$s^nK-
z!pCm+B0lKdUX>61nM0P%Jg99_`jSdgw+EK`W9W+W6_2lPUoN0jSICz9_=@tE6!G|`
z#o_rIlok5d``FcQXYt>leQJ>`t#;M8e~O;Co>=mF>rJ$@FZ6$rP8W{i7c-7Dk<2Xc
z6jYvA>zXTak$8m+vDmSgE((wjQnWWc5#MR>d;|Dh=DHC1=if6Y+xJRYW8#u=yBv*@
zjX=p!(7V^#Ttt<tn>R1xi%+oqzHRK^yxn)_=(hFrSNE(=uw<{kF6rOAaYq}B5^|d|
zTlvr5u?JRopR;QxZZs3Tvfx?OZYw|zeR<)i&xUVHw70A4<_+hoBSg_e^#dukDGrxc
z@b|HNUB`KF#5`K}O;X8?H~t>ww;xE`g5u*u#btaewj<iCYV)*FUx{(bbLbD8iYaw7
za`9rL;Q8SodTr>zWVIA8@vrX=113dA$PJP`aE6lrmOYQvP<v5(O=alQnko+6MLC<I
zJUF?!DUMT6Kktr6pm|K{LE5o0L*>OLcy8w_8~!Lnbut}5-SlbOEL5|&wHDjI*Cw_Q
znRx=3M>6!a1{I2&6MW?!?7c6~<C@fEtVGtmm~}+YGSismRC{y`FWu4k<L=_cSCDZF
zIS=fbG;aV&IQSP!sDPs~8_9&YZpPqz1LUg>y$@UJRTQi>6i^xp`fL?8C!|5~kv3Mi
ze-JolA^VU-Z{jzpzMu3`hUHP(d4o`3X2G{nE6&T$CKWDFzoe+ij9}8LUZwPf!bf-G
zq2G5h3l3kV5b{em-oNsGE$|-}y>$a{96719$C)m!v_^klqF_H$844p|J9SWdf1iIb
zfq`R0hE6#(I^?%_4i{T}cNSbkuv{Q{YP!FUqfzky`reJp=KK~Y$I||h8{&8Id!7ZE
zLdXJpn)jmpI8#Ku6fa5O4+nJbBMiLnIPGcpz#zW|`CanQ9dg{m2A7Y;^#VqHeh((R
z!R_%-CRRqc9rsiC7*GkH1Lq?q<PQ*)msBuv-k!Wb)v~sA>8a)80uGXEupwWy=-H&1
zf<vmJh*!IV*{;O0?0-z<?<7D-Pv(C)5ql4>3sL-|sKNA@5^>Px9M8qZq--~j^`)oD
zT#EAKpHuW?I`E%Z%<w!K$OyowT_o(!&XtBWkWtWhDsiQe6SrK@UR!zv^d;N&GG>{W
zr`h2xaT04;ntUg;WE;^$RaX#>M9M&!OeM;!rjma525lEMAyjE6*1U*TFzB-?%!4#A
z9yCbIrX=%Z7wDcY_l)<*Avo#OV~|gXz^}*AefwHEo?2><Ug|P1zt@=m3474hVAsw;
z+*N`;SuN%-+<JtgZ>f}?05kC*QZ4LyTHO<cjy17y1IWf|Tv=HCvusD}VB2r&3F9OG
z=haCWW|#djB^e|-MwR6QhWtnM^qNrI9+`@Q<h$!cdCT|4DK+WWlDr97OgN>T#Zzxc
zDe41vT&axsqPRbWFQ`m>AglGK-yW1cT0ts`mfi*=qbIzMZ4tArOXZh#Hq7qCJ!vDn
z@0MVu^r6<eKjY6Bqew<=L?4CcPsR$Y9J#YbK)`FrpB_udD<!c0!u6O6rJt@i&eHX3
zh(tlI4dLIH{VTWs@E@fSf0zSF{{@|;#uLM^Y3kstzaY8MN1a+G^+y`&K0}%3WsITU
zwD4$o9sdF^ek&t;)mn#GO;<n$f?Yr6MfpDGewtjv<HxO;E-|znLsB%1bLbcdzl%&C
z;q}~pGYF~5j|loci_uZ*34JdR+HBQ57`r?uN(OyOK$IBTy#Hj><|-p+8-h_rZjo;+
z=Ljn@l1aPx^JE=m36VjT2IfuqMWPdu%r8I8jo)oHfmR>Qe)S0?%vC9lGFwoD+9CNL
zo%+zM6?f4Bii%#F;^Tus*SiT({d+ThxSfAOXN^jXhscdi!C4cY9ZV(z8KuX{o>vMX
zvG}qeTQDX4T5IgP{ym9Fg~yed{n$!l|Bi+}oh4tgf@JwpFc98mW&IX<W+?ky;qEC4
z*d-Ow5$QrgkRL*B;;&z?$P}+%{~rA$ecF>-ACE5&=(Lf)YOoB>n$wn$K`H*UI#V$s
zg{w{eRJ`7>z1=T<H2m*@U~K%+Vei(l{d@t{d6M{ehMi&zS14@e%-AnsQMy3eR$J~<
zeUueta#jQ5a@|jaUL@ia@zFlT)8tS}v^R`S$Ct1ME|(oSy~q1b_1YA*$!kRR>$qmm
zI|dfXktD3_t3D$srdyt=e_rW|FG=+KZ>U3&7oS;<&*VhHSjN}SClq?Mn6d{3GY*cu
zxaTjwl;MhuP3EIM{ZvzP6l-5)-^2Vcz80dXLKca$E#JpvZe9gtVIZTKl%jC-*!IZ%
zqh~rs`R#6Ut(0}EM_SBV?fCw)>PePgl}8F2Xtsy{dum3?-n$d0{aQPBD`U3Jlg5(3
z72EV4RyZo|)5kCQ>-=LT{WG>6O}Fzos7=lpGGcy)&k-69efZ^EBLv=z|LnQtG}=l_
zKe?D7vPp3V(@HVoGvAQc$baObu)xmy;g^a8i4?N>6|#J}((1GntTh$pxYJy&rAetO
zoVt#_35{9MaH*(}C4u+J*1u49QT&`ri+HqYOV&NZ=W+v$H%+ShcS|H`|C0z<RPWl$
zu6RsRez|O_*ndd8>DSsolGYnL{vlHB!;PzvHYELnVfsfJ{e;RX;+TI=BPiQ{AbET!
zbH<;2snGUlERCUcf|o?j93^gv;_uU$$SRd0r3*Yu%zrKIQtj}>|EJEA;6_?(^Cwm*
zdR6Y<wC-KK_jFYsh}c>p_9R8hO1BzvL6N&}01A~7o>)o_bgfs$(57DbBJ2md>!P2j
zY3wMqNs+uD0m+Fe0^;{r$Z{Sb<uv*XkCwn6db-@b^vUxl_Mdd=AITZ4IW{J*j5e=0
z@Rnez0gPix`YCFdq1Z&KIo?oDPxLR<@D2ye{3YL-x$k=6cEWZn<z-fGr{{X9{6WEI
zIK&-_|NO4Jw)AeBDPM}?O-q6r%f$TB!NoteNK`!GyLq!vq1fmY2Xv{IlKvzW_oK&7
z@j<7+ok5*^7Y*uOBG*#!^F|q47Qf-jAt8DhjeLX+-?tNl&w<+$;hv+?0ejf|g1!q5
z9JM~WACFwNz{Q+yE5p~vAwy3!jL2NEtM0G*B{c^E230N=Uy_r(SVmLfS#N-oxw0!<
z5rnmIStX<z?(EqLljH>o_57TtuJd`Hq2C@N9^P2S<8?A%v*>~g^ftkH9{+QelN;;#
zV>KzIKGk{2#o0}toEKE?tbhC(TDr{RaxjW+>hXO3s>Qq0+qV;l0gu?|TG(OYNiXIT
z-iVDTYxH*1l*AUx;iu)d>F?^7;}z#7*ZrHBI2dO>Z~>5M0P%smm}Y@)wbZvOye;6m
zd{TD&4=S*Hg@as*<+}|?3B)xtdby>1So8T>@{Z)+{RMBcjr{_RpUACas%Fp;$x-+I
zlfTQ4YHB9UMaImbJHt5*R~rufsA~Gt+;yp}NZ;W(%3w3%v-C&hs<(rEGnvC>Za0fy
zC0GbL5;uNHt%^JJ)9s}CR3E{Oy))2#Gw@*eYJ+^k?i`u<OOz1Dm*8Wo>!RMAACK2q
zlv_S{chYhHyV%$wL%Wg|#aaO5G`dgb$}n!wydD%!xk}9U^Ge|X-A;6}S81{(Dtee*
zn*1?|jh4bTMHG>@|N90tyw^QJk2l80ii7apKB9*BWb7?DV*Y;P`lE~<2Ak6!m0^ti
ztJ};!`%^YThE!4bK)iaav*9e?gn!nqd$R4NQ59(KWuvGvW-bj7ZT7B9dGW2l>AQ0q
z{i$nka>d?iDpG?M<)On$XDRsRWs5%d5ax=ZIw7Z)GWF_S&9N)4&b?RP%P?P{iJ9rK
zAyY~3jY8fL%5t$>PVvTzZ^p;!m#FL2ibfo%p^-(onr@xd1SwHJXz!Dh{t<M_G`?CK
z4A1e9aLboin|~6ww{&!Y#dtD{i$CxD4SY(in#)S%{}=mgV%r?$2OGQImBniy;njD+
zU*|X?*7xXIKi2sw{!jTb<^$|bbD#8bOnWFqf{f%fc+E>jfyQ<5;GpWmzPlzKay@l8
zK?fI-8?{OJqnYyHIC@D#VN`STSX~CFLQ!qRw|+Wc@-Ur8+0qBH<=tr!k!-&k9+@57
z{^Ne+raQNmX!dn5iO8eK)_#`Zm4#3grx5KwsrO_w(f4gVoi)1wh>9~kPkzfC<x|+F
ze7EIh6H9$S2lr~^gdu9lntd}m%J_W27dAYivIbuGB*W`;av`Ox$e>(jR>h;nyWQ1W
zhvj3yTxUM+KN({jZsn3#rnND4@_CJMtJoLHkEix$d#p~b8GGZ74k-S9(O)M}q_fas
zv?j$sZ+3rN-FF-8b$?~S|1?dO`&U$`h@n;$wulj|Zs%7pkg`~cj|3c`l$S_yQ7w7M
z&0Y#bUZfNhYW+%=^^${O1eZv^l%B_IyMr^4z&EQ1m|^>^k21VuA@)3pC7R{)XVJ<z
z{x^&yqdaSsiz#>5|7VK1ayK|q@>rL49QSLc4fN=-k?4>0epW1Y_Z5?kTf?t*_{qxj
zZ85<ZzPWafG?tWtdQ^jfAsR01q^VmislP95prTw_PP41z`HuJlh(~?3*zl{5lvEV-
z=bXgwTxqj-UKlyDnEtA@0YhJXpgZ=H4gSQaW?tLTJGa+6(VuNk_0TFtR*UG&m6M;i
z9{<Yt_?n}0e(j6aaJmE~^d==Gr9J$=y0*5am-YfV7x>NbvnZis$Bs>DYil<Z7ZvUC
zXcx`K$&g!~$vieh*20fI)ERwC8EWW4+Tnlf>FR-0hZ0#`-fC&2n%31TSALY*PWS|q
zy+pzyvDLX!Z%8KI8;{keB;!%}+(CAyzq!z4dVkvBn~1N}3-*m@PV3VJ6=DPWMK2x-
z1~mN@zIgFF?;XUrP%V#8yK?191uM0@w5PtC%!4oIUUX=fc12dP*7p89hrKvar25d0
z89IhK9&rK_YHVuq{ycxA(o(+(2w)go`c6mUtVr4W>SdGUSh&l=kDWRT(y8ogCkCnZ
z7kjK&Zlsb&YZ+bgg6Y27E18cQ^=sCGNBnzkZ0psr<`xk-@o0Cswsc^A-f{n_Pt(_~
z`s<u-&U&pre-1ZK)^et6@79F5^05-wI+uq#S}T|SLExkuKOt_mbge3zw-9dgQ}JrU
zqQ`2~@texh2TsOmy$u=3K2`Pw_)8!tBTI`XihEaijKikF_$oF6dx8gdJ6TihcJ{d>
zU&8J;$1cfo?|g$=4_R5+lOK&*>ibc;xX_RgmPzmBocy{V*sLXi8+9CUXO}+M>iHb0
zMk-leP*C8%zP^4S=Dg_C{_Wvsv6}Ut%<n5JEAQx@ANqPPz?htxWsvu2m+zJJ{gb0!
zn;ocEV+<EVO~d7R9~3#IMl9SXo%tye<xah;8*rQ4t#n+>`HlO(uK_x?BW1joE?)dv
zVBV8{Y^2OO__#}Q=vlKQ_xU8aEryq<p?cqX$Ai7?PtyBq_Zmygd&1eg*1nJ8#yxGD
zK3=>>t>Kf_pk3$X{z6VpuJ;&&UO}2vGE~aNa59TK4j(h?d9ST5R0!|aH^+QZglzYp
zI(=i$^@`hSC0f7(yBs@EYB{i9y;_yid^t>_TWru<Oij<encnl~2WG8BGw}F(?3YmG
zWj+Vn1Mz9!zBwJtMH^~zaB>dldc@F3@82Mv3=!=7m7R}13x^+as3(6ns${7YOHouW
zO`hj!Bc3I3^w#-6G~efo4rNhKf84q{Tx#iaAy3F{ZPG>|%OBRoD9F>iy5%-w;+HNx
zmvL}#$S)}=Nhh#<PE1^>*qx8pb^iBfD(2U(U&MUTITJBAjm4CcrD{LbW5r!posv9P
zD_59=ZAOK~#HxIedELj=A1Y>M8cHATJ8oUiNa!wv!S#k{rYN!K%f{Vj(C>9=31#gh
zs#&%`;DOId=>S1&CPWasI#w;bY<Re*)%KfhGt75C6{Th|`RW)|N^MveqhNY5{7c&`
zv2Pr|6Tt3sK0kuV4L9am-p~SxB5|<LxMftzdv8`_D`8ySqbEbz_STDEAM-vi2`wha
z#0=v0H@j@3KYvaok|ONP>=2WZJB5XYu1-|g&(vuddOI&QHZ}?ja9_JNS%+V>gvl>Y
zQdLzYot~cFJH;sQZHa>2YjVSSsdjv=7B}v=z0i~4>Ez^eXxb6CT?xUcOHUtrYLdTZ
z?XFrFo1}-_{rjh04i%YTV01Dn>j%{I^x8iwOAWa-_z{m88yn+2eQc7vHd+PL_k}0C
z9Jyf)<=5?Tt@dddDlQKdn}ua&W)dsL-(GQCZ)PapuCY-bQCF5M<!+!;miXK4S>@Rg
zCq%2VAwHFFm~`Did8Ep1<t_{F3t3)~J^t&fjfjH+`?mCwZ`1kVmdbTg1U_>pE><`#
zbj!7{`|kS$G=1&q>7m2aY<9X#O-=1Z>Dmm<n7jV_b5Y1)_E%n86t87(v02yaXakRh
z&arCO0N?FCt@m`CN+G^5S-16^{@&M4!VV1$g?_p$@1k4nV(nD#b3lEP`8JOyyqOl>
zXWl}4S#BrlEa~K!>xA>c4Ey1~Sv!%fo%NYwopKxf0vNc=Ljtb8!?Y`DMW@DXJv&`7
zUQ<}r0VTQCKstg<($9s3h4;<P&GD?E8;9&H;x1NLX4{&-R(o3u_D%0jiIb^3efkTE
z$8+LyJWo%f#|ZFjA*AP}eY~>rTVV#9qIh-t|7GXo4XgI~5H{NQKOhO{+-12CyJXjK
z_iA)kGCOXy8gsj&v(rT>NkVjK*fL*{P1q*E6Q)U2(6s%58w|hhkCqk&$-RH60m-Qq
z6*1~cqG>(23E$*Db>8?ID*hU~0e?~o7P!}k=mbY4wDVH`!FImyfn_wt(HGuMxry#_
zO|)yIjD1Z((;0iySgx^0S$a&(QW5%Z{`O|6>xQyROD$E*gtig(mh$P?-6s8S^XiuI
zRO~J0;M}Eg5!cnl9>?G2&4Q}q4)Zw7OiTL}-5yKl+oLFaHD9k%U=LCPpWvzeQO7Q!
zL`lyw%l(~oZ5W|8!g>q4zHRNcW-+|?t@rL+G_&MHG{n_?uf2tg4-}`EA_SlR2(;>&
zVHUR0%Sq0Xsd0gmf1zl!?C=K%l-7*KuI`Rbyn_upiO%b@%{q=Z@^8$_s~cZx3Szw&
zRp1IKlh$`1KIP%Vhs{JV^&_HolMTj6-q@k}asOdS+-T2pSOy<B6yr)T#a&V(|0p$m
z2)pRSRJjj}_D!dRuPDdeGIxiOxY+>fYUKIKaOq#OWN&N|jIi%#v{<sw-oiMHS8cGZ
zw9E3~RLx>`j@T6rj&q%f;;zooeEQU3EOlGmj~;62J8J~!+SZo#!5`aNtUjXqi{rJP
zKEdaBH(ZwoX$w8J7Xy<dJ)^|4-Mb%hnuxPdL*%j2ER)2DyV^WfQVMna_vh;n6$4)g
z63=hY+a2-3{B^3Sa?O|JLnZ!sCnCxAD+EA~k~nWp_CW%?ZGXhJzLo%)rHkZOTbsH!
zMCMKF;gWBnj`Kf!@hjz)a$#)Vr!NQ!I_jc36FuwqH`+Sbp?<K!qVr=s*d^dGbmYh+
zm~|#dr>3ObYS`OeDyLzSs6cz;#s=n*%#J)oR{r+{QAa(9$fqlw2U-U1Y3^25R)4#s
z4{N$NosrZX3Xg{M*=Xg|b)(=`mROhl3`zHDqWgTT=eRpMQ87tsZhk%+Qcz_NcYaOx
z{wpfJK{UQJPT1C9zws@V7ItMsnC1c}r<o<B@X+1GocwSB0fDkBoSX~^4!^Gt5y3>5
z&%ly?p`0kz=bEbi;n;L3mHjOMxW}m%e-+l#y9Tkd_=s%2!|auuYv7Y^wI$u$cYhmd
z(2qNS)BXLos)eS?2Q$~icA0v6U(-lc^wE7I-hxlHg|$X;j^BVKJ~nn?jm!YX=gv$)
z!3|00#a`a=%L@12ofLI~XvMf69^m5Z4heY50X@eKDL<Hx0(&>N3ZJdN^5q`V6XqF-
zWfOD-ZtT7bY0*sR*;x^G@2$Tb<9C=EBDD-EF$)>VHUwBH9K_pfnZ&m&`*V$;4ADXn
zJDGD$#j^X`Lsb|^YCeM+k+On<k8lg7?J>0Z5!2(Im@yZK8E5=_yzO+A(?XH!M4fl2
zMvi84$oZR%tmicMlm`GBoPjc^=LV}m%UuyY`TcdV<Q*oN7cagg-7;5$6PTpgBz^YX
z$~iw038KVpMk{i|r1mmf-<@K<ROP%BMYGl^j=4qb1`l(%L1s>rDCW#nvGJSRRchnc
zWt5@s!S>HEN$j8t2Aw3~zEQW4hh*Z_HA0;8>S(1AKxENi2L4c}Uk!90YmqohNlgu&
zaGUwikz`B+l}wD6*Ln#Mi=J)$flIjU7ndQE=oRFH3JVMON_vz=a6jmjOY{ni?mTvI
zD5}mjY>GSn!;)e8C8$oP_j4x0%@0_YIAya);P4NwWDd>?ea9F3Ap8^8;E!fEc4kP=
zWo9qF8xIydqgel2WYXs4SL=xrqobn>#;uH?2a8M|y@2s{6n9>HVtVrcU_{Y`@8LoE
zqiDVl#8@~JN36_djOlNddd8^B%5bDM*&M%$Zplkko(4dfXRB?-s;*76%+Ae;78MmW
zmf23Q^}}ZrQROTGRoIX#n`#O$tA~tv6Vh!Mqol{ycVrPlGG6)fo--+?2T<cH?PAmB
zF}tQyp7r?E>WY+<OL8BWG!{L>0p~oeuzNNNnHH;Yt79?86*Eq#i#|pKS(Dc>?|$&P
zV?^<{txw>{EV#AuLf!`jaUu1ot%MyW91F0mabvD6)w^qZX&`@e35S`eZ?A;<Mt_!`
zzR;vCYK@vz?Cc9OGx7dBedaL;6cS%cVyY7-&NcuPYumRv$s$tFzCBW6{+Z@uY^*lg
zlGzeJyj10T_YD(({Yf~G0EMCUY}s6JeQGn|T1we~a^Bv*`RQ46y)K<kPR<gA!s8cD
zYd@rWLt>>w)@kgq!8-rA`fbr?&z>=T$;^Ckr!`(5D#w0Z76QRe8yyl3l>Fe~L{}{F
z))O`En*#n(Xwh*WymdV@qeM}0F)OdGW>vcMqzh)8m0Bh8g8lMf;SeAc3rEky;qMTQ
zLf8by&Y@FwqxLPV)M~yvQvo7=bV?#$dvUXyUD9D)9Uab(p`zx9d546B@o#R<?Hc@S
zX~E;ANIxbg`-(70*iHHsyKm0>$e)A<S0}nUVU~>M!|egW9QBz)qq+ScpNW+AFAtY;
z@52OM!!diUO@0^nWO?`Q-8AVY=d7}P{lHYk2go7BoBp2~WWETWCe{N<syG4r-|q$>
zav@44is~Q6++DuFeDinV=w>095Tq}I=Ek+Plvh=PRN~c6mMKf^ULpN;{72~-2vj2M
z^3aTHk|`d$@{Gvd-v0jh3T}05sr&${P1}Cb&*o-&QXZX>e_?lClkeKdQf5bTYstaT
zTt4CuT-7#^d4E`C^t3{@o;K@BN_1SCywd{Ew3rwwLE-_xyQ>FKEk9A6;|UD@@PT)O
zwQqkqnEwp2SUDBro?z;i0I+fmm)j;!)TcsXKNS#;(YWCL3S}HBIzNf2KU@{RWXR7#
z9Y9{Z)aR<uZD_~!CNow=UxjeN?${r;K?Bu$X;0v|Fgv;ea<~8Kjb;}BVK|X@P&_l<
zm`W!VIvExBNZR%#p4>W(lx-+jts^z=j<dix+Q<w6_l3R=zy9Uhw{Oz`qR_VEHKGoi
z^BpGRTizLx#7Ma!y#e*=>4f8Vmo7<M2}um(x5)HMpTon0s$DTYb|3>3PIzr9*7PjQ
zLQ-ibE*>J9gp~i_X|0EI`<FYf9TGaj&qG`W#tNEM$%V31N^@|eFK(iUyAjX{v@R4t
z>dl|HQAqKpss3arCkynrmm)`4jUp%?mYMv@P;rLRt4sN+x9idRd|I>(aPyC@hVyZ8
zJ@3obFsWmMh8oH~nH7Nx+LmKy-3r6Y%1ICWT1xuqO8T>OmfklUVAn^Mic*FC7=LrT
z|LtJ?IS;hyZK~Z~JZ{&oZMMS8!}A0|=1bGl;lz>6!3^@=kk}QU8yg3A0;=KZTCYDm
zz<9zc?qziyRpq*l0S?TB;a91ikF&(yw&=~=`5M4xanQzJAE6x(0U0Jn)X}t-@Hrf+
zT*Y!x+c2Pi&JU1PbnKw6X^Cq545YnW1f~BU<ZR)%?SFq~zL*77YULZaBR~Y9i#lf+
z7z91G{;8#!0=)_A`2G8Y_;#;)G0DC|_AEg85h}X@eb>^~wl;AIp>q3~pKA<;UWIRa
z7J8%g9NuFvZZdlAbCJ~!j*hGhdUkj42Y6icu5KLwqvIF})4o1Pk$3%o`0UmG^dlyv
z_8S_U_TER>kiobya+*}QI_zs@)G*J8P>cD(_g{Z|1zW|F>n00}xi)#auO)ku6n0Pj
zk|R>?Hwy@TqMo5-E#OPof9ltlqa{yTv)!+&C~;W_A)!^1uc(R^rz;_#39L{CYL_5u
z*p9+X{{zIeGEr=%JP52T^2yVunFwfCOkzzT0<t#|y0x|ShDK`VOKY5vWl8`wYg{d4
z*ueaHf|z}K%*|Cu@sSEi!`T`+jR>o2x*Dz5y$;w~+;sNWr&T`vs@eJZd9gC9p)-Xq
z|E5$B4)Ev@z`oY{HFeR3K9vtWJgOd9D!RCo83XB8MM|nTWU5q0bY~?70O}s#BrW$T
z94u*EJ;2Tm;O9-9VoSM_<LGzPtW}4|W1IvF%^MI4rBa6A%f91zmGg16$-V^l#`ai2
zI+(w|n{Vip>_*&s&wv=!xC)o$rC;$teE{I<i~~$J`VRoF^=PFddJw7_#ufnd_dNaT
z#sN?yO1*YB<oN4$rpdd01}rWP<Qv-bq$^U@LFM~K#aHpA0>J&Q!gZU<xu~%Z%))$C
z2#G-S6y9{D#9@owjk%kwVotwwtDMYJL3ofm#dPbM+4^+zMd4v?*?VWh{dI(#klhC6
zs7Kaq14sJ}h(7yw%0x~S2nY(!kPbiM|IipDA8NNxEu(rjz#U(k#O=_^ee-XqT~VGP
z^Fve97nKZIuRtsS3Vfd$Robl+u=vY7F;3doXB3u5+^qL9(De_XW*8b1L!L9VgQ}%v
zsjn_-_-GFKy-=*I9q{M_W1g7Wj{2SH;2$uLrS4CjJXuFF$7<D59xENkW06U3R7Hiz
zd}m@cHa*_PVtb{0f+H8WP&!OifPv>q=?75zl*CoIw`(Pqa*K-~Gu7>Vl4moQf`nGF
zyNPa*mzQTKhai~5_#WcNgZZjn8amhEq^#*<eBpN{9j-Oe#1n}mDgieMf>_hMVKXX%
zaIvCJQFKBsJm5y1rjKIGjVYt2PtU)7`!<ACysUQsAmdF@WU^;=c6L&}zotODC*zM`
z{>k$ndmzi|e?V`Bc<tiHGW$i-&K}{q05*@zA<!58>~siESe;{I%k#u8yRZFZwjFhb
zWnXpRePFRSIu4x|*Adv!kzb1)CJ2warM5zT{AdRyMqW)#?HLF+<B*z)w<FY*TGy*I
zOOr+xoHo8wuv<M)RJ1-AGD{Ycf><V<Y^36ES5Q#swg&Nw0FbtS90VW~x+9+95CYF0
zO1eo`qByP#W}v)zx;gmKw(v(Nwkm0*ntqoB1d3Em3T2VKBjdhL{++zFn-QVV91<Ei
z^!Q7J0&yKlQlE|?23>ggeL3kd9A2Z}hX!*jx0wI8e~97B&1S~4?^?pW=WHi=v>VTs
zty3guGtO=w%A=AwrKOXh<^!wtOiB6O9zywd5~Wue4kUXc`EWnLm#~@qeKqv--H-9{
zZ6FoA?EXecOG}?m^x*O1+-{}$cTy?yvD94rcV>K&UHWQm8cGTC(<6SqqQM*KQzxY-
z@OsMw15!G@CFmUYgG1G&g>29@T(5I+?ZKfJD^6nEx!%`g?`^?U2~+4OCWx%lWb|lr
z_CU9iDyu@)FHnan;0=c;K$OJV9^HRPOT|?CrhYNCb`25dYBnERFiFZ-Q)ww!dE}!A
zceEWi4#=MR&D*#1+-W6h3TpO&mpcI|79BtgX4z>~fJDog7C|1gxv@b_#ufGQpMRX$
z6;usvfm^c6ceBc5(xl?eG<R0lQi|L7hd#&##lX}j_Y7ke7&Up+ONP;IiOXI&kwwlD
zoEJ<|;it!^<{ljHEhBF7rW@f(OYu|1?mFN3r|bM7)oMc*QG{8VnVi0uqUAj41OKmQ
z#dKG+cfVNgnT$k~r(r=g=(l$R|Imgb`^2N4ovDA7wM}Ukt7Z{$u#VPQ>RJh7|9?9=
zOky}l9<6MCU43d~UvOk!2mUz|?$5;W0FL+?w8N99yJ68pI!mN3M6UdH<TuFGBMvAh
zr6y!6E-uRcXE<E+dh-H2+Pd=<6-+D0Mh(<Orjrt9myh-lTq?QsPsl=^tSypg7EWt<
zJw}f_#2Yva|CKGv+P(k%$jkmZYhW}XKidH<`-V2(u`9-v!sON5hy`(65~K_*hRH4?
zSJ=I$1cLGlP}+nn`(??h`BSj{x!QDJK}CdI%{kD#jqvDdnBUskFiDV}!N4X(<cFWm
z>j`&RIzR@`12?ZrY!moCXCfkddTuZFT}CuhjqwLi7|=&`9YNTxva&z?G*LR+bx5UO
z9x2Zsorr{Dd@~D}g(QGId`n9Uj#<*f35~E6G6Ma3l_|={NOC(j-a<jcHmZ1C$PPeP
zfNQTO2`5JPf2Br7F{hUU$WlN-A_)7n=S!c$R|9PCJt(<`UhDVu3h)kB*7lW-RkMFT
z8@?bKddc`&JiijzuX{9-y&i~K1J=k}s1dw_W!AcHFU#R^7}t~RQZ@L+zMRy6Q_N+)
zzay^WeE^cg3>bK#cK3HTXQ2L~`#^qAvnWYVPcK6#s&2W}kia1f#Dw=`12GyQzb#?x
z69<q#^gVxH&v-Ggl5_UdefYr5PLY`qZz6YhcME{h&w%Y&Z}qAxmwI7`%ybQ$`!vLp
zV2n}J@=f@|T>vp{Orj36>>vYiA9pc)1=!S_5&`0ziB4)t;4p-qgc%K<3nIEyIJ(iM
zCy&U_A)tNCJFg529p+W9TCD%N99EK-d2l2r!36yUWvDNd!NBcV4thsXc&vA^l{4AO
z9jbYm+w^<RGWXE@r-hd`0F~SJA&TDBM^U*JqZRhF4gB@{MUDU)B#{b^<xFy$#(-|)
zjJtII^<U(bKviuvB?(Y@eu7S##){m_Ii(DBX#iy=!*8kpk}|ma5W-B6hlg0p0}WuD
zm64HgIE@M}u|{wfcQ{EpPf<-LUvynP{e>$$LOqvtaB#3YK%ICvapkNu$c`hmU6NaW
z?v2dM%mjlJQOnWXe3jIKzjjOQGf-G(Fb8aKKA**~gT{`^;wvS!AQfoM!i-GkY(Vp`
zKd6qYWsvF%5Ww0BfZrR0CUQ_-%JEQH=Uh*iz+lsY<zb3P#B53$8umZH2&Im`1FK>8
z!%1Hd4m08A>l{J0+iPiV-aZOl1Ql!a=7W^V`3$r(eYipVeK|Smf8A+qHvw`eZ#Fh|
zn;!-R1;vOtTYLr`3ujlUcYuUHth6c|Xu;y%n;pW1k+nV;XAOi}i!6NmECxgo7Yy3G
zwAEli9wNx`VT2Ip<FSImB50pCzaVQAp1->cF(CHJwsTR#VAISLweeZ@<Z2g7(bCeA
zR)L7H`9XO6L2hoC^W3-3O25I$uqA{92L3@*`rwT^-?|f2RF$9v=$2Rx<Y~QlG3y8K
z*{<5`6xTgV-^XL{yS?3M)ME+7TMgeAMC=VcJ-vER_qP!HNq25;E-Q#l_b*c^G6G)#
zsY|B7$ld~J2Lr`+%m?CK$=7m>D{emfC9jEwuhPL#rDI0Vf)h0hXw;mT8H8%BKi0@M
ztgq|EeFIZvj9JK{xBknQEuv`vNvvR3%p?H0(lqH>az_E!RReslzXY;2HZ&-R$*%oo
z%hnDo!kGpyWj?@!W#9@d(J?ZLele`~8EezkRQ){h77<~(#4$B4u<BRnSXsvo2aUs4
zZUYKB?+45xAkk&m{J*e(c?mmzGo=k-nXW-Tuy$z85}h^iN1qoMc>WIrl@wq&j|~7g
z+Vh?oiS^D9U<gRw_FArV?>F=To4_8vb>wMGps(AaOurbyiIB9VlcKacBG<ZdgD)P+
z{G(W){Sc(O-O~ZcU(x}FX$my?L5z4UBOP5TB1%g-&bPmjChS};f_&*tgh)E1z%s)}
za2}8dx(Q&v<u8Ou6VAI1n`f-#E3jiR6Bw4;R!?z*gM%sc2P?LCM7h8M$mB$xPk+8E
zx!&Q=mphe7W!##%fh>Zik8y}3&I;o7D$FR0PN{{)mOQ(6?~D2NSW1`}gRvZ~d<kVd
z667BM+Tj7qB?9pLwG5K|IPi_(mq7fHdg1cR&=(R<RX>nnz2JF(QI8WuZVK}8<^6-f
z3i6!vrx@ljsHyl1qf-36dL@{@ZZHKFr2A)1<#7fE2CWkK#~O%C&5FrVl0MTv-fJ+4
z5|;AoF9p!Bj~`JFn1=o&fb(*l38I2i5X_5MJj~KKtm`IB&5_sTzA>A(ySr-vZ;yoq
z-F65{ClegJxYS|VnXmvAE?Kh_!0wY?H5HXFKSLOMgt)oeMD3@4wBHM$76m{R<pi>+
zi&LeZWzJshi4w$0gGINDUoP%qIs}OPs0Nmbs|Gd(F>nu%q56ho2S}__d84CxEy!c-
zqmzB}Zr#9^!q^rZSwr<c-cMkHX%eA`R6}O#1Ia7($c918A6IZqHN{DgTEL7z;Z|(d
zmO*rz#x3tXrvXq1tInN0n+Zm~PMDYm8r_?W3@#-4?LR5^gQp>{*oi6X2^#+lX}Z%?
zKH<acib$fQbP|9Y1x$C=rtseKZPM@nZ`RiAydhE|cjHx(5Fc#@A&<%;Q)I3-HhFs>
zz%V5{_iO9JNLB8EUu2P-oSYAkS^&2^M0XTKigCBHmH^O2abCU3N)XqGpLknSBjLQ5
zm0{{Z7ze4uDG^Y`BH|4_0-^1M5|W6SZ(9ZKAr4GNl7|Hv*cO5IoaPy^eP9+JIFyq{
z=l*=X7Yc$#mAK1tOgV^Qfk5monIn|~xL@8P_<&iyF*$qXtH5xE36Q_@*I~vl*;Fm0
zHyz4=&Uk2~QC~+OTPz)509=$IZRe_zBzoxgT7Gzo=C`9(OQNpNWr4hkjd!Kx4s*Y+
z`GvBI&+my(K;fzZ>7@wyp7NKdPoHRE;i-=T#}qg$!~OevnZXFyuLgnN3KGg+m{Y<k
zvZ9O89Z)cne$_!H9g$xDLDzwlqmHC9Ej|1Dcw{*pprsFooS-7DuCpMvP&{HSujE%u
z2Vp_+5~)eu0f)^x8Pb{;U<zRa@9jRkM2n=YL!I|7#MyK*QbD1{I3Ru_^YnB(4l!I1
zUW?Gdfi2)ik1K!^788vl(lOi}H^3liO^;!ZVa#}Kb-VA@oOX?y{j$F6Sm`zhFvC-#
zE+D6rdB6hDty^oPQe^YlnPN4PTjK*Wh8j|;gBRSVB}mL$O~g@Xp)pWjtRXTFtvBij
z;72#%w-y|YzP~zV3Az1N10tx{0z%SH2JA5Z{X{PjNXU^#+zPQ4xW)oEK;vr$-$7mx
zRDBm%arXlTl%OQo<3UsL(8N_Dh06tm;;<@!doB|2Th4WByAV4347AVTJHvo1SfHSo
zjr{xfZyI=N{vxbzHW>qh@qVyhoW^QBUEOjtQQ5bq^^+C}2~lQ9pc?|=okvO~<IU$k
z?)V)^-wWMyf1u_znSm0Gq3lJR6GZcd3X>_YqzqEaDwDvA2W76OHDZCG6+pT*PD6X{
z{N~PIuAdI#7DN1Leff~{g@?$}o}@f}2(~7x7qm?bBX_Nc2p9S))e~=x!z6FF;P+f7
zym4Q_n6CisDz!Qpv7QWkcISALgg!$E`BcNt%NJl8qwS{NGMM_uF4lqwBxZr?1G=wu
zidAfDP1+kSp>GA;w0tSAI&TbdcslWwumWrrd$UH6)n5*|^0;psxdqqh{938Egv{Tc
ze!*{b#2QsDT|G`4+4lRl14#t#-C1^a!`U%vFtl12nVFZ$y+JjmjX7k=84f^(6&yyF
zU^ERwgY$rXdCP*+B4|iL8!SKo^mh=qVE}O<;%)2P!*D`25blz!;x6s_U=bvkov=pW
z5>oTv>(WKcg;VV%Hh>Fa2i72hZy$3*403l01L}a+NU6+G3j($3LM#3zK*wR%H$SHA
z5Ol>=-wF^&45kD#G3C7+XPGxdS^ynPO@^<bv!KOhxa7J+Z>FjZMwr77hSbdy?tcmd
zs@RD5cwN)qtAH;K+Q2|VH1=vRqIRLGy__8>lPU$<kH`q@sYn9pLBFo85P1dQnR53q
zB5?P=PJ#)Z?{uqk1d=U17LiOKpWMbkj^f`m1x7H^7?)e@1<?46qk}^N(gwo@$IhN+
zWXwWbOBB6iS+>Q7<6;-QA^8-?anftot{H*aYY*icx+N=SiWqpF+POKcz%2*<XT-}`
zkJq^0gaj8TG8ds<l)cHc3X&gce4^<QU*#1+9-hZ$V2mVtEN1bJ8{#3*+}InyOrfFJ
zEZx<21BvvJ{$cndz9A}=Cr`eCgjLnyY23DpPOhghTIfy-NXCP9lWd6)8^jc(hUu6@
zBxgo2X8NI#Lcgwh9>OP&uMb-~z{#je6}sNA^+nQCHud@H=!Wi}r26bjOspFIR-pKA
z>hWo14Y07WDb4)+Kvhdx2YFAFd=fF{v11qi*@>Ko<${GGkb=0CJ(Z4TI1ootiOFf$
z^i22u&N<LS>YSN`(xiYor40g`6|lB-5CkWB4Gk|}z8nl<ov+*2Qw4?JuuIl6-yG^<
zSS(`ZK?;-d1T;b6mGOzYCsjV|^|)^hu^3bZnzYvjU70<<K3#4Lu|WC|aEpCQlMq1D
zTDebY7bHzs06+8s#1lvr;ngYmWeD!%)b*xgROe)o{F~N~y2{CkKJvVBHa)VNJP(Xb
zH1qTrPeDHdXT)w&D4V1hUixrXIm;OF1smZH%|%61#O=vQa8SSk{bM#qF#@u3xxmoC
z4_ygNMi7@Kdm@n1SU@3JLT9gbnY$~2@4*t#gt*kxeu;qI%$<N29yuSdV$Tr}AeLuP
zE0*GkTZNp~6^57}Oj2HMSqtTe1M@#kOr4hJf#7B>fo$?ABI1b~G^EIb$FFdZ3x*$@
zJr1)Ja5-dnpKm8`YFn=!N={{6eRY!W6$o9Iok|8iy}{!~P!&`O{qI-CYsG7zdLS4R
zQl4snp_#^Ee_y0b4R-H}zmDBwqSX__#oQFzLTQ64ZgLHyHsur2XOg7Zl3Wl^^uDO5
zsLzO}+_=PLdyOgE7gQG@RspTC6Kn^2S|AnS72hH-<Ss_aZ8cuVa=zRfgxI#nV^w1|
zW~!>6JfKwSL=8*;{bCC}gMgcQWI}O>z~qipBPoy=cp)sdfsWQ-D$z+J-C$_`)^eUX
zT$<a>FVD>Uw>HqQdGK<)rgCD*!@v@b`OLy7yBiwAuyd&(Js;1#4DpC4x+tKsSwo2s
zkM4X8(5`!?>{ti}o|fQ*#2P~syEj5A(lPyd2;ErWE4xgk7JXb_vf$7$d6PWmbLTV{
zU9-}&@s2u4(57(~aULdt`kv8JQE3Qa6r5(ErU35y9E+p}SmV@n2iTDc0F0(6ol-7S
zkh5(jN)-^lr}1VBi(>(({(XC5d+{8nsHl1fKAMvCRG^Lq7^+|JWsn#MgL&`a?0V^b
z=g#-3i6$sKH~bKu-Kg5Oyu7S7@j9D;%Hj5RTiJd{QaZVFs%>ntY?8edX_TWXc-BN-
zUwuK+vO{8}A*6suzpCUfOhl8{Ko)W<C)$V0WN>|glGToArTW9MmC;JU_Uc6RDf@vu
zeV>sdd@$h;1mSsFL}z=uo@S&Ju+>EhHa8<QDUC#dAWX)7HKr~Y4`_E}2f9@(Yk(N8
z0Wd?MhI4Y5lx5KFsJbId^y9~mDyhB?Y$~SS)jBgq><WTnE8+)*5G!M1Ju?m1G&p#u
z&{#gk)(D2JOu!I2FA$$`%@qZ-{u17vn3Z>Jk1ev&=Gn80AXIn4b42eEL|CZ1m@n1!
zpa^n0$b@`CT<t^1wl_i5w!Y=MI$8mkgxv~Mkx$;-F`!C&6`OXP09?JUpNxenD+lzK
zW3Oz)CI?r)<a|)ALaW@c2`CLE4!ud)HU5`WBvOkAF1S^Yq&ns27lU(Eso;RCCk53P
z6qdlHF+j`&q}6Z`F^BeQMcmfDKy#M89`b!~AY+>R2VfeCi0k$@9z|oekyvoMrj0-I
z0ODMVYz?wq%dS#1Jp;o`>`xX6x3xQdV3o3xJOv{^cFfPFe54TMF@YsMFjC?_M@G_@
zJ#P-Ouzjekq{N4GJK#D1ms%sq_#B_!c>s!Ze-34lzK7RDFao@vtFDNPj}*dtVxU28
z8aT?%7|R)pD1Jk>T_nZamzDkJ*eS}HQ-lR6S%S>eI~*gb+@Ph=6hI?AX(#d&+8gvt
z%tf+OA)N#e0o7Aa4}<2LkZrb$+iUxdg<zVgnX>}3IKI`D#ovWlL}>USaIv4E=WkB0
zVO9aM7ekskuQk3`0`TMpaklgd<MHqN`cNEx5&J>ned3v6uc2`^#J&5{?jzGWxAp1E
z>0%-9>s5{VT@nG<c~XPNhd5FSim9W}<--d&9wPy*cv!c5%4%c`z;rkOSX(|??V69<
z%gO{qQeuxtX-bmYy?&TW%iU>@2++z=gcw4gH7N_NOW}|&+JIkr!H|z01O7mwj7NYO
z8VscnA3$6RimFE+S6p1&wvTp)ImVD6So$+`N2$*5BMS+c_-lT^2eXhR`S?$T@1ai%
z(%c4p1Y&=5hk-G@Nq~5shgoWwYZaYahd#HQ`<j}XgIO6#Rb8GvGMRhOQ1_fuDPd4Z
zTG|j`xbuj((?6Ak-XZAwEMb^L9GJO-ux8N4nhe2>H0^UIz!lGdxb{BwNV&2uAJa5F
zVZYRmdRDjFm^}@B2CYGmHTDoghR3jO-|j+WbaV#c0ON~Sl#(=R@FOKc#IP*$VIZja
zyWm;3)i7$I(Io;1U3U>ntU*}t@)Np%*M&EYf4;yVEd_|fhSbj4>O3AvNy)DWl}++Z
zSyaE_%K(iyHMt;q%-6$gbR5h*YKPt~1eu~<RlIrg=C0o<=Gzgw1l&Ror!W}TZosA~
z$9JcZ?!5wNL97{FSbHazF4atH38+;Oqz87Y0x(%$`jwA+<h(cg@eBxrHsZiWWgI{N
zl+Qp1jp9+KAv~T$I%qc(z;1B=0L52Sfua5nJXr2h=0XsN+{;HD+R9qkJae5PpLwQ#
z`}TrO#IE6}>8!Ew?lyD)T4(2ElOZG{9Uj)HelALPI3pvY8ZMMn4R?{r?z408B5XQZ
zON%z(Dy2UJFg0-tTI*I3Z7BdIUf_FY>bYWAV{*{F->waP>{-(3W(oE`3DA9Mj|cwT
zR|I*nRz8ev#RkHX0F0&aw$14IN&v7G@GRa-Ky_SLko!VZ38cRO_|Aks5;;g)7Bmkm
z41>eF15~N@@*mqXN*SM_r|qgSLaYdgEU-Qssso>!3iA8)JVYvi?D;~*<sA8Ms5_S=
zsq!{AH~SEF<^xT3a&R*rV46pvvuEURGx^Xee_70^KPu7wC!;5@nwg(SE-*!e5fEZS
zk-j*Piw+w=KYD5!QGN-r)8>I%$w~vO;WcZInPR&6T(+z~4(T&MymudX$TnzGR6_}w
zAfBoRbh{i@O}%3dM+BM~Sa}^tlS`bGcNI4mS9S$_f=Nm}^s;+&fmSl`9HIb)q^KU~
zRIf>U6n$F<8Vq}p!Y$FNESbIOsH5$RG*2L|pHXuV{f7i4PQ>D5$xMV*f&ZS{iZqr*
z;oe0fJuwUbK0W{5XIRPW9N<)WwOf6fl@*0_Qf-5=zTg0m*_9bU6y*3Z8e*%VqN~rr
z-YrCAfAG2YQ`5U{f=9UwK=1bYR*y2q34mb5%HQwzfD@I8b8#tvjnE8`3L0fe$xr?h
zeb)FUH{sA0GoG50+bI$1%kCd@;>w+yCsO|O=4KBPbEdtdc(fS!RNOMVSEw|?ysw|p
zY$%kErG#Er<wT@GZgiDShA?C4puL`k7V0_cNn!p!DmvE9-yiAZ(O>^g#^m5RA6Ba@
z$<}%CVuG%cPjcz_w!=8CHQpP`A*zh6o~YH;rGTub9tmQZ%@Fvf4|Bif$SNxIgM#xe
zjrxlL^c@$#MA49*hXyoHhZId!)xWh6=g}b1?WrQABM_7qYIaeF7cFMe_#tUtgBmx_
zD$esTjy1->%U2*r4cH^S1%*(<u!5Z;#u(^1FH=es+b-ZRk%*zB<5)&45W_f-oBz>s
zYd*Pk>(&!C;P{E`hdV8<ym}ROx{Gv*p!-<p)_LvzgmoLDUFl#l2VDr6IXRZFKVbK#
zE?DwAy|Sk!p*W9d8X8VGw6MCel!N3R6crV9M?*s+5riyr!~!jYrV%fOhPA1tYUmoR
zPW$@x>+`WH=cZ_0-P^$6Q*ywCu_o;A>gIv4GFF+1P{#7Sr-jdFfEdUD6v|F1Ep=9L
zc6M%oHNN)~P-+<tOZ?6Y#&7e}`#Ts=uE(GvVzRTc%&Vb6pxh8P98`zf=HPxpX^FS6
zv>ZXm{ijD!JXr{>8_uuU_$>{%+7bskqR)f(!<nk7Vo-f>-Jr;L?WcxGi9H7%*k@v5
zGKM@wJ#^{1Tv7J6zgD;QmVY@rJ9`mn@y-ON`(MnnrgzSuMWc2h&yEU!0!cdWDURs=
z(Dbt&4UNr?(_lt%gPS6nEaC3Z2BUbpGhW#CiA4%|?V;~5GsL;MJ5;oH&^YabfwmdK
zUJ~MbVE?Adm&1+@6pyplF!UQe9qQ{dVbFI{-Mpx&+<$h%>=~>?e1E>-As*^9OFgtw
z{Qmj#=QHH4`}+D=5gj!NCNJ5uPQer;;PIi}-X~bFlUTfwxtf5hK?m-jbL-XUW#S4z
zKIKu7k-GpL?b;8ZU3nQ~j}au9tbj^nzX=slr+{9*sC6`$(CN2z$Jlu0Is}+cN?BRi
zc4lhmBEyW6?2E|<JnW@Vd>BsXM>W}hKgQ6DXe;y(X`^49y-k3~&q0q6Q~%JAyN|y9
z*iS1xb>m*xIkWc#h3Wt%r>$*hSTFxDZZ^oqJ18)4>yEp7WqDcIxx?A1?))ryMR@7A
z2S;Bw^6JAB=~@}KGv5aW2A;is)#4KTcVFSX&VmDxVm<sloc&>PrM9lF27GIHWi^qN
zmDR&kPgeE{jhL9&y9!UvKM5#HE>&(-h%8$tSJ%UIXw_1yMXpmhw|YxhSj)xL)fOV&
z^Rn(hpL+7u_Obeb(b0Y3h8TzdNoeF<xKVtU;St=@iwbeL`n|aLc<y*mG)50rtqcqw
zJ&3G;`7k%d=F79#|Bw|_f6fPYWwJUxG&WZIeGHSAlY=+8osW{W_Iqh%l}n!eXT^q=
z_LJ2jd0er3wP5TSA#i>^T}m6LKl-X6@IEe9QJ~l`X2?cx#M0EV!^-q)+f}&TZmp{~
zD@NNF{Y_-V*N6%zVu(j=O=m{ERi_j<ksk{m_=M<qh1*}gK`zoZ=F1vJ1HYhaoGM{{
zHU5N_0&?+tS|`e-x`@X~_pf~VMqJ@ZRp9r>(oNg{HwW^5v$T(yeJux{%{#A#Dt0KV
z!Ys%ZWt{z)+4u8+xcv5*cX@1W?Ae}Fuvj~Ox3$Te<=Da7E@cf559|0v#l^+F4!y(u
zRu(0&ihCh)c<$N0j_oO1Sd|WL_s_tmFQ{I<sN9-)_Drdj<<!coGF<(NmX61XYj0(F
z|9+0TUYUKt(RPIRIm7IoVqN5Jy{^3tpgd#TLw!EL)bz67r*Dk)$bG6UD_m67rNyDs
zL|qLOz#0pDP_N2GH(qx#fhb{Nm3ex7meRJR8h=Qi`w_W6?>`tiAtFKijc1fu2MubC
z=ZhH|s{NVAyq^&VAB`L5)lZqkF+&u7@qWdA0+X%{)~i0gcc_lWME>gMqsWVhQ*(=v
zLE`etbyYgJyX$HSy&J#UIbw(S+pWrDSA>d7O>Y<fnd1^Nb$J!5Z)~a@H^knNJJ#+J
zGjz}NwrJD9lb9itDV9QTgdJBNr+vS!%`m%tSxj)VA~E)&+{(v$rY@gi54zi3VuuXd
zmz@Q5ElfGne`K*bG`wOo#g@cc3m1EvVvAzOtWAZ?r~9bAUzip@uO)ExC&mw@QM{L)
zt-4(tyYA>^yRUcnHnvuJ33K1LccZC&ky1ImjFjfI=A#D^v0?*b4D`8nSAVwK5a&@C
zTy6h~BY$>xmWr5EYGL&-@vQXOr>7p1`B3Ika1fzMnf<P>)(P9%ej$q;%4*2>S2DV0
z7ga4CeJ0iA7p<V+q-R6@>HkyN*~c@v_i=o)hM5TGl*&WP=txG5MZ-EMR?NYPN+D|U
zY<XHSTCK7q^U%ZCv2&cEA}XyG!;*85dALgnTO6W<na8bWb6>j8ecylHulxG*cfDS}
z-*sKz@AdwEzOUcw_4#F>ZtC5v-niBa>M|y&46hnMcnGJ01Tmplspg5x7hp6;To6^a
zPLaJcU^>B2SOqhL^I=mtD~&?&4Bj9OaDpZ72EnN~wH1gq1O<Lcoshg|aCeVN2F~#H
zZhk%oJq_vd+~Z<I*82pCf*<el>(_)y`y;Qjy*&$4!5$XIO|XPe(t-35x%Z_EALUty
zIyjp8k(w6%O9|70FwLmP$YqDG41v|l9C3%I8S@wilTT{F8r%K4jvGuac|={QdLw%#
zcqgB+`EyUbo!b=Rjs0J`D>}_a)i?01tp@qcf%%!`I*Nwx>UL=~@0UkU7~^R8k1l%M
z*4vXDfss%6gkj|@7aRm@fV=sJbx?7Tpsa@Ofv-P*+`Vqx!AMtBfb#Xnet4`J`hLaX
zEVn{em+M9t{7Wd$TxqoX7&ZEgU1@yAPqxv3+t_RW;D_Lu*OApSF<HWoxe)>c@OKvp
z+ba=8iiyg&x@$POg%Tm^(~n!Jnk}r3O^t^H=m#`7IL4drKoC>**y_sf)vrjl{1$aZ
z#8fw0>!huHHJsCUniyDgB#Ls+_)LVsZyqZ%BQG7>QCW&HQcX%5yRkQ!BC1e$g{+qy
zQFxiM?!()EG+%!W7fK?h4#g7V^NGG^+fisNy~nr_LPnT$y~9|xM(gUEMYfEICE#GS
zxCz9uX$F@5yz>`9yk^H|^Q7Ybr(z{;B%14Xou@#di{a@Ia=XyPd|`y2D@~igQL*8?
z0Yv6kzdr8X%KDj42p6luJ7XTFL^JIPD(g_Ml9#)-F#Fdv%kP*`Cq)fbC7-<qk*)X{
z@m@m)wqJ}rmvspHfsiZ;IcSJff?em*)e(-ox5D6L*-U9ln<YSaW-LUauCku!Mbm;x
z>1+e8n`)t~+6tz7cM+p{@ab(up%WUbCfAc9h82>Gcxv{~bHW(41T(33YDmbZIqd}c
z(EPOElBBUq93-ZEpRlvX+j9ijDxBKyYBS$=-T>yKML;AKImHsuT7i2k0{|45<=u^V
z`M|1;)!A_(>$QHm>20V;;}}!_Rq+%2^@8_DTn+gyO}A!&$l!bXYebZwIl4of)PC5R
z7;tF-5h0v13I$7zQ$s#Tf<%;>`WmnbEQd>{4XeM!XtBiY8g9qxGNaDX=*{43?xWg|
zP)i);I-b$t1LTnkta(+%>>B5s5XOQ9r~(v=FA(jKGRdlb@>H|@C=ef;R!ZXKdHU##
z>ont_X^x`8--o9lH1qlkggd^>@116(QSMH93vAKY##^&jR?!g-m6|u(8S8RbSR2dz
zkB}CTI1mbwp|za&iud?r@%dQVwuhH3aEsx@G1_3+pyvFD=Zw<!#jLJgMxL|Q)S99Z
z64y<F)W7KO@6+<Ic$>j^#sHq&1E6m6DN<(4>cc4h(e384SXLbfiqLauTCo~C_qrhL
zk*jmmm)R!TAROHp6E+f>?yl&dRXmhfdbS_<$<Jrtl;EPEN*lk)#G>&F_(WA(pdTR<
zW(Z#1@+aQrnd0NCSlW-TK_S_#m=^N446LL@t|4G*yUSRrtv^ARg<|X*9Y?N(B%-(<
z8&}NikI;lA{$Bs|j`3VYZn84G`Qwu4!xKBe*QEmX!sTXx`BB&HKEkONv@eI24B}oi
z{4sdYQ~XH+hacwWhY{ytiK$$*r}Im!$aWI~5*B$=HxenTQ)nK&XI?3sGHIUfe!l}z
zmeQt=PSZu;tJO^)82ys3P8xE^3AGVp0E!F<5u-`IYOB#laIKk(a}^WJ(lM+_=B+tD
ztkDIzM|+`sjv^S+&mVK|e)mG6O1S3yq3*i>{q!48Z!tD$rRUqyLhI^H6SC{OAK52X
zKMC%<z6>5FHQ#1X1bdn{r9o|iEMxi33gz=B2mKq%^?CNH9&W4hKGIsZ)VeY@QK0V^
zb%oWZq|-{yPvesn#=ipT@)YBs&$|xz-k5s{8lXH=hvU<XH+2$VQ&IKTTYKqUxnrYE
zMm0{y>*Z3KZ*I|Q4bFRI__vU8|CfIIZ=GBf5?2fVt#khOZO(aNRlBfA>$r}dCE-A?
zJ7)-8OCpXt$86R*P5@MlJ+BA4POrT*kgC|l8qDjykd<}vA~3zBc@0mo?7G3#9T}7~
z>F=)2B3nIvE+p91vWxmr=)ujo6x$blM&ZOEOl@ChOcS#~uW9MA_UtKQ3YU4`zIHu2
z+P-$E7%0=2t=`K$<hW?QD!y}S#Ex`>n3Bj3sANv>tj!@Vg`=^v(r6F&tMq4SzjbWc
zdgib&#z?y7fl%B%vyTsHg6;<mQpW@^!M3orq||uNt2lMCj>E>&St}+Q$F!$3%AYA}
z@v~!sUBhkyi($H9Ae^O<-Xq@K^3Ebuvu6zeZm1FTm>M7MFeGMQd#LUN_fmfgil#~q
z-%O;!3p%W~D%rs6PRR20xfgSM)4Ig$tXX<Ux=f8dE6?r`maF-+PV)Q2fa|-d+AT;(
zqHJ@1<4lsP{u7vkxut4Sz#=O<0I*I(Z>OSC<8x|?&p#BH32@KS(wtN>8fUtuy@J`0
z%Lr8o#Sxs|=XnA~OY%OB-4DJ7c^NjAzS!G?Vr7xx%-#*sxYQxmnfq*rDYPp^_J$as
zZU<4EFAz~e4lEl87C7=B1#EC`-;mg?zgUxgG^f6)WL%VxinC}WAfs?3na`p$V;^VD
z>1#z<g@9y^+xR5fFKmTT#MxIlk`X3iyYisVF!uQDO|M!4L6heWyvnz$u!#J}`d_zC
zEFKiV1zzZ&NMdbgjGvbdFb$A#dDPE2+N~?!$!?HB^3FIN3LD6EPd_Azccwj>YER%7
zaE4w>-oscB(LO^PnRT-R*O<8Uy?M;mG7oxDmiEtYHeNT~AftbnxL-KR95Enuk}_S{
z2UFHbROR)VF2O5y!}9{vu*GoQv2-6jOCz8g+4WOSr|mC)^plzplHF>t0wfx{-FvyW
zP<{)BALJyxPB@vZ0buF4;4xWlnz*QR=hznBp||Y?JbMi*_#oBS-j7g$l>iNzwG@^K
zJckdqZ?LURq~^BB?RPdB@QM?x7M6Mk^GGI-Pf#o$FdMKh__6fhhNgwFx~+cvh2Dy+
zg|r4%$;Fm?(2e81o4s$>YwNH)rVlrZBJFoBoqb>8ao_CE8p2f@jS}QSSFD=JHsS99
z5WuPr&-7TEYI<v&Vh{2ci$^BmR5ozv_6FGKC;^08b6L$aQP#REpfGCz`|S^$99u9#
znmg%Kfn3(67uX(&aYTUYo{Rf9UrfxXz_GSw$mBFlpY-=1BsS%AT)u5a%z9~XbJCVf
zBr-N6SvGFi_gx1D)oH(p98ro<=V{&9hNK*#os6}Xu1yUY^f%7(Tqy;}pw4nH9hWR#
zLS<*QJzq_WRkHY%e$)LN;KO}u0(1UW;Gh4a#Q$HytoD~m+_CVptxN5~au9Ig_YvHy
IT|+PY69-IHPyhe`

literal 0
HcmV?d00001

diff --git a/figures/d-cliques-cifar10-momentum-non-iid-effect.png b/figures/d-cliques-cifar10-momentum-non-iid-effect.png
new file mode 100644
index 0000000000000000000000000000000000000000..ac11195ababb2f507516674108e7c9b18a66b439
GIT binary patch
literal 35097
zcmd421zVI|)HX~Ahzcl(goHteNJ&enw3NUtF@)#{2qPukU;$DhDJhLg!_YA*4oV9+
zbO=g!=kTt}=Xt;5{RyAPZE)4zd+oK(b*^*mJLImmD$NPj6C@-gH0o+fdL$%dwj?B^
zKaNwv74cHW4ERghMcK$j-@(eo{lQa960HX=j!zt1p4dFR;AZ*M*~Y<MR8Uk<?AnFL
zE-sGFH-v=j{=WwV9iCbXo&K+_20lXVsAlX;LPGZd`AwRqkZVIi68uVC>DGT9$%`ZI
z9{*VmHm@#=&SnLTDhk~>bBs~<^b_WxkDo9mu8SrveXOl>{h9L^6K{7{J4}54X~whX
zp9R0ZAaJ2R>&<DsY0o1mYm4p+mT%v2HFmnD%s=YzoNAL3{n3_^%Zd@W1i$G0WYcMH
zD#0(?TqP~|i%XMFm*LErGt~NbdXdXtV(7);$0*_K|Nq_o?@=E4X_y;<PfoO!T$rAj
zW`UfI<dlm}JUQddcl*vZI0Le?wfm)3gLmAW3$OF?f2G{td`ycUG&qwR931@Ou9uY?
zZ}Ouj<+W)f8#%5O9menJd80NQh%ZV{@do<H^72nM+@+YwWd#e^Y<7#5(R7jbCq~EW
z($9IIM7Ob;)`of#=lVI-K1~Yl;@okj7Njc-+7k?BkpelXe?K~uED=7}t7zh|8N<F=
zwaQf{7Z@BH1V>;l->!g>qYRLF^E)y-N;!(XInlq-wjgW4SIlgrYd6%7N~}ZOhWVWp
z4l`39@LQ5EjHt~gZ6IrCR&QzO{L#|iHS8o2o8+^{P_<|O={EfnaofGK@X3pEqB7^C
zPV<V$&@$^41b_R$H<0o)`Ozek1<SqYs#s}bmT#ZKq?5C(t#~Ikc!!!twx}rey|c9_
zR`^%MYu}b~J}td|!i39cKs_W8OvGJz?va%CLzo72t^rrqrE&K0%i|gssArb#4~Gv=
zC%?#I@Ltln7Z8m*B+JjTy;La(R_^Pa{zVVwsxA2>H1If?_(<-9T+~Qlbg*x0Vb(%?
za(-CpROEkKO8-Wnsr<T^jyr=Bx!G*1{4~(riM}k-x%9e(`1s(@o1C^hPrZL{{P_5(
zy0eJPC^DLD4>Re;<D8yncc-&$i-f#CHYS_`PtNB$%*~V=_e3665Nk_IdmnLLu1CXv
zY{;|=21KOP^(_i?q=nCW(D6#|S69D%4YvNzjoXQ+WG}28ZYsHDdfqTNx=J7e6@9gs
zhnGJyBV_g4c%6Kv)7#QjDXn)U*t3;5+hi1;qDtLZ+W<e6({w>V2bq64bEUMiu=c|^
zQnqJ3PBL9Z3$`5xvTQ0&Io4LHWc7K8-#43QgU9I9hQD(A;3zGqJJvs4|9+8||8nEt
zB=;oOqs#$uMm&kF&bd}6N^PHSV4!9&&?1dz1bu2uUP!Q78LU*BJZFN-x|z)EBO~8?
zTj#00xbWgxuyAz$ub8<p$_cKgBLnN#PJX*dyK-LmL@s5K#89B;LgI-@ZwqyO%siJ5
z64X)epXU1XN17eBspw&)%g7SG7EZOjEXa=bLsuPs_qywCH%xM&I-=GdKdU1V30~(g
zr$cCXVU}SPCVk$+itd|y2|=5tN{4=&Lc3{K=n?tKjd3i&9+Rr3tkfhVC+dAcJA5EY
z$~o!YvLrUyto>ct(3%)CO>F8r_DIo$bOr6jq3hrb)#+gxUlgTyY%>EV=cRn<wN+a_
z6=2<~|4s%9IS#H`kB2>CdAa_ege2i{!9AJ!V71fP)>gUW8$#=yHU_@uwl5{KmeB=7
zf}av99tT{qQ|jlobrr!Yk<UAR4E8q0NY*qvklB+gl@iR^?~eK(SYZ~!FCI5m%4&C%
z>4`-5T_r*14VKi??@%U0=wr5gP3$|)+VB<d>B>-euz0kh_GPvcKEHc#gL>wik+W4;
z$T#(c*MXxISXo^_!Kl=CDIH+8%Z`M5r^;D9&hv`wUju*1Qzk!aLxt)=rA^oD^O8r<
ze3^Z}`(SfQ3u6}|VkMy+dvG(^bxcVqi*|`#F|hqz{YS<D+B!O)<89x6v>Xq`o>m?#
zHHgY%LGMkRS~L&s8T;(;rnZQm+JyCP;b;iT+}vDG5q<WIjh4NSgK;wjrh<mAUst5O
z{EH;~t`zF<F@ulFlaILvN9?>e(c5T~iC{T6d@r~vlO(!n%-8Ml;lqbb)`kA7^y1@e
z$#jv{`Pf*}=0nBAlXF#L6}ErpJ{8V~1edcCP!deBWe+hT{1pope+duIIShBK34B|)
zQdGZhH2vZVElY3I;eNJoq0U?0i#$)Sb(AXgVIQwtvb%3LUr0E;6_O}|e;%D@JU)BQ
ztN#^`+oekv%PQVC4R3vZJ<9JK8uUb{fK3ne`#j3rM%6f1{DJ$tq5TFfQbadZxg;v}
z+w+>HPR|88@4w}D`!DIyJxI&@-PYVgm0(j~X1ti(IQ6Np>FNhmwbus+*Q{VQ4Ty{g
z+&c`Ws+Q&}i?4KWVyp1(u47Gj+gIb~YfSEqN*bp^UNjQk<o%Ke#t9YEq3pJLgS3=x
zb0PVnV{F?-%GuuTn8fckd_(nMXHuZuqNR$Pd-~cfsgMK(zVo4?e70t3L$OjCr`wy=
zn+}G$Au_wC!i|&?HH>sRAB4>Yi+)o%)Abc)f?D+P&6(~G6kSH`$m>SAHJLH2cH+br
zK5iC9o=En~O>!bu^y!L6eM<fF()VFJgap;8bX%GMqxX_np$3``vf<Vb#)=iD^K!4t
z<$jxIy76ec5>Nh$79+tFh~s5LL`xQFaKA`%i%9hX{rS}ysOtg2v~k%u%Z0>9jNF@-
zJ#y(~wXUQ!WO5^EJ&y8Jmyo~SCdqx!1f1k`!;Cb4{8VAjaJS1eBt>TNo3PujH;dt-
zUrNurx?d3_jT_HjW;Rl+xWn+{bvY-Dzje8TYETWc80i}Gq2WcZY%+INPC9p%(rrO7
z9hD=+3X|JrCW?Cac-?<#s0)=-Khm09b8PjdkE$cRWf+5Pl=5P4Ufk4KSo_55Hv4YC
z=0Ceaw!n4IUK`2CTJ{~5>Gi9{ub$Xd^&Nk$wtjL*shwGr!&>^SLjiVwG5yK)jv%7?
z0xITEe4GbUkTZCiIuKS%#NESr-hAP`!<*drt1_|7;L3%PPXg)dV@vIYthIP9H+eU1
zw_Pa)OzuLC59!L~74mzS?-KkM8KP=l*k$lsD$w_`+Hy>muGF?PEE|=Sq8?QJoe%?w
zuvyPrk7>u*A(?03zYA`X@k7s|!vr1~F7^vSwybVvYz!_pgM7ku1pv31?5N4u>-#c#
zd<uM_Q<34`dR|<=EB@W3$K1tI00hD@B_V1<89<g2!OQk7l0VDplhZa*3<GZv5#qW9
zL3ZZ1{G7hh7hoS1q!GvJa30&m6z0e5A*mak&FE568a&Hwdr8j$%*HY94$~Z6`h91d
zdi*}jhX3~2#9+0gEcpD^70C1_tQ`ZGW~Mm=$vKV@g?RbVX2G`^&e-%o;!sN&)?S|;
zKSe*Y#34vYr1Q7{w>9z}!fiU_HVu5A8ut>1m0AxA6s7BD$6ba2hHf(^1*>@@^LIn?
z4h50Yl$xt5NRqUYOy}<-%d<gOCC)@`sX^*{llpFi(VC`1V?bQv$ab7({3Vju?|$RC
z)SU|H#-<s}wLgAs-G%h@Uk)OpHDllreBi%V@PRYB89d#B0PA#=*8|H)BE5IKlaJYX
zNeQlVUFzmQURH&dRZ08Ec}p?u9YT)u<vOwNLxNv0fn^qN!akBp{pdeK8Z_2y9JD^)
zrNn*d5;Etk@Tc*fiO)pU7nKm3el-qqet;Mx%1aLh#8<V-vWJU4bT0Sqr;<H6{4P3n
z74!HK+<t}JRsmN~CE=aqdi;F&>t9?ZZUpS{NfGQ3EEYj89%TToFT=WX*^#_!NY0dO
zm~J>JI<`dQzY@sNJ;3Ljs(outb+|AReeF!lrf)l?5pln6T5sE&C3PpIn|fsVhhlvb
z$Z8z$>_K+Pi~CfLqNhWncXlcXSDC74Jb-OxUg`ZD9IWPeMK{`w8wTU>V9gaW6z(5+
zB3~KSIr1@W{nyjNJ*T7UmVlvH(tY~zMqC-pk^7dHHZXafm^}4b$WL-49(2rM(K83^
z9?xqSxW?=|jB&QljDW&w-|5XVQ|oM#r?(~+dtBg@k^qLg{)Q5)S4su<w4C=d&B%ve
z_fXl%Yrn0K$O;Sz4(@$UFK$zYaE$<_0Q9h8BxyV>CgzpkRanfPeg==79_+{IWbC#5
z-!3(cSKyOBx>Vqk-NNw6c6Atz)`P`*E?fZj6DB+MLIQd574qV%T6{LsPOkS1X56E_
zP3Y34f>;=f0mjk~Fbw!QqPR_Nh>R6<?FziY1DjM}4r7f<9sczCeeE_e7aWf1_W4+_
zSr4CXw1EHw+@o>N3#|PlkN!NeY@@UL4@#WR=}KCtYyc3oWUN5ZQ#xPD19>DAzCWXf
zGUvJu)DSj#|IqZ58@G)+X%L?}xI~4DxNY}GaEayTW#-nB?@vjI!peUA&&p)~%j79g
zfvLR1NlK{?vRdT76$AUW!sQ1*gk(-sov&(=+c>il1T(DbQbw$CfZT)`*76G{nW+y7
z;KaCX;4;SxSKwE>DI!*{M65oESOtk#Ws6L4qcxXp|Go_q*=9x?u%PdZ9LnJnvhIEp
z)PmGe&$+@-tZ?^PSqqK^EZWee!UG?=9)^|Z73sAI69Lzyz&#yTe1Cd|RFh1*lHm6{
zE}W`?L}fDUSTbE0S;Vn(Bn$=EA(Jf@HGK%ew4imF)1>*wB3b}}*aq{U>O&b+ZRzfx
z*M7To+VKOn;`&OK2#@g6C&#ztwfR^>s+el(s?T!%XlJTxpTXnU$z=o9iR5)O2O?lt
zlbH;}u;Im@bVcz^zr$u)sa_dj_}%mgRhH2K_JQKo_yi*h_PeJxDt>P%WxoQ`r{ZLA
z%s8?>a%0;$C}Os*vSE5@$-4ur1COKIN^lm*O^ayEVrf9>bH_wQh5XSvn*sq5d>ds1
zIVG9K{P~;a=BaxX*y72wghqvqj5$8smc9B<>w5py2GM{Qb+X~-Ps4_Ci;H8;1(bg$
z<SouG@dt1QTqK?L!6$eZU=6D(sjByD-WF$*{+&z7Bc-6Z!mnjf@Hck%yitk?+0C?G
zBaVZ^m7UQKB}Ff#V5g&|9?j`rVPn7wE)kz52a-+(-Vg8%Xbx-*7ilfPMw0xnAE=?{
z_peAaZQiXBE3Xs#GJjH{$;!8UBJe~jAIX_llG<z|n?m*a=uky=z!x>C<IPI#3YKat
zj&)eK6z_d!belTvb~4ve)YOUh4ZotgJpiqJ17~rF?-%Bm4?EAE@%|)~4pl5a8-uw2
zV!u17Ix7ibFfCk!KOhjF5ED@9`YT{}Kk);fXc&004(TWvy_2n+e>{Mmy4rJOhZMmS
z0#4hzuF2b+k(suf<%0_!=#t9cZ?rujH>Er{nQKQ>9ZvuczITyE6Hx|UPHwP~2Uy~+
zV;0}rPG<yY-8|bdgS)dOE7wf>K0asqcmeFC$GFY-qwTJB+)MCHncGZAbb6eu<<82-
zwmO{~;dmS-T{JkWnS5*!xbe#*A318SaZUU4GprXFJ@nL3kCCi^V_|-JeVm+lA~~B2
zM2Sb+UkX)d+z20iLqy5M&Kre^&N-hbKG8phs{Jfr;!FL(Q%XZkOHo7Zr76T@6b^G!
zR=aGo1jbJb5<{TF;L<e)aT536n@LWDg@xl!aPP20C<}6IEu)>{LV)Q{#re`y{Xl&R
zJa!S%+T!OAzv?J*6$X8hx$NxJ$UzUWQT`&K8%^Mc;HKUYaxC|r5gGr-2LC6x_g+lq
z>DYV&<O(8LCO>qf^frwFLqB?)35K>w0c7riP2i-eJJm#H5|9b?Z3Fc`a4Lug#JgUp
zkodnixC7=6zj*QvR0=eAGkCP#LcQ@?Kh&+tdxmuUHQZeLp8+KxN2q9YwvC?8RX_>7
zXWP+-s`O-fIP&5myciBI`d;stBl{`Ulm7pJp`Av5f#!wZ08;zzIDWt`Yus@Jhc11F
zw8VPZvA*Lg6jl{4t}}z#D(-|Nis8B3kJ4b^*KbtdvF=v@w3GnqOUGT@9sHPDi~ubL
zZ*bdo-<=#jbO4j@rk{dKSp@*_G~%NpohNM0!h4GWu+F^0k;BT1;kV&7JIrx2F7=&V
z0QFKkRD{ZKO%ATn{G?K&^uayrdW8(O1%tg>+1A<ThUCbV6$S2IP9BcB-NM{MDs?)S
zC7-E_`U<54xdK@kc-J$=tQR!?84@yCy2yhJG<SN#L>K}>1EK?%alN{|tY|+{4hkZ=
zV1$r$h1*oqWqU3SK~A!{SSY-<$d)K+sjdd<1QrE&;#4j$1p@$Gl)6lwOF~Ctj&5tm
zeI=mUACBDt2UR6O4=1s%^8I_+By)?rn7-<m#{jC<RnpR$G?JVd%|kj(c0|QRRw*w3
zA9cwCsnFthvQR~~PzZ+FyJJd=vg4i@J4;1D`+^jTw(I!e7d`P>C?Wr&a!)WJ&7K@0
zYvDf_W>^*YR`Ah1EHI<J=FlR}_2(dDF!_zjMHo2Zu@~)!qUXc)d%2LM%ipMIb?T;w
z@X$)JGoLWBIJ5E=Yv62$B?a7Yl3Er(^rka5B3jyDl6{han}!xAPlt*+j$5HMUt!%I
z=yNLGwinZ0#K^Chs9grV&qnpx&yC&V#mCet32s;d4|&jdTiKSy=|Z9O$})eHw!teJ
z8!lvD)#@3<(QQ9nlUYv=+ZK!%_e?}=9S8{*+Wb~eSZRzLdm(lLmg1IkQQUT!8Er0s
zclqGvbGbuLPlg38i}S<f@ZfoWKX_Yfc!c2Ux!yPOwm}nO&cugd)!nH5a_<9<aeH*z
zEu2p>Pv>PPgDX4Ur_r&efy8K|``A2CHxP%X_*JXYj@qXdruR7I(ZswC7597W7RNZ<
zO)^JP$8#NT^%^S)@?EDyG+GDyMvB^hw0!^H*=s(hWH7>L6kz)%HZ(%X&#|HlNzE$>
z+Qo#N>Y+fwU|-T@3mYdQ(WXq1^(E|`OmCiU8lbG>UbY#9DNUOsK5Xo;J}Y)`Y~+(a
zs6lEcF&i6fgw+ehOvPjg=&<TBW(Lmk8Lliq1{&d?^&fy&D`mYDzXGW-Oad?aB<$VN
z(sl`<5KAD^O0h_h8kHw~kj-+PrN|<YAK(9<C?JYG;=rCt*7f%%x$&FJYOJQYgwQ~J
zs@XVuyx>O8+8e^RF@?oG2vPQn;YjGQ+p2{R7D!<{wy=aHx(y1yr;+3q1p?&+B8xTY
za(%$JaOxK3XmnVK>yt==p8OAH=SUH&SdpCGkuh|bx^3HJt2WUuh*j+ZkV-O|cdB+5
zR)Vn=r*Wv-5oS^Hsw%Hrm_@@S*7t_u7c0od8&DDcOdeks86;0y%eAoJG;mkOIdK>9
z2_b~RMXlgWIhn5iwasxcE?pB!Hv6#ZA6nfH13xUSvgTtMaqy797;3&iwfg_^i+ws)
zv^|-<W9L}^3#mbbx*d0GPtQSY$90Ugd&BdxFqx5E*e?AJ4ezZrN`?GA5j^v_?EB+Y
z)q}G#0kY$!mC0glr!SnlLheWHbPaJ+y?RV<J{CN1t64qFi?oPb#~71@F-~Vjw;A8m
zNq#Y}fmx*c)pCl=i-gm_VYHkO$BecjZ~iSdBv`OaKK=JEcE7>y1N$Yq7XCsU?#r&B
z&di(mc&52G2>gZh_V(Is^7XyR(HYLl&n9>;P|BY7z%j3rI_6;ALcJgVKT-~>_EDAF
zV)4ZkkIj9WWRb$=hM7$WcIpZ*>=w8M=9bRnsna_wSH8X5npCl1U5OBxx``>EcssJ@
z%1uvvB3>P_?rQURS7Q3tvZN2iDS!W;Q)NO)Z;4iUlStS`{=+iuQbGfvpGpM3acs{B
z)A&&bz-E(ZHC7cp)A8jU-_e!i-N8g<-%po^K7w(XljUun44BK;);Ds1t<v?zJ|8P$
zM*9illLy{#XAH-l;`qYCas#V-rY0XNKhCn9<3D)ZUkha>ZlV6GMg1_0>{7t(3%unB
z8!5lPX}32_x1%sFJ$?q=wvUs<`B+@mwmy=&K$EM`?=gPYg1IC9upL)_E4Xh=vfz0w
z-NJK&B)QE8(Sy6ZHHU~u|4Iy!W|UjLc}OC5OUB}@$dvH-rR1m>UNTqTkn_ne2a70D
z%L(>0xAVuj!iqn|S@RXsN_9b?Nv-vyOfOn&`xH3WtEU`<pz0GpB8kOQ%%ykwl*KC%
z9!6g3!~oHIs;U-L#Vk8#5-bbM`V#`eM7{>P5(W=!n|aCNf1eWc_!{2KicW2M*S|$M
zJ{M4HN}fe_<VMAzcBu7qTR{AaA#A$sgD(O>B6trc1BQeUeP@Fc3p8xBI{~5jSRKlk
zNU8>lK6<@%$2}u0@^d7p+aE~*0HOnZwyhBLyZz!RRhX99$>v#U`ERpB5|p`CyytQ`
zhxu{!gu$z=EY+>XTKIPjlUx?pi%D~JhPCc=v$i!p>81Ras?!<Wz%p*<I>gv$s&z=U
z%VsRw>HpiGSWY9n-$r^l&x$T$eDCZRH`eyuUVt6F2%+;aX=X|M4cz5wipl$-4QWBn
zY3j@R@3tsj<Oxs|$ikhsTY;H~9asFHr_?Xda3QXFIUGr(4y@=L7PMwD`P(-)aQ_?8
z%#WXh4?5voEMi6Qn6O!frUb5Iuu!=LREEZ7c`*H#n`j1XeZamGPi8%-(StD0F=ppy
zB0LLIR?%K8$C^n0;yN!zz;jBEA3>@+{D$&o>0*$g*kP7BwZmCVV0O+Gv2tAb5_4{R
zIjsT&j7-^oB;a^g)8}J^!KawTqkOC?*<pZ*<2ma_vYl_t>+eLST+o`Drys^n{nhE6
z`j>vr4Ddb9lrO+G{^qicC!Z%JXFGL3Wd!K_g*j6<=lA>t_aY*~fgW7C5)uu$Lxkt#
z4vh!n%<;P8Y^0{-XUW}bl3u)nNO_#>7xexg3_TIMfmAol=ni4L59Kw|Lb4M9{DG;2
zLD76H{O3;k+$ph_$owLKdq;&V3g>2_9E^teJY$%t@|YD(q)DdbBDch~;wA}$DBe3*
zLL4hv{uu3(C-1xS4-R`8I)1bi{{wR+H`|5(Sp7-;DD25oL2NH*_LV2MxBoM#zP={J
zzG<nJi7<t$tVwxVB?Ldh8yO?a^!qa}f7|}wj4IsS@7XJV@+lkrCD?QIn>F708md4T
zUPR%ybY)If9h1VNY767m<pSITkID!Q{pF`E-KW}<`Y6=Cy`#<k9KqK0;2<*TPIz;|
z@P5Qh%ngUpy54b>E5JZ<j4wDW^p_+hPEOzlUv0BX;(bmup)hp)TJMAc^e~IPJWaf=
z36c(@5AX@0vK*axIoF2nnJ#Huy;}A`<V=o~G@(p7LF6@n1{GoOL|W(ebL`g75_EIN
z@hR;2eF_CO4_`XVb0oYHYkQ^V*QeTL0LdqQ$Hc@m!S82zd3p3`)_dvrnuE77w3dun
zuEC=Ok&87~zNaIfv>~8cT3a*M*4OFUIy*U~VcH5*qQ;mf8F8onET*?fB=bm9Uq`no
z^YQV8`0j6+_4FTWFA{5%9aZvD(+(4wIn8vBKI=62=3w;OKY#w*es5@Rzx48E7d;lQ
z?NLk1Tpx5jGax*?uA%qAXq~4SvOZ*5IXpI&j1AxKq=g>~jtsd*dnW)KYw?Z9E4WD(
z*(^G^sK9YHT&q`}EJ7I1W-z3VZu^ak!UcuXXwJphhJ}Q^etp$p?&a&&s}rOdmt?cg
za7<#n9wXl{{O`a2s)rn8xsCdsJn6AMw?Z{8hi+S!y61xlOvU}iu}Ep9xgWc%_TfuF
zbhYF?Cu2+5n?W<jH?<Jvml3c$^*%qFHe3_Zpfo<g2FH&Zz!{U~(iBrl0dXz;apq1L
zpWr7=lHkyYevUbW)@S9Y=*(Lb9JVlvo|ZaiUGV+v1x{<XefNB<<>%vf6N9jEZ=dF>
z2*}^iLmFXf%(i;JlCc$SsC|I#tC&TKC89XD&F`Y}FHDnV1hlY(;Eji>d6PDg93JC=
z5%`1>I@y(*&3Bt&ZNK>*+vRoFJP~rGq*qe)a`OnY*~xFdxUuq;E;q$((8hOr)O-2C
z&!0chF$=wg)}5)BA3l7DKgN+H@9UKzVzpqCn?m4S*$LrIO|TDRnIF4!`EoN4H+MLP
zum#S%nZx@@qjjn$4>l_+YnJ`;`49IS{k+53W!%*AI2r|3k7!NZ1}x=nvxf#R7-uHQ
zlZJ`Z2Pg(`+|(3M&c|-W<;cDgizLXt8Lt?!pRcwbshNSTeBF^E6JKOfDR`q-1k1>q
z=Cc-;D(4+%f*Gi=Gih4;+lrRo{SzJIKISXANHB2_@Lc`IWVlc{<|lw6uXX(WB_TOE
zxnHzX)>%tKz7XpF$1aEp#N^0#`iuv&b^9k=T5R6SboQm2&u9xAFML*{lZz4c*;(oS
z{G2M@%zF_#vQ#x0k(wUyp`dE~*~tpclpENVWhKx-reE_H&g^dV=(zv*{+;<?#C=TQ
zj*gDQ+J^Av=G>>E9Fk<0ZuMP(%>=M|hOSl`K4Cqu6^fo{$G4@^0s4WefhWerE$%pe
ziLqES#@yleaUx-Vh#I^3Y%)@z!Et5$^Q~DbX}^OVAb2Hz|Nb@g{2M#sy|o~H>BbE&
zO)sy#QDbA{6iltog9qu;rLBVVKa1`+)+4*c#mgI+D(kt1V-dA#>ND`0#D|}O%|)d}
zu**ce4h<c$UasHf*h)J(;I(vj@?CG2bW-K?bvXh<M?z4r_GGF?p0Q4GHCU!OFQK%s
z<kx;tT>RH|ufEQqTemu|-AIiq=Feu|{V`vi?cJU<V($>M=vJ#xW7tVqdC#>!pox^^
zCO^G1hMO#E*t2~LUgO$l)>p8H1=p(YB_8g_hp|bQy0}NO^k+$;@nJiMTSE?xK0XKX
z&^pWPkeUpWS5{W09LM&VYp{x1wRKfhRr%g<TacQY2o+i~*45RW^a6tnyYy(8y*kBm
zT~<QEP4nTyi5cWOD=?8{)A}bC{$H8y`-ph{`5vV>IWe&{+nwF|T|=n8T-DN&n<P?p
zO>MCF!Pi&Kcznd{X#IZhdHbq#j9urq>2;?u-)&bmWZV}oUicm~N^Xz1-w)>@whGqf
zgJ!s}G26ocUihQ;_tzl0(C~2fo@(dmDC;y|H;1G3t$4Yq1T-c2Ff4V1JgGMRnlU|1
zEs@7Iv~^5rNoa_z(@g23E#z{Fo3z61sCnmUnjcVOkkvg5^JKKP#~MDT&p!4mqO`>*
zRGb6t1D(1Nzg;X75?MzSC(ku;KK*`iNR}hAy`w|Beku{Or=+Yr0891>Z5)Q}ZM#Lq
zF18cI=@-l?@8hvrJ)K(X1bD97ldGeXB4LN>*4L54PUM$$v~0%<UAwly=F)XbF;38o
zRnlu?W|4tM^NMMimDUElH{?Ij6f$HR`nU1u&|xi&xRFcB5!uY)HIu$8=e>39e(59i
z1%KjtnqZk#`<+x7_a&he8TY~`f$`a|P3)^JM=(Y81Q8h-nP1cE1zR3-L<NVI7`~UC
zvg?}h;Fet43BnJkZYnEN!0a?gcGg;j7|2`w_hxfLNP;-L9>?}QS{%eiDIBaQ9w;-J
zm8Um2`N1}<(kUD`R)#R}o=f)In@yT-dl$Vkc0{ane(>NylT$N${84=40k`j5?*|I-
zE55y*$w++;-;JO4>gwvT?xUX59nCAdK5TG>Tz+pRGp50JKaRK>=|5cVyYHss=H@o|
zAvg7g<3OopqnZEVX3|Fm@TkU=>((8~f4<VnTyr?sSykrrKX7Uxr<3g(L2209+WwW>
z9_~5pQlx7i^FKN~IfnQ+SRmVQdugOqs9|Sf7}qRM+?m|3-(RY=f&3>Rx7ClXR8dtO
z8Yr{oJ)Gn`QoCRNSa%r0-aM0KCq0N`P8LJR{{u)Q=Ktjd^~*HBJ)1S>PPsmANlD4I
z6!%f%S^xV61t`Wt{CNi#Hc5NapG_eQCl9xm`%BQ#e!0(9hn2H(@I1DPfzt)pz_Nkm
zx;U&`oCwePDzaQFEmS}!>a_;{mXSscHt$+`R^8jGyzh%c^Sbi=H=308WN#%DOC}Hs
zOqdSWI~9(S<Km{scYX(PN`QO06;W~e6k{wh+`iICy6nT%iAY$@u;iGJbGCx<?o^V4
z1c%Sc=dXg*f8K7OBjwy4*xG)i8;5x=RJhD`S1BC)rZX}3n$5mPoUdEOpEuEwU2VGc
zYqG!ifnpPEbgvLd#}hE_ec8ud?^DEs;PXa<$c<$LZC8h#I}ZtALaGI?XxULP$I4O!
zqJ+%rq`Y=ke!CKEIXwSFz2t}tGA^^?CQTxdKRQ^a1u!{7#pZbPx8Z%?*eaOD<D>O`
zfReWplaszw>@Ig>v)jylH-DW?>ujdxO@4EKOiBUX%bHH}_uFN$PL86xi$d9|M6gLO
z0LW`4$$7hVBX)Syou&Sb#M9Gro|2YLYGSpSbJ=UYpwd40^=q=^!L&&Ey(^Z(RZhxf
z)}2Ig2?+w(wfhY|hdZm2L1O@2_1ZUPvkuY~gA6=rtU6Ou4&Z&ELcc@aRF4eI?c2Bi
zf>F!9AJqt$R6O~*^82gmFr>H<vglZFu*#m=<%T4;wI93=p1)r*8SJ93^6`nNvb**M
zAg|BAvrc_ya){kS7TK^j_enWZCHyMIm8(}#wMc#!_ubnlhqNd@J3IRqf&PoQ^A2@C
zogm_0Zi9(y_8JPk>BFW4FNup=3g7a>bq)p2-CNTLP)u_4wRu0$eWG)8G;+%ZXGS0R
zDu(WLT3wKT+UfI*1{ww<U;)gbIx8+uH}g(&7)zP&(r`63*oeb_ViTg=JuED&92p}K
z$C{1cbu&<js=wLs=5q(#8ba9zyPf_W6ds$u3}sXR*<_aMobARZQyjlg4;@fzjIRO^
z=A$74G(i|t-w;+OuUh$X(wP%@PT_Lhx;AUqL<sB6ctNuk$tV4%>zyX?-$%G@Q*O9^
zWV`-IZFRWXnc?cytHEJme<0eluj3sj!zBx4*1lg3syia?hdigG8B9z{n&15!fB%MN
zvQ){1>!ow5-H5TffiAyRq?OJZ)!LYBjuhJ9wILA^5rI&SY_EmLo}`uA=pysK1V!Rf
z?+5+$qwU5cS5(PE<&8HN6<bKmJ$}E`CP5&`fyhN;feRr0%LLc(GD}sN(>*#0BddkA
zODN8r{$_S}Q+u<%qt^Sx(u*tN=cODib|I`or#e!SjLgj=6fSy$r_?rm`?j0vIrZ)r
z5lvE3QX;|6k6HBFUyMIESntfer_<X3meYcfE?m6$ITfr|4g2n}E!22Ws_5nAb<6ku
zSNw6jGgDL|)H4MXUKGRTv<rp>ZKG1u$!gza!Tb3D&3uD!X#E^bzKy<XJ6Z|C>G+I|
zky>{l@_rxyN)XsWl9GJ@|A`4mPCvyg{9eU+??*H*Q^Q8LMheq4qb}0#?X9ir`DV2e
zUa(?raJvsbsXtaIEdr`)k?icv7cs;Mn4B{?l+Vu2PCYm{_`W&cr|PymT5r|-(aOs1
z(E6$L3Xc3Fl5T08r`l$PZMw525ZI(;x&Em6j4GQh*gAKuQ-1&2>RS!LfjxjE9s>h|
zrz@YS3_W#DoIELa-*@vK5}RqYwN`{Vl`v-AA#Y<^VcXt3*6AA8c>~&F+g~5A_-9l+
z{+U4wrffhqS!EYKdu|j`$~Ds};ljP@pP8zCo`=3$1G)HWL9?0|Lj!|SSb3h`;a)7$
zxpQ7f4($UTur|0y78f6XJ|J5op0G2*EaUbhe13cG*QZk#goKI)_9Y}Xt0moiE*0E^
za$OpCi?ni#vQQE)d!p{7=CK^oB1r++Ad#u7<J#L(q=dmD3}5syk3fb%dmQEVDkv7H
zeKM>#`@>7V3Z8UFe(si6eLdoy3`?A_u!wI;%ebr=>VMNMIOIvmV0q=J7ysXI$<e%@
zq_tid1|~<z-@mJ!ylZT1W6>9HmaCm&>)Q@FUzfDlZm8mT!0_<!@$Eru-0~n66Ry;H
z#0=2yQ$WsgfS7QkcDY2yzsqj4PWr@qdG(1HKK&EOmK546U?+Chr+JgT<~}5mZh_0B
zsLugKe|y}q|3T0_Pn}VKgRHl2={u3+Jobh;`t4iW1Hav|Rwxh#N3BU(T3Xz!o)1+z
zM9#p#1>&#jy*94~nJqhGn+w<Xe*F01ioa)IU`0~#WPtubfn`sQmM-GRDGrWKPEO%%
z;@sSpk&R#5KYRdMW!u-UwCMRhNF=8S>&CbuH2ygG7UlG07+E`M;S<{ce8K}<yA;+L
z8}Sk31oE<gpHk16&B;_qk4R`m@S5d>irqoENRfpP>P{x=o<aS2$1lm|ToRD4X{Y1z
zINa=WcJyOPx(4Zq-l8>509(<Mf4@<l{(^`|$@Ss`NJSWdMt~bufB%q>5cvRy#>1^?
z_&N62<s}PaNbei3XwGNo>*-yc6P?=%z8rBSEI8O=Yhgeg0_f^hLBTD}ch|E|TR=*A
ziIBDZ-RU%R!@*i>6OhoBIcy?)(Cv<?Y4S1vj@_z%Ipi*WXJ=>3p^s^;o88$3ucBu^
z(w-~=Xa1&exX~l@xxvrZLzd%YM_%8Y)>|xh?xpTJ)?ZP>sQq_Xx5T8Z2L%FTTU6SV
zg%sN4Dm$H$Ko7{Q2O~KHB;EBlt|oIW3St(269zRgi(<*g9Ll}T119vWGlr`22$DbT
z@*rGyy*B6W)xaMKvHXSvwFZcW*yFW{0o~o*J_tiJsrPbi1INes%o;ju9b*QXat60B
zP{#1==v3m=tMm3Vq>c+E&4f>U*98RHC0%B^COp@txDgyy2l<B0sp*XJ_$dhz4*+BR
zb3*3B50G4X=1lF=fR>g!RvpRje7bH?+0A#QD~1*&i$KXXfjC-jn%`jhUbT+=E*Gf<
zkbm*S^~9@CzVtQvAHDtC8sBU`P?~N0HX{I4f$HSt<uxSBH?1yhQR<G3jRkWHiJQ}%
zu`v%%QC+k^x6R<tpnbWgbjlQ9g{VGI&f6v@mMD;7{XQ~V+rL>4xRl&<t&9C8hhw2h
z;mD9~gR}B8iThvs*|eqq#uP9zGEO0N+3fn_$Gh)j-0c?-PRw`lV)|Nnk9O-e=h5M^
ze<QZ8ZrBva$333EzL1RG+G_L?52h6y!XqQMN8E<&<QgHlupYia;!xDOBOhy3UH#|p
zUrz+!&5Ig|Ud>2-Jm$0BzL|Ozjb!j|-@c_n5uVcu_08);tv28b?lygeX04n+-tFbn
zBGsdL?tKtX5<#on_Ve@mBht(k&G{!+UkFUMXAl6BtT42(neFI|fQ?m=1D-qr!oh;{
zbaEM1nq&XVNulBY^z<gA*V{z*?T0D~@YWj>-$FCVr$sP%+9@~gkpSLT5HMjt^JS#S
zO~@h<wqrJ56B#U)hL`a5dkrV-?muJJV8kcX2c8c!DZnZ$^K`PlD0}fM=vTDj{~Y6V
zWD`DZG-$e7aqgQXV+aX*hRK*xr5_Lnom^?>DK3(0K>29Lp-!3qQ}pu&(Cc+5E!qyI
zJQk818a%%OsfjrNHNcfk`st(L&s3asb`Z2tNMwD=%M*q&V&&@5aovC<`x+ZX;QcL7
zLJiyec+2hdk0>UJV>12`c_f?pYz<i7<I!1!6!0xtN4|O@*|}r35!`gy6&#T96suSs
zpji`=2xlNlC7jZHxA+ooxZ0K-2r9tLQcBCpq6@HRkt`u}p94yz;iko*N^c;IMr**(
z1eXE->i5O9-(9yH0?tej7ZMU$i_zB}p!Zk`AgAr$LKgBO@vvvqV=_Djr2jVsDl5|p
zN1pR04)w9uAuq;2B}=2QQ2h18uxGE{`uh512VmFYwdXen&l;LKeVcM<*ySNYHkgre
z9LK$Y;>FPfDNiKr2G3%j43zf2JjsMtfSu+)Am?PY-I)2w4b_}r8i+oFz$Itre|<81
zC-MrZGo70w*!hvNMu1Lk<8Gz*Qgv?gmzO7HHs<?^Ts}XeSk;IZ3};7b5+GY&3o8t>
z1V9O_pne=j$47$J<XXA5a`Fu}Xo6UsH@7!|f<w3F_w9ins&Dc!od80$3USDRDJUUG
z<f)WrbgLNbJ>ddzE%@!LQ3cbsccQ$june`6vJ(EpgBM8dA=v<99)yW@JignQbHn`P
zq{6fUClgaMu=j=qr101SmYIuaL}q9-+84wS{+g{pj3k@i&hH`eqS%Cl@5rMYoJTvV
zk#zDq7c75fD6_-nR82xLh<cZn#`&Aa_TFf#zP5C><4jk2=rRaGh4+0{l_!#=o!?GO
zO!$Bz!v8OtH<8lX?z^{PK|X0NPff)?1%x*sIQaMtmzlc*Knm6nV!`Hru)3R@>SgPv
zsi|pJbgzIG9C88@G?3GT>y~$7`>fXf{7`nN-!y0j-)dQ%Y>uZ)-Ji*f)We6d==WkV
zhC>0(>qnA?Lt`q>J6O;jpy(Kk0$iAx`|bXX06z32J}>Wz41$Uvdbsp}Zf9_JXuhw%
znf8EP6u&ZvDJt-r`;c292VtD@PeGfQc&LLyp_G9i&eBK@7jMCEf+wmBo^!}ty7Vmm
zzMrSEm6cT|QkG0^Ee^?%_#aGiuJ?3zKLNhxy9^Q0&0kbkIt{W*)CR~yWe_4ve#G7B
zM#OJNfWVq?k6OsPM-e(u7!n;=`9bQ_5NPOm`RcrTb*ggAlNX&zp+bhXLkkv9&ySHD
zF!Xn#WE93lIx`0IbkJ=!IRC(*d~9Fe(*pkqv5-`&0^bkvk!kVqeG|S9=RW1<he55>
zRq1g5AsSO2wrHShL-A?-PVnm$;k>e%L^Tgo`QtNC2u<8S+GFxR+8<M7j|f()kBx}|
z26**`>ztCy#*+7mtehOeCk+EMrniuyfs8{EZ)#USGuYORPte6};zo#E0>^Cg|1t?m
zIE>2Xm6on)p*0_Xg!^2@?p%DlJ5|j$W#vCAN=jlj?}OBwJ!iAy;h=DiR??O;JXH2;
zI5hZJk_b;uM#d#Xm}#5`GJCfsPfSABo7CF!nF6Ub977{JA2=tjOF+qB1N;1Ft;x(B
z<XZQwhYI<t?|d|{kDN1MXF0)dkl)Y2!ZIt0H$rPZ&!OtqH5ed$ujrzrtGLYHt%rz~
zo9@F-&3kh3XU|Xz;h9hF+|kgeq~ec%{3Js{dVHEW8LJRP&?^*y&hfCXIy?FChNqE7
z9jN_t_x9iaveNPGAEdwt$h7b?klbi09}PT)DC6px^jNE<o!$S~o9XcCHKU{wWf=ON
zY}}3Un`lj+@$Wil&3x}hS6u1Ti7N3c1uM$?`J2oztEPy%&6nW=-h>$Cfuxt%t-8U8
z+UL}ir0&OPd5Q@rbXzozX35PJH&TckyOwNzA4GWMZLBPN)8$bUZKS?9KfL@vaDg7H
zQgc%3TvZEm8J#d)F10IbF-~r*aPi8J^v?nVq=#n1%^I6m-DBMwge8o2Cp14kj#+d=
zw>?Uxeya0jR<V+_imB>@T>g4B?>9^BqjISNr1{=$D^{V>UK_N2&icCI$z$BQWrS3k
z<ocv_3Y_H<4{1I&CT{-*NmJznBQ@;eU=nC6LA_40EX?GlWIm^4d%w?XoMw!_hd0g_
z!S6iGl;uv3fVQL3Ty9CGy!GPLh73O8h-^Ku?>uAdv3n&$3IY->`uW&dXnCL_t=?IE
zMb)15VEFzdVqW9x0-M@t#t;9jU7+UN5mZ6V+#S{z?{!u1liIPF_y2R_P8pXiK7n~$
zE!i@M>%~=Hg1*6QC~0utYh;rO?qt%#K@raRe&VCBU0zt^1Kg)u;RdYvRrwj@H(!Xv
z{)|dpgZ&VgZeq~Ugo71kAm+K`p`&t4;2-56aU$~mC|lq1K-qLKi0u)_Ww&tTbS`4}
zFyHY&sv8o`=-1y<#Vb@6jmO`iDtH5v90`X$6q~vys~@^w+^Uig`?>g)P9Yik3Avji
zz(0bNRaGNDbTX;i+ZRsPt#{1-LL_FS%K#;a$OLjFHYv$udJLBtDW53uuqpTf@cVr(
zXe^|P*>vL|NZgMTMc+F9*3m4i-x{<JY;KO^RA^!rb=#c#B|~Mg%aDr`5EQgegW4=i
zc07Qb5`p98RZx<e%MZ%l+)b2rwyJ}b)o+gu@%5IJQ|twmt@b!4>o+@bzM*QXBot!)
zV7Y@2$f*bQG5|*_H%%+;&0Ox>xuZPYk<!`+Qqz#aIFw4Bw6ZI>^iU?Dh$P_$Un)RG
zklzO4G`9lsxNC~2wRSfGkWzenKbSny+S=Oeq2{;lTpFp3PjSMtBvm?$ajY)YF6SUh
zs^S;`V>TkdJXn|4uo3XuUNZ9nh5avCOk7-Idy=H8pi%J!A~20*;`nnqx5k-_Pze~G
z93z)HwLm{Cs|{5D;5qG$nQ3|7y*!DAR0L_yMmB#{=S_*>oHNR@d%Up0)=43A+J@ts
zWi0eKDtZ(aL1AoR0eN_K{PXkHf93?BQ0*LvZ3IQGRsfjQQbwrY;L7*Qk@=gPN6iYv
zpOX#yOY?rfPu&m!$(@K^g@xmXeYZ#C_O=#HkXGe=Q0R@QS3n`Nlbw10{M8{SIZNJ6
zXH*Z)GBW=1(a}SNBXa8~2$|wUkwaJyeFsRVe*b6$BuMY0!|lo%e{&i5%<R!&{N64+
zqNfthimi8F9%W3AP#%0m*cM9dHSx?AD*ZAYN){X$afQ}Z_VZH^M3`tfWUKP!Eq&$x
z(P|mjnXb?7(<$zSbh7TSn*};|?tJut&XCNmPwmxS4)28$Z6F#`ASxPh?r>w58}{Rp
zK_)Tr-(RduKzd1#SscPxWRU*LJfR@;0Ng1pH7-u#Dl{9~K-_wzohC0=Qn7!{tVV3_
zPqfa`5G3~~P^Qo|Zi_e8kSn#otWcs~;oE{+Zxm@+m^nEcb&x&<5OA7gq##(D@B;Zx
zk5+0t;4?_nnP}+V0H1tZ^sgJCto&;^4r-kxpt;(YLAi)aPL{oacsUZ2QX5^0R7kZ%
z?d?SjJp6c00Cm>)Pn7BwER~g=iK(*l1vLYuKPYKVu5!5`yAf?{Y%()4Gn+RS2ArD^
ziQgOP4E<`|+cyBmZg&Q8YI6>0lg!M_h&-pF;~=()c4jT{;isO$chA+sSdEBmt;*q<
zWn#8`-xVqxQ}+?qk-d%CGIveQwgm9P1>bh@K9^7VPfQzP;^U{QCtmZ{&~eCmc$k_F
z%R_0L83c+gBK0lmqEIzMA&l;Qs*5j~%+&@EocM;cWBN-b^AMrf7aH1Zx+eD}{d=73
zB1>v>3gUL;3i9*0q@_JKpzI5x;<yh%n$<kX0@VhhMjKSCz%PGvTmP8fe!(5fW*vpY
zvt<vzz3$J9xN+41I!-%vOo*Kj`C3ayXG{j!%>YvJEidpP{m&oL5BJB8Ml=6!-}4kq
zd}qF>(R|)oM^Rq#U>V4-OdIfrzElvxIM19vFJo0yzr~6$bna*C-p)`eY%d`uOh`x&
z0gU578TLhDF?}kjK$PqE5j(lKY$O2b(N%>CH(*dch;?my5ESAwz}Qt(17KAVEAAr9
z3VsKt`<)xxai#5>!zQ=UeS5Metv3VFwwMVq{07M=1+f#g|FGwFj8~cbm7xaFUBOXZ
z4u=+v;4op!D8@5!uZ7jyGADf#;;8=uI=vpK^K|ZoCPC#rhtY+u^ydgc{|#(fAK_;S
zXD+M6kRjaq%s8kE0(pM*mm_7L4uuLe^zVW;sU`dS1w+Lz-dEry%9_x)d5p-@%YNIn
z!w5z-03z7%LiD_c%Iq4er2TNmuS<Sl&jhHR=-S)c!)5=xQ9J?qN5v$t$PlnFvCn3z
z?HwPKOsG0|JASXVGet(y4LU@Mp`oFd5jI>$N=_Nmk*1*Fhg=Oh#ZsDC;X&N%Yuxgg
zNe`-Vh4zroV7ZMaxK!+Y|3lXafy&`-42aFE2orscD+T%eaph>ecRUB6TQ%|+630j}
zz+l~$5G7_eSnehM;Rt>fp@KenaUeNWT=LTvJ`;mNQx;LAs6veJ9Xx15-(vAAl(Q3&
zpw@o2w6wHB1_m*c4@&dp38<Q91)((8B!ZslKMPV&Y<@OW^_tLwb%X-DsobV#&26Fo
zw<mP4dJxPbg0Q7Azi&=4^gZgbhUoR{Pm%gPqNr}|&K$H#D{XYPr5DS4_K3^=NAtbl
z9Hk1-rAmTiB#W%752`t<$Pg!2D7hm4VJ$QkWZj@NkwKcL?eb}z2r6wsKrC%_`V*bu
zl#b?eQ5@2<m>eT+Rl01udtshFefk#`^_EvBRkjMIi!>5nnU~eX?a76MGzFcmm&l?9
zpfmI0$bJ4foxEB(!IKr~eocVzTC&axlh%58L_E~^*q2xjT?Rf9=oK!n&+p3$LHlPE
zHc{~aat&&H)nnmbzv8Dd(<bz&CcB}<m)8p71*@cGOU$$GZoPGoGhAdhd-bUVO{-RN
zAqtibtg-27=lz=5oHdWQHR77s-TEI;aC37{Emn>#d9?85o`Re{H4!RUljmS;{0@5X
z--k*qHU0pM#Jhp8L~CC1@Y|R2^753lY-r~=w}Da|^klG{Zw{!;up1!S6l5*wHDqBa
zVm5l+(AV`(L5i<)DSO0vM6f>(Mcy}Ujks$eGSkV<64_Z<|B+?o=Jt6A(lCZikLs}w
zsV+WwpI_+rm@w#yPhiJY2hd~V^eRTave$2|j%iX3`(rW#eQg`{kDHcFc|W8#`4jI8
z)ny6E;r@1!>uml%A5WH!Rt`P)ZI1y9Etv#b_8U8Zr}~+*51}c>P0|`KROHUPidf(u
zfdFw~;MbWm+Aq6+%9wZzSjKO{KfG(}b|ykU9a;*(A%%wO>gp)Ks73=br*DiV2hEUy
zmb4AcJuSyh3Rb;eh9KPibhLAyxE9}l^u`c1qy>Uqs?UG;h}%#u4j7E+EYgQ`0~wu3
z6J!A8hZ*bgJ3jIqAhO6q_5W}h`rQ(L7s@(2s63#?x#14|^#iD*&Ho6^3pIj}$BH#^
zMMSSJph(tk!GVsUaRoPcatm5DR5c3Fa!IiVjg)4**FM>wxO@07KtR5XOZAutkzu%Y
z<Xi(?1n>H_7XD9UMaUQPqAsi2AAv*{--O4b0^o#)%r-Q5Ienn^b)&hLLFtIhwgH-u
z?1*M2M^uG$w9$kR!4x<qP&x@shmisIr+-^w=b<wt>Z7w=v;>`~#WJ7Wwf;upX3=>f
zJX=H~yA4k&^YHS*|8dmX-o9z-+%8@ZX9#=%6m~5^Q_Lm-{S(8hoh;>nG}q<4Hu4O^
z-OW&Y+b)QH`>#O^J@^C<g0b~qauCXS0e(Va>%F%H51~K95V%PK?}h$5M*-kq+nZ=<
zZJmqg7%p(?c~hGUX^LzEgT6KgqSMR$DihG_Z)_mClLE9w*+b6>><t`wuK>xgmw{f*
z{+Q=<idh=8gT@Z}9?wj_x^Hf7{s$ENy6^r-Kk?xZ1(RvlQC?;Qt1LA6>=1GKgg;Xx
zWVVJK<gCpm08MQV2rE_VoDpzVrfdvma0y^_GrMtrWZ8|FB4AqOcnE~z)qR(r%D!-;
zPdPBsWUR3dn9745@Sv^-h<XMc)=m6H#aCjp+gJNL>$AlwP-v-@Lynefj;$dtGyx5d
z-88$ehP2}Y|B}3Z{rVC;J-w~K@=+uxiFTXXdWf0=BFs3e|69tHzDA;}hLX~YL!{As
z*o;_Z6NCj`T4*)>0cmxJ-Xk1NWjxV9KnUq`D*5Z<yR$VifwCtFd#sGJ2dcA5wby|0
z#Z$jRp!c(kBbpB5&daG)55y4(tY}1E?jc)dU}UuX)b|D?bKq~NWuaZ<kkJUh@_DjI
zgvySR2?JcD6nzHIp+}nU&WN`i<FO$DN8H~-4k`iD=PdxaMkRU##@b0bQsf+mGMs+_
zHgO<QfyjKn{)q-C;)c>U;eZ>*k%%8KyBlPPd(D$!0`@oO4Uu##IdgIXz8QLe@LzAF
zB!Ilpx073g(BSY{>s`<cbIvg`Dkp<ynH;FI-qh3#tKTG;^ertlZ2szQ%nf39GrEX_
zgzhfE4{}g^2-2{W-5GygDFF3EdR0|FiO<GQRXA$F_EasFR2j)5ro|SwZrf20FPXv{
z^GF95x;zy~=c>H8Sa<>mj@kJgZ$}_F)5<C;gK7RmPwVcnuFmkAfELcN^J&f<(w<RK
zQ5DG3P_f)+*x7eNo+i5nt}~791bVTwzuXw9u-e2>Ny%d~-piAQw2h!y%W7!C@Hp?t
zJZW#(L=S|Qw@xbVOC1sy9vvzUX3uzV_T}$#;83j@G()O;`QbD1=PJ1_N?iBZ%TsQy
z^!Vj;WfLMtOj^3S#W~{j>kM>r1Y;oe7)+~&)B=hMp?vw<U6ZTDuuY7GMkSZrfFvOL
zo{=ypu~Gq`t@S-7sB3F)0Wr<rfzU7Lrn3hnlNw6U1_<LSXS))7Q_~KJw+&@uMnEu^
z5N6~F`PQ2q;TDJ$e<Rj1bWj<M1}T=2isvH&@j}l(suwj9X5T-j{V4KL0&2oafNCax
zs6*628AfYbL_5KOElUgiH$Y@ZTFzZFDlYqhoL~xrgJ*poeFU>}bK}jQ{@^w_zvjbw
zsrYCz^%|=D3hj9DSK3djsoIHRA69^k8pfiLc3sQ%nE!n^4~HDIL5j-XAWu#dV1cov
z3-j>g{LqT>Lvk`34)k!-%XmbH1O-BDw*&z$Xs*cUL3;}6IVlBzld2Y)R$t!&%o&h<
z(qH@*K3F~kF2xWbJ(chUIbOkvmI4(2bP$0=-Vf+2Flb9%Y`oa%3e-VdKB?AaRu5?k
zB|w+IsHGajP3R0=m9QVK5)B26QW@VRr<Hn7m<K}eRTNO|s=p3$IEKoo(eJRMnFvl!
zPa*;Ov@4S0@`$oXhxOzN(9v(=Q_EOs@y+VWEYM-*1Acm65k1l04;l=bnU2Wwt#qwr
zrbX@kv713ne-=G7yX5ms82o9BZr!?7AZ|hA`h1@jn&RoDaH^HCMog6S*E03(H7KJv
z&B9{iD?iqec+o%1tk$i-_38^afq3s2etZl`ZiF@DeA7=Cle>3M>p~ZG39{~z>o*fq
z)4KH@;%sgjvB3X`m@QPlp_dDM^8G$?LP(B>2hZW!t6L34ZdW3R0DYK8CU!;fM+yY!
ze5Moy9v%Mcd-iQA^wrhXU0v2OD{=ziC{}3}2-E!C!|KTMl7)HF3|QBBf-<SgLcddF
z(LFfq^rCrkVAq`LM84~)Hyk<9J4h)YXNO}=FNuA5P<7l&L0uk~`{*<Rr0A-@MmPcr
z#1~VLQ8W*MK3#%F?IBkH{8)zw+S$-<a|1pe!otGx5+QXHxIl9E|NIq3p}vm+2K9RG
zuw*N%qObKxN6YRo9nO5(0dL4ukR<!%dN@c-J@7ArQc&jpHqu27K$`KpWu5XGg^R1C
z0P!Cmz1ckUw$s+~T@v_E5;CZY^Ta27g~Qt))5P#>5oIrW^|h$ASsiL+{827hxlKLV
z(P9B`wl1C|->4*mp!<f{U`2d7-dhaOalsGto~U2@9}a;Bl#FlKopj45P7UCW;>hiW
zt3<9BCm)gfL6;aCHwG0?c;oVm7st{>@Kb;P9^Oq$fLL3AGNE)e&cuEoAv&626FDwG
zgjUMz4jf%_8!ore?*;j~q};Ew(C>gc<*3@A5}3!80DyND-^BY!BqoXSeQM7)E~6*i
z0<A;NFOZjq$6(J#UIGrB7|We8f{HY}4>=y$N&3{b)&Ne3WqUWiCy*VhQxz{X(bc^L
zNl*#eai8iG;6NQ26v_Ja)z}LAW9d6`2oHrR`6cW@h;nr#it~$bb7wz9VpEob4kUmp
zM1(&e^ri|qEioA(Q+UVlIf%(X)swTJc_dNk)$Zhsf%p>M#awf!U99-kXYRc?WpUqM
z=RiC-Fyzx16euQJ;g40q+iA-JE+HqId+`6Kwl@!lvVFsV?UE28yOJnNnrtI`smPu}
zBTFeVV;N*$rwwJPL}Icf`&eS^%Os6Nl(lRPiprks+jl*^zi;{f`@Z)$-uLL8nP%?i
ze(vYG&+EL-`@E7YVo<EL8_wab#OzM>+kCl7MxF@!8u9bJuO?~=G()xnh`IqOxVS>i
z@55Y>r)MdG@2(;A*b0;rUPSc+KG;nUEW!(+or9sUJsOymg`GbhEv_BPiazuqf5+<A
z;@Z5b<9f<@YK(9tBMphQpD&u3nb8oz4fb!2fHL-?IZ~5^-SP`faIw3)yG@~PzG(;u
zKm`c$9={L?7pSw#2Y-nQVL_-V&w^L?urjx{{<#Jk4|PC>>mby+JVkqiFGIw?5N{Ra
zPo5k|g{@{SNJbk9BBHdvy#=8iY4g4P1Xi)C;qire_;smS7ophuFn}J;aQL<UNKbeo
z*a*s5q1%#I0Wx07rsV?la3$1qYpX{KD(qPxra6HsIl2JReV_t<YZZabg4pdXKv#nX
zkg24??K#$%v7mD4w6^MP7m)Iup+i#DGG(jvlrEehb(7p9tm2ycI4cxb8aF4t=VuRN
z`vycDggTBSl@a!bn+|VXo?US18%WTNx`5EPC;l<~DbIgapkO^9_1Z+J+I03>+1tJn
z{82MiG}Qn(dL#tN5JQJ=vFr+UcmzKo%EMaLZ7XEKzH0!IPxK$GXh*d$h3p$m*S+%r
zvf#$18*Pd2Mj$d=N=&N;u16iJDRREZ1}Xv~r0T{^$Rce10%oLYLfpS}($XH`e%RUB
zahvDXDjT=lcqw0<(_S>d1}HRXRct4!1|>S{a8L~<0W!*=M(k9$4QjwmT+ssn@%}y4
z@<abDY-F;(him<QfifU|%Ufs-(OnM1S%O1xu+I!pOx}<FM#5GSYz4H}uTLx@m@ovk
zh~+O#0RXSvm;qs_2QqCtmIAQPMbvMGr^Ol(s00Ly-UvWle(xU%R(&^5Av%fc0ReAq
z&X{U0^=u-#3Rq3#Zm3@RNnHR$KasYx=}d|@jYBHe6nK~{Up-&WPI3PYh;Tq?G3Vac
z$}MEc85kNC0GQ&sfWSaSP$a!*{Q}7)yR3{%J5s;x6?ls%lQhi@qhex~M1gAr6-gB&
zvu|#_KNztu4r<cC1a)^KnT}9Mm#nO8Ye$Fs1)j-b!H(9}yvNaqx?(7*l^2MGoEMD`
zp*orh(;iyMn^7qhv;CCZ7kVRFaF+;sH0y=%V44k06zBHo{^#>=t#L=?SA4=Np63n&
z%lZNqa6Da!|H2qLd@?ntD87+83i(o}HdOo;w|;ok{L1DK51!Zk0G#`P+i250(X(-4
zwwuTf`!Q8h9l<y1?(iX*m)z&zkqU%ow77Pvs5UTG0CmkDV9*Fs1%%wv9dqW)y#Qck
zES3B7nGiu}KEnLe1CrQqa(0&H5<OXdePQffDQJca&O<<ahs^B_%mavY{=ER4?nCYs
zHnRd8KvvaauFonw$>YGZ*(d?xmJxp<{o+<v1yaS_+FJScEd-SDhop>?FMg`^n|lpA
z&U=t4P}@^f6&CUfiZJR<?MWQSA`<~<b|(llDkl+XGm?A3{dtfCb$~yRNMs&^5;n&h
z6A<T1z-^HBiUmNXi|`k$Ym??FsvdTm{q|umzQAvE!PBE~<PiIv8@>6LP}{LR2m=K9
z+hf>8LpCAZ7>Dnu`u@bQZ)eJW2h*4{72aJrofU5~unu9-M?@=l)eg3#Hd%T3r8@Yo
zybVa3mw{I*?+Dc)2S5?l(v*ls%>pgvw*r9=9e}7f`Y?!CVB_6>dr7E0%tk;0sGMt1
z2;epWNjN;7UGXwlhxmn_PI8QGH3WK_2!akTSJ%Q~@5v5jp4)&?{o77+Y4*$j_xP(6
z0u<-g`jV_I;Cy7zjx905R!V??OI9_9;i3O0T)v23&smEzg(D6}AZEg@c?Qwhoug@l
z0$JWpR8zcxh{7RdJN1W44+(0&60GblqkMk%9Nd2eue*atw>N;(dWcloLBkxCsvQ=3
z3X;+5ASl_S+J%8Kdr%CD-$h|tQ}!F7kc0#*EG#rYqW;tt63c43u(dXOl`B5ImqNHs
z{!GsRL=phV5`h!}&5_)ris403$$#fcQljf8+<ByYpIT8dP;>iIl^bdKS+8d=WatLD
zBZR>1%{8{g$xc(cpRg1zJ7gw4efk}d{3aq&o8hvuG7BU~H^ZbRqyaN44BF9-C34K3
zS|FlSf#P`vc<r>UJ#auBkkj}gq)TX<d}SfBL6?QlMGGnC{{^AR+P|2Kf-B8JhNvbl
zPa1=o+E5@;awuq!cw6N;ejX{VzeCuUV%S%tf$Nxz7FDm92Pw&AVnRYMDG-<o2rHx%
zjR3Dv1U33}5Y-Is-MhyP2d4NCL0s+h>$bkFU#4LLyB{Sb{j8m>nd(DSDF$$-jW^-w
z&LPm%$!x65*^ey+_9Ju(NAmsjhFJ7iWF{bWc_if5B0p?^&^@*_w~lJV8dMzy!RXYK
zdU(dGO@syAHkm`@kIl`^9}qp~6;NqUL0Yj%B7FS4v;d6#4@Bzn9fWCfe}Ojf`2~u-
zuZTE*0mK*Y2Z47Jewyn8T7YYiU^Naw>O72KfgU9G7~Z;7UJQG}jeqx-$t2|S-ms0q
zZxz`<sUaU4M!1GpHa4~dBzN6Lo<n7z&x=s<7QjBqAiL6GWD4hidy@DC!LS1AH1?y2
zaAOtGc-U#0-}$upUqS@H+;9dYv+t5nj=rJ3Qj(Hi{xL_u)$(lG9@+%ym|$8;if{nz
zf8SMqp4pRmKh&M68wv_-NCNf~Qr($#$Y66e5&HG#g8xrYvaEq@o81%?+fpGWNZvh&
z5Zua0)-{Qwh&B)b1%Xq4tZiNkj8!F|x)emJJOzq~t~|I+Kj1{nhrYtX!X=nv$J>i?
zr`uMY?c6`Th>oHgBS_%fVzmE;FAkE(80lk?a41k!>BNaYcXaQt@IfUjqfgS+@TyCT
z53_pLc&0=J*YD)2s#lKt9xt~w2KT^i2;1W$CqD{ByWdN&{BGF-vCcKRY<jo64)~NW
zP?(Ye%p{@)99w$uj*9Q`H!&2cbZQCSN~ohpq+j{ZdKc5XA4qvH(pM8su4Yw-0D3zL
zH{jTXCsH3@l^Um=V^k!O$(${4Fj9pYyhns}Xy^+q%M%XI@z9TDzP<UxhWoL~5ozhk
z9J7`KZZ?p_uQLYaciAxfg`+~R9tUgTKF9=@(k-CeJPr`x2wPCs7a_8~gXs%1d9x|W
zmtDaX&o14fn-{PU6dnEi-iF)7eCCx$vc91U9F_5M_#pPdh+ZiU!!GM<B?-soj+~In
z^?nS855Wb%HFNpo@c{wvGW8~JX-A{Gs0n@|S!buec{PjRTNQ<gIHDYc98>g-aa*rr
zMKe2JoD`2nr7<8!`3_R(X!~ii4opWcS>vV1Bx5+rC!rIOqz~p-5)$%9XtioL3))m=
zKo7t#=*Y<;MsLEz!a`ggH45Kw#<`hypMHw{11Ia@G?KYaLO_p<Ob9ohmi<1RVBsr|
zkrTkgglEsrUB=1cEwQ^FfcWhiX&6h=6#N;hXxkz<+Ymus-iMp%JMiuZJvCOewsmrG
z>rq--+Ld}sx7xvJ!Cwnc&z<#G`dorsXldUQcx!rbjUU2?uSH4G;CH?R5;-M&C0`tB
z_;ej$Y*3#Uckt3>ocKpLhspN$yn(?{IEx^oN;NaPnCvS1Au2X@$nMIOLheeqx{vJ`
zLqHZ60d9N2zZvA^QU|+6b3^^!0F)ySp*!50Pzp9Tk;5YfLO0;tWrU#PvA_NrFJn-T
z>DCT69J`UAa_rzheE-1@uIxV1@P#u3az)eRqI^l8mI|yi!8dijW<1K3jRV!_t==&@
z#&*`!(mt)8@2rnb!ul>|e{^BAEVa$qb&ZO7LcJBIwlr;Sz<%nVNsl^>@z0&FLxQ=V
z!R0Vp9j`JkO-$Im8SfjyapfkdH!DIOEZJ&RON1u(OM$_s<GIMw$U$}~>?a2Xzu5Be
z7}Oj?LHHm(`@27f^8tE_>G`fx*Xn9_E*T)lCkM^uzy{BIf5#P<Vn#tqCFP!upWjpG
z7<%TItI-B1s)j@K8VF3@2v}gFFXN)ungzTw^KR6HI2yqLc`?U!naWL>72gZTuVD{U
zt2e&>vsux*oqh17Rx!oJazhp0NUo?(jQD-Go4Bq#&;N-17JclSyy_r^DvJFV0bZ{5
zrps(sS>}0;?_OoaN1~iE$rYOIM}5<4cU1oQspx+K`vzH-lQc<#;TY5oy;eydOHe~m
zg3bf=t3xKUkzK`v#Te9z4KB>r)b?I{*6<Bd{mJxAV^Gkn3EvTMv<B0dSh{5&51D^f
zB!`5$&XEv<DaQFAny5oPY9iFJy`i?=nGw9A3Zz|T7f#VmuT1FBRSN$7&)LCtmhMlu
zHx75q&G9~6sg7XDk>*m69qK>oQAeJH%eb`iJ~6s!=AnqP+3(-NJ)%($hX-TqW*q#Y
zQKgi9E2z!Z_XpBhkLLs~W|J$JavCj7^N)G<@~^S-1gFI(Wc;V1iKG@St+C^)Q4?4i
znyA*p`Sy9{xT~X)HrN{Zs9wb$cQo2P??-GdX2<XQBn+NGwLS7G?}rsgp*z?X)|qT0
z4p_b<?A}vGS<a_i?!|pM(pgE8_l0$^d;~F|;_X&-VLMtG^~Z<i<7mVMW}MZ%ob*zR
zTnu?Jb-}wYZ6qczS~2YG$IE>k-rwUH<JSA3*UGk^-B2^$(Yn-!Rn=H{Rh1}Y0_+Hz
z$I|b_-tT0stwQn?e&SLsxF`zd%zc?l#@CAw-EVTEm0iN{#oBKKyuIAEzTD2uh_ZcO
zw=tfb#AoAI$SN^{sd8x^eS4C`>0<;>3Xh1cVGqM)oHnBtJ5|GJHn&UUK%0OC+YmF6
zOQWeMxfm?1cE(k6?-zn0)hO-$O2ZIWB;D@D53M_D%F4?A4=a(-r>|_-5~huFE8$Iz
z8``?=XJ228@d^6<wvT`HKYNGM|5m$jS78)J@#pC5*2h#sf)9l-+gzz${Zfz1w^IRE
zy2~atta;Mve`^>7R-hcZ>1Y&_ZRBVqgs%-+456DUJhCJCC|t4HEggqvIicYqT>B?@
z>UirgF4G1kTP6GQdam;4uL!GS>d7Dajq~rj%l1n2&QC#-^ka@8mbvHzb(#^3LQi4;
zskNlQ)+dK9WGKb^v;bU3q|zO{QIFkQL6H(|lkOX=#3ijpI<Pnsu|DlY8lH_kQO}KL
z%h?%Vq1h4D`Un1;OmiIGx)0tC^8X#%zl{tUH?tpYaQXDC1>Kbi_nD~1uz|vV-aQf@
zGtEQ5QXzqw6gHdD-b+oIAWj((G3U(wnc%48mEK|7vy@_9Nm95khUFdppT&>vN44K&
ziX|@vi@z1YXjhoJ=){j}H;*C@fnu(oI3lkq5EZg*L*boT=kArwPMR7=8vAx?f1ddR
zBdgGGK%AF`vF{yjJJavnG-MZ<bnjhDQTL-8p|VH?W&Klexm`KUL-ro3r%z=WVHhcT
zb>(o!Eg}2MxW(jsFQz+~{^yk7b`flUa5LW9;5QZ@u1X@$DH&dTZ37MiV!p~D*k-WT
z))(&04S>Vulhf5tm0s$idFh`qYDb{?Vd1(+fs)-#0frlcGN5l6i$=u>I6~0_Ob|M_
z?2<0Tz)anS5&!wma;ncizV_}(rbcR!5ni<8f^jFSNUdnq-Xjbr>EnbPEv<3RDo0P{
z#b}$S@OB+RlyE#AUOaf=j`UW;Qz9InRs(vdjA`rrLrPRV`mm;73cbufSzTGSxuXxf
zy8nOrCo$boUGt|I(>UswuRhMw9mn<5FcdJl&w+(g90q3?4u#Z8!pmfVw2SfJcgHdP
zW8@-Oib{0t8~L6}*`aS_5cFq1e@euh503WB5R$?NSw}DOh6>?bWleZ<nfmpKD{kr~
z68{2Lxyi`)T{MXUj8!}yy4IW>I5^DDiPxvh#D^#J4P2sc2^^Ee@m$&7cCiP)%rC=<
z`(QmM*R>u38tg&N%eTq~cc}fjnp~T00*lIKEYVa!qrErxl$0-I7>N2xVgK{jA}>g_
zfPLl`L3>o*djDADaxQS3chGEa4bZZD!8$r{+FUTAJMK3%o8^eI$n<QlHkj*VHPp3Q
zcsh})xIEtYWN_v*2&s>{9mPLTk4q-^@mtEi=J~>!6Ls-67@MlI>HB$Le<9{-nhR2X
z46_Us^ev<Exv6D$$<)4FdI!?5Wy^v*B{BPo4OW>yhs7H)D5ILOg5Hv+qOO$%EsAEZ
z;`GohaE-!VfYE$qMe_;lzE#pE_FHW3q2i5}mcD@@sdGm|VIKZxzJy+s;-WnF8aJdJ
zsbePj@}-@X2EAczc$+8IpYlA_angl$W@U3LCe|ds`=9TL&w|uB`e*d4bk9cRZ!UFP
zEBlf<y~Ab0f1wuxhq?VnFe!K9jYI|kljR%Cg4+x%+5;Yc{ArpF9P_mmkNz!#?LC_e
z#G542aq83F3r;Bf&6kJbWx(U4cHHQ|G~>iQv<OVWJk8jI$(@-eT$?6;)55z-Ma5j0
zQ{yU$1XdU^=&8{2_|+6mZ!lJSa7qZgH}ui-QsV5JqE&nzZ=?^#W?u%OZ2?{8idi;m
z`dtZs@c8;KPVityzKfynFei=|c2*y1=2k`|p4to%0*)Ge82hDoY7!^<V=6Y2J(X?N
zZmSz^V8|b-pm6r^aeUw8=27?ywa9L!besuXu`FIWeSE>RayeaiUN1hAmkzFhqogs&
z0=evR?UC>GcotM39{YJ9_z4R~E|{BKWU#}{$oCE8#Got)i=GqaZGLUR?0Xo;2+kyO
zF|+n}UzY=)=yO`vTJ|Cy4qaY#t)*x~Z4Rc67Ml{4W^Qus{hnMw-;dAllb3JNP7!}(
z2G&e2Gg~t5x54e~Yeo;MgWZ`p7|vj3vO?esIL3^%nBKEYjLM_Q^@m+P{XLwON|$<^
z+DxBEQNfW|_A;e~ow?olpAnbgyp$i)ER!#-J<4+GNy3b7Jdd(AZibV%-y*q1_kXi7
z<JC8*!MDnb*BrTBd|Jf(z4EQ&gkf)PwrucnIYR6er<=Hc0s_)wr*Y$1t~&a^^w~!Z
zyp_t&&WO+cF<-htA~OoD3S8*jMO?`fu;w2_Ofhb^rHHU?GA2cqX-)pwdv2elP;&08
zs+4k(9i7`AaEGz&m!&1TZg$+PIUW9zu&r~rgx{Ixvu#Rc`tj?i^Mez{Vyr`)o2+Ot
z4+3U3-{ofJ1So=s<R0tWg37aD518e3sh|~W#F<5+%9`49C?Wpri8b+2zN{=&gL4FW
z|9D<}O~dyxS%S^Ptm;(TC874U7d6cKEGF-4N)9)3-y@~(k$U8$4ErEtG)lzy;Fvdg
z%7fz0q7%O;)&A_e^AqLgM|<FOr4tC&mB0eu0zc6;eOpy9{qApN&w1gI+aH|#ExVEf
z;^SD3F}k<d%zNg(W%E1V(_{_Z2pB$f)*~|D3$S4Pi8nT5SppdsJ)e}>BtJz5uzL}%
zU^g`WNcmCL>V(1->3%b%?}u1NY^@1<iFF$~U&nknCiV<Q+{4R{=I+4f797&yu)7ve
zZ#QpF&DIfzBOMnmR#QZ1aL7xQJS5FF&mdj%LzS+0T&cHWqS}f|i*6qV8|6|hu*uaI
zSd?0MXVA|1)+L)rKlGr|;ZmDMs4i;0toBlzJdgBMk;wS>qI>>&Z@ecgKDVv6zY@C0
zDlgxZ*Q?1T9niSj<4x1vb3OUsZqKsGQ6)4P=fhIMCcq@ZCE^jS){EK5Z!AGci6t>d
z`?fVQMK=lRdi}%1zCngsgaciAl@b@!bF#78#P6<h9r?$*35xUlcl(>iM{e&XUUIb@
z3pQaT8mj16`6}m$vF~Y4Ax6jJ`7e~&58Z#X{LtHO1MT;aqpNc}A#6{_Vo`Iz?BI}_
zsrG(`!M8<?>8b%}I42lF#3(7>Q+-sbQa57Z*v>`)!^+9tSaGKI=CvEsa8S-C?i<rk
zxW%Bak50hOLJEnjT5)mn&C}H9TiP_q1BhE~2O@7jI3cMJF)rzBODKjLwdTI_x}qhZ
zW9#cBVO6@EAI)?(D7$?Rdlh(M4kkZApXoo8f1aonu-!V6vhHmV!$i%yXLPGl(r>W4
zbHS(C=Iqv!dP<sM%G1AU<X8Q)@@U)GN(bYY#l0Q(Y%?oBP|oG4l|{XbYgD8PIB;|*
z+^nP|D>@p<m2f(5myT2@YnoeuL+9Ca_T$PhzW9IRqZy0cjZYF~c*-EoFo*0`T~$p4
zRki!JTVpIVqo)|%Zl0V!B?SpsnMt2N(%wtPo7ZsliHk34awHY_axP8j)-ijiw0UFC
zVQey0MBmdbm-ZbyPTj+jNGFcL#TCBVw4r!X9B?yT>sls2`dxT*%Dp_y#D2hKy))$*
z<MQ-Y;BxgXuWx-r{U%u^DE8DCS>g3sQ56-no{YQq-uK$;`L2Gi+0q<THGXT=us`+v
zjfSdN@x<tjw#gfZOe`jY*aR&u==>d19hd0uG*lW?l}hSzGsq4;mzgJLoc>ya+x`Ym
z#R>Wn_;8q0OS4gk$IMw^o9pe;EaMTsf4WA7038LK+bfh5W6r=1c<X(`R(CeSHnj&g
z6SNdk2qoA@jYrZHI)6Or=kJzBC9mw%dE~z3cBy%ALE=v$cj*l_ZX5pbR(pCaaXsp(
z8+kVG9n^0%J?r7MzsBV^6{V0Ntk;usCg10T`kzS5lAyV)_PeL<FEd-vAJ$FZ^?U9T
zD4S%D)GvrnPR0~#&*DXl%<iD1cKeG((igq%TOa(hwR3xaPvE(n-6|zlLhfzaZ?yY`
z*0a1Hx^Qt>0`CdFb9o9d1DmYR{>FY;pTb*MR;ec3cw4H%edLe?HY(<U{ddFPYu&Mo
zMb>toov)ptg=h|jDtg*q_ldImW1?Vz`IPeKi5=CdkJbJL*MScKbQaN3){ciV!w$*J
zs@h)}NPaN8QFK&|_NT7zf~@oT-TMAhai=u{WMh^1)H$2|E58107W}c5-Tp;u<|`>9
z)>N<Q+!p`_0$lS-9r#)4LUO0-ieq2p$=7Op&(^4P7p)uiMEL7rf86>jHtK%JbA8uk
zqRB8jAuc?KLE2IoU0=_OtF^<*{0%9k%dIWAt$5B_+@ka)*DK}_jWfcr(L;5)9@9-b
zSv7~{N=9O?Dt8c#3kYO?_75rZt|`=C(n^9kjbHZ?UF5PEFT<;QI>Ith2ieW^n#`@G
zv9k^Y>2O6b(teoFw-C14zvOZ20@;fMjb19~rK(iP5`?>{s%pEzzB@XG?*3>G-i<M|
z+2F%#Pp3?eks`*C+cOk}SxcKjZuB9EjWNmCjnVdxU)n?sSk0P?^o|{WF1ri6Ir80o
z8dG$Xb9ImZ-c|BPAM5>(owzHal5OIbCGngcLpPmma0Oi2D?9y~xv_0~@-2(VKUpPd
zd+7U{!@InQYNS9ja-tlcv*d6wx-qVp?%@Le(>|Z)kG!(gtS8;=d+nsuxSbg+!%kE-
z)|z_SGwvu`S`GHqc;D___|nSaY|`S0-~Kuf9Z#`~tUOTM+G(se@S+43mApX^Gg>p<
z9^+8GZq!-I=sd5xs`>dO_~P!+ORL!?fj_=X&w{@254i_*`)jeS>!amHMUGbTU*l$9
z>&`s1knI<h4p@}-4hc`yVd|JFkFh0tuAx6BZ-vhh{0PN<DLqk<J*U6)=2jaFSb(|J
zPPii0u#2vc+$XRo+0k5~N-Mlc^W!ivrZn1EJelZvz{I0r(uI0tt9<>fXY%NS@HDVM
z+6X7AsJmcKtC78MLo;myZIaUCJs+0nPtyC1$y<NEaPWct#$MkjA(JK_m5yiciz!Rl
z6Z3y73(4$5X>(1Ny}rvhwrf%TwM(F9A6g`RBp_HM>uO!A?UzfZRT!L`u8Vhcsk0L*
z3F_qnUVG7ulDqLwYypCB$3|glYE9{i3SJs<n(%-tYc0y@1pZKmmtnjo|7txP5F(Qn
zpF{S+Ha!m62mhXt?>E!;E2os!^j#Q;P{e++YU3{)e^Y0<uY*UP(UZl(y(#bD2Dd-A
z#~UiO!4+_K;MK3^NSfdpEOsyc?kpV-z?GhTWOb9tnTz>S4%?(VHu-yU*ktjyzF{3K
z60)@>G234cZEpOw@fP>^86x9pIcc5!4($2{Qt^f6xH&MYn~*Vht1W-GQAG|v6&qhg
z_x-gjy$wS<<+)VmRdQa(Ew=4sS-@A1EHe2+!H;o9G-;40heh^YK3h_wliY~>rH-P3
zl3t1tG0XMk$%coK`ZhUw@|%#4*o5sU<){?0DsS9h!@b?pF+kdubQPRuGjX#vKXM8%
z8=Evh5`BOq8YVgTn;cQeikiA^A#XPe7%$P`zV^zk<<)*m-$wl3gR=GH>!$B?>uMkk
z65Mj{<RvId_XkjpqIqAg$Co5f<Q$YoZZ~~mMm+6&kC?M7AgR|~r3W?s@zV7D<3@VH
zN!WJ){gR*YkmpZy42Ow!9mxmu!R+4h{N>b&Kl`84!jAyeZ=}Ny8F{UYe%Ah&A`(|7
z*T0K~sbg-ui<W>n@I4cSNdn*6*}IBDJhWOf>X=E&0xPlM<_d#qjdwJX7O-E)<k#B#
znA!+=-}eZ)-5!6eY5YX)<a49)M>sBn`<=uL5r!~o+T(QZ`{x($>O9^F`m9UWF$<sK
zi2xR0I!jMJczSNurXno4%wg?Y_-TUhJb$~}=a&62fRh2IM8lzXLIpkNEsu&TnG?oZ
zyZyz#gm<^+Atu|B(Ya^kHU2U`!SgfjWPBC>n4-Z{#c0hWlJg@OF1{%qei>XCmkmuU
z&l;3zJ}CR%&4Hfsumb>aqf9dqp-i45AF+Sz;9GWO`10~E5#mu*1V9>;X~e?YObP3`
z_adTZwN|&f>som|*E7yAo|6HueQp=ci!b@F0eQep5m<4WKe-qbA2cqv@sxFw-b2^@
zQxVdsO#W09<|oJ7ycrp0e$_QdjL@|64sv+Wk=tp>!N%|%Vjbs?m+CyIJzVV^Z2ZOb
zPFv;o--;%F#N1)m&q3&KpS)t~ClvkJw~MRo?yti{2f|%mgeO2oID~I9ZcCDOjYd!7
zm*0R66z#;$5r5yqm~Hv$L`NUdIBb-eAHe>kA!Vh{1r3CF`<?`*=ZXI3bw7o4o=HyQ
zA%9ww#@Z{b?;iR78C|fu{mpYO(%RYB2a)B6N3L@{(jSj6ynaAp*W=aj;Pg*hU%TIb
zWZE3s%Q6|jG+wQAHh^MjIkP-lv7YGGu56_|rC20=7@Of&QtRQrqXezuXif)Ms^~o4
z)EuB5mf+bY3X${<aOl6<W=q`hKk+7SG>`I&m&moRYUB6dZ0vsKdcNiWx8&q$WnY~B
z>x+5(=`}~q*)t&FK|4eSm2Dr=s&6%?q!C=g_j|nQe-mc{_Q`5(Utf($UUA`ARZF1t
zFeH4cVrtu2j4d%#A^OV<8)J^bc$9@Ewc~<mm4U-=Q-YcBeDmT&CzEetvj?H`08xl2
znJ;y5$+&7PW%cJ_v@&KJBfn#5^W@T&HK8V2zY3-s1JjLUz`i?aNvZ*RJ8lWLg^w@r
z?^E%1mFThyh<E%Fl6lFhDdAK%wo=Yy?CF$y0D1Gu2Fl}2tdvHP{+EAWp*NFq($GIX
zK71-Xl%foo5n1PoL{}HlWajfMKkx1Oum_P!>8E+qK5}ABbC;ju`Jf9;mJBlb*5Ur?
zw29!GY0O0W>!b2XpKp6c=^t<oJrx#~TaF1ed1K(4{N%{J!O7AaRu<Q6qb|8=7x)@V
zMmEjd$rwi5rWpfkR10EP|4NC|`4e1;H_|@XD4`!$ycfJ1|6!K5Xdw30SdR+1d^a(w
zq%FAw!X-oeiC*`pyY%quWyQ7j&?{tAZtlDBEZY!^E2{~l$cObxqwY%QWUD>DfB5ot
z8gKIIPc3ZU@wKpymS627J<V9F+pi=I^vp8(&%@l6%}cc~JY(E|=c4@ht*Zvs__Lj7
z7(LNsHJ=&B+>@+NNfjRLrHM6hVRLU>P7c{V`LUxW;BCie=GR27O=C~ch|)KND136`
z&W{K0tqch(;Su43Z{5XGmpcrSu6^-t+BY2{M{<6iV0I*X_Ab_s&5C~H_5(8}If*WT
z^F5~yXetiwQ7quBk^2*NOSSrk&i#|$RJw|oV|cM&d8W`}{zX~_7U(a8?sCfz`wvCr
zB_r}yYOL~v)<;j#wp3g-L);GtVrRgd`gmVHL(VI=hSHU{Wg#z*ZCkCiHgMcBf;Lz;
z#SJjMS@~K97enGIdj@XtOY7##x?qb!o?|hv=}7nH-lN!mIQC+NB+62fb?LB+NoKF0
z0Mp-==Y+b9)=Q`N?{<&8mYzFcY2Aj}S(s6hTadA80+VuigDA|dU|a-;Z`h_r7NO@I
zl8r@k6x~P@$vSt`X~p2;>Dc}BgA4pOHPs=ISTvmg_Jc?-!W7MXmKGhV-h$b175x#9
zpAc2&{>kD>XUAICH{d3}*Xy(~er3r%Qu7OuO@sA9(22eqsw?Fbtb>|KW5&9qd2c75
zY#vmAzLu33^@Q6H8Yuh@^&8%#Xw(8lj>z2MOs7EqGCYh9_#7z=u2R*HvV`<XdsC#=
zldNj)Ewws*u2-^s$9qn5D2Q=hwxoO@w3=T5_C6QE(d670ta9W&AhEAA_)TX|Uji$C
z+rEK<E!G&6D!ppeq=zfjS{S>_Bx3!9gL!=Mgc039%0PT+=yb!&5UrBC$*o^b)G?1*
z^CBMhMR#u??z>f5KcZ1A(s{BB?nS=qoHP$gHC3RPBW;wl9p&B#?TK>j7t^|<8f7oV
zAKwW*(4k@Pb2NK7x%3sq(kB*n7&iN>&vTV2P-B_D`hRsk!;6@lC@XK+50*=YyRlE{
zuSsa~f~#cn*?<PpHrg|7<dG10qF~$U+^mj;`3XAvHJ#uD#&Cj@YTGyKBQ5@x4ibsu
zQCFM}IX)Xq%DR#8;=Y`M)?fQ6H`f<iJG`xJ>|<rHfjnN<H#R0&wOz8&?@6DPbam0G
z4wS~C<2_U!s&)z)b^JNA=lIk%|HjOnu*L7i2PCvvO-Iga9QKhm?(?5Nyxjb3AnwD{
z?bQoic}6o43a`W)n#IihB_e1_1uBgnyfQ66QlIkOULuf~aEzhLR|`AqZG9BA#A%Fa
z7MyacGB5tjc6NA*uMTbWR5fs*XT3eFW&?>%DWAUGMmcDNw|uRwBrSX^s<@i}!h6m`
zf^tzkBF{JMjxslSs6QZhs?jY(0QaKbbrR=R&@kKkjop>(t!)48#bj=v{LYkHzBWI7
zrSM-dXd|L;%OJE%<MEd-`&?ajH+;G1>MEmhj9ED4_lR!?H#gtwn>HM{j9~TDC&5Mr
zT2AN0vX#U;W8u%K-i4Cl7Bw-pbGlR8DHUwCM^n9QytR$$?Xvn(bJq$U{61e;aY?rS
z(-g~aiIvolW?km@&6*CI_CO8pw&UDwu6lpHGRL2-@zf|Ne4R8^`*A1kD6XjL_o3hY
zelOL7*E_q7FMnoJ$$z_{*X-Jybe_VRdVY`AaV?xiM`Z;{D>{c~s2-&?Ik_v%r=z+>
zv!gTh{rRcskfdGWsk_o*B8!@Nf4$}XRra_vL65rXdXW`gTjJ)MTzr>pIgq567Gu1$
zc46Ie;HPA5icqtZ;$de02Yo?C3;c0MTNjhMPQ@J^oJH}y6SJ@s&^`0K<zk|cOq(Xv
zYW9uQC~Ee8an~IZK5k9p%XzN8{Uw*VRyC+=UmZfYt<zWwgNmpl0yxdS0Na_O{>t@{
z@i2v<6{r3gTbsL`ff`yyci-_|ijr<}9_|-4&FT!y4A#?IbG=SHd}6@)(6ta1sp_t?
zEgPG~jWeHGCk=nj;yU{6vl=oj+an)9W{Yi3eCLu~e&FNNIsKQf<@oH+B$p<*tjctk
zG+ZRky|J}VqVBt<QJoa2F%{K*SVE@%Z1eYlpLeeeW_Y`wsr+31%CSSimDD)-`Jvsz
zD2$q7Z<(8M^3mZ$Cz<mX^5hKPT0O=FC%AlhQEbRmYq$R)>WqM?n3P0+poI5=-o)4U
zUo<kuyhA))0uo+C{74j;k7KaE;Ng?Q_8M-v^22q@b1LW0w02S~iJ{keH=^YgM>ZwG
z%y;Y~BZkX^DwsUHSZTpDYnnDCV<P$6htq-=er7TJ%HTYuw|srN_4x945=Tv3w>X;n
z=dN2y9a<be*`lvcJ&84M4Ec<5pS=?`tGOxO&4=#ha~uAc_^|ST|Bh=={2@=RN1G_$
z!tu!}?1~(TC%(*{IanO8!R4X*B5k3!fFKcmq{+Fyz9O3}jonTzuh}LW<XavS*%bD8
zvz5V_X;;@8MR`ZLN{Oe8Chr*O4ahm;dsX~wF7Ip{K4-41`$yV<v0%ve1M`I1nI5B`
zyYUUR`O<dVbBba1g!6#s2pg9!#kz?8vMh%0Cxm>$mgQ)<%6Hn(2E8-(E=uK$MJK)3
zrLkvdSZ0i$n~gbV+2v(z@1j;KOHOH4;Hf@dY4a<mdL;|ZUj7}-sd$u2V&qh!HnYZV
z!hac9YbT%GJJQhiE@en?RlS63o(}&|O8}Av!s1uVPj|Hpj<Zdd3rwIO_J5|MbXI`=
zS#q|vzg<;|!1x1g%34IpBh>A$vSUL^5kH^f+pk8WCP$TO31xkg0uG$DSn3Ek`~N_?
zIsNA^pZF-5MUJis%a&I%W;}bR%<HrtZD*c8Sa2*7FuSBql@zv<!FeY8y>TDLLuc(e
z@kXY}wf@ZM;_4qwE(dh|=cTxs^FoXmW}9q|D>QQ>Nr*gbfALOZ#$vG+clhatqAF=Q
zd(R=QK58@cNSgCfanw9rS*pROP!2a8c=dw#`JRCj9)Cj7cbHTdcbaU>b^-{<Z-2)u
z<(lR}S<QjwMPw7+AplVrc?c0ioHfhrvqZ;Bi#<@}8i=DX`?LSnUdx0G;jZXmEa^pj
zx+upc^D4{gp^@A7Ngjwj{Z-h(aX*Zg>7?oQ)1@)w(BwZ|M26%R$wTg=B7{6Wn)N+P
zXhfwB?>Zu@(LLXTVfXM-!b{<W=1)E%RHjRoL+iareQ&^#vrwp@RHHu<cbKyQl(4&*
z!B=(hJk7l)>*1w=KZxHqzX#6*=;ssC8SNi@s9KPc9*?FG_h_()#8y)FcO@a0C|Q0&
zw+bml9D^3LTnu0R+5b+!Wt2MtVEULc#8<WF3wsq;QXUheS9&^-zxc-o(OWTu5P~2p
z<Mh;nFXwUUIVZobuJtm7j(D%Dk;4a#ya<h7?@@>S*(>gz-1V=}kM#D14b~#nj1`PQ
zBqYetT?hGKHqs#$CJqof^72(^*aQEop9HPa{{Me_zzC@#I!6a|3dB1{e|3*u1H*ny
z?l|0IZkNLMW~_VnP?K6I5jukNC(P)GbesJG@$RI0&0C+5F)PKE_T4{uUkW<6GCU;M
zQNUPmZg@P3Vnx~OP(}82`I(7avP)IPr@v~<0(5mhO%X2V9tEmH_n{G~3cUIFERH>D
z;JV+Ax%}j2ixk-iGI;1@)Xl%1%i*=6oUB43L-}8x{>JjncMtfaR8%U?mD~onz@1kF
z2jcb~nf}(e<GztjzNaVuPizq?Y_daMKQDLm=;iKmq_YP!Srn8u&9eYlahvqWwlxiz
zT<@bp76f?w*Kl3G&lf$(t*s!jRPOew{7ORJHN44whix;Y8~gXPA~lQQMeeJef48Ix
z8LFILn7{laXR#$%@#tms-jwAXIYuAIuwjGSU)91WT{jHfXL0Xu|GV(JmT9^40*;(-
zE}zQZ=g*cC_mxdYn-++haXYxj6#47s1A3V(4$*>KLrfxcdW_nPE0=LQ!d(<(+(LOD
zCI77mH)9(CBV@^RN&Vk_y)lnaPDIp%rlV0R%BdDLVFNBk8L<T<=og|y-5eHJe2j7;
zqq5r(wb5b?%Bk_>Z2a};>K1{r4+0jyXXj8<N%E~tw*;_+bd2_?+?qP_as@=Oj-k%c
z&#y**#YTU<8hzO%I-pgcyB4EX&-IalHi0$?pj+~YKB_{M12L0R^e=nEfO@W&>(Od&
zLu?zp?bUJ7YC)<$gf}t5jwarXEtR$3rskk66UVx@xi~rTYV`AH#S`Q`&`OZZwDZ1a
zs*qe6Ay=hB6^MsMJaR41PkZoo+<o7|$byFI4OR!L`Roo##~G9UpAGM(*~)bh$Hf&L
z=Dl1Z4y3Ibj35jT+Bk%tBe3JQk7+euuE}OS&W0YwY}~W4oI9<EqHc=g1xv*Ig`Mx;
zHb;Ah^3(GclC`UEENLkbP*SWv*<I-?YPHiGp;1%fYmQJ-462`@lD>e@AI<~~h~)5h
z$;)Nwnu0h|h0_Q=@i&I$DcuH>h$&Mj!v}(HMr;|$70ouUOBT`IC2c;kyO~L(k*$RC
zqW8l_+_!zdCm|C!z_7}{%Hlr~V!TrPiZ~K65yW-O)BY_hArjMZ?sv$|<&|_{Gqyse
zC;2ZnYBvV7NGk_#7O!OJ*sn|)tthM4#=hnVBzbNxD6~9(tE@&_wL=?>zNR$hNohYb
zYfPHC`gYAD?}PYNO0~t1cV)!Mj^&ck9!YBl`;`j%zOkNT%~rC)?B5x1cw8D;`L}W-
zzjN%{`fz8QVb5PJrKu_L$!+h~!KU_Nf#S(aAz!|24TohUdfyrH?uH3!!`VA$_9gWT
zRSnmVh~uh94$W4-y~EeIo=c8yo!x$k=~#<1#y&S2sQ2=-ADv|#RoZDU?ai+skq=W`
ziI)^uDy;9iLEX)Rc9v#|o9V1Qn!l2<Cc=_M??KP)E}mxu{TrxBzl(EVR?7C}oZZp!
z`$5z>SG{36R6i1t*qziL_`0@uMt$qFpLqG)-}er-`cTeu2#$F-`d?`1d7WFw^bD2F
zW#Y5SLOZvDe=%oF9>3#jaTYszY;O5~u5fT^agE;I%=3&LuLDE19NWS3RCZ_(UXCLB
z7N90h((EY;)FeMV*7Gba_?RZ==AeAhO2!YR39=Z|KIlk2oe^vXy?q2*XB*OE7YD=b
z<o6lYUXPAy`X$cCc;yC(bj!4NvYt&&ddW}TBw`5kTt9-26u_n4@?3c~e(Q-?T)f8I
zop_Ne?$MXsNg+(IW<OwpDp5|N^8$EJN}hsevffshbf7rK#L;f*I#Cz9B>znkyZ%(A
zQ(zpFJe(}4pnnt}do-Zo*nWf-NOQ-{Y?`%ncdTho0u4hVdy~j#`UW})@pR%QJklTA
z1-vy)<QGMCJcy5P^Lok{YbjHSdux75UO5U^v29dev`0OvrYyjP!4Gr$|0-zYbq4WT
zoBW<sBX&%U1Sa-xd<xzy{^|!V1O(}!&^xl>^wgw%uxNxG+xOA<X;A5!=^IdnE>V30
zYLw3uPMTe1)qi)bCY|sjMK21|mRt65Kp=kity5cjZg-Fjf_AU+&hvCcirbT~1^qTH
z$=PPVP-{*xOP6$bV#7}Sk-GCi)3+|jX72Rj<+0htDfFDSSOlz%r=zplq|hcztzgbK
zS8+!p+6n<)?T6)Y^pQjKFU!t9#+h1Jc}IRcM~9NAf|a_Tzm6aqkE%fs51Q4V8LbFa
zi*)c4BR;lXAiN9(Jt6wzE0Em1d%PZ$A3M%E9{i}D(Urw(XdGE8+9(0bt-FJM-Um8{
zOjA5r27ZRz6#G2e;4M12)nfSh+i62=J5G}wO*gr*q1{{Lr>FBg-7E&vmK4=phfhX1
zmG7jh>usc=UzVnF7+iNV(=mqmfojHY{jQRZW>wR%zkJmh1HW+L7ik8S#GZJ>w@ig-
z(oN@A)xux(1D-ox+>95|g^309R0X~#dG+a`p_L_!!qR(a>jpJR=A#oesSM9E5zseq
zs-8<e=W+3pBKq54KXbz~u)hq~9=o-%diTI*o(uAzGTqg&Df0^b5kL5ae79$*Z(#70
zfL+S9=!LQN;Y&<IokeQh4D~-ud9atYu8Wy;4=a^lG&B=*Onv9FUD(NUAyE7_7-G>$
z8_Y6XXME^+HpGP9a@0tt?u|UGZ$SY^iSRhj3EDukMFBBlaX{?;;xIm!6m(Rfo{NLF
zZE@mry&8kSop`wo-2b4j+dOW@gzP0-oA~GftI4}xry#&qoaOa<$&8!0;<l758lW++
zWs>&jn!~XUp`e3tBzd>#<gHM@!LPlu@q32Gw?8LTZv^eK7Sppa`<5bPsQ(KhXn%t$
zl!eyA`<HdoAC5%u2XS2sFTnE<X3)I&V)||NX^5%0#Y?FTtaZjABtrM_+`_e$psf&x
zD<x?Uu|3F++w^q(|1&6d@OpGBiu(QTNltDyQ|LUM)eBHU*l}8{f;l7BLN6;r;<RXZ
zr2bxcR=eEsq5Fx@a8XhK>FI3qx*apc;j<S&P-eC%w~OCU_NPv0XA*;geqI$qjuo{n
zQazq&(0nB*1|=JVdPPk#o(+lUH`fBGdL9A<j51K!?*+=<BR%1y$ccXzW~<4wOZ$Z!
zP4Zt|d5xNITERfXWpHf2=Gd-CO&T!{^8r1%0M0GfaWA(EkE7Aa5}wshn4s&LA8Z^B
zKH6Q#ss#Wir|L{>Nna?xS;L`u<>Px-+qcw2(QHSUIm`M&`OLKVSNEa?tak^~5`~#W
zIE_mBj^W!T=*)FEAF%}Qxka~4*Gzv7gVXkE6QapFXghGu%hS9a)%Kyaj=OWaY#|q3
zu>Vo+Oi|oGf8PMt(4TFthDkzM;fC(b=;utqzwMkO$$gVzVGum<plu%rZ_#9sX0zG7
zhvP`te*CMTE$>2d0{w~siws1;*%^^^g?SbHYv^R7sl_MlGWa}L$nh*qGRXsj15#P2
zna+HB>Vf_s(gzAtAFk)-H(S}aJuL4*IG>(IUarLUCv#q>V+9SwajG8Unhxqy3&!RO
zX_J-0P5<Li_!UY`f9K%oX*F~dCJZ<80n>39gHx}m+=?1_*f-F<G9P>fI)92QbGsO7
zmG>o|tZ1~7t<4X7GO<219Ot`o+B5k;BPlhjTC3nyFwb#6Qv*!+=5K>!9LFOb{KkIT
zIhvAVyQ^b6JmsG5UPmO{9`V3e6|3}m2EVK|^<6ROjkTIgTYhV=^=`P>O-GK|N2K@w
z&3gc2LvKVc2I9z-F!WZBih!fLS(8-PGPI3+yqs?++EQB+6!xc_G_X+fVWaIw?M7-$
ztgC7v*`|;j=2NUKvMO7`SH)J9uO?=pcj_D@A>~#fQ%N0T2mBf-!wM|t!#zQ(Mt+)h
zk+jJ}%yPTp){SR+=(Bl^6tWB5t{Lp=t(h8m_x``3N`wy%9aRW_@lq>}A(7smq3Y#v
zdr*4zGucrDypJ6JD6icjZ%?mrzk6R`*wTc)pIG@_DwAvUFRPY1w{1+lXiRlc<XwfB
z^?i>mi&MM3Y4+sw*npluTDvWa@}&7xw4xs-ta4g)I{6%FNPg#x&YCst5OJXT6=egx
zn7hOp%Oqu)a*hM%7AW62rRea4+*ef@$2!6^!Js|*H*ShegsYjc<ua~pDmVk4OXy=R
zL9)}#nLKb{w3H%8i=zyq<KI!oBz5{RxXGSB0x!bD7+OXpeVEaQv^-w-ZC^B86CiFo
zI@6uTgFYZ8z8p?oeDrJkQC0e?-z%mwH#v8SVVl8-YOsC*|Ag#82!nMr+>JXRL3)VH
zj^8HI`OPaAdWn4%T|$KPkQ73M_!ofS1CSFPf2H-mTu}M{O-`7%!`k2f_+X&XSw=ee
O$KZ^KUePIs+y4iZ2<LSG

literal 0
HcmV?d00001

diff --git a/figures/d-cliques-mnist-vs-fully-connected.png b/figures/d-cliques-mnist-vs-fully-connected.png
new file mode 100644
index 0000000000000000000000000000000000000000..8721f3fd8332d2acb0f65751f18cdf4417e52206
GIT binary patch
literal 47661
zcmbq*_dnb37j_~>?W(;ysU1zVwk}nqv}(qR6-BL>wS$&c(H0T4O6|S(h+Pu2MQrk^
zqV_7WJ#XLV^?Lq+=Lat%@7%e^xvz7bbFSmvGaU_P20jK52*j-U<dGf-L}d>GfqO2{
z0)IJtd}a-NQ}9$b_I%-r^7OGn+ku{1dAhxF^?c=Eec9U%?cw0+0+WVG-<G`m($mw;
zLs3S?`Tsp2?TWUSxu{QU00yCVdt%}N0<l`1e}VJVaveaR`Y)P~?(6%etWNv*>Kh#5
zw>FYAZ`fVZ`g`%C_+>#chP<2Boh{aM{NCo~=HIr5Rwgo6mJ1?p?pbj87v&*4-s*AO
zNBm8NYCgG=q|mB1Ab1Nd(rbGQL*JCXSU+gHu0olC^<Ljuh^O2vmV0pFO8CXAit>9t
zG~pM4Umo3{ANb!7nUU1?|9kQIqfi*|%!A0ASKE^Q_Xx))GW>sUd;i2u<osba_3QHN
z=MP6-y_7<K{_rEV|G#0L3#N!=zZK7(d7<U}LMuT$`&3VBx;WnP(zAh#ctt(2-4MNH
zjqG8rZ2crX$2WS84SEGbr+&=;o3K|#73rvv<-S<<0F4DG1+R=`hF*BdDhY}iMsQEq
zHG&AMFGeA)APeM$A6z%7b$%d%8)YoR{<k!9bvr_mUV-4|Z4qeW6DO4?PJw(sIDHxa
zGAfgO-qWhmJa#CabSTy>CkRt1vu1%xZ)RIl{v({fH$1O0@0G#}t*791D%DYhFt=L~
z%}2UUs^V(Wq*J{iRT;e-_**r}gD>mX|E9@yF+s{6fA7fMn+z`AHAKpa$SY;kFgg@#
zV_H{pov-Sv{cqQ4*^1jtKA+$$`?m!5Y-T5<v*OWIf@`_S%O*1a_W{nzR*7fP#d|hA
zjxk4j_HW&aD?^x$zRZr6BF;bPr5kqT36dV`?^JAe?J`Vh6bz?JBNBSQ)XJ=z#Jv>s
zxWnsv3HGqEkmOf8Tb_Y8J6f_wtdz@{<*IB-{1B*n;H1)A;?+Ais9U_E01VjKw!W@w
zl;tXYQ`>LVHKK%ZH>Fd-C#OrsPmXThZLaub6#5nA_J-=o!oP^SQpT3J*Q5}`;Ix@i
zgZwjvf#{u-cWTPNNdH+(KVOqxC2w6ia#;OI5H7-z#m1gSR4};q$mb%?*8hM@vqbcr
z<Mgs!PPaNuDYe_L>W<9^FHpui8ul6-Z6n$*1TYpn(bbi?kZo2)Yp;oOw-XG}4dIu?
zOk6<H{$Lndro1EhnK6&z!gyQvN=S#pZp)w3(}e?PF9X|_nekdBFY~Fqw{!Q(a)`?>
z<*XsB%S@NHTJhYRTJ7A(kJ_iV;@;NGeIIb><SGHrcP3A;#80d=;pApNZ|=+$EqO?_
zF1bifS416G2SaUFCbRs#H(Ts^-o>EbW^<#BE0Rg&jgjv1dH7zDFWW{YFBaCHSZV*~
zLaT)RVdC8R^pcvNe}!J{LRE_tug^=yBNx7&7|za;GkVIvT2t$l1mPwX-q%wODPy(f
z;jNz%ehm#7tYv53mWMpk+6Ak2QolSUfl47~)D}aCboM_}#$*Uma#PAJh1768#qS9L
zxTld2^VPmV8}`Mi*WurMC*_-jW`A6fVOgY&_h6iP53kBq$U~=;2QQC_1TW*l*E;XG
zZ+vigE+26^!#jDnH!#WRQOzya=`)QLw`BE_G>lL>&5~2<`<>!v;oq~zT<+%+L6xfC
zbkEE5AYZ6q-gCoVl<RNj2UCKKme`dmvSmTi@8#PL=GIdc6<ktX+7zc#0`!``lE7<u
zif?BaU-cpvmu+l<qBVzaK)`Riq=Q%T>eLpKxu<PM;^?`hTZ04B2f;=kekY`#DIE8G
z5B8CeTgJkKv-PiT-i2?E^8jB)7%?3A)qB!mT8M`L-U*-Neee^pl6q7&0T}5cUrD2@
zC}l4Zk#~oK_y>|cBdkt@kxY0`ilq)QPb9v1<JloZl7hXs@ht>}e@VW6v@(uA!doU~
zmv)03_DCE<&pwZb{~Bl>DNs!nNN%|P;&TdIGoV8Jon|)fy4}P*j=!h^q`7_dRw<7-
zN#%um=nC`T^B(7p>d|FYsj=SwV$^t7joTAvz{IWfq&Xu@Zv~Va=jzHROFw@E&IQ@q
zpwkbFAgVQ%9TfaTQ;KBl1`_4H9)?!~u|n_2h^|BtSEqQ${K%VS9Dmaj<2Vf;>SU>V
zxfu#(4=W=<ZsDZE#t@q!3<0V(cCDI}(fs@kaO7{1_0||696nR{2XmbAbb4uHA+>RI
z?_xbY4~qb;B-IQ}5LL|1ORrOg>6)Pq&Rn0Q6_sJHB9EB{?bLcF*5~}*iV10NOvFUr
z^noOpVb}9iMB0=Pl{Rl&n*W`NOHas;P8ME6@%%tu7K~(^OIYt@DhO7V5p^ncM<tEd
zYvK=ZpnNHEO|A1@&82;2_DHE-La%t~+WCtSpa`ngg?ZcJ((Iz(j;CTGmz5a5*Q8VW
z3B8AfhZ3u%(bDoSw4&P|bqBvJ_NNnQ<gTL`+I^ix^6PIY%>dSxXHzeLBVo&NS$|qw
zpmwgU)~cop*7Z><zH2D_yL((BoWp5c{H2C{QNLvS8gYGwU+s)tbU#XfKPIK}N6;(!
zQLP(`Z=>g2G}jl5)kxn)e#ACKa8H}4y8pXl#*10(ex4TGva`b~9eZ%O^bOh-PYrKz
zW-ODg{5Rr)e?+#17aBj+!d!*p>p0kNFIcJC*B+Tq3ToY}R<lDbc0(+Y-KE^17AtM`
zZFI%Vlq)CWRmU(`w!RwKr`YSwYzr7yZd;78sUle(2sVQESr^ozKOt7^&fO?><pTK(
z%1*QZO`W#=%$z*xj%T~8h?$;yA*LE|S2o|HIie)+7cA&Rar!El9iN5lzOR;$7*{Pw
z7y%D8-=V!(6FZN>wjd&x#(9|qARpSVKeZ&xOnWMgH5wF(iSY2hHSznw`zL_|iI_6m
z+Yt<*X<{}DaY%4nFbaBzS5ZRxVOe%0=Guy$u1VD5OICEgUX~Fp41I~Jw=SEyGAavG
zy30IdFx539CkGhjm$!L{z(*c#cldYGI|ATw_9AZbsE@M=h!x%-yCbX9mFKv-#$He3
zbP2x~A6zIuvjui1bz$G{cs9kuMO>t9$E|D0^|(YyhRP7UQou}0<jJ?d=i^Fhlkh9X
z>lKc!sCq?+kIlB(DI=kIx+H7^0o)d3Xr{`vZ@Io()!bbjbWj90-G*-r*=fT{AoC8C
zv{h+ew3Eop>$s>Z6@T=`B<<AFTrcQ_?jB3`rR6QDZ86%Q9%}0~@YxnZDMSgwduo$)
ztJ1?}ZFEN$PI2&R!flzrLUe(1D>xHcm%&O1v0oG&H@zhixfXNqdbhLl0`EQEoG8!S
z6XQtU+J#nUYE?)}pJbpMbEOakLC#Vsokc5P^d)_~=r<`zFIfhp!2=xuJ44V`vr0^`
zQ}H5QydZOc`kM4GLQS|H!EmJ$BMMWhr9nv!TqP&CH5LMsVVBkHPy#~~3z<bNR*!w3
z6im$fX8ykZ`KBEjE-m3Dkyar8X|1jaCtda6vRZ1p;5C6(f9dF6DP?#uT;Fl9u5cDQ
z_eSJp|J~fR7LRGyhLum{@rfV2jz7BrJA-XDu;Bmtr<F5z@EETY5N3Ykjl+l{BWzvl
znJQ{^$Py=wPgNONe!pUk+FQ;i3GAiT`V{&oYurxFZTwHJIWr0x_6rhLZcWyPb5FcN
z!g8t$(wmuks7;k*qghR%_urh=70SI<F!5LYy2h0rgTt2BS2LRp5(k`POw@bM(z@_4
zd?E09hK|7BNP0!>wbAmfpeYRf7qdO=`z7%bRrezLAVrYW+P2u9jrhXi&!025)^0Ip
z2<)>Ay<hG=J`OOoC!0!AWSKoTKB_yPbI$hf#DS+^@A-M#*Bvd9^IG5-eAVVEl|?6d
zk*40r2#)+ud#_4p=*GUDv$+`nKlJ7!4W@MRrwz#380Y`m>T|2@Bj<E~4NIrx$-h(c
zM1gZSuL;ZB*3D67xE0kL%C%|@-za_(ijljW@!`Rjva!ie<1;~$BWuCKd4)UZil8m?
zO6@)WhcVv7;3ba5+Ud_?87VwLqe;hPmH62v^P4wXa+VE2l_6(VdeX%M016f_Q8#uu
zUl*aExDvwl1KY+DamQa6kL?-mC}IocL|(L;;9N)z6I90-hXaXDc*tKDHPZe=`b>_U
zplLfxCxy-2W~uHE!A=kCC}oU8eOz<3UDkYl-Bwg(UyAT(pZsiiSll@)-{U68T^MS{
z+Pkg<&e;Q&H8giqO)2R!!6yH2<(q#7e7hi#Clj2jXz$G*9N#_3{mLU-YoAO8gb#N;
zi*&RyY+tZz*(-2V$_iVvW4Q39c(^2`1n@;x3>&$<@i|%fnZ+zk^cMOIA?zDD-j0)D
z>WW+WJ{yfC(9IV16wB$`om;sh;T4^ODiE<+BRc)R+r9=ZfyD#H|H3Fgd}O6GgAZ#N
z#z)<nF8L2`t$6KJ<tmH1n3PP4jP0&M%wi8hXnc8b3}z9$WY)6DclHHz_H3veE4~Eb
zVT>VU1Dp=H5Kfx2wqa@D2Ep8}=j;|)g~`GuD>-w#^5t?QO5ZfwAw%Po;p7V9%$>=j
zK=V*d+(rh=*cYpYr-74Ka7iCp@GoriUaWRkp{i{++?^X`rJm8?+|hz31I(zqC`mI+
zGv~yl$dO#p-sHB^7kM@=!Uzpa?2j>=TqB7z<=^sud;dHj8XG0<=ku2tLEF~*wqA||
zF*-=y{kyQX?S*!dVKI1el~eI;jiZF6KkJ<NAX}H|lVGMHl@X>PyAffSNUa9r_MEOq
z5P>a59e~2E411m^FS@Fww-VF~U^P&sYs_osHcnY#0oIfTox85hos&TyyEByYQac2q
zX5ZyD`KHxQS`oY^J5=O<Tjzg`o+yda*S!D6yX2-QN{82do#TC}WyWM(8s&pswo4^v
z9dlgY71l9cp2!gcl(&mNS(Q8$@{rG$zOK4PpW!*7iTjtVlwylZGfR-EDf}LX9_rx2
zmnhBsQ#DD-+vXS?@+S?4RlPPO=7v>w*ltbjb@<&aJtTdZB423wOVRV7@DVO`N{>dc
z(60WAHHjsS8BPG;k#}es%_qW}7wr9S9?y<H+FDh0kGE-ymt2hP|9x{&+cg-ZCnjRR
z8P_L0QQ#bZaquYZKXs3$2&ux$D0<W;<r%TA6lpRX+);H3@1zE$Q`zs=ijON4lynkl
zU(tWL^J?)~kK-4KyTY&EKD)Q=LY5|HG^G?ZWM^J@4p6DfWOw8R5#KsRz-Nv6nGd7o
zG92#>(++*!Np3EllAtf*Et+AdblGu%k0!fDbx<QB_MIKP>u<I8bAR*_@ny99$^efV
zdJHcdGxVRdwk%~w(OMfFrM0-bb>XDjt`dDEILqo~A#*3S8)06rqXIR~jUq1sxGG~p
zj=P_<JvA&p|IEOJf3tx5O#M@l(!e_1bdzy=fm$j|4(Wk{lY%G0Q*kAYiy^aAv~QF!
zMGJMVf(!d|ZmcopLMhr!d2cL+ODC(H)&r*P+{@a2pMw}qdiWHltUH&d`1eo~j%W9L
zl{D@Ag<jwdZ{r=7q3C6&=821|O;0LTe(;U)prcag@e>oK+<R#N;J$?gGC*zeK0`64
zFQee3ei7n_5jmW6vmEZ8gCJ^Z)=<*tr47qdom!E5?%x+9^Zpm>Qv)dL{GM0$HuVlz
zf!}zU+g8D%lqV4NUi`qHPaWd(nIrDIi@4i%qDzmptHzxb&xwLHCb#42zmkhat=IFm
z7jTB}oo;DcstEb=?O4SI#*RYGQ`Fwx+EfELMN5m=MF5{*viZUQcwba`o+$l9=^6U5
zGB?)2eD$pZO<!l#;j4<;emt!tWx#R30GITRdn|ShDrF=m_Vw0fM3_VBatOWc(M4s`
zQx_tfz(c%Dp+5R)V`=kdwx+-3anr2fA0Oq?fp@N5;HSXpbYl9^ay?nP7pi#o*$K^)
zItOkangv-sbu)~2pE<oOnaV1#{-XEnm!>mfyth0b{;)Q^N#(QJ4wH4pI#ZrG-bXY3
z*!%s?<eI%wE4qjzr4h8id)uYhCF9OAYQ^WXa!dIB2+pMswx%daCBpXO0V&T!np@<}
zLlhnxN*@{!*24&$cFfn$v347`b0Q#Ea}t*5TAf8vp?DhV^iQ>nLsSVG^RLt@4H6IA
zn$nEn5~i$;>-?+E8VS47Pook(%Nk_1oab3?OD{m&ZZABnlR{1P)8RFYU24rmxY%t|
zBj`ab9j=;!_c;HGBu#qt<pt<X6b~1hO75W)0S6Uf!%V-L^I^<<vU+83zTxSz-*i)@
zsc09+$4-{icCKG-o~A({WyS!3R{<u#1%kqzjA>ECXJC=dANbY~|IEN%{v-b-ZR#(P
z^k@dCIf{?K31Om&sjSVQ9(1uZT9JkH8jVw&?OcoVn{O0dh`VZ&6L{)JEC6j|MEPjW
z^Fcoc(Op&zbt1@y0u)5Xs@}+^9s!!eu-B{%FK9Qf{Z>-ABPT}M63!`X*GQhJ4}z`o
zdU(mBnud+xiP?~^3NC(1hHD?b9T(0vr_M~@+ZhBn+noa!*K{Rnc8)!83)q4{=q+gJ
z%HEzr;U)G|+N!2fk`m)~JycpnWpT1L&a!h~C#*xU*5X6#9M++FXSV72`qJF->$Nwm
z^`tuWlK2bgM`S|Qx~Lswar(@s+fWDk07l=%al4b1|JteZTd=n+QIu+&*^B!_Z^lZe
z-<aG$=FMVbdQJDPZn{J-MnMvnNG=%OZ=)|E0_O{6?jXKgVUlEacvf-nZJB>@h#Tgn
zG_BgezXLvF5ef4_#uUkuV?^R-ej%KVBs}?7i4Z$nNe7x3@fwadPkgRGateCrC51vQ
zDu!r7h51+`l#_ol*={_VFKR8pZD?~7@9p8o6PbG<@kpu~{Ly+R_2YDKI<T`F9exKh
zN?QiM6eGi;H0NX?JE!orCi_IBq1pa$ZGe%@WdOIYRuJjt^YI2aUKexOY4|J>Yclz0
zWa~*wXF_4VS-^n|(%$*(1o-ql+L_J|j8t*i%`~VF&tBcz3LsWURbos4QYX>j7ySuY
zuP0mD%$!40lyEY}w{!9rzNS64Phy%1S!y8kQ0s~XCCBy2TC`-PyAZdP4uWF4_ICT$
zibI=+psO{FvI&8#mMca~s447+O2sh~>FQZTA@SA=T?hqPZ$Eit4V7SL>SS`4&o8Im
zJWntJoUl!aligMdkLKPN<PSIbc%VeKlJt4kti}nuws{lI7upo!Y+lCdqvRD{%0Hk!
z!j)_T?bS@heVuCud_>Y-y)2G5_yh`DYN5fd4PhuEAD6-p+;}1nzJBkdwp<!XuS*Od
z*5%I!P2M6Zen`G<5IVLYX{0Ek4!=vTqop5~GO~nkRx`voF4#!=)Ca!0?xy4>hV?g)
zTNI8p`Mmu3D>%!9vJ(V%6J<<iyu!y;`LEXow_fNAr`Ry$yy*&~|LD?#b}iWBlLH`j
zEmHHXBHK`CyzvgNe?TZbvAw~y8h&{qy!pkAETn3<pVhXl;Cqw39Dvv*x~c)!=jD)N
zT?Y$1YV@)A(4$w~RhLVs4b?m7-pGG9DZ%2h<Gtxtjc`dlabU)sMsg=wH)`{w5j+I7
z(MiQC;OTMIN_VY-2Bo{uqfG*d^9?jN@n|)nGBqw(`Qi&n3W2TIA9oHk!vn``ElibT
zJ0k|&93~~UmzfF8(woD8ixa`!|97%lOz+RiVHw5yLxp#!fs5!u^v%TwAR3`2OX>L!
zAN<PE_kLZ{Q)Iv7^j}m5)3F+@JYVHs59H`e^R?~|{>k=gCGEA|U+1NZmL6Scx2_j~
zn3qkReZW`Wf;xRV6lpz<<mD>k{0<JH5yGQ4YV7rbso@M1;i}7&4UjTxO6}+^y#-f2
zHR7e`rNdTcD~0&ml9ao9Esx-r<`c`NHq^5Q*v@U74no)s#`6$;i@3w?oFtdLW5bah
za%Xd(<`I^V*uyinsz$*Ga4wRn5YNFN1ufRfU@;rTt@rTiFO;Ac=WW+Ymaeys{@{ok
zl8o+?eJ)L`D-qfwUHzV<1T8j7g_f$}&_wDmYxwAIYyTq%yX~C}bepqf;(P!(R$PkZ
z!EI{xfT`#Ml~r0Zla0&0=zdUIJNoRE?)FwcVx4I!YTknDS&N#RAl6?`aNV6}VT0Hn
zVpoB%7FjhjbM~<_H!0yDQh$Ailf{)<zeNVHeOl2tPs|Jal^k8$GxC94lMRml0&xW&
zs4M=r|KJOgd1<m};5si(?~%1Sf3>qIe|4adgm=805sh7`e~jM_?;!nYvE35Ru&R}9
zq9MeE_+U(J((;J5iGugEbfHS4vgjl9BAiDj@7|cHUC$_;vczwz@Qz3s`NQ3O8AK)n
zZz|M~kW|Gr`pn%m)}doEvg|x0u-&a1?NuKjkl7T5-#z6wUcc39<BprnNH3cjDl_|r
zu_>Rb9hnPy2(_sa8Qp4%z_6B0S-yR?2ZwKyIdN8(T5UpeXJr{nEhFYF%yN%Lg9c0R
z`m-=e%2cF<8WmuRndP_ow-T+<0V*s_i$|qH7C|?6cIz5l&?{M0gg#f}x0a+`PX?O-
z_km?&9r!}x%&Ao3N==`R3R{ddQFurfI#+VMM#V+C%_Rv_GMc}U5*M<R$@9t;BHLyf
zz)UfZIvA`q!k^mV+)YmpDr>BBhGoE~6R<m7)FBS~3k;JNj%RQ?*XWaZWpL$2M#e7}
zZ&){s&E>E9S<<|U8arx7S9eh#PcFOZh@i}dcX6|y=y9Y~V3(&8p;BhTWAmH~KHL8g
zJ=Qd>>5zS%p;Tih)z%P?7qSknI%5(cQ;i>}T=2w&7CwTx)y9hYyc(hwSs$G5G5xS`
z?h|gD9L4wNaQ8Z3&C${GT6k(ZQOF>&V%U<EDQQXJcYbiZ<$(|RuTzTaw-61L+&5@|
z*{OAUK&7;j_DH-#DwlAPRRa4Q?D75d5`^aY<(Q=1*9;;&jKur2ImsU1%v+!0NR{iW
zD&J>DIS-{p4*s5M$6m>dm~WtuQ~i%mk}`TF-U!E)q74NPJ{AvVRea9dq{bTX!dbgu
z9!;BC{4%uV1@ykbm7FebI#k}hesJjgGKTk}8a<)8yR^k7gdn>TVG%ulsz7dnVGNDe
zHJqA)HvKJ_ZnvS;3>Q864}u{LR`nb7Xd=CG_<`uM>VbWpIN&|UW{JWxg|a53#W}*x
zd~&uu?W9j<z>|M%$M=J1eTOJl&NF*Hd3}u@nL9(lq3BoFI9X$UMTifWy?2o6>!=c<
zIc*2hct-sE+czdk9|EyUDpktcr15!I#+=Ea+LL#@MZ&M%8pDXeQ&O0X@+nikisj5t
z<z~*%IWAF<49L~0-m)~~7z!7EYl0u<L-;FNVVRXK4LR<ziMXvqyjJV65-G;X-Fdp1
z5Mk0%sInj&dG`d%y8<?ga;Q%Q2UyI{V4XmlAUA2OzlYo|Lz*SAN+^ioLl-)tMZS4n
zt3xu_D<E}%u_(?&Rf3K^{6JpT##k*9oAl}D6M(Mn(d|U67!!k=C)4wJ5|eXHUFszE
z4sMIv%jH;MzmI3j6$brM8CFWWra1WTgPEBQQA@nhOcB|j)Bs{K)DEh@w%2vGdpa6=
zL}^=j`7Y@qRA8vDh6!e9%O-Nu(;B53L#NYOrMj;VvIM!>sNN%e5B^~-lTd6@xy%t_
zTEZO?Q8vZ63YvcoAN>>NKVyS(J9>w&$C)(xyq)TQ*>L>WIw&I1>NEq<G^%zf!F(a<
z-tz>^j=yE8n49bZ<tEEc>~H|G(Y&>?Lnq(5z64x@te?&6P&lKRX+savucRf6_I7%j
z)5aw2TQ-*lh5*Tn$iUv?HdW?2DxAus#~5Q=U*#Ft%sz3S7nVmU22$icK<p~%M!TsC
z#~a2`k+sMpwAxjU-Jd^H)?R~ZGZ^Hy&s;j*TWhDbc7@a%uctEW>HgeL0{v~pQHV%#
z`A0oLT=^sRvMHmZwHNq)99IFiY_X-e>_aMx*ao{m_~H8&+!Y#`a5+@bHbN6OTRZpg
zaIpuy3wCKoTVC8#QE%3C69MY3+q=hfLlyCHCWnr~#EOThtCzm?ok0mew0=z%CecQ%
zSPIU@8CJO9TvS9+0>o&5BPlJLXuLTXoUYyUViLL0<&Kke=_&J>k%`v4v87TrTw)~b
zztjKQ%&8U28ZsVjcfe6DoJ1<g4cRE08XPM&J8So}pDi0L;P6jh>|_c}51B7HY(&<J
zAiM7Zxv$e^jH7U%<fu75(RjVo@#YX!9AWb&nM#s!7^ttr77loe+g|~nJ*@A&8?3Tk
zvL!f-4QgE>CJ#;o9$h7Kky*rhvQr|Ky5)t3M#g(LZYg0RFiXI!O{q#YK)-=(m)5er
zEPMDa-j=lfU#-`-1>Vm{J(H#=P1x4MA0!!%6K~x8!C*}vyKA-x*V~^`vUw%~=VXgb
z&pObpoNlX6h}%dXx~D_P`V#8C@+sKf{ipn_uwybkP?Q<Jk1f25nlkkuK8hTir+A&6
zn}J(W=esWa#N{yGWSwI9gFdQM&q*LrLcif3v7<KlBs8mVU)b%ng$^mrC4snV_GYP@
zH<ovB`>}<N;U>7xtI*XSP8j8Z?;Vk@q%C!M*0w|?G1q6!c(MH?P?L<TyKS5^E9OaI
zCVGyF*rQTEGd0>FKRLciWuvrNY%D!7$EIGbWZ{^DsCGw1)<$Z!atL~x&Y~^L^`rV2
z#H2)2cKkRFdUjmhQ}wyDo5*wGp+?f7{&+rb;}XCMr1@nb+jG!QiT1TI@6N_2n<rnn
z&gw*YX>j?niru{RS||Bgl62+;TnZ4EARwflnBIlJTW*&O>@~2~mpV>0?O4jP@ps_d
zjtbAN^cp!?eGZ;s`m<^hsZcTMV@;C!_e>$#$1AML#kj;9_b0{D8YSg-64Qm8d3YCz
z7+z--dje~-5GMN)|9s*h>KS@K=dQy}YW8rL<BY79Cp6NXO|@$6e|r2F2qzEMWd2>Y
ztw&gOzh4-iY@mJJ`abe}9Ss#`iB_twO6ZS6R^v`cvTts`rh#$6AruI<bY238+`)0?
z!5WVc9pWp0@J!z8p}bjY)I-~(zS8(onpH-4Ur7C}Qwb``(d$Ubg(D@gKdj1?W821L
zT}jG&$G)3zqaib*-gAIHUK6QbSNA&Q{o>NGfLq_TmaN@N=2T#d`_#NZdLBphn~Ugw
z+=^57Tvw4Y6!|KE(M<luZyZVgbz$A4=e8cPS%-SUraqTsXcpOh4*<*uNFTWZ&aFiq
z!@sIViI)ET8Z#O1aI9%Tdw1gdcoSAI^ng*%s#jfI2&-1gq4}2By!-X=)gcY;PX&-z
z3|A4fq_z+JJqXn{NsUZ;XX+7xLUlZCr`}Ju`X#FzK7V@qYYNqAv`K-Z-^UeOtA@=I
zhVl}I$|=%3&OJ;T&Yjo}-`)q;<?0lRVGBjw*hFFzqx!NdQ*a^Mg2ai;?fcgr2?BbF
zN6bLd!_?}RvDxdIov8gZM`j;=_@ftdiZi<4v+smnhTy}-Sd#@iYLT;_7vP)Rl5wiI
zlJ5pMp#F(Oh%bE4oMirvPNnh$oaak5H9_{TPp2ea=gvF6bx7iiJs4MJCDxi2U&4q&
z>;DtlCUgMY*G1B2_h4CaG!TDPl2TYb>~SH-$&+O>vI@t*HVtsA_MR$90dR_C(VXe&
z^4f$$`TCest`0h@;L_)t|Lwik#9)$K?{8Q_Z7@MVCYxbK-QegX4$AwFwZ~IiD28{C
z>!qkjU>CrC*<tR;r(@$y>eERSf(EXNnI`Bc5IoU^>*ZdwqFOe>u!hkR5>}Y@y8qyl
znX0<cvwGTs)=+ji7Y4<zlhhQ7wMdEa2nxsj;1MVNKxbPATCR;ramK;*hBrZ-4ryKQ
zEztbLXU5I`p!5BWhLiDpj-H$XbKAUBZ4IRbwY%T0u8ccp9h|l6{{d)wkw&03)I4Jj
zY7=|-d|c|!91Ry})(ZVDFxK{0EDP4@Hk6j2a^rjX5XK2wKW)LHaI?b9MmGQIf)z=N
z>4w8gC$b&+x+F!~Kb@WZj~)1~O+EKp&)_SM^noiPFb0q6gc5nuYj9k-`j?+NeR<U}
z@+#XU_0YEK9lho2BQKKtadKA>#DzvR+PFLLMfwY<xmiyIg=z*#YB*-w@0|(iMsq*@
zGjp{<a#RU#D@h?;u&kviYu2f>l^Xqt6L`&Sb&IfwtY}x0s&szyG5|OxI*}oDUn!B&
zQC8fIXM07?iAkyc9662lFY!sqP{`le>!0r@<-f2b@&#Wz*;~gmF`V(lwfUQOu8S7f
z*AGx{mrtdSJ`>^E@i^ev*S&{$2gbiKUU%ZF%gKP*48KJp-nh1-T_;*OFFgn^Y`}Cq
zxNU)5c}A8cvys7P;qgHF@tf@Zaj1VHUFG#(i}(~Ej2>ZrmX5-k<FcO%;Et_htxy#w
zo<Bs1w=teZa0%;%6I?ib-nB``mk8-f+2XwEa<eEW<D7-F5MEpryDJdz9ZAvuV<p!_
zl8R5)!G7A@ITxeTt5V)U9srJ>=_|HVS6L?J{gB}@$>_uQ3E4$_$n0MS(fc2B83nnm
zF%KNF9NZ~kemQihrAdh06VwD$wITy9j`1X|*G)ogmbUW+SaB>&ZD>obHvcYU=x<J(
zoK7Qz6_jg8|50l68JR(n^62Q`9{E1prF0GNY`m_?R+xP8!9E~wx-E@b!Y1LRk?Y!=
zHl$e-_qK6a-|lI)olG0pk}|@bZ)W+0xo?Oluq6|I!yWHT5--7}%O4z-^NJ)6o8T|E
z!nmwI`wy@jrO{oAQ~j+<>|;3VL>oO-vaT2E%%VE@$}*}VgbPhlI4TJYQou^^`htDg
z2`6tY527$kl9a%pqt6%$W{A?qXkY&eDkjrlqh}|{P;c?z!gIPyDet<widZQVxC%P0
zhJszzUAH2^8SUb$>Is`KyYd4T*XAq{kQHbzbn!*fvbCwo$`43f?(!x=%MUufZ%Jzr
zcboeTP$jBFw}*|Cq`&OD0TQONkGTDJM)G~&H8&BI;kp?9CK0V)9MV`eHA|iH4XT#j
zvnP3EQ=bEdl}}kx*GEvjwXR<zA%w4lUx=f&&-|HJckLu=zG1DtXQM@pEsn?z2kp_K
z1Wb_H#wLJY{)2rlTWoh1*&W+ugV^v!qJndf-Ej_Nr$!xMK+~(<XWau;*r#pOI-}P0
zwW9%4$ofO8hD(D5vc=)NUxQ`b9w!*e6Gmv=tn0&S<G*l~*J57Cn$PxF*O!)7yF9q?
z^B!<Pp3A_LC?9nk=Qt@{s)7BT(|3Ck*yuzq__5c)fP%K;cK;JtvEATvg~lBlINuwu
zJ@+>zV^df1WkSo$Y@iOBLT%_)qaKe+OuzB^Vu8X8q|%r&+isE8hX!h$GfVh)Y?f!w
zFI-s$d<|Oy0OBt~U?II<BXptzKR9rTmK)o1L1e(OK!HlirHldBHWwzFFCWuZmDg$A
zonX$Y?1R4%Dpx7uN^8-BHacsrHtUz2u3j8bT<=5MA!(;KK<gJI+~lON8#bRSN*Ls^
z^vY37heeiq{*_-(bdA?%m%Rjm0)r_1z@uRxXXJ(KzVNi2DK8eXpX^byo_VLJuJm`x
z8Du8P&B#s|c^UQJ0@K$UKltKg#BY54CyFCgY>HlbBth_^LN$?K_($-S=bLg0Qlr{<
z37njUOx~Tl$-Ume*FHwirx^_%deNqJ|0&Y0thM!Te1>XexWaNBu(~`T;7a~<|8(k(
zqyHk+muFw&ZeDhOYFWL#%l&&@c=%C*AotGzBuXsTKV$`D@HAf#Z-g_<lqs7ER$o2+
z*)Dmqa~bu!Gu3$A+J7knW4vw}7O%$46EdF`I<H6#+t~#Se;@?SZG{k!i5a^(DRNIc
z^VWQK38Z9K@4^)Tb{}B?x@QlYsuYe+_3MnC5t^SCT;USVF)VS(tywpG?@Qh=UQb|a
z%$VnUo8&y+KLg`8hP*1TEyiCZ*FyZ3_z7}CbqsNR)>im(dyG9`+Xrh-Z<GFhd^0ay
zNnxgS>7jmUw>PH5$o}YLC*<^${>mc=fCZ~QDiyOWJLO|NF2Py9tF~vo7K51YV2N3%
zeQuG)Mu;)18Nx;}0+PTB3TAf`!8R&?cjrdYgvC)luvePNAoX;PFFm`%IK&)C4`s&1
z&Ic7;DU=DnNLS$q^I|BM5%_#^T3*}Lgg!b`zII^l(~@_e3Pu<i)p^-)iT$HIlwQ+c
zI16Lq179K0+=swGgtcz!3f76m6sn@qOSq(pdb|J<yqQ6b0<b~t7g}U586f*LiSiza
zJ<mTu`#rWl08rh_)>t?1h)FVbQzfS-d0%r=z#g4MP8Z6Sn-zx`VLToncqY*&bVFVK
zs&4IR>qN3$@?o)x7$6OWKc7bD#Pb!z`{{~RKNT}5h(FX8^QzS=&}3dT`x<|!DQ1ur
zKamlC_(V)Dz>;KoUYWgnhp^R=I6X2EE~+egLT|?ZiP5w~UUD=VkA^cusN!9SpLKIV
zNp$W=Y^df#wA~X-k~_Z}jhl8fhW9e&yq@@YxCRh_4s>~{C}3XWz>{Gid${#DK<V@b
zyr>-Bd*6U6fc82P^+Am6idga48)v+jAejiM-1JraSYvV5=`1_<Y<z8)bR{ui_E|;p
zSO-ujz>e++G03x3e)Tf)-v}TgB3<94rg&PGn>AzN9^5oxQhx6ARsZ!g5B`m&%GPC6
zZ`OvRvIZb`4B|{^JC}r(F|nJOXH^Fc%m~LG44%2-J&SiagBAs%HD8wr^5j%opf-fx
zCPf=jdHzCZP$K?ezN4p2G6Z>NeOaSYSJo7e2`<yM_e2#=e+Y_Y_VNN;6t?2-EGlw$
zq95<RH}e$t>YvQ*FXN%u6$f%K?lzm;(tFJTe;{{YBscm61n-uVnQzNV9i#taU2m_R
z(+-H-__T<pCHLe+tf(pn12McIqz1T{7w1PBv!eJfnbmv6gA~@IEf-59DjjAdCMP)L
z?9G;Ar@ne^W#ezaHlOPt`=In$YsqTru-BE3?1o4bqW3KzOyjC|aTXqDR;HesypZ_J
zF>L<ydN^9mx}J2N5E&SkXvH~XH1R*7?(TcA0wAxvx|7?TA3-UCzW1D(4aBN>hPqx;
zZGP748x5q-*}d}P4B9sCdtH7~6hO?>u#xmpOW~pI7DmF^l7ITVO+{1dM<5W=NR@F6
zt!TCS+~d8a^qIAZW=i;Hz{{ieCM;tAwh-7OC&^K1c!;+U)*ptI;H>=c+@;#-83Ukg
z<;awi*RBvQT=~5f_;I(((_;_x8&ix}L2CCNJE{qBmGixK1oT-#?Al#(M%_)bCpGV*
z#ICsrqMk4L05;L?)L(A4hUt+7-vRP^8&)WxAj37ihtVBwUtQ+#k`!ghQ7^ocaY>^r
zgp!M_U%Yeg1Q0i`KK#j-;#@7PWau$ft2Pw0id3UDpVM_}))uQ~e`2JSO|5hN;-@%(
zpUJop)U0Q0bL?%$#itLs$Xmcw+zb^RGVr1K7-phTE>Oq1e;3<$^TEi>>|-RUpopK)
z%tP>!b)$opPsm9Fn!elOz-RS?2fzb{TGJ)fGdpc1@q7%Pwdsf5&>NGnU2<j~+zC-P
zA_P+A7Z-EiBKD9z$5ocyRJ9-6iE|fwy44AOmTIT9<q>}%^alqA^j^&tzmB+TqYVZY
z<M#wuz9#I5>OS6ZVi@#ur6-d?2jf`^)<;}vCvAagZWe=HuP3*%uPEGW5q@yN{j1jh
zQ`?pz8yplt8)Dfmomszlz(kNZ)Qi&Jxg%v}J~TYE%vD<wtwh{m5jTzUe(?;^cEwTU
z41V^7E6!pKc2h)EW@<&@uGD4J&V%^9uQqWvdEH@l5vg~n=l5kpM`q5%`)&>jMCZO{
zO;VQxV6x?-^`|_hfmN69>=;(e+*-dqGwSh-TE0Nsf)l-Vre8~EwbvSh$4L3{ef#D{
z{nXnhqpZoFf;%DZx|~C=@JQ?59qZN}Dk^`jS3412FkGreOP0J;aeH7g%Sd`uG4Sc*
zzqV{=@96aM4As#mfxF>XV$72@Y%VPT=5_HWZwmNjF}GN@9}>05+&=6DMuGM@8gZ`O
z=^J5<=4DP|*`J~2UzAo9XC#M3zK5Bd9eKFwWd4bauulKc>f4weG_J1urdBm4DLRRH
z%4y@k*kQw@oICK@N1^<_$M2J@6z;BnB6^Q3@H48Pz6ayEw^ach{eSG$ZRfX{+V|(o
z-ZQP}^41h*HEEi@5H78J@B64%EM>yncb*xrBF=S{J<r@XI?9J|^MY=(sT5@{t&)-g
zNh5Y7AN1$U4v*VIj>YAMi#Wy)ZA3oi(ThY$ePCHsk=xaBVb1}%CABFaw`>hlxj&WY
z{RtMDvM@=p>KNT5e*!!`?ctigO`1D#Ywu*8W^n6;qly?0LGEJQy6shzz<(n^@bK*p
z6b5_JLuGVn;<NUMxd!;@^2j!z&iWk!tN_5wbUkqq<SYnYn?qYdFF$|f$o;)uLE)@I
zM+hN=ik$SeaI5Va;4Q=e-uC!Mq3iqC-}*02&z!usC%yyV(aV&Ph*l^!s|BecQDhfT
zOb1%SU;7siSwhlB=m*K-fw;hQNb6NY31CHZ;V;)o$1-ktdXB1P%yC1jZg4`M9b%>Q
zn9-@&UMyP(Tmo5;$X2EM9bzMU|8G5F<ws>%lsJG%aZrVxQ<=2s{ImD3)8rI8PKp-8
zzX3@vZ_<)Aw(yz=X7kftS`yyQcztaookLE#yJ-+ljeVH!bjif#5pEIac90KIcP8*|
z-YVny8?l64z0kzML_!Q+@D3#%Zs5xA1zU$!{D<rMq2W;6VQFRxa403}xIdIx-aomj
z+(-Auxqb=xO?hZV0nlLSq!i3b$SyPEMs}YGzDrW^zp`2Tm<?xA;(d<>>mS#=sM5YM
zp-lC^-U{l-2`sF5cL?Xjv*I_igWvg7GS~)GH)<i9Vju53ks3dIGBr18vy~!yJWwA@
zy(cyLo#+;DNgkj@-14QLiX&c&iHxQV29Qsor6UXk^HO~Qz^AY%|C~aLWZnZpuv^|p
z@0^`N=F+ZdSZ(oys^r|jh?i;I6gm}j979hOhibmnxKn^9qPwgSjSKqg9!_K#Nh8X#
zPT>MV3Oc=e-YZ~{Su+n`4F(KVhs^v{<8E~gc@LM!)h#~g0H|}nbIZam34>g!D3Y`T
zJ?MxTPCk`x$i^f%sg)vYo_to)QT-M&t5INmJ~07++c=_y-9p)QyH?zNPLhhWWb$7i
zQB&G>$URHsGkqEqc7>zSK!$@GBtt!}#?NEkqeQR;0oHLJ$lQkZ5eJ$t*3pxf#^`2W
z6}$)1e50dFS4Eyat~pt~B}v&eUjO`^R5cUR@kgRCX?~gERR?;b$dA~}?>1?kkg=>j
z&%k}YA|ZeXpWDrm4XdBpuX4AE=L0nFs9j|X(&ih!^x5HnY_S^WPp!u~beDw*BQ02T
zB4o%({`88Q^%I{eGkPE!Q+qdS`+Py-w-(^5Hvs#mtu(_9y<0rtw((#AOVi&PDDcBN
zT}2(-IFG+rAGhSNAwT!{$zm31@G2wm9$=O7sn%h)>R4IW^K?de$}_USy@R!WP!LP)
zx%8do6)?kl!E}C*#)WRnon*bDHZ)y{0YZh~#jsg)vih7H^TY@m+F*0*UogF`P5pYY
z$c1LA%60o)Ngq|L1elNzIWOIYzG02Z5(+hG&b&?jV7FV+eBM#;ncChu7GReHW9Fac
z1k`4dGrU=7*O?Beu!XFf3^|R*3gkn@>bf=m6O3i~l!fG|4=$_Da>JmV+N1}GN+F@R
z+?cS19Cb9l)C9p9zi;QWMF6`10xm@%)G4<6PBwDAYD^=BwuD)suEOjo#s?#UGvF1u
z8!BsXf|*?{O{Wu~5reV$Ug;d&R?T^{Mok8CCr4~~-+<|beW12)UkpHc3e3-Y{4SL-
zc>hY0GVyWXwoR=CL=o~DPc7-A9yW3tEzT`eJ5?CMWnA({MMKJn31}%OshvoA^CJRT
z?+Qo?)ay#lXLbpY8UP1v3VOk5G4tVQbVID*&uleQ5UVGv$PIORH!c05PY(5ut?CQX
z%^g0^DMGeun%~fO2MmCK5=UZ0(5#A+%efP=0%8b|GF8^G#KOUv%E%YdvMJ$+fSma+
zps81CjTZ>bU$2N8ivqj`#+K1IeaH#dKziX@l5inJ?k4j`^M7c8F|5-+l2<REr+g&c
z_TCJ{?q2NqoV4ZRlKgx{Qx&K(CA1M*%cn~3J`(KMgt{rA+|J03eYjrGDUiWJHmACI
zOG4=g=2IcN9Kgy7&d0(62oF;BsG2j1K@-ouHQG$iUrB#eAJZ*qI!wLK1XFT9t2E06
zo0d<_Ql%q9i;%~nkbQq4m@HY`Q9B)&(u3O}e%ZgCX;sr5Qb~ch$+R_8J3uGGV)vyZ
zLceBwRk}c&=@z;R_wDh_u5%s?HrRf>Aev?YWdF8&0rkhE#1NNa+X6pPvqAg_U3$8i
zRp}uM=#k2&4%kY8)4cFJO0gCQ0S*D|Hqt6?CldWxefjodPxgh%5MtF@VsZvzBQl}8
zoNS+yQYSfa+Z0^V@$WS(Y<H%y_Kj!ed;=H;gK@z^PJJb78~=0Uy9#^!N?fEC@R^Gx
z_@dY2lHYl^{QK6t1Z%sgJ<lBK`p%DPgt2}eE+)rU$I26G@;*lZhO(zGgWSYdrDa1@
zFseA3?9yjiCl{s)s?!AP3!>b{75dXwGf17DhWvNU&4Py3j7Ggb&!a(Sv@T^7WvZ!*
z>h(lv8lX)fn04%o7fO5P$%B=EjOnc<EZ@2UoJ4qJ*~d^=_Ani;^NR}+v}uIds3sYh
z3W*QCqk9Zmq{^kTyqT@~3lUrDQ>-4Cn!hRJrA;jKtEt^^032k7r@e&^0DijUw!Gd`
zSCoAkSU~vCUwgdyYHDFo!xj(`0^tj{W9`B{vhY3r;@xb(Av!V;K~*HcHOf?zxFOCV
z{A(+bCpQ5U;>3C9c(4GH+}Mpe`{gNwZiShqe#~?O8{uRlkDmCU5@R1$^E=7w{^Zzn
zn(F`h{2~z<wDzghq_YtOo%D>rrDCsq(xDZc_H}vibb`+Pp%<yM*q~Lx?b?Ybh@0Gx
zOU5+HBsT-bNe8@=oPcHI5{j}!w|W-v3Yh1ki&tpu|D&~I_7Y@E10ZGrZ*aG#X@HVu
zaks^DL#ldlv%<_lUnHp+LTGLT7aIFuoi3N%{7XL7O0V!qv}eFJezlS~Z$=E)*iI2N
z8(1sED%m91_b^kGcYGrkk0G#L8(CD5RaFwxFjk&oN`8XBt6E%!S-F1x9w}>pt}H*w
z9u~+RHau@D98T2Ax4GsO$i|ka`~Dz)RN}FkfSv=aaLey#JU;Kc-NGO`8{}LzrR^lW
z2r#oX_5LHO9sU;d`AU3&CP=aD651KM39u!VniaPH;E|YD(Dn5z%jdfPV2K)v+wT#z
zm9z|0%OLIN5X%rB{vz~$N{n$HQXH0G4KU<mF9;YY(>Mz;kb}I{?ei0%`vZ}F;UE6b
z=LV?<l#9C_KVQpMe&1zEjRX2XzL9=m3sppP1@Xnt?<fr|dXm>J5`sc`eMDe#Km_rq
z`hO;-qLtt27;^)}i$AL(`K#iqNh_F*5aNa57sC$$XCFXi7sv8KA_<_8!I8Nq!WUyr
z(i{vsMx^1Wt9a{1!YvL0M*1EjP)eYGdERPtA~}q$T*2JX${&KTj=`X{$j>3`8S#$M
znh%nV1{L2QDmgTHxNK|8bTF#OtCdz)0Up)NR;^J=%d}sbCXJ!K>NT@O$osbiAJ6+o
z=>a=xhKA+M>S+b$#4iiE9jlV5vWIVF53gwDQ!v@MDPsk;!r}{24=nvY&-tTO9_9kl
z|2Mbt&ZP0@0dcDnd3hw2cWjo0(3}-x-xABq3gj*xJSu*+lT!Q(k^aG?U5wp0FTTN2
zEWuVdn0g3Z!zs@-WPL|i{<+ghz@I{?2MGX-ct;+35M3J>fr?iSi5>3qAN4&*?H$jP
zcKyV6pae;ZD88AkH2QqP_r1Pc{91iVJ@npN6jipbmpyE<S6*99>Zm65uR3Ru4!?aj
zG8z6!v)Dz{bAA2z3=5o-WcW5^Jhl{B&wa<X3lKb|0PSli-$e~O?qXoba*b4bC&yw!
zHHku{g4w_rCFofKaff=7ccum4g$y*RmkQ9<#)U9POYdH^V3@;!WG-5&|0UoI8(G-F
zz-l8O-w>H%2hKGFmY}C$Loz*nDz+={7C}N_yWg>N40;ER@6ErLoyVKXVQ({r9U=Mw
z4rHWW#Dy&sTu}LaHW)&+UOI%k6X&@nuxIgJ6M!fAuft+MTNX23l5d*Bn3+gI1n0*q
zGVLpgoV1&0<tJB@WFFU*WX70rm`}VY{x2wyBmv-(dNqfdV4S=!x0_FR;VrQ5FQFYf
z;}Q$}b$CO<vuUbheu5P2Jhl}md(iKJEs5`=38GD-6#~tG41q@9jOx9Y#b*%Do<E&_
z7Gk@_dIhcz4a|nunHEQL0j0yExxCj;;ehmX%0}%-7xD+J#21$_JF7=Lx^WvT!TvV}
zDAb`xE}h>W-8`ECA#gW%5Y!<%*RKP{f?027$AEtzTuF#@)(_O5F_x<(I_0r~{)B(n
z9{HfB1G_>j)w!{C7yr_}f}FDde2?2zm<F1XnkkJEAv}#ravYS)g-_4-<w7`LN-A|g
zadlcz_33@5W__m<RX0A=>JQ(ucEpOStP_t#Y?6uSUb%$LOzVQj#yw^EQNUvB3#DGx
z{{|C+yjihIzvgIqY__9lD#0(!S2!g{+3+>c?Jwu;)6qJ4ZAtBani>A=Dz$JIR~tF0
za1LF)ws(V&eVAup-}0XV19=jml@6)`-=WgIea~43q*}5tM)h@}#Fa3QCkiyfD*o>l
zyvS=CkHA049-h<6zoM02qLt4M^rVE=OfBmSBV1$esi;qXIPRK!${h!SmSQUaeYK3i
zl3$TbT<`3=`I3@(7gbcK=F<T>)lT$ii*X}hr|zH&UNsAH_dLi9WVC-el~#xtVr7u;
ztIO4ZQDrmt$FQRn%K|B&5ddtmSDDE7RmcXT>nPuHF^*U#65Qbls3C!9?F|4)#k(xX
zB0a~;KZKvqk&t>0uUznl?||BK1lLlyd9uSY<3Lbh#y{%IT>H#~6Mx9?f-QN$F&5!+
z7b{VHI9EcA51XG6JSaHdub=rkuLr6~J9*8?@KwvvStIv>ySVkfFQO2AZ->XKqN(%m
zX};Lh-zDi)P!mR|3FZQS#xB}spwFk0q$o3cJrg(Y$eh*un>WsCBR}X?$ow*`0E_Ph
zd$z5KXzGRVXD)0%8q-FB)n8%Z$q>nC))(X4)6?CPvyRt`Tk&9iUg!iRTxYIIA06&{
z-Ey)ohHbpkkfRHpVa}MMDoE#m^2F^MpPS9g@Co$Z_02@RWyfs&N`&^&b1l1@*{3W;
zU#;}yE^HP@EAZ^o%D2z(E6c-{#0DzU)q}2v<ZJs#Qhr_38Wc5FWFC@Qj@)O`17?1;
z?+sr{G{CxIsrcjdgl}fM=xasmX;tfKbwO@sUy9drj@Q$W$gW7xOQ%{1iGaSYdOVtq
z*2>S&%1_eDf2x&_&K_pT9_H4{hZTs;8j9_P>p5oY6~NE)xrYW~UU8){bY&=f1M!zp
zGF6L9zh$AAKlMj?4$y|&J#*TNhhv>1-sV)ynK?;0z`k^X#fQhgSVAHsvUR$$ROP{O
zp;o%qi0pVex5Ly0Z8IfC-zkgdmu<E3TfwC^RNpN_#&Nd!-!R`2^e9fnl_z~Z9g>;T
z0><<KpzBstpXfs3fZ0106IS$MA7{Z9yp9@fkB&ll@uS%XT-e4e@G_bq!^<Ibo@6W?
zJ&#7#HwS4v23u;hI0AEd<XJcr4l3SNLaf+e9)=WR?qY6)$lU+Sa&*9tH^5&3y4$U&
zQL^|s?~{RF2vz_Lva5yO(bs5Ug2l60wv?pk*l|y38XSrTe;{HjR~m?_8_FzZm^PEm
zUJzD-O@1hdbg{l4Ppl{+7?&sD4v+X5jxUz;{qN>JGOm=XCcQ?iI3QLkt4YmOB&jNr
z`<{(V@vZ`5MYM|a+KN<2_k+qfvpVP+dBy{yD=XyzIbn&e65b#o{Ez!w!8zl)bP*=$
z-It;Ag(aq2*DrGprS3oNbh6@7oaOkzV3>TcAFEVpCVTG{q<Z=ML!V0_UO0p+UYH8j
zOn)|@@G%jzO=B;oOPja)D<D4xte<!I{KU9+nR;MsRky#_<J^5i41u0`iM8Sgy=C|r
zL@VD4XNNH?r{J;%*Lo)7^;lZBd4ZlNPP_!O$<m4BH=`vO=RNJC*CU`_+c{w;HUE0d
z@=w;GONQLRpyuN=?V$7j5J6Y`zcgL1W(dFUL$TdTy=5<eP!Wv_4)E>>r!%`im$rcK
zmJrDoTFw85sqX-%x_|$-g=i>})j-*Vtc-Sc*^aD~b;PmvOoKv&Y#K)5pzM8AD6@=n
z?2(W?k98dW_s8?Se%JrGuIIUW^zk|GagW#Qb>Hvz$&B4T5cBmc3y8<$DP?~S(xBK;
z`d$ks=zr+v$oL_dpmwU|il*C<sKA6bg}+P|ba6o!=P{$C9|lNPvb!`BXIy&P9$N<z
z7S(WlhQW#Zyh7hwDTWT;4*X!YD>G^=M4y1R6eyHS@%=jmXHnLzW1pFA`8d8lYk00f
z{^nf&e0|R5Y2%u%l;v}RIvffD%g<Ap*D5=?B-=dAiv~5g3(_ZF2n+d<lA@|eDdXBM
z-!tZ_Z7PcL_hZ0&6JKB7%jYNFUxeJ4%6#c*;%6_mEQ35|%vlLqxf_Bq&G9F%3VNJ)
z`P?Mx-+j$^+oKpd3@@fy*C7n=d!0L1x2r$)PJLIg@Phzx%OCjIm|9eA4El!0C1$yY
z1y@iXSd-sHT)Z7i{62x3I8t!ShhZW$`msc<E&n&C?=ingn#E7Q?6N=gVBQY`Iky?F
zKfnNJVyvccr2A5gubR8s65JB2iw#-EJ;v#&=NONQYA#*8g`VfstY!7SCOAQ}OFc-N
zqSrK2KC_BifBd(sL+Qr6n8IJ-4M|x_j=khM`<?IK1{UJZicCc6`N~CH-1+#f`%d}0
zvjW^|*D`AZS5$9~ZCgv)Yt8Tljy=Db^Cgrg81M2^SUswIVil!><X#rlI~*xisOEbi
zIy+QSLC*I=i+<zu5>kwZf+qq)Of0wdZZ{ogJhdk9gZv2-kb8U>kN#{#XIxe^Hy}hD
zuD0Y04((GrThRZy`!KP0*~n<Lsj$|Tc6JgNk=A+PgyHkGi-@CBKWk>7R8=H>t~_Kn
zvI~8YD!<$V@lx&V&IYm^mMP>-7i#<mUXSz~d*cPsgwYGMEuu(y>DePgV+8O6^WyOI
zx_7nrz6#5y$#U^TM|0J!1@)ZR!_B;Q3IU@W_{QDJnPzZ$TDi_Z{L6Zio0eKi1xN7T
zk+uJ$dc>)v??mfSt=TwTKo*rZ3$<@ooY;VDdwiEZR`+Vi?0oiK5$_b0sRS!U*0#87
zeyjuaC9d1Ms;m~Oo$uBO^_3pcU)@;?aIWI$mnV(I&W$#>&Z1fjoq3iF!W<B0BCS3~
zXZs<<DCB<Y+|LH}oIdp&H!}4Hj6F7pmZvyfTTh*wAM2|pNEEekS>+oQ#1ciS`~@)_
z0>9^Iag3SWRq8o9lIVc-dcFtPRaN3g+X{av75{pZ!qFCpq-xaozlSY-lnR!`TVI$W
zQ+j)Rp+Ct2jqRXEQ4^@@tiM#&9dOiFSGt#7dLS9UEug9JtRvVkq5jX)dl#D0b4zMP
z-tJT-(3V*={Jp41c_KvZik~oCPEh$#*&{+%D`Z|Zi|pTHep73SZD_pBU&PBt$#i%h
zsuq|dani|BC`;Hy0wX9v8I!r^klEdl&=>2hFE#t6bhhr1+7(WRt&w22S>N;<`EKD+
zrWy~LqYWsV{45(o<9-*KJt0e&4S^ZJvAbt&_-@o*UP;=EpEBzfn(s^MaR)6Q4JF|f
zbT?T2+|Bb8+4?QwEnTa&R!frF>Rs7oEtObkS^iCYMn)5G8sUFJcLZgQY#u9bAFiSF
z=3cso>S7blym4(NjVid^!jEOO-=Y9+D`1>syEGi=_+#0ILeh9)sDvH4_~x3{402)3
zws2+^C1;3jh*g5iy=*G(68sdr#feT=;-}^HzwWzV6>$Wm8n2U#Epaq2zNE_xdPAZ2
zsFbN8%;7Nc7(PKtF}}AVLDB{$mXI7`pI{Q}vpZ3O=f~B>>7JFem%H}2c>Ai?8un@;
zJ7(_usrKQzV#?WH(c9W|2sWWPyc-rAsd`4>Jc%)ZrTRlj{>O>xHq{!vhtF#4xl-rE
zsR0nRcRKc(yd+ChOv20$+|e2HL__0Yl_%U-^PwbAI1G1iG+i|tr4jziINw;)sVr?h
z4L9moPL|6JL3gqn|H5tT!yv}7(v*_lD1y&Y8Qzz^@NBDJ#3u!c+>r6PDWA(xSC_sQ
zzxw;twF)hcaPnvUVaZ{JHWSyMwr?reQ~&xNXx`^)Q;~GL;+J0lp(-ye(fxL(B>~Y_
zSuTu;`3GWkn?J-VynAwCeC~qL6APs~&)Zk4hXO+GSea|T*<(B~A3)+PH^`MOETk-e
zQu-Ax{jc0^o(hGR(d0YK50vXQx#VC(&-y)fTNQuF{!$SiO%Rte9l&|~d)nHKNML6K
z21oN0ZIs#^?6ES12a5b(+MP(X@uAzUl#Zw2+CNDhW*7D~_3+CZcGRTR9Ig$%GvY4v
zIS=OxsBIl?D9aVy{g!jmk(ceaAF_A!6&Ta@i<ALZ&J#F$*(Q~)*|B`)<y4k?R3&k_
zV$bs`_0(;|Ojv|q)dFatY_4F2R+2KN%<Q&L7@dp52%mGXtbjwfF|~JXd?@+PaHg2#
zYvVwbt~yeYhOBoeW7)(UrKRjrgzik8dd}52T?X|WZ_?}@RYCs)o@cks8ip0nZR&4R
z$<^;n+oRr%#q=S17JUt7H3bUr6yDI~M!o0NH*jVYMe60l65s#OH=y}f9b#kp@h%IR
zn0EG!#+}6Ai@NoFzZ2N>;8&q(80Pc~Rri?V;4WVw*ZFV7v7+>86x$A1i|A|o*KeoR
zt*i+b)eXY|JA)aoR$9IR3xW!)3kz~gsAiaeq=9RZurGAMcwhNbYBn3uSCy9zZnPzs
z9l^8`GAp<Nhllw6>`#OTzbha0Y)R~0M3FP9vIi_=-J^;me|RIP0#QEmmUU0wJV%<X
z4z_;9(td+t<odt;tBpQh?nTN>;kpj6EVh~5+J4+^mZsPFghiGjDZ5l{{dB&yb%W?0
z{M9uckNVHc*ucv&W0^MT{?U3%uu>kg5p6SECyc5*x_wQT$&v|^LasjDWp|LeHX7%F
zc*v1ZScWf>3^wUhx*>a3Z@L_r_$Xr}au4j>dN3RHEQQ4!i>JcQPcd_({QPggyo|DP
zinP5HcXLa`8r(lqzAX{!LDfCmx~+1&{Bv#GF#~tw4^p1@P|7v9%HZ)=2iv#LG9@Fl
zh@@E#8D`W7>rp`-WO^GLK|KBoB~CX<!8&Vj^@t`3E(NMtCk#N{x_N_3lELmQYf2*j
zd&a`SG+#65R0unKnn_kpxPdQ~C|JmAN*g;s>3-!J>M7h@P^;=~g8R&tU_dQhSev%N
z5t+w$3MMzF2iXNJiM3U(y=3~qUolo!5@)IUrTL~gsbcu5-dq9oBPomAJ{ysZ1>fN*
z<NMW+I}d!;dCZv-K)qIK`;f|?B9=N@C^H|5luepPe|&d;81X|L6Eny3^;7b}LIJ7`
zc^YGmkXdAGXRg6#6<EJn<)C|8GE6bZm_exr@_tNk8?KFr%{cHWm)t8MB_nEd(^BS*
zDdE4}I>Kt021K!}HzaYS_Gzr{h?R|97IhG1hdtJdrXuV>{6s|4i;Y!UTf}K(^j1$~
zXz0O*^-g`&x{@666K(jf&H_z7D^QkbCpUiyg{4RJcW??d^-1D9h}BOJ$C^1m=+u^q
zvptgc^nlq@Vx<q|r0rDw-{e)Jz0p>YLp=vuYDDMI`x6j>2{_$<ySdwG^=@IV1zjpA
zey)WRbLpt4ZB58yqMQZtlof0~iCHQ}XU>m1aBbba-(s(XaHM5|roX>qhBf8qYc0gu
z1CKgkJXIu&1wC%?37@^vId;xDnuaucoU#c;sr{C!sMNkZil!FZv;_}`9ndpor3yYe
zYCp=H+5I%(k}X<7m|p)~$*w{x>Decg7~$d2I$?{l$=@uA^Q*b*PuB)Y$V`7EX3xPE
zKl42xE0-K;!gGrf4%(sx7xN~{52UV)YL?WA9gxG<2j=Ne^}oXn`lcXpbpL6;BdjUm
z0Y60?SZ<qP*usBOSWAe$Lk7}&2$oe*@GJ4~JGCYefyEXV{NegO)zS9<`(>{y!M!SQ
z21O*fuj4EPF){Yr$JV`NU|p_sC)3zQYS3$r#yP1(ySMb&wR&Gcem-|@Ol)M$kvjs7
zB{qx=-qioi6Qg{#A&_T!)bZewUBVO+$IeheD3%ZmyHMMga`NS<$OQ!o3(BACtIeaW
z8Mvj$>tOe@j3S515dAgmV;$yE(T7ici@4(97qkKthxDQogMjzqv~UMn<#MmI&d}(9
z!erDYzl@W?nW)NEY0pZk88{PA1&7L%@4Wq{om$Mc#Q%=yERTN9@I)h|vLM{PqMvg1
z^WX(0BV-+-zoug4v)`N%7s^zoOQRh=G{y5DuMN$GHtBc$mW|iBu^=|0Q@JtPbT)nO
zloJka)$%{9q+qA)u%aqy6soZ3J9sG0nwAU>7C%`jL7iv)l0O;Q0dju50F52if^L^0
zuQDw+HiD9;se4fbOSHriO;EG1a7PmG@BZVdO_bG78Cn-8`_WjPqOxxi=n%1-sh0kc
zV{!8B(uFOH#sN*q+|>R@CM%F-dG_*28n)u#iDQjEO2KTnqgW#6E`2c`VW1(+s&!Xm
zB>LuU9kAJUSYfJm)0~ogKQD{o!n=|QGExEcCiakcgP2S<bEy;lmWmb*n$8&9+}~Ey
zN3^z{8hEQ<*%w_cS47IbEzY*gHSLAD)HS|k&eFiMr_3|TnWw)gx+;lH*|(w&*vs3Z
znfk1)syn6<MSIEz$1nVkieib$fduHH!W1%Y_7BI0+P@Q~2`p|&p^<JV=Bvpr*;Sfj
zKhEvXU<V_z!Y#9{k55YED>43bMo`AJ$B^tEzrJivX)0MHI(rR0e@9*GYwMana4}Ya
zIwN#zLQ#4!)TpZF^;jB;sl=N8PFD(zzV?C=6M)B}e2?%mA@zOj!Q-{$1&REC6IR-T
zNQk(0|M7rp>6;mL<q>8_nn{XiH1^xcri_wZV0w(+^j$)eoK=R;5)I1h3(Cc<19{)7
zES<8sa`^~`ap?di21FISudmt6tMv4AlwZ!1c((Y?p5*R7BzG^(?43W1TrU?b%A_Y8
zKNZtEyXFopDB$JWjwDaluEkSv^A{Mv#>pMd%+974h(07VsDCnXEX4>Un<B{^@j%>P
z5fZi3!psdzM$8Lchgf_i7p6bEfug`3OE#TND|JiPqIII4IhJz7TtokRoQFzc=Vc=a
zpTtKbTkM~Ng|?{10;l0(&6F+SUYYeV!mPU$R&Y`7XzFN01ObuHxp4aDAD>a46ag{G
zEQDQRJR9g`ZT;f^PcP?`c7=L7bvr1dDd*v-V!X%C(8W(^GUt^YUgzq{s;QhQ9dhNL
zMclkaLGSVzfj%*csGT^CV0^gSg2I=j!DzN8zC#&<EvTk^@<KX}c%-0sKP-z3O4=?b
zWQMMk;6tdp0v_l}3`HjIG(LGeBLa%xcX5f;4FLf;&Pay#m7ORoi%4FHn4$VZ+6!}{
ze@Bs49J(n{LeA5upCfSAndfcZ73YyECxzpuYzF=?dwg1r=y*c8`eD*zA0t&@^y~+N
z6Gi*Vo?Hl+zd(5GLiSv@_Mm*^9Ha*-(n-szJ>?)zRJ1h7{>}+vxPSq>lC1o%*PrGN
zX*s|B+;RUn*a*uBNDkQ)xyASqLnEB>8~T)!jYQeL=pOz;ZbucU`>tZgI2?yM##Fg(
zU$MT+k8{n`?em!BEMDXd%iIhwBYd{ruc#fq!#6lOci7V9z{GB03%<v1ef&Q<IoI$j
zVEn@lyUL#IXnkw*+@g^(wUjCAXrDx-@rTQPLNP6LOzr;Tf7A;HCp@Y>nczghw!Su4
z&*4|BPM9~>dJYonkLht}hH0Y7!UEiMIO)vpMfDunINcGdk-m)}b+l5;VoF28Tdbgj
zksvWncZOP1qmN?LNb}xc<B$09gKsOyCq(3OP2;mBTyF=cAKQ=J^u(WTY|TlD)ROWY
zGn(jt7~L7aQCE_}kffQPTX1#>zJN}CN;0!sSF<wmv?`T=&wNk_eF?r{tec;4lis#A
z#c4OhxSYXG(aP}NzN^JTwjv!Yzar=niQoQgNgJzcWK}7hez43H+B_xH>}FltZ9T~>
zeDji9!>7E36P?pv$Rf!4WCf;5X0fUG9vKFouRBANsqdAkFH4&Bl59DDy!XL%a`872
zUzV4SD)>56Jvb}`Ib|lS>Ix2(*{zm9xpmIUHEK%_cX3n`>tSBwa2`i<zqT(aeBGL_
zQpV5v_3C~SQV*-S5{%zQ!;391U=C)@GPimcn<ThcZ4nFJL*L;Lw7Iw>{H;Em=+t&h
zq>L{ev5fb(YTh_^q84d*3T1!46e$x>B&eh(?lm9uSi~3K{j6%%<%I0g`;f<q&<?^|
zyU;QOC6u&Nq}fha{P9iUGbQ^#`g_>%l)gv1b)fO)ziYkYnfQ6kP+NbD=_{39Xjm6k
zFoqII9_NpNB9W;YG}?5sdFPqhuCH3c#$ki4&>|f1^0!26A7@eM{ynGfZ<W{gQCQaE
zD>EvoJiih~4v3myKPHMluM?LW;J{o;aca97qB48u9J0&O!H`ei;GP_Aen^3O>~rXj
zT3>YSDMvrtGNw`n&Qtc#5n!HSy((Xs+XoZAe=M=TX@|x{{Mv+%J;v`b3)2i&wGW#?
z^o(Z*5PZaO0`w{aGoU~3aG0vRkLft4Hr%Pa{GlYJkOm?)7BPi0;@}7_no-4fGrI*t
z=;s4?`v^g22Adghu7aOD(QGta1+!rki8=dqz8p-v^R}@dQ39hRp(j|vZ5(1hHcch{
zjpkUiJ$58o|G^<$7u7_vN8y_yf#9xP1*lyP<5r3J2%bHCCSSQlmJEs|Cr0=ewcUc(
zrp~FGXtJ)-?735vOU#3Z*iyFEeHa4#Eo3cC$hrH3_EzrVik3LFxNs(FysR_}?`vIy
z7VzJpU!-Sh7pjsLEfbKIG<GtnMC8h6SBQ-5{&SX&1;LtvnZec}kb<Ue{!ymSp%Hpi
zl(lZX`8>@uUw`IJ-abPi-G&Qy0k7=hd~kgU{&o~cQyv$Tj^^b{$@rZXrbdkAj_?_T
z_b6e+1kTT@P0W2&2_~F%iGGx@mrx{4lJqXKv8$xin6(hy-@dRy<RU^L3|*GN+$~Mj
zED5QLi?ncYs0Nc3c`I68<1_DUmn)t&fg{8hQIp?O?$`X}Ls%t5?~jLgYpRw~do#(M
z{P(^j?dX^<PwP&VOmc7ZShT!Uec#G~ZVhBa%%?I&q4`)Y>+zhXkXu3=<syYRHFViQ
zjX^fyP|y*1230j1&wN(agICFwGBKYAufO_~vcLGkuoo5jVyD-b1y1>Cpv~eRmtObw
zA4>WeNcuX9m(FECUVkQ{$73r?3m1=zKbkNvRqLc>aoF$`5YI`kYO$fDwh-)*JUF=n
zdnwXAI>*-9+JeV%<Dh)(rJf@ktE+`pHt3FVF3l2`6K0Szk9TUz|Bqar`Skc$iamA_
z#1FcI6g-p{slNs1;BM^eW_5Su1=O!a6_|Fhr_hT1){pN?GJE-8AESLV%y!bk68*76
zW>rN?E`g^e@|f3TqAEpZx3Qm1_Q$&a>={M|J!@d~*D5Nb<f&EB^F64bPbJFiMU0@#
z8YQSvGj1N}dcR(->u~?OgCB<RVEYPn6d}`8uhVXSo5k`*ThsBr@%U|8Eb+u!>X(rm
z>3FVkDyb0FFmX(4Uup2T$249OIZE~k>5&V2R_#k~yIYLsEXE(|9q-zvK4jgP9lk^x
zCC}t|nh86h`QM8puUva16@;3lMa>3L%yZ80(1*i_n@>S2pKgVN>O)c6ww(T%eM3Lr
zWm%sXjqe}$wIPS2^+a!%y+rcWK!VhNt|v{!%##xCo10_WMaVP>oe(RSP`IFnkT5$M
zKDp<CJzi+MXylV(xU~i9n!z--zs1>NG{o8hd4?;KUf;NiJa`Owkg)|TNxgmAyT#<Z
ze7i1RB*M;)kon}$mpbQ~D!tI^ClSr{{qF<9Ai68%##WvWbA=jF#}l_hpP!cU21rSL
zo5njn$@q<!!O6!!+65?YLgkJ|LK2jq8t9cCb4NGtGxYbb?EX2m$>F+i8*;yL;7kea
z_kj*1JRbkwoEVweK+QWQLDAcPdqeJ-^t%<?<Jx6e|C_`$&5yKkx*<#nyuA0*_dE_!
zqA0~5o5)((2|bb!zdh$A((R<BrYej?&ZDR4ZE<#W1u_Cl4hC1ZTt}~tHdY#GY~InQ
zvwZ+zzJJm9<4}^I@xtxShsciKQ_0o9;C}|{<J3oka9TaFL(Gm{C_-t*%a7q|A!8%1
zhR1HdUx(L!fQO+s9A1x_?Wrw@)AgcSC2xe&9qAa>kfjxP#hhtcBv`2QmAIcgs2R{m
z;?l+v{a)p3p33aLo!PCK*)5Q%U!m&&B_Jly!B3~DXb5J`W3$A1?T(lK+X5K;?*A6-
z2!kxcL!-=YTJ;=lO48HwnUg}95wW^K=QFig%I+cDXM{4F5*?C=gN|2cXTeNY2l=3*
zn1gX@cR4@cu6Izg{-iTKsPt0ATMQZZnX#<SP5LE~+hYUJGD7K3#}#G2JRQ#Pej88x
zqn>kO)TJuW)*ed_IyCe?edntarQL<TgN&qAQ;I|VL=!y%>E<h%w_%o|wl*Rr=X0bp
zCXfrs?XE!vilSh1z!J9Ss}8V=?9j8Oq%z7$hTJtHQlKa_it)~yyuVN#w8{;dnkS6g
zw)SXW2Md2I_mXCq!>>7?*7)il^loxg)Ac`Vg(PW$K83k}lY4uxTn}9{z!S4hEg}74
zHvX}()6G#Ro*IvGjq+fL5fTgBT2xgskNDpb3%wSKRCA0M`gQkr^o)8KXUbM69Yw6J
zw&mfaNBDk~p{qQ<F20y8C@urmC`E?K!4pdB5Ca^6vMGt8D}*0MZ8a#{-+e5_puM|z
zFw*C4Dq_+*@E$CjhuP)|H@WvOH`p~CmtSdq7d>AulD|MV3~gz7vA$-4GW45l35U3{
zONO~IGiIs+nCmaCBkznR6jh22-LL4(QTT@V=HWYeVrq8e0Lr`hv6U>WFNY!%k8>oL
ze>f!YG8gm~S@oPdIK>3Rip%Tou2`}a*4IJpiUPyE6pHutl-oEcprWEuvaZYgEp9MN
z@OXoqy8R4o=TU1<(o9TJe||}kB{xbw!qZT%DMP!dIKqr%rsmNERmTIL7c;W6pBAH{
zJ1ZBIz-&Bm&IvTxmUL5f?@E*h3N*znk4PAx10J5(kmK}bk#d?($3fp(tLyEUkP6&+
zki~|u+pNEi{Cih2Jn5Bs$qz19C1zFP&#I^d)p>9<ijhtjn12tms9YsAp5c+J;A~pA
zbK-5`-};by-dQT_eO(R5n*UQj=H=D&5BIydNnen5*{}m=l$4Y*4E(-2$akR%^wf#e
zVhydIQs^)7-p*6W;urP)dz(5_-)NN9QtD-9$+}0R7`2$5dI?=4H9M6KWe`0b1v`n}
z=E$E<HMhRmT_EkX(-<t1qHa3TRx0oG%ydP~|K4E=7O>Ek=S?_SG+m|>%uwI1v%U62
ztQ{MqDZ=5=v^W3F0g?aS^L(AhUqjdM6gtT5URZKXh*x2HMytHc)Vfm>&d`3tI<#mx
z!Ko))J%@>^dE1cA+f=ZGGvR&7?#1qiuzs4pQxRp9f2jp2IGLI+&gbaZ2VM$Zd9(Pj
zG>S7wklu5iKtLqFX9^68a%ju>xu%&=MktvDl8#Ayd4gss;!P%eFefEBm)g80U+Q&i
zOX|G;{T|ypM3cXE_Q-;x7Fh6jtnQ*vCSEwR83Hd2m)|YH9)TAcq{b)ApC&ggNs@<D
z(Ml*ZHuRzXq&52CqMz)G?K$y%9KBlEhL^54@uB`7T;Q7nxFEy4d039&RwE77F7=S-
zy~fbg<BbymManlpQ9Mw-cze{BG`;t=+|&AXxk1$>{Zb5Fhnu0&e)IdY8v=umJH&y*
zx4xXqF3G=OH*9WWuViz{IMogt)Q}g+AOX!!Rk|};ncZd3d><2>U5qdKniF*P^-^}(
zqaZ?2Q0U0*DjEL$?=3j_3e%Kg_QXVC`WlwFezIAVUg4=5HI@iX5{r_TM^)b{3N-a`
zjoM?0xnp<BUa1*>8X)02MBuWyl}+v#CoR~#KNQEDFnFfTPj7GsTYEoa@OT<kG?_(!
z;bCtvK9MLNq@rP*W7^bbL7$&4IFtmd`knGTaNOa;9S^UbXps$9I!gF=&;nz43?mW?
z$qCN0!ZRo10DAM|PWioCejBUX795ECDzSL_l+`1rH<m#)QlrL&#EaBwLi?HV6@#pt
zA8pYE9JKlfnSD?fq`ef8*s!I$*`xT6-?3B68cG+BBoYrJR=^c}g|R(WR~VWvNb^Z_
z{!E%QyZY){B^$h1vA%~lS>-s3&Tlgv$y=-!C=H{5QS~V~R@}>J4G@4kh>#v2hLQ;p
z)-GL;_A9yMcoJCLDe{XCF;h5Euu!H^HlndLuRhIP7J@5tmj~i!Hax7Dr_}eqDnj}K
z(ZsaqM7ge@2fYL%D^5PdBOx(`^NjAdN6A?i<b+oT7H2y}8eIv;{Gn$b$rTrf=B5yP
z<ET~i_IBS(NQs^H#u)0w3;g%h6VeJql&RhvYdxy{N@5PfYxR9V;XVW0Nk`DbPfqqX
zYEL+2^%{04>0NQk|5oZq4kTH^@XQq}s)G#eUyVjaHBoR`A2iTqh}HKow!R;~H*%-D
z;D0>v{VRBU9gE+7PnR41F>3!?F}`2ECO`wHX(w=bR?w)l(-gJ!rtQ<iA>IEO=Z(;!
ze{mGCN2@1V%Z6?2MG0_v6-iL{0qK~(I?&D+hrpZPKW<^zYK}^1TvS7D>_6agn86<M
zG%B<_K>P@+KYw2bA`jx&VCj7R8{f6i{C^X(c+KK;jsN`yh@rk)l`?3?_U4a?`(wLy
z_H4b$+Db_ZEz|ca59Oaz3Z1#T|4k9nrx@Db$2+&01cXXGp1{A#Pk_%neG+E$yM=(|
zuvIy9Zr|ws_W}>}e_O_N4H+~v02z}i{x^A5nBD|hK34}LFy6MmaL9xwINbz9k?#zF
z)j{U}?{}20kdey)+sDWm4A{w|Dc1|aQu(%~&aYZL5$xtGhG+k`CJdbJQqd!Btj|ou
z=;Ng1&>e33=<~*P<VEG$WlOxj7Sa6AHwMoA&v*7$xDZvgMr%6^cLP}nqe3k>{#$)&
zI0x`s*s8*5wxn*I*Kd-kz4}MxevygtCi1$%uLF%69)+WM(qSG_{2j>3|8FN&-GxVj
zcU|kqug8(?k_&F=HorD^uH9cZbV80v6pCAszFCviKC2gk-S0Q%fW`cKA9Bx<j0>Tz
zDLKya6h2o&PhLtY<&D(2QMi)1J5kno__KOWORBc5MP_WZ3M9d6XA20kLkiBr)qOZ?
zYI>Ht>_4BkJhfQUrRlI`o0*|-nd9!hUgNVm$vx|?kevztWMpPmSX*0b#Jzrk=oY`P
zq9dEeUD(*!%iODmVj`YDzuA^7>%0PkV81Z~$5XDCS%w&Y%%%R``2*=KpRl*L7vxs-
zynF64O!b-Fo1~=5TzG$!L9U^Pkcdb%W4VYf;SB@j@0L1KDPxSGX^V-7pZM0Xp2@c4
z_%V#!b`}hPUjpLM?-Sp@fA>z7K^u-@<f77Koz07GnHj;FW<uwW`p!CmUk<G)YCEl-
zlhE7S+o*2~!=<m-+}ym7sV{P>zVGr^P=i+nyx!8;GOD5w%aIlcOgBC9JZIl8{^1=p
z_u~s3_7>>})uM7r{(q&|Sa{&Zo0f1B#UkZ;lMfo1h($d+e+YsY)Iy=(H91yyLOq9D
zJx4rN*On&M4H`Y6Z2`_F-w`aiE@+Syi+UHElpi}&TxWhY;iyCmMaIP3sr5G55$Osd
z-qe)aYtZHC{rmU1;HdKnUS5?`v2NMgsr`96>B>sU()OJr6Rt!~83+CN4wb!2IazMX
zdpoNccRt+kaH+UUPJ##OkSBTl<~~1T#tg;t1g!nGQO^mH9mHHs?$>ypRQzzDG+NhT
zv@=s<eCEqYS;P152i@UU6+C9T(L0;VsXXwjHVq98R?K3e=g(s_lcaM3at*O8&%?tx
zj7QR!U!J~NNmx7iwI<(g@ROg#oW`BxDNRA5?5Kw(#TJtUrycbRx+pjzT2Rtn`rM1I
zwzSUtkbktj&&klAimp*0h(Q&NG)LR5LnW}u$d>XrDa<gm=*B|3;-VwDf!!jbhghv4
zR*^9z)p4oo!s*lXiub-h3;putLX+1>K)iy}pd6v7L%HftD3e$(hj;sP@!AB>-`Cl>
z{}6pSr0s6s>B`b-soUEnb)ySvF1po+(uV7(kln8pSv;p6>HTcI8uR*fH44qh#FUCA
z<VWspjz=d4ZjL?GTC84e_k>?I^_WbwW$T_uBAEL<9AG#1KK<e9Q<ewgjgbRK*x9p5
z8;cf$w+k-M1!=^KMb7^Ia5KIB5j{J3txHE^!z*At4(U95;K$QMV*|WlWJ&Sj!Of$a
z*}4u-@V>M*OFP-P8aVnuZf>OR3Q@xetLKQJW*ZL|^63U(4CDEVBLzAVKh7+DJ2cXh
zt&{%x^wlSG3V)uR_4N4n>z(t%scM**V8^9Z&6eWg;)sGekk!(a1DYvp+LGejzcQS2
zubcUld!Z?kv+U#b=WKp&*83|xa#ug)<~Of-U%CXAA}pYtQqF2Q-(Mnmlgs5=v~8MC
z*2K?q>2o|Pf&NyHYK&cQK7U``#Ct3b2Ncv@M&t9s6E8eaPmVYD&1vYfO&{tR!-y!3
zzmU4Z@=F;eT^trhv-lo9D?2Oe;*X>!K<Dk|@pF{L6mK@^Z75K)6$z@El+^P9!o~O|
z0H^D_7e*Oz%<dFV79UmKyrLy)+llpgSw5BKcTs6)=^JOeGRe`4v_3C<MSkktQyvEf
z44Fu9UZb_4ux@<O=dn;R<s>R3<f@&jP*SlcAFaG?xBCA5nJLL8uA(mX1j=IPk=j4`
zRSPKkC0N6<7eAgKr7vOOR?x5B{PP^`R5_i+Y+evAoL_#XC?kXKuUI?8t0tL;{l!<P
zq+H%U$B*Wf8lFz)E`e%yJXKJi4rj|ID~FrFOkR1paa$^!Oc@<?>u5W4N!jXan167z
z%C1~n(B8Rp|JQVwe*0_#`KeZ^4)>;}rrE{1J!P40mn*yDGUmS1nZ>mMr1e{xnsbY;
z72A=#Dz#k^$A#}bN;NVz{#QPom5lO&9WlCc<!f+kY;52oI_8<(Zatk$Bd-G9pdHEO
zj~}9DUcY|bDbCNIIkGhNt*SjqCb#jk2ZZDqm~HdFp(?MAjEs!k@bGXlX>Gb|b?hmx
z(*n_u+-gzl?=!bGl|FJ>N~)-A(ZhYZGm{`cmD1$`uCaXC=}rT)?BFk`A1(d9$@_4<
zOGkwt2^nU(dU_;&0fBYiOWv4`q(*Ax-OX_=dKRu;C3*RZpnLc3?Kurqa{IQ3mK8Iu
zugZZbK<J}Zfjx{xmc<9`bqI#MeeT@34PGT*_jri&{4`ZfwVsPL8%~a0S#1jth#HhP
z2Hkpg{R8|L1+g-m7agCi@^;Z>&1wkBV1B$jJ@hDbagTf`yVh;8)&70#NjXbgFi%h1
zR+Gx^ZxjqUeQ(Eh_IAN6(bwls__-t&&Wm}bC={v=;yfiR=&V%W&Zc&Hz`9A?#&=HV
z>aml`{@#S{?(V?l<z?y%Qc`{vJ`-^d%N`C)9u(nh_iGQzoBZ;i<xgWY?}(t1QjIgR
zA;UF(8~(%|BeR~GH|c@fg3B2(+B31QUbz_Gy*n8E;>C+^?Q-KUT9X<d)@)5C=iKD>
z(2vj3N?wnA{+#nyrN^u?7_R(ZBEiCI%lv9IkJ2{9&dzGb&s~)bSZk%OJrpwQ#7jP|
zRjsY9!^psprH|y2|1#Ue8<cW)h|KH1R6jXX>7gjCtQ@F%<3^(u>p5-5I<P3Akrwi4
z)T5%fbv#rSv-T*fOx;8ZBbr@odUVz0L!#EZw2tK4US$9sFI4Jt{MPE!xw+vQQz+sY
zak>6DZ4kKr?dc(LI^#-r`}cc+BdgyIsZ=-jrh-ooWopE~hM-$wSs$tpP>Ad+M~r}$
z!Zmc;k5^}zAkX~S0uM{(ach+vdL9w6&M307y2}0S3G?jk=%YiWeYF98t#@v6m$>1A
zDIq+Fs#nf^X;H9n|9yR)x?pc2-a;UfN2#)DuCK@pc4|P$cg=32^x?ogh+Tw$g~5u;
zd#Bis9g~Za`}54HY$VW+M4TlwF>}ck{)3MdzguLZwSyS$GDPj!QH#Kah~u9h(H~M?
zgEu=J;pJUa+Wz-p2pmc1MR@pcBv7u(yG`noo~k5R1a9%$cYnO2WSD<9QNn+7DKv^(
z@eO&UMf~S@Q}p8QYKMx^)^3_xyF7P6?e>gz(9ZJB&bOBzG2V>knIEq7Ks#z{YY!Yb
zdqaOqdAoXJ*e`#19CA~In{Df>n>^D_!__`pDe`W2Vc(}~AuyAbQ^1j)u<Bfr<h5L%
z>k}-A<CU^`K`QRj9$<Nyknm4wzPPKDRQe=e829nchX_C7jKR);a~(f2B!fV0p6I6p
zi=di{uIaxK!uh>y%`(D5LO+_DXZ$DPj6Ao&vSJP?t^N9A9j)YP3oG5M0&#u~g3_1A
zL0hIy6`4IIwy8Z6+3A7m(-0??KR5AI6%`kEFMns%DLx4)v!et}pd(k{iAwZ^zQmdG
zcUPaTrvRc_fk{XBuFsk5fFVlD!&|GW$?F3-Art9AyIaL)qvYOC(ewKMl0JL(!%l*A
zR9_$9(Un9g+l!nE?sgrPBSjkGHN`_=46K!bt8KFR5VYf9sV~-<Re4sysy4+w<?;P^
zTy<}k{JbfOJNeMBJd+~Ey>!yEBWEN0K{zWLIl8^E81(N2hZM@U#{5R)$%zGU$DfB(
zc3!%I!+S#R^X<ZsbkZ(W3~9*@b-NH}dKe&Ei=L3MRQ+AGSUWKH<81U?so%x|IgL4>
zZtpeShm!U4nF5r&6wYu=fy$5q8*(;yzZC!OMUDc~4~o)z0*umhum0gL!9fu3lC1K)
zGpM~+2R^C!zaV^$Hc~V$aWLRg1w0hGYo3vn<*TQwdx@5owjI72=BBT2r58*j>g(4l
z=Trf-g{Bc801P1p6ax^qff?cxpK+q4x&Lwl8-h11&ZWBRo`!F!LGT+1=KDG=aC<r{
zXpc0q;a|8*UJP<3A#2ZZ(b2db{!smO!qumK=Qp>MjphdAOfl=Z-p{nG0-BgdTN2fO
zUu#^@(9qy68+2{i_FJs+>QFH!n0dh+61)M@cC!s}M&^Bpb^gpwacy3oN)HN*TvSG)
z4~MMN-FSdI*ao$8sehGc^NI#3Ac%WEPgV449CT^oo)u~7p9{j)?QRR_S65eStNh)^
z0}soFN*5NY7Kh!i0K>}3fXk9yAiS6QPNjOS_>=a{1bMH|jT<+%*e(1&7ke!ZKcG<b
zoWpPd$}|gt<o*`|^XGZUS-F~c@AW=gQ|;u74|^WOo0U>)p28rzybIW>i`VzxyBB-A
z8+DvBx{FVK6<E~W3x3e@h97T;-&i$Jm(kGCDM*lavoWVODu`ebug1(q$`1D~ho4Kc
zTZW{ZM^sq{gqh*gTX=c_(y6Q0Ot)Z0T~*nzFM3u-d5f<G&>%lAAi)*LYx7&=foh+k
zuD$ek5H+NIMnmZP1^D@WR5nK+Wg-z?QdLbYTmh1vVgT6jbiA3T$x{T3JQxj_SxH;<
zfxS%DN|AGE0n^1dHYPn;s9LBL9$z1Db`C-oNEuvy{RQjYFZb03j~m_nEvT$KOd9rE
z6y=q58ccg@KhvGlmR~WM)Cw~x>;inXyEdPG@gb@UytopkE!r{y8~orY3^=V$80;^q
zugLZsWeWJE;?sj1x`Q8XMz6J}D#p{1Dvb2?B>=9po0d9;*UaWu;fH-^v8G%st1in!
zUL*Wz-haY}oXW?ZL_zcuw;L#ZNSly2EoIYcH|<(+smP`cb;0h}Tisx-<csn*BTx1O
z0B+E7*qxTC2BZt;cSp`=-hdk0qdDfchZAVKx0|jD_V8>Lkk>r@4x&<#GY?zh@7`r*
zm7+g2GkQ2yIOs0?&Jg&1-a-k^IH)z7hRA*vTsS#1>Ck!R_`C;RUm)pwQ`0%0OFVE|
z&>p+N_}vpOT-zSpGQmC?`|$I<VwCC2l*3)8#_v(psVF~w{8*9#Ku=}m1^DkUI9~R^
ze3Y7oMlPmm$glE5Oiaup^D4C%fqpOYOg?98X1saj10Xq7{!@JC&bbYF5FRE<+v{dK
z*KP?AD`)dt=vSLIfr>c-*-TIl*scVyphWyfC>UAbbSk&%iWSuB*Gg5883&URq509)
zrezNC;EIinO`n<9P)S3bIbx!+H9+LrE;<dKpr7+m!CKTQPl7Sp4MTn#DyUv*?g#Fw
zv|&F~S>m<5HjRFIh<6y01&64BX2R_Qg;1t84jzwE%s;<Wg1|zmPkTNzw<&<24|;$*
zKP0M5AwIV@SJYv%1Fj*sO9GI%{DuPY`$qE`-#AhfWOyk+wIxVC-hwnz<_#1_R)CMs
zZjbbWS0%9N@6Q;o?RFQ1R84^Qt6)`0yX1|L?Cy!Fe;-ObX%q|cNdf*bx`R$-MfpSq
zk;T30B=lD3KcOHChfleCwLsABXFo8R9|<JQ+e9m^_dfal{o2Sz3Syp*&20S67i1O}
z>uaSe*JSEOa7fwYP4}0eAMg2aaByt*T1Sg6&-($(K!Unh#oyPWV69@rd7WFgMsu>$
zPz1<F#X#Dm116f|mILdpQb*is-QWdfez07#*7xplp^^blw#hpCE!EQxh!_{1%E`$1
zKJC|`w1lI^szVG!wt>I}%hIq*r~*#3g80jtNs&!OEu^pv$lkFOJ5wrq_RKG1Vv3vq
zYd+YW0t7v}=k=j9eIB^uB&yWW<j>~v_^NZ&eCb16n!+Jo<?6X7oKC&&;NE4)lGZm?
z6&K2_nQ+DST^A_C>ULJzkWHGeasme>25bzKA(3nGPnE@a6&-8|6&HXzwUUN|)6>(Z
zwSvR@kuvqgC9WmvEaL2;)`ZWTA%ZwbsCV?V)#|JBTTxX_;;K-y(^iHJ+><_5!W<9Y
zMU=U2{?V^Bo0weuptwuFc}Vqo^5yUOq>w+qy|kNJuQ3Nko^`&ic#pznE*VA80Wi>8
z`j8WazQogE-c-D<?`F8x+22JN5BG<!mR0w;l(t(RC1ZbYw@*V;Q}a{4rsj*SI4_0N
zfJ;1wYWE~4tIeJFaEmp29>AF|DDmjnJoM1ilx9Aio#yKx9NpB_yk|U8E6^w=BH}o+
z?43llvpri7`{s=+*qYlvU~ealpSFlqy%5yPk_g(}>5hnq*i{z{BomD&facA4V~OTO
zPdP5l1c?x2yTBnAbG`xAn?+v+De3tvyEj6u;j_Q~X?Si{yEp>y>Sv31T`LmV$1V1@
z*@41-Pg}Gy<2#o;+yN-eXsfT-?sq7FuFpU&<VHTPthlm?-F>DTfhY=(n#TKbt2{<=
zA&_mJK4xN9nCwU&ab6m&r{LpHw7Q0*#k9o&okcix0pa6kPmN0Ga!Cp}>)Og*T8~H2
zsSy(2>C>m*MG?c9L>5Vjd;$V=0S{{zgLHLuZ$>wbb54HAX6dP++e7p7^Sc07UHKcM
zvjS;nEm^{fiUI=g7z{rHB54Yw`Bb!Tn=)WEDF|W*Pe=rVO}ZD%rvON&#!P3%8*ZgK
z^n5zr#O=j}kVzHtn%*KX**Rj;)qsvI^Rqbk7MVZ5!#?epdrWsewg@7}!JLWcp?+y?
zMAe{330Utl7|y0Z-T-0z-q_d2N>5n0o1ZXq8dtdTw<XDpBj8zo09`O|O9JmFEu=3j
zdw+UiacQA^yd2!b1k#f!>@ypX09pz}2m-mU4=u6{FyR_VC4HZ*Z(<j%c(F2)l9JNS
z!#nXPCZpXCw?9B;*zeN|Zc}}O?=M^0xG)O38`|;`=Jb;O%T?=;#Du<-5vr-~4+=dj
z!H(y(YRf0|i)9x`J5BA>H?+yVZJF8Y54QwVTes6~DIX>KyLI#}IE|}(S~wYQG2$T>
zWn5M@uz6_1pk~&37LPSk;^|OS&$*J_Rbj+rs~h_0x)&GWN2N?E^KWb)93e{8p4zdb
zPu0$5`d4k;6m=Ay0~q%8>(_4-wyv%#RM}nATH4y46akc;5O3ewcV!u%ND!>?92j}7
zs5tHHB7Bgcy1IHL)lX5=(w%S9?h8EzNiSa>reEs^*#D|)`Yv6eW8W9|Q$;{^wzRXQ
z#Fu<web36vZxw<(0XfMWu&vZ0kjsARHo!NPjnnRi9A4cJIoMRI-oJmZrJe0|76)<s
z6=iY2%FlB?@Gtt4igxy@Y%pMemq0TLx&X(;dd_`rdj0a{Xh{?4*j-?+0|7&PC4xdi
z4$Q?6_e|&A6>>H2M?^<2mH<DL8wrqg>^)or_*WT}j)Gh2>ZoILNf3ooDG8uJ7=l4{
zGZzB%iBjzXuMu@qNWH#0VJ60|x(9<Af{#BG+@VYonTELRz~epN#N+2^1}m;aF)=Yw
z6I>21T@#q*F~n;J$a`AV=H9(OV%c3=MjjJXYvSVKBYHvU@QB=7BQ>?3X&Z4WBO5`4
zd^5j*y@17@8S_VrQ)5#0of%;WS()n2(PQcWWnzK?ObcydZazHuLaM#@7^us?jn?6h
z|852AY0E#D@|jAVG6%|f@>dR^YDL)HPyOa=+r(LtV5Yu}&7^;JR}OWwENEBUzwY&Y
zc`%!zJ!QB@;F|Gcv4l_83W)+8+Aq*~M?SSZUv(wltZLoA4#;31JEj<xqLF~Gph(z|
zu9b<FWQw7IVtc(gcR18yYB<obj>xVwx0I$*+~lTGW>jY2ji&$H72>Z>Y!m_YxLlVG
z%d6x$*ZazNz_0hF;BkvPcV2ygq^<|h$}}@->{;{Z!7g1kCjUR|30r=wtSONKr=XEU
zJ~&=7hK`M5yaazbI)>qx1MB^3$DMmrYY8tnt#7(i_~|GWpJT(_DHg12tc;smqM#*Z
z?plE-Pvj>goG8#$7tUN~Je;Eb>h-^uIjg0(#b_O%ApYY5_a4Owf{uHPjZFa|E0BGT
zQ-E=<3Y<IV2b+`P<KrU<|DSu|jSGmJpKE80ycR9FSf0ujR`0ph6$C_sOweQ2MR<5*
zj{K*}a8xE>k8%Ted%0~#n#``&QYtGar-qZ$Ld0S%Nz7%kHF0{xe^skFl$Pmr;MPR^
zU$B|H3E*N?bHEW9)@6n40vtXrnr}4hrgiI^4~)=c#_nxYXm6OnmJR~%HG5FFR<ki&
zRSR*_Akecu--JL`UY+XDq4|f$nyQ%%8|@MgtzYUbf%Fu&arL|h^PsHzzh8eqVq4f=
zZsOHr6F27?$TceX5^oV$k*FIXTu|+r8?<FPLO_UqDq!TTuuZp5S!o8L;STvmgpIqY
z?aSO7zBTHC4G8`i|N8=1Ci}ot_jCziy@*IQkLHr^90GFduxBy@e-&3}A>*$?j()0p
zli9nax!LpjjFc=23S<Y&hn}y^7pzRuXHnYT>$F9hA2|9x&9gEjNT03^`SRsT@W&pj
zr`(1oK}lX+U9~pMGd{v8XT3^VtaGON1xiy5RSb`kZ|n}DMyTv=TE~P?(=QNfg@lFm
zTH?iZUOa!^1%8d4S7Lv&K0gpooo7~c(GC?cKTxI!DohFjf{Tl##S_#REp6gx6>VW-
z4c5!h1SeS>=!Q(Qm4E7iU90<#KL86ID+k4D;1bXnQBX*>*O}PG4)&{?@IsJV``*|%
zg9vnN$B*ay{rgvl_tY$*Ae!C|%)Pg63P|1jI)Eh4^j7aRqdRx%fr%urNcgV(^F1dU
z6&+2WfC9p0(_RABl>PGqZ?W3VKUhRh?*tX(xBp<d%R*1CQB(8@$@ixu#`5vL<{oe*
zT<ak7%lLS9U7<H@qNrG4c*;)Ty)MXnFL?SwWOktdOxrgVv<jKD!ViA13^c`<HE%-c
z_EdYS7d6NS0vQBzh_C%~bP1PyR`6~eO0pSNw;=Y3j}%&69fX+o$Dj4#PT#n}My}nw
z&`MkNN&U9v`gQBHJ?+fynuLiYJVlcOwoLlg{K+)&xF^n~QG4P6W`+lli>h9yq~twi
z;YLv`H47K$bNDScayn;FBPdgmyb%qBt#dfAU+y_BBNLOvlfc<SobRb-M8Yh4+qcsI
znY<SYDoppC$;m>{yvR!AD^7XW`$urd;_)OT=T%py0EztAj7A9gyRPZ`_&gK)<Ht`E
zZ_xEX3|jmUtz2m?c)U~d8wNPiEMoATs8zt2MqB6BfX{0qLf$=H-PeSmEK_TjS!`M9
zaJh^1U4(sq4`<E&OUMP`0%ZV*<{t#4hWPkJvTXqXbuwsbC0VlvdLFZzm!Fl9=~<mj
zcE0Eb<Qs4;?A^;w+f6R03p5A{3Z^wYXO{)Ladt@Mkh}lm<&|I%BJ$PKN<rQD?hnW~
zhvn&`4^axAKF;(p&ptaFb)Lc-<WqE;5&g@=M3dnPx2aA<SEye4%4A;>w?RAH6G>K>
zOt5C87zWJza^aAK_tNN@1G`=;sb0fs9#ummC4vdu5wO@7eKt<lXp{H0Ix}s4S^92=
z^Byx!Gy&)I0{Lq0k9O3{nVkpNo^iY9NMHMx4+h;v0ZI`Dy{Bpm3#kTTp2PFMfA4qn
z7+KU1=zq!(?iPv4%lEA!MW?O3&v)wr16udUBYP#Qbxv1rX=xF6=beKF7KpwT;EsyN
zjvbrZsw&2eeceQ4D;b=Dky*)9Iu<PYb0MIL2e7p2<-pt4Q8lBmJWfSc-<}BVZFvHh
zM`+qeDP)yRJsqWzuEt2t+%+!$-K{A#=j!FgG?y$yZGo>Pd27?2GTn(XN-pI)nh!)#
zltNx!{vo@#dG!<#n6zSk<;<rj6uMn$V-OoCCG%l8Nd|onDmuNpBYV4EoY`GJ5$*rX
zojpXsEpr|*b1EB11P(klU}0#OC04W6xsG_TvBoV|*Dpx<rp$S$Qs$zptSmGh)%;0u
zYwt55Y-^`o@+rb6fp{nFwzV?h$8Q6oQBju)!#uKN4P%%kV88eMLA&t_t?2C3mGN2m
z%L1i{D44vMO1Cu6D|aXhIBMUzwWOVRAv2(muLP>Xo|Aw77B6-D^g;?cR6p9=op=+d
zv2WkvmUl^uiws!-AsaB8Kaa?I9%GN$CqbXdaff8m<^=4^@WF!ze$4BlqM`=k)k|0U
zfgBc3@#a7s=bkVQrfj+k%)@V?&S%wT3R^aeS{<zj;1jBXW8HN^nLOWHTT`-PD;bSn
zBx2<cvg#{mmZZ_Xjh&&tWS3scSgu9O`-1F#)@0|d;eo@|@TPpyLX~rYzZpQBPf$<t
z`w~0i+9JvsAYVbDEk6<a74R6Q1tLqlB$)rzn=ek>xovKqUkksbk1g>9;I<0Xv4T+d
z7Kx*m)_bjeK>Auf4W-1f(*SLR9s7&z8<1iq3aURTP_cazqoZ7Lnb6~pRNlxi6}6F|
zy#NPD-`iZENIiyF8U;$v>5{xWO)Ze#pYK6IJ{5`Exk#yE9^?QgStyZYJ>_z}1@#>b
zRwFDb4iSAGf_>eH3t4~#TkA(cZV+%Ytt!v?Bs_5LKM)M!ocq4;djfh}-q(k~Da$rj
za%xuF6{n3X0z9&jECa>B8X!LPRUnOR(lW8}$){?Iw4g?AkHo-QNbG@PKC<4AE|B4s
z!&nx8e9R^wAmEF9RP4^qP686Ae1WKM_|<-yx$8CLG4Icm&VKy3JmeD2I>61>qMNR+
zPPVl`#WT%oCMWxbqvjkaE&D8K$f=IJzV2K{_UuBk0@ObjwE&89Wv6=fuLD_B%<G{H
zt=OK)EkjC4928K{ob<Gq)ixW173O3YG5)n5MQgzMq%fnnuYht5@*uSYF8^uJ`ts$A
zCl}P)t0<xrW<LH&cB-@|0}&co|Mww!0omRC$M=&lB$bF+s2}$s9&B-v50nVKivinf
z1^_aAvcVe4T0jmp?1#FEE>;HdGK<gmu3z!-si*{9))UCBA4NWt6Xt>Oxy67%NLoXQ
ztOii4Q8ywIgNH<sU?ExkKyY{MR68e1%ld-{VlJ&k05L8XuvU%l#zKv-n3y)AL;M4=
zYJi86v!yjr%IN-s2OfZ!{07<+B+q^Tu+NXgX(S$F?^axRS6KLK>(6uX{1X@M-(tYQ
z9G;6+{(CP9xZbg`(CQltH&n$gU%3+M1!b2UtZCWse&}Fg6Zz<p`RWN<9C8Ejwm@e0
z25ut3Bz{OzzI_sIVKgE~WZ#ij@<^zmmEx50lj?`wpMbr2HH_!s{x1(STE9MK+SsOk
zSJD_X@<!D3(+-OYX|4zjWgMd&C~ZFQ-x%`B0ov%>TWIxIFH5se4gks9As#3)_4h&j
zj32hoD;cR+#l^?xUS*NbSnJdfA94lBPG&P9V{OfSabqN?ZVhArqZW9!Y#P?|6&ojK
zF4Rv-&?|p`ng;yTCr5(#L_n11zi&*P>=mKcB~}KF=YyDGO8~+VFJ|(E@3b-I&Fj~H
z$Pl!5lN3B0RuRd%4{;-QvAYQfM~eWS6srYcaWz9NW_@s$cW<+45>Q4g)I>Udg7Bl^
z3VN{A*|XLgAUKzg!<&Zxaz4f1HV+{7^qjr%;=DgJ6<h$)pM5O4=|g{+v&BUSnr+Cu
zxg14M#hZ{Iy6Q75fuOBO193qhl44^Nw<!i%8|I(6%Wer~r|511>=3DgblWdtUR|zs
z@7{Z_@6V3VBGsQtghDm@y;G(;c;a?H2*xY0k&Wg+5KX^T+;DUhN%vp*8IhxxebH~Z
zfjwCqReV0Dx_a<8QnC4L-84x;dHK7#x?Y4TTftwX5?ldjB?Ah8H-YVWLCI_)d6!ra
z^l)V&a)1}<AwcSS&ldsKzd_Lc3{<G*L9|)5xqm+v`6xwgh&Vg2j|&EM5csU-L9Jj!
z{(=pu1)|C^R=SACKV{}L^!~{oKS%7hfHHY?Zb5D35O{U+c0E0>^s4tIeSQ7&BO_V6
zWKz7CaiOIPl-_PQIXP{^xL=px5lH0^`psjQ{Yra`wt{^@5RDB;X-LH<6Tsn*O^A)U
zU7ejmh^t>(`EhnuM{X=kjCs#2H*uxS_voGPu4Hy^k)pMpk>F!*b>OSK7LCQ=IDUv7
z8ZH=Yxnq*=7fkp(csYCQW-?T;iO<5rw=#evUPt2a%aAEJ8NdK#4xdh_k`Sz6DAy68
z20MM~dkD6?T+Rvr?9b!Jk2f9Sl9M>Y8us3!wXeRNfSu-iI*OKmp84hRZKU7to=Q2m
zuPOCimxkk!9-WELT<;7(Tg0l?fhDqk^UgYHzr~RBtcJ&Wm0#lxpBS=zguODak>xuE
z(|b6Tjtp&q8dcwSv|+b6Q0I>(y*z%Kjh)7j`ThIQ_jmq2J#I+j`G8W8QAAfiN$jmf
zeK2Jlo5BH+dl_MTVXxEFZk_&_GQzuIenKGTg4JuyAFF{ilO8{7HU{P079>_%bLI!w
zl~-G(Hk3MJCH3UwinM1m$53XNMm>9pMq?%Upxx?mM7G2Jwp$~UHabip@I^#wJ?bdO
z@!aN0F*(=7?%Z@zd-y(AN}Q#QxkoCkj}UX?iK3TJk_zKxv<9bI6@IJzZp4`L@XJZb
zl-zhwKKVkj@dP>yKFa)wR3;}OrRTo%S$bResqxwG^@&7XhxRq2Nu?}l7gtQ<3F{Y1
zqsXJ`ZHZ&P$0zA*JxYrYTEoLLbo93PaEz>+R37=lIk}<`X)96W=O>S_wC54X_>?=$
zH{3743tF2o7@Jg@1?S&x$m?Wukx_rM(fSr>&6NT}u|6aRzrjw}|FhO%c&klTvS`L-
z3U!RliDxbteAwJb-N-cH)n(|NxM_M3ji0kR)2SdQ=bod6qy*pV*RB=2xw_8GO-|x-
zEb0QWf5yjU3^K!kDy@Ob#U&@3LZ?J_`;j9@=HG~z{CSXQq*n(-cJBJM{@(xB*jEQd
z)rbF{1t}3(L=+Gy6={%?Qfd_t5NV_prKJRESOsxWO6d?#N*X~VB@CoH1SBLRmF~LF
z@%`Pof8DwFoq5L@-8lP==lRt4oFDp!fo&@0r?FV991hF_oY%t*9%@5F!#sFfW?^9=
zYU5KI7TpWdyK{%FSLZ69kMTEX+{OeYDVv^mx4!J}nV7pij&Ufu+VmFUue$dfTN3Gr
z^v{7t!dr92Yojb7;V)!FsP~{v#7jv^&cXJ{<Kg1cI4kYmAu1_3_y7Px40P5wqX`ix
z2I;%d@cK0i`cq*mkR&A~rBhH)<QII}FqoO`&g=ywTwxQ`|1~}o@=KFeB8;D~L~zG{
zv8=4D<4#UaNkgR$n~7+2&obF3S_GVbV}<F6OSb6DYD|ob<#vq4N{CuYYZkwReAV|n
z0)g=M?{MYlTz6)B-q_e!Xm9#<&Ec+0j6n6)+w#gvF9;j#9>A+OF?cYzZ4XvrY68F$
zmJpGY+{q0KYkzI6D<mXj$Dy9YWME<v3ig7DCpe7{F|0s!K0;jXK@G%%exo3K1X%Lw
z{KB^)vNrHCJVm9Y_mav_fo@_42Evs?;1Erg;JN1MaQC7`r$~d$3T(4>;NOc9rlzAs
zbL|$n7G<})cf{qh`Gj>IT8wBj=4$MM9_zqsRJJsTCeWTdd1A9xR|BHzZ)6E5q>&zx
zFhVb4)sY7hwk7b4AH2pDJwt-6AbWqJJbKiQ^f*&&&Jha)d-A0A1{7yw5<IBaVx<i)
z?y4C$Iyw#j28j~_ZfxuMiCLg#&)G^tLnHMdcV%UTd+}%a!}rO_EM%4~cVUxU)e*II
zP8Qb90;^2YWhR^l0XyjG_pL3c&&~)dKY!b>;~^M_!<exGzkS=MA^;QH9y&T=(Fqp)
zbFl|B3deMTF2IIUBhWZL+LTljqpR@OmuJt6D_k1ev@5_02fEt5XHaTCJkr_u9<+Rw
zOi<YZ3yjLUQj4Y~ohJzueuoEnMn*=G<z;0qbAU|eVdnG(O7qLgVy{AU!{RJN2r@gZ
zBy)P_{%s17@n`b-=XnzSmdCGE!rVxTi->&iUy(E@vFY`NcF6|l@sZ&2Njgw2c4%Kd
z0(@rzi47fUdcl;aoE+PWB?iOghNbqubk@m?KH9})>gG_nJ$m#vS2sth)Vllk8$b$M
z@f9qo*F%n8VE=<|pYieWM1W%h*Hb%P9>GhQ=;(UqfJldCB&Alj#tBbX)YKgQX=zcd
z1Wcjr=@$|e9eo#!ylOBB&N4AERU9EDy{`INvbUzJtgH`XqO42-N<@1mBnKZD!*9=m
z-}dIso3lwE34{ZM)G;*CS(m8v-LLpl<}@K+_34vTHoOFc4lgT!^(LV1Y~a%VfC5$a
zYddhWz2_m#OEFef*3UifAyOeh%`9C8#-F94m)9;o27{picqIoIJEuclS5s3ST4azL
z4u_MXrVa~*X?rLuD~p5dg`v*+VMs3v6u2;_VvexBd!j3#Vn~cs`y@z9OE;l5*d60u
z@D=HZWC3yvI@YYXL5}HYNVmA8<a3}9bWxF!9kB0PckY@(V=s=4jg6KkN1LrAl(ZGt
z8(znu{Z*x;j3o(lCnhrKK)iKpZ+msWxTweu0+q=_P$HicTejP9sKxh;mro~A3RNF~
z(3%_c{JG8Ud_heG2`TAF==0}I%`Gh-UWA4omw~lgoFzT$BB=u*kU>aDk;#FoyJ3*`
zF$HFQ8vyX}_wV1cp-~Eds`eU}*;mG}9GQ23UHQP&tPztQYnTU5u{tj=@5cx0h)oz(
zwX5p)Ls?|<XZs6Ghd^$V+L-HAIep@Urt{vG(=@um6OJAM@_t(Aep6)O!|68b3Sd$!
zbaYWMFJIn)fOQp`7SrQY{07i;Q4FF*OFw@a4MBDK?cwDW12wGwK}U+*FSt0Wk=Nh)
z`c8pA+l;}3chh^1^==a=a|SISRj~>Scjp81^!WAb*Ha$7d^_f|XNNV(SG}A;Xx0HT
zHq-(@U;NS~4K$|p1Vc<Z3EK!%)SAQf!7``R%z@KU!(~oiID~|X{=oHqdhp=EHwa~~
z!iH-CR>>&owP80pXwn}Ese#MraH4^%p9=EwH_%cuKQ@+PT54}x3>RFga`R^OG+8GE
zlRl4t*&7bJ>L3t>?LPGLynTEez)k+?(VMN)${TlCSBmN&Ia0^W=wW>wL(WTxSb8B#
z>+7QB8QD2GIV0b`r5j~-4}hHb4p!FMz`#H@)QU3*IVGiVTw8nl;s%IAiI5sxICt*c
z3)R==O;Ffoi$R8z0haxeT1nJ=e`nqHAw)M?vvqQ$Vcgbvr+xzVyfOx5?&iyvFDqcD
zff#M?iHN(-MNUA1>2rVX?QT0Tcq=ZM*H2<(Jv=0mKmzU<AHUlR>5MMW7#=E=_W>E$
z2cc!bl3N`t`Ws_Gv=<YTAsUej-6Dgt{o$WM(V>}{8MwQ;{TjoiySNeHfl*`#IK8Wl
zt*s@ff>zL$D6yLHtK?vBRecw9kzyM=AbdQ@z)m*jKrml4vK{{#BnKmCFJ{@sGz!1V
zSYxBWxU$a&g!d7UYI%l>E!FRW#CQW?m69?P1tF~OqI!}GV5?H1XaQ4`JB9U7EED{o
zdqJo{t%(#55d9d$ioQX8l|BV**RJ#Jwf>eyH{%)jMQn&snWLQXa5++V_uJ8Sklj3?
zBt<U_l?q(q<;^{bK&X>?_uad9A7Sx|+&*U*h31`Spv1L7Ag|#Nz%&2$&d$i}i@3<h
zdu|X+D=x?)goIG3f?Y-rWdAQJu-(qnr9`%X^BAGwz3h+uq8}~WnOi~CqzBQ;%?lXB
zX|J^zjUx!Or|wMk%>)_0>O+v1PJ*}N#(<olrTyauYIG+k2cOR=hVK2EoOHRE4dL??
zz%^30xgByh%6_-(&~HjijH%8%e&wx`>PdLsYVN8=QPgAOny#MD)IIAW7HEh#Iyqg6
zYin#&c5vU1_XHiup8Ii}^FHvN5d;s|bTo^vbJisr;vV&e>6&*SHRwjffy}_-ak8^p
za792soqcV(h6a?BZ`^P`MnS;^k3QLWU3&}xuh_4(y}dv_B`!MJq7tO0MLZrq1o<f?
zF>hu+zr&)b=9r7bwM|hxK9T$2vV26AKt|A=`7i=BXb7s{W!p)Y7=GiU$KcUvTYv}(
zFtrdLU(Aw2OYB1gI`H-Q6R{Y4W@aWDLR4pCM>V#q8S!g@)GSGPM=bE#TI&!J8b<H|
z0RfEt+P&$ZW<+6RO-xKeM)VH1+x@(eG060M$^fv?0S4xf!>9G=fjSFN`-XvpSDih3
z7A1J<LdRMVR#*UNT$;`%!j@e?K)vL_keK?JGiR0o2xf9WW<Y|OuNa&@d)D|3rQ8F^
zKKJVt^qV)ny3lyTj1=LHI(i84i2`sI@|U0)uarU4;$z*%V(_35(b1DyAY%&)yrfi&
zF3p-A<|W@nE&CL$`&=Rpe~&F}@Bv7FWItmUd%wO{%Te&`LQhn@$UJ?rR)UBq9eg8O
ziU-68;2}hX(Gz2J{x?DY$_DFZM2P8YN-V^6`XI}3+GS-@+47SKb<~Zg;1Ea<*FyCy
z(#iJnGanon_yr-y=G%Y_uK3e~r#q#ot9u<Vkw>6u^z(*>2KJEasWQ;nU&j;Y=^Dbd
zdqNE6!at!1EWFmz;vCoeM^PsIMiok2^YHL+GXTiHM*8;G`>-@<e9vw|1OSVG4d{6q
z&=hwd6g%g;zcWmWJH{+6-Y%{NjrI}(XH5GKNc6*3s@b!vSKg<k1we^N)yUEY8kvRt
zp_(Xu$qU3lw%^izMn;J$P?})GA}zDe)b1-ODLHcU^Xr1QpPm9@J)JLSFk~maARAv|
zFQgM06Eo5AMj@Xu<hl%;k2t!>2jhSaeWHxt2p4E|Xu`Du2JKW%ugyNn&U&E@y#;_d
zO;47Q`^(AE!l&$ZMDKGzMiR(LIyxPLb0$VcxkA$Yt*w9Bo;myaRyTEb7t70L8MVXs
z=Ta|qbaWgwg=aeDdm?2p;;*GMGBO4+vbS!9HyUs{I4n9_T28M#c|w!`9sZ1fK*0*E
zjRB0Tqhn!XhQ8Krl*K5ly<O1WMl$bm2i;NY0kR)o?zL&(54LxwIVc$qm|%SZ@Z)5H
z(D?{Nl!S?ih*}umoTjI@5~=~}zw`6wPpRbZP^><1@$p@NFV&nFr1H0of+R+^mX_8Z
zr^QGq^5e(zv38uIPXpE7gVO12Qtq5yx?B#R>ytr$Ds_~BvYXqcO|l{vH496!rlR8a
zqf^jl-?%wBab3<G{)D105Fd#`+I>JN5k}K=tTAUGEWmr!A#EjTV{`MeM-9)syjea-
zc7vx*oytaP+uHJ*DBPn~HrCd91dPfACB($UCP9ck8V8v@B`Yf{rvj5tD;HH`!$lp(
zWb-A8iGW}xXM^4?M)61W@@IdM_P9^i!x;3`MP0;N?iOTiK2n<^K7`i2kr4`7uMW%x
z<jGaapFMlV9Dem(RP9ABuEr5`e#ZRvcU-4bT5<&<<9i6PF9?yFqH(+M+?lB(2mnVO
zI{<(oJ8c7lgLfgC8Uq;d-AK{>7vDiqF}|66HBZ8KuWa?z1r_fa(61?fd&k8Ya)?Td
zrl_{~CIQoY1~QVaKFM8JxBYv2s*i?>V<Gd^N`b(#)%p_#=S>G3I3QUev_1$@W{eDI
zrbJVV74FI0+a;4F&CNUqV%$6t;|8$dSU`S^QcLGE_)xZb=+>2{JOI_bA6QGH&*tCZ
ze8o^ECk@{ZkTRLg$np)&^+lH`6XxXD!Kth8AgQsIas}=lH`+VqYtU*>4-E~yfOR$m
zvpT?Vx%d3}^Wqp;clWI;kCnk@e*q}&ulHmF&BZ)juXe8-*m(RVRqsBQmYxQeE;oX4
zC?zFD69JD09z1$YS2tQsPVRAtL0(^FW#v4^I-Cdry*A+(4tO8;f}Twth{sV5f1i^9
z`Qe{~eNV&c+5oV#;t)_sd=1!ua+Yn0+g}oGdvU0$^=DxLXJL_HEGLJNkdo3PukGsU
zVnSF21q=JsoKcqC2i9q{&VF39j;?MXijNUl5V}et&g|~&L<1}e%FX4i1b`xxf2Fyx
zQG;PK=omG14PSt`#(=2*lPC7Xwa{y9Mb18#h}?wp4)KkfnVK(bTSi7q5KX?1%kN=S
zbd)9_dTHU{AYcdJ4~l<&Y=k1(rQkSR3;eJ8$s`Qsw&G^2;2UUzJn=Ok{m0cOljQm?
z<B@supe&IE*1Yz{c&w$RWhcOrvj}Y6>d!{kVA*dVc<9x?8ULbl%8%F$SM+K#mcDv*
z;(2gzk4|6JqZ-hvjR7vbgDRW*8?X;uHK$&_(JTc509|(0bOU19Cy`npSyzImIe7T^
zz5)5x|5buhRGc3A@xu%j#NQhs3J=^pJ?8+GC0@sgGFw~mlaY~i0_ilAC(kt~$(A2Y
z1JWb`UPHDhW5`G$t-JX$gsrxWYkY^RA?lZoD%>TnCxD7UHU7#6zZeRsPFX1+FtN(R
zKB%9o5A5s;-4;zs0jj>(_%aXZ<c+_-zqrrNhu^@y>GD5WcXLE+udlE3k>J5LJ=&cO
zCn2cw>vtCx7Er%_uc}Hq0ffHd4A)C(npsN__?m;{%nC9F@XK|j+Cua@s2cCTTB#jx
zi+^`{#C?JT0U@BHU9e-|lUJz)5P+*~ZEaJa1UHJPuFmBYSV&4q#VigKfA@hSAAg$;
zz|J26Iw8}sRN-3J+pBX}TC>lmQqVsES=OU{vo3B|V_<Vm6q?l$$sk~QJ69C>fu_C<
z9Q1;+vNCEM{kn4Y5ZLiwKPU)COOD;Sb0-~GZqq*y2L^PkkZ0>HZ|^D#Si4PTOuU94
zTe^Gp%)t+GqLtT{d=PX2tVo_&L=Yu7;7ske%{RiT1U*~=NB$VqEMn*U@8>}X&JNDn
z45UDu`s-+YJt;7#8qMxKb?9=$2*B(K2XTjf5KFCP{0_W}hs+cd6jWf>$LT=dVT9vn
zGeC|Pvpg!Dr=AZ(?7>DfFCZZy;Q%5X?c4$anR+H37k)U>1)!@oerFj$P_2;+57c`L
z=>Nn`Um%%dBEU@$E$b1;2+adX0S@W?1E4YY5i3}J?-Qil{=SA=qERzz7Z{edeM(E4
zOcLu44nCFuMNN%ZKVO|G=ZbybhpW-_*xI@QVl!y(_Q3N#O{-*n_z)=x7KQG%7cl((
zC@=%ZK<jTv7Q7?B1BE;uOtSqqK>y|;hBXVQ1s>dG@c!<%C^))0+U=1J;_;M9G;g_(
z)A-kDNbFl}!)dxHFHg_te;S*N%qXm5j(zyC1>LTqAR>3?0P^pF!d4de^y#&=na*=H
zg@w0Vx0deoqZ=(KNcpn&Yv?oRfrKtlt%h2Xu1GloA4vk+k@u#ms`kYT7bHR%ggG9<
zywXWl6d06ni-O;M2OvZe4B{gPsFZIC3LLEA+=4McL<RU0J+09dwcP{Y@%JT^<wBu+
zwY0RvuBfQE4>HYJv}XXZt^?nxdoEiQBFo{l&_~OiCayc==?+zcQMGMTV&DhY8G{yR
z6t~68`1$&`>*>Nn;WJ6O!TSS=3(ihR{v#(QCdZ+VcR@ijWq`#P0yZe5AB&(JNri1~
zxo<*^a3erjp<oM#*xMlNIdArgZkZx@*0NEYGl)Uo0kV~Uv>RCY1rz<-R)o>V#wL3o
zGLwJTz>^%Ffjym<(XIc%N@EZxyfFx`!-ilSyg{W)h-y88w)l`i>XBVwmK+z##}^@G
zR0mZi5oF3yxt!ipV6P1%Nj$v13TOY)LBlHgEM(K!*-66Uv!>Am2Vk($5I<T1JLn`N
zIq6~|Bi}*2Ul1^@25G5x3UwinG>f08DgwKlD-3kXwdG~5USKTW!&uz-IXMd%0PpZq
zAGLBfdT8Mjd2p90QPc@#5YSaRIjLpieQO<)g@~Fvfct5oOM?fU;;ZgUDf5jH7heNe
zUWE+G_pk63Mq2H3w6qatPM_XXgbw90-Ja}*9uXRT;_t5l2CB<_pqW{&dzvWZfxxwr
zH^it5Jlx$Q|3JyvhqyC8^rM;*@9mZIS|0yIN#H+w%TTW;)6>$#4<MNI7x>0~ph!v!
zupl01O@pM{xj0&L*p6DmGHV?QPr*04bqJQ$UsQ&vtE;;JXC6j+Q6Ah@Wew!(cPlF3
zDWrDJgh8Wbg5z2*qoVFh+5IS7fcZVJFFR#z3^hz)1x&aI5NY&WfIh}R=@=MpZqBg-
z@6{TPA}ZzD*-P3&dXXRPWS%~U`<o_^rGLc5&z}LkX91iNBjuYnuYv~7S$s-bFH0L7
zX%>F;cy#NRFR3mdq}Ze56AxS16AtsG54u$AjkrNp_68Ld6<>7o4>eFLLYc2f+CqV$
z%ea)qB_mT)1l&soN<f6i?#2ThD4U8mZ-)M<Iox05fi-tPrDd(nO$W*$f9RRZ{Qd;A
zyIh7t_q(vOGxPP|zwPpU1xJ5w)}uPDFM!?w$=7Wb?MYYuf-vLE!5$3nGKaErI_e?n
zl`g@NkxcaP?-FDYLt&(uVS}OSYK9eXF+C_qPFWud;%*=BeRTYsuA)VS4~V!Q+`rTy
zIE?#FQ`PtC=&<|95@`oUc(qN(DFh3TPPQ1yaZNI%lyDlyfrl{k8U~Nw(b;)C^j+|K
zGF@OZK2R9Wfhn!)2xaGMU>kL%46N)>m{mu99-cGVy*7M8vIN_<+z7mgATky&3=T=I
z@~^R$9ZuKPO<K4+p#Q(W(ilhoind|oOk%4`aosS634|fku1RtKkl}jboj7Z)<3Z+J
z^qF5{;L7A`yV6by)&Iv7wF3iq9>@MNQu*KSK(*@|#TibmaVHX^%)v$KPI&mw`}xnT
zd0eU1R$q5pEhBCW{VaOhwEuZSk+kvy|Kj?Odx1!rvMz&p@ca7DV_wa7Bjg_fzKpa`
zOaHA(QPe`w#yFwPC?QWM0^#NbzibO!W^XzaS~4~q7oJzeIKp3;N1H=iE&sMwPH)Ei
z`c8LwdAYrj7y8pLaY8%~A}Zx`>pRIM26^9}2q)e6vU7{{CzWkjJkF66kta;S%c+UU
zUEJK-i;IhS@>)GT;5zk<Y2;JDhs}V}{yHXRT3=s3_I!Z8P2=<!4Bf3j$6}nL?y!-S
zu3}DaeX_XIcog6cW%#JqgoZae+UO^I>V}I+@ceXe8c``Rc#uxn-4C{xE~jCcE?r{p
z`I#c(TV|cAy|j6{XQ){ZK-y_V%KQ^XU?gsz#-w0n<8^aNey}16z(`oS>XhT~x_<XZ
z%$q{=Y+f?|uuxMl$P+s&>!~p952Kpnpli${hr1GFMM*Qv`c{*@iR0}R+}b@l>m;_f
zsW@%c<im3`>)GwzqZgY_-$ebmd&Sf{+KlLo_|uVD;?^!BWSBiVS#CTZazMs<w6+u{
z(vFKKLHaN=h}mU)Dnd&9LlJjw{^IoJ;wh%6v6jM(dAZ~p=$D%pc8vuS>@d9kku{kC
z*x>-IIt3durh`lqzamCcBBCUW)Se0d%`nRu;4V*o>16FWqzRMD#vZog%U2?Mt*~Zv
zEVuKrE$a8FMd^@QB7;Orn5AdfyT!jSY+u=sN>;VLY*F#GjH=gs0cB<`2hMO4nWUU%
zRYP(*3bKi7?U>_juqxhj)WM0{_?yHpsSw;GxmilpVhu-|)&^BgyLa!4@k&w4!2No0
zanxswM{KFu_?yE%;zS0Q5SnX5^hB%_wO2jd43$zDgafb{zZoUC99Z%b77R`f2lD-o
zy%-7CCQooiE+H$39miX9+=n2-29Y>2b{Ppf$`%=)ZsuX@d_tV<D<4vhND~^;j~Clh
zXtOUw#tVOu4gPQEQ4|iM_i5P;ddGr)fK)V5BMr|)POQe)&9<$4EPSpq@<b#ntJpil
z#<<!$4p{eoYr}@ms?%}DM+(9MnbLH2<mtd0DG|KI&FZA=F7HSw&jHJZUGDCdfzeOm
z_wbqd@vATvmvsG5(;qWg3Pya>wX{Zq({UVc-y?m9__47E$TYGA_iL<u0k`6rxfsBC
z;q5X~P3kC1-dXx;KD}{v|0%ZL_SG|hiIwu%pU?rLFFsNVO=>1vvX0xfjqpx1ZM(^y
z$X(Sw`Usv9;h=fRlGe6Qi{ySCju%v;i*bEb`kU7_lG-}*BKq#w3)(}TmS|ihlXX2|
z&>9=dutTcpc#4EeT;=5^S$qXOjWw&NH9St+rYDU8aV{~B>ip*i$6mNSg-3o;6>(Dr
zNA4%VYU*mZ&cZH4m*V=e)RH&i3R<+@SKP^~8=&$SDtR?AJo$$X!OEY+Y~3EQv>8^r
zKl(`JUMRXobMy7#quA$&#sc=HdE^Q0RH5quA_iK-W`)?hrB!}dyt`8K<!jtIM;cb&
z?h|EM@Tro&G<FaOK;PV=stZr~MreG9tnYEKhV<;6?XqfCQWEv$d5Vn)?&2j9r0a@g
zTn;~lu<$0!7?8hDHxX+8Hw`MfXV5o>99cS%CMq(_8sfM`Rm;uxHSk8)S0t7w<!oAz
zKDB~@!>a6+dvWMjEmZ5f{wtrC`g-)|@pv*u8i^B~yzDy>gy%ssj5K-q_tLn8X=x;A
zI%#ohBs8zt*w4}ov%l@etzl>+^j>Z-uuI;+k>DcLa55(}3U*o!{ht%0gE(Ikj?nCD
zw3d6b@Dd2#K~`_};<V1k%u=xL=v|n8xNV4~SwH`l59i`fxG^O(tbofPE#$J^Vvc=G
z_<&nGBv|p#q&FrD_wu{xCpdGwHCgc(aIQ$jt>sRcP$6tbWagGJ)*&ta$dR-Q@5G43
z*$-bIPr0u!{r<fSA}tV;i7d$|t&aZ*5FvSiI5Nu$)6Sl1_)dxOzL?2Ha*NdLo<dE2
z{Q**V3U9&>he^c47X9xxUpXNgYLqcO*`CP47V=17Vx?ep<?syNxm-02^W%tFa$U8D
zH#M(j+bDzgU!JgWo32>nHspHK_jSaVWXaV3(3FyQ!;`T>HerysR%S9G7O5RD^UJOB
zbNHXjA|4Y)@<KLtG2&b?tE8#s#FP7RfwPkWA5Wm$mvN^=w2ut`*m*nu9k=+zuGzBl
zW=xIvQ8k|dWTtJ(G;_*<a#pbv5v-rlKaXeMR;f;}^Q|T;;hCRBEHLz>DITtMw;wby
z;Gb2QB3n6i2fxF01y3M5hLh_eE|101$<lPFBgrd^gC;Vk%m)M8=KXiV4<{&)Z^#1G
z#$xzpjXis7=F0oaXCx0pmNBw?evYq+J1XMGg3+NlP$_T8=vngS_iK*!BP(xd({tXF
z+TOCNCOajtJNHDmxS63=#N*J7qboQvY~L(s?_qNBPA^%PkY-E(HdB@9u%PO!iGzfV
z=gnqAGQ<SmLx$CCJ?^;4Oh3Ns?05A@$BEkJ@c3h@<GW_Jag!J`5xg{#W8-)=re-Rt
zXQ|2#zbNNZ9_GxfdoBKKxbGVEs{%h$aq%3}vr~T>Z-gd`NQT`uq4Y33x=l<YYp7Ib
z5QrVm4iahd@hA&j-Kb@I`wUY>VHSeDYbu(#>Qk6I65h0m;5FGjUlC5xbPBP1MiJuA
zyl$Uz@Q9gGG-PLd;4YiQ>O+n{ujJE#RFkczf1KJY>|B-#z?QPDJ3Tsr^{ru;9Lx13
zX*SeyApNpm7sX_`>5yGD%oT9Uw^!H06kf=>DZ|PhQ_(u&?@!Q14v4cBM)KuOR8vRy
znv9GbDP*ZF4IeoyK=hA|ouJuo9fP5zq?L~(COp>mDvu+C(sXjL4^nbj9Z=P#uAG*t
z-At*5<%XL)nl+Wv<x)82CQfF#t`hh8P2sDF(%?4pQ#hO-Mvz7`Z(x`7S$3rWGMX^x
zPABVzbO&H>i;5@1EP6ByS+eerCzIEb$<n83*f1id%_Rv)j33;~ae=IZT9fLw9%2qp
zh0fx2Q(!D981uR%W24m;IAuIN`im*CSKw7?RO_Bf)Pm(^5MdCr#i+@kPAi`%Ce7=R
z6aO-9F@%A@NnUHGlp5CGClXgRwQI&8w$gV>HWz!h1k0{P?sScOnIp|tc%#fPr*X=Z
zj9|r^Hv38wS;Mb=8z!y2jx1t+sNo(p&B7f5<%YA>B>K~S@;!1u=XrZYSF6$KqKDxv
zY7c9n$wnVH`D|r<)_|>^naH`nl(n1nM#*wJ<9-9dB2aHsxYV!UT{%JvqDwWdqqT;d
zrX)~%g8^Ztm1m-p|9L{*2-`K-AtTEucUA7@=gkz~o{Yp*HKrVXwY-6mMUvRtnv)Oi
z^I(oJzW)A~md1ma@T`Z-j0#_>ny5SF!^TdPR!v$iPw>{7E<742H&?tY(RoFNBT7TH
z4!4%$oR58rz(xFdUiIltM@?7Hvc*bt^XN*_6OpG~H_KTf-aD{{kOvbLp75rgdoeJ@
z8_+?c!JOt=O^n&IXV3ap{Y3(P@C_}4m>Z!yyX`#+Cd}^6if!Ub=N^6}a+hnM?V?u>
z5Sbi)Mj%oP9{IJaDfKseXD}9?`<CH-eA%av_kIO4H9I@)qK|+_&R)~>N~!czvw>ct
z)BT#vsws3z4cju=)=w`GrH-lE$NyzDy}axz+|U}oKF^w_A;lN;4oXCmr0vkWfC@DS
zyEC$MCGB`wB@!H^cvFWpfRkvccrP=n<nLB>tTMS=26MP%DzWU_x&tE#s!=k^6Y_~q
zdnk;lvI-*Jb9#7bUQLFdZr?DJAH}rD;ZT6UZ*KO9Tn**!I_BRaRH#U<@h3h>wDG*m
zoLk@cK)56u^O2NGKMHt9Kh(Tg{qch(TvFa4s`()clF69H5YQB}!Wno{+e>WC)^>p!
zdGpTmDFQo+Z&BIVgPCOPL80l3%A6=^SX`D<qa<$q9^L~p`szw0(L}YZ|CK6Ta>2?(
zwqD2IZ^l>DS{>cCGag4b$TXg|SjQzvZ0RZ0+$&Is_v6GJNKwkFvwi(W+B`;#Cu9)m
zpFb?8in`2Ibs?ZZM5&a#OZwK+@SUsyV)|oQfgT^QcU8{bFK=XhdrPTAB1oR_F)Fc`
z92S9mlC3>$+PBhTwt`v8l+$U>`(fDeYpEhHYNs47;npbrZn$0{%aUke(Zr?@6>2K^
z6Cdm5B^o6z#&(*Qxjj!~F5CTrTYibX`%EtWnqYBakk!ew>L*9c1k%Rrv1#^9FP>tx
zLb`iyC@7YyEn~9cez73@@;1rU7&AV6N?_ZN{}Lid>*klIyG}0pQjE0LNolorQl4>Y
zAoGoBxBrT)sHmkk%UoKEPB=%>6|NXdOj`VIX8GRyALihIo=@zwZh9BD8EVC0?06<(
z8NGjh*MFPHmRC(fmbI}Ro#^}If+_WXST*=I4KubDMIaW}{)4>q#q9qj=HQ?H!DZle
z<o}X;^yaz&|G;VRC7#c9KtBMm(fuQS0DPW1{s%_>`xwz1xbrqk`a>PtxyNbpqE;Du
zJ3Q_L-zFOhY(vb0hcjJun51qwl$!-#qC`KS?;Qo(T}DZ2xC-T;xsCtlazq)NNAr1b
z_tbI4gqagGbhMrK*>}ijBy?Z3y&zm=drP^pJ%IZVL14}sFRu!+;-}dUBiPeuz@OJ~
zEVM86E?6_Oy-g0{OeVPCKKK)ug`AjaI<;^g;8hJCH!i###)*_~T=+^~OnN@RYDQYH
zK6Zehgy6AHT2v#5#zgRP$OckIWyXqJ-d<z_NbfI#K{hZ}Y?)V%Krxm<#E`pBv6LZ6
z(`<+gh8%G;zG+U($|P%u05Yy=n$9O#;>D978AMww_!kH}JYqMTB*h;)9$2?Njfp+Z
z%A#3QVTAZ1l1SNw0P;NRIKlc{Y8dPH*JrOj5k|_6rX*v>i>gM+YTLt~BxK1GzL8q{
zB7(<i^$?DuY&WL%eUJsBF(l;$c09Oh^i=I_CAl9pn3h{z4d11R8?f?5QHLg!T;kot
zTb0<msa2z-wH8P!;(b0~OLk<DoQuBlINVygL9FZ}AKnC>Tqnv$TOYgr%R;SQKUKF?
zn^9f+)dCA@7RwWkA>ETQiz1XKG$@rG#~rV=4U~(9`;_9R!fn2qTq@fzWh1e$M5-Rd
zUcc#f10L{hcZ*1PyUH1PI4Q$&NxYp-Q`UV@P%xr9(#fn|f8u+pD1&*3v5uB?ns$+2
z#PV^ruQ%D7Fdcye?@4@KnD>?<8!kU+-kXH=l&q=0kN@N!zX0qG_e0-;WYvXTt&tsu
zN#WOod?NQ?LIy@(AfU{meiep}>EF=hozk+NBxhUUk%&H4ON^JnAM>C@^tdHV2NoR)
z1(ZfigoI7$Y@of8;EpJX-VaQAdeZEGvbKi6NugO&MkP<KCC6-@OM?yrePvG3fo+s)
z8=Vf*<x&NQkoME^d&g4f@XO&gi*~Fec9jIH;<)x^`eGq;&%`rQvpZ)^>K9gh;&+Jp
z{kiZ)8?~q;3!*voAje=TKQI6*$@Z0$?W?dn0gJp0w;8=otKnjN^|E=cy%X#n+voN4
zi>z<i!sA5*$l1E4hMQK@!)RVs2F>pokNmy-qttNZs=9N+Js-H|YM}NDQl)N3!Fon6
zbd#!elHpEf@5$jt!gm}nwU$l39=Pe_2tRW50=tyI$V<e8^p<@rX|1l(*=;GJ*o*28
z7=M@71kS>b3>V*;u|H>HznHpz9NB61(-p%$xztC#B#o}ZMzgjeZbe(}Rey#w<;Nne
z-w>sUw&<qAM`TNsc*UpK`=r)Hti8cc<roE1ROQc*WEJ!$$P-Aed(0!O%y@ycjLsuU
z#D$+RAN*&Ptri!Amn9>jg6;>sqs40>M=?y#dLpwh9V%`88i>zRY-tYXX(%WYXg%O$
zIAW<I!51)dFOq{nGkgt$cM895U_!PeiVu5=y~dH$ObLMwby>!c+vHs2J8t(=&jr1c
zNGtEYE<4w(%PF(@2%(IUXtJS6EJxgFG-bE3X-FX=dm_!ERVTxQ*gSU`6`A_((UVC+
y%?T-M|G!qV|MO4(M6&;P=|eg2|4#*7ImBQ(x)(UOv=<QgPx;zST)w>7lm7(;)G4a~

literal 0
HcmV?d00001

diff --git a/figures/d-cliques-vs-fully-connected.png b/figures/d-cliques-vs-fully-connected.png
new file mode 100644
index 0000000000000000000000000000000000000000..91ea3e9be3a1c6b8d8be0432389e272e50a6b801
GIT binary patch
literal 34369
zcmb5WcQ~7G{5BjkR*aSsTNm0QsFK=RZPm9mI&4B~7ZH1lQKPl0s?@AjON-b9LF~P%
zjTHp7SL~g<x8M67&wD(7Jbyen4yEq6?(4p;&-J;^&v~9#-s<USvNH2AgFqlwtw;Bt
zfk3ogAP^0KkskQX(U+EYz&8bt2Sy&xU2HwPU%J_Vv|oCloLoGd99~`WvT<{Fa6!t#
zWMQ`@F4=o{pxhOuq@4fP8(=POc2ehG^wa>2Frgk9yMsXNFVDVc^3-x2K%j7p*8RIL
zeA3q@ynWLCj<#=Zl;AkTo~GB$sxw-j=V+RI8TQ%cIkQJ`JEZ(#@*yak&t&iVcPHkH
z|Be1Q|HbM0)q-=3=Q+eK``>)KcBj%~QmyZs(NpDX##<+Wn8(REc0#5)0mtd?Q|(5M
z7l2p7o>YDX|D`LyYbhJAbN~MRoG?90G2p+y?_MwF1m3Z9>Eg)SsHiB9^USNj<@<_^
zV6U^c3%;RMI%|OKUPuOT`4Pka<)7d8a)f^=Oi}cF?QMC9*-J$B3cg7zQMAxuEdpq*
z-KL<Ta3aD$&U5*X1nIZ>B~+=5D1&t2gy_=yf{IE}0X8*SGc||bIgcFSkAO}I?T$2l
zS5Q!}W95;y47_{y?su6V?wU0pE)YzfKYcprIr#N~-QPcdKqn;?<JW-B>*lVPqyhJi
zSHDDF`f@kS?PzzU3Rf|HRdDKq$YVb#qv9{XJ#>E;7eqznnA&CO%Hw$wpX=%AjgGM<
z^fhj9^)>b`T)c2WE5A=@#D?Z!bJ6c-Cs}e~l(n}}kLb&nrJz<%ysdf)+fo$TQf^xH
zFtnwtodyCw^T)^x#mI2ArGVQ~G-G7KOv-wlA6(;@e#5E5Bg8^4#$zQKNN!{>PgQK^
zkzE?p6kcN@Pk2wwiTY(;ThIFzcXP~pDiH3n<^>GW!k@8D&V8EMU<(i=I5BuQR>ms0
z0$+)*z$dF;Mv0SYi_INxS4#RGE#>+vpY9CRSp*%<ZB!E7x|c)f7zmYKX=C}{;uL>f
zzsL+mpig&&O=~5Ane82X9g-pQ1A@AU!dC1FqRZ@J6lm{soA@gfTM!i%XoUH#B8(ju
zD(%C@Q$EYu&F`*_SJ^h4?&aIBRRWPvep3poM5aU7KYct|nU_<*cp!<=@^x@cODUR4
zRq+~C2N^-D>X=6gL)=4y!3HAk-;%@)_wro)5eUTHI|6;B1U^US+Rxh_JA<0+==slf
zej)q_!Q1u&e!;SRcdR<O49!Yz`w<rhzf~z7kis<J6COiNDMPUp^5XL=z08r###bN4
z@VGDk%!Sn+E$1iSXFvIusJrDo=8!u$^h5jDuO~%jWyP`Ev8c`fHENU0nyMP;cUMP8
z$NJ=8GpS#ByJxjN@His>*RP&YyDXK1a46z>L0%qX3_l#R^&<^=<j}9OUvTcaxcG|K
zVs<2Qljz>xi(4)2rawKHjW@3xd!66KARK_|lOK0_&PpDiqIi+Ir5Xg3H*njZ%z$C0
zGb}=6)GcKCM+gP(3|6c7@5Kc3f2v>pm4BqRGoTUpNz(L_Y`_88Q$$20T1RE~kN%*S
zPKKf!)w|(%f~2c<TAo(%Y4Dq-p~?xld2W9Sjoz@!^!?$z<IhB%iI$@1nVI3d_Etv~
z7Baji-vi-N<!@lXJ?>mJF{T9cAy=}B=%%9X>?~=Q;YlEgWd)RaUph|$`fg!cDA$%k
zkIpQppzrAF?iROSTzGarr_8tx^NHQAs7uAtBg+pxeES;p+jz|!+HHT=dZFklhY-Hv
z)F9G7zQ(_oNh-*FcBRaJU8WSZrt?4r&O3N(<(`M{@v`dZ;~(ts6$3UgalH!E!8Enj
zdTtu*Zh+yhudMMh^7{1C=V+MIVllx2owqYxzTqyGD*R*Twqupgl+(E5Tvw9a_k%gH
zoZ@1X=au#f6HB{7bE}xc^VlYyZOLMuJ2WE~4lYxCte&XqF)JerwHKqKFZ^<`nyL>p
zu5{uhm^4kJJ|sJ->`(ej&9=uc)E}?UHnXc;JJ0xU9k<<g@!~}mrpRWEukCYlbAyGZ
zRj_H4kGhBHFvc7XiEOsEtBqHM!@b2FC3CZa6m^w1TS($XI5*VJNV_mPeZp%z_H0a@
z0;jU1>JLJj*_2|Q>#8LAuUAK|uCC%uUF!a-aJ-FSk8Cz`>lDH5jX5fBbzEiPmyc;U
znUeym9gp@`rps8-*ZJ*!eGG-yZ5*u>3Hu(eRSo6p3il~2q=%OEtNQmSZD4hX$cY*m
zG$mltXEt`)#>S?=q~aZ?&Yf&>8^4RhS<5uonRnto>(vWb;8}SU+^%iZA0v~?`V<{o
z$kWZER`Dt+YG_pk0Tc-6o>)->MN!3XhZM%HdL7h;@SRIK*%{I;K-8rkuh+5%BkKH|
zOKf}j*p$iYUK5^%lR?MMrDbK+l%tg}O##>YWT0PH;qc@%WX)S(WKxee8nS@Ebnlj|
z+5rN6__MO_Enp;H1!iSbd|F*~I@(#<c92E0+`m8eDfK^T<M$a^<Qw{OFT3gyU8ll*
zc7w~WGY?-~XdwDBDzUM@iV4}}dT*+?Q5^!#`fxf#HF9rh?pc!$;f)qIQe5DF*ylR~
z9jy}TZA$GtS&P0m&+^N90pU2RY^PAIAANas2B$CDu^Os!Ai;6%qDkvWQT;#oN&Lp@
zdDWPhmk+IZq|moBI7R<*$w;ple2}GHEnPtO%tJn*)Ga|9vI%x*+0FZ;7TZ8->Zbu(
z=0cVBbts+=A8?5!fL=K+&9o}SLTDxnYaL(q9IIPgANx2NHgN^mmK<Y@IT_FWqPaqN
zW-N%@oUFz8hCKSD<un)#jONRjCH}Yfk64A24;+J2Q&UU0xVRqEhTtQFYL}On3keu=
ze&%zugF>}$lai9kXhYQVDl6roJhefmN4z2GUzT$cb-MPHT~>fay<c0mH<n*oQ<JJG
z<ZHc>UsUfGbm_d&Qwt?b^?d5r607!k%5D+*RJFz#$ZH^AP8C-&{nvTX?SkGtH()RX
z6YP?pYQO<jX&r0TDK~6Zmh<b^FaF}z@5u;7_pN`Oj-Wo3eWDN$;V1Kd|Ngb`SR4C`
zF|YNqbar-b0A?C(QXaWZZe|zW+3J?^ZUADU!L-iLlK?D*TNI#?qnBBMdp|)Vuc9SW
zZrOAd1Is|p5omV~P1(+3@Lc-+oxIsDOa;&pdoU0*E(eND(_}L0jsTCc54m8mavWJ(
z=&h}-O$9=6BdtJUf0m4=V^2AY$?Y!jq7$Eg37VMd!}+xK4EH{T$MFjDDXpM=qC2}(
z!^sx53wWttDxNkeiIMTGsHm7ohMD{QBQ=J>59uD>&naBlLO8?|U9u*p{=7hH=XmiD
zyukPr=7L^uT70L;%d+i;^22b8aR2zD60ZTad_ufR<?s1gi*^yIfT@j%&*D1y1#i<?
zJ)#l*>%`F~hd*Od@z8uRdfQ(9l#183!6-vVTD5Suqre@r<ScFf3fotGU`LmlmWQiR
zWy4ujUUNMiJO@1$As`e-c)>gtZ|Wf<d+2)CVls0o*|##!_UGE}!@^DstEniR>xEfW
zo-5NbwtepcOI3@;q>js81~97yKBer9tR7MXRtx0h)ea~n`XUpmg^R}^^@jE8c6R1@
zs#xOGwsrYyAXT1T7#ZSu4%#Uuz;3rGGxfv?%`$lE(p(L$d%jrcSbXe8C@|(49UZ-3
z6(iSnAN1>&V_9XrUzhyP0F_>uiE-*S@=&2uLe_@n>slN#+TUVI-ZAEFi&Hd@)s+Vi
z9;^U^-mj0Q9#8peXDa)y0lDw5`{~iHac-vHGPBha>wg^yR!|9}_mE;BRTc&U+fvX0
zkm70uyhdJ%uT+c4+V*th7Z%F-Z`AFlE>ccT0@~t*Eo7|PVgk@<;E|x?HSw?QEWEdJ
z_$(Vk!6A~BBd=5}8Q6tz^}u$ZVR(cOp&OR6s8=56;XDL3z^(lJ{N9(5g7UZaC~|Ug
zwmXZ1No^?|<qktz-Xkv~<qi)ISp(69o>qDMd%78l72P=B?X4Q`jrzg<d!C*ZhtrY5
zZiWR$FF(P|Q_FxTbUrw8b9W#0TPYMTsMyTvrVpx4eB|lr`QYos@|7!T<WTzL7xtU?
z#MAD0-7Xd*Ti^!vV}-`aaz}KLbPUsqueyR8=-kQo_~-qgNgsK?pf(EnMUlz7r|V(j
z$r;AjSA)g4&(w8ppM{^WigR19oxRpe{#_J^mHDU6R`FM(r&RbTW#HFR!i74D;AG$*
zPdT-X66}v*BjN^StWjdZe*q6~ApV?j?^}=)V%q5LPRMv=%0pkzpn6W#LMy(1gGpFk
zkOy+Y0>5&H@y`1iTDz4H@8IEJDovS$F{GQ~fgGWlP-ss+nRwA*Zc0f8@ms!0GlWkx
zwDk&GR8A${2-KC$sqkL~6%!0V0B*fU0+IHMpXybCrAJNj|6b;^jJX`dl`u9omP4pJ
z1u{<EYK&|jPl?ysm@m7^j$W1qn}YR&{q>2fptFU^zA{_{2Z6!hLG{8$_1he8o$L)I
z)D}ncva74B`6o5w<1^XcXJph3ZkAX$-Vu-oQICcjf_PK|e6&|x2lwU{7R1bRr8(Y8
z+xDcq19DS<*NLjlrRYZweHz#C^7wOKbX7EW&PC8DP>#9Og%HIcXu5JVG<Crup8;i7
z(W|ict%Fc!5w*&3Voa#b)v5XAt)KZbklly=fL6--^il}~rYEtp@$?Pk*Sla0zAH+u
zKkK=BP$&9|Qry-!R%IaZL+PZt+LvT%I(4d}@&sNwNHPsnZPhOE!{EyAupmQEwM1;f
z@ecUb!HwpCqb&~~-AuL(-bVf21MUOH10p)W6k%dEb%J9LW`Flz7mU7*E)sNsBuN_D
z`aP5C*Z20Qj;eCNOLlvzHM)m?LiIN!P3^O52PQ}s>eDG%_0V8tW;cQp@L8wB?0i<G
zA-S&2rI8>St0x|q5oSl{XPgq8f90f<Zk?^#CuX%jkL4FmfRy=H!VD`7KMHDn$7Q^|
z(BJR8n(oss<nOc?3V}rdAOyX%->0;(<1?3JSRcL4FZcS7=+wp;#;n`!Q<_+*C5)6<
z<-5DNt@69z2A!iND~)I{RgPoj4q&@<*R~n!vA-#AImHa-=I6(@wzh~fGcy&tg0e^=
zw(AUE>H^EEv%7ozT1R(pZ$-i*>u-!603Iz2So)sq$I5p*?*{;hcZ1{ukM|0Fsi*r8
zHpRs+6(C^oKFLz8TLJDpe&6<E)U^)C{A|$h&W><6#l2k9?k3{;uG*p*={DbfZGjze
zQo@Y<N6;utd}9|3yY#k-FC`i}c0jd~8Uc?$v3yc@&Kns!yZcRYs^%OORYb1Uv%wkW
zmdKfDyjSEHtOILi-lc0Yu*i2a%!0pJ7>dATTt%eW;ck1juDhP*4V72p&Ut~?_s2g+
zotK8Bgrp%Wem4Z|2)TDZj&8tgv;fnWgpYk7VpBz;?eLUYF#MRzEq2;ogYHYFTpe`3
z0$dTB4x+E5qeQR#OlN!n(v&~{r1BSGy#zvwri~y`whrK^&lQzzJkQSw%nR>7Ao?b{
z4tkB*@M?U}`0CsQY=ZUkKXWse16wX=7A#NHdas@B)OQr&5>J8DE#OUb?FQi7QDbui
zYyKnv5cnm(y8+V)BO+_p+A=+UYc&HijQb8OGq0|XHzssd5C0|6F|ZY=EafDAI)i>1
z06crH^r|Ilch~}b8tl13umK7P-|p1i*0$>s5;4F;^G3sfHJqLBsAaWof6~#g&?IRW
zXw_qdP-yxO0Me#Go2^hOUs4Feksy%V)6Bg_Z6Ls_8K^sS8i9@&l=RAvzhD<u#T~6x
zO|5UvC0oqzt_({N^9_s0OSxI~GjU4mJg9-Y46!(%c!OT#;wq#9Fu^@5=xC`4D5C-f
z=hIve?m#goSv?!4L?6c|_Y26(RS56dSooernXR@XHH{<Tes%B)59tX>+maU+d~gAJ
z|01Xr&*js&i$BJH{OTFs{{_al`gY~+vGun}VehpyRGms9O67?Zi35CitJJu$p~+t-
z)$Um50CsEj_`%MR@VfUzQv_}D*AJya__&WBwOhbYCAvD&rZHA0VGH)60X`xjs5Hc;
zz!7CD^MpZ&Hproq@AyCK$gH|&b#(ZPBsEH4gM^eMVr@!{QGnfSVM@&49JDwv3PPEo
zs}xc91qx(+x~bhahg1E!ss0(ZmD#`Ya#k-{-o%J)8&WV?$;sUP4t1a83Mv*xRKodR
z7rIy|Fxdt(n)$C)K)SoTx8nf(lQ2=^39;~7`VN`zO-oK*_3TqzDfkY|;X-g0^<+Vt
z-U29oih}k=?HU?@G9hBMq+RIS_SV*wai=ovRsbxnaDmR=t()-Z&5(|g^L?Pguq0w#
zxukI9rhQ;_YCAG-6;@5we6eT<s(?=gYzIffYOWXg@2^h-fYShRc551X7M}A#XNiQm
z=7LuG7fi=Ca_c-}@m~W|eH{QFNa7C{vKm$aQe&;Y8&(_hv!I~I4+xtEwSVt52tW`i
z$-=Ot(92@!sHS-U28RIPw{QxmUI`buxg%(l`%TMH(@p6B=F9EiX?ATFta1WUhDEjC
z?y|aKgKC0KBgB>_Z8rRa?oGG5e+<+W5Z6nBn;;J%qy~sU40J4S#{kH!dS;{-G(9Ui
zb9rlJwkJXR1rBiK58JtT{sd=VRU9OLS+V#N(s*lCTWWzaz0zC8Ed+{bVwI!tW6SL)
zX3aM>`9kPI3V)(^bM=7Ma<P|W70XBY7pK*hhoFW}LvL=SIKVGz9<X80`DEkDN4S$d
zPOz+o@V`=K9GODjZ<s&Cf;@DWBmA#o5x=0W8u3Fw8kz0>SP_UQmXdBm|9c9Ji8xtc
z{vtpBl&+u=QYa3@j=_s(m2g;N83XFEufyiH<O$cco|gXZ<tIOMGHUd_y!OORol08A
z0FYkUApC~~K;8c}HZlm~=2l0`8u%1F^5#E$HwLDZ!mf5QP*_>HhX)9^Ui-DZsPZ2`
zV8g2atooUdzRT`21=L$q3l3Dk^M}>WtD?rn6PTX6s@!u&-R--%>=$m3ypUy&3K>qo
zRzH^wmULCo@}3Qs&)9kj1yQ(@ah@UwdyR~Kpv6JTt`5HN-HRfD*P}`+vT-apVWvd=
zZ5?an#GZZM)1I5Eu`$f(*Hr;0=mZ%wE&a^H6gK?sSSy1YB-jw8;;2N|yrLjF=|;Ry
z{fSj~EI}hKAXP^mU4m9U8!DUo-ntv7&Xx4hndU@bI3LRi^NHELN;V`316Lf<R1*yl
z(omjv$77MR4{0DM<4Q30<!mpi(d=Y6If~DWL=`3_JzWvP80q%);h)bPibc3)ZCp1K
z!u$JVyQJ;z=Dej<0(*g8=<9z5N+6kic*9{Y8HmNdz*>N$U1NQ;eWN&W??+yalNd2z
z!543XPwVV+z3G-X9i5jJqt;|uH4b-NW)oxhVO_^RnyT4+{PclppmFQxQK?%k5_9Wg
z%?H10-t5B)tja%krxYl}z{^$*jNPI8a`_a6fr0?WgPWpEmZcTx+p&U^$1|z24-FHB
z-Kz>5R=hipQYURaeL~jCW-O*vf&$b^J)J~<Hj2=)#E;sBI8dzQ_14w;o56<pKvX$y
zhSCj>oY3{<Rp;$9B)I0z1`WcknP886hN!B@^3Z2bwTunTbSKZ56+@MJs+o=S5GLuB
zKP6oE*H@;zFT(6ku21)mLgq<+l(@!SAy}NRM3bcQ`51ptKp4L$MO40wTWW+An&Sd?
zisN5jk6V#k(J|-fyu=|qT88c4FeRF`UE*iY^=^%Q^-y>>7I*SyrGh^KGXJXkyIC-_
zMzXQe`s4qMG!X#$b!VC8YhmTsuPtDAOH}}NqqbY&*B&shUgHX4ddr0EX{E~jfec-f
z;=%WRPGwmQJ#H;$^x^U0lqw(ejQ+2St(8?|zQu`h{`w67%SMW>nrsaqju}(~?E?q}
z)0@Xf=VzKbi~yiq^-9v*q7AI{+%=>zYS6Y1yIq#0P@H8f_oZuou0TZXIIV+RP~`m7
z($D%_^b#1OIY&>5*m{<%tPiY02x@=cmLd<#Er@*AT0;22!*;eb`D-z0m#9)ivduFU
zeab>PJ2KB*jY!;N4H1x5N_tCm{%~wOCOBN{dmA}&N1q$+;-ZR)bbd4&>5{_?_2_R6
zY#5%2(ErxIjiUMI?UUWYIZhO2G9^XyveWK;MfSaVG19Qlj;Hg<MvDxt$2_&n#p{^7
zr&St_N;CAjybkSfl3(XF**997OlyFS9xXU7x&^4pX?z;Vd{UOyTblBWcz#rLyYqzf
zRT$&#bRT{bu6CI`r6Oh*C{r^~P>9eTE+UM<`q^cpsTHkqQwAh(B#qc?kZT=8nf8qi
z0^Rvp+$mmdPnydXYkXp(OMn6U<NCrU?%*#!4{VE#_w)=2Dt^nt)QZ8Q^huiq?UAM)
zv`31u@_Kj&497Pa#~AWAqJs!Z*eGS{FBJ7|<EyD>>T$X~vKcyB!uu0|N4{7@;kava
zGRbcM)(kFaKOFxRl8^d+!%r`H$s{Vxipxbt`a7;1JDK$E1274n*k9Nwzjs&D2n=bI
zi4VbMg#=ORgRs+`3fN26j#6S*KEGo#_iElXvzZPpT%@D&HKR1LG+gV_O57>jbh<Ns
zcaCXJPuoFe>KEVn|C@Q;6T2NBUv&<SqtFGh|D+nts!`t@SCw9r`go|`W+SwrHPN8I
ze;VDdhorkW0xW&*9K4P^IkYasKg2L3c{B1xzSDYMmQ$8F_t>OqU&$#$_;u-gXG6k(
zoH9|uw%`Ukj+3|FeR_fb`@YbN-^RYoe~X=NSqny5JyB>sH)-o$7JMUN&F3;sHh+cr
zBusp6lM55M+<T>L@w93SHbyWBQvDk@=4xWya&R8(@ojn5;v9nNpZW9W5$smZaP)Kr
zJGFB!gT<Qlwm46QT>GAEzJYhP-`x~El`xv_Oc?N-`8Ivp<DcNl-J^lG0di!CqX9fk
z7%#*`4B`I}U5aHHcnqWqQ;)j`G33xuZ18JYVt<FUnI2c5P*0o6FG&Y3jOIQQNfM{`
z`mHOXSQv)qf0H)8FNnyS<ciO6U|zjAq6K+oIjnGSS2G!a!$*-pI8q$;nQlWfBoNrU
z2%Lrnv-TuQGna>d46$0P)N@yS3)GzZ3#6o!Zj)cW<i4Q#*6D#EVX*nd?=WV+l>b6s
zNRP7>_`z^1J^ibB{jMtf-L4gXyxO!y<Jsx2U^@>Uqcn6u!yrUJ(es3S9J*v`G6)2I
zAv4zVQe@(Akc}SRNKFSi(*NOrAkw?Rd#pxsBknKb%86yLFYi>pHojmdIRd|swQPK-
z@(>}-K5Ru0PBu4=&2O$`gL^15CX<S*sUs}=zJ~28euu}ALmpsA^omT{h8j0XwSCd*
z21aLs(JcP?jtmQw)XrvMFcZZ6q~~gPLz^=3{em)8rc83r$kXe8jm+l7q>rE9&PTdh
zjP<rZ>_}BNFEVB)p8T=^YK2;TcOovs-PJ~_@4Csp&v`5a`l!`b14cukQ8q%DC}-RO
zmdGeRA<)=!bfjR^^zZxU2uHds{lx9j*EK<Ry4h04jI@}kCr^Wv_M5<or&eqwcwS(Z
z(Jsr5?O;gaX?qCvWodMXor#;O@l&nOT1P>i%_$nFyD!QG+U(7w?60W2eC*1(1#!J=
zdUG^c`{xg2UXV_Y6^3f`2KpOkPxJo<{dYVj@VeXMYin=$=Z}QR#vYyD@(eK}-tE%H
z$@{N%|DB&;cKdnxNwDy$WqsVm%?!bN>^FH|az_Luopy0rmCgSng?>qPDLftRts)4W
zx)b%Bpwtg#C=HW-P*&B>HU9=E@)kyDOcv<*bCWHKw%gqiOEYzoH!J2Q|J1l=UdPGF
z8}^gxD=kQ$*7!mpEqstk!c(YnZ!7qD5>_E-e1;Z(R4O(+>o>rHRJEw5b~J+5)Q;jm
zWBcoVPh~;3jRf6^p$9G82@%(epIeGaJ_<31xI5aj<=OS$!VN@dZ3R7`)}car@8a_W
zUiY3a`*?}#T<_TOm9m4hLEH6sQ|r@<9ob&PQdiUVPj#&swq32oUw5+64Q>CV9N-Id
zxrI4>ly2b*MozwW=tQ3I@CuxC?lBoAy3YlL{6yDO>@D6SxnN&DK{fm4eoE%n?fzHw
zRo}N!yDNj_SNWB5T7%*)f}};CAD-oHVbzM;5jM9s;zCC4G^ex+m`NW%NH3P99=vjG
zoE9+K`&UKThGXYy`PlM^Z;lF2D<#`mLtr3-Km68yjS^t{5C8v?e1c5au?oJ5+HT7P
zPfpki>JH16@sl4DrN?{xFn`b)y-P~{dn<=X>y^xn2W`%kZC<^68FG;&wrr<8|FKlM
zDX4tvd&|O8{sE}~q%?!)cn;GJIKY|4rt36kQRj<XsxP1&elWNuo-~SRtp=Np5V<<S
ze*;S|PM?J+sons`NN><!)nS6KT~*A=P@`#dCz=}Kw<KBvi@sI#{X!+4cB4Xw0hZYj
zGT*Nb)_fA|U{hKxp2ND%-W2vBh4^-6`U7&vem$VFMPQ7}<{@Wwhy4Ih4-(zmVtA)=
z>awqNj@;2(3Cox9Qbs;I><^xr1w#Y)dG`<l1ru(Uoa|UO=+G^Y-ggK9u}K8;hmP|b
zI-uJz1+u1}t7Cd^=IRob|2}r=-=_*ro*u@pEiQbO>p9sLCHZadHTTx}(Zi{QgNRDt
zk<Re`Q~V*m7hCN_3VmnQ^*DN{mhDHrBtaNHmH)xsH)`>m_kP{#y@{<Ccc~)?nSPa@
z{PI0}S?(v>uex7dBrW^2?qS1Gogk&MrHy0}C$m1ApXiK{N{>d?k~Rx>Zn6rpvsgRK
zQfh>2SQg&du-}K3n69T>*dV>$Rf&a~WZ=D@<xD)Y6x*!<G(+xF%6@}OT6f2z_J6;6
z<6DawBKS-Bqq=!cQn2c*aBDAf0N+g#Yzcy#Www)Q-E6mo@3$4ip6{TqdG>4%4C5iT
zqdj8lY(x$%(6*W?o5ntW%J5aYy^h-p1npg6wANntR*|nM@X+np-vS%cUFa9LgKSmI
zNb(oqJJ4PyfxG6Xr8Ix4t|gh`>zSc36@LICc$WJ!n#)J*8%>h9GJj$3o^F-o2pHNS
z)dWehTb=w}UtOJMNTTpuZ?{oGvpsq2GchgyFeKxTI1kIi&_>H4hIjX?O<owz(v~`4
z|2y884kxq-CWobA>%ka98(K{J585i+K>VNGVu{yIIskqhCE$mKR&Bri2#3=d{>bKs
zZNBXH(=lei#daG60=%4$&VLq;%)mscwb*3K_kfXsD4H?p<*t`bZEfFW_&6K?LRbDX
z|9(QmZcBJ>j~mR~+$$nm6t#du2Ezv&Pll76O#Z6j+qS1eDV~USNX2^ToAu-^s!0Xw
z@5*Wg>^_al^gMyB^)$;v8pVV_-9Q;cUsTt*3iew2v-~%|Oh;kv<IAG@qt`D1W5U5|
zSwFJW+j+FqCIqN;T{=GAc<u+3Z1U1hBgM;(fOwM&2zoCQ|6AGAC;^0vbl>^U8kqrG
zovI<~!L#vdL8E{{p%mcD1bqO74SnuREg}3533nz*YV9bRI#>Kn0R%mtzrFA&9LVx;
zYc9mSU&Xrvkch_qhnJsii_OQ*eKMV21FCI(kZ{n!%VY=)Yq_|yGz5u}VG&jhn6LnN
zR|Wso63v;%jgPwBAg);qtI_#8)Ek(QMQhS9MSAqs@+W~`t$*=H7XV(9A7QV5t4iYL
zjcCjWiVlWloHo!+30>Judt}}?d7i8Y8#pP@Unui!w0AE3ifzASCOsVg0~%rx&!3w9
zb|pJCJike}@MWcsMz)b*bRj=7uov@()!o3JqoJHn3M*O6i&$J@nOd+X-VR-mUkY>=
z#}L`gBB6fWQ+&NaL6d6puZUFVD!6ObAW*ywjcnOIwH(&T2;3XhPz6MCp?H<Ok@zqM
zcFc_%H+W9~e#=`Bjx?*I(YqsH3rJ}bU%!66f&zZ%opkG#91c93OEw3@w|nTfKAFSR
zPO+?2cR)4!7%!|AG{Fid4xj-7EnI1>{CQKeI6#%00vf!vG!Kg!AcUx$krW%)*|>VZ
z13=E>m9>4cG1Y)R04xZTPOBp&NoQh76+qbSCF-g!r6wj0VJIfcC>#kz;x>!#zqK53
zv%Y2b-Kp@pT1S`_rS!B5O`PAqx0{pw<Zf1j-U$LLl%M%WlKLl1J1nCR6~d1f#}@ov
z6owDJ9O`ke`#3l~dvlrF+2ZZWG+%7menkcq*O~frw-|e9xBXMxTSk1|7um!`nFuJ?
zr)cDORtuHpySfV>lfY_?5St&vM2JxQvDLN}Y09V3jYLDFvMSLH)8@8nZ$#}wNisOn
zf={;hN_8X+runon2aoA3y<lW9_{XAWDcSV=X0oNzv+EbT`~dI85z%wlyeu9Ny8nXC
z1oKs3h&Nd?wokVE_fzDZO&S-n(5iueGWiz-=sa53R|f#0I8FsFTX+C}j-fqhSEI<-
zEe>RB#s00|`TcmJfl4`sJ^mzdSPDq3gobt9BHY%0{hGpo<>WJCL}@q#I-iNA97c=k
zq+{7E0ZtI3GcWYv;ksI37M&Q)!c4gBQAp1@B09!ynj))IKG<4Or-uc~_XmO7!zV3o
z0)s7PIWB)VRC7>SFIsBIt(#BdhfUH9Z}Sx1<u23&&})mA1dLIeK)cMr*yZ~6;x<YI
z&OJ-0Uo|o={Vng?SV+FN)ZMoqsx)n&=gWD3`i8hAg;mp|B}PI0z*1N))KyQ%;~()*
z<@3o3=nqtvB?OMdW7e7Wj3}(ADX*|G1Tn^uc=7H&jTWSE?iS)z$UcLM0%Gw~IhwWi
z3m!Ik^iG0u+xpcI!;ewnprdr$IumPbz;-X(_e|v~0_0%n!x}V|G7Sv%>);O`KG0N6
z1s&rT>(6wTm44OZg2z<K>9A&4jkN@zmKA#}{XX+9I6Hfo>gccm@~r2BTXSvzEu4rs
zqunO!{B@%y5a#9?yFl8Rr%4AG*yywJd>WX~`y0UR9C!NxEjP)kJx(8$%mRJC#uD(s
zjh6v#?W2UGJ-N(J%PLiV4o*~P6=qwb<@v9R`Bk6LqY1smYi7ZJz5xTz<jG0wcD?)C
zWyFVuJc{-8%6}zv*=!FmHGC-m#FP?WGeof%CfTK&njX(zAH(*N@`k@OM$~w9slnyl
z?zl4N@VC*#n%4Q+S-%n0?-=N2*~pRamBOY|VOLfZ2Lk10^5HS@W6TO_NXCn%Z#$PZ
z;N8j~BJTL=!0F`HJy~*S899_;HXMQ6J6#zofuQ73t8F&#?@f_zEtY}O$T$V5a(XEr
zd6Y1M%!nKCLtmT`B2r8Ce-y4ce8pn~U*Alr0jQwlGj5&#^=m-NFO1)NZ}UOMHnH+A
zf$(re^TONvfPfMB`pm7dG1I>WkoG*JGyWQN=1xKbJZ#wWA5WMlfd0bkah84*fx$Pl
zsW}x4J!U^PFx&VL2~DS04u&2nuBS)_cgo2Z`^!(8SjqF<D*(sQQh*D0_O^h!z&zyC
z)pIni$;Mdprir`LK6Z@@`(Rx7(qAqpjx>+W488nEdnR7>p&mM6=7&VPcD+T|<C-YU
zbT#(@n<0yLTZF}nw93x%Dy`w)OxVfA23iYH`^=ALW+@TkSrBC)e%X@`1?z_QunHL#
z1ouAS5a?#8i)ebta)f(P<7vo&0O0oOso%unx9o9xrxgy*KbtOx*Ed5bf(H-;xe80o
zN3=ptuP!-OfWTgxZjdV{)4BbobM;JoN?uN$US5@f0K9_$x^DC?2w2^$ACr?8&Ne5<
zqx}ux^{EExLlpr|(I<IkI3L$_LyN$qWTztYjmf&^|FdEQXKCC8HecK6rf~jS8wLeN
z336!43F}4`py+n-Be9po#KhW>)pMU%+30}8UhfCwqQ@8jQHewf`7K5P|K!EfDt)El
zWu=E8sTL@R`_yzp7GwGxgX)ICDACzq(D5HUVcJ;gjrY<%0G#h$c%m&;X1fF`d$n#^
z=ClNS%~@3(<H|oat=+gWKH1<W@9FqXJ}JqVt_QDAp$hCntZ87~Wl=S5qUNsPh^(n%
z%uncQXuBTKtbEZb7){y71~2=Y70a=~1CC|CG&(TK%pb2Eal@(3(y;R}s+y=#tjj^X
zR9cedmoGXdVJqfGA{e_<40gI1iNA`s0(he1aZD3r?}>cKjrGh^S2-c}Ngw|_`hzdi
z+xGx1L@D?&NGjxbhfb)KHN=aKvKkLNfey?1h@gm~pAVKu;hC)vWIV*=@#ek$AE!b<
z%)>G}uMA!uByh0MUj@{|)zUM_@dz+kIWn;Fy?FlY*{wU``O^x1t*xz&XX7jfWapiE
zI1$yX`%N<*vH#c5V$ROS#uae(!9Rms|IZ>$??W{;K<_$E1uO)=_Ah7(l>GAEn5;+!
z1crysiolL;=u*}z?+EbN<b+{!?+IN1(wM@%*NN#+ivSrPp#7pTAhYH7sUELppY^os
z>9>da$v{*E0DC*QwKdIPXTt+WvL-eygMAungVEFB1!@8{4}!^2nr>|fBP4^hg~9Pk
z_Q#K>v_ew@rm4CWqcSVwWj{0@vLJK@TFh1KlGar1KMCHxZadx?TW-rlz5~0S_KrU;
zMqjW2^UDP`*zj*+_+w<g?4F~t7oK$#sWowvCf2yOEuZy`tIZSDTuh$x&NOXJ+x!sr
z(#ZAa<(#O|_oLcRQj0c}!ysls;c4u=rcQ_Lw%~{SQ(_P}mnE<j<X`Kr<JpfKV8do^
znr?=2;hnL&9>QSErvKls6t;BwlWN{V%2m{ZcjzAFNPdn<0jV9UFiqda1Z+i8e>881
z&zLanB>x?jJ6uxb65;aKmYL1;PCOGeE3cekRX~zC9lDX5&T)rwFssRZ@#6h6{pi7F
zhyf0Y@R@EuLy?O`LA&`E^!4>aUN%P**3PFo&WpLJ^>1@a0s`{_pvv61)rKOvwo8tq
zsi%e*KzeSb9T`UWuQdU>FwQDY!PdG8Ini`BlcB!b^K%dOfq>Wq+#pocbU2hvb)}%}
zodL$|^F*$0R_d9CxCXd$UjwEy<7zh>Qu&aMxJiA0uTFoaiX%H95+|LxKSPg9|1$YB
zPN2}eI_+Rn#}G(x=`jp|4+pKn__#XhV~5GOn1xAl_AbI!&=)88`Fx-fw5mKQUv^<W
ztrat^kY00SS5p728uF*MVf9-x)?W|3VF89^Upg{+GBLC9Ezk7cFFwPQJzkOsZeZ)<
z*tx+;x!qz<57?br&V7d8-+i*<Ih0)_kd%>REFL4~Nky=M+YYudLJSCE@$dE@!%H+T
z<cs|tUO+L!F8T8>ZZKr;gNkmK*cN7E+E=_O{o6`-C7(t~RCA%}?Ca9jBGH{IWIhC$
z@Nxd1-(ADBK}cZgPW3uqWH?blT}6-==?NnfLI<3vTZqM6?Dp{Ntyv4LB}!+7TufT%
z;17pFqe8B<(*Mue>zrpL7F*0sD7uknQtg8;sD`*j1RS;3hCNozqz$OQe94tFHuBj%
zWLBD(bHaa`0|o)U1m=gSS;!-8lA2wx4cEk#l}=+{_ca;e8PS#gw%uo~)U7=54}ia@
za{96wr0^iDdSV2tiR2|SVXifbVW&Te#8T!qf)u!E%E<Q|`IU99WkQuXpd@0%N?i?9
zYUkP2_Wefi6P4iZ&3o?r3YAdQ71+Qry$`b?!RjlzABLU$2g8m<le)%ww&RUMObrhv
zSnsCS&huj5Wab8=k-xXi;9x5m#A4gIddP0Ysf48*VzJ~}zbsabL$?(o=kooE)Z$aa
zbY;RdGwHx*V}1{m?tlRr?%5AKjD~P;ZtLDJgPqH@kLO+w6~5YA-NJ=f5dDlBwib>^
z6pfAWv?(t7`NA><cPekD@?t0XpWM{g^pI<_${f~$_IQ@EEzDSKN+`cEY&W(4yV%io
za`2T!V%kEfIBZ)!*wp3~ADI=A*G26QGBvaG<H0EZSD=f6l&CQT6jj@QxGm*#9R@N<
zYEd}EUdkDvD)hFpYSc$UkNk-xR;cYiZ8XC(;e4552GlxH(tHr?3)1&j7uJdeW2SR~
zY|i-{?B;57m#xvpw5YMy{8Zo$v4Jw7RpC0j;@x`cuYBnzIvzp3_C*-6IRA0O+`ABl
z<?}Y5*^^+Pyn#ORd~@ywz<MR$0(+fB1Z=&#M(^@rV^RVp&_KfE`4D>PmmFO(?4*-2
zS7+1TV}x)QCkJ^Ll>shpc9baDl&GhR+x^384x<m!2SlR!TQsbjp@FUqdV4KkkE{H5
zZiRNg5XXyLZ9!5&aO<NdZOkA3YhMV>R+}l!(3~Z(2gx?NOEvdaoOt(CN|>3K-6Xy_
znMLjP+fGx0Q^!Q9WK<ntoJ6rdx*^GVSVyYBqZ1E;yxPHG403mNBnp9(2DD0ARl8i~
zMk;8=Llr~40dHS@?Q1UU@49;P9h=Ra*8Dz6958M4iu71;(!*KY*<n^YhS)h5JnPf?
z2*_9Y_P-BhvA&j7G-vJ%J0#EVLV4F5>PT#?VNfyFS9D``zS?<B4L~6Vr1^$A5H1F4
zl3G&v-vTML#xz*LC)@Odr9TZ-XP7KE_H7m%3G$|kgiA+?*Ib+A#B%UuZ0v_X1wh2N
zP{o?Jvn)va18=;xPxi3M7tasp&f@Qy`ITu211X+IIiks=_rCJtxn4_S%k|M3e>Eft
z*1Vici7xZh+ja))HZBsr)Y>_@$YO^rya&mTv;+`Otel?#folt;#mWV+qf8<=r>4_L
z<@YuB>b|+|uGWxfyPT*`NiOlbyhyh#f9$)h{N-vdwAtu|XnxV5h8tS!$ti$3I;73q
z<k#5jD*oOq3Ytp5AI5{wNL0fejKO&CF2;YkbVL_l_;6c@JUmj}@Z0NuSkhk0LYvXl
zUle^u4Lbj_n~vc(3e1!Bi&fv-yncOE-p*Vb3;N=S+)I5~SJQ_vZ-4==P&E(0(WgSr
zLrWep-JwrjtKl#-I+!SzjGqfFEJW>o-)prQ-+e+}WhBEeIi2o&s%tG~Tiw0bCrhu*
zer!2WHxYc@0T)S>5hIYqJFQC{**`;zVdF;zX1-~ra1+sPn@_@#P(>-pwbc%@y^TYx
z#MqT(j_OMM>EPZu3^6juqVi>iN-=*@M#kxKN5WNc2s1NBzMo`<=HFlI1?I|(iCk^g
z;hlZ?qVH=n3sy~D56@{547pzX{o|GYHf8nZmJ!nb{9ExxTj@%RcwE+zXTRyIm~5c1
z>hAe0TT37igrtGPCmTbPw($LVb>dByW7@EpxG2)C{;%PF4b7*w3U-C%C{{HQx`}{}
zW~Y1rlsZ){B0tM}?z>6(Tv=z2-zMKvJ78jLMm4O$o3)8(c5GdzCmdeq1ttD|p6IG|
zUmts!vdAogToOx8@KZu8em;j$U^8UP1C#+n`G0EoO`mKot%{<utx)*1>a0D;VqFbA
zF1o<qC93FeIehgzV}PRlz?XDDvHp&rd#sr0nGHPn?<_>x=_3O?2Zr@Lrtf>DV*DfR
zy;PJ=AFjeyy-?10kW_d{%HR3UtFq<`{EV7TmtHv=#Gj<=B@^)x7EM6)y;KKyFjG-?
zl!3?BTKXBcKHnw~k+xIE&d<JqY2L-v#Q~s8d(_5ZzMh&jExMJP`FZ3(WeWgU1`{JJ
zRo293W(NPdeX@mr2Q=Ixnl#FWtSkdCA`VF1SNhru39g3UMC{ET?!Ls{YcR(8rn<~@
zQJhTvjETT6UaR{Mywa#N-q0WDlieWVS^r3h@RLp{_~-LnL}p^5J0X~cjsU%Q@dcli
z;y(PoW#9wD=he9QH5qFmV`KgxA;6Js&fjUFZ#?Ah?CGo<oUU%Lix)a{-*zkI>t!w@
zq`rIi4in8S*;V-S=iy3@Rw5<kMVeV`ZLh0}{MA{Z2To@EeTCVJAE1-N#aa=*jcU_=
z;c?*l|9qaJr0y^d^H&PPq$M0KVVOWwkWeG!RLs_2&CI}>33czcXAANCii_*^&2Nt2
zqNd#s8I0GS<A+Ip8-0yjcm%I^Z#`D%-+5T}yqeZN`Fj(@)<N#VlGDWz?Tl2g86V?0
z9r?C@??>Do{%-v9u;b_35!`CW(JJnd&2X1`yd1&W*s=3h><BS6syF(6M;ygbMm<@8
zbNN#m*Od}3$p3a+s_j<?bmn!7_PMsBcuCi~+pLE?&>odY@uh)k>dPvC(LKF}vFjk+
zl2U7fs0`pYtFg3|Vl#fvg&TK&WJayHo^m0sUv$Sc+Gsa~L;b#nI3i=kY22*u-Hl1>
z-t#xBj>&iB9SO%CCWmAHeO}nS$EA&M9CEaq4#j4=#{b2q9bMJ9wyhXw2|YX5wT_Kx
zjDVUYu{GX*-N{_k&Ai|djoS%qCGRg3DiwVdbtBu$wx<jD#5%r4-_@s+`54kgblU!#
zqFU{J;&v~-{{z<foDsH@oPXS^LTf0DG&FNaC}B1G#sL>wXCR(8-jUJRo;G<4JrP7^
z4A`CS8{?-?#*OhU0&pS2K3f({`|_ste1LCb2CCa2BLted<RT89mse<60i#)2@DTIi
z4jE%CXe$|8dfDcPPCaM#sijy(WSaLjgcK}S8J*$45Q{*DX?&&9`lWQ~+Z8mBXZ1be
zGjz+@s(v*sP^=JTr3Q7D=d0BB<0w{Q@)#=jE*%DnR7Bo899FN6NE$moe7q-Y*$}G=
zg?k)%lQhhDKR2Uj4#Rx1rBbo;dZZv?P0BcpIr-l3wE^xh@x0?ph{ZL(J(n=?79}v8
zT?cIQK=C@*>$eP6!TxwQBIMP=UIDGBNw-%1B4Kx$OetIcrSi&>byV}&u+lLz3NV>%
z{$VNaCcWDiT2=GPMrL&6?P3)SHfC?JsObgfdEp@x4n|V=dcK_n=ztD(e9)T1VPLkm
zqJsSwH6=pKpJ(1vjZbr_YMCN{vCLH*9UJ6((HzLgsPf0mt2u$&p{6qtpG2oWfV(yq
zn8OQioDkTi*26kR5a@gr>+QL7{%skj^eAJ%>-LJXCDCyhMa<dL2x)Znx1*zO3k%a&
zTz_5>yA|pSSV56S?##%E!OHE?>dRC4A>U9o_hDe9gGaXig(W>eXg>Z2j&JKVP7UJ^
zJ-Rkl_7v~~gm>%Vgy3k&U)<0~+B685lqBUg-P$s(Sqx<PYqYW9bZAGi>-QTkR;%QE
zfxPn?HxQ;RurEs_&sF<m-*7z!Fgqz6+3`a5`8*g+cS64(+03Pt%zPoiOR^R?Bl+Q?
z;iX*zGtnu4V(wamseL)-MFu_d$UdsTXJ9=I)c|*2-;>L);s5;drYh~F59MLfK95I(
zcgdmOM(%`_o@bm67wR22Wr2;vgT8Hs3eSeuBS|9^yfOChJ-Q9DPHV>hJnr8Uvn%&Z
zJ=Dmll;HDA>3^)m)*_)qfhxqmUY~5kGhpuOi4!IL7xtvBSA;hC?vWU24}b<ef4kk>
zkN4<dErkalX<<X*)f+Z~gytmoYS!UIg|yg(`$8f4u6y@VH$F#q8=NvqdBj`1I1t8P
zPCGXN0|jsxq7KB-<5H)Ur}RAGrcWsQ4$j}A9`Ri-PONN(c(oTk!15eyFigt`XBxQ!
z+S)dI*HIq11<&s*BA2V*m+NvaIe6e(X8sErIBgYB78L!bk;aT__NtH>FGYFI10Jy5
zvHqztAuJQNesK9X<1>`Vj}<u3sB3jGk9XolGUc^A#$v6*m0Z<0`=>*jD=78r_;1*l
z!3C>6g>xeeQXVgf6*^%0nQ+R*sz7CoraXW07iqQWy|+>2=Yjb5@@Z_KiAM{K22d6f
zBynGi{hzoH{t?bwV%BsW)|mb{0Xw1$a+3JMOyPs~(8U2(@H#*jVwerBJy{2mVuvlw
zBTUzqK9x(Y{dtNFUQ;CQug{2n${6E@>u$EZ@l!TuAD_U+%)n7|57=m%urUj>!Qz|u
zgbD8Jf>=Lf(ZNRKwBH_Ep*OFj;d`I0hcsWK9`S$0>x|J$8R7coR~z(qo2O<=kNl4P
zxnpjtCH0kSOcpK_C;%u<e2B<KmmbQ0v!F;*`ZX(A0u#B(iqq3J86QmWY1G2A;+=i6
zp`6MK%$D3hiE}QlPRJ+<T5}aZCs2~Mvoy)86DBn?-!0j^yLW0pQxjEg2&_bXz!mq|
zyzIvY`oZ2ec7YN~Dq^Lhd*55KjdfJT3}HgNbvH51+fxe0L~CX+U36Nx1FAXhAH`Oi
zeAa4NyiSzflfzy*ow*iiQ0A&p+VI+=V+cawUW|ior4IIO;*;=7>O4{&hF!xP7aVNP
z?g#i9SX&BdT?xGk-cS`I|4V=xN8(_|&<R}!Rz*OdG~5EIi~=D~dl1-aH$z(VPw%ID
zaV?NIx_YD=(6~?tV8y-JxFQ5Hqa_AI{p4CJox>jo9~#%KxihhH218Oaa%RB&?Yrw-
zj-Kon9QuI_5Pjq3jc)L}kRjLn`__V~yEIqJ<|AExs>};x{X8~+D72f0=6A=eLU!71
z2G=30vo6s`0(W?&ZmV2%wim})s*$ABFOaJqMk-I>${J=rwJY*U?L5EQzSmT!QF9S{
z^LzL|c>N?;U5?D-De}~BCUkQx*y4xe`R&jUHsOxwN0EU4>J|o|v87QLFfUpnd>zA#
zkN&E;Q&Y^J9j8qQ*VbD<2!lRK;y0<IsS<TWo2lz%F_R>T15<&5e)Z{T8a_8+->S|X
zylab4p4g=B#k0<GK;oJp;mZnMcVKs<8X<w{KlW^=Z$0&&?#jOZ_?rZs(8fSkQq&`6
z;OQR%Qw)yoY2t0@rVI!Fm!>J=yAt|iW(YVYWNK=AdYh>#Xb$esP-6OdMriqi^w%al
zhb1>GY|E1vP#xEBy#^}4M2rzn4;YUq=m$DbN4lYo#tp<$jx$h>UxezO>dk@04u&aQ
zh&<&o3*c1m?fW4a)=vQ6$PMdVckh2h*O9r31{0HxG01v%-BKA~NAxDXA7jSp`6chV
zX@q#|Ro%oVW7Ts6lFya=dfu146*^9eK<KtZdNFoXFkTTipdvF)Ps=_%pV3O#RN}aE
z?tm51F$3PG31Ucp12xI4mb!QUek!nvZrQ%*bYGZEbsrW)7fG_AkyRsr3+#?cv-_^A
zhF2uX;0MneQ~70Gyj;dtI7SA6Vk9%7o`i)YA5&D~AKyP16b?NVL+*w<><XY&VRy3L
z=JR|1Dt+_dzDX9XQfCxkQ`JIu1g$3WCcK;<?O2Bbku#N=!0!vtF{2d?coAAq07Lq-
zjV}6(*!;OY7ZM8~J!=b?z7gN?zmB?HEP_}}eHhn3vq)=}mqT|Uq4I7>M$Vb$PJV;u
zFN;hQ3IARp_K_wMXf}6)q1UD=ljVeCM8vkAkNA(0PrjGrP;22o2X+t6b$y&J!u`*$
z(SpvDbW4YQeWxzt%9XVq(G}UZw>5#09~E<4cCWS57FVvC$34JH{TBEm7}foO_<M?j
z<_9T)FUwGU!Cm7gy0tJq^-2F69c7jS><P3G@3(r*6M5RtguQh|#c(u~#^s@?z*w@r
zf0nWPOKVAUZ@?+3(~q(@e`x2SAN3t;9gGI_r<^$<$wtU}T>f-&RPu`XRQa?cL-3{b
zZIrmJPxg4C^H<=cx5aWv;vcL~_HlvDo~D;aqv^D>XrN2vdTAH8b$@x7(c|H%?;?5b
zoYa0W?3`POi5X!<&L>;Hw?3%5mhs@~`ilJ%ZqhV(1L-jb2rVoqdcAP*IgX~kzG)HA
z8Yw|mZs79?G=SmE>6*{nerWxQOiZOJfqD4K9APL<*uj6X(ABqTII6p)F8;v(2dPxP
zLHls5u+t`UekS~fsLzQj{+mxD%qM$cxtgGl?fDb-BG2&t{Vz$tL7FGtBoor3FTzNL
zTxuC1Xl4VBwLk#Y*pR?;=~jiOHJ&CCfUYwC5uXoTO_19=+J4>Fy$?5}8x(0&edMc?
zA@1f6#yDvqdouTf)##+;{j~=O6<pF+r@z$=DB?(O@nJrV7@zF+i9JgilrR}c-oKvQ
zegPbO%>_<;)UxwLitCqv?lAdG@W{5AC<#|xKYoA}d0)=}V?fBZIXM)X4=HM|<A4pn
zjltNzpT;<AH9)8L(5Tda^p2{EK$zg<=ODG!eugCOSoQ<c+*txcAg$Ex+|SxB;$Ae9
zy2~t5FJ_A<WH`>!(5z_g6z}PiUG;nN-h~Se!zPlxO*}(j!^|0!qqA|(o>Xu$s$mfd
zsxonOA@9#k8?a+rOpdF#T|C49n<Y00N#noXtALi%{j)AeX+i2Uf0P&hLPrj*ou)mp
z|FqKJy1h{Un&3HpMe5)Z>ITC8CG&zUO%>^be$ZQJYSLsI@QDbT17|1yv6G)YUB~l-
zCxS2FL1ye=5Mk`KRnIs!GyV--?b(L_*dJYYcvOYMgB|mm7czJbq%M!It)zd=h&w(R
zk=YI|c+pUGm_^ioPu&#EbZuTW>Um{4u<>=kMb(cfnC;;6ZcmpGZW;HP>qek6)sSsH
zUNDy~2n~Fs#mn&U@O(}M%wJk1$2C5yo=7}!kj=$a#Z?TXM5{&$RXkZM;ihX&#F^(Q
zIIs28Be0*|{Xc!ZbzGC*A1J;cR0O1?K~X?OVsuD+6q8a>ItC+zks_lcW*{*{;iEK&
zf`~9e7>pjq5DBF=nh6RbBb1i9=fUs&-g|%dzJ9*^hwa&O-sikK&rc;#ms!A_dU0Wj
z`=Rbz7Zcx3wT^VwZ?{*aUeZ1+^<ffUcvc&23~e$n9v-(uU0z$1MfB!A%Q*{%LL_+n
zc|^;>ta8|)de_NUIdkBN$RVm2pT33H&jH%M=+~Ug_PL#ff;&26X&e5L7W>x&Ivd(T
zS4W&SY?4XOwdl<4emozdtud?{&2H5`ej)L2f#qD-J6jLWn;Cr*zwUBB$Bi5s-qZy1
zHwZWSD4jMNN6HFNFJV8Ni1s%KA-t)aCx3H`!rpgY{MqudAvobu<;GQY+?0;w@L<BH
z!_||+*DJmpl+avRYf90Wx#O^)#Mt{xPH6-kj}$b?u}zJxa=RzU<k}QbyoIeOCE>aZ
z8U9-*<6<tzxRP*4STRW;;<Du)G1w_Hd%tSOB~6U6LP^O0JF)wVX&&fWdFAC984}Rx
zxc>HGJ$ei~cBy#9=1e_fof1HP=CiL%&f$j7qHX#WSwzYjwnv?=Y2X@aXn6F6P2Iy0
zI61cuw6~FMT*u(tHdrER(t>dn)6Pu}2}(gcA%C@LeFOw{E?TltX5*j67_V*SeCfu<
z$Z^N^CqKvnnjK>|75#iN6kp9)(AI?gxXW}F&Z(3<;kftf^w%X-Fy16Df;fT^WSM&_
z;2q9l8H0<&dM~AHCy<{pd>H2FvL;70rZU*V$vvBk!;}D44(}Y+pa+SXdf($inqw)~
ze%`4aL%LV3KkFReTH6<#Uc2mJuEwJg2^br|ANFv>oMN89td5$}KYADNZY^>Oo+2R_
zT=A^hTD-A#<=+NSgG84NM_C5Uo@SUCaQQs^b{qr<y9Xxs>mbSS)V+ic9O-Vwq2+Sv
zdSEDv{4-L8bN&;c>IGm^uoQQm=?MRo<XbOJ+zOwKZ2=+7okvTo4GaT@)6dCsdfc0A
zAgkk@(5b2@#PVnSe#F99Bq!nUver$V@i?XUm>5uJUuRkjEEZcv;4=^#8%__fbdB*z
z+^(7|4gioP=WtK5CbDdEEl~y18xN4H#Y^Txd3|PwUI|9MyC7W_5U?D|xc@JwoRpMs
z0i`7Q#EIjgd+PV`A56O+FWJ@*5%MTbrOv)#ZRAB#L#iM%I)h^!8`&mEiG^x%`bG~<
zAj;q2&p1~#a%^&GRAv@S*+o}_F(y<J?)SaQJ5UD-rOhB`<jqU@+w!ZcV_fQO+&^*4
z<3Y)dse;3M1wU?ySZe+`hi<_M_iE|D&3~N^4B)VT({iaE-Nau~&5`a1=GMp?>f*8>
zJEfTzp_HpAC%5x7pp7ZUr^l~Ysb0uYlTGAh*bJvPEk-5(I_;ZZ(<(oEYnaYoy8jrP
zgz@jtI#{HK&kHc-hBsHDu5)UYtQIm`5n{PjN-5TnoqpC?!%vnF?A3)6e3Spl5*+4I
z)I8jb;lO7H=UOi_x48W-@00J}f6VObDZrU|$IE660Tpn)%aL7qz-*b9bbi{9DELQe
znj@sS0<ZsPJ_3X=c@!&8*v}eQyzpC`;PqE7$sT`M|K-v%4hP`h=!7*(P||U!r@&N}
zSqOR00rK{jxIGho|AxKuV}yqaqc%_R8><=1+|rnRykPC|aAJE*mqD)M+dL<q8|w!c
z`R5+~QB=~34V&MysTezP7MN6L1DM))aM-W~p-1fXt3IPUuE<CV$937j!-`gfqATux
z%_G-6d^}~oF&bAeH|n1byD;v`SbPZPA@9*RS%(7clrfIxIK>??u*ZYBl#&2Vj#SvS
zhDTuoV@Rq`0;owSlmpo~|2C}a1R{S2yLg6BV)gqpLyO_4D$$?yz$o*^x6s_Q;N}hu
zoBJTvh1_|N5m~J?N4UgTyq2yYC6%;~6(?>7%KFfZ&#*HcNo_6e9eM&OBWaq7Wa*Nr
z<B}TJ){W{fA8nBDh}laK49>k&&$wOBI4Ek79P>R%ZgS%OQyISw#m$+Bhl0ZgkFiRy
zuV5GPC18e8@IIz?W79a|&F9h12DGXlFmF$Mt!O|8F{}^mspl3Odhh3ItIQKT6uEW4
z4+KnfTkH+TXLy=mV)LKXnB0(I+FkD!2WA32NRrhq1E&ZG8vn7aM!M8pc=GFgUd7W)
z-hC49r4OBiJv2RW%qx5XU%E+`MCg2F)!0s3y>r&U0x50!b5S3y!)OZ5O%~_{+R+wN
zliUT&G=tYKU=~vrKPR-N4`uw}m{*@%CEq-(M!6E4dv@B}RfT+2%4GVXpv}ZXZfk~#
zdWUDj9<tW2jp(<*x#0_^Gh{A9<99%EN1QH+*V9S$P1#o8aMYq$U+jP{-r4xN?*KCM
zfuN_3tIqIXWzGbvtolvkAhgLa?Yuwf=kt~&c=W`5y*2|mKqWSrh&rxUfZEs@!(ZKa
zf~H1S%&THE|Lv{U)Ht=yGB-5=XN(e5RRcA~l>=6NzomLdDQXOk-=9S2VnR1Mb4z4$
z0B6?$DRK7~mNw$}(KEoTlNi5|+V^1mzJ=^<IK5}t_nF4RaX-_HPb*7z*by`SAD#qx
zfBU$Xyq^|q25(`oa%?U-ngwt`&?F%09!|BxzWP^x+f=Lncu?YjV0z9%8fZdTI9MiM
zwqK*v$KEYH4Fn%%K2Y)_{J)DtT2<-s6*ff=S5Q7jIU=|#3!hyF;y;bQKkyJR?6&Zt
zkrKgKXRGM?vW^>_Lnhh$-&r-@JyD5e3uIqElj7Y<BtI+Zj@&s|=8kOPdZjV&E~^f<
zrd7gt1NQX*P(5ZnK=QPGJW`Ul^~ne4`PRJ#(I5#sg1?Ejtp8Gwb_4yXp3y})RsZEY
z%C-Q;-W%Y>rI1{GI0zBh%+dFflmJ+oXv`X?134fgQI2*=TP)^BY%>G40ySh0Rt7h>
zQWgz@>^iFNE}Z62rg!rPH^V8yUbW8DRm!W-P9e_QLkr8N9eH!C4ue@;@K-G*$Ya1C
zW}6#pzHRj7+U@Wa$(>&pPRoWi&w^IEe@1jD+1?7T0(@8$-f|GfZWLumYP5VFPw4xy
zsSOSBGQr!o_&KPPUMRFjXm5tNe9OI<8H9YqvB|Cp0|M#@5er1!9uOORspj{dUtK;-
z84isB>)w033_As692=aTBNF^%0LOTjViz>eyl1*}Ckz=jap^(kz{@v|8Y@P_Z`?RT
zko~egLl+n=1QHn9m6rgTMYiq7as<{l*j|=IC@RlY-s|+kQqH9a)>U)5HEH|U(_1N#
zqIxow`#|uaedRMMs+r@g&9nR9@Vw&?bvU5RPVULHN?K%@k8a5cTV1Bhh_s9CVIqoO
z_zaX)-SA~}u-vIkj1u3ZpCz|DfSsD2$J=k<+Ha`H${N$s>)xK<Jd&$omq?S`3JMy(
zf6%Qsu!G*K<kef$`$YH3_&p#qZ1yn+t9v4NQcqh47leTh89w`ezV5N(87Gmwda7DE
zR^T`J+Pk;-`$r>n@qbcy!O*nn1^#}LIUutmcZ)}IOZWbAa~YT4oAr$q+1o*^1GN{b
z7*4OoWIRh-)jdyq-*ysaBC1rSUje|UZUo>9{N#_<2$8PeN&z9F*b?@zlS&7zScm^D
zf2x)us-U;WGFtjdDRKi5;;s1(I5bCJfaT7B<*cpmnT^TK7&*i-?b5$oRKPBI?u<AN
zx^&cP*TE#EYrfI>hyRqeDfb)&D^;0+l~hCKixvMghzmD0rVmf?o|+P*93)ewRtTh%
zx)GeiIlaOqE^WtDn}F%0jRG|yJ*5vh>pyUOwU-19sXn3oT^y6}?43Eb`Y-AGtB4`>
zXtQS;px^d%o2VR8&(!xW(4>QjOqx&B(E^Y}Zn?17gKG17bbo2v_D(?-d_Qs$8RS|L
z=;4o8u!@^<c>eZ1ps6%KQ;`q1&oW4vE$=qkWgm|o2Mvbg;m9D6RzH!PfIV2<{r-x9
zzvq<PD?XmbohE0>XN@0`+&R_TQhm-3KSs~iazr&!jCti&hSDRr>SF|7`#?kGVk*!7
zEXSS))Os#kB-pnu^1*7EL64kCaI*vD!*(5r=&5;lKN4iJi&=lpu3k7jCLKa7p%jvp
zp>cRgh~<9L5%^o#`3$uubgAS~<1*Zcv;j9mj?ubbb=vL_``Yoza*;Lree~KrWO2nx
zz3>i*66|_0^oPuh<pB>+c7MfaCEP@U$;u9&+L%{p`?6Ufj=u{`)6@+SJC7&tLz?m1
zq!J_d324loC|HjV;B+LBt6rB;zMu#5J?i)AyMf*Uyk!4{(2!;xN`1l|ZJ449KBnom
z_45+8lHZ>N0ABgQ@yT{_p9)yIJ@nwf$WzccuIRCZRwQfrrSHsf3-3$iLT3A-$G9mU
z@0E<RR>R-?I-QeWXb(1-^%U@wa}LGbUGIS29>zNst|lRk_U#i6KeG0#c{mRLDPCUZ
z?SI)SM|K**;^n&OC&7B1fMUZylJnYNePe)kWRzLDraHG~XJim2da#G%m1mxegEKy>
z$Z}QK;n-ut17K#L$DJhE!3T>z96KlJkt4m2zBe0~*+u`f754o652Y=Exx*&Z^FzSS
zcZ8Ml)dTwk2wd3$iMpyz4qPe8nr~ZBSm(=F_cgR&$A$1ycjZuGi27cJgC$zCG!{!>
zX{2&o&nw^EO**2kYM#E6V0@cn)tU%qn>c)7JobrEtrfHEVI`P<jSj5?rh=OPw@XdB
zoCC;@y_@=AKc*M)_O_F(75FosiCU2fP2XS0bZUxxWNm!QVbXTFNCxRE<2Rf_Sv$8f
z53kR7dJqgp-1Cf5LfjBu*bKcX^JiYvEc2CUbhv7O$+(}0LI7`3Axm6ia4xkCnvQqj
zD&W=Y3N;K%Fic8en^u@0rjO|7ETixVdzv3C({i}shB&Vw)*sUBM5$M;G6tk@8BKrc
z&0#DDy29j@K8?|=#^1+oFGi|Z>ACPOc$_{TntRq@hizr<;Upcvl9vT`jm0t|DVoDm
zl~1EXYwYGnFK*YhA2rd8<$8DS{#MAHU;k<Xt&s!=lC7j8%9@<56O{-Ao2ZS57jK!s
zW!6*4&FbD}J&T*p;b!)}nBv^v!<-)=t0xV5H;a;}U?u$a@W=A5(OQt>D^lqOHTuGr
zvt7LFO{NAynj<LPe<8mOEdXre>%G#Zz4}d^oPpVlrnYZN%w|=Kf5{Qc(wA>UfZ>rB
zqM<28gjRLxW|xr4kdV16A<dOg(=C)N5MZo<Y0sjj=4@gb)u@?$>9an^0aIv^4_n;O
zJc83dG{~VYeYa!aDK(69M&)kp%6X5!Z#>#yQH+w|?uQ>k)Q%(KJ`+h`PS=h!C5>{N
zLZ{#;cMbNCJM<?H+Fcn=j=G7CWcXm(5m;|!zV#t)(0Bvl)hFjvUccpRqsgXoZkU0P
zJezHwq++FJp$aGku1A{=)8wNJKjlLxP2%NZ5>R!pDfoGYg@)CA4$V+_2sPE3(m>Ir
z4XSb4$&7YV7HNaZJK;5`Nfyxc9M=AhHdwv6x+;R{Tu7Ww#b<G(w-p*?rrP+9-xJ&q
zV_%=&eo{^&Gm6zeRHS@m-59_BbeuH|ak&2SnTyc0&hGttS#i|VDSzR|iAZ)>jty20
zv*H__p%aMkdyJZN!Omj$+WpaG7-QOxVP{vVsos8Paf&fIlS-I&Bn5$1w0rq|N4gsq
z1%+KMEcI6%>i7O4<S8fkt<P=N%3d_r$du;39L}j5nvl+K^()+$BUi0uJ1kW5jHCPN
z_QZL1i}p;?iTg9`0b#e@7w_s29cq5hqO1SexN444>+RIz28=|ru(C?MeADH*F3vm(
zQ%stf8S)@z-Iwe5RfcjqsdTJ)W)#MP7pA5v9e^oR(5NMuetHW*3|YI<D=cdXq?HDi
zdAQGw>JclA>058_9}(If17iuUwhFNOMCi?Jls#U45jXw2X})k^lY$Or<O!sCnl0aR
zbRN0Y&XJ^B{d~;_(dGs#i)cGz-SnLY7HNuEgybqR`Qty}>}Z2^ybVR96)cE{8;U*1
z&<T1T*~!ANh}<52w~d-Y>cAhs1N@Tb=hdkvD`}0{jPN^qCFnA@LUy8OESE-Cn&(q8
z7Y{#L>~)Wq5m$XVFSFSFTfa7ZUm0d)GqIChV)WZ-kM89Jqf*Y*f!~s9w&L6NZ>A<A
zR&UP_&pVJyLWjmO(^l8F%q$c2r-g>!xI-$&?V_yNdu1vCx$=IwG8|1b@v14*j%2$;
zB<(DXnW<3svu{VuY|S9-xW$B3xaZ|C?JSHSgVT8X=OZcJ=e+x#y_=G-<@g5cb8L59
zJnQ82mAX7pk3Q@ZoLL+wm-G1t-O5%?Dy&N|NATc58U4?5{Tmh&tatBM3*5)6HGiEL
zx;|eBs5va@W(^;vU5g@0ruZl?M589(998TQ(5MuV6YD7v+v(~@iC^h7tMaYf9ufrh
z$+7_JsNkyZ8k?f321ee$?Fs9`=|UMZST7^gM&H;Ba;Ee2T3tSHmD9HQE2izx#Uxx>
zQ=~hCl~H?iZb!;54dtfba||ct$Fl&7B7vmgq&MR;n3_6#nVC&#-S!tx<j8xbaAYNt
zQ!M1!&ZeiE=zAF2Nu?Bp)Z{$o9T5O6aJY3Tw84q6u8%QRU9jR3Llat6sJB{{4@uWu
z>kXmwP(~=#6vwD0xaE7XfKxu<-7QhRQM?RgM)uM9K8Gdv)31{Pr^Dq;$&7i}&WN0_
z&u5n5eY_pN1j@J<LMm*J0Q7KPa(g(kLOw}L+|<5VfK2?u9naBjdU0|xqM?rC#?hf}
z8xYfWRi=ASowI5?X=lK(tSGI1P>4`;Bz5|_SQUKKcT%m9Memaz+!fL?ieEw4u1-X=
zO{hX{;edj_Q;^-bA;qTd1Rp2!o_dB^PQF3oPGjSBk>~Hqd?)VHT*<maut;z4j%Lmr
z5X`y2CY=?9CWcE^|2(rtqq6G3o!Ux~Ulzd`HyS9{A+)gibWs#~-j%_07fyGyxh$VP
zs91T-WEPs)%XU<(Ul{Wy0p%`?nWJ#lIIxTD+w2rtRK&DL8LPcX9$<c0=<NFJ+OzD`
zfQFY8@GFb=_Yti@+(&BGKv@?T*&?lTjWJn2;!NBcwb2nyNn6iFO&0I3EUyq=C?9!U
zu=8gqbY=d&ZBez@n%+BaVRqxs3%USLM@^FUG9SVozM(y3D5K+F=oFJy;W}68$wv!S
zo)+_L&-@Nup+C|3bvn(V*-4ZUzklou_*M7OG>XsOvL=*_pk=Ld2-6fh%Zr_jo%XUT
zm|(5&pZV%D>3h6%>ebT|0SJXMtWO~{x7g!wD+_K4kupAMH*#hl$6KT1XhZ;>xVidW
zbawep2FS78Y1*kW2#ZtqxC_~a)~)~Qgmjoa`hg*uR2?Wk>Q)iss;=}g(ov#Xf6#Un
z?r^MPW-Rm{!6o+yGO)QJpb#Idu=1^?3WsAwQA1pI(MAu;$fI>u^460sEX%Infx^6y
z@#M?pV$`Gnrd?sL7=1)2AQm;5IjKQ3A1prk#=JkW;SCsQpzX86vZK{gWD><I3*J1K
zWf;cXW<BLfutwIyZtpt@qrvY}gwPrcG((y(zNA4i?`KXgNT_Vm^?fQ^IM{9k$EfpF
z!5zHt8<09mKg!>4jh)w^p4unIDaM}3wnUht$_p=_P-?Z=uxA?_u)dXn-8j#o+d_XO
z8fDukzrXVR39gB#?t|n+@cX=r%B_4e_?9g&v-r>#Rx2N3-}v0L`8WNR&%UBR^%W@`
z_gm|4*FUnz0=AsT`J_wPF|I_;ueA6lw-)Y<;7O`>?-WG(JFxgFengRSge1Vl#UhuV
z{TJO5U~XNPIdz1__1*Q#?*4kER1To6OTL*15@zOVOrR(9^Os9Xf=V2RX$^Sp?ojBr
zt)Oz(yCr5C_a4~TDUW!^R8k6a`_JQjC#w2Db`bFX2<Y|0d9Anv-&A#ShH6~?khi8K
z<CgD?L<I&Peo_ElG7U@0#<&wgJ_=Qwml5e{<qVgpw-wx3PF$W{&FRtNuhUuZ5h;c2
zeB!Yu-(u$|{2=B`O*KkD-R&89WqP76Zu9H*Oac~|WnSoKI|^B6$~R!XdA~xzFS_HB
zxR}MH^YFWP9XuxLCZ;`-fI2UVx!FBJ0keoihU;skB8@_ZdG7k<T$eA?ObC)-znw*$
z0k+x&xl4t^u_Rm#X+<47Ylvn?%lPnaBQWjq)KvNIfsdwWn2%cQ4bHl?@%LTpfs4OR
zKdv0^;#gsQ`t`n-P0232CDwt!_(0;fw$2L$3kz}F#t>@C);nfY)!(rOaQ2n88J=Uh
zFq%B-vmq*fb1g~sCIC+u<A9iCL}Ps6Y&KZ4a@rjCCW5ToU^4sVoMCZV!c5KGr+b;Z
zZeQNri}}N?r|k^ZSjz5_R^me+h6u=Cd_r)NJX@6>UF0MP`VQ$oE_-RKI6wG$fAT+P
z^6BbcrUJ{hE76|*1x_1$LY97W6!k89-@Jf{vlU2R+3{8DH|XLV{4|v`<Utt$aD0zE
z(ZVUh>?brtFrmVjP}Qc3S=|&%siB}n$Ir#?k+lz;)%F7k)D6$)?cd_lY|Nf*`Ll5}
z1b^c9gZ0v;Qt*UjR_gxxw3k@uWJMoeLRTMIW@q(X-#Dsvb~|AGoNWVIA@HI=M-FDn
zb8@+vL*9FZ1lTRl<f3$0+l%d*5G{k0&?+NLJvs=@d4RZODG~Jk5Ct}azr}*VMEQ36
zi9=!q19qkdH!XGFNTc*lsuh@v#ECkKe{WJu9CA$I$;cjmzwvw>q+O-Nub!|jPl1<;
zVybc#4EovoB`jZAC8?bB>NxeRX-6-jFZRZ`VeO?XCVV*OKQJeKvMHZO>P&>DJ!Iwj
z;Cl06HLWpYbTV+?nWl;}bjBU#9wq&Vrk&x<_j?snIllp|puS-Pk>F%rH|BxkziU&|
z-j@p0n9CpYZp0?%11&)E-{?u>sS{uD5GjF_nD^yNc>90BaBl?<XC!v^ryJ?jqVONj
z;Ef+jSd1F88^vGrXBT*@6W9+pHR`Yj!5UG_YC+XKsukW?{_f9O=}eJRO6T}{9r%vX
zyFlptI4?=dt$e18QU*Y+gec<#NO<1-lTHh<dK0&q@_m_U`uTFPAQRC$exIf>qYZ)U
zmaohYlIL$oEAo&zT1Oj91B22*jwdmnbYDD8?w}X`@%Gc-<gJii*EaQ_V>nC3mYV~l
z3I@xrg)&30SSDdeI}!|CyW^Y}?Ii8GzD9fYbFSpj;ce+5iXEkp<IMnga=TK!*{4BH
zl4XScwon5E^{K2(P5%mA&JqaqD$R25$p#siqxzx<1XMJjE8RU_6HVKEepRTKB4k#L
z9aCP7TRaUG2>4F;88v3Q#{L;r4*cbGixMFE9;=_2)&h2<t+PXu2Vr2JrR3~+EHU(6
zl8Tpw%VpK%V0%#Krs)$|tL(gr81<Y~gU%|!=ygk{P%?%P(j&x|#TQM&m5^41Sp$y?
z|GDULt#Z!MRd=K3dZyLl40u`_p9d0_-keHYDXqslG?w%qi@$)|hqv9%FVg&V;iqE6
zNdUL_g%bfx33x=-T=cE0tor?jyPoJ+^i?#ipDB0nQz|>e*(wO_j+%e9ML}>a0p+GY
zT>C<xT!%;!%zxpOb%A>)<gD%ngm@<_$S#q3Lh%t>NZSd$HmtY2Px=#x&pV0iW7ebf
zzR)A-nYsN9czxB0+Yl?rUTuxb%8ZS^b^5MfTiID;U7!EPi-y4Ky<-`4)#^7NVD(?#
z{@W=C-inh3%$+20247<kw6m2?-U@tIR`@wll=XJbcnt(z=g|>JJ|~}xwj+|lG>Xn<
zwI~e_*NAVe{?f%we~jtd4O5yPeIik(=x1bpR&tENd!mZ<Wj@hWeC)Cvn*Ieypg6wy
z`}_ESZFEbdu)VyltZ|kq#QlRd%oZqh24C>;8hVNqX`oSm`B?rU2rB1|T$~cCi-a{@
znpoDZJxnG!g{{wvUdp}@2yD@Xkhm#Gf9w3)N%3(<+l!RayId#kdq$n!3BUc@FaQW6
zC?=Mdd{H`NJZ;T{VgLgAgGWoBa0XL8<KdLkjKhpX+TewD{}*`CC|&>NA9PANZLp@b
zs)_UGw0=Qdi;p0qihnm?gFE&F@!?lMl@uk2@`N^c{G!7QFBo0OZ&y|&zVIwEaR^30
zWgzF_t4PcBjdMNOVeAbcsUNQWN-pS)wp&xKPYmwjKKf?_A~<(tLl=^zdHG4FezmEN
z0wX&F>z%gKI4lG#BT9TNSMY$%#zv}lMR$KRP3d0kVOq&{fLEfuhMn1s%@spV<YXRA
z6+&(4RpGc1iH~n+5uo7i{2?#mmTGKU1AC?iLD&`8d_onRWukug$c~fGgveb&izgHg
zqtzE=v9kfOqb^`ryKcJP>+efHP`BjF#ch6@tiL_<h~2NBwk6etJLuK8Lm8GVKpz&<
zo@n#RaM`#!!sdP6`+NIk(T!Swm!oPRTfaAODG$g9LBAslSB6)bK~`8?L+gc;2J9bn
zG)iVaOH^Ai$!u+7<7;T?rKq;88Oc4TFoZNOVz^H8MrC1=<P1)eJA-}~9f9+>HI%>M
zTa_#L#&asZb<2OBdXqb4l0DgHqt@G0=9HflrDNIy7$P8X(zA59kQIlC`uuZXyQWD|
zxCJf?mmQz%Hvw9hda{hBXKYWK1Ae^iCf!j8gKO^SFj6h!kQpc;{QR@hmtq*YKVmjh
z@qr?uk@amK>9Iq|z+Btx%5Uo-xNmA;t`=p@rF86jB<SDVN_}DE$v#h3CUQdDp)UV~
zQX=x>^UK9yHUtTv|Fc0MX(eZS!-Jaol_DAS0Pni3))cD)W~n{$KFvGZ=!H@f*h027
z<@{QyebU7e`}!+#gGTcI&@KkMYyafx(7TzsDe+~xR)~iOxW6K%Qn0YMJdATK8Rd3H
zF%|Vv)~^BV&fedeRQ|RLXN{#Jb6~bqah150EU_=#DYGJ3$ZB<;$TLM(R6B^8JUhBj
zSkd$l;Jq=#JS>2K>UzQ{1B=Hy9t|N1;@b$Q0RJ=PeE9e%cISudDhqk2NpXhBuvpz0
z|Cwi1mTZdrxp^mTeje2;i)ZU7Z08ii8z})Adu%H6<fiOm0&2ql?EUKIK1|qw;I}rm
z$=|+rz7tSu6s5<LU~8g&Chc3<Ao3F{n%y97sWK0u8DXte4JLkSKc7F>4fqxC_3C{2
z-E#6FYe-<G0qp?IDPC1yodl5=a<`12s{b(3YdD^sy_~1;D4xx)ZQ^09k6C_;&&dUg
zeN&LBpp&vB1}5uD5>QRA-8V`JsFb_{YjH3iB#!Sql6>92#qfc%`D}T-nffl&hk${o
z5+%IswIgDA$52FrKc>Wg=*uH)K(sR`+`fK16Ee$Y?M~oFfS0N}lrj!P%0%>4I!4eW
z+lnv9*t3<-K}j^_IwZWaE`!HTq3NMj^KnKIkEoomgX^U|BNz?d)HLThNMU3d0Rf{o
z{PTboC34GqgYi_j?zlbY4CS|f+WRkluoTZ4KG*j^Qr&VcWWi}58vLX$-Q4n?@tbLU
zs(vfU>(K>tif7`86{C-TNO~8p?la}I8kQd%%zH(yba1H$=Yb0W8`{rr+a22fr6tnT
zJuyq!8E~O?;kC(rIGSjWC2qa9(Gl+lB7{##Kip)dtoE{C|MF7KM6&GF*>X7w#|K9v
z=<H+vh03ZxxXzb=l0-Pdb)M(;8@^xZ_qHkRBre-9nvCjOIyoj0ttFcv_z3h?cK{SM
zgEzq+z9nANX6x^<*@#FVqFwn8@7tca0TUcjp&ywHRBrHn5jCID1(G8?9#gz?<to(8
zQ6UxNnrw;Nh!1V>SCnfH$u!@I4UBK5+iy<&LDYHHUsj7XKL<$vf^16rW#%%a3ICNg
z7*8ZQy1g<H&tio#WiLuvRIA)g^MMpMJSq)*MN32rtRexWA%vm2zB0)=yP8Tb$J@V-
z<pZ`~MxPY4JRJo3ib-@^?0I+-g_ymdk7-Ydg6~u5ZG8A~?Q<8*Cmg7JrZT#4r9ZHl
z<GOm0E7)jv2~fRr-q_jW<UpsLea5V#>eSn4Ld~%ePA26!-u|}I)7yzzf`pFBT{e5I
z709GnVdsHOzQ>qFkL^-7?af0)5y}Vm#+TigYUu_03R`f4jnu5oC%pYh?5rwwmX*S|
zWmkGP-tGOlss0b_en9z&vK#xF?uK5rjEvBNuEgv3;rC~eWC2buvzINV!sXx%Nuv}~
zUf!HjJd*w1wIXMGs!pGQKF-QU)II$M;@>tq_GiwN6z=~365Ictg3^qwAhlp!K2XHT
z>eni521@G;u2<N~K)^V3gDYcXya>~lpI1hysea*8AKBJ>S)IDR#jX|iyM!^-kr7^Q
zyA+MQkl)g&TBgfwHAbkq#WoGt_c5j2t!kHuqL?qa{Ryb44Mq6{QB3<_>IfXojXozb
zMB@p}ou()ZNYp*1xOaG^0I_xpwwE18xxZZj?__a)U{6PW-^O`Z0d1zZqb073GgGU8
zvH;z15bUtVo`(rxMp+`<i1uma7J+ulthkOWj0Q{USUV1q0ql=}>79(ZtBo<H2&ps+
znWv7v47^Z|A9=a_vmPzsQzCVA6yv@C{I5!gU<OIo-Z=ZJQ8x!8#bKk(9lz4u2?KIO
z;!N<*wz!1Zv>Bd7?M7K&bA<!f-U8-~ffc%bkU-v^ZqnmF_Lg|tPtMQY#-`8zgN)g&
z<(wG~=81*VvHw0ij&Lg|@PJ?*1-9ri8;}LuY`}-wk|0a=YXh!-_8T7vrTMn8{hDRw
zyJ3!t)<A+dqY3)^!wxOfHZ{nJx_|og@_7Jr->V{aA)RmOmkRlIFKj~O9qiYQkt;=s
zTlUPUMQ%KN_0ZlNkl(Ec`+Er~Nb^MK7N@+EY1%lL6;>D1ehYofN2qELw8CEM86a~V
zOFzXkn`Ue2VB>{ZksZQl>`zU3S@l<Z-U5y*F<b=PkR(|#`}LOEYh?UNKOi>Xd?e47
zb1?3E_H;oK-(%<M@gQC$s+|)djk{Ql>NV-xq;A7@R)oJJE`beKC@8yfM=R<MNJ#Sx
z90CSo3cLW(<US$d*%LLEmun(!y(w0A9hjJSdnsMqyC|(`kEakBumH&?i!89kN@6BX
z_LurCGxMCl?4-7d6<<Ks@6^x7@_{quJpv3{rDb-0YXj58^q#LD*l|VUE3(O_atXlh
z<r%mD&XG=;TlUgtTdNQ0m|hsKaGpStU6N$aA@pDFrpEv&WeQ*kA+R-lh9~0+rX6jE
zUQ@xeKP4X?JfqzG>EV&^Rz4-fF*CCYNOT{$@Umr&|5-d~<t#&U_@?tgGMf;mm?tru
z_;~Tda{qPnlv7=q5_MwrU;e!01}@9vPN_7CLM_Wd+Mp#cf^D#M*4R25Y)}QwwAElk
zJN;z+<<#h~N#2?A#XE4j%g|L#Z~l1`z~nd1J0CFB&v{PH6dcEeOc%@SwNas-8-DJ@
z**?O`ty^95_L4g_3T2CTqTf&TA3tINpi_VBg$@#kRSc5Oh~sh>{PVfImCrsZYNxhv
zzI^v$uK~k1_z`^~$w;|7sWZPZyXJ?I7t5;~<C~8uVbebUf|V+LTieTfHfxurC-qy{
zaDmO)f}TIa8ibYPW{Hp$ij&VTw(_V_*bWHS#l`lPwY6{%jeL`#qiHY-K1Q?2_;f;m
z7vzOcrqt%sou~SxZGIZUp(I(aQL|0kn_dCg=mcb)p;6X;mV<c}S0Khf9V^2g4?KGx
z(0~b$wI=O6Cm?rKssohJeE(MdOS>Ep2;Xcu80`l>T?PdPH-8Ukmf7-EJL*E$mUW-p
z$FwoM4g3Y|a+BqLZ?4T$>R$oS^%|03Lqdz^G3{O$<0mM$r>MzG7~_UnW$I>!5GDa7
zSm|fpb68SiQ-qUY@qX5<a`>WU{bh4j0_05aUBZ2jy;aAe$*0M>CeqIpe1MJ(v}NL{
zsYjy3J(`4b?frCdKpKAc-^iFN|I51`hFEr-4)U`twhe?Osi}N^@KH8uYBME^0yhwz
zH8(#~9=p`P41bzmvn$E|saz4OTa5}Qpk4r%U<g(RS3J+X@W54)bsHGywbyOZBw{<u
zu_w!B5_VDOVSrujABmbNOm`yeMZy`%*jYYQiyfjDQC$$4{I}rtRr}8_%ne0z@i*%v
z>u_4%xgSZ%*TsiQvSo_C^zZq~C`<3-tgH@eB8IV9Y~QdT;Y-g01lpK7IXOugJ*)~v
z2Z{Od`bqgb90AD_D1|orj+%OrvI8Ho!FsFA^;~=DLA^c~sAi27^k<lb2hSBrZ-!1C
z7DNc1TOGQyol4>;)cnyYC|Xa|i<FvbISy;`#>+tA?V-nCPKEW<2N#AAK<V#Q?5sU%
zNP*q-4bA7fd(-HCLuXTtwfQM)Y&>s`neC5qj?wCOUk%^dSJ{P6;nkeNToN~#@nhRf
z;&Tae^C7lfW^A?e{i9CfgD-N@uaBvPo~j+oD<*NQIt0>|^sDXKARLlNDH3%hUSgH-
zdxaSrtH%~Xhqo=aX1QfTlMS1Mg|C;tM-+L!trDgD3?vz;SGIAueRXe}Y~KlXx;tzC
z>kMaEmC0>gh{z@@ap=|mE3u&k8utk(HHs8=Hb{P$Hu<SV`rOj5v6hlkUGkHGn0Hhy
z1Ct{gyTpW@rOcfI1?oP}BumbXj74E>Dy|6gcErt2Hzm#n#y{0AgufQ8iT;b_%SCJ;
z453D0h3*-MQ|`?)j%UMljn?#2N=h`#1wFmGU;O7mEWLcj__<MBpJ2aqZD#7<Pagqw
z-;+;uBO-rqt}ZWw(YBB*`WL8rt#vT>Ai8!w#Ot?VWlKq6XxQ!*fO-EwJhWZ#_=?sx
zmgCxcrcosbE$k|pZZO_QUUo;+mfys}8t4kKjH8c@6G#43RzrzwZO{Y{zODQC<p$bP
zpxP{e3CV&1kPy#Q2=LnZv8vNZCzcFfoY=i_@WNf_3uYfb%O?HT*_i8d;9<jbP^i=v
z_f*?ju-g7FLwf;WEI^Y$=zm{U{4x}bqJ>n`C-8>i8)(5Cfg;2Q2r;`4tCkhT43$Vg
zw-<V-1Bm44kv_-dEOuX)1ghuc<pwd9f*{l@_AGwK^nZPf?V)hhw$xkfik9Q%XgY8G
zGx*6sygl<1-}-idkYew(FE4lRP!s`^(OkcM4W0fuQx0(POZxK97ysKA6Nu_bHeAi_
z{fdv-fJ77SqLefiTP^PbZ3BIfu-xBQO*{;ICsX%#&?!xTDgfnfHGU`u(|rg4`GUho
zxSaaNSzz}^70{1<mP42$0LYYi(=ebt2|BQ|;J{+oaQ0geZl#kTJMQlbj)?T1rQhqj
z40(u9(ZEw4lkC4&KMKD9;J;t(KQ0Gpif&WzhReS}DO8LLs0w`g_+ygurEDkw1`XL$
z?j~74Z`j2a;l^*nhdX+pApJk$x_ozY5_Mp^U|A_nAdi)S%~7?Zr!H63cyAv-0aPZ7
z6<)utuAyFL)CfETH~8Zv4HK}iHYfv?KeE&Ck=+06<dfWfv1c;GUB$u$?dfCW@%rRl
z3T_20u<}RdNgr|L!o))UV}B6@6_=ep(VEES_ZT!t_K(&Xa`4OTlJ+@>w84q1`_x54
zuFg?;Kqg|l^qX`AB5l>Oc<#=>6a*ndi&H?#Vt4;}_rd;?XY@-Ghf2Qf1;AhA081C-
zO6csCM_kx_I)e=d{JTAC^MBs}Fw+JKvgM8K#_VeAQ|W(M$eO?3)j{=8Je&U$)W&a&
zgNE9FSqR*(nU=zRtt%L9885g`!#_(*-J~8IH_w0p-hT4?M6~q_Ye>sIn|87S$t7_1
zs{ep5K=|#?|D=XNux9-lMFFR&);0eA*<V5c6XX_or^~S?{1Ja4<FipKQ=z(uVzzG(
z(!2?U%G7pcs+|X+_4n$O5XMJ|YOF%NCWJXCgpoi|_j`8WWD7Y&WzB9JgQ!ATs_w~r
z<X%4+zkLg8W#S8m4j_DxwTK}E9pQ+$Pa%R<;_}&lfYf-f<FI={sLTIX*)7~v$9nJS
zS6pGiw1-eysHsjMJ|;gn*!$l71C<Szj)63|N6%mYa}>FPq7o2FR4*ixt$z5U);|=G
zSsJZfy1Ywzl`&9D4P5Y5hZ6Ok|IAAVH)8nn#=8lqb%WyzWD+j$xdt>mDDh?DCjy$@
zcpq)zlQ3PS=XLxeXX=fxJNBW=?XPX{9iO;LJ)b8u56_Kw(e<>7Y=1!)q&}uyfr=Q0
zdj|0%{*;T9Sh5z5FUmFn1={MlTO@7}TH)KVGp?s}S~u>ckM;ImoBb2!Wva1~)s>Ob
zWKEr}<Er5$^FH$|;5Z(<xX<$(vo6xyyEyw6o7$NmkJ!J84wJ6OLLjO4aC)pwQrnRr
z-5>P9t4>U_)u!%xdzBdDI9dhmi=F-LGS~AO<X$rt<T82!M=j)hv<qdt5`R3-3I8>;
zQ~j<1)*MF7$-3U~$4vdvM(^u@CVgW0%u;<AQ}S(d?vC~1qGjWa$I*~(&FFFnW!54d
zlf9jsC$~Sa1lq!qlR1AL`sI7>T(K?dj0LfH?+^@9bGe+eg*Y>r`Uvl2@8ZH37sZV7
z*Vmg4f|K#+vC%0D;~}>TsR(ND>wx0$V3=K&4#UH)HTg_b6v{0sa&8}X_K%6;z@%Za
z>`%FK#eZ2QgT}?|eAoA?PV@)+N!T`<-Nd{kLTs{WTWW5&m0~OG>$C`H8L`t~u`6W$
z_P5lrktvbA)lHc!vK&=T_I`MK!JTj~MGQzr*Z4z`+8D1q(oBCK+d5hL!_S#4bG$Re
zo}z%43bb|&KPiagq~y$QJcJw_)eJ;kI}puU+hKpD?m38MZrdppkak4^sHk+!2DPTI
zfB^6CGLZ?95`AUzR}y1@)VujS-xUNukcz#bGfj}D$pDqk-&r=Nt|dbmTtg8sCYu#B
z#k!iWHkdZFK!P}r2Z)w)KJ7EtIQRh$VpKsQrtM>V2ys^twF0h}KcZd+7Q4QyUpycg
zY>2EIgoIbSg|r#?$pygIkgiZ@r1*i2%Y=786#5X1u$BRN$wS8B_^ctpt!?ZsgF>3p
z?JPYu!R-U>{cQZDqh;p)(3yCEK7#g7?61MjY$dA|Fa1{uyIKHlEvJ-F9gQFc&x1si
z#cg!8f{)|oZsZG?1Z~Asgbq;~(jgxC6ora$WZi3WI0!OLv0ncPZ9F{>d|LbE7CPm^
zxFO6^9f(&$$X-yEOBWE854y@z&CM$s*WuJNPK6YL=oNH|b%N^$8I=~(T`8doitpTj
zYu4w#VX*rFxP_yx9n3lg56ho}zLPcU1=dT_slV3^@2)qV!vEKObs>O<<G4PYt8m63
zb^e~24Ft6zEzaa<SzCe*l(~1|gW!4mZEwe}zO1|qV2C~XAGy{I%4yuxXqdlLlVkxs
zs;%)KE5IN6izDW8q($+r=D8>b=*u0C*a-}`F8`|&ci%>hocpO?w2O9S0Q97_9q#0@
z5YW$Rs0@(hb~cRpQxtdougCoafUHcG&~b$d>@H9Nw5LE_iGkcM!r36;L2@-5`@wUU
zZu6kW!4A~{gu7xLf_L(-$p(5c6e^ydDIeGlcpboeZj=lNGe#9G7~K)S#JXqAw{KUZ
z0`0C)(Vl`^%uHQ{d_uOr=adeXI=N`#6718y@x#wkJ#Z}SuSz@!Htp3o%O~1@_JQ*v
zrt0rvyZdxgvj>h?9_Yp$Z+ghd<h>a8*MKm&3Xar`G;*N7kLpz_XT`iPrE2nD{6=4Y
zB+1EiMpn2eJA-Cf0OV1i+1%1>5Px;!S-^^Ao;SgpnReQLVZaeZ{uZo6s#4q4sn>)t
zZo-%nRjSJeF$@8fjdH_Bw%bxu%ZUSXM^no>UT2tD%BEeH{YyeepMmS^6hM%ull2_3
ziCuxMGhS<Qm2!3)HH3_hq7zUfwpE44QED#d!<f!@$u4nxcmHD7;J@x!G3h&PumFFY
zf@6fvL~%sT6q7z%VGEE2Fnc_oZDGg7!om!Upy+#P9sZ2_g8K?euLFAR<{<$$K%y)W
z<;D->p(rTeaE;vAgN7;eBPlkvob{Z{?l&eTvE`{Z=IySxuecz0FVvQCt^U2`3%f(v
zk1-b7152^S<}9poFXRZeWK|0ZWq;&!>qvL~y|~Dp|DwG0Cq3V6+ij$7b;IY$VV(Fv
zR*r-F*?x?;4^uL~cuC<;)qznRKLUSme3QMI2@d*}F?3TGvUtF&qQeW*B8(Ls$+<#J
zoxtl)O!kFy8pC{872eSFya)rV!IDBQM0=rt(J_23Z4jAJ+fr;@5emy)s&;^Q`Yfvk
zxHPISLHx@g&`JMCjT-C}!RTKYxT;2JvOdCVFrNNMjqLCbB&t@tOw8GVZ$uY}al9&L
zJTlxgKxX*pGXh|sgRo3i;YHQOh!ocsT|`LOo&N%KZal@6np#87?T-bqd~Oh#`fo=d
zg`1LZAiWS=RA~jlli)e4g&V<R@kjjM6>&t#Mqxq0;TC4Up8)78-gBEJb0S3#fWX7!
z2)rdo^d#vK?RPoUup6|tLkqJ1-#3^WAu;U()Ku_4keXUZO&zhVGsyxaJfJqjjDW%t
zP(}pQXJJegL5C`YIR)HbC~z<dlG^<=&j9ytk)~a|=eoTA*xAIQ+{#dslGIe-=3m0J
z3j!Y*wXr-<37Sl+P?L$<^U2_n@ROK!a8YG(DrTvs5{7A)pr#6L%~z;V#dxZlT0b`n
zCA$-9-U(H-3z<6+LYjqCj`nz4qUpu}e|~Mx>>m`pTUA()#I%>uyewraWc>uo_)1a(
z)s;R7nI8yfpZ8be{mfd`BG4Gop;&W7*o`nCp((z0!Y4&9#R5$@{$8GLg%o2Uz#}+{
z<Ft%(OxmDe#;UGl!p8nxmN}PW)OHNk_&z*mCi&x(pIk}i&@YOQfd)ewV|?h0H?Eiz
zsycx$Dq5wJy~hxdp0ibfH1;ooWfY0+u)DTNb4jU~-+oQ+JHdTZxTOa>IRmSdMv5(k
z2u^29<v8o8w@Z^=25sHW0Wp_21p4f+gewsL)L1cMQddnPxXAg&bY#m1F_k^lwKRB|
zS7|6Sz1eZpi&sh7ht7{qdFuOk?Ku`%x{!08K@%Na(6YuB;j6o*dU@v%pNdJPE#CC0
z?ockI9thgD<uopULfp#Ktv_BiEnyTrYU&jjR3fXZtGKbTTvN#zdz&jcDwB*k2<vHG
zaPJ#5iX#PuN5RT8eKwqjA1KJTI~IO(W9ZseYhPTdcr_m&GJ4f}hCo2IAcw}IPmE6o
zc<5%p!I){H9XAs;>_aH5qUqfMySs^;<L-efUguWZTxo-{n_GYE2BQu29>6J~*x65^
z4_j~C26npcc*?xevRCp`e_17oRZE{!;imE*g;e;-oc&`qbtR9_02u2}GR(2F`P&<x
zw_?ZK;b5v!!RME*;_R6$nK8Ed;RwGXAQed~UsERlHE|Z+<`Uj1R^=Z$)#f+x{a06z
zzIwtp>30NF5F<KO#ughHH$eIrNt^0@BlESf#XJE;qNdu|J#Smzp82ur05EU6=QdyU
ztnH!nrTj=0;>6z!C2i1yHh3Oy8>PSYKaVXw%1-}EVJ=1)=p_{^kXkhNPfIOdLF(OD
zKNx5lF}R)u`mq{7HTDEoTEfQpD#v!M8uFntIp&k~aIb`!z!*I}RtZq?b2`Te8zR}S
z>@#!>{cy)-$Ia%v<ssf`dE=3J&u|6rGg3M4uG!H-n4t2>-({_$`?A;K$o^BFgmwP4
z1D4%RLVjjNRj&hTI5ckgYnD-k__pLuxDbhNXy>p6_TVY_8l24kibcXVfh~v)$`r=F
z6&1pqi2B~Oo(KrCL!JVv-;D4DegRC=RmmS?#zi6j%ha{JIsyMO)tv-1N7Q3f#yKI3
z3{0+=6p-;pteA8d)4oM90gO&|X>5Y^M6DUVS@N7!9e=n0>ty?c_q6-B@jSM=P({~o
zQQ&7-rbqw*erotYueRMvH<{)W<{oyye9kb(s3`K_14cw^@jK3U*$1l~0Xs&@jQEp2
zPr|NK5-E~+yKn{hZEI#9W&X(n-Yv1H+YBzWmcoxP9-;K<D$$)uNW^t_dh8kv|1Ze~
zA_Y9thjtyom|F*S6|bQ-FhZf<iQn7Re~-Dqz{Qvg94M+4rk#g4!o@R920yq^fChzh
z+{NRPrIolL5Fe0+rXxvp-*JFP2v-wp)j%~((q0gYc-)ycXj6A=uAEnWe{!}fVLcJ`
z@)K0wA7IRErKS=SP&>=3iW<~mEMfX!P&-JxI*MXm1J^166+|WFCZZ;-F~<3*Np?)T
z6Kd+92u4DMdUARG*Iks1-T?s~4{-Mt&tq*mVu!5?x+KSmAk2v-Ovlaqvfb;&Erw)r
zc<mV`pxog>@KuB@@&R0BV$NS+fnP}?SU9*{s7G#c8xwUms*7Sxd2=iBu~fIeFxDGe
z{g2_%2?B~6r2c2daU*DA15F5n4=X0Qf5=?aXQ*Ijfimcc5{&{%abM(4GbNsK2s`VH
zX}`_*2Rr+nv$7cxSxIyF+N21h!PsrFjwot9>|_OP`$U3cZOknx$gRz4%^*9JS;;v&
zL<&{UpF!W*2~}NiReiPCkSMy|-_1S92KQC%iY|Sw2s-VlscHuLkv)$1NKi<|`V#ip
z8moU}JQUc@Abtdn_^pkozUtt=KgyzGL+r;;*Y`S<zRV7&08RQkz-woZ^M6<GD}<SQ
zL)%uUk%_<Ho)5W0fw<RGTl;sGH7G2RYpR}>hY+`YiT22UksGQ7aN1x#ZSX-cNfs^$
zE6|t<mFli}1vI60GEi_)WN#8}@W!3DD4+rHt5G>f9az)KsxF%y=P573FVJ=+PI*Ba
z{IHFZ@B?<w-UZ2LI%S~D{-L1=P+n}Q`)+f7gFk?c$!wgByD*gxOjzw?B>uktP$RPH
zx1%Gg822#eNkoJXaf=O@NFD?&7@2d8<<)!FFAn?-k4P&{7-K!Z!wZ6T=Vp2?R{H8L
z$UXzb&l@FU5<HLZfgqmYJx<}G^ETKV>?}wm<o)$-{x`zj4fue+cb&fff5QKNTLk|n
c-|TQdy7>DR^?TMC82ESbtf^tiY4n}{0WQ-FnE(I)

literal 0
HcmV?d00001

diff --git a/main.tex b/main.tex
index 7df0cab..c4306e1 100644
--- a/main.tex
+++ b/main.tex
@@ -337,7 +337,7 @@ We solve this problem by decoupling the gradient averaging from the weight avera
 \end{figure}
 
 
-\section{Implementing Momentum}
+\subsection{Implementing Unbiased Momentum with Clique Averaging}
 
 Momentum (CITE), which increases the magnitude of the components of the gradient that are shared between several consecutive steps, is critical for making convolutional networks converge quickly. However it relies on mini-batches to be IID, otherwise, it greatly increases variance between nodes and is actually detrimental to convergence speed.
 
@@ -352,6 +352,27 @@ x_i^{(k-\frac{1}{2})} \leftarrow x_i^{(k-1)} - \gamma v_i^{(k)}
 
 In addition, it is important that all nodes are initialized with the same model value at the beginning. Otherwise, the random initialization of models introduces another source of variance that persists over many steps. In combination with D-Clique (Algorithm~\ref{Algorithm:Clique-Unbiased-D-PSGD}), this provides the convergence results of Figure~\ref{fig:d-cliques-cifar10-convolutional}. To assess how far this would be from an "optimal" solution, in which the delay introduced by multiple hops between nodes is completely removed, we also show the convergence speed of a single node that would compute its average gradient from all the samples obtained by all nodes in a single round. The results show that minus the variance introduced by the multiple hops between nodes, which slows the convergence of the distributed averaging of models, the convergence speed on average is close to the optimal, when the distributed average is computed exactly every step.
 
+\begin{figure}[htbp]
+    \centering 
+    % To regenerate figure, from results/cifar10
+    % python ../../../learn-topology/tools/plot_convergence.py 1-node-iid/all/2021-03-10-13:52:58-CET no-init-no-clique-avg/fully-connected-cliques/all/2021-03-13-18:34:35-CET --legend 'center right' --add-min-max --labels '1-node IID w/ momentum' '100 nodes non-IID d-cliques w/ momentum' --font-size 14 --yaxis test-accuracy --save-figure ../../figures/d-cliques-cifar10-momentum-non-iid-effect.png           
+    \begin{subfigure}[b]{0.45\textwidth}
+    \centering
+    \includegraphics[width=\textwidth]{figures/d-cliques-cifar10-momentum-non-iid-effect}
+    \caption{\label{fig:d-cliques-cifar10-momentum-non-iid-effect} Without Clique Averaging }
+    \end{subfigure}
+    \hfill
+    % To regenerate figure, from results/cifar10
+    % python ../../../learn-topology/tools/plot_convergence.py 1-node-iid/all/2021-03-10-13:52:58-CET no-init/fully-connected-cliques/all/2021-03-13-18:32:55-CET --legend 'lower right' --add-min-max --labels '1-node IID w/ momentum' '100 nodes non-IID d-clique w/ momentum' --font-size 14 --yaxis test-accuracy --save-figure ../../figures/d-cliques-cifar10-momentum-non-iid-clique-avg-effect.png
+    \begin{subfigure}[b]{0.45\textwidth}
+    \centering
+    \includegraphics[width=\textwidth]{figures/d-cliques-cifar10-momentum-non-iid-clique-avg-effect}
+    \caption{\label{fig:d-cliques-cifar10-momentum-non-iid-clique-avg-effect} With Clique Averaging}
+    \end{subfigure}
+    
+\caption{\label{fig:cifar10-momentum} Non-IID Effect of Momentum}
+\end{figure}
+
 
 \section{Scaling with Different Inter-Clique Topologies}
 
diff --git a/results/cifar10/fully-connected-cliques-no-momentum/experiments.sh b/results/cifar10/fully-connected-cliques-no-momentum/experiments.sh
new file mode 100755
index 0000000..acfd83c
--- /dev/null
+++ b/results/cifar10/fully-connected-cliques-no-momentum/experiments.sh
@@ -0,0 +1,14 @@
+#!/usr/bin/env bash
+TOOLS=../../../../learn-topology/tools; CWD="$(pwd)"; cd $TOOLS
+BSZS='
+    20
+    '
+LRS='
+    0.002
+    '
+for BSZ in $BSZS; 
+    do for LR in $LRS;
+        do python sgp-mnist.py --nb-nodes 100 --nb-epochs 100 --local-classes 1 --seed 1 --nodes-per-class 10 10 10 10 10 10 10 10 10 10 --global-train-ratios 1 1 1 1 1 1 1 1 1 1 --dist-optimization d-psgd --topology fully-connected-cliques --metric dissimilarity --learning-momentum 0.0 --sync-per-mini-batch 1 --results-directory $CWD/all --learning-rate $LR --batch-size $BSZ "$@" --single-process --nb-logging-processes 10 --dataset cifar10 --model gn-lenet --clique-gradient --initial-averaging --accuracy-logging-interval 10 --validation-set-ratio 0.5
+    done;
+done;
+
-- 
GitLab